stevenbucaille/image-segmentation-models-dataset

model_id stringlengths 12 92	model_card stringlengths 166 900k	model_labels listlengths 2 250
sam1120/dropoff-utcustom-train-SF-RGB-b5_5	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # dropoff-utcustom-train-SF-RGB-b5_5 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/dropoff-utcustom-TRAIN dataset. It achieves the following results on the evaluation set: - Loss: 0.1911 - Mean Iou: 0.4677 - Mean Accuracy: 0.7472 - Overall Accuracy: 0.9719 - Accuracy Unlabeled: nan - Accuracy Dropoff: 0.5020 - Accuracy Undropoff: 0.9923 - Iou Unlabeled: 0.0 - Iou Dropoff: 0.4318 - Iou Undropoff: 0.9713 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 9e-06 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Dropoff \| Accuracy Undropoff \| Iou Unlabeled \| Iou Dropoff \| Iou Undropoff \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.0685 \| 5.0 \| 10 \| 1.0222 \| 0.2189 \| 0.3725 \| 0.5989 \| nan \| 0.1256 \| 0.6194 \| 0.0 \| 0.0497 \| 0.6070 \| \| 0.9481 \| 10.0 \| 20 \| 0.8419 \| 0.3703 \| 0.6398 \| 0.8451 \| nan \| 0.4159 \| 0.8637 \| 0.0 \| 0.2633 \| 0.8476 \| \| 0.8268 \| 15.0 \| 30 \| 0.7165 \| 0.3949 \| 0.6938 \| 0.8694 \| nan \| 0.5023 \| 0.8853 \| 0.0 \| 0.3136 \| 0.8711 \| \| 0.7573 \| 20.0 \| 40 \| 0.6206 \| 0.4084 \| 0.7186 \| 0.8994 \| nan \| 0.5214 \| 0.9158 \| 0.0 \| 0.3243 \| 0.9010 \| \| 0.636 \| 25.0 \| 50 \| 0.5194 \| 0.4239 \| 0.7253 \| 0.9300 \| nan \| 0.5020 \| 0.9485 \| 0.0 \| 0.3401 \| 0.9316 \| \| 0.5238 \| 30.0 \| 60 \| 0.4507 \| 0.4365 \| 0.7368 \| 0.9461 \| nan \| 0.5085 \| 0.9651 \| 0.0 \| 0.3618 \| 0.9476 \| \| 0.4296 \| 35.0 \| 70 \| 0.4064 \| 0.4410 \| 0.7422 \| 0.9530 \| nan \| 0.5123 \| 0.9721 \| 0.0 \| 0.3683 \| 0.9546 \| \| 0.4105 \| 40.0 \| 80 \| 0.3547 \| 0.4502 \| 0.7467 \| 0.9619 \| nan \| 0.5120 \| 0.9814 \| 0.0 \| 0.3880 \| 0.9627 \| \| 0.3436 \| 45.0 \| 90 \| 0.3304 \| 0.4571 \| 0.7596 \| 0.9644 \| nan \| 0.5361 \| 0.9830 \| 0.0 \| 0.4066 \| 0.9647 \| \| 0.2729 \| 50.0 \| 100 \| 0.2953 \| 0.4614 \| 0.7552 \| 0.9680 \| nan \| 0.5232 \| 0.9873 \| 0.0 \| 0.4163 \| 0.9678 \| \| 0.2546 \| 55.0 \| 110 \| 0.2770 \| 0.4629 \| 0.7579 \| 0.9691 \| nan \| 0.5276 \| 0.9882 \| 0.0 \| 0.4201 \| 0.9686 \| \| 0.2281 \| 60.0 \| 120 \| 0.2591 \| 0.4647 \| 0.7566 \| 0.9702 \| nan \| 0.5235 \| 0.9896 \| 0.0 \| 0.4245 \| 0.9696 \| \| 0.2041 \| 65.0 \| 130 \| 0.2453 \| 0.4657 \| 0.7556 \| 0.9708 \| nan \| 0.5209 \| 0.9903 \| 0.0 \| 0.4269 \| 0.9701 \| \| 0.1772 \| 70.0 \| 140 \| 0.2292 \| 0.4676 \| 0.7542 \| 0.9717 \| nan \| 0.5171 \| 0.9914 \| 0.0 \| 0.4317 \| 0.9711 \| \| 0.169 \| 75.0 \| 150 \| 0.2161 \| 0.4681 \| 0.7520 \| 0.9719 \| nan \| 0.5122 \| 0.9919 \| 0.0 \| 0.4331 \| 0.9713 \| \| 0.1543 \| 80.0 \| 160 \| 0.2111 \| 0.4682 \| 0.7530 \| 0.9715 \| nan \| 0.5147 \| 0.9913 \| 0.0 \| 0.4336 \| 0.9709 \| \| 0.1374 \| 85.0 \| 170 \| 0.1973 \| 0.4659 \| 0.7450 \| 0.9715 \| nan \| 0.4980 \| 0.9921 \| 0.0 \| 0.4268 \| 0.9709 \| \| 0.1523 \| 90.0 \| 180 \| 0.1974 \| 0.4681 \| 0.7501 \| 0.9717 \| nan \| 0.5085 \| 0.9918 \| 0.0 \| 0.4332 \| 0.9711 \| \| 0.1323 \| 95.0 \| 190 \| 0.1928 \| 0.4658 \| 0.7434 \| 0.9717 \| nan \| 0.4944 \| 0.9924 \| 0.0 \| 0.4263 \| 0.9711 \| \| 0.1254 \| 100.0 \| 200 \| 0.1923 \| 0.4671 \| 0.7467 \| 0.9717 \| nan \| 0.5013 \| 0.9921 \| 0.0 \| 0.4301 \| 0.9711 \| \| 0.125 \| 105.0 \| 210 \| 0.1867 \| 0.4637 \| 0.7380 \| 0.9717 \| nan \| 0.4831 \| 0.9929 \| 0.0 \| 0.4201 \| 0.9711 \| \| 0.1239 \| 110.0 \| 220 \| 0.1912 \| 0.4694 \| 0.7520 \| 0.9719 \| nan \| 0.5121 \| 0.9919 \| 0.0 \| 0.4369 \| 0.9713 \| \| 0.1252 \| 115.0 \| 230 \| 0.1913 \| 0.4689 \| 0.7503 \| 0.9720 \| nan \| 0.5085 \| 0.9921 \| 0.0 \| 0.4354 \| 0.9714 \| \| 0.1357 \| 120.0 \| 240 \| 0.1911 \| 0.4677 \| 0.7472 \| 0.9719 \| nan \| 0.5020 \| 0.9923 \| 0.0 \| 0.4318 \| 0.9713 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "dropoff", "undropoff" ]
apisdn/segformer-b0-finetuned-segments-sidewalk-2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.5030 - Mean Iou: 0.3338 - Mean Accuracy: 0.4003 - Overall Accuracy: 0.8621 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.8504 - Accuracy Flat-sidewalk: 0.9481 - Accuracy Flat-crosswalk: 0.6649 - Accuracy Flat-cyclinglane: 0.8739 - Accuracy Flat-parkingdriveway: 0.6017 - Accuracy Flat-railtrack: nan - Accuracy Flat-curb: 0.5652 - Accuracy Human-person: 0.8056 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.9321 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: nan - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.6484 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.9052 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.5216 - Accuracy Construction-fenceguardrail: 0.5440 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: nan - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.3397 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9282 - Accuracy Nature-terrain: 0.9021 - Accuracy Sky: 0.9671 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.0021 - Accuracy Void-static: 0.4099 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: nan - Iou Flat-road: 0.7271 - Iou Flat-sidewalk: 0.8940 - Iou Flat-crosswalk: 0.5845 - Iou Flat-cyclinglane: 0.7074 - Iou Flat-parkingdriveway: 0.4377 - Iou Flat-railtrack: nan - Iou Flat-curb: 0.4698 - Iou Human-person: 0.5492 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.8218 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: nan - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.4926 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.7177 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.3855 - Iou Construction-fenceguardrail: 0.4617 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: nan - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.2627 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.8451 - Iou Nature-terrain: 0.7540 - Iou Sky: 0.9238 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.0021 - Iou Void-static: 0.3099 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 10 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Flat-road \| Accuracy Flat-sidewalk \| Accuracy Flat-crosswalk \| Accuracy Flat-cyclinglane \| Accuracy Flat-parkingdriveway \| Accuracy Flat-railtrack \| Accuracy Flat-curb \| Accuracy Human-person \| Accuracy Human-rider \| Accuracy Vehicle-car \| Accuracy Vehicle-truck \| Accuracy Vehicle-bus \| Accuracy Vehicle-tramtrain \| Accuracy Vehicle-motorcycle \| Accuracy Vehicle-bicycle \| Accuracy Vehicle-caravan \| Accuracy Vehicle-cartrailer \| Accuracy Construction-building \| Accuracy Construction-door \| Accuracy Construction-wall \| Accuracy Construction-fenceguardrail \| Accuracy Construction-bridge \| Accuracy Construction-tunnel \| Accuracy Construction-stairs \| Accuracy Object-pole \| Accuracy Object-trafficsign \| Accuracy Object-trafficlight \| Accuracy Nature-vegetation \| Accuracy Nature-terrain \| Accuracy Sky \| Accuracy Void-ground \| Accuracy Void-dynamic \| Accuracy Void-static \| Accuracy Void-unclear \| Iou Unlabeled \| Iou Flat-road \| Iou Flat-sidewalk \| Iou Flat-crosswalk \| Iou Flat-cyclinglane \| Iou Flat-parkingdriveway \| Iou Flat-railtrack \| Iou Flat-curb \| Iou Human-person \| Iou Human-rider \| Iou Vehicle-car \| Iou Vehicle-truck \| Iou Vehicle-bus \| Iou Vehicle-tramtrain \| Iou Vehicle-motorcycle \| Iou Vehicle-bicycle \| Iou Vehicle-caravan \| Iou Vehicle-cartrailer \| Iou Construction-building \| Iou Construction-door \| Iou Construction-wall \| Iou Construction-fenceguardrail \| Iou Construction-bridge \| Iou Construction-tunnel \| Iou Construction-stairs \| Iou Object-pole \| Iou Object-trafficsign \| Iou Object-trafficlight \| Iou Nature-vegetation \| Iou Nature-terrain \| Iou Sky \| Iou Void-ground \| Iou Void-dynamic \| Iou Void-static \| Iou Void-unclear \| 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\| 2.7613 \| 0.05 \| 20 \| 3.0868 \| 0.0602 \| 0.1106 \| 0.5474 \| nan \| 0.0259 \| 0.9212 \| 0.0 \| 0.0658 \| 0.0072 \| nan \| 0.0002 \| 0.0 \| 0.0 \| 0.0218 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0010 \| 0.0 \| 0.0 \| 0.7944 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9543 \| 0.0010 \| 0.6321 \| 0.0 \| 0.0 \| 0.0051 \| 0.0 \| 0.0 \| 0.0252 \| 0.6044 \| 0.0 \| 0.0576 \| 0.0066 \| 0.0 \| 0.0002 \| 0.0 \| 0.0 \| 0.0214 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0009 \| 0.0 \| 0.0 \| 0.3473 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4757 \| 0.0010 \| 0.5628 \| 0.0 \| 0.0 \| 0.0042 \| 0.0 \| \| 2.7305 \| 0.1 \| 40 \| 2.3324 \| 0.0797 \| 0.1332 \| 0.5917 \| nan \| 0.3431 \| 0.8926 \| 0.0 \| 0.0039 \| 0.0002 \| nan \| 0.0001 \| 0.0 \| 0.0 \| 0.2748 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8567 \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9383 \| 0.0402 \| 0.7798 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.2348 \| 0.6981 \| 0.0 \| 0.0039 \| 0.0002 \| 0.0 \| 0.0001 \| 0.0 \| 0.0 \| 0.2395 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.3681 \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5245 \| 0.0354 \| 0.4452 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 2.0568 \| 0.15 \| 60 \| 1.8469 \| 0.1094 \| 0.1570 \| 0.6532 \| nan \| 0.5455 \| 0.9454 \| 0.0 \| 0.0019 \| 0.0003 \| nan \| 0.0006 \| 0.0 \| 0.0 \| 0.6624 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8557 \| 0.0 \| 0.0005 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9423 \| 0.0176 \| 0.8932 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.3961 \| 0.6954 \| 0.0 \| 0.0019 \| 0.0003 \| nan \| 0.0006 \| 0.0 \| 0.0 \| 0.4714 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4564 \| 0.0 \| 0.0005 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5929 \| 0.0172 \| 0.7595 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 2.1332 \| 0.2 \| 80 \| 1.6618 \| 0.1131 \| 0.1645 \| 0.6598 \| nan \| 0.7639 \| 0.8862 \| 0.0 \| 0.0041 \| 0.0000 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6589 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9147 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9016 \| 0.0497 \| 0.9209 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4089 \| 0.7503 \| 0.0 \| 0.0041 \| 0.0000 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.4850 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4606 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5990 \| 0.0477 \| 0.7493 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.7443 \| 0.25 \| 100 \| 1.5016 \| 0.1240 \| 0.1751 \| 0.6852 \| nan \| 0.7320 \| 0.9302 \| 0.0 \| 0.0026 \| 0.0000 \| nan \| 0.0000 \| 0.0 \| 0.0 \| 0.7995 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8267 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9411 \| 0.2347 \| 0.9602 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4378 \| 0.7466 \| 0.0 \| 0.0026 \| 0.0000 \| nan \| 0.0000 \| 0.0 \| 0.0 \| 0.5670 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5272 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6193 \| 0.2130 \| 0.7320 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.5469 \| 0.3 \| 120 \| 1.4622 \| 0.1251 \| 0.1759 \| 0.6853 \| nan \| 0.7861 \| 0.9086 \| 0.0 \| 0.0132 \| 0.0001 \| nan \| 0.0000 \| 0.0 \| 0.0 \| 0.8150 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9092 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9155 \| 0.2250 \| 0.8810 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4372 \| 0.7649 \| 0.0 \| 0.0132 \| 0.0001 \| nan \| 0.0000 \| 0.0 \| 0.0 \| 0.5459 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5111 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6301 \| 0.2084 \| 0.7685 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 2.391 \| 0.35 \| 140 \| 1.3546 \| 0.1284 \| 0.1752 \| 0.6877 \| nan \| 0.7597 \| 0.9316 \| 0.0 \| 0.0980 \| 0.0001 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6860 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9039 \| 0.0 \| 0.0004 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8969 \| 0.2199 \| 0.9348 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4500 \| 0.7415 \| 0.0 \| 0.0963 \| 0.0001 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.5604 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4857 \| 0.0 \| 0.0004 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6485 \| 0.2129 \| 0.7852 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.3373 \| 0.4 \| 160 \| 1.2827 \| 0.1323 \| 0.1749 \| 0.6949 \| nan \| 0.7233 \| 0.9491 \| 0.0 \| 0.0861 \| 0.0002 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.5863 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9085 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9354 \| 0.3539 \| 0.8788 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4679 \| 0.7402 \| 0.0 \| 0.0855 \| 0.0002 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.5275 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4963 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6405 \| 0.3330 \| 0.8102 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.814 \| 0.45 \| 180 \| 1.2086 \| 0.1544 \| 0.2041 \| 0.7313 \| nan \| 0.7627 \| 0.9523 \| 0.0 \| 0.2621 \| 0.0019 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.9054 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8242 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8895 \| 0.7793 \| 0.9496 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4967 \| 0.7517 \| 0.0 \| 0.2536 \| 0.0019 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.5732 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5687 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7275 \| 0.6120 \| 0.8004 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.0337 \| 0.5 \| 200 \| 1.1426 \| 0.1558 \| 0.2040 \| 0.7258 \| nan \| 0.8122 \| 0.9030 \| 0.0 \| 0.4009 \| 0.0007 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.8114 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8964 \| 0.0 \| 0.0001 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9169 \| 0.6577 \| 0.9259 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4576 \| 0.7806 \| 0.0 \| 0.3591 \| 0.0007 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6186 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5287 \| 0.0 \| 0.0001 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7077 \| 0.5754 \| 0.8004 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.9412 \| 0.55 \| 220 \| 1.1058 \| 0.1591 \| 0.2085 \| 0.7343 \| nan \| 0.8523 \| 0.9132 \| 0.0 \| 0.3235 \| 0.0025 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.8658 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8340 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9034 \| 0.8514 \| 0.9175 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4732 \| 0.7812 \| 0.0 \| 0.3108 \| 0.0025 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6343 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5731 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7056 \| 0.6467 \| 0.8055 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.153 \| 0.6 \| 240 \| 1.0892 \| 0.1624 \| 0.2075 \| 0.7370 \| nan \| 0.6938 \| 0.9608 \| 0.0 \| 0.4141 \| 0.0014 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.8492 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8864 \| 0.0 \| 0.0006 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8867 \| 0.8333 \| 0.9066 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4919 \| 0.7415 \| 0.0 \| 0.3653 \| 0.0014 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6615 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5507 \| 0.0 \| 0.0006 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7452 \| 0.6554 \| 0.8214 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.563 \| 0.65 \| 260 \| 1.0588 \| 0.1641 \| 0.2147 \| 0.7424 \| nan \| 0.7806 \| 0.9269 \| 0.0 \| 0.5151 \| 0.0068 \| nan \| 0.0000 \| 0.0 \| 0.0 \| 0.8568 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8709 \| 0.0 \| 0.0006 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8876 \| 0.8832 \| 0.9268 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4749 \| 0.7966 \| 0.0 \| 0.3921 \| 0.0068 \| nan \| 0.0000 \| 0.0 \| 0.0 \| 0.6588 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5605 \| 0.0 \| 0.0006 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7293 \| 0.6449 \| 0.8232 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.9941 \| 0.7 \| 280 \| 1.0610 \| 0.1630 \| 0.2093 \| 0.7392 \| nan \| 0.7278 \| 0.9517 \| 0.0 \| 0.3672 \| 0.0082 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.8699 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8867 \| 0.0 \| 0.0008 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8936 \| 0.8495 \| 0.9318 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4707 \| 0.7604 \| 0.0 \| 0.3468 \| 0.0081 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6728 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5594 \| 0.0 \| 0.0008 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7455 \| 0.6600 \| 0.8277 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.3406 \| 0.75 \| 300 \| 1.0624 \| 0.1657 \| 0.2100 \| 0.7426 \| nan \| 0.6512 \| 0.9705 \| 0.0 \| 0.4415 \| 0.0445 \| nan \| 0.0001 \| 0.0 \| 0.0 \| 0.8883 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9094 \| 0.0 \| 0.0022 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9107 \| 0.8010 \| 0.8917 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4941 \| 0.7481 \| 0.0 \| 0.3908 \| 0.0414 \| nan \| 0.0001 \| 0.0 \| 0.0 \| 0.6783 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5749 \| 0.0 \| 0.0022 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7400 \| 0.6269 \| 0.8404 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.7236 \| 0.8 \| 320 \| 1.0300 \| 0.1636 \| 0.2079 \| 0.7422 \| nan \| 0.7688 \| 0.9544 \| 0.0 \| 0.3767 \| 0.0281 \| nan \| 0.0004 \| 0.0 \| 0.0 \| 0.8168 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9440 \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8761 \| 0.8169 \| 0.8611 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.5043 \| 0.7757 \| 0.0 \| 0.3555 \| 0.0272 \| nan \| 0.0004 \| 0.0 \| 0.0 \| 0.6533 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5372 \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7411 \| 0.6492 \| 0.8271 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.1755 \| 0.85 \| 340 \| 0.9857 \| 0.1685 \| 0.2153 \| 0.7522 \| nan \| 0.8118 \| 0.9416 \| 0.0 \| 0.4490 \| 0.0403 \| nan \| 0.0009 \| 0.0 \| 0.0 \| 0.8770 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8443 \| 0.0 \| 0.0005 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9363 \| 0.8292 \| 0.9430 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.4974 \| 0.8030 \| 0.0 \| 0.4005 \| 0.0389 \| nan \| 0.0009 \| 0.0 \| 0.0 \| 0.6780 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5794 \| 0.0 \| 0.0005 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7206 \| 0.6654 \| 0.8393 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.8277 \| 0.9 \| 360 \| 0.9503 \| 0.1700 \| 0.2169 \| 0.7553 \| nan \| 0.8139 \| 0.9419 \| 0.0 \| 0.4585 \| 0.0487 \| nan \| 0.0160 \| 0.0 \| 0.0 \| 0.8913 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9150 \| 0.0 \| 0.0017 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9121 \| 0.8460 \| 0.8773 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.5102 \| 0.8072 \| 0.0 \| 0.4119 \| 0.0462 \| nan \| 0.0158 \| 0.0 \| 0.0 \| 0.6549 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5647 \| 0.0 \| 0.0017 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7548 \| 0.6667 \| 0.8349 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.0964 \| 0.95 \| 380 \| 0.9795 \| 0.1673 \| 0.2180 \| 0.7480 \| nan \| 0.7389 \| 0.9635 \| 0.0 \| 0.5082 \| 0.0363 \| nan \| 0.0384 \| 0.0 \| 0.0 \| 0.9231 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8434 \| 0.0 \| 0.0004 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8410 \| 0.9071 \| 0.9566 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.5140 \| 0.7745 \| 0.0 \| 0.4370 \| 0.0351 \| nan \| 0.0375 \| 0.0 \| 0.0 \| 0.6404 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5966 \| 0.0 \| 0.0004 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7123 \| 0.6021 \| 0.8360 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 1.0782 \| 1.0 \| 400 \| 0.9498 \| 0.1701 \| 0.2207 \| 0.7541 \| nan \| 0.8392 \| 0.9310 \| 0.0 \| 0.3950 \| 0.0668 \| nan \| 0.0462 \| 0.0 \| 0.0 \| 0.9183 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9110 \| 0.0 \| 0.0107 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0001 \| 0.0 \| 0.0 \| 0.8825 \| 0.8926 \| 0.9477 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.5075 \| 0.8096 \| 0.0 \| 0.3669 \| 0.0617 \| nan \| 0.0447 \| 0.0 \| 0.0 \| 0.6404 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5702 \| 0.0 \| 0.0105 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0001 \| 0.0 \| 0.0 \| 0.7646 \| 0.6548 \| 0.8433 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.7965 \| 1.05 \| 420 \| 0.9255 \| 0.1777 \| 0.2218 \| 0.7587 \| nan \| 0.7880 \| 0.9475 \| 0.0 \| 0.4400 \| 0.1968 \| nan \| 0.0562 \| 0.0 \| 0.0 \| 0.8233 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9296 \| 0.0 \| 0.0237 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0002 \| 0.0 \| 0.0 \| 0.9219 \| 0.8168 \| 0.9317 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.5343 \| 0.7958 \| 0.0 \| 0.4042 \| 0.1576 \| nan \| 0.0541 \| 0.0 \| 0.0 \| 0.6891 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5549 \| 0.0 \| 0.0233 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0002 \| 0.0 \| 0.0 \| 0.7537 \| 0.6747 \| 0.8671 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 0.922 \| 1.1 \| 440 \| 0.9388 \| 0.1807 \| 0.2291 \| 0.7606 \| nan \| 0.7224 \| 0.9679 \| 0.0 \| 0.5214 \| 0.1530 \| nan \| 0.1999 \| 0.0 \| 0.0 \| 0.9419 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8134 \| 0.0 \| 0.0352 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0038 \| 0.0 \| 0.0 \| 0.8962 \| 0.8985 \| 0.9484 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| nan \| 0.5477 \| 0.7810 \| 0.0 \| 0.4555 \| 0.1328 \| nan \| 0.1722 \| 0.0 \| 0.0 \| 0.6491 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5896 \| 0.0 \| 0.0345 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0038 \| 0.0 \| 0.0 \| 0.7285 \| 0.6468 \| 0.8595 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| \| 0.9597 \| 1.15 \| 460 \| 0.8921 \| 0.1871 \| 0.2313 \| 0.7680 \| nan \| 0.7668 \| 0.9610 \| 0.0 \| 0.4708 \| 0.1648 \| nan \| 0.2614 \| 0.0 \| 0.0 \| 0.8462 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9209 \| 0.0 \| 0.0645 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0045 \| 0.0 \| 0.0 \| 0.9073 \| 0.8795 \| 0.9236 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| nan \| 0.5479 \| 0.8007 \| 0.0 \| 0.4173 \| 0.1351 \| nan \| 0.2222 \| 0.0 \| 0.0 \| 0.7046 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5693 \| 0.0 \| 0.0614 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0045 \| 0.0 \| 0.0 \| 0.7710 \| 0.6959 \| 0.8697 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| \| 1.1612 \| 1.2 \| 480 \| 0.9016 \| 0.1862 \| 0.2395 \| 0.7663 \| nan \| 0.7936 \| 0.9174 \| 0.0 \| 0.6213 \| 0.2689 \| nan \| 0.2730 \| 0.0 \| 0.0 \| 0.9463 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8782 \| 0.0 \| 0.0370 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0025 \| 0.0 \| 0.0 \| 0.9261 \| 0.8113 \| 0.9482 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.5339 \| 0.8229 \| 0.0 \| 0.4730 \| 0.1925 \| nan \| 0.2165 \| 0.0 \| 0.0 \| 0.6488 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5951 \| 0.0 \| 0.0361 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0025 \| 0.0 \| 0.0 \| 0.7526 \| 0.6664 \| 0.8309 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.7232 \| 1.25 \| 500 \| 0.9214 \| 0.1865 \| 0.2339 \| 0.7585 \| nan \| 0.7850 \| 0.9326 \| 0.0 \| 0.5147 \| 0.2372 \| nan \| 0.2890 \| 0.0 \| 0.0 \| 0.7751 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9176 \| 0.0 \| 0.0962 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0034 \| 0.0 \| 0.0 \| 0.8765 \| 0.8715 \| 0.9516 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| nan \| 0.5020 \| 0.8084 \| 0.0 \| 0.4293 \| 0.1808 \| nan \| 0.2329 \| 0.0 \| 0.0 \| 0.6994 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5538 \| 0.0 \| 0.0881 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0034 \| 0.0 \| 0.0 \| 0.7671 \| 0.6708 \| 0.8440 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| \| 0.9287 \| 1.3 \| 520 \| 0.8607 \| 0.1905 \| 0.2370 \| 0.7733 \| nan \| 0.7871 \| 0.9598 \| 0.0 \| 0.4933 \| 0.1617 \| nan \| 0.3361 \| 0.0054 \| 0.0 \| 0.9345 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8610 \| 0.0 \| 0.0878 \| 0.0011 \| 0.0 \| nan \| 0.0 \| 0.0016 \| 0.0 \| 0.0 \| 0.9270 \| 0.8367 \| 0.9516 \| 0.0 \| 0.0 \| 0.0010 \| 0.0 \| nan \| 0.5464 \| 0.8032 \| 0.0 \| 0.4403 \| 0.1437 \| nan \| 0.2679 \| 0.0054 \| 0.0 \| 0.6850 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6180 \| 0.0 \| 0.0846 \| 0.0011 \| 0.0 \| nan \| 0.0 \| 0.0016 \| 0.0 \| 0.0 \| 0.7645 \| 0.6727 \| 0.8715 \| 0.0 \| 0.0 \| 0.0010 \| 0.0 \| \| 0.8755 \| 1.35 \| 540 \| 0.8452 \| 0.1917 \| 0.2400 \| 0.7741 \| nan \| 0.8167 \| 0.9424 \| 0.0 \| 0.4580 \| 0.1835 \| nan \| 0.3927 \| 0.0 \| 0.0 \| 0.9323 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9247 \| 0.0 \| 0.0795 \| 0.0004 \| 0.0 \| nan \| 0.0 \| 0.0126 \| 0.0 \| 0.0 \| 0.9129 \| 0.8513 \| 0.9330 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.5535 \| 0.8188 \| 0.0 \| 0.4175 \| 0.1566 \| nan \| 0.2816 \| 0.0 \| 0.0 \| 0.6914 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5890 \| 0.0 \| 0.0746 \| 0.0004 \| 0.0 \| nan \| 0.0 \| 0.0125 \| 0.0 \| 0.0 \| 0.7838 \| 0.6826 \| 0.8807 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 0.8307 \| 1.4 \| 560 \| 0.8736 \| 0.1969 \| 0.2477 \| 0.7701 \| nan \| 0.7960 \| 0.9159 \| 0.0 \| 0.6137 \| 0.2820 \| nan \| 0.3605 \| 0.0040 \| 0.0 \| 0.8882 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8205 \| 0.0 \| 0.2042 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0220 \| 0.0 \| 0.0 \| 0.9564 \| 0.8577 \| 0.9562 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.5390 \| 0.8248 \| 0.0 \| 0.4989 \| 0.2211 \| nan \| 0.2697 \| 0.0040 \| 0.0 \| 0.7151 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5995 \| 0.0 \| 0.1784 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0212 \| 0.0 \| 0.0 \| 0.7036 \| 0.6576 \| 0.8718 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 1.402 \| 1.45 \| 580 \| 0.8555 \| 0.2004 \| 0.2485 \| 0.7757 \| nan \| 0.7734 \| 0.9472 \| 0.0 \| 0.4870 \| 0.2816 \| nan \| 0.3762 \| 0.0425 \| 0.0 \| 0.9116 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8756 \| 0.0 \| 0.2250 \| 0.0000 \| 0.0 \| nan \| 0.0 \| 0.0300 \| 0.0 \| 0.0 \| 0.9312 \| 0.8609 \| 0.9604 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| nan \| 0.5412 \| 0.8108 \| 0.0 \| 0.4282 \| 0.2203 \| nan \| 0.2856 \| 0.0420 \| 0.0 \| 0.7089 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6075 \| 0.0 \| 0.2018 \| 0.0000 \| 0.0 \| nan \| 0.0 \| 0.0293 \| 0.0 \| 0.0 \| 0.7660 \| 0.7043 \| 0.8656 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| \| 0.5225 \| 1.5 \| 600 \| 0.8549 \| 0.2030 \| 0.2554 \| 0.7784 \| nan \| 0.7819 \| 0.9345 \| 0.0 \| 0.4747 \| 0.3873 \| nan \| 0.3925 \| 0.0002 \| 0.0 \| 0.9286 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8833 \| 0.0 \| 0.3271 \| 0.0003 \| 0.0 \| nan \| 0.0 \| 0.0200 \| 0.0 \| 0.0 \| 0.9233 \| 0.9065 \| 0.9578 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| nan \| 0.5434 \| 0.8284 \| 0.0 \| 0.4261 \| 0.2718 \| nan \| 0.2857 \| 0.0002 \| 0.0 \| 0.7220 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6086 \| 0.0 \| 0.2643 \| 0.0003 \| 0.0 \| nan \| 0.0 \| 0.0198 \| 0.0 \| 0.0 \| 0.7647 \| 0.6761 \| 0.8826 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| \| 0.7842 \| 1.55 \| 620 \| 0.8270 \| 0.1988 \| 0.2451 \| 0.7764 \| nan \| 0.8065 \| 0.9410 \| 0.0 \| 0.5719 \| 0.2699 \| nan \| 0.3081 \| 0.0169 \| 0.0 \| 0.8046 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9212 \| 0.0 \| 0.2539 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0069 \| 0.0 \| 0.0 \| 0.9267 \| 0.8239 \| 0.9468 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| nan \| 0.5430 \| 0.8323 \| 0.0 \| 0.4582 \| 0.2285 \| nan \| 0.2238 \| 0.0169 \| 0.0 \| 0.7203 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5823 \| 0.0 \| 0.2200 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0069 \| 0.0 \| 0.0 \| 0.7733 \| 0.6741 \| 0.8818 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| \| 1.2838 \| 1.6 \| 640 \| 0.8154 \| 0.1961 \| 0.2442 \| 0.7791 \| nan \| 0.8285 \| 0.9424 \| 0.0 \| 0.4945 \| 0.3133 \| nan \| 0.3188 \| 0.0029 \| 0.0 \| 0.9346 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8954 \| 0.0 \| 0.1359 \| 0.0007 \| 0.0 \| nan \| 0.0 \| 0.0097 \| 0.0 \| 0.0 \| 0.9375 \| 0.8022 \| 0.9531 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| nan \| 0.5634 \| 0.8325 \| 0.0 \| 0.4374 \| 0.2407 \| nan \| 0.2670 \| 0.0029 \| 0.0 \| 0.6776 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5964 \| 0.0 \| 0.1276 \| 0.0007 \| 0.0 \| nan \| 0.0 \| 0.0096 \| 0.0 \| 0.0 \| 0.7607 \| 0.6941 \| 0.8684 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| \| 0.5899 \| 1.65 \| 660 \| 0.7866 \| 0.2102 \| 0.2614 \| 0.7878 \| nan \| 0.8118 \| 0.9516 \| 0.0 \| 0.5615 \| 0.3453 \| nan \| 0.4403 \| 0.0394 \| 0.0 \| 0.9261 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8854 \| 0.0 \| 0.4125 \| 0.0026 \| 0.0 \| nan \| 0.0 \| 0.0156 \| 0.0 \| 0.0 \| 0.8996 \| 0.8460 \| 0.9625 \| 0.0 \| 0.0 \| 0.0028 \| 0.0 \| nan \| 0.5686 \| 0.8279 \| 0.0 \| 0.4973 \| 0.2537 \| nan \| 0.3117 \| 0.0392 \| 0.0 \| 0.7022 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6196 \| 0.0 \| 0.2871 \| 0.0026 \| 0.0 \| nan \| 0.0 \| 0.0155 \| 0.0 \| 0.0 \| 0.8039 \| 0.7211 \| 0.8638 \| 0.0 \| 0.0 \| 0.0026 \| 0.0 \| \| 0.3365 \| 1.7 \| 680 \| 0.7968 \| 0.2035 \| 0.2514 \| 0.7783 \| nan \| 0.8256 \| 0.9462 \| 0.0 \| 0.4814 \| 0.2454 \| nan \| 0.3610 \| 0.0391 \| 0.0 \| 0.8841 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9000 \| 0.0 \| 0.3938 \| 0.0005 \| 0.0 \| nan \| 0.0 \| 0.0202 \| 0.0 \| 0.0 \| 0.9049 \| 0.8311 \| 0.9584 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| nan \| 0.5482 \| 0.8148 \| 0.0 \| 0.4367 \| 0.2035 \| nan \| 0.2775 \| 0.0389 \| 0.0 \| 0.7375 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5966 \| 0.0 \| 0.2763 \| 0.0005 \| 0.0 \| nan \| 0.0 \| 0.0199 \| 0.0 \| 0.0 \| 0.7964 \| 0.6989 \| 0.8619 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| \| 0.8643 \| 1.75 \| 700 \| 0.8389 \| 0.2030 \| 0.2565 \| 0.7685 \| nan \| 0.6074 \| 0.9702 \| 0.0 \| 0.6285 \| 0.2132 \| nan \| 0.4179 \| 0.0942 \| 0.0 \| 0.8898 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8600 \| 0.0 \| 0.4551 \| 0.0006 \| 0.0 \| nan \| 0.0 \| 0.0525 \| 0.0 \| 0.0 \| 0.8914 \| 0.8952 \| 0.9680 \| 0.0 \| 0.0 \| 0.0060 \| 0.0 \| nan \| 0.5010 \| 0.7981 \| 0.0 \| 0.4048 \| 0.1829 \| nan \| 0.3156 \| 0.0928 \| 0.0 \| 0.7511 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5995 \| 0.0 \| 0.2861 \| 0.0006 \| 0.0 \| nan \| 0.0 \| 0.0508 \| 0.0 \| 0.0 \| 0.7834 \| 0.6712 \| 0.8493 \| 0.0 \| 0.0 \| 0.0058 \| 0.0 \| \| 0.6571 \| 1.8 \| 720 \| 0.8190 \| 0.2006 \| 0.2499 \| 0.7779 \| nan \| 0.8853 \| 0.9355 \| 0.0 \| 0.5150 \| 0.1614 \| nan \| 0.2138 \| 0.0436 \| 0.0 \| 0.9182 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8259 \| 0.0 \| 0.3797 \| 0.0009 \| 0.0 \| nan \| 0.0 \| 0.0864 \| 0.0 \| 0.0 \| 0.9185 \| 0.8900 \| 0.9619 \| 0.0 \| 0.0 \| 0.0100 \| 0.0 \| nan \| 0.5303 \| 0.8389 \| 0.0 \| 0.4602 \| 0.1470 \| nan \| 0.1917 \| 0.0433 \| 0.0 \| 0.7166 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6156 \| 0.0 \| 0.2741 \| 0.0009 \| 0.0 \| nan \| 0.0 \| 0.0811 \| 0.0 \| 0.0 \| 0.7654 \| 0.6754 \| 0.8694 \| 0.0 \| 0.0 \| 0.0098 \| 0.0 \| \| 0.5954 \| 1.85 \| 740 \| 0.8031 \| 0.1996 \| 0.2487 \| 0.7804 \| nan \| 0.8086 \| 0.9397 \| 0.0 \| 0.4842 \| 0.3210 \| nan \| 0.4392 \| 0.0001 \| 0.0 \| 0.9424 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9317 \| 0.0 \| 0.0724 \| 0.0008 \| 0.0 \| nan \| 0.0 \| 0.0456 \| 0.0 \| 0.0 \| 0.9138 \| 0.8667 \| 0.9368 \| 0.0 \| 0.0 \| 0.0078 \| 0.0 \| nan \| 0.5686 \| 0.8255 \| 0.0 \| 0.4335 \| 0.2459 \| nan \| 0.3208 \| 0.0001 \| 0.0 \| 0.7003 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5781 \| 0.0 \| 0.0661 \| 0.0008 \| 0.0 \| nan \| 0.0 \| 0.0433 \| 0.0 \| 0.0 \| 0.7948 \| 0.7174 \| 0.8842 \| 0.0 \| 0.0 \| 0.0076 \| 0.0 \| \| 0.9125 \| 1.9 \| 760 \| 0.8012 \| 0.2102 \| 0.2593 \| 0.7829 \| nan \| 0.8647 \| 0.9201 \| 0.0 \| 0.5287 \| 0.4671 \| nan \| 0.3677 \| 0.0158 \| 0.0 \| 0.8576 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9063 \| 0.0 \| 0.2083 \| 0.0194 \| 0.0 \| nan \| 0.0 \| 0.1107 \| 0.0 \| 0.0 \| 0.9331 \| 0.7981 \| 0.9669 \| 0.0 \| 0.0 \| 0.0752 \| 0.0 \| nan \| 0.5650 \| 0.8365 \| 0.0 \| 0.4572 \| 0.2745 \| nan \| 0.2991 \| 0.0158 \| 0.0 \| 0.7351 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6018 \| 0.0 \| 0.1772 \| 0.0194 \| 0.0 \| nan \| 0.0 \| 0.0985 \| 0.0 \| 0.0 \| 0.7915 \| 0.7035 \| 0.8749 \| 0.0 \| 0.0 \| 0.0655 \| 0.0 \| \| 0.6386 \| 1.95 \| 780 \| 0.7901 \| 0.2072 \| 0.2609 \| 0.7804 \| nan \| 0.7345 \| 0.9524 \| 0.0 \| 0.5187 \| 0.3809 \| nan \| 0.4065 \| 0.0009 \| 0.0 \| 0.9506 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8772 \| 0.0 \| 0.3611 \| 0.0108 \| 0.0 \| nan \| 0.0 \| 0.0780 \| 0.0 \| 0.0 \| 0.8944 \| 0.9249 \| 0.9548 \| 0.0 \| 0.0 \| 0.0425 \| 0.0 \| nan \| 0.5520 \| 0.8184 \| 0.0 \| 0.4449 \| 0.2717 \| nan \| 0.3105 \| 0.0009 \| 0.0 \| 0.6957 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6343 \| 0.0 \| 0.2740 \| 0.0108 \| 0.0 \| nan \| 0.0 \| 0.0724 \| 0.0 \| 0.0 \| 0.7695 \| 0.6606 \| 0.8697 \| 0.0 \| 0.0 \| 0.0388 \| 0.0 \| \| 0.3176 \| 2.0 \| 800 \| 0.7634 \| 0.2183 \| 0.2676 \| 0.7910 \| nan \| 0.8532 \| 0.9308 \| 0.0 \| 0.6330 \| 0.2618 \| nan \| 0.3674 \| 0.1974 \| 0.0 \| 0.9196 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8899 \| 0.0 \| 0.2984 \| 0.0118 \| 0.0 \| nan \| 0.0 \| 0.0899 \| 0.0 \| 0.0 \| 0.9253 \| 0.9016 \| 0.9591 \| 0.0 \| 0.0 \| 0.0575 \| 0.0 \| nan \| 0.5576 \| 0.8435 \| 0.0 \| 0.5225 \| 0.2100 \| nan \| 0.3028 \| 0.1901 \| 0.0 \| 0.7342 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6270 \| 0.0 \| 0.2481 \| 0.0117 \| 0.0 \| nan \| 0.0 \| 0.0821 \| 0.0 \| 0.0 \| 0.7903 \| 0.7089 \| 0.8835 \| 0.0 \| 0.0 \| 0.0536 \| 0.0 \| \| 0.7566 \| 2.05 \| 820 \| 0.7654 \| 0.2206 \| 0.2716 \| 0.7893 \| nan \| 0.7937 \| 0.9466 \| 0.0 \| 0.5917 \| 0.3145 \| nan \| 0.4509 \| 0.4391 \| 0.0 \| 0.9226 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9171 \| 0.0 \| 0.1885 \| 0.0015 \| 0.0 \| nan \| 0.0 \| 0.0714 \| 0.0 \| 0.0 \| 0.9195 \| 0.8734 \| 0.9564 \| 0.0 \| 0.0 \| 0.0337 \| 0.0 \| nan \| 0.5744 \| 0.8346 \| 0.0 \| 0.4831 \| 0.2478 \| nan \| 0.3384 \| 0.3780 \| 0.0 \| 0.7203 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6003 \| 0.0 \| 0.1549 \| 0.0015 \| 0.0 \| nan \| 0.0 \| 0.0681 \| 0.0 \| 0.0 \| 0.7959 \| 0.7238 \| 0.8849 \| 0.0 \| 0.0 \| 0.0328 \| 0.0 \| \| 0.6973 \| 2.1 \| 840 \| 0.7914 \| 0.2307 \| 0.2962 \| 0.7853 \| nan \| 0.8625 \| 0.9106 \| 0.0 \| 0.5789 \| 0.4898 \| nan \| 0.4095 \| 0.6680 \| 0.0 \| 0.9001 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0076 \| 0.0 \| 0.0 \| 0.8451 \| 0.0 \| 0.4735 \| 0.0092 \| 0.0 \| nan \| 0.0 \| 0.1260 \| 0.0 \| 0.0 \| 0.8844 \| 0.9244 \| 0.9642 \| 0.0 \| 0.0 \| 0.1273 \| 0.0 \| nan \| 0.5754 \| 0.8320 \| 0.0 \| 0.4924 \| 0.2650 \| nan \| 0.3076 \| 0.4208 \| 0.0 \| 0.7530 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0076 \| 0.0 \| 0.0 \| 0.6574 \| 0.0 \| 0.2890 \| 0.0092 \| 0.0 \| nan \| 0.0 \| 0.1148 \| 0.0 \| 0.0 \| 0.7836 \| 0.6669 \| 0.8648 \| 0.0 \| 0.0 \| 0.1111 \| 0.0 \| \| 0.6372 \| 2.15 \| 860 \| 0.7352 \| 0.2278 \| 0.2783 \| 0.7952 \| nan \| 0.8073 \| 0.9560 \| 0.0 \| 0.5443 \| 0.3967 \| nan \| 0.4493 \| 0.4180 \| 0.0 \| 0.9145 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9200 \| 0.0 \| 0.4095 \| 0.0434 \| 0.0 \| nan \| 0.0 \| 0.0880 \| 0.0 \| 0.0 \| 0.9358 \| 0.7749 \| 0.9506 \| 0.0 \| 0.0 \| 0.0207 \| 0.0 \| nan \| 0.6060 \| 0.8353 \| 0.0 \| 0.4929 \| 0.2740 \| nan \| 0.3301 \| 0.3471 \| 0.0 \| 0.7383 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6297 \| 0.0 \| 0.2989 \| 0.0426 \| 0.0 \| nan \| 0.0 \| 0.0825 \| 0.0 \| 0.0 \| 0.7804 \| 0.6953 \| 0.8882 \| 0.0 \| 0.0 \| 0.0200 \| 0.0 \| \| 0.4261 \| 2.2 \| 880 \| 0.7658 \| 0.2249 \| 0.2814 \| 0.7863 \| nan \| 0.8467 \| 0.9297 \| 0.0 \| 0.5260 \| 0.4671 \| nan \| 0.3961 \| 0.5450 \| 0.0 \| 0.8252 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| 0.9310 \| 0.0 \| 0.3836 \| 0.0140 \| 0.0 \| nan \| 0.0 \| 0.0839 \| 0.0 \| 0.0 \| 0.8837 \| 0.9131 \| 0.9430 \| 0.0 \| 0.0 \| 0.0364 \| 0.0 \| nan \| 0.5704 \| 0.8411 \| 0.0 \| 0.4678 \| 0.2774 \| nan \| 0.3140 \| 0.3858 \| 0.0 \| 0.7268 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| 0.6142 \| 0.0 \| 0.2781 \| 0.0140 \| 0.0 \| nan \| 0.0 \| 0.0787 \| 0.0 \| 0.0 \| 0.7873 \| 0.6885 \| 0.8935 \| 0.0 \| 0.0 \| 0.0345 \| 0.0 \| \| 0.8689 \| 2.25 \| 900 \| 0.7387 \| 0.2327 \| 0.2937 \| 0.7955 \| nan \| 0.8181 \| 0.9439 \| 0.0 \| 0.6526 \| 0.4306 \| nan \| 0.4216 \| 0.7438 \| 0.0 \| 0.9072 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.8277 \| 0.0 \| 0.3589 \| 0.0379 \| 0.0 \| nan \| 0.0 \| 0.1510 \| 0.0 \| 0.0 \| 0.9514 \| 0.8186 \| 0.9763 \| 0.0 \| 0.0 \| 0.0641 \| 0.0 \| nan \| 0.6028 \| 0.8464 \| 0.0 \| 0.5317 \| 0.2707 \| nan \| 0.3384 \| 0.4162 \| 0.0 \| 0.7211 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.6261 \| 0.0 \| 0.3004 \| 0.0377 \| 0.0 \| nan \| 0.0 \| 0.1316 \| 0.0 \| 0.0 \| 0.7583 \| 0.7095 \| 0.8614 \| 0.0 \| 0.0 \| 0.0601 \| 0.0 \| \| 0.5214 \| 2.3 \| 920 \| 0.7337 \| 0.2243 \| 0.2753 \| 0.7977 \| nan \| 0.8933 \| 0.9406 \| 0.0 \| 0.5067 \| 0.2624 \| nan \| 0.4666 \| 0.2798 \| 0.0 \| 0.9468 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9058 \| 0.0 \| 0.4086 \| 0.0139 \| 0.0 \| nan \| 0.0 \| 0.1140 \| 0.0 \| 0.0 \| 0.9218 \| 0.8674 \| 0.9611 \| 0.0 \| 0.0 \| 0.0439 \| 0.0 \| nan \| 0.5863 \| 0.8514 \| 0.0 \| 0.4646 \| 0.2249 \| nan \| 0.3358 \| 0.2535 \| 0.0 \| 0.7001 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6470 \| 0.0 \| 0.2953 \| 0.0139 \| 0.0 \| nan \| 0.0 \| 0.1031 \| 0.0 \| 0.0 \| 0.8052 \| 0.7375 \| 0.8945 \| 0.0 \| 0.0 \| 0.0403 \| 0.0 \| \| 0.5208 \| 2.35 \| 940 \| 0.7267 \| 0.2328 \| 0.2877 \| 0.7944 \| nan \| 0.8149 \| 0.9260 \| 0.0 \| 0.6306 \| 0.5415 \| nan \| 0.4704 \| 0.3438 \| 0.0 \| 0.8691 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9233 \| 0.0 \| 0.3991 \| 0.0276 \| 0.0 \| nan \| 0.0 \| 0.1909 \| 0.0 \| 0.0 \| 0.9505 \| 0.7492 \| 0.9305 \| 0.0 \| 0.0 \| 0.1518 \| 0.0 \| nan \| 0.6006 \| 0.8577 \| 0.0 \| 0.5069 \| 0.3083 \| nan \| 0.3449 \| 0.2962 \| 0.0 \| 0.7478 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6286 \| 0.0 \| 0.2942 \| 0.0275 \| 0.0 \| nan \| 0.0 \| 0.1547 \| 0.0 \| 0.0 \| 0.7654 \| 0.6693 \| 0.8903 \| 0.0 \| 0.0 \| 0.1255 \| 0.0 \| \| 0.4238 \| 2.4 \| 960 \| 0.7309 \| 0.2366 \| 0.2926 \| 0.8005 \| nan \| 0.7982 \| 0.9567 \| 0.0 \| 0.6051 \| 0.4682 \| nan \| 0.3919 \| 0.3990 \| 0.0 \| 0.9027 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8916 \| 0.0 \| 0.5417 \| 0.0353 \| 0.0 \| nan \| 0.0 \| 0.1755 \| 0.0 \| 0.0 \| 0.9047 \| 0.8810 \| 0.9623 \| 0.0 \| 0.0 \| 0.1564 \| 0.0 \| nan \| 0.5918 \| 0.8473 \| 0.0 \| 0.5152 \| 0.3068 \| nan \| 0.3195 \| 0.3256 \| 0.0 \| 0.7681 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6564 \| 0.0 \| 0.3014 \| 0.0351 \| 0.0 \| nan \| 0.0 \| 0.1468 \| 0.0 \| 0.0 \| 0.8048 \| 0.6933 \| 0.8908 \| 0.0 \| 0.0 \| 0.1322 \| 0.0 \| \| 0.8412 \| 2.45 \| 980 \| 0.7161 \| 0.2377 \| 0.2973 \| 0.8011 \| nan \| 0.7932 \| 0.9429 \| 0.0 \| 0.6902 \| 0.4637 \| nan \| 0.4717 \| 0.4468 \| 0.0 \| 0.9455 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8412 \| 0.0 \| 0.4509 \| 0.0503 \| 0.0 \| nan \| 0.0 \| 0.2405 \| 0.0 \| 0.0 \| 0.9278 \| 0.9010 \| 0.9642 \| 0.0 \| 0.0 \| 0.0868 \| 0.0 \| nan \| 0.6052 \| 0.8543 \| 0.0 \| 0.5610 \| 0.3038 \| nan \| 0.3439 \| 0.3773 \| 0.0 \| 0.7258 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6534 \| 0.0 \| 0.2925 \| 0.0500 \| 0.0 \| nan \| 0.0 \| 0.1878 \| 0.0 \| 0.0 \| 0.7845 \| 0.6631 \| 0.8865 \| 0.0 \| 0.0 \| 0.0812 \| 0.0 \| \| 0.5655 \| 2.5 \| 1000 \| 0.7348 \| 0.2298 \| 0.2781 \| 0.7957 \| nan \| 0.7909 \| 0.9648 \| 0.0 \| 0.5791 \| 0.3012 \| nan \| 0.3884 \| 0.3717 \| 0.0 \| 0.8679 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0022 \| 0.0 \| 0.0 \| 0.9401 \| 0.0 \| 0.4082 \| 0.0555 \| 0.0 \| nan \| 0.0 \| 0.1984 \| 0.0 \| 0.0 \| 0.9071 \| 0.8846 \| 0.9387 \| 0.0 \| 0.0 \| 0.0223 \| 0.0 \| nan \| 0.5959 \| 0.8299 \| 0.0 \| 0.4782 \| 0.2517 \| nan \| 0.3231 \| 0.3125 \| 0.0 \| 0.7599 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0022 \| 0.0 \| 0.0 \| 0.6033 \| 0.0 \| 0.3076 \| 0.0551 \| 0.0 \| nan \| 0.0 \| 0.1594 \| 0.0 \| 0.0 \| 0.8094 \| 0.7249 \| 0.8907 \| 0.0 \| 0.0 \| 0.0214 \| 0.0 \| \| 0.7384 \| 2.55 \| 1020 \| 0.7513 \| 0.2378 \| 0.2971 \| 0.7978 \| nan \| 0.8575 \| 0.9361 \| 0.0 \| 0.6079 \| 0.3507 \| nan \| 0.4339 \| 0.6078 \| 0.0 \| 0.9337 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8237 \| 0.0 \| 0.4384 \| 0.0862 \| 0.0 \| nan \| 0.0 \| 0.2071 \| 0.0 \| 0.0 \| 0.9175 \| 0.9434 \| 0.9726 \| 0.0 \| 0.0 \| 0.0933 \| 0.0 \| nan \| 0.5855 \| 0.8541 \| 0.0 \| 0.5126 \| 0.2705 \| nan \| 0.3202 \| 0.4578 \| 0.0 \| 0.7333 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6607 \| 0.0 \| 0.3288 \| 0.0849 \| 0.0 \| nan \| 0.0 \| 0.1632 \| 0.0 \| 0.0 \| 0.7833 \| 0.6521 \| 0.8803 \| 0.0 \| 0.0 \| 0.0829 \| 0.0 \| \| 0.4505 \| 2.6 \| 1040 \| 0.6991 \| 0.2419 \| 0.2946 \| 0.8065 \| nan \| 0.8519 \| 0.9496 \| 0.0 \| 0.5998 \| 0.4032 \| nan \| 0.4200 \| 0.6174 \| 0.0 \| 0.9215 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9099 \| 0.0 \| 0.3669 \| 0.0730 \| 0.0 \| nan \| 0.0 \| 0.1828 \| 0.0 \| 0.0 \| 0.9343 \| 0.8852 \| 0.9646 \| 0.0 \| 0.0 \| 0.0513 \| 0.0 \| nan \| 0.6016 \| 0.8521 \| 0.0 \| 0.5216 \| 0.3007 \| nan \| 0.3368 \| 0.4736 \| 0.0 \| 0.7485 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6427 \| 0.0 \| 0.3000 \| 0.0723 \| 0.0 \| nan \| 0.0 \| 0.1543 \| 0.0 \| 0.0 \| 0.8127 \| 0.7390 \| 0.8936 \| 0.0 \| 0.0 \| 0.0483 \| 0.0 \| \| 0.7751 \| 2.65 \| 1060 \| 0.7158 \| 0.2396 \| 0.2928 \| 0.8054 \| nan \| 0.8765 \| 0.9437 \| 0.0 \| 0.6421 \| 0.3645 \| nan \| 0.4043 \| 0.6175 \| 0.0 \| 0.9243 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0024 \| 0.0 \| 0.0 \| 0.9442 \| 0.0 \| 0.3364 \| 0.1020 \| 0.0 \| nan \| 0.0 \| 0.1617 \| 0.0 \| 0.0 \| 0.9067 \| 0.8818 \| 0.9277 \| 0.0 \| 0.0 \| 0.0419 \| 0.0 \| nan \| 0.6212 \| 0.8522 \| 0.0 \| 0.5525 \| 0.2856 \| nan \| 0.3304 \| 0.4588 \| 0.0 \| 0.7393 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0024 \| 0.0 \| 0.0 \| 0.6193 \| 0.0 \| 0.2679 \| 0.0991 \| 0.0 \| nan \| 0.0 \| 0.1385 \| 0.0 \| 0.0 \| 0.8139 \| 0.7229 \| 0.8831 \| 0.0 \| 0.0 \| 0.0398 \| 0.0 \| \| 0.4084 \| 2.7 \| 1080 \| 0.6969 \| 0.2433 \| 0.3003 \| 0.8033 \| nan \| 0.8009 \| 0.9641 \| 0.0 \| 0.5948 \| 0.3905 \| nan \| 0.4429 \| 0.6324 \| 0.0 \| 0.9354 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0101 \| 0.0 \| 0.0 \| 0.8741 \| 0.0 \| 0.5220 \| 0.1051 \| 0.0 \| nan \| 0.0 \| 0.2007 \| 0.0 \| 0.0 \| 0.9009 \| 0.9270 \| 0.9541 \| 0.0 \| 0.0 \| 0.0537 \| 0.0 \| nan \| 0.5990 \| 0.8424 \| 0.0 \| 0.5236 \| 0.3057 \| nan \| 0.3572 \| 0.4822 \| 0.0 \| 0.7521 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0101 \| 0.0 \| 0.0 \| 0.6622 \| 0.0 \| 0.3172 \| 0.1017 \| 0.0 \| nan \| 0.0 \| 0.1682 \| 0.0 \| 0.0 \| 0.7988 \| 0.6714 \| 0.9002 \| 0.0 \| 0.0 \| 0.0507 \| 0.0 \| \| 0.6027 \| 2.75 \| 1100 \| 0.6949 \| 0.2479 \| 0.3082 \| 0.8075 \| nan \| 0.8341 \| 0.9419 \| 0.0 \| 0.7221 \| 0.4349 \| nan \| 0.3905 \| 0.7062 \| 0.0 \| 0.9355 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1095 \| 0.0 \| 0.0 \| 0.8850 \| 0.0 \| 0.4048 \| 0.0685 \| 0.0 \| nan \| 0.0 \| 0.2423 \| 0.0 \| 0.0 \| 0.9251 \| 0.9030 \| 0.9563 \| 0.0 \| 0.0 \| 0.0951 \| 0.0 \| nan \| 0.6012 \| 0.8556 \| 0.0 \| 0.5713 \| 0.3019 \| nan \| 0.3308 \| 0.4444 \| 0.0 \| 0.7463 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1083 \| 0.0 \| 0.0 \| 0.6535 \| 0.0 \| 0.3044 \| 0.0681 \| 0.0 \| nan \| 0.0 \| 0.1889 \| 0.0 \| 0.0 \| 0.8088 \| 0.7173 \| 0.8951 \| 0.0 \| 0.0 \| 0.0886 \| 0.0 \| \| 0.5604 \| 2.8 \| 1120 \| 0.7088 \| 0.2384 \| 0.2963 \| 0.7983 \| nan \| 0.8958 \| 0.9221 \| 0.0 \| 0.5037 \| 0.4195 \| nan \| 0.4886 \| 0.5263 \| 0.0 \| 0.9226 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1092 \| 0.0 \| 0.0 \| 0.8839 \| 0.0 \| 0.4980 \| 0.0297 \| 0.0 \| nan \| 0.0 \| 0.1528 \| 0.0 \| 0.0 \| 0.9296 \| 0.8950 \| 0.9724 \| 0.0 \| 0.0 \| 0.0360 \| 0.0 \| nan \| 0.5899 \| 0.8513 \| 0.0 \| 0.4599 \| 0.2847 \| nan \| 0.3662 \| 0.4326 \| 0.0 \| 0.7445 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1072 \| 0.0 \| 0.0 \| 0.6486 \| 0.0 \| 0.3068 \| 0.0295 \| 0.0 \| nan \| 0.0 \| 0.1338 \| 0.0 \| 0.0 \| 0.8115 \| 0.7191 \| 0.8717 \| 0.0 \| 0.0 \| 0.0341 \| 0.0 \| \| 0.6021 \| 2.85 \| 1140 \| 0.6871 \| 0.2497 \| 0.3123 \| 0.8053 \| nan \| 0.7812 \| 0.9488 \| 0.0 \| 0.7286 \| 0.3579 \| nan \| 0.4775 \| 0.6876 \| 0.0 \| 0.9340 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1364 \| 0.0 \| 0.0 \| 0.8634 \| 0.0 \| 0.5531 \| 0.0875 \| 0.0 \| nan \| 0.0 \| 0.2299 \| 0.0 \| 0.0 \| 0.9258 \| 0.9185 \| 0.9539 \| 0.0 \| 0.0 \| 0.0967 \| 0.0 \| nan \| 0.5935 \| 0.8525 \| 0.0 \| 0.5174 \| 0.2828 \| nan \| 0.3536 \| 0.4797 \| 0.0 \| 0.7435 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1352 \| 0.0 \| 0.0 \| 0.6754 \| 0.0 \| 0.3267 \| 0.0843 \| 0.0 \| nan \| 0.0 \| 0.1784 \| 0.0 \| 0.0 \| 0.8146 \| 0.7146 \| 0.9011 \| 0.0 \| 0.0 \| 0.0874 \| 0.0 \| \| 0.427 \| 2.9 \| 1160 \| 0.7337 \| 0.2496 \| 0.3085 \| 0.7957 \| nan \| 0.9120 \| 0.9019 \| 0.0 \| 0.4910 \| 0.4695 \| nan \| 0.4441 \| 0.6778 \| 0.0 \| 0.9200 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1586 \| 0.0 \| 0.0 \| 0.9047 \| 0.0 \| 0.3808 \| 0.2318 \| 0.0 \| nan \| 0.0 \| 0.1995 \| 0.0 \| 0.0 \| 0.9200 \| 0.9107 \| 0.9638 \| 0.0 \| 0.0 \| 0.0759 \| 0.0 \| nan \| 0.5600 \| 0.8412 \| 0.0 \| 0.4545 \| 0.3161 \| nan \| 0.3302 \| 0.4772 \| 0.0 \| 0.7585 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1567 \| 0.0 \| 0.0 \| 0.6592 \| 0.0 \| 0.3040 \| 0.2019 \| 0.0 \| nan \| 0.0 \| 0.1619 \| 0.0 \| 0.0 \| 0.8138 \| 0.7326 \| 0.8995 \| 0.0 \| 0.0 \| 0.0710 \| 0.0 \| \| 1.467 \| 2.95 \| 1180 \| 0.6791 \| 0.2566 \| 0.3129 \| 0.8080 \| nan \| 0.8072 \| 0.9673 \| 0.0001 \| 0.5832 \| 0.3502 \| nan \| 0.4367 \| 0.6963 \| 0.0 \| 0.8874 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2178 \| 0.0 \| 0.0 \| 0.8914 \| 0.0 \| 0.4549 \| 0.2335 \| 0.0 \| nan \| 0.0 \| 0.2155 \| 0.0 \| 0.0 \| 0.9217 \| 0.9134 \| 0.9644 \| 0.0 \| 0.0 \| 0.1576 \| 0.0 \| nan \| 0.6291 \| 0.8331 \| 0.0001 \| 0.4854 \| 0.3024 \| nan \| 0.3449 \| 0.4463 \| 0.0 \| 0.7793 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2148 \| 0.0 \| 0.0 \| 0.6656 \| 0.0 \| 0.3146 \| 0.1972 \| 0.0 \| nan \| 0.0 \| 0.1721 \| 0.0 \| 0.0 \| 0.8086 \| 0.7202 \| 0.9045 \| 0.0 \| 0.0 \| 0.1367 \| 0.0 \| \| 0.4948 \| 3.0 \| 1200 \| 0.6475 \| 0.2541 \| 0.3129 \| 0.8104 \| nan \| 0.8970 \| 0.9315 \| 0.0 \| 0.6339 \| 0.3953 \| nan \| 0.4469 \| 0.6895 \| 0.0 \| 0.9462 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1653 \| 0.0 \| 0.0 \| 0.8717 \| 0.0 \| 0.4766 \| 0.1571 \| 0.0 \| nan \| 0.0 \| 0.1673 \| 0.0 \| 0.0 \| 0.9343 \| 0.9133 \| 0.9589 \| 0.0 \| 0.0 \| 0.1163 \| 0.0 \| nan \| 0.6070 \| 0.8543 \| 0.0 \| 0.5599 \| 0.3012 \| nan \| 0.3574 \| 0.4398 \| 0.0 \| 0.7469 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1636 \| 0.0 \| 0.0 \| 0.6808 \| 0.0 \| 0.3457 \| 0.1457 \| 0.0 \| nan \| 0.0 \| 0.1441 \| 0.0 \| 0.0 \| 0.8059 \| 0.7196 \| 0.9021 \| 0.0 \| 0.0 \| 0.1026 \| 0.0 \| \| 0.6043 \| 3.05 \| 1220 \| 0.6707 \| 0.2560 \| 0.3153 \| 0.8068 \| nan \| 0.8157 \| 0.9502 \| 0.0 \| 0.5979 \| 0.3755 \| nan \| 0.5489 \| 0.6437 \| 0.0 \| 0.9352 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2218 \| 0.0 \| 0.0 \| 0.9093 \| 0.0 \| 0.5134 \| 0.1391 \| 0.0 \| nan \| 0.0 \| 0.1843 \| 0.0 \| 0.0 \| 0.8991 \| 0.9095 \| 0.9738 \| 0.0 \| 0.0 \| 0.1578 \| 0.0 \| nan \| 0.6025 \| 0.8431 \| 0.0 \| 0.5091 \| 0.2977 \| nan \| 0.3828 \| 0.4757 \| 0.0 \| 0.7477 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2134 \| 0.0 \| 0.0 \| 0.6698 \| 0.0 \| 0.3313 \| 0.1336 \| 0.0 \| nan \| 0.0 \| 0.1552 \| 0.0 \| 0.0 \| 0.8189 \| 0.7327 \| 0.8895 \| 0.0 \| 0.0 \| 0.1315 \| 0.0 \| \| 0.4598 \| 3.1 \| 1240 \| 0.6892 \| 0.2581 \| 0.3140 \| 0.7997 \| nan \| 0.8928 \| 0.8943 \| 0.0 \| 0.6877 \| 0.5196 \| nan \| 0.3936 \| 0.5410 \| 0.0 \| 0.8889 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3065 \| 0.0 \| 0.0 \| 0.9306 \| 0.0 \| 0.3944 \| 0.2426 \| 0.0 \| nan \| 0.0 \| 0.2158 \| 0.0 \| 0.0 \| 0.9185 \| 0.8739 \| 0.9643 \| 0.0 \| 0.0 \| 0.0704 \| 0.0 \| nan \| 0.5899 \| 0.8331 \| 0.0 \| 0.5820 \| 0.2897 \| nan \| 0.3400 \| 0.4383 \| 0.0 \| 0.7739 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2903 \| 0.0 \| 0.0 \| 0.6351 \| 0.0 \| 0.3052 \| 0.2211 \| 0.0 \| nan \| 0.0 \| 0.1768 \| 0.0 \| 0.0 \| 0.8174 \| 0.7421 \| 0.9022 \| 0.0 \| 0.0 \| 0.0655 \| 0.0 \| \| 0.4447 \| 3.15 \| 1260 \| 0.6843 \| 0.2626 \| 0.3244 \| 0.8032 \| nan \| 0.8615 \| 0.9225 \| 0.0 \| 0.5512 \| 0.5469 \| nan \| 0.5238 \| 0.5965 \| 0.0 \| 0.8869 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3305 \| 0.0 \| 0.0 \| 0.9182 \| 0.0 \| 0.5815 \| 0.1706 \| 0.0 \| nan \| 0.0 \| 0.2166 \| 0.0 \| 0.0 \| 0.8888 \| 0.9081 \| 0.9617 \| 0.0 \| 0.0 \| 0.1920 \| 0.0 \| nan \| 0.6126 \| 0.8447 \| 0.0 \| 0.4871 \| 0.3121 \| nan \| 0.3896 \| 0.4787 \| 0.0 \| 0.7852 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3121 \| 0.0 \| 0.0 \| 0.6589 \| 0.0 \| 0.3191 \| 0.1535 \| 0.0 \| nan \| 0.0 \| 0.1769 \| 0.0 \| 0.0 \| 0.8168 \| 0.7239 \| 0.9055 \| 0.0 \| 0.0 \| 0.1629 \| 0.0 \| \| 0.8554 \| 3.2 \| 1280 \| 0.6761 \| 0.2609 \| 0.3188 \| 0.8083 \| nan \| 0.8374 \| 0.9397 \| 0.0 \| 0.6792 \| 0.3960 \| nan \| 0.5186 \| 0.6371 \| 0.0 \| 0.9253 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3085 \| 0.0 \| 0.0 \| 0.9172 \| 0.0 \| 0.5093 \| 0.1481 \| 0.0 \| nan \| 0.0 \| 0.2061 \| 0.0 \| 0.0 \| 0.8966 \| 0.9092 \| 0.9593 \| 0.0 \| 0.0 \| 0.0944 \| 0.0 \| nan \| 0.5952 \| 0.8498 \| 0.0 \| 0.5433 \| 0.3114 \| nan \| 0.3752 \| 0.5019 \| 0.0 \| 0.7593 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2916 \| 0.0 \| 0.0 \| 0.6579 \| 0.0 \| 0.3461 \| 0.1429 \| 0.0 \| nan \| 0.0 \| 0.1732 \| 0.0 \| 0.0 \| 0.8204 \| 0.7312 \| 0.9018 \| 0.0 \| 0.0 \| 0.0876 \| 0.0 \| \| 0.4684 \| 3.25 \| 1300 \| 0.6606 \| 0.2643 \| 0.3290 \| 0.8075 \| nan \| 0.7621 \| 0.9520 \| 0.0004 \| 0.6344 \| 0.6092 \| nan \| 0.4210 \| 0.7337 \| 0.0 \| 0.9321 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4412 \| 0.0 \| 0.0 \| 0.9121 \| 0.0 \| 0.5063 \| 0.1623 \| 0.0 \| nan \| 0.0 \| 0.2298 \| 0.0 \| 0.0 \| 0.9060 \| 0.9127 \| 0.9675 \| 0.0 \| 0.0 \| 0.1163 \| 0.0 \| nan \| 0.6038 \| 0.8498 \| 0.0004 \| 0.5122 \| 0.3250 \| nan \| 0.3498 \| 0.4887 \| 0.0 \| 0.7759 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3899 \| 0.0 \| 0.0 \| 0.6623 \| 0.0 \| 0.3472 \| 0.1517 \| 0.0 \| nan \| 0.0 \| 0.1860 \| 0.0 \| 0.0 \| 0.8249 \| 0.7217 \| 0.9004 \| 0.0 \| 0.0 \| 0.1035 \| 0.0 \| \| 0.5551 \| 3.3 \| 1320 \| 0.6564 \| 0.2613 \| 0.3219 \| 0.8121 \| nan \| 0.8541 \| 0.9352 \| 0.0001 \| 0.7145 \| 0.4218 \| nan \| 0.4867 \| 0.7040 \| 0.0 \| 0.9204 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3058 \| 0.0 \| 0.0 \| 0.8780 \| 0.0 \| 0.5158 \| 0.1345 \| 0.0 \| nan \| 0.0 \| 0.1888 \| 0.0 \| 0.0 \| 0.9291 \| 0.9253 \| 0.9637 \| 0.0 \| 0.0 \| 0.1007 \| 0.0 \| nan \| 0.6243 \| 0.8634 \| 0.0001 \| 0.5626 \| 0.3277 \| nan \| 0.3676 \| 0.5269 \| 0.0 \| 0.7680 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2910 \| 0.0 \| 0.0 \| 0.6705 \| 0.0 \| 0.3331 \| 0.1305 \| 0.0 \| nan \| 0.0 \| 0.1595 \| 0.0 \| 0.0 \| 0.7965 \| 0.6849 \| 0.9013 \| 0.0 \| 0.0 \| 0.0916 \| 0.0 \| \| 0.3733 \| 3.35 \| 1340 \| 0.6680 \| 0.2592 \| 0.3144 \| 0.8097 \| nan \| 0.8646 \| 0.9534 \| 0.0 \| 0.5535 \| 0.3296 \| nan \| 0.4921 \| 0.6983 \| 0.0 \| 0.9406 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2946 \| 0.0 \| 0.0 \| 0.9210 \| 0.0 \| 0.4653 \| 0.1622 \| 0.0 \| nan \| 0.0 \| 0.2004 \| 0.0 \| 0.0 \| 0.9082 \| 0.9002 \| 0.9570 \| 0.0 \| 0.0 \| 0.1055 \| 0.0 \| nan \| 0.5946 \| 0.8547 \| 0.0 \| 0.5013 \| 0.2790 \| nan \| 0.3738 \| 0.5169 \| 0.0 \| 0.7603 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2786 \| 0.0 \| 0.0 \| 0.6693 \| 0.0 \| 0.3418 \| 0.1571 \| 0.0 \| nan \| 0.0 \| 0.1683 \| 0.0 \| 0.0 \| 0.8147 \| 0.7277 \| 0.9023 \| 0.0 \| 0.0 \| 0.0961 \| 0.0 \| \| 0.9523 \| 3.4 \| 1360 \| 0.6612 \| 0.2647 \| 0.3279 \| 0.8094 \| nan \| 0.7985 \| 0.9595 \| 0.0008 \| 0.5197 \| 0.5052 \| nan \| 0.5551 \| 0.7424 \| 0.0 \| 0.9382 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3255 \| 0.0 \| 0.0 \| 0.8777 \| 0.0 \| 0.5568 \| 0.1699 \| 0.0 \| nan \| 0.0 \| 0.2358 \| 0.0 \| 0.0 \| 0.9243 \| 0.8726 \| 0.9651 \| 0.0 \| 0.0 \| 0.2192 \| 0.0 \| nan \| 0.6007 \| 0.8438 \| 0.0008 \| 0.4760 \| 0.3616 \| nan \| 0.3910 \| 0.4673 \| 0.0 \| 0.7748 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3058 \| 0.0 \| 0.0 \| 0.6938 \| 0.0 \| 0.3369 \| 0.1571 \| 0.0 \| nan \| 0.0 \| 0.1923 \| 0.0 \| 0.0 \| 0.8153 \| 0.7065 \| 0.9017 \| 0.0 \| 0.0 \| 0.1798 \| 0.0 \| \| 0.2759 \| 3.45 \| 1380 \| 0.6389 \| 0.2682 \| 0.3309 \| 0.8103 \| nan \| 0.7294 \| 0.9500 \| 0.0018 \| 0.7360 \| 0.6108 \| nan \| 0.5313 \| 0.7121 \| 0.0 \| 0.9158 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3389 \| 0.0 \| 0.0 \| 0.9052 \| 0.0 \| 0.4796 \| 0.1449 \| 0.0 \| nan \| 0.0 \| 0.2493 \| 0.0 \| 0.0 \| 0.9246 \| 0.8808 \| 0.9614 \| 0.0 \| 0.0 \| 0.1859 \| 0.0 \| nan \| 0.5762 \| 0.8552 \| 0.0018 \| 0.5199 \| 0.3725 \| nan \| 0.4012 \| 0.5055 \| 0.0 \| 0.7905 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3213 \| 0.0 \| 0.0 \| 0.6739 \| 0.0 \| 0.3270 \| 0.1398 \| 0.0 \| nan \| 0.0 \| 0.1977 \| 0.0 \| 0.0 \| 0.8205 \| 0.7447 \| 0.9027 \| 0.0 \| 0.0 \| 0.1632 \| 0.0 \| \| 0.5138 \| 3.5 \| 1400 \| 0.6407 \| 0.2674 \| 0.3283 \| 0.8110 \| nan \| 0.8591 \| 0.9298 \| 0.0050 \| 0.6663 \| 0.4472 \| nan \| 0.4690 \| 0.7420 \| 0.0 \| 0.9120 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3200 \| 0.0 \| 0.0 \| 0.8964 \| 0.0 \| 0.4909 \| 0.1656 \| 0.0 \| nan \| 0.0 \| 0.2765 \| 0.0 \| 0.0 \| 0.9273 \| 0.9084 \| 0.9551 \| 0.0 \| 0.0 \| 0.2066 \| 0.0 \| nan \| 0.5913 \| 0.8464 \| 0.0050 \| 0.5573 \| 0.3489 \| nan \| 0.3679 \| 0.4653 \| 0.0 \| 0.7927 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3077 \| 0.0 \| 0.0 \| 0.6810 \| 0.0 \| 0.3369 \| 0.1564 \| 0.0 \| nan \| 0.0 \| 0.2116 \| 0.0 \| 0.0 \| 0.8193 \| 0.7135 \| 0.9055 \| 0.0 \| 0.0 \| 0.1832 \| 0.0 \| \| 0.511 \| 3.55 \| 1420 \| 0.6657 \| 0.2620 \| 0.3263 \| 0.8078 \| nan \| 0.8603 \| 0.9122 \| 0.0041 \| 0.6877 \| 0.5644 \| nan \| 0.4254 \| 0.7158 \| 0.0 \| 0.9445 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2016 \| 0.0 \| 0.0 \| 0.8632 \| 0.0 \| 0.5811 \| 0.1696 \| 0.0 \| nan \| 0.0 \| 0.2271 \| 0.0 \| 0.0 \| 0.9443 \| 0.8776 \| 0.9504 \| 0.0 \| 0.0 \| 0.1869 \| 0.0 \| nan \| 0.5901 \| 0.8572 \| 0.0041 \| 0.5759 \| 0.3356 \| nan \| 0.3561 \| 0.5105 \| 0.0 \| 0.7540 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1967 \| 0.0 \| 0.0 \| 0.6959 \| 0.0 \| 0.3337 \| 0.1587 \| 0.0 \| nan \| 0.0 \| 0.1884 \| 0.0 \| 0.0 \| 0.8096 \| 0.6874 \| 0.9083 \| 0.0 \| 0.0 \| 0.1591 \| 0.0 \| \| 0.5465 \| 3.6 \| 1440 \| 0.6670 \| 0.2567 \| 0.3131 \| 0.8072 \| nan \| 0.8742 \| 0.9221 \| 0.0044 \| 0.6417 \| 0.4449 \| nan \| 0.4785 \| 0.6379 \| 0.0 \| 0.9160 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2040 \| 0.0 \| 0.0 \| 0.9454 \| 0.0 \| 0.4412 \| 0.1302 \| 0.0 \| nan \| 0.0 \| 0.1910 \| 0.0 \| 0.0 \| 0.9072 \| 0.9156 \| 0.9591 \| 0.0 \| 0.0 \| 0.0926 \| 0.0 \| nan \| 0.5866 \| 0.8550 \| 0.0044 \| 0.5503 \| 0.3312 \| nan \| 0.3873 \| 0.4994 \| 0.0 \| 0.7611 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.1998 \| 0.0 \| 0.0 \| 0.6437 \| 0.0 \| 0.3050 \| 0.1274 \| 0.0 \| nan \| 0.0 \| 0.1612 \| 0.0 \| 0.0 \| 0.8213 \| 0.7303 \| 0.9064 \| 0.0 \| 0.0 \| 0.0877 \| 0.0 \| \| 0.7715 \| 3.65 \| 1460 \| 0.6173 \| 0.2737 \| 0.3374 \| 0.8162 \| nan \| 0.8676 \| 0.9270 \| 0.0168 \| 0.7102 \| 0.5839 \| nan \| 0.4582 \| 0.7432 \| 0.0 \| 0.9277 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3844 \| 0.0 \| 0.0 \| 0.8948 \| 0.0 \| 0.5458 \| 0.1776 \| 0.0 \| nan \| 0.0 \| 0.2791 \| 0.0 \| 0.0 \| 0.9208 \| 0.8757 \| 0.9749 \| 0.0 \| 0.0 \| 0.1730 \| 0.0 \| nan \| 0.5879 \| 0.8679 \| 0.0167 \| 0.6301 \| 0.3471 \| nan \| 0.3642 \| 0.4961 \| 0.0 \| 0.7790 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3500 \| 0.0 \| 0.0 \| 0.6835 \| 0.0 \| 0.3404 \| 0.1657 \| 0.0 \| nan \| 0.0 \| 0.2200 \| 0.0 \| 0.0 \| 0.8279 \| 0.7596 \| 0.8942 \| 0.0 \| 0.0 \| 0.1531 \| 0.0 \| \| 0.7065 \| 3.7 \| 1480 \| 0.5998 \| 0.2853 \| 0.3453 \| 0.8286 \| nan \| 0.7538 \| 0.9517 \| 0.2818 \| 0.8644 \| 0.5783 \| nan \| 0.5715 \| 0.7038 \| 0.0 \| 0.9136 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3720 \| 0.0 \| 0.0 \| 0.9097 \| 0.0 \| 0.4817 \| 0.1914 \| 0.0 \| nan \| 0.0 \| 0.2495 \| 0.0 \| 0.0 \| 0.9363 \| 0.8578 \| 0.9695 \| 0.0 \| 0.0 \| 0.1182 \| 0.0 \| nan \| 0.6257 \| 0.8724 \| 0.2761 \| 0.6601 \| 0.3861 \| nan \| 0.3855 \| 0.5232 \| 0.0 \| 0.7831 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3411 \| 0.0 \| 0.0 \| 0.6675 \| 0.0 \| 0.3472 \| 0.1844 \| 0.0 \| nan \| 0.0 \| 0.2035 \| 0.0 \| 0.0 \| 0.8145 \| 0.7587 \| 0.9034 \| 0.0 \| 0.0 \| 0.1109 \| 0.0 \| \| 0.2569 \| 3.75 \| 1500 \| 0.6145 \| 0.2786 \| 0.3424 \| 0.8239 \| nan \| 0.8278 \| 0.9394 \| 0.1052 \| 0.8458 \| 0.5420 \| nan \| 0.4832 \| 0.7527 \| 0.0 \| 0.9215 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3995 \| 0.0 \| 0.0 \| 0.9075 \| 0.0 \| 0.4897 \| 0.2011 \| 0.0 \| nan \| 0.0 \| 0.2399 \| 0.0 \| 0.0 \| 0.9034 \| 0.9299 \| 0.9610 \| 0.0 \| 0.0 \| 0.1657 \| 0.0 \| nan \| 0.6148 \| 0.8737 \| 0.1052 \| 0.6503 \| 0.3872 \| nan \| 0.3676 \| 0.4860 \| 0.0 \| 0.7827 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3607 \| 0.0 \| 0.0 \| 0.6765 \| 0.0 \| 0.3603 \| 0.1899 \| 0.0 \| nan \| 0.0 \| 0.1923 \| 0.0 \| 0.0 \| 0.8189 \| 0.7189 \| 0.9042 \| 0.0 \| 0.0 \| 0.1459 \| 0.0 \| \| 0.4115 \| 3.8 \| 1520 \| 0.5884 \| 0.2819 \| 0.3460 \| 0.8296 \| nan \| 0.8087 \| 0.9485 \| 0.1128 \| 0.8786 \| 0.5479 \| nan \| 0.4899 \| 0.7350 \| 0.0 \| 0.9285 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3790 \| 0.0 \| 0.0 \| 0.8919 \| 0.0 \| 0.6044 \| 0.2065 \| 0.0 \| nan \| 0.0 \| 0.2434 \| 0.0 \| 0.0 \| 0.9280 \| 0.8974 \| 0.9625 \| 0.0 \| 0.0 \| 0.1631 \| 0.0 \| nan \| 0.6310 \| 0.8814 \| 0.1128 \| 0.6625 \| 0.4050 \| nan \| 0.3724 \| 0.5007 \| 0.0 \| 0.7736 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3508 \| 0.0 \| 0.0 \| 0.6879 \| 0.0 \| 0.3570 \| 0.1842 \| 0.0 \| nan \| 0.0 \| 0.1980 \| 0.0 \| 0.0 \| 0.8244 \| 0.7464 \| 0.9061 \| 0.0 \| 0.0 \| 0.1439 \| 0.0 \| \| 0.4283 \| 3.85 \| 1540 \| 0.5846 \| 0.2858 \| 0.3435 \| 0.8317 \| nan \| 0.8047 \| 0.9570 \| 0.3339 \| 0.7484 \| 0.5613 \| nan \| 0.5463 \| 0.6730 \| 0.0 \| 0.9375 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2810 \| 0.0 \| 0.0 \| 0.9304 \| 0.0 \| 0.4821 \| 0.1922 \| 0.0 \| nan \| 0.0 \| 0.2742 \| 0.0 \| 0.0 \| 0.9031 \| 0.8917 \| 0.9685 \| 0.0 \| 0.0 \| 0.1628 \| 0.0 \| nan \| 0.6640 \| 0.8629 \| 0.3326 \| 0.6167 \| 0.4016 \| nan \| 0.4112 \| 0.4918 \| 0.0 \| 0.7682 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2691 \| 0.0 \| 0.0 \| 0.6648 \| 0.0 \| 0.3391 \| 0.1823 \| 0.0 \| nan \| 0.0 \| 0.2147 \| 0.0 \| 0.0 \| 0.8308 \| 0.7606 \| 0.9095 \| 0.0 \| 0.0 \| 0.1402 \| 0.0 \| \| 1.2293 \| 3.9 \| 1560 \| 0.5655 \| 0.2862 \| 0.3444 \| 0.8307 \| nan \| 0.8930 \| 0.9441 \| 0.0980 \| 0.7981 \| 0.4731 \| nan \| 0.4821 \| 0.7490 \| 0.0 \| 0.9003 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4094 \| 0.0 \| 0.0 \| 0.8911 \| 0.0 \| 0.4557 \| 0.2125 \| 0.0 \| nan \| 0.0 \| 0.3735 \| 0.0 \| 0.0 \| 0.9501 \| 0.8356 \| 0.9734 \| 0.0 \| 0.0 \| 0.2380 \| 0.0 \| nan \| 0.6520 \| 0.8734 \| 0.0977 \| 0.6700 \| 0.3840 \| nan \| 0.3923 \| 0.4878 \| 0.0 \| 0.8019 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3876 \| 0.0 \| 0.0 \| 0.6759 \| 0.0 \| 0.3397 \| 0.1994 \| 0.0 \| nan \| 0.0 \| 0.2524 \| 0.0 \| 0.0 \| 0.8100 \| 0.7343 \| 0.9069 \| 0.0 \| 0.0 \| 0.2081 \| 0.0 \| \| 0.551 \| 3.95 \| 1580 \| 0.5840 \| 0.2746 \| 0.3351 \| 0.8279 \| nan \| 0.8951 \| 0.9488 \| 0.0918 \| 0.7733 \| 0.4412 \| nan \| 0.4940 \| 0.7607 \| 0.0 \| 0.9474 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2989 \| 0.0 \| 0.0 \| 0.9079 \| 0.0 \| 0.3421 \| 0.2720 \| 0.0 \| nan \| 0.0 \| 0.2512 \| 0.0 \| 0.0 \| 0.8946 \| 0.9348 \| 0.9657 \| 0.0 \| 0.0 \| 0.1694 \| 0.0 \| nan \| 0.6506 \| 0.8781 \| 0.0916 \| 0.6825 \| 0.3515 \| nan \| 0.3937 \| 0.4535 \| 0.0 \| 0.7536 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2914 \| 0.0 \| 0.0 \| 0.6783 \| 0.0 \| 0.2943 \| 0.2325 \| 0.0 \| nan \| 0.0 \| 0.1999 \| 0.0 \| 0.0 \| 0.8190 \| 0.6868 \| 0.9100 \| 0.0 \| 0.0 \| 0.1450 \| 0.0 \| \| 0.5974 \| 4.0 \| 1600 \| 0.5798 \| 0.2811 \| 0.3436 \| 0.8290 \| nan \| 0.8757 \| 0.9483 \| 0.0435 \| 0.8546 \| 0.4860 \| nan \| 0.3770 \| 0.7800 \| 0.0 \| 0.9186 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4403 \| 0.0 \| 0.0 \| 0.8583 \| 0.0 \| 0.4272 \| 0.4097 \| 0.0 \| nan \| 0.0 \| 0.2627 \| 0.0 \| 0.0 \| 0.9422 \| 0.8878 \| 0.9663 \| 0.0 \| 0.0 \| 0.1747 \| 0.0 \| nan \| 0.6478 \| 0.8755 \| 0.0434 \| 0.7003 \| 0.3740 \| nan \| 0.3254 \| 0.4481 \| 0.0 \| 0.7903 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4180 \| 0.0 \| 0.0 \| 0.6837 \| 0.0 \| 0.3085 \| 0.2761 \| 0.0 \| nan \| 0.0 \| 0.2069 \| 0.0 \| 0.0 \| 0.8195 \| 0.7304 \| 0.9142 \| 0.0 \| 0.0 \| 0.1506 \| 0.0 \| \| 0.6838 \| 4.05 \| 1620 \| 0.5720 \| 0.2897 \| 0.3477 \| 0.8361 \| nan \| 0.8162 \| 0.9585 \| 0.4193 \| 0.7652 \| 0.4378 \| nan \| 0.5470 \| 0.7513 \| 0.0 \| 0.9386 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2966 \| 0.0 \| 0.0 \| 0.9111 \| 0.0 \| 0.5052 \| 0.2637 \| 0.0 \| nan \| 0.0 \| 0.2369 \| 0.0 \| 0.0 \| 0.9216 \| 0.9073 \| 0.9678 \| 0.0 \| 0.0 \| 0.1353 \| 0.0 \| nan \| 0.6712 \| 0.8629 \| 0.4166 \| 0.6664 \| 0.3313 \| nan \| 0.4150 \| 0.4917 \| 0.0 \| 0.7564 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2839 \| 0.0 \| 0.0 \| 0.6897 \| 0.0 \| 0.3708 \| 0.2397 \| 0.0 \| nan \| 0.0 \| 0.1945 \| 0.0 \| 0.0 \| 0.8295 \| 0.7321 \| 0.9097 \| 0.0 \| 0.0 \| 0.1190 \| 0.0 \| \| 0.249 \| 4.1 \| 1640 \| 0.5752 \| 0.2890 \| 0.3477 \| 0.8331 \| nan \| 0.8699 \| 0.9562 \| 0.2723 \| 0.6850 \| 0.4823 \| nan \| 0.4803 \| 0.7654 \| 0.0 \| 0.9243 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3359 \| 0.0 \| 0.0 \| 0.9115 \| 0.0 \| 0.4675 \| 0.3045 \| 0.0 \| nan \| 0.0 \| 0.2403 \| 0.0 \| 0.0 \| 0.9081 \| 0.9098 \| 0.9665 \| 0.0 \| 0.0 \| 0.2982 \| 0.0 \| nan \| 0.6679 \| 0.8657 \| 0.2715 \| 0.6086 \| 0.3427 \| nan \| 0.4042 \| 0.4793 \| 0.0 \| 0.7827 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3204 \| 0.0 \| 0.0 \| 0.6944 \| 0.0 \| 0.3710 \| 0.2664 \| 0.0 \| nan \| 0.0 \| 0.1948 \| 0.0 \| 0.0 \| 0.8306 \| 0.7223 \| 0.9116 \| 0.0 \| 0.0 \| 0.2256 \| 0.0 \| \| 0.3792 \| 4.15 \| 1660 \| 0.5946 \| 0.2777 \| 0.3363 \| 0.8240 \| nan \| 0.8625 \| 0.9373 \| 0.0506 \| 0.7383 \| 0.5229 \| nan \| 0.5175 \| 0.7418 \| 0.0 \| 0.9228 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3341 \| 0.0 \| 0.0 \| 0.9048 \| 0.0 \| 0.4666 \| 0.2446 \| 0.0 \| nan \| 0.0 \| 0.1873 \| 0.0 \| 0.0 \| 0.9388 \| 0.8941 \| 0.9618 \| 0.0 \| 0.0 \| 0.1981 \| 0.0 \| nan \| 0.6262 \| 0.8718 \| 0.0505 \| 0.6408 \| 0.3294 \| nan \| 0.4035 \| 0.5152 \| 0.0 \| 0.7783 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3093 \| 0.0 \| 0.0 \| 0.6794 \| 0.0 \| 0.3817 \| 0.2246 \| 0.0 \| nan \| 0.0 \| 0.1628 \| 0.0 \| 0.0 \| 0.8176 \| 0.7375 \| 0.9122 \| 0.0 \| 0.0 \| 0.1676 \| 0.0 \| \| 0.4183 \| 4.2 \| 1680 \| 0.6212 \| 0.2785 \| 0.3376 \| 0.8232 \| nan \| 0.8498 \| 0.9561 \| 0.0200 \| 0.6881 \| 0.3660 \| nan \| 0.5542 \| 0.7594 \| 0.0 \| 0.9256 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3792 \| 0.0 \| 0.0 \| 0.9184 \| 0.0 \| 0.5085 \| 0.2863 \| 0.0 \| nan \| 0.0 \| 0.2577 \| 0.0 \| 0.0 \| 0.9151 \| 0.9032 \| 0.9591 \| 0.0 \| 0.0 \| 0.2177 \| 0.0 \| nan \| 0.6273 \| 0.8604 \| 0.0200 \| 0.6005 \| 0.3124 \| nan \| 0.4123 \| 0.4977 \| 0.0 \| 0.7862 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3542 \| 0.0 \| 0.0 \| 0.6779 \| 0.0 \| 0.3742 \| 0.2459 \| 0.0 \| nan \| 0.0 \| 0.2049 \| 0.0 \| 0.0 \| 0.8302 \| 0.7404 \| 0.9142 \| 0.0 \| 0.0 \| 0.1762 \| 0.0 \| \| 0.2699 \| 4.25 \| 1700 \| 0.5899 \| 0.2822 \| 0.3440 \| 0.8267 \| nan \| 0.8552 \| 0.9474 \| 0.0274 \| 0.7366 \| 0.5422 \| nan \| 0.4857 \| 0.7785 \| 0.0 \| 0.9296 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4462 \| 0.0 \| 0.0 \| 0.9134 \| 0.0 \| 0.4919 \| 0.2642 \| 0.0 \| nan \| 0.0 \| 0.2801 \| 0.0 \| 0.0 \| 0.9266 \| 0.8999 \| 0.9634 \| 0.0 \| 0.0 \| 0.1752 \| 0.0 \| nan \| 0.6366 \| 0.8708 \| 0.0274 \| 0.6422 \| 0.3777 \| nan \| 0.3961 \| 0.4915 \| 0.0 \| 0.7847 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4050 \| 0.0 \| 0.0 \| 0.6745 \| 0.0 \| 0.3621 \| 0.2391 \| 0.0 \| nan \| 0.0 \| 0.2136 \| 0.0 \| 0.0 \| 0.8287 \| 0.7351 \| 0.9128 \| 0.0 \| 0.0 \| 0.1489 \| 0.0 \| \| 0.3989 \| 4.3 \| 1720 \| 0.6231 \| 0.2841 \| 0.3468 \| 0.8223 \| nan \| 0.8792 \| 0.9530 \| 0.0161 \| 0.5854 \| 0.5658 \| nan \| 0.4450 \| 0.7600 \| 0.0 \| 0.9184 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4922 \| 0.0 \| 0.0 \| 0.8668 \| 0.0 \| 0.5987 \| 0.3056 \| 0.0 \| nan \| 0.0 \| 0.2943 \| 0.0 \| 0.0 \| 0.9190 \| 0.9046 \| 0.9662 \| 0.0 \| 0.0 \| 0.2798 \| 0.0 \| nan \| 0.6260 \| 0.8591 \| 0.0161 \| 0.5481 \| 0.4005 \| nan \| 0.3765 \| 0.4868 \| 0.0 \| 0.8046 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4483 \| 0.0 \| 0.0 \| 0.7014 \| 0.0 \| 0.3641 \| 0.2546 \| 0.0 \| nan \| 0.0 \| 0.2204 \| 0.0 \| 0.0 \| 0.8204 \| 0.7416 \| 0.9131 \| 0.0 \| 0.0 \| 0.2263 \| 0.0 \| \| 0.4176 \| 4.35 \| 1740 \| 0.6305 \| 0.2813 \| 0.3433 \| 0.8213 \| nan \| 0.8866 \| 0.9441 \| 0.0586 \| 0.5899 \| 0.5263 \| nan \| 0.4457 \| 0.7762 \| 0.0 \| 0.9337 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3808 \| 0.0 \| 0.0 \| 0.8942 \| 0.0 \| 0.5550 \| 0.3426 \| 0.0 \| nan \| 0.0 \| 0.2724 \| 0.0 \| 0.0 \| 0.9101 \| 0.9081 \| 0.9592 \| 0.0 \| 0.0 \| 0.2577 \| 0.0 \| nan \| 0.6137 \| 0.8609 \| 0.0586 \| 0.5374 \| 0.3811 \| nan \| 0.3753 \| 0.4899 \| 0.0 \| 0.7856 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3419 \| 0.0 \| 0.0 \| 0.6951 \| 0.0 \| 0.3900 \| 0.2916 \| 0.0 \| nan \| 0.0 \| 0.2118 \| 0.0 \| 0.0 \| 0.8240 \| 0.7356 \| 0.9129 \| 0.0 \| 0.0 \| 0.2139 \| 0.0 \| \| 0.665 \| 4.4 \| 1760 \| 0.5933 \| 0.2891 \| 0.3511 \| 0.8278 \| nan \| 0.7736 \| 0.9516 \| 0.2287 \| 0.7554 \| 0.5664 \| nan \| 0.5432 \| 0.7323 \| 0.0 \| 0.9141 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3558 \| 0.0 \| 0.0 \| 0.9120 \| 0.0 \| 0.5390 \| 0.3023 \| 0.0 \| nan \| 0.0 \| 0.2489 \| 0.0 \| 0.0 \| 0.9245 \| 0.8939 \| 0.9611 \| 0.0 \| 0.0 \| 0.2811 \| 0.0 \| nan \| 0.6395 \| 0.8645 \| 0.2281 \| 0.5482 \| 0.3688 \| nan \| 0.4263 \| 0.5084 \| 0.0 \| 0.7994 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3267 \| 0.0 \| 0.0 \| 0.6862 \| 0.0 \| 0.3662 \| 0.2701 \| 0.0 \| nan \| 0.0 \| 0.1997 \| 0.0 \| 0.0 \| 0.8291 \| 0.7602 \| 0.9106 \| 0.0 \| 0.0 \| 0.2306 \| 0.0 \| \| 0.874 \| 4.45 \| 1780 \| 0.5883 \| 0.2880 \| 0.3505 \| 0.8274 \| nan \| 0.8497 \| 0.9478 \| 0.0476 \| 0.7267 \| 0.4998 \| nan \| 0.5323 \| 0.7796 \| 0.0 \| 0.9107 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4468 \| 0.0 \| 0.0 \| 0.8911 \| 0.0 \| 0.5308 \| 0.3893 \| 0.0 \| nan \| 0.0 \| 0.2478 \| 0.0 \| 0.0 \| 0.9309 \| 0.8921 \| 0.9707 \| 0.0 \| 0.0 \| 0.2717 \| 0.0 \| nan \| 0.6304 \| 0.8654 \| 0.0470 \| 0.6103 \| 0.3452 \| nan \| 0.4215 \| 0.4955 \| 0.0 \| 0.7995 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3911 \| 0.0 \| 0.0 \| 0.6997 \| 0.0 \| 0.3881 \| 0.3311 \| 0.0 \| nan \| 0.0 \| 0.1970 \| 0.0 \| 0.0 \| 0.8274 \| 0.7533 \| 0.9060 \| 0.0 \| 0.0 \| 0.2183 \| 0.0 \| \| 0.7538 \| 4.5 \| 1800 \| 0.5811 \| 0.2881 \| 0.3498 \| 0.8302 \| nan \| 0.8316 \| 0.9579 \| 0.1509 \| 0.6903 \| 0.5482 \| nan \| 0.5237 \| 0.7837 \| 0.0 \| 0.9128 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4372 \| 0.0 \| 0.0 \| 0.9149 \| 0.0 \| 0.5377 \| 0.1952 \| 0.0 \| nan \| 0.0 \| 0.2565 \| 0.0 \| 0.0 \| 0.9232 \| 0.8963 \| 0.9629 \| 0.0 \| 0.0 \| 0.3200 \| 0.0 \| nan \| 0.6422 \| 0.8669 \| 0.1507 \| 0.5779 \| 0.3704 \| nan \| 0.4299 \| 0.4537 \| 0.0 \| 0.8106 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4011 \| 0.0 \| 0.0 \| 0.6868 \| 0.0 \| 0.3957 \| 0.1857 \| 0.0 \| nan \| 0.0 \| 0.2034 \| 0.0 \| 0.0 \| 0.8319 \| 0.7533 \| 0.9122 \| 0.0 \| 0.0 \| 0.2589 \| 0.0 \| \| 0.6365 \| 4.55 \| 1820 \| 0.5876 \| 0.2955 \| 0.3636 \| 0.8301 \| nan \| 0.8343 \| 0.9461 \| 0.1927 \| 0.7764 \| 0.4975 \| nan \| 0.4979 \| 0.7919 \| 0.0 \| 0.9231 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5684 \| 0.0 \| 0.0 \| 0.8520 \| 0.0 \| 0.5700 \| 0.3431 \| 0.0 \| nan \| 0.0 \| 0.3030 \| 0.0 \| 0.0 \| 0.9248 \| 0.9176 \| 0.9722 \| 0.0 \| 0.0 \| 0.3618 \| 0.0 \| nan \| 0.6433 \| 0.8655 \| 0.1852 \| 0.5979 \| 0.3792 \| nan \| 0.4052 \| 0.4986 \| 0.0 \| 0.8025 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4528 \| 0.0 \| 0.0 \| 0.7038 \| 0.0 \| 0.3865 \| 0.2838 \| 0.0 \| nan \| 0.0 \| 0.2196 \| 0.0 \| 0.0 \| 0.8245 \| 0.7282 \| 0.9092 \| 0.0 \| 0.0 \| 0.2760 \| 0.0 \| \| 0.428 \| 4.6 \| 1840 \| 0.5977 \| 0.2939 \| 0.3567 \| 0.8298 \| nan \| 0.7673 \| 0.9436 \| 0.3886 \| 0.7394 \| 0.6442 \| nan \| 0.4835 \| 0.7331 \| 0.0 \| 0.9532 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3945 \| 0.0 \| 0.0 \| 0.9011 \| 0.0 \| 0.4807 \| 0.2633 \| 0.0 \| nan \| 0.0 \| 0.2596 \| 0.0 \| 0.0 \| 0.9343 \| 0.8962 \| 0.9621 \| 0.0 \| 0.0 \| 0.3116 \| 0.0 \| nan \| 0.6477 \| 0.8661 \| 0.3730 \| 0.5415 \| 0.4030 \| nan \| 0.3969 \| 0.5352 \| 0.0 \| 0.7716 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3449 \| 0.0 \| 0.0 \| 0.6973 \| 0.0 \| 0.3898 \| 0.2379 \| 0.0 \| nan \| 0.0 \| 0.2056 \| 0.0 \| 0.0 \| 0.8194 \| 0.7117 \| 0.9136 \| 0.0 \| 0.0 \| 0.2567 \| 0.0 \| \| 0.6182 \| 4.65 \| 1860 \| 0.5867 \| 0.3038 \| 0.3678 \| 0.8324 \| nan \| 0.8254 \| 0.9389 \| 0.4681 \| 0.7267 \| 0.5169 \| nan \| 0.5150 \| 0.7768 \| 0.0 \| 0.8874 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5958 \| 0.0 \| 0.0 \| 0.8997 \| 0.0 \| 0.4930 \| 0.3416 \| 0.0 \| nan \| 0.0 \| 0.2805 \| 0.0 \| 0.0 \| 0.9209 \| 0.9070 \| 0.9717 \| 0.0 \| 0.0 \| 0.3368 \| 0.0 \| nan \| 0.6537 \| 0.8564 \| 0.4020 \| 0.5827 \| 0.4089 \| nan \| 0.4127 \| 0.5067 \| 0.0 \| 0.8066 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4905 \| 0.0 \| 0.0 \| 0.6892 \| 0.0 \| 0.3875 \| 0.2863 \| 0.0 \| nan \| 0.0 \| 0.2175 \| 0.0 \| 0.0 \| 0.8256 \| 0.7127 \| 0.9033 \| 0.0 \| 0.0 \| 0.2755 \| 0.0 \| \| 0.3454 \| 4.7 \| 1880 \| 0.5938 \| 0.2944 \| 0.3538 \| 0.8346 \| nan \| 0.8415 \| 0.9487 \| 0.2709 \| 0.7772 \| 0.4819 \| nan \| 0.5045 \| 0.7767 \| 0.0 \| 0.9380 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3981 \| 0.0 \| 0.0 \| 0.9300 \| 0.0 \| 0.4494 \| 0.2627 \| 0.0 \| nan \| 0.0 \| 0.2903 \| 0.0 \| 0.0 \| 0.9146 \| 0.9041 \| 0.9630 \| 0.0 \| 0.0 \| 0.3156 \| 0.0 \| nan \| 0.6584 \| 0.8708 \| 0.2652 \| 0.6088 \| 0.3816 \| nan \| 0.4122 \| 0.5299 \| 0.0 \| 0.7921 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3576 \| 0.0 \| 0.0 \| 0.6763 \| 0.0 \| 0.3656 \| 0.2484 \| 0.0 \| nan \| 0.0 \| 0.2235 \| 0.0 \| 0.0 \| 0.8323 \| 0.7407 \| 0.9094 \| 0.0 \| 0.0 \| 0.2549 \| 0.0 \| \| 0.2997 \| 4.75 \| 1900 \| 0.5960 \| 0.2984 \| 0.3632 \| 0.8292 \| nan \| 0.8630 \| 0.9258 \| 0.2607 \| 0.8035 \| 0.5357 \| nan \| 0.4565 \| 0.7725 \| 0.0 \| 0.9385 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5276 \| 0.0 \| 0.0 \| 0.8711 \| 0.0 \| 0.5219 \| 0.3040 \| 0.0 \| nan \| 0.0 \| 0.2698 \| 0.0 \| 0.0 \| 0.9126 \| 0.9310 \| 0.9595 \| 0.0 \| 0.0 \| 0.4058 \| 0.0 \| nan \| 0.6364 \| 0.8556 \| 0.2459 \| 0.6304 \| 0.4054 \| nan \| 0.3895 \| 0.5403 \| 0.0 \| 0.8012 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4315 \| 0.0 \| 0.0 \| 0.7040 \| 0.0 \| 0.3764 \| 0.2688 \| 0.0 \| nan \| 0.0 \| 0.2119 \| 0.0 \| 0.0 \| 0.8219 \| 0.7169 \| 0.9138 \| 0.0 \| 0.0 \| 0.3018 \| 0.0 \| \| 0.4208 \| 4.8 \| 1920 \| 0.5733 \| 0.3001 \| 0.3602 \| 0.8363 \| nan \| 0.8515 \| 0.9458 \| 0.2674 \| 0.7616 \| 0.5101 \| nan \| 0.5824 \| 0.7751 \| 0.0 \| 0.9234 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4475 \| 0.0 \| 0.0 \| 0.8996 \| 0.0 \| 0.5099 \| 0.2579 \| 0.0 \| nan \| 0.0 \| 0.2709 \| 0.0 \| 0.0 \| 0.9328 \| 0.8720 \| 0.9686 \| 0.0 \| 0.0 \| 0.3913 \| 0.0 \| nan \| 0.6507 \| 0.8693 \| 0.2508 \| 0.6614 \| 0.3964 \| nan \| 0.4241 \| 0.5249 \| 0.0 \| 0.8013 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3989 \| 0.0 \| 0.0 \| 0.6884 \| 0.0 \| 0.3615 \| 0.2463 \| 0.0 \| nan \| 0.0 \| 0.2200 \| 0.0 \| 0.0 \| 0.8282 \| 0.7565 \| 0.9110 \| 0.0 \| 0.0 \| 0.3131 \| 0.0 \| \| 0.8041 \| 4.85 \| 1940 \| 0.5805 \| 0.3067 \| 0.3649 \| 0.8395 \| nan \| 0.7677 \| 0.9671 \| 0.5468 \| 0.7375 \| 0.5220 \| nan \| 0.5240 \| 0.7851 \| 0.0 \| 0.9276 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4776 \| 0.0 \| 0.0 \| 0.9261 \| 0.0 \| 0.5061 \| 0.3278 \| 0.0 \| nan \| 0.0 \| 0.2665 \| 0.0 \| 0.0 \| 0.9185 \| 0.8835 \| 0.9623 \| 0.0 \| 0.0 \| 0.2645 \| 0.0 \| nan \| 0.6759 \| 0.8542 \| 0.5203 \| 0.6358 \| 0.3904 \| nan \| 0.4115 \| 0.5321 \| 0.0 \| 0.7932 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4043 \| 0.0 \| 0.0 \| 0.6673 \| 0.0 \| 0.3778 \| 0.2885 \| 0.0 \| nan \| 0.0 \| 0.2168 \| 0.0 \| 0.0 \| 0.8373 \| 0.7651 \| 0.9132 \| 0.0 \| 0.0 \| 0.2238 \| 0.0 \| \| 0.6315 \| 4.9 \| 1960 \| 0.5730 \| 0.3018 \| 0.3667 \| 0.8345 \| nan \| 0.8376 \| 0.9518 \| 0.2453 \| 0.7895 \| 0.5459 \| nan \| 0.4480 \| 0.7837 \| 0.0 \| 0.9079 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5551 \| 0.0 \| 0.0 \| 0.8532 \| 0.0 \| 0.5561 \| 0.3127 \| 0.0 \| nan \| 0.0 \| 0.3208 \| 0.0 \| 0.0 \| 0.9208 \| 0.9234 \| 0.9751 \| 0.0 \| 0.0 \| 0.4399 \| 0.0 \| nan \| 0.6488 \| 0.8649 \| 0.2422 \| 0.6620 \| 0.4140 \| nan \| 0.3623 \| 0.5323 \| 0.0 \| 0.8041 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4737 \| 0.0 \| 0.0 \| 0.7008 \| 0.0 \| 0.3608 \| 0.2749 \| 0.0 \| nan \| 0.0 \| 0.2361 \| 0.0 \| 0.0 \| 0.8293 \| 0.7342 \| 0.9013 \| 0.0 \| 0.0 \| 0.3137 \| 0.0 \| \| 0.6156 \| 4.95 \| 1980 \| 0.5638 \| 0.2939 \| 0.3542 \| 0.8367 \| nan \| 0.8313 \| 0.9381 \| 0.2337 \| 0.8851 \| 0.5886 \| nan \| 0.4909 \| 0.6870 \| 0.0 \| 0.9371 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3126 \| 0.0 \| 0.0 \| 0.8979 \| 0.0 \| 0.5187 \| 0.2581 \| 0.0 \| nan \| 0.0 \| 0.2609 \| 0.0 \| 0.0 \| 0.9295 \| 0.9152 \| 0.9585 \| 0.0 \| 0.0 \| 0.3372 \| 0.0 \| nan \| 0.6575 \| 0.8819 \| 0.2305 \| 0.6751 \| 0.4178 \| nan \| 0.3900 \| 0.5455 \| 0.0 \| 0.7890 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.2931 \| 0.0 \| 0.0 \| 0.6887 \| 0.0 \| 0.3486 \| 0.2441 \| 0.0 \| nan \| 0.0 \| 0.2119 \| 0.0 \| 0.0 \| 0.8245 \| 0.7210 \| 0.9113 \| 0.0 \| 0.0 \| 0.2804 \| 0.0 \| \| 0.5439 \| 5.0 \| 2000 \| 0.5363 \| 0.3043 \| 0.3607 \| 0.8446 \| nan \| 0.8489 \| 0.9601 \| 0.3915 \| 0.8429 \| 0.4637 \| nan \| 0.5036 \| 0.7628 \| 0.0 \| 0.9421 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4124 \| 0.0 \| 0.0 \| 0.8932 \| 0.0 \| 0.4898 \| 0.2474 \| 0.0 \| nan \| 0.0 \| 0.3144 \| 0.0 \| 0.0 \| 0.9374 \| 0.8650 \| 0.9533 \| 0.0 \| 0.0 \| 0.3542 \| 0.0 \| nan \| 0.6865 \| 0.8770 \| 0.3754 \| 0.6982 \| 0.3798 \| nan \| 0.4104 \| 0.5451 \| 0.0 \| 0.7973 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3767 \| 0.0 \| 0.0 \| 0.6985 \| 0.0 \| 0.3503 \| 0.2380 \| 0.0 \| nan \| 0.0 \| 0.2374 \| 0.0 \| 0.0 \| 0.8229 \| 0.7416 \| 0.9096 \| 0.0 \| 0.0 \| 0.2874 \| 0.0 \| \| 0.2921 \| 5.05 \| 2020 \| 0.5513 \| 0.3002 \| 0.3627 \| 0.8356 \| nan \| 0.8919 \| 0.9336 \| 0.3205 \| 0.7263 \| 0.5076 \| nan \| 0.5175 \| 0.7830 \| 0.0 \| 0.9229 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4495 \| 0.0 \| 0.0 \| 0.8970 \| 0.0 \| 0.5529 \| 0.3204 \| 0.0 \| nan \| 0.0 \| 0.3129 \| 0.0 \| 0.0 \| 0.9272 \| 0.8924 \| 0.9596 \| 0.0 \| 0.0 \| 0.3283 \| 0.0 \| nan \| 0.6479 \| 0.8734 \| 0.2885 \| 0.6299 \| 0.3873 \| nan \| 0.4185 \| 0.4954 \| 0.0 \| 0.8109 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4097 \| 0.0 \| 0.0 \| 0.7016 \| 0.0 \| 0.3614 \| 0.2927 \| 0.0 \| nan \| 0.0 \| 0.2387 \| 0.0 \| 0.0 \| 0.8317 \| 0.7451 \| 0.9106 \| 0.0 \| 0.0 \| 0.2624 \| 0.0 \| \| 0.6915 \| 5.1 \| 2040 \| 0.5531 \| 0.3059 \| 0.3681 \| 0.8421 \| nan \| 0.8269 \| 0.9601 \| 0.3997 \| 0.7719 \| 0.5937 \| nan \| 0.4974 \| 0.7539 \| 0.0 \| 0.9546 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4575 \| 0.0 \| 0.0 \| 0.8561 \| 0.0 \| 0.5497 \| 0.3381 \| 0.0 \| nan \| 0.0 \| 0.3103 \| 0.0 \| 0.0 \| 0.9221 \| 0.9117 \| 0.9663 \| 0.0 \| 0.0 \| 0.3413 \| 0.0 \| nan \| 0.6779 \| 0.8745 \| 0.3852 \| 0.6487 \| 0.4223 \| nan \| 0.3950 \| 0.5335 \| 0.0 \| 0.7866 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4007 \| 0.0 \| 0.0 \| 0.7027 \| 0.0 \| 0.3747 \| 0.2875 \| 0.0 \| nan \| 0.0 \| 0.2379 \| 0.0 \| 0.0 \| 0.8301 \| 0.7435 \| 0.9128 \| 0.0 \| 0.0 \| 0.2695 \| 0.0 \| \| 0.7205 \| 5.15 \| 2060 \| 0.5381 \| 0.3135 \| 0.3766 \| 0.8472 \| nan \| 0.8097 \| 0.9537 \| 0.5707 \| 0.8599 \| 0.5940 \| nan \| 0.5006 \| 0.7718 \| 0.0 \| 0.9312 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5611 \| 0.0 \| 0.0 \| 0.9039 \| 0.0 \| 0.5247 \| 0.3268 \| 0.0 \| nan \| 0.0 \| 0.2895 \| 0.0 \| 0.0 \| 0.9074 \| 0.9293 \| 0.9620 \| 0.0 \| 0.0 \| 0.2790 \| 0.0 \| nan \| 0.6989 \| 0.8818 \| 0.5452 \| 0.6729 \| 0.4109 \| nan \| 0.4148 \| 0.5520 \| 0.0 \| 0.8063 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4606 \| 0.0 \| 0.0 \| 0.6878 \| 0.0 \| 0.3673 \| 0.2911 \| 0.0 \| nan \| 0.0 \| 0.2290 \| 0.0 \| 0.0 \| 0.8296 \| 0.7196 \| 0.9150 \| 0.0 \| 0.0 \| 0.2348 \| 0.0 \| \| 0.4198 \| 5.2 \| 2080 \| 0.5377 \| 0.3126 \| 0.3768 \| 0.8472 \| nan \| 0.8799 \| 0.9260 \| 0.5648 \| 0.8756 \| 0.5908 \| nan \| 0.4769 \| 0.7933 \| 0.0 \| 0.9342 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5268 \| 0.0 \| 0.0 \| 0.9198 \| 0.0 \| 0.4895 \| 0.3641 \| 0.0 \| nan \| 0.0 \| 0.3008 \| 0.0 \| 0.0 \| 0.9240 \| 0.8852 \| 0.9608 \| 0.0 \| 0.0 \| 0.2697 \| 0.0 \| nan \| 0.6976 \| 0.8803 \| 0.4799 \| 0.7336 \| 0.3944 \| nan \| 0.3937 \| 0.5160 \| 0.0 \| 0.7916 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4277 \| 0.0 \| 0.0 \| 0.6859 \| 0.0 \| 0.3814 \| 0.3481 \| 0.0 \| nan \| 0.0 \| 0.2368 \| 0.0 \| 0.0 \| 0.8322 \| 0.7488 \| 0.9139 \| 0.0 \| 0.0 \| 0.2285 \| 0.0 \| \| 0.4787 \| 5.25 \| 2100 \| 0.5828 \| 0.3083 \| 0.3727 \| 0.8373 \| nan \| 0.7520 \| 0.9649 \| 0.5734 \| 0.7829 \| 0.4978 \| nan \| 0.4095 \| 0.7795 \| 0.0 \| 0.9292 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6352 \| 0.0 \| 0.0 \| 0.8823 \| 0.0 \| 0.5275 \| 0.3475 \| 0.0 \| nan \| 0.0 \| 0.3115 \| 0.0 \| 0.0 \| 0.9224 \| 0.9128 \| 0.9610 \| 0.0 \| 0.0 \| 0.3652 \| 0.0 \| nan \| 0.6632 \| 0.8537 \| 0.5448 \| 0.5818 \| 0.3850 \| nan \| 0.3510 \| 0.4944 \| 0.0 \| 0.8117 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4951 \| 0.0 \| 0.0 \| 0.7070 \| 0.0 \| 0.3702 \| 0.3153 \| 0.0 \| nan \| 0.0 \| 0.2366 \| 0.0 \| 0.0 \| 0.8296 \| 0.7229 \| 0.9149 \| 0.0 \| 0.0 \| 0.2808 \| 0.0 \| \| 0.6091 \| 5.3 \| 2120 \| 0.5420 \| 0.3145 \| 0.3785 \| 0.8476 \| nan \| 0.8530 \| 0.9484 \| 0.5382 \| 0.7625 \| 0.6436 \| nan \| 0.4914 \| 0.7768 \| 0.0 \| 0.9399 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5746 \| 0.0 \| 0.0 \| 0.8907 \| 0.0 \| 0.5608 \| 0.3487 \| 0.0 \| nan \| 0.0 \| 0.2801 \| 0.0 \| 0.0 \| 0.9265 \| 0.8854 \| 0.9686 \| 0.0 \| 0.0 \| 0.3441 \| 0.0 \| nan \| 0.7087 \| 0.8764 \| 0.5017 \| 0.6457 \| 0.4296 \| nan \| 0.3970 \| 0.5348 \| 0.0 \| 0.8046 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4684 \| 0.0 \| 0.0 \| 0.7002 \| 0.0 \| 0.3703 \| 0.3112 \| 0.0 \| nan \| 0.0 \| 0.2265 \| 0.0 \| 0.0 \| 0.8362 \| 0.7549 \| 0.9130 \| 0.0 \| 0.0 \| 0.2711 \| 0.0 \| \| 0.5754 \| 5.35 \| 2140 \| 0.5511 \| 0.3153 \| 0.3794 \| 0.8454 \| nan \| 0.8401 \| 0.9574 \| 0.5039 \| 0.7375 \| 0.4996 \| nan \| 0.5354 \| 0.7639 \| 0.0 \| 0.9352 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5871 \| 0.0 \| 0.0 \| 0.8810 \| 0.0 \| 0.5443 \| 0.4794 \| 0.0 \| nan \| 0.0 \| 0.3352 \| 0.0 \| 0.0 \| 0.9209 \| 0.8936 \| 0.9660 \| 0.0 \| 0.0 \| 0.3804 \| 0.0 \| nan \| 0.6997 \| 0.8685 \| 0.4590 \| 0.6263 \| 0.3956 \| nan \| 0.4287 \| 0.5474 \| 0.0 \| 0.8090 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4664 \| 0.0 \| 0.0 \| 0.7062 \| 0.0 \| 0.3688 \| 0.3695 \| 0.0 \| nan \| 0.0 \| 0.2489 \| 0.0 \| 0.0 \| 0.8395 \| 0.7409 \| 0.9139 \| 0.0 \| 0.0 \| 0.2870 \| 0.0 \| \| 0.2469 \| 5.4 \| 2160 \| 0.5532 \| 0.3118 \| 0.3772 \| 0.8454 \| nan \| 0.8764 \| 0.9408 \| 0.4215 \| 0.7855 \| 0.5509 \| nan \| 0.5446 \| 0.7970 \| 0.0 \| 0.9419 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5908 \| 0.0 \| 0.0 \| 0.9139 \| 0.0 \| 0.4847 \| 0.3551 \| 0.0 \| nan \| 0.0 \| 0.3086 \| 0.0 \| 0.0 \| 0.9145 \| 0.9024 \| 0.9654 \| 0.0 \| 0.0 \| 0.4003 \| 0.0 \| nan \| 0.6953 \| 0.8762 \| 0.3819 \| 0.6548 \| 0.4135 \| nan \| 0.4283 \| 0.5433 \| 0.0 \| 0.7982 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4336 \| 0.0 \| 0.0 \| 0.6991 \| 0.0 \| 0.3734 \| 0.3291 \| 0.0 \| nan \| 0.0 \| 0.2382 \| 0.0 \| 0.0 \| 0.8383 \| 0.7469 \| 0.9140 \| 0.0 \| 0.0 \| 0.3013 \| 0.0 \| \| 0.545 \| 5.45 \| 2180 \| 0.5622 \| 0.3072 \| 0.3687 \| 0.8429 \| nan \| 0.8509 \| 0.9421 \| 0.4680 \| 0.7772 \| 0.6208 \| nan \| 0.5111 \| 0.7643 \| 0.0 \| 0.9449 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4878 \| 0.0 \| 0.0 \| 0.8891 \| 0.0 \| 0.5112 \| 0.2509 \| 0.0 \| nan \| 0.0 \| 0.2772 \| 0.0 \| 0.0 \| 0.9421 \| 0.8669 \| 0.9659 \| 0.0 \| 0.0 \| 0.3605 \| 0.0 \| nan \| 0.6890 \| 0.8763 \| 0.4355 \| 0.6387 \| 0.4306 \| nan \| 0.4138 \| 0.5533 \| 0.0 \| 0.7941 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4101 \| 0.0 \| 0.0 \| 0.7011 \| 0.0 \| 0.3593 \| 0.2397 \| 0.0 \| nan \| 0.0 \| 0.2255 \| 0.0 \| 0.0 \| 0.8231 \| 0.7285 \| 0.9177 \| 0.0 \| 0.0 \| 0.2862 \| 0.0 \| \| 0.3423 \| 5.5 \| 2200 \| 0.5471 \| 0.3175 \| 0.3802 \| 0.8469 \| nan \| 0.8365 \| 0.9467 \| 0.6776 \| 0.7153 \| 0.6631 \| nan \| 0.5239 \| 0.7117 \| 0.0 \| 0.9037 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5642 \| 0.0 \| 0.0 \| 0.8848 \| 0.0 \| 0.5269 \| 0.3369 \| 0.0 \| nan \| 0.0 \| 0.3197 \| 0.0 \| 0.0 \| 0.9215 \| 0.9258 \| 0.9730 \| 0.0 \| 0.0 \| 0.3564 \| 0.0 \| nan \| 0.7046 \| 0.8745 \| 0.5882 \| 0.6158 \| 0.4507 \| nan \| 0.4169 \| 0.5472 \| 0.0 \| 0.8069 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4715 \| 0.0 \| 0.0 \| 0.6967 \| 0.0 \| 0.3690 \| 0.3015 \| 0.0 \| nan \| 0.0 \| 0.2462 \| 0.0 \| 0.0 \| 0.8329 \| 0.7243 \| 0.9152 \| 0.0 \| 0.0 \| 0.2809 \| 0.0 \| \| 0.7796 \| 5.55 \| 2220 \| 0.5268 \| 0.3224 \| 0.3854 \| 0.8541 \| nan \| 0.8531 \| 0.9534 \| 0.6563 \| 0.7505 \| 0.6015 \| nan \| 0.5452 \| 0.7764 \| 0.0 \| 0.9288 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5783 \| 0.0 \| 0.0 \| 0.8999 \| 0.0 \| 0.5193 \| 0.3708 \| 0.0 \| nan \| 0.0 \| 0.2862 \| 0.0 \| 0.0 \| 0.9254 \| 0.9106 \| 0.9599 \| 0.0 \| 0.0 \| 0.4322 \| 0.0 \| nan \| 0.7120 \| 0.8872 \| 0.5593 \| 0.6643 \| 0.4447 \| nan \| 0.4383 \| 0.5378 \| 0.0 \| 0.8055 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4818 \| 0.0 \| 0.0 \| 0.7070 \| 0.0 \| 0.3758 \| 0.3226 \| 0.0 \| nan \| 0.0 \| 0.2317 \| 0.0 \| 0.0 \| 0.8357 \| 0.7484 \| 0.9188 \| 0.0 \| 0.0 \| 0.3241 \| 0.0 \| \| 0.8624 \| 5.6 \| 2240 \| 0.5248 \| 0.3180 \| 0.3785 \| 0.8528 \| nan \| 0.8320 \| 0.9601 \| 0.6255 \| 0.8090 \| 0.4824 \| nan \| 0.5484 \| 0.7757 \| 0.0 \| 0.9345 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5070 \| 0.0 \| 0.0 \| 0.9071 \| 0.0 \| 0.5118 \| 0.3312 \| 0.0 \| nan \| 0.0 \| 0.2944 \| 0.0 \| 0.0 \| 0.9293 \| 0.8889 \| 0.9652 \| 0.0 \| 0.0 \| 0.4317 \| 0.0 \| nan \| 0.7181 \| 0.8796 \| 0.5577 \| 0.6749 \| 0.3941 \| nan \| 0.4310 \| 0.5292 \| 0.0 \| 0.8059 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4327 \| 0.0 \| 0.0 \| 0.7014 \| 0.0 \| 0.3739 \| 0.2955 \| 0.0 \| nan \| 0.0 \| 0.2360 \| 0.0 \| 0.0 \| 0.8366 \| 0.7497 \| 0.9179 \| 0.0 \| 0.0 \| 0.3229 \| 0.0 \| \| 0.3634 \| 5.65 \| 2260 \| 0.5443 \| 0.3181 \| 0.3860 \| 0.8476 \| nan \| 0.8487 \| 0.9378 \| 0.5755 \| 0.8258 \| 0.5930 \| nan \| 0.5538 \| 0.7832 \| 0.0 \| 0.9092 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5944 \| 0.0 \| 0.0 \| 0.8991 \| 0.0 \| 0.5306 \| 0.3346 \| 0.0 \| nan \| 0.0 \| 0.3345 \| 0.0 \| 0.0 \| 0.9031 \| 0.9433 \| 0.9729 \| 0.0 \| 0.0 \| 0.4254 \| 0.0 \| nan \| 0.7033 \| 0.8801 \| 0.5258 \| 0.6909 \| 0.4090 \| nan \| 0.4385 \| 0.5209 \| 0.0 \| 0.8065 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5022 \| 0.0 \| 0.0 \| 0.7033 \| 0.0 \| 0.3846 \| 0.2970 \| 0.0 \| nan \| 0.0 \| 0.2471 \| 0.0 \| 0.0 \| 0.8329 \| 0.6923 \| 0.9140 \| 0.0 \| 0.0 \| 0.3141 \| 0.0 \| \| 0.2797 \| 5.7 \| 2280 \| 0.5302 \| 0.3168 \| 0.3824 \| 0.8480 \| nan \| 0.8648 \| 0.9472 \| 0.5428 \| 0.7831 \| 0.5424 \| nan \| 0.5445 \| 0.7821 \| 0.0 \| 0.9294 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5781 \| 0.0 \| 0.0 \| 0.8791 \| 0.0 \| 0.5827 \| 0.3386 \| 0.0 \| nan \| 0.0 \| 0.3245 \| 0.0 \| 0.0 \| 0.9229 \| 0.8789 \| 0.9672 \| 0.0 \| 0.0 \| 0.4456 \| 0.0 \| nan \| 0.6900 \| 0.8757 \| 0.4866 \| 0.6787 \| 0.4070 \| nan \| 0.4411 \| 0.5126 \| 0.0 \| 0.8095 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4671 \| 0.0 \| 0.0 \| 0.7098 \| 0.0 \| 0.3615 \| 0.2937 \| 0.0 \| nan \| 0.0 \| 0.2476 \| 0.0 \| 0.0 \| 0.8402 \| 0.7565 \| 0.9152 \| 0.0 \| 0.0 \| 0.3266 \| 0.0 \| \| 0.1797 \| 5.75 \| 2300 \| 0.5317 \| 0.3147 \| 0.3782 \| 0.8495 \| nan \| 0.8203 \| 0.9477 \| 0.6078 \| 0.8220 \| 0.5707 \| nan \| 0.5383 \| 0.7828 \| 0.0 \| 0.9457 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4343 \| 0.0 \| 0.0 \| 0.9009 \| 0.0 \| 0.5141 \| 0.3573 \| 0.0 \| nan \| 0.0 \| 0.3075 \| 0.0 \| 0.0 \| 0.9256 \| 0.9098 \| 0.9741 \| 0.0 \| 0.0 \| 0.3658 \| 0.0 \| nan \| 0.7032 \| 0.8810 \| 0.5656 \| 0.6403 \| 0.3933 \| nan \| 0.4407 \| 0.5354 \| 0.0 \| 0.7925 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3746 \| 0.0 \| 0.0 \| 0.7050 \| 0.0 \| 0.3889 \| 0.3190 \| 0.0 \| nan \| 0.0 \| 0.2347 \| 0.0 \| 0.0 \| 0.8383 \| 0.7423 \| 0.9113 \| 0.0 \| 0.0 \| 0.2881 \| 0.0 \| \| 0.5644 \| 5.8 \| 2320 \| 0.5369 \| 0.3148 \| 0.3757 \| 0.8484 \| nan \| 0.8616 \| 0.9474 \| 0.5526 \| 0.7460 \| 0.5805 \| nan \| 0.5501 \| 0.7767 \| 0.0 \| 0.9128 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4465 \| 0.0 \| 0.0 \| 0.9165 \| 0.0 \| 0.4971 \| 0.3640 \| 0.0 \| nan \| 0.0 \| 0.3087 \| 0.0 \| 0.0 \| 0.9138 \| 0.9208 \| 0.9670 \| 0.0 \| 0.0 \| 0.3858 \| 0.0 \| nan \| 0.6989 \| 0.8795 \| 0.5158 \| 0.6561 \| 0.4035 \| nan \| 0.4404 \| 0.5207 \| 0.0 \| 0.8134 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3941 \| 0.0 \| 0.0 \| 0.6938 \| 0.0 \| 0.3978 \| 0.3258 \| 0.0 \| nan \| 0.0 \| 0.2369 \| 0.0 \| 0.0 \| 0.8342 \| 0.7337 \| 0.9174 \| 0.0 \| 0.0 \| 0.2961 \| 0.0 \| \| 0.1964 \| 5.85 \| 2340 \| 0.5327 \| 0.3195 \| 0.3838 \| 0.8509 \| nan \| 0.8527 \| 0.9508 \| 0.5990 \| 0.7380 \| 0.5984 \| nan \| 0.5913 \| 0.8077 \| 0.0 \| 0.9177 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5340 \| 0.0 \| 0.0 \| 0.9099 \| 0.0 \| 0.4833 \| 0.3553 \| 0.0 \| nan \| 0.0 \| 0.3509 \| 0.0 \| 0.0 \| 0.9191 \| 0.8964 \| 0.9711 \| 0.0 \| 0.0 \| 0.4218 \| 0.0 \| nan \| 0.7038 \| 0.8797 \| 0.5531 \| 0.6504 \| 0.4121 \| nan \| 0.4448 \| 0.5074 \| 0.0 \| 0.8132 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4467 \| 0.0 \| 0.0 \| 0.6989 \| 0.0 \| 0.3945 \| 0.3201 \| 0.0 \| nan \| 0.0 \| 0.2557 \| 0.0 \| 0.0 \| 0.8404 \| 0.7640 \| 0.9165 \| 0.0 \| 0.0 \| 0.3041 \| 0.0 \| \| 0.4384 \| 5.9 \| 2360 \| 0.5454 \| 0.3192 \| 0.3832 \| 0.8485 \| nan \| 0.8127 \| 0.9515 \| 0.6528 \| 0.7309 \| 0.6527 \| nan \| 0.5201 \| 0.7885 \| 0.0 \| 0.9358 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5321 \| 0.0 \| 0.0 \| 0.9071 \| 0.0 \| 0.5287 \| 0.3836 \| 0.0 \| nan \| 0.0 \| 0.3681 \| 0.0 \| 0.0 \| 0.9195 \| 0.9241 \| 0.9605 \| 0.0 \| 0.0 \| 0.3093 \| 0.0 \| nan \| 0.7050 \| 0.8719 \| 0.6001 \| 0.6246 \| 0.4093 \| nan \| 0.4295 \| 0.5411 \| 0.0 \| 0.8038 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4301 \| 0.0 \| 0.0 \| 0.6993 \| 0.0 \| 0.4022 \| 0.3414 \| 0.0 \| nan \| 0.0 \| 0.2727 \| 0.0 \| 0.0 \| 0.8357 \| 0.7466 \| 0.9182 \| 0.0 \| 0.0 \| 0.2643 \| 0.0 \| \| 0.5521 \| 5.95 \| 2380 \| 0.5450 \| 0.3181 \| 0.3853 \| 0.8482 \| nan \| 0.8560 \| 0.9507 \| 0.5660 \| 0.7590 \| 0.5323 \| nan \| 0.5214 \| 0.8004 \| 0.0 \| 0.9221 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5502 \| 0.0 \| 0.0 \| 0.8802 \| 0.0 \| 0.5828 \| 0.4796 \| 0.0 \| nan \| 0.0 \| 0.3853 \| 0.0 \| 0.0 \| 0.9075 \| 0.9352 \| 0.9629 \| 0.0 \| 0.0 \| 0.3514 \| 0.0 \| nan \| 0.7086 \| 0.8744 \| 0.5299 \| 0.6538 \| 0.4051 \| nan \| 0.4307 \| 0.5390 \| 0.0 \| 0.8216 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4232 \| 0.0 \| 0.0 \| 0.7072 \| 0.0 \| 0.3742 \| 0.3703 \| 0.0 \| nan \| 0.0 \| 0.2754 \| 0.0 \| 0.0 \| 0.8361 \| 0.7043 \| 0.9204 \| 0.0 \| 0.0 \| 0.2857 \| 0.0 \| \| 0.2178 \| 6.0 \| 2400 \| 0.5370 \| 0.3149 \| 0.3783 \| 0.8498 \| nan \| 0.8785 \| 0.9415 \| 0.4410 \| 0.8533 \| 0.4924 \| nan \| 0.4942 \| 0.8034 \| 0.0 \| 0.9354 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4936 \| 0.0 \| 0.0 \| 0.9003 \| 0.0 \| 0.5008 \| 0.4520 \| 0.0 \| nan \| 0.0 \| 0.3458 \| 0.0 \| 0.0 \| 0.9286 \| 0.9177 \| 0.9687 \| 0.0 \| 0.0 \| 0.3810 \| 0.0 \| nan \| 0.6900 \| 0.8846 \| 0.4233 \| 0.7104 \| 0.3852 \| nan \| 0.4016 \| 0.5307 \| 0.0 \| 0.8110 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3953 \| 0.0 \| 0.0 \| 0.7077 \| 0.0 \| 0.3784 \| 0.4031 \| 0.0 \| nan \| 0.0 \| 0.2577 \| 0.0 \| 0.0 \| 0.8387 \| 0.7205 \| 0.9180 \| 0.0 \| 0.0 \| 0.3059 \| 0.0 \| \| 0.693 \| 6.05 \| 2420 \| 0.5791 \| 0.3063 \| 0.3753 \| 0.8345 \| nan \| 0.8797 \| 0.9091 \| 0.2829 \| 0.8128 \| 0.6815 \| nan \| 0.4859 \| 0.7957 \| 0.0 \| 0.9210 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4950 \| 0.0 \| 0.0 \| 0.8916 \| 0.0 \| 0.5606 \| 0.4030 \| 0.0 \| nan \| 0.0 \| 0.3335 \| 0.0 \| 0.0 \| 0.9176 \| 0.9259 \| 0.9662 \| 0.0 \| 0.0 \| 0.3711 \| 0.0 \| nan \| 0.6464 \| 0.8590 \| 0.2698 \| 0.6943 \| 0.3936 \| nan \| 0.4060 \| 0.5075 \| 0.0 \| 0.8139 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4059 \| 0.0 \| 0.0 \| 0.7098 \| 0.0 \| 0.3766 \| 0.3572 \| 0.0 \| nan \| 0.0 \| 0.2580 \| 0.0 \| 0.0 \| 0.8384 \| 0.7247 \| 0.9193 \| 0.0 \| 0.0 \| 0.3145 \| 0.0 \| \| 0.8485 \| 6.1 \| 2440 \| 0.5579 \| 0.3103 \| 0.3758 \| 0.8417 \| nan \| 0.8633 \| 0.9372 \| 0.4062 \| 0.7335 \| 0.5853 \| nan \| 0.6005 \| 0.8006 \| 0.0 \| 0.9257 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5042 \| 0.0 \| 0.0 \| 0.9127 \| 0.0 \| 0.5564 \| 0.3637 \| 0.0 \| nan \| 0.0 \| 0.3339 \| 0.0 \| 0.0 \| 0.9185 \| 0.8852 \| 0.9717 \| 0.0 \| 0.0 \| 0.3523 \| 0.0 \| nan \| 0.6720 \| 0.8662 \| 0.3832 \| 0.6457 \| 0.4099 \| nan \| 0.4451 \| 0.5260 \| 0.0 \| 0.8081 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3937 \| 0.0 \| 0.0 \| 0.7020 \| 0.0 \| 0.3679 \| 0.3316 \| 0.0 \| nan \| 0.0 \| 0.2573 \| 0.0 \| 0.0 \| 0.8432 \| 0.7600 \| 0.9154 \| 0.0 \| 0.0 \| 0.2918 \| 0.0 \| \| 0.3458 \| 6.15 \| 2460 \| 0.5232 \| 0.3241 \| 0.3894 \| 0.8529 \| nan \| 0.8564 \| 0.9437 \| 0.6726 \| 0.7498 \| 0.5351 \| nan \| 0.5987 \| 0.7840 \| 0.0 \| 0.9274 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5838 \| 0.0 \| 0.0 \| 0.9022 \| 0.0 \| 0.4921 \| 0.4499 \| 0.0 \| nan \| 0.0 \| 0.3085 \| 0.0 \| 0.0 \| 0.9290 \| 0.9013 \| 0.9691 \| 0.0 \| 0.0001 \| 0.4685 \| 0.0 \| nan \| 0.7172 \| 0.8811 \| 0.5821 \| 0.6364 \| 0.3984 \| nan \| 0.4409 \| 0.5658 \| 0.0 \| 0.8120 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4450 \| 0.0 \| 0.0 \| 0.7107 \| 0.0 \| 0.3794 \| 0.4009 \| 0.0 \| nan \| 0.0 \| 0.2392 \| 0.0 \| 0.0 \| 0.8401 \| 0.7502 \| 0.9196 \| 0.0 \| 0.0001 \| 0.3291 \| 0.0 \| \| 0.4566 \| 6.2 \| 2480 \| 0.5509 \| 0.3181 \| 0.3811 \| 0.8464 \| nan \| 0.8121 \| 0.9532 \| 0.6799 \| 0.7389 \| 0.5701 \| nan \| 0.5020 \| 0.7729 \| 0.0 \| 0.9238 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5868 \| 0.0 \| 0.0 \| 0.9196 \| 0.0 \| 0.5326 \| 0.3936 \| 0.0 \| nan \| 0.0 \| 0.2654 \| 0.0 \| 0.0 \| 0.9039 \| 0.9235 \| 0.9650 \| 0.0 \| 0.0 \| 0.3722 \| 0.0 \| nan \| 0.7056 \| 0.8703 \| 0.5975 \| 0.5844 \| 0.4077 \| nan \| 0.4199 \| 0.5680 \| 0.0 \| 0.8115 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4602 \| 0.0 \| 0.0 \| 0.6966 \| 0.0 \| 0.3985 \| 0.3464 \| 0.0 \| nan \| 0.0 \| 0.2207 \| 0.0 \| 0.0 \| 0.8364 \| 0.7264 \| 0.9188 \| 0.0 \| 0.0 \| 0.2930 \| 0.0 \| \| 0.4565 \| 6.25 \| 2500 \| 0.5394 \| 0.3208 \| 0.3869 \| 0.8481 \| nan \| 0.8448 \| 0.9382 \| 0.5453 \| 0.8180 \| 0.6267 \| nan \| 0.5155 \| 0.7826 \| 0.0 \| 0.9294 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6249 \| 0.0 \| 0.0 \| 0.8760 \| 0.0 \| 0.5397 \| 0.4171 \| 0.0 \| nan \| 0.0 \| 0.3241 \| 0.0 \| 0.0 \| 0.9337 \| 0.9028 \| 0.9707 \| 0.0 \| 0.0000 \| 0.4034 \| 0.0 \| nan \| 0.6966 \| 0.8782 \| 0.4975 \| 0.6630 \| 0.4067 \| nan \| 0.4345 \| 0.5484 \| 0.0 \| 0.8074 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4861 \| 0.0 \| 0.0 \| 0.7078 \| 0.0 \| 0.3875 \| 0.3807 \| 0.0 \| nan \| 0.0 \| 0.2506 \| 0.0 \| 0.0 \| 0.8248 \| 0.7358 \| 0.9169 \| 0.0 \| 0.0000 \| 0.3224 \| 0.0 \| \| 1.1005 \| 6.3 \| 2520 \| 0.5402 \| 0.3231 \| 0.3854 \| 0.8507 \| nan \| 0.8377 \| 0.9519 \| 0.5976 \| 0.7748 \| 0.5888 \| nan \| 0.5128 \| 0.7740 \| 0.0 \| 0.9352 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6054 \| 0.0 \| 0.0 \| 0.9112 \| 0.0 \| 0.5292 \| 0.5233 \| 0.0 \| nan \| 0.0 \| 0.3278 \| 0.0 \| 0.0 \| 0.9288 \| 0.8547 \| 0.9659 \| 0.0 \| 0.0001 \| 0.3279 \| 0.0 \| nan \| 0.7126 \| 0.8744 \| 0.5529 \| 0.6383 \| 0.4099 \| nan \| 0.4374 \| 0.5552 \| 0.0 \| 0.8120 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4640 \| 0.0 \| 0.0 \| 0.6983 \| 0.0 \| 0.3791 \| 0.4527 \| 0.0 \| nan \| 0.0 \| 0.2566 \| 0.0 \| 0.0 \| 0.8349 \| 0.7391 \| 0.9170 \| 0.0 \| 0.0001 \| 0.2828 \| 0.0 \| \| 0.2207 \| 6.35 \| 2540 \| 0.5332 \| 0.3244 \| 0.3869 \| 0.8532 \| nan \| 0.8412 \| 0.9548 \| 0.6991 \| 0.7256 \| 0.5815 \| nan \| 0.5547 \| 0.7929 \| 0.0 \| 0.9370 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6367 \| 0.0 \| 0.0 \| 0.9161 \| 0.0 \| 0.4979 \| 0.4871 \| 0.0 \| nan \| 0.0 \| 0.3373 \| 0.0 \| 0.0 \| 0.9296 \| 0.8773 \| 0.9615 \| 0.0 \| 0.0001 \| 0.2629 \| 0.0 \| nan \| 0.7273 \| 0.8751 \| 0.6248 \| 0.6242 \| 0.4075 \| nan \| 0.4579 \| 0.5366 \| 0.0 \| 0.8074 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4858 \| 0.0 \| 0.0 \| 0.6955 \| 0.0 \| 0.3922 \| 0.4361 \| 0.0 \| nan \| 0.0 \| 0.2535 \| 0.0 \| 0.0 \| 0.8378 \| 0.7510 \| 0.9193 \| 0.0 \| 0.0001 \| 0.2242 \| 0.0 \| \| 1.2242 \| 6.4 \| 2560 \| 0.5335 \| 0.3245 \| 0.3913 \| 0.8505 \| nan \| 0.8537 \| 0.9532 \| 0.6924 \| 0.7466 \| 0.5349 \| nan \| 0.4987 \| 0.7862 \| 0.0 \| 0.9260 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6608 \| 0.0 \| 0.0 \| 0.8481 \| 0.0 \| 0.5421 \| 0.4431 \| 0.0 \| nan \| 0.0 \| 0.3381 \| 0.0 \| 0.0 \| 0.9166 \| 0.9321 \| 0.9683 \| 0.0 \| 0.0003 \| 0.4884 \| 0.0 \| nan \| 0.7269 \| 0.8751 \| 0.6249 \| 0.6294 \| 0.3980 \| nan \| 0.4335 \| 0.5333 \| 0.0 \| 0.8227 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5177 \| 0.0 \| 0.0 \| 0.7083 \| 0.0 \| 0.3668 \| 0.3896 \| 0.0 \| nan \| 0.0 \| 0.2504 \| 0.0 \| 0.0 \| 0.8253 \| 0.6903 \| 0.9196 \| 0.0 \| 0.0003 \| 0.3486 \| 0.0 \| \| 0.2624 \| 6.45 \| 2580 \| 0.5302 \| 0.3234 \| 0.3906 \| 0.8527 \| nan \| 0.8538 \| 0.9315 \| 0.7346 \| 0.8716 \| 0.5670 \| nan \| 0.5070 \| 0.7985 \| 0.0 \| 0.9226 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6132 \| 0.0 \| 0.0 \| 0.9140 \| 0.0 \| 0.5071 \| 0.3684 \| 0.0 \| nan \| 0.0 \| 0.3089 \| 0.0 \| 0.0 \| 0.9179 \| 0.9104 \| 0.9678 \| 0.0 \| 0.0001 \| 0.4131 \| 0.0 \| nan \| 0.7205 \| 0.8820 \| 0.5964 \| 0.6873 \| 0.4037 \| nan \| 0.4274 \| 0.5024 \| 0.0 \| 0.8115 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5276 \| 0.0 \| 0.0 \| 0.7006 \| 0.0 \| 0.3769 \| 0.3526 \| 0.0 \| nan \| 0.0 \| 0.2427 \| 0.0 \| 0.0 \| 0.8361 \| 0.7219 \| 0.9181 \| 0.0 \| 0.0001 \| 0.3168 \| 0.0 \| \| 0.4379 \| 6.5 \| 2600 \| 0.5405 \| 0.3193 \| 0.3822 \| 0.8500 \| nan \| 0.8573 \| 0.9431 \| 0.6131 \| 0.8102 \| 0.5854 \| nan \| 0.4968 \| 0.7775 \| 0.0 \| 0.9328 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5723 \| 0.0 \| 0.0 \| 0.8892 \| 0.0 \| 0.5663 \| 0.3600 \| 0.0 \| nan \| 0.0 \| 0.2899 \| 0.0 \| 0.0 \| 0.9267 \| 0.8993 \| 0.9682 \| 0.0 \| 0.0003 \| 0.3594 \| 0.0 \| nan \| 0.6997 \| 0.8745 \| 0.5621 \| 0.6754 \| 0.4188 \| nan \| 0.4259 \| 0.5253 \| 0.0 \| 0.8013 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4813 \| 0.0 \| 0.0 \| 0.7090 \| 0.0 \| 0.3746 \| 0.3283 \| 0.0 \| nan \| 0.0 \| 0.2321 \| 0.0 \| 0.0 \| 0.8350 \| 0.7449 \| 0.9198 \| 0.0 \| 0.0003 \| 0.2913 \| 0.0 \| \| 0.2589 \| 6.55 \| 2620 \| 0.5678 \| 0.3200 \| 0.3886 \| 0.8441 \| nan \| 0.8670 \| 0.9070 \| 0.6453 \| 0.8242 \| 0.6664 \| nan \| 0.5432 \| 0.7791 \| 0.0 \| 0.9383 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5403 \| 0.0 \| 0.0 \| 0.8899 \| 0.0 \| 0.5376 \| 0.4021 \| 0.0 \| nan \| 0.0 \| 0.2898 \| 0.0 \| 0.0 \| 0.9267 \| 0.8920 \| 0.9668 \| 0.0 \| 0.0008 \| 0.4309 \| 0.0 \| nan \| 0.6796 \| 0.8593 \| 0.5299 \| 0.6899 \| 0.4220 \| nan \| 0.4350 \| 0.5322 \| 0.0 \| 0.8019 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4486 \| 0.0 \| 0.0 \| 0.7123 \| 0.0 \| 0.3834 \| 0.3552 \| 0.0 \| nan \| 0.0 \| 0.2334 \| 0.0 \| 0.0 \| 0.8377 \| 0.7571 \| 0.9205 \| 0.0 \| 0.0008 \| 0.3199 \| 0.0 \| \| 0.4476 \| 6.6 \| 2640 \| 0.5511 \| 0.3248 \| 0.3915 \| 0.8485 \| nan \| 0.8430 \| 0.9293 \| 0.6094 \| 0.8363 \| 0.5725 \| nan \| 0.5780 \| 0.7830 \| 0.0 \| 0.9105 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6046 \| 0.0 \| 0.0 \| 0.8959 \| 0.0 \| 0.4993 \| 0.5181 \| 0.0 \| nan \| 0.0 \| 0.3014 \| 0.0 \| 0.0 \| 0.9269 \| 0.8975 \| 0.9717 \| 0.0 \| 0.0012 \| 0.4586 \| 0.0 \| nan \| 0.6932 \| 0.8658 \| 0.5129 \| 0.6819 \| 0.4108 \| nan \| 0.4579 \| 0.5251 \| 0.0 \| 0.8236 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5008 \| 0.0 \| 0.0 \| 0.7077 \| 0.0 \| 0.3803 \| 0.4360 \| 0.0 \| nan \| 0.0 \| 0.2388 \| 0.0 \| 0.0 \| 0.8394 \| 0.7477 \| 0.9191 \| 0.0 \| 0.0012 \| 0.3257 \| 0.0 \| \| 0.4216 \| 6.65 \| 2660 \| 0.5520 \| 0.3202 \| 0.3835 \| 0.8466 \| nan \| 0.8152 \| 0.9464 \| 0.5677 \| 0.8015 \| 0.4941 \| nan \| 0.5367 \| 0.7741 \| 0.0 \| 0.9261 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5530 \| 0.0 \| 0.0 \| 0.9116 \| 0.0 \| 0.5077 \| 0.5682 \| 0.0 \| nan \| 0.0 \| 0.3005 \| 0.0 \| 0.0 \| 0.9176 \| 0.9153 \| 0.9709 \| 0.0 \| 0.0005 \| 0.3826 \| 0.0 \| nan \| 0.6866 \| 0.8668 \| 0.5373 \| 0.6149 \| 0.3831 \| nan \| 0.4369 \| 0.5380 \| 0.0 \| 0.8101 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4630 \| 0.0 \| 0.0 \| 0.7074 \| 0.0 \| 0.3914 \| 0.4575 \| 0.0 \| nan \| 0.0 \| 0.2377 \| 0.0 \| 0.0 \| 0.8421 \| 0.7353 \| 0.9190 \| 0.0 \| 0.0005 \| 0.2992 \| 0.0 \| \| 0.2667 \| 6.7 \| 2680 \| 0.5308 \| 0.3214 \| 0.3867 \| 0.8521 \| nan \| 0.8435 \| 0.9454 \| 0.6781 \| 0.7700 \| 0.6056 \| nan \| 0.5283 \| 0.7824 \| 0.0 \| 0.9389 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5513 \| 0.0 \| 0.0 \| 0.8908 \| 0.0 \| 0.5275 \| 0.4716 \| 0.0 \| nan \| 0.0 \| 0.3125 \| 0.0 \| 0.0 \| 0.9272 \| 0.9143 \| 0.9652 \| 0.0 \| 0.0 \| 0.3344 \| 0.0 \| nan \| 0.7211 \| 0.8762 \| 0.5885 \| 0.6435 \| 0.4032 \| nan \| 0.4438 \| 0.5282 \| 0.0 \| 0.7975 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4443 \| 0.0 \| 0.0 \| 0.7156 \| 0.0 \| 0.3868 \| 0.4004 \| 0.0 \| nan \| 0.0 \| 0.2438 \| 0.0 \| 0.0 \| 0.8385 \| 0.7427 \| 0.9201 \| 0.0 \| 0.0 \| 0.2699 \| 0.0 \| \| 2.0493 \| 6.75 \| 2700 \| 0.5243 \| 0.3272 \| 0.3910 \| 0.8543 \| nan \| 0.8100 \| 0.9585 \| 0.7106 \| 0.7883 \| 0.5286 \| nan \| 0.5681 \| 0.7830 \| 0.0 \| 0.9304 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5762 \| 0.0 \| 0.0 \| 0.9028 \| 0.0 \| 0.5058 \| 0.4973 \| 0.0 \| nan \| 0.0 \| 0.3626 \| 0.0 \| 0.0 \| 0.9212 \| 0.9028 \| 0.9696 \| 0.0 \| 0.0 \| 0.4046 \| 0.0 \| nan \| 0.7197 \| 0.8704 \| 0.6290 \| 0.6364 \| 0.3928 \| nan \| 0.4592 \| 0.5169 \| 0.0 \| 0.8173 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4675 \| 0.0 \| 0.0 \| 0.7170 \| 0.0 \| 0.3970 \| 0.4319 \| 0.0 \| nan \| 0.0 \| 0.2671 \| 0.0 \| 0.0 \| 0.8423 \| 0.7513 \| 0.9168 \| 0.0 \| 0.0 \| 0.3095 \| 0.0 \| \| 0.4642 \| 6.8 \| 2720 \| 0.5212 \| 0.3244 \| 0.3917 \| 0.8530 \| nan \| 0.8441 \| 0.9378 \| 0.7164 \| 0.8075 \| 0.5656 \| nan \| 0.5566 \| 0.7890 \| 0.0 \| 0.9303 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5987 \| 0.0 \| 0.0 \| 0.8988 \| 0.0 \| 0.5575 \| 0.5170 \| 0.0 \| nan \| 0.0 \| 0.2980 \| 0.0 \| 0.0 \| 0.9296 \| 0.9007 \| 0.9708 \| 0.0 \| 0.0001 \| 0.3246 \| 0.0 \| nan \| 0.7339 \| 0.8754 \| 0.5626 \| 0.6723 \| 0.3832 \| nan \| 0.4541 \| 0.5324 \| 0.0 \| 0.8093 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4808 \| 0.0 \| 0.0 \| 0.7115 \| 0.0 \| 0.3955 \| 0.4459 \| 0.0 \| nan \| 0.0 \| 0.2388 \| 0.0 \| 0.0 \| 0.8385 \| 0.7419 \| 0.9139 \| 0.0 \| 0.0001 \| 0.2662 \| 0.0 \| \| 0.2145 \| 6.85 \| 2740 \| 0.5132 \| 0.3248 \| 0.3895 \| 0.8544 \| nan \| 0.8595 \| 0.9436 \| 0.6879 \| 0.7470 \| 0.5924 \| nan \| 0.5879 \| 0.7901 \| 0.0 \| 0.9341 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5284 \| 0.0 \| 0.0 \| 0.9070 \| 0.0 \| 0.5211 \| 0.5201 \| 0.0 \| nan \| 0.0 \| 0.2974 \| 0.0 \| 0.0 \| 0.9166 \| 0.9240 \| 0.9679 \| 0.0 \| 0.0001 \| 0.3484 \| 0.0 \| nan \| 0.7255 \| 0.8773 \| 0.5858 \| 0.6587 \| 0.4155 \| nan \| 0.4663 \| 0.5406 \| 0.0 \| 0.8077 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4265 \| 0.0 \| 0.0 \| 0.7141 \| 0.0 \| 0.4020 \| 0.4501 \| 0.0 \| nan \| 0.0 \| 0.2356 \| 0.0 \| 0.0 \| 0.8391 \| 0.7354 \| 0.9177 \| 0.0 \| 0.0001 \| 0.2722 \| 0.0 \| \| 0.4063 \| 6.9 \| 2760 \| 0.5361 \| 0.3220 \| 0.3895 \| 0.8509 \| nan \| 0.8555 \| 0.9436 \| 0.6271 \| 0.8035 \| 0.5409 \| nan \| 0.5472 \| 0.8135 \| 0.0 \| 0.9235 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5415 \| 0.0 \| 0.0 \| 0.9100 \| 0.0 \| 0.5083 \| 0.5264 \| 0.0 \| nan \| 0.0 \| 0.3230 \| 0.0 \| 0.0 \| 0.8940 \| 0.9304 \| 0.9706 \| 0.0 \| 0.0 \| 0.4140 \| 0.0 \| nan \| 0.7077 \| 0.8750 \| 0.5618 \| 0.6543 \| 0.4048 \| nan \| 0.4524 \| 0.4875 \| 0.0 \| 0.8146 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4539 \| 0.0 \| 0.0 \| 0.7119 \| 0.0 \| 0.3884 \| 0.4398 \| 0.0 \| nan \| 0.0 \| 0.2468 \| 0.0 \| 0.0 \| 0.8366 \| 0.7279 \| 0.9167 \| 0.0 \| 0.0 \| 0.3033 \| 0.0 \| \| 0.6925 \| 6.95 \| 2780 \| 0.5236 \| 0.3233 \| 0.3878 \| 0.8550 \| nan \| 0.8471 \| 0.9432 \| 0.6304 \| 0.8584 \| 0.5937 \| nan \| 0.5270 \| 0.8061 \| 0.0 \| 0.9344 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4979 \| 0.0 \| 0.0 \| 0.8939 \| 0.0 \| 0.4934 \| 0.4571 \| 0.0 \| nan \| 0.0 \| 0.3266 \| 0.0 \| 0.0 \| 0.9315 \| 0.9025 \| 0.9746 \| 0.0 \| 0.0001 \| 0.4051 \| 0.0 \| nan \| 0.7087 \| 0.8838 \| 0.5668 \| 0.6939 \| 0.4079 \| nan \| 0.4448 \| 0.5120 \| 0.0 \| 0.8064 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4197 \| 0.0 \| 0.0 \| 0.7144 \| 0.0 \| 0.3861 \| 0.4241 \| 0.0 \| nan \| 0.0 \| 0.2499 \| 0.0 \| 0.0 \| 0.8380 \| 0.7564 \| 0.9138 \| 0.0 \| 0.0001 \| 0.2968 \| 0.0 \| \| 0.7474 \| 7.0 \| 2800 \| 0.5119 \| 0.3259 \| 0.3937 \| 0.8576 \| nan \| 0.8171 \| 0.9455 \| 0.6966 \| 0.8827 \| 0.6395 \| nan \| 0.5605 \| 0.8110 \| 0.0 \| 0.9223 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5373 \| 0.0 \| 0.0 \| 0.9162 \| 0.0 \| 0.5301 \| 0.5053 \| 0.0 \| nan \| 0.0 \| 0.2899 \| 0.0 \| 0.0 \| 0.9258 \| 0.8950 \| 0.9630 \| 0.0 \| 0.0005 \| 0.3655 \| 0.0 \| nan \| 0.7282 \| 0.8929 \| 0.6199 \| 0.7045 \| 0.4120 \| nan \| 0.4593 \| 0.5145 \| 0.0 \| 0.8057 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4281 \| 0.0 \| 0.0 \| 0.7023 \| 0.0 \| 0.3796 \| 0.4522 \| 0.0 \| nan \| 0.0 \| 0.2335 \| 0.0 \| 0.0 \| 0.8398 \| 0.7333 \| 0.9178 \| 0.0 \| 0.0005 \| 0.2798 \| 0.0 \| \| 0.2227 \| 7.05 \| 2820 \| 0.5167 \| 0.3240 \| 0.3871 \| 0.8554 \| nan \| 0.8269 \| 0.9594 \| 0.6970 \| 0.8035 \| 0.5477 \| nan \| 0.5662 \| 0.7892 \| 0.0 \| 0.9209 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5777 \| 0.0 \| 0.0 \| 0.9020 \| 0.0 \| 0.5823 \| 0.4074 \| 0.0 \| nan \| 0.0 \| 0.2947 \| 0.0 \| 0.0 \| 0.9254 \| 0.8947 \| 0.9592 \| 0.0 \| 0.0000 \| 0.3469 \| 0.0 \| nan \| 0.7257 \| 0.8808 \| 0.6422 \| 0.6481 \| 0.4210 \| nan \| 0.4616 \| 0.5472 \| 0.0 \| 0.8107 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4423 \| 0.0 \| 0.0 \| 0.7088 \| 0.0 \| 0.3690 \| 0.3700 \| 0.0 \| nan \| 0.0 \| 0.2359 \| 0.0 \| 0.0 \| 0.8384 \| 0.7525 \| 0.9187 \| 0.0 \| 0.0000 \| 0.2717 \| 0.0 \| \| 0.3415 \| 7.1 \| 2840 \| 0.5241 \| 0.3283 \| 0.3938 \| 0.8563 \| nan \| 0.8127 \| 0.9570 \| 0.7036 \| 0.8446 \| 0.5570 \| nan \| 0.5501 \| 0.7909 \| 0.0 \| 0.9260 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6164 \| 0.0 \| 0.0 \| 0.8988 \| 0.0 \| 0.5719 \| 0.4452 \| 0.0 \| nan \| 0.0 \| 0.3547 \| 0.0 \| 0.0 \| 0.9189 \| 0.9031 \| 0.9719 \| 0.0 \| 0.0001 \| 0.3854 \| 0.0 \| nan \| 0.7200 \| 0.8819 \| 0.6477 \| 0.6370 \| 0.4242 \| nan \| 0.4560 \| 0.5521 \| 0.0 \| 0.8160 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4728 \| 0.0 \| 0.0 \| 0.7117 \| 0.0 \| 0.3814 \| 0.3944 \| 0.0 \| nan \| 0.0 \| 0.2617 \| 0.0 \| 0.0 \| 0.8449 \| 0.7572 \| 0.9200 \| 0.0 \| 0.0001 \| 0.2967 \| 0.0 \| \| 0.4736 \| 7.15 \| 2860 \| 0.5160 \| 0.3287 \| 0.3950 \| 0.8590 \| nan \| 0.8511 \| 0.9539 \| 0.6646 \| 0.8362 \| 0.5849 \| nan \| 0.5757 \| 0.8075 \| 0.0 \| 0.9453 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6334 \| 0.0 \| 0.0 \| 0.9038 \| 0.0 \| 0.5061 \| 0.5039 \| 0.0 \| nan \| 0.0 \| 0.3276 \| 0.0 \| 0.0 \| 0.9063 \| 0.9206 \| 0.9736 \| 0.0 \| 0.0000 \| 0.3493 \| 0.0 \| nan \| 0.7299 \| 0.8868 \| 0.6173 \| 0.6905 \| 0.4347 \| nan \| 0.4683 \| 0.5539 \| 0.0 \| 0.7985 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4454 \| 0.0 \| 0.0 \| 0.7058 \| 0.0 \| 0.3812 \| 0.4355 \| 0.0 \| nan \| 0.0 \| 0.2514 \| 0.0 \| 0.0 \| 0.8417 \| 0.7517 \| 0.9181 \| 0.0 \| 0.0000 \| 0.2785 \| 0.0 \| \| 0.347 \| 7.2 \| 2880 \| 0.5354 \| 0.3252 \| 0.3927 \| 0.8523 \| nan \| 0.8353 \| 0.9435 \| 0.6053 \| 0.8082 \| 0.5620 \| nan \| 0.6266 \| 0.8110 \| 0.0 \| 0.9323 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6617 \| 0.0 \| 0.0 \| 0.8917 \| 0.0 \| 0.5513 \| 0.4797 \| 0.0 \| nan \| 0.0 \| 0.3006 \| 0.0 \| 0.0 \| 0.9282 \| 0.9131 \| 0.9694 \| 0.0 \| 0.0001 \| 0.3544 \| 0.0 \| nan \| 0.7076 \| 0.8722 \| 0.5651 \| 0.6826 \| 0.4080 \| nan \| 0.4754 \| 0.5298 \| 0.0 \| 0.8070 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4846 \| 0.0 \| 0.0 \| 0.7106 \| 0.0 \| 0.3840 \| 0.4302 \| 0.0 \| nan \| 0.0 \| 0.2382 \| 0.0 \| 0.0 \| 0.8379 \| 0.7471 \| 0.9190 \| 0.0 \| 0.0001 \| 0.2811 \| 0.0 \| \| 0.2296 \| 7.25 \| 2900 \| 0.5279 \| 0.3262 \| 0.3922 \| 0.8520 \| nan \| 0.8701 \| 0.9329 \| 0.5918 \| 0.7744 \| 0.6423 \| nan \| 0.6022 \| 0.7969 \| 0.0 \| 0.9303 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5805 \| 0.0 \| 0.0 \| 0.9008 \| 0.0 \| 0.5388 \| 0.5496 \| 0.0 \| nan \| 0.0 \| 0.3169 \| 0.0 \| 0.0 \| 0.9257 \| 0.8912 \| 0.9632 \| 0.0 \| 0.0018 \| 0.3488 \| 0.0 \| nan \| 0.7114 \| 0.8755 \| 0.5482 \| 0.6829 \| 0.3919 \| nan \| 0.4739 \| 0.5488 \| 0.0 \| 0.8056 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4649 \| 0.0 \| 0.0 \| 0.7086 \| 0.0 \| 0.3834 \| 0.4688 \| 0.0 \| nan \| 0.0 \| 0.2468 \| 0.0 \| 0.0 \| 0.8435 \| 0.7628 \| 0.9202 \| 0.0 \| 0.0018 \| 0.2739 \| 0.0 \| \| 0.189 \| 7.3 \| 2920 \| 0.5241 \| 0.3251 \| 0.3903 \| 0.8545 \| nan \| 0.8401 \| 0.9559 \| 0.6265 \| 0.7828 \| 0.5646 \| nan \| 0.5545 \| 0.7936 \| 0.0 \| 0.9468 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5930 \| 0.0 \| 0.0 \| 0.8959 \| 0.0 \| 0.4996 \| 0.5261 \| 0.0 \| nan \| 0.0 \| 0.3586 \| 0.0 \| 0.0 \| 0.9177 \| 0.9049 \| 0.9675 \| 0.0 \| 0.0005 \| 0.3710 \| 0.0 \| nan \| 0.7174 \| 0.8779 \| 0.5908 \| 0.6313 \| 0.4113 \| nan \| 0.4620 \| 0.5478 \| 0.0 \| 0.7993 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4325 \| 0.0 \| 0.0 \| 0.7175 \| 0.0 \| 0.3764 \| 0.4438 \| 0.0 \| nan \| 0.0 \| 0.2637 \| 0.0 \| 0.0 \| 0.8444 \| 0.7602 \| 0.9194 \| 0.0 \| 0.0005 \| 0.2833 \| 0.0 \| \| 0.3063 \| 7.35 \| 2940 \| 0.5280 \| 0.3257 \| 0.3915 \| 0.8530 \| nan \| 0.8172 \| 0.9564 \| 0.6314 \| 0.7968 \| 0.5760 \| nan \| 0.5438 \| 0.7952 \| 0.0 \| 0.9382 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6095 \| 0.0 \| 0.0 \| 0.9192 \| 0.0 \| 0.4968 \| 0.5883 \| 0.0 \| nan \| 0.0 \| 0.3393 \| 0.0 \| 0.0 \| 0.9083 \| 0.8960 \| 0.9601 \| 0.0 \| 0.0021 \| 0.3636 \| 0.0 \| nan \| 0.7141 \| 0.8763 \| 0.5948 \| 0.6221 \| 0.4073 \| nan \| 0.4574 \| 0.5614 \| 0.0 \| 0.7996 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4361 \| 0.0 \| 0.0 \| 0.7076 \| 0.0 \| 0.3852 \| 0.4651 \| 0.0 \| nan \| 0.0 \| 0.2595 \| 0.0 \| 0.0 \| 0.8459 \| 0.7626 \| 0.9188 \| 0.0 \| 0.0021 \| 0.2797 \| 0.0 \| \| 0.4401 \| 7.4 \| 2960 \| 0.5136 \| 0.3256 \| 0.3934 \| 0.8532 \| nan \| 0.8283 \| 0.9465 \| 0.6558 \| 0.8274 \| 0.5652 \| nan \| 0.5747 \| 0.7982 \| 0.0 \| 0.9396 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6431 \| 0.0 \| 0.0 \| 0.8997 \| 0.0 \| 0.5158 \| 0.5259 \| 0.0 \| nan \| 0.0 \| 0.3297 \| 0.0 \| 0.0 \| 0.9196 \| 0.9034 \| 0.9632 \| 0.0 \| 0.0007 \| 0.3586 \| 0.0 \| nan \| 0.7106 \| 0.8763 \| 0.5888 \| 0.6457 \| 0.4056 \| nan \| 0.4671 \| 0.5508 \| 0.0 \| 0.8027 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4563 \| 0.0 \| 0.0 \| 0.7169 \| 0.0 \| 0.3820 \| 0.4387 \| 0.0 \| nan \| 0.0 \| 0.2550 \| 0.0 \| 0.0 \| 0.8431 \| 0.7574 \| 0.9200 \| 0.0 \| 0.0007 \| 0.2762 \| 0.0 \| \| 0.2574 \| 7.45 \| 2980 \| 0.5224 \| 0.3258 \| 0.3901 \| 0.8546 \| nan \| 0.8373 \| 0.9480 \| 0.6458 \| 0.7745 \| 0.6382 \| nan \| 0.5915 \| 0.7857 \| 0.0 \| 0.9350 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6127 \| 0.0 \| 0.0 \| 0.9178 \| 0.0 \| 0.5356 \| 0.4685 \| 0.0 \| nan \| 0.0 \| 0.3218 \| 0.0 \| 0.0 \| 0.9262 \| 0.8958 \| 0.9611 \| 0.0 \| 0.0010 \| 0.2979 \| 0.0 \| nan \| 0.7300 \| 0.8777 \| 0.5962 \| 0.6540 \| 0.4238 \| nan \| 0.4664 \| 0.5638 \| 0.0 \| 0.8005 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4611 \| 0.0 \| 0.0 \| 0.7044 \| 0.0 \| 0.3746 \| 0.4136 \| 0.0 \| nan \| 0.0 \| 0.2538 \| 0.0 \| 0.0 \| 0.8418 \| 0.7699 \| 0.9205 \| 0.0 \| 0.0010 \| 0.2461 \| 0.0 \| \| 0.2011 \| 7.5 \| 3000 \| 0.5178 \| 0.3308 \| 0.3992 \| 0.8559 \| nan \| 0.8220 \| 0.9522 \| 0.6833 \| 0.7676 \| 0.6534 \| nan \| 0.5776 \| 0.8089 \| 0.0 \| 0.9246 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6553 \| 0.0 \| 0.0 \| 0.8986 \| 0.0 \| 0.5169 \| 0.5191 \| 0.0 \| nan \| 0.0 \| 0.3743 \| 0.0 \| 0.0 \| 0.9302 \| 0.8792 \| 0.9684 \| 0.0 \| 0.0018 \| 0.4401 \| 0.0 \| nan \| 0.7254 \| 0.8769 \| 0.6213 \| 0.6373 \| 0.4316 \| nan \| 0.4623 \| 0.5464 \| 0.0 \| 0.8182 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4765 \| 0.0 \| 0.0 \| 0.7167 \| 0.0 \| 0.3780 \| 0.4383 \| 0.0 \| nan \| 0.0 \| 0.2716 \| 0.0 \| 0.0 \| 0.8439 \| 0.7637 \| 0.9201 \| 0.0 \| 0.0018 \| 0.3246 \| 0.0 \| \| 0.4648 \| 7.55 \| 3020 \| 0.5195 \| 0.3262 \| 0.3936 \| 0.8554 \| nan \| 0.8115 \| 0.9435 \| 0.7026 \| 0.8761 \| 0.6243 \| nan \| 0.5565 \| 0.7928 \| 0.0 \| 0.9452 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5088 \| 0.0 \| 0.0 \| 0.8747 \| 0.0 \| 0.5096 \| 0.4780 \| 0.0 \| nan \| 0.0 \| 0.3481 \| 0.0 \| 0.0 \| 0.9374 \| 0.8897 \| 0.9764 \| 0.0 \| 0.0023 \| 0.4253 \| 0.0 \| nan \| 0.7098 \| 0.8858 \| 0.6181 \| 0.6691 \| 0.4295 \| nan \| 0.4501 \| 0.5528 \| 0.0 \| 0.7976 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4049 \| 0.0 \| 0.0 \| 0.7163 \| 0.0 \| 0.3796 \| 0.4216 \| 0.0 \| nan \| 0.0 \| 0.2585 \| 0.0 \| 0.0 \| 0.8373 \| 0.7494 \| 0.9152 \| 0.0 \| 0.0023 \| 0.3131 \| 0.0 \| \| 0.6733 \| 7.6 \| 3040 \| 0.5130 \| 0.3307 \| 0.3902 \| 0.8596 \| nan \| 0.8054 \| 0.9600 \| 0.7130 \| 0.8504 \| 0.6160 \| nan \| 0.5544 \| 0.7568 \| 0.0 \| 0.9275 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4902 \| 0.0 \| 0.0 \| 0.9133 \| 0.0 \| 0.4835 \| 0.5441 \| 0.0 \| nan \| 0.0 \| 0.3624 \| 0.0 \| 0.0 \| 0.9317 \| 0.8806 \| 0.9719 \| 0.0 \| 0.0039 \| 0.3302 \| 0.0 \| nan \| 0.7229 \| 0.8837 \| 0.6434 \| 0.6942 \| 0.4353 \| nan \| 0.4568 \| 0.5679 \| 0.0 \| 0.8081 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4138 \| 0.0 \| 0.0 \| 0.7045 \| 0.0 \| 0.3893 \| 0.4581 \| 0.0 \| nan \| 0.0 \| 0.2711 \| 0.0 \| 0.0 \| 0.8414 \| 0.7573 \| 0.9195 \| 0.0 \| 0.0039 \| 0.2798 \| 0.0 \| \| 0.2566 \| 7.65 \| 3060 \| 0.5087 \| 0.3276 \| 0.3876 \| 0.8587 \| nan \| 0.8311 \| 0.9608 \| 0.6606 \| 0.8304 \| 0.6021 \| nan \| 0.5327 \| 0.7922 \| 0.0 \| 0.9352 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5187 \| 0.0 \| 0.0 \| 0.9157 \| 0.0 \| 0.4867 \| 0.4866 \| 0.0 \| nan \| 0.0 \| 0.3294 \| 0.0 \| 0.0 \| 0.9225 \| 0.8916 \| 0.9686 \| 0.0 \| 0.0031 \| 0.3488 \| 0.0 \| nan \| 0.7297 \| 0.8809 \| 0.6097 \| 0.7022 \| 0.4208 \| nan \| 0.4496 \| 0.5500 \| 0.0 \| 0.8094 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4300 \| 0.0 \| 0.0 \| 0.7030 \| 0.0 \| 0.3713 \| 0.4261 \| 0.0 \| nan \| 0.0 \| 0.2575 \| 0.0 \| 0.0 \| 0.8462 \| 0.7652 \| 0.9212 \| 0.0 \| 0.0031 \| 0.2813 \| 0.0 \| \| 0.2088 \| 7.7 \| 3080 \| 0.5238 \| 0.3238 \| 0.3869 \| 0.8548 \| nan \| 0.8322 \| 0.9579 \| 0.6290 \| 0.7927 \| 0.5920 \| nan \| 0.5397 \| 0.7963 \| 0.0 \| 0.9421 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5256 \| 0.0 \| 0.0 \| 0.9012 \| 0.0 \| 0.5071 \| 0.4444 \| 0.0 \| nan \| 0.0 \| 0.3433 \| 0.0 \| 0.0 \| 0.9164 \| 0.9145 \| 0.9737 \| 0.0 \| 0.0023 \| 0.3833 \| 0.0 \| nan \| 0.7222 \| 0.8791 \| 0.5979 \| 0.6441 \| 0.4227 \| nan \| 0.4483 \| 0.5460 \| 0.0 \| 0.8087 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4303 \| 0.0 \| 0.0 \| 0.7140 \| 0.0 \| 0.3595 \| 0.3930 \| 0.0 \| nan \| 0.0 \| 0.2586 \| 0.0 \| 0.0 \| 0.8449 \| 0.7559 \| 0.9188 \| 0.0 \| 0.0023 \| 0.2902 \| 0.0 \| \| 0.1203 \| 7.75 \| 3100 \| 0.5278 \| 0.3280 \| 0.3930 \| 0.8549 \| nan \| 0.8378 \| 0.9572 \| 0.6342 \| 0.7416 \| 0.5747 \| nan \| 0.5537 \| 0.7924 \| 0.0 \| 0.9377 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5714 \| 0.0 \| 0.0 \| 0.8854 \| 0.0 \| 0.5095 \| 0.5284 \| 0.0 \| nan \| 0.0 \| 0.3688 \| 0.0 \| 0.0 \| 0.9216 \| 0.9220 \| 0.9685 \| 0.0 \| 0.0019 \| 0.4759 \| 0.0 \| nan \| 0.7197 \| 0.8786 \| 0.5989 \| 0.6394 \| 0.4054 \| nan \| 0.4526 \| 0.5422 \| 0.0 \| 0.8168 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4628 \| 0.0 \| 0.0 \| 0.7213 \| 0.0 \| 0.3766 \| 0.4463 \| 0.0 \| nan \| 0.0 \| 0.2680 \| 0.0 \| 0.0 \| 0.8407 \| 0.7366 \| 0.9225 \| 0.0 \| 0.0019 \| 0.3372 \| 0.0 \| \| 0.2608 \| 7.8 \| 3120 \| 0.5191 \| 0.3313 \| 0.3980 \| 0.8577 \| nan \| 0.8447 \| 0.9526 \| 0.6915 \| 0.7644 \| 0.5950 \| nan \| 0.5725 \| 0.7977 \| 0.0 \| 0.9276 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5619 \| 0.0 \| 0.0 \| 0.9001 \| 0.0 \| 0.5401 \| 0.5980 \| 0.0 \| nan \| 0.0 \| 0.3398 \| 0.0 \| 0.0 \| 0.9123 \| 0.9128 \| 0.9658 \| 0.0 \| 0.0022 \| 0.4603 \| 0.0 \| nan \| 0.7286 \| 0.8847 \| 0.6295 \| 0.6659 \| 0.4097 \| nan \| 0.4630 \| 0.5567 \| 0.0 \| 0.8174 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4509 \| 0.0 \| 0.0 \| 0.7122 \| 0.0 \| 0.3852 \| 0.4659 \| 0.0 \| nan \| 0.0 \| 0.2580 \| 0.0 \| 0.0 \| 0.8456 \| 0.7429 \| 0.9224 \| 0.0 \| 0.0022 \| 0.3285 \| 0.0 \| \| 0.3279 \| 7.85 \| 3140 \| 0.5182 \| 0.3261 \| 0.3895 \| 0.8565 \| nan \| 0.8754 \| 0.9377 \| 0.6520 \| 0.8463 \| 0.5450 \| nan \| 0.5787 \| 0.7919 \| 0.0 \| 0.9364 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5406 \| 0.0 \| 0.0 \| 0.9177 \| 0.0 \| 0.5215 \| 0.5099 \| 0.0 \| nan \| 0.0 \| 0.2969 \| 0.0 \| 0.0 \| 0.9198 \| 0.8986 \| 0.9676 \| 0.0 \| 0.0001 \| 0.3388 \| 0.0 \| nan \| 0.7174 \| 0.8834 \| 0.5716 \| 0.7226 \| 0.4151 \| nan \| 0.4551 \| 0.5589 \| 0.0 \| 0.8080 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4297 \| 0.0 \| 0.0 \| 0.7005 \| 0.0 \| 0.3859 \| 0.4316 \| 0.0 \| nan \| 0.0 \| 0.2398 \| 0.0 \| 0.0 \| 0.8447 \| 0.7470 \| 0.9211 \| 0.0 \| 0.0001 \| 0.2770 \| 0.0 \| \| 0.2844 \| 7.9 \| 3160 \| 0.5194 \| 0.3272 \| 0.3959 \| 0.8549 \| nan \| 0.8743 \| 0.9315 \| 0.6626 \| 0.8240 \| 0.5496 \| nan \| 0.5966 \| 0.8137 \| 0.0 \| 0.9480 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5595 \| 0.0 \| 0.0 \| 0.8893 \| 0.0 \| 0.4858 \| 0.5255 \| 0.0 \| nan \| 0.0 \| 0.3356 \| 0.0 \| 0.0 \| 0.9204 \| 0.9207 \| 0.9667 \| 0.0 \| 0.0005 \| 0.4695 \| 0.0 \| nan \| 0.7090 \| 0.8792 \| 0.5714 \| 0.7119 \| 0.4155 \| nan \| 0.4590 \| 0.5253 \| 0.0 \| 0.8040 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4325 \| 0.0 \| 0.0 \| 0.7181 \| 0.0 \| 0.3852 \| 0.4540 \| 0.0 \| nan \| 0.0 \| 0.2547 \| 0.0 \| 0.0 \| 0.8413 \| 0.7367 \| 0.9219 \| 0.0 \| 0.0005 \| 0.3230 \| 0.0 \| \| 0.5684 \| 7.95 \| 3180 \| 0.5121 \| 0.3279 \| 0.3940 \| 0.8571 \| nan \| 0.8553 \| 0.9454 \| 0.6462 \| 0.8029 \| 0.5836 \| nan \| 0.6038 \| 0.8031 \| 0.0 \| 0.9351 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5309 \| 0.0 \| 0.0 \| 0.9101 \| 0.0 \| 0.5188 \| 0.5292 \| 0.0 \| nan \| 0.0 \| 0.3222 \| 0.0 \| 0.0 \| 0.9133 \| 0.9162 \| 0.9660 \| 0.0 \| 0.0011 \| 0.4312 \| 0.0 \| nan \| 0.7184 \| 0.8856 \| 0.5949 \| 0.6847 \| 0.4205 \| nan \| 0.4709 \| 0.5246 \| 0.0 \| 0.8107 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4381 \| 0.0 \| 0.0 \| 0.7130 \| 0.0 \| 0.3845 \| 0.4484 \| 0.0 \| nan \| 0.0 \| 0.2497 \| 0.0 \| 0.0 \| 0.8455 \| 0.7377 \| 0.9229 \| 0.0 \| 0.0011 \| 0.3132 \| 0.0 \| \| 0.7347 \| 8.0 \| 3200 \| 0.5145 \| 0.3260 \| 0.3921 \| 0.8563 \| nan \| 0.8746 \| 0.9391 \| 0.5956 \| 0.8231 \| 0.6081 \| nan \| 0.5561 \| 0.8013 \| 0.0 \| 0.9391 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5224 \| 0.0 \| 0.0 \| 0.8860 \| 0.0 \| 0.5383 \| 0.5408 \| 0.0 \| nan \| 0.0 \| 0.3237 \| 0.0 \| 0.0 \| 0.9283 \| 0.9091 \| 0.9736 \| 0.0 \| 0.0007 \| 0.3944 \| 0.0 \| nan \| 0.7101 \| 0.8844 \| 0.5352 \| 0.6994 \| 0.4319 \| nan \| 0.4593 \| 0.5131 \| 0.0 \| 0.8117 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4332 \| 0.0 \| 0.0 \| 0.7186 \| 0.0 \| 0.3869 \| 0.4568 \| 0.0 \| nan \| 0.0 \| 0.2494 \| 0.0 \| 0.0 \| 0.8433 \| 0.7502 \| 0.9195 \| 0.0 \| 0.0007 \| 0.3026 \| 0.0 \| \| 0.3951 \| 8.05 \| 3220 \| 0.5248 \| 0.3246 \| 0.3880 \| 0.8550 \| nan \| 0.8594 \| 0.9496 \| 0.5535 \| 0.7891 \| 0.6590 \| nan \| 0.5476 \| 0.7888 \| 0.0 \| 0.9251 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5069 \| 0.0 \| 0.0 \| 0.9076 \| 0.0 \| 0.5464 \| 0.5248 \| 0.0 \| nan \| 0.0 \| 0.3052 \| 0.0 \| 0.0 \| 0.9143 \| 0.9065 \| 0.9703 \| 0.0 \| 0.0012 \| 0.3728 \| 0.0 \| nan \| 0.7090 \| 0.8867 \| 0.5243 \| 0.6704 \| 0.4243 \| nan \| 0.4555 \| 0.5451 \| 0.0 \| 0.8167 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4199 \| 0.0 \| 0.0 \| 0.7082 \| 0.0 \| 0.3905 \| 0.4450 \| 0.0 \| nan \| 0.0 \| 0.2448 \| 0.0 \| 0.0 \| 0.8456 \| 0.7577 \| 0.9217 \| 0.0 \| 0.0012 \| 0.2947 \| 0.0 \| \| 0.5386 \| 8.1 \| 3240 \| 0.5081 \| 0.3291 \| 0.3942 \| 0.8591 \| nan \| 0.8490 \| 0.9513 \| 0.6513 \| 0.8080 \| 0.6438 \| nan \| 0.5491 \| 0.7938 \| 0.0 \| 0.9309 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5074 \| 0.0 \| 0.0 \| 0.8825 \| 0.0 \| 0.5664 \| 0.5281 \| 0.0 \| nan \| 0.0 \| 0.2941 \| 0.0 \| 0.0 \| 0.9284 \| 0.9051 \| 0.9709 \| 0.0 \| 0.0011 \| 0.4580 \| 0.0 \| nan \| 0.7213 \| 0.8898 \| 0.5996 \| 0.6775 \| 0.4415 \| nan \| 0.4572 \| 0.5347 \| 0.0 \| 0.8190 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4199 \| 0.0 \| 0.0 \| 0.7183 \| 0.0 \| 0.3909 \| 0.4520 \| 0.0 \| nan \| 0.0 \| 0.2348 \| 0.0 \| 0.0 \| 0.8411 \| 0.7533 \| 0.9219 \| 0.0 \| 0.0011 \| 0.3276 \| 0.0 \| \| 0.3427 \| 8.15 \| 3260 \| 0.5050 \| 0.3335 \| 0.4012 \| 0.8620 \| nan \| 0.8688 \| 0.9426 \| 0.6687 \| 0.8717 \| 0.6235 \| nan \| 0.5698 \| 0.7984 \| 0.0 \| 0.9317 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6125 \| 0.0 \| 0.0 \| 0.9027 \| 0.0 \| 0.4949 \| 0.6004 \| 0.0 \| nan \| 0.0 \| 0.3038 \| 0.0 \| 0.0 \| 0.9206 \| 0.8923 \| 0.9688 \| 0.0 \| 0.0005 \| 0.4644 \| 0.0 \| nan \| 0.7267 \| 0.8940 \| 0.5718 \| 0.7306 \| 0.4407 \| nan \| 0.4602 \| 0.5414 \| 0.0 \| 0.8186 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4707 \| 0.0 \| 0.0 \| 0.7159 \| 0.0 \| 0.3832 \| 0.4837 \| 0.0 \| nan \| 0.0 \| 0.2414 \| 0.0 \| 0.0 \| 0.8461 \| 0.7605 \| 0.9218 \| 0.0 \| 0.0005 \| 0.3304 \| 0.0 \| \| 0.2192 \| 8.2 \| 3280 \| 0.5025 \| 0.3340 \| 0.4031 \| 0.8612 \| nan \| 0.8296 \| 0.9587 \| 0.7066 \| 0.8294 \| 0.6055 \| nan \| 0.5831 \| 0.7952 \| 0.0 \| 0.9406 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6312 \| 0.0 \| 0.0 \| 0.8687 \| 0.0 \| 0.5282 \| 0.5888 \| 0.0 \| nan \| 0.0 \| 0.3280 \| 0.0 \| 0.0 \| 0.9213 \| 0.9002 \| 0.9686 \| 0.0 \| 0.0008 \| 0.5121 \| 0.0 \| nan \| 0.7292 \| 0.8884 \| 0.6255 \| 0.6936 \| 0.4344 \| nan \| 0.4738 \| 0.5272 \| 0.0 \| 0.8197 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4721 \| 0.0 \| 0.0 \| 0.7198 \| 0.0 \| 0.3785 \| 0.4816 \| 0.0 \| nan \| 0.0 \| 0.2525 \| 0.0 \| 0.0 \| 0.8455 \| 0.7536 \| 0.9231 \| 0.0 \| 0.0008 \| 0.3333 \| 0.0 \| \| 0.3164 \| 8.25 \| 3300 \| 0.5091 \| 0.3307 \| 0.3985 \| 0.8604 \| nan \| 0.8461 \| 0.9477 \| 0.6770 \| 0.8525 \| 0.6419 \| nan \| 0.5858 \| 0.7839 \| 0.0 \| 0.9440 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5681 \| 0.0 \| 0.0 \| 0.8881 \| 0.0 \| 0.5760 \| 0.5712 \| 0.0 \| nan \| 0.0 \| 0.3126 \| 0.0 \| 0.0 \| 0.9178 \| 0.9070 \| 0.9681 \| 0.0 \| 0.0005 \| 0.3644 \| 0.0 \| nan \| 0.7243 \| 0.8934 \| 0.6073 \| 0.7121 \| 0.4389 \| nan \| 0.4767 \| 0.5487 \| 0.0 \| 0.8049 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4354 \| 0.0 \| 0.0 \| 0.7152 \| 0.0 \| 0.3806 \| 0.4662 \| 0.0 \| nan \| 0.0 \| 0.2490 \| 0.0 \| 0.0 \| 0.8447 \| 0.7497 \| 0.9230 \| 0.0 \| 0.0005 \| 0.2810 \| 0.0 \| \| 0.2422 \| 8.3 \| 3320 \| 0.5094 \| 0.3316 \| 0.3961 \| 0.8599 \| nan \| 0.8480 \| 0.9497 \| 0.6642 \| 0.8462 \| 0.6084 \| nan \| 0.5776 \| 0.7764 \| 0.0 \| 0.9300 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5956 \| 0.0 \| 0.0 \| 0.9112 \| 0.0 \| 0.5116 \| 0.5757 \| 0.0 \| nan \| 0.0 \| 0.3272 \| 0.0 \| 0.0 \| 0.9128 \| 0.9199 \| 0.9645 \| 0.0 \| 0.0019 \| 0.3596 \| 0.0 \| nan \| 0.7241 \| 0.8913 \| 0.6014 \| 0.7076 \| 0.4395 \| nan \| 0.4733 \| 0.5570 \| 0.0 \| 0.8116 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4733 \| 0.0 \| 0.0 \| 0.7093 \| 0.0 \| 0.3819 \| 0.4721 \| 0.0 \| nan \| 0.0 \| 0.2543 \| 0.0 \| 0.0 \| 0.8430 \| 0.7359 \| 0.9237 \| 0.0 \| 0.0019 \| 0.2781 \| 0.0 \| \| 0.2059 \| 8.35 \| 3340 \| 0.5124 \| 0.3326 \| 0.3965 \| 0.8604 \| nan \| 0.8287 \| 0.9558 \| 0.6835 \| 0.8190 \| 0.6446 \| nan \| 0.5971 \| 0.7732 \| 0.0 \| 0.9365 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6057 \| 0.0 \| 0.0 \| 0.9197 \| 0.0 \| 0.4854 \| 0.5597 \| 0.0 \| nan \| 0.0 \| 0.3477 \| 0.0 \| 0.0 \| 0.9155 \| 0.8993 \| 0.9699 \| 0.0 \| 0.0015 \| 0.3481 \| 0.0 \| nan \| 0.7275 \| 0.8898 \| 0.6147 \| 0.6876 \| 0.4473 \| nan \| 0.4771 \| 0.5542 \| 0.0 \| 0.8068 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4774 \| 0.0 \| 0.0 \| 0.7029 \| 0.0 \| 0.3809 \| 0.4761 \| 0.0 \| nan \| 0.0 \| 0.2639 \| 0.0 \| 0.0 \| 0.8460 \| 0.7606 \| 0.9217 \| 0.0 \| 0.0015 \| 0.2737 \| 0.0 \| \| 0.4715 \| 8.4 \| 3360 \| 0.5091 \| 0.3339 \| 0.3972 \| 0.8612 \| nan \| 0.8532 \| 0.9494 \| 0.6418 \| 0.8538 \| 0.6039 \| nan \| 0.5897 \| 0.7764 \| 0.0 \| 0.9130 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6347 \| 0.0 \| 0.0 \| 0.9133 \| 0.0 \| 0.5009 \| 0.5310 \| 0.0 \| nan \| 0.0 \| 0.3487 \| 0.0 \| 0.0 \| 0.9243 \| 0.9135 \| 0.9684 \| 0.0 \| 0.0017 \| 0.3969 \| 0.0 \| nan \| 0.7272 \| 0.8913 \| 0.5862 \| 0.7102 \| 0.4465 \| nan \| 0.4771 \| 0.5522 \| 0.0 \| 0.8247 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5041 \| 0.0 \| 0.0 \| 0.7088 \| 0.0 \| 0.3843 \| 0.4682 \| 0.0 \| nan \| 0.0 \| 0.2631 \| 0.0 \| 0.0 \| 0.8433 \| 0.7376 \| 0.9225 \| 0.0 \| 0.0017 \| 0.3030 \| 0.0 \| \| 0.2273 \| 8.45 \| 3380 \| 0.5109 \| 0.3334 \| 0.4002 \| 0.8615 \| nan \| 0.8355 \| 0.9516 \| 0.6732 \| 0.8607 \| 0.6210 \| nan \| 0.5978 \| 0.7895 \| 0.0 \| 0.9370 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6041 \| 0.0 \| 0.0 \| 0.9008 \| 0.0 \| 0.5054 \| 0.5390 \| 0.0 \| nan \| 0.0 \| 0.3700 \| 0.0 \| 0.0 \| 0.9185 \| 0.9118 \| 0.9698 \| 0.0 \| 0.0012 \| 0.4207 \| 0.0 \| nan \| 0.7336 \| 0.8916 \| 0.6046 \| 0.6914 \| 0.4461 \| nan \| 0.4815 \| 0.5473 \| 0.0 \| 0.8142 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4724 \| 0.0 \| 0.0 \| 0.7169 \| 0.0 \| 0.3771 \| 0.4684 \| 0.0 \| nan \| 0.0 \| 0.2700 \| 0.0 \| 0.0 \| 0.8462 \| 0.7461 \| 0.9227 \| 0.0 \| 0.0012 \| 0.3040 \| 0.0 \| \| 0.3574 \| 8.5 \| 3400 \| 0.5104 \| 0.3305 \| 0.3953 \| 0.8597 \| nan \| 0.8398 \| 0.9561 \| 0.6710 \| 0.8069 \| 0.6259 \| nan \| 0.5775 \| 0.7799 \| 0.0 \| 0.9375 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5869 \| 0.0 \| 0.0 \| 0.9042 \| 0.0 \| 0.5103 \| 0.4920 \| 0.0 \| nan \| 0.0 \| 0.3655 \| 0.0 \| 0.0 \| 0.9175 \| 0.9066 \| 0.9688 \| 0.0 \| 0.0008 \| 0.4070 \| 0.0 \| nan \| 0.7310 \| 0.8859 \| 0.6094 \| 0.6723 \| 0.4474 \| nan \| 0.4730 \| 0.5506 \| 0.0 \| 0.8140 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4517 \| 0.0 \| 0.0 \| 0.7165 \| 0.0 \| 0.3690 \| 0.4300 \| 0.0 \| nan \| 0.0 \| 0.2697 \| 0.0 \| 0.0 \| 0.8465 \| 0.7569 \| 0.9229 \| 0.0 \| 0.0008 \| 0.2983 \| 0.0 \| \| 0.3476 \| 8.55 \| 3420 \| 0.4991 \| 0.3328 \| 0.3988 \| 0.8620 \| nan \| 0.8457 \| 0.9567 \| 0.6882 \| 0.8295 \| 0.6244 \| nan \| 0.5629 \| 0.7814 \| 0.0 \| 0.9270 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6536 \| 0.0 \| 0.0 \| 0.8941 \| 0.0 \| 0.5220 \| 0.5063 \| 0.0 \| nan \| 0.0 \| 0.3468 \| 0.0 \| 0.0 \| 0.9271 \| 0.8998 \| 0.9683 \| 0.0 \| 0.0003 \| 0.4289 \| 0.0 \| nan \| 0.7348 \| 0.8910 \| 0.6148 \| 0.7020 \| 0.4386 \| nan \| 0.4674 \| 0.5530 \| 0.0 \| 0.8255 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4658 \| 0.0 \| 0.0 \| 0.7186 \| 0.0 \| 0.3678 \| 0.4341 \| 0.0 \| nan \| 0.0 \| 0.2642 \| 0.0 \| 0.0 \| 0.8434 \| 0.7590 \| 0.9232 \| 0.0 \| 0.0003 \| 0.3144 \| 0.0 \| \| 0.3728 \| 8.6 \| 3440 \| 0.5029 \| 0.3331 \| 0.3994 \| 0.8618 \| nan \| 0.8387 \| 0.9484 \| 0.7098 \| 0.8829 \| 0.6024 \| nan \| 0.5643 \| 0.7591 \| 0.0 \| 0.9298 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6295 \| 0.0 \| 0.0 \| 0.9002 \| 0.0 \| 0.5154 \| 0.5666 \| 0.0 \| nan \| 0.0 \| 0.3372 \| 0.0 \| 0.0 \| 0.9267 \| 0.9077 \| 0.9673 \| 0.0 \| 0.0015 \| 0.3931 \| 0.0 \| nan \| 0.7372 \| 0.8923 \| 0.5936 \| 0.7159 \| 0.4306 \| nan \| 0.4657 \| 0.5657 \| 0.0 \| 0.8217 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4689 \| 0.0 \| 0.0 \| 0.7171 \| 0.0 \| 0.3759 \| 0.4701 \| 0.0 \| nan \| 0.0 \| 0.2607 \| 0.0 \| 0.0 \| 0.8440 \| 0.7472 \| 0.9236 \| 0.0 \| 0.0015 \| 0.2945 \| 0.0 \| \| 0.3215 \| 8.65 \| 3460 \| 0.5001 \| 0.3317 \| 0.3966 \| 0.8617 \| nan \| 0.8409 \| 0.9522 \| 0.6916 \| 0.8789 \| 0.6052 \| nan \| 0.5472 \| 0.7743 \| 0.0 \| 0.9375 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6106 \| 0.0 \| 0.0 \| 0.9060 \| 0.0 \| 0.5107 \| 0.5587 \| 0.0 \| nan \| 0.0 \| 0.3397 \| 0.0 \| 0.0 \| 0.9219 \| 0.9049 \| 0.9687 \| 0.0 \| 0.0009 \| 0.3458 \| 0.0 \| nan \| 0.7373 \| 0.8924 \| 0.6030 \| 0.7149 \| 0.4208 \| nan \| 0.4623 \| 0.5638 \| 0.0 \| 0.8139 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4601 \| 0.0 \| 0.0 \| 0.7135 \| 0.0 \| 0.3776 \| 0.4696 \| 0.0 \| nan \| 0.0 \| 0.2622 \| 0.0 \| 0.0 \| 0.8446 \| 0.7534 \| 0.9230 \| 0.0 \| 0.0009 \| 0.2691 \| 0.0 \| \| 0.4356 \| 8.7 \| 3480 \| 0.5057 \| 0.3301 \| 0.3949 \| 0.8606 \| nan \| 0.8475 \| 0.9565 \| 0.6858 \| 0.8473 \| 0.5677 \| nan \| 0.5664 \| 0.7822 \| 0.0 \| 0.9409 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6240 \| 0.0 \| 0.0 \| 0.9065 \| 0.0 \| 0.5442 \| 0.5624 \| 0.0 \| nan \| 0.0 \| 0.3118 \| 0.0 \| 0.0 \| 0.9114 \| 0.9083 \| 0.9653 \| 0.0 \| 0.0005 \| 0.3137 \| 0.0 \| nan \| 0.7341 \| 0.8887 \| 0.6047 \| 0.7018 \| 0.4274 \| nan \| 0.4696 \| 0.5607 \| 0.0 \| 0.8099 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4581 \| 0.0 \| 0.0 \| 0.7119 \| 0.0 \| 0.3788 \| 0.4647 \| 0.0 \| nan \| 0.0 \| 0.2515 \| 0.0 \| 0.0 \| 0.8455 \| 0.7520 \| 0.9238 \| 0.0 \| 0.0005 \| 0.2482 \| 0.0 \| \| 0.6613 \| 8.75 \| 3500 \| 0.5102 \| 0.3327 \| 0.3972 \| 0.8606 \| nan \| 0.8291 \| 0.9565 \| 0.7071 \| 0.8434 \| 0.6047 \| nan \| 0.5574 \| 0.7827 \| 0.0 \| 0.9328 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6421 \| 0.0 \| 0.0 \| 0.8954 \| 0.0 \| 0.5175 \| 0.5439 \| 0.0 \| nan \| 0.0 \| 0.3320 \| 0.0 \| 0.0 \| 0.9286 \| 0.9025 \| 0.9656 \| 0.0 \| 0.0009 \| 0.3710 \| 0.0 \| nan \| 0.7357 \| 0.8859 \| 0.6202 \| 0.6805 \| 0.4237 \| nan \| 0.4675 \| 0.5528 \| 0.0 \| 0.8207 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4908 \| 0.0 \| 0.0 \| 0.7162 \| 0.0 \| 0.3851 \| 0.4645 \| 0.0 \| nan \| 0.0 \| 0.2578 \| 0.0 \| 0.0 \| 0.8449 \| 0.7582 \| 0.9246 \| 0.0 \| 0.0009 \| 0.2829 \| 0.0 \| \| 0.2286 \| 8.8 \| 3520 \| 0.5043 \| 0.3332 \| 0.4014 \| 0.8612 \| nan \| 0.8477 \| 0.9511 \| 0.6811 \| 0.8473 \| 0.5966 \| nan \| 0.5674 \| 0.8045 \| 0.0 \| 0.9322 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.7107 \| 0.0 \| 0.0 \| 0.8905 \| 0.0 \| 0.5294 \| 0.5589 \| 0.0 \| nan \| 0.0 \| 0.3282 \| 0.0 \| 0.0 \| 0.9295 \| 0.9030 \| 0.9731 \| 0.0 \| 0.0003 \| 0.3936 \| 0.0 \| nan \| 0.7347 \| 0.8896 \| 0.6042 \| 0.6983 \| 0.4228 \| nan \| 0.4699 \| 0.5478 \| 0.0 \| 0.8227 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4964 \| 0.0 \| 0.0 \| 0.7171 \| 0.0 \| 0.3830 \| 0.4736 \| 0.0 \| nan \| 0.0 \| 0.2552 \| 0.0 \| 0.0 \| 0.8441 \| 0.7488 \| 0.9203 \| 0.0 \| 0.0003 \| 0.2991 \| 0.0 \| \| 0.5112 \| 8.85 \| 3540 \| 0.5066 \| 0.3330 \| 0.4009 \| 0.8607 \| nan \| 0.8456 \| 0.9551 \| 0.6827 \| 0.8328 \| 0.5947 \| nan \| 0.5432 \| 0.8081 \| 0.0 \| 0.9257 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.7082 \| 0.0 \| 0.0 \| 0.8912 \| 0.0 \| 0.5458 \| 0.5710 \| 0.0 \| nan \| 0.0 \| 0.3294 \| 0.0 \| 0.0 \| 0.9227 \| 0.9104 \| 0.9731 \| 0.0 \| 0.0007 \| 0.3885 \| 0.0 \| nan \| 0.7358 \| 0.8884 \| 0.6060 \| 0.6924 \| 0.4196 \| nan \| 0.4633 \| 0.5515 \| 0.0 \| 0.8246 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.5041 \| 0.0 \| 0.0 \| 0.7150 \| 0.0 \| 0.3862 \| 0.4705 \| 0.0 \| nan \| 0.0 \| 0.2566 \| 0.0 \| 0.0 \| 0.8446 \| 0.7494 \| 0.9208 \| 0.0 \| 0.0007 \| 0.2937 \| 0.0 \| \| 0.2001 \| 8.9 \| 3560 \| 0.5062 \| 0.3323 \| 0.3985 \| 0.8608 \| nan \| 0.8616 \| 0.9486 \| 0.6559 \| 0.8483 \| 0.5931 \| nan \| 0.5557 \| 0.8030 \| 0.0 \| 0.9372 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6620 \| 0.0 \| 0.0 \| 0.9065 \| 0.0 \| 0.5201 \| 0.5532 \| 0.0 \| nan \| 0.0 \| 0.3315 \| 0.0 \| 0.0 \| 0.9194 \| 0.9065 \| 0.9742 \| 0.0 \| 0.0011 \| 0.3765 \| 0.0 \| nan \| 0.7221 \| 0.8908 \| 0.5735 \| 0.7319 \| 0.4276 \| nan \| 0.4633 \| 0.5559 \| 0.0 \| 0.8147 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4853 \| 0.0 \| 0.0 \| 0.7133 \| 0.0 \| 0.3848 \| 0.4727 \| 0.0 \| nan \| 0.0 \| 0.2587 \| 0.0 \| 0.0 \| 0.8458 \| 0.7556 \| 0.9197 \| 0.0 \| 0.0011 \| 0.2856 \| 0.0 \| \| 0.4449 \| 8.95 \| 3580 \| 0.5070 \| 0.3339 \| 0.4017 \| 0.8621 \| nan \| 0.8382 \| 0.9518 \| 0.6850 \| 0.8674 \| 0.6389 \| nan \| 0.5610 \| 0.8051 \| 0.0 \| 0.9349 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6780 \| 0.0 \| 0.0 \| 0.9031 \| 0.0 \| 0.5389 \| 0.5243 \| 0.0 \| nan \| 0.0 \| 0.3420 \| 0.0 \| 0.0 \| 0.9239 \| 0.8957 \| 0.9721 \| 0.0 \| 0.0010 \| 0.3909 \| 0.0 \| nan \| 0.7346 \| 0.8926 \| 0.6133 \| 0.7150 \| 0.4256 \| nan \| 0.4659 \| 0.5535 \| 0.0 \| 0.8186 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4980 \| 0.0 \| 0.0 \| 0.7149 \| 0.0 \| 0.3800 \| 0.4462 \| 0.0 \| nan \| 0.0 \| 0.2630 \| 0.0 \| 0.0 \| 0.8463 \| 0.7667 \| 0.9214 \| 0.0 \| 0.0010 \| 0.2952 \| 0.0 \| \| 0.5528 \| 9.0 \| 3600 \| 0.5069 \| 0.3323 \| 0.3980 \| 0.8607 \| nan \| 0.8544 \| 0.9505 \| 0.6579 \| 0.8515 \| 0.6126 \| nan \| 0.5407 \| 0.7794 \| 0.0 \| 0.9402 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6528 \| 0.0 \| 0.0 \| 0.8853 \| 0.0 \| 0.5449 \| 0.5210 \| 0.0 \| nan \| 0.0 \| 0.3233 \| 0.0 \| 0.0 \| 0.9271 \| 0.9107 \| 0.9678 \| 0.0 \| 0.0025 \| 0.4164 \| 0.0 \| nan \| 0.7252 \| 0.8907 \| 0.6020 \| 0.7089 \| 0.4306 \| nan \| 0.4598 \| 0.5602 \| 0.0 \| 0.8158 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4872 \| 0.0 \| 0.0 \| 0.7213 \| 0.0 \| 0.3830 \| 0.4383 \| 0.0 \| nan \| 0.0 \| 0.2521 \| 0.0 \| 0.0 \| 0.8432 \| 0.7532 \| 0.9231 \| 0.0 \| 0.0025 \| 0.3053 \| 0.0 \| \| 0.2328 \| 9.05 \| 3620 \| 0.5070 \| 0.3334 \| 0.3984 \| 0.8620 \| nan \| 0.8472 \| 0.9541 \| 0.6656 \| 0.8739 \| 0.5919 \| nan \| 0.5629 \| 0.7770 \| 0.0 \| 0.9416 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6339 \| 0.0 \| 0.0 \| 0.8930 \| 0.0 \| 0.5268 \| 0.5231 \| 0.0 \| nan \| 0.0 \| 0.3440 \| 0.0 \| 0.0 \| 0.9200 \| 0.9090 \| 0.9711 \| 0.0 \| 0.0028 \| 0.4117 \| 0.0 \| nan \| 0.7263 \| 0.8912 \| 0.6041 \| 0.7111 \| 0.4369 \| nan \| 0.4712 \| 0.5604 \| 0.0 \| 0.8146 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4792 \| 0.0 \| 0.0 \| 0.7210 \| 0.0 \| 0.3851 \| 0.4437 \| 0.0 \| nan \| 0.0 \| 0.2611 \| 0.0 \| 0.0 \| 0.8456 \| 0.7568 \| 0.9215 \| 0.0 \| 0.0028 \| 0.3022 \| 0.0 \| \| 0.2324 \| 9.1 \| 3640 \| 0.5062 \| 0.3327 \| 0.3976 \| 0.8619 \| nan \| 0.8482 \| 0.9542 \| 0.6546 \| 0.8663 \| 0.6266 \| nan \| 0.5457 \| 0.7925 \| 0.0 \| 0.9348 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6466 \| 0.0 \| 0.0 \| 0.9013 \| 0.0 \| 0.5276 \| 0.5083 \| 0.0 \| nan \| 0.0 \| 0.3420 \| 0.0 \| 0.0 \| 0.9210 \| 0.9122 \| 0.9683 \| 0.0 \| 0.0020 \| 0.3724 \| 0.0 \| nan \| 0.7298 \| 0.8916 \| 0.5968 \| 0.7104 \| 0.4382 \| nan \| 0.4663 \| 0.5614 \| 0.0 \| 0.8163 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4880 \| 0.0 \| 0.0 \| 0.7187 \| 0.0 \| 0.3855 \| 0.4376 \| 0.0 \| nan \| 0.0 \| 0.2610 \| 0.0 \| 0.0 \| 0.8454 \| 0.7588 \| 0.9236 \| 0.0 \| 0.0020 \| 0.2836 \| 0.0 \| \| 0.3582 \| 9.15 \| 3660 \| 0.5074 \| 0.3317 \| 0.3981 \| 0.8616 \| nan \| 0.8538 \| 0.9512 \| 0.6518 \| 0.8663 \| 0.6249 \| nan \| 0.5704 \| 0.7998 \| 0.0 \| 0.9389 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6558 \| 0.0 \| 0.0 \| 0.9009 \| 0.0 \| 0.5349 \| 0.4816 \| 0.0 \| nan \| 0.0 \| 0.3398 \| 0.0 \| 0.0 \| 0.9190 \| 0.9122 \| 0.9704 \| 0.0 \| 0.0005 \| 0.3682 \| 0.0 \| nan \| 0.7275 \| 0.8925 \| 0.5900 \| 0.7143 \| 0.4460 \| nan \| 0.4727 \| 0.5529 \| 0.0 \| 0.8144 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4836 \| 0.0 \| 0.0 \| 0.7185 \| 0.0 \| 0.3814 \| 0.4207 \| 0.0 \| nan \| 0.0 \| 0.2602 \| 0.0 \| 0.0 \| 0.8445 \| 0.7577 \| 0.9219 \| 0.0 \| 0.0005 \| 0.2838 \| 0.0 \| \| 0.3549 \| 9.2 \| 3680 \| 0.5050 \| 0.3343 \| 0.3997 \| 0.8630 \| nan \| 0.8323 \| 0.9570 \| 0.6858 \| 0.8634 \| 0.6097 \| nan \| 0.6074 \| 0.7945 \| 0.0 \| 0.9414 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6485 \| 0.0 \| 0.0 \| 0.9043 \| 0.0 \| 0.5285 \| 0.4922 \| 0.0 \| nan \| 0.0 \| 0.3433 \| 0.0 \| 0.0 \| 0.9199 \| 0.9101 \| 0.9687 \| 0.0 \| 0.0006 \| 0.3824 \| 0.0 \| nan \| 0.7353 \| 0.8903 \| 0.6169 \| 0.7155 \| 0.4411 \| nan \| 0.4873 \| 0.5549 \| 0.0 \| 0.8110 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4889 \| 0.0 \| 0.0 \| 0.7173 \| 0.0 \| 0.3845 \| 0.4338 \| 0.0 \| nan \| 0.0 \| 0.2634 \| 0.0 \| 0.0 \| 0.8453 \| 0.7589 \| 0.9233 \| 0.0 \| 0.0006 \| 0.2943 \| 0.0 \| \| 0.2044 \| 9.25 \| 3700 \| 0.5051 \| 0.3350 \| 0.3999 \| 0.8626 \| nan \| 0.8512 \| 0.9529 \| 0.6664 \| 0.8516 \| 0.6323 \| nan \| 0.5947 \| 0.7924 \| 0.0 \| 0.9321 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6447 \| 0.0 \| 0.0 \| 0.9161 \| 0.0 \| 0.5253 \| 0.5003 \| 0.0 \| nan \| 0.0 \| 0.3555 \| 0.0 \| 0.0 \| 0.9118 \| 0.9035 \| 0.9714 \| 0.0 \| 0.0018 \| 0.3936 \| 0.0 \| nan \| 0.7291 \| 0.8916 \| 0.6054 \| 0.7171 \| 0.4488 \| nan \| 0.4850 \| 0.5580 \| 0.0 \| 0.8164 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4939 \| 0.0 \| 0.0 \| 0.7113 \| 0.0 \| 0.3838 \| 0.4383 \| 0.0 \| nan \| 0.0 \| 0.2700 \| 0.0 \| 0.0 \| 0.8465 \| 0.7658 \| 0.9210 \| 0.0 \| 0.0018 \| 0.3023 \| 0.0 \| \| 0.2446 \| 9.3 \| 3720 \| 0.5030 \| 0.3346 \| 0.3997 \| 0.8629 \| nan \| 0.8521 \| 0.9520 \| 0.6690 \| 0.8542 \| 0.6262 \| nan \| 0.5859 \| 0.7897 \| 0.0 \| 0.9342 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6436 \| 0.0 \| 0.0 \| 0.8990 \| 0.0 \| 0.5412 \| 0.5025 \| 0.0 \| nan \| 0.0 \| 0.3331 \| 0.0 \| 0.0 \| 0.9239 \| 0.9075 \| 0.9699 \| 0.0 \| 0.0012 \| 0.4070 \| 0.0 \| nan \| 0.7282 \| 0.8928 \| 0.5983 \| 0.7268 \| 0.4440 \| nan \| 0.4814 \| 0.5570 \| 0.0 \| 0.8184 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4939 \| 0.0 \| 0.0 \| 0.7192 \| 0.0 \| 0.3819 \| 0.4334 \| 0.0 \| nan \| 0.0 \| 0.2590 \| 0.0 \| 0.0 \| 0.8449 \| 0.7595 \| 0.9226 \| 0.0 \| 0.0012 \| 0.3090 \| 0.0 \| \| 0.4304 \| 9.35 \| 3740 \| 0.5059 \| 0.3341 \| 0.4000 \| 0.8626 \| nan \| 0.8611 \| 0.9480 \| 0.6555 \| 0.8566 \| 0.6283 \| nan \| 0.5766 \| 0.7884 \| 0.0 \| 0.9345 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6515 \| 0.0 \| 0.0 \| 0.8963 \| 0.0 \| 0.5551 \| 0.5071 \| 0.0 \| nan \| 0.0 \| 0.3245 \| 0.0 \| 0.0 \| 0.9270 \| 0.9061 \| 0.9722 \| 0.0 \| 0.0014 \| 0.4101 \| 0.0 \| nan \| 0.7255 \| 0.8949 \| 0.5879 \| 0.7312 \| 0.4432 \| nan \| 0.4746 \| 0.5611 \| 0.0 \| 0.8188 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4915 \| 0.0 \| 0.0 \| 0.7188 \| 0.0 \| 0.3833 \| 0.4363 \| 0.0 \| nan \| 0.0 \| 0.2542 \| 0.0 \| 0.0 \| 0.8444 \| 0.7557 \| 0.9212 \| 0.0 \| 0.0014 \| 0.3142 \| 0.0 \| \| 0.2588 \| 9.4 \| 3760 \| 0.5021 \| 0.3350 \| 0.4017 \| 0.8627 \| nan \| 0.8472 \| 0.9525 \| 0.6787 \| 0.8524 \| 0.6224 \| nan \| 0.5635 \| 0.7954 \| 0.0 \| 0.9313 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6508 \| 0.0 \| 0.0 \| 0.8922 \| 0.0 \| 0.5305 \| 0.5289 \| 0.0 \| nan \| 0.0 \| 0.3487 \| 0.0 \| 0.0 \| 0.9250 \| 0.9146 \| 0.9706 \| 0.0 \| 0.0025 \| 0.4445 \| 0.0 \| nan \| 0.7309 \| 0.8934 \| 0.6009 \| 0.7138 \| 0.4390 \| nan \| 0.4744 \| 0.5574 \| 0.0 \| 0.8227 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4939 \| 0.0 \| 0.0 \| 0.7219 \| 0.0 \| 0.3838 \| 0.4494 \| 0.0 \| nan \| 0.0 \| 0.2635 \| 0.0 \| 0.0 \| 0.8446 \| 0.7483 \| 0.9229 \| 0.0 \| 0.0025 \| 0.3225 \| 0.0 \| \| 0.2119 \| 9.45 \| 3780 \| 0.5013 \| 0.3353 \| 0.4009 \| 0.8628 \| nan \| 0.8374 \| 0.9551 \| 0.6953 \| 0.8547 \| 0.6074 \| nan \| 0.5668 \| 0.7922 \| 0.0 \| 0.9278 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6525 \| 0.0 \| 0.0 \| 0.9062 \| 0.0 \| 0.5282 \| 0.5396 \| 0.0 \| nan \| 0.0 \| 0.3521 \| 0.0 \| 0.0 \| 0.9214 \| 0.9166 \| 0.9637 \| 0.0 \| 0.0023 \| 0.4071 \| 0.0 \| nan \| 0.7349 \| 0.8926 \| 0.6146 \| 0.7018 \| 0.4347 \| nan \| 0.4748 \| 0.5605 \| 0.0 \| 0.8233 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4956 \| 0.0 \| 0.0 \| 0.7165 \| 0.0 \| 0.3907 \| 0.4601 \| 0.0 \| nan \| 0.0 \| 0.2663 \| 0.0 \| 0.0 \| 0.8458 \| 0.7437 \| 0.9248 \| 0.0 \| 0.0023 \| 0.3107 \| 0.0 \| \| 0.3602 \| 9.5 \| 3800 \| 0.5001 \| 0.3359 \| 0.4029 \| 0.8630 \| nan \| 0.8477 \| 0.9533 \| 0.6792 \| 0.8746 \| 0.6007 \| nan \| 0.5703 \| 0.7876 \| 0.0 \| 0.9290 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6544 \| 0.0 \| 0.0 \| 0.8841 \| 0.0 \| 0.5509 \| 0.5496 \| 0.0 \| nan \| 0.0 \| 0.3605 \| 0.0 \| 0.0 \| 0.9223 \| 0.9088 \| 0.9716 \| 0.0 \| 0.0042 \| 0.4422 \| 0.0 \| nan \| 0.7300 \| 0.8939 \| 0.6027 \| 0.7141 \| 0.4382 \| nan \| 0.4733 \| 0.5647 \| 0.0 \| 0.8244 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4943 \| 0.0 \| 0.0 \| 0.7215 \| 0.0 \| 0.3884 \| 0.4546 \| 0.0 \| nan \| 0.0 \| 0.2682 \| 0.0 \| 0.0 \| 0.8459 \| 0.7519 \| 0.9223 \| 0.0 \| 0.0042 \| 0.3211 \| 0.0 \| \| 0.3596 \| 9.55 \| 3820 \| 0.5028 \| 0.3356 \| 0.4031 \| 0.8627 \| nan \| 0.8429 \| 0.9501 \| 0.6709 \| 0.8786 \| 0.6145 \| nan \| 0.5972 \| 0.7853 \| 0.0 \| 0.9249 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6541 \| 0.0 \| 0.0 \| 0.8860 \| 0.0 \| 0.5516 \| 0.5548 \| 0.0 \| nan \| 0.0 \| 0.3424 \| 0.0 \| 0.0 \| 0.9266 \| 0.9132 \| 0.9706 \| 0.0 \| 0.0040 \| 0.4269 \| 0.0 \| nan \| 0.7313 \| 0.8955 \| 0.6033 \| 0.7161 \| 0.4375 \| nan \| 0.4782 \| 0.5677 \| 0.0 \| 0.8254 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4954 \| 0.0 \| 0.0 \| 0.7200 \| 0.0 \| 0.3870 \| 0.4558 \| 0.0 \| nan \| 0.0 \| 0.2607 \| 0.0 \| 0.0 \| 0.8439 \| 0.7446 \| 0.9230 \| 0.0 \| 0.0040 \| 0.3152 \| 0.0 \| \| 0.1618 \| 9.6 \| 3840 \| 0.5027 \| 0.3349 \| 0.4009 \| 0.8631 \| nan \| 0.8443 \| 0.9513 \| 0.6816 \| 0.8709 \| 0.6367 \| nan \| 0.5743 \| 0.7922 \| 0.0 \| 0.9313 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6455 \| 0.0 \| 0.0 \| 0.9063 \| 0.0 \| 0.5386 \| 0.5307 \| 0.0 \| nan \| 0.0 \| 0.3294 \| 0.0 \| 0.0 \| 0.9198 \| 0.9116 \| 0.9678 \| 0.0 \| 0.0024 \| 0.3921 \| 0.0 \| nan \| 0.7331 \| 0.8958 \| 0.6113 \| 0.7142 \| 0.4373 \| nan \| 0.4746 \| 0.5649 \| 0.0 \| 0.8208 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4937 \| 0.0 \| 0.0 \| 0.7160 \| 0.0 \| 0.3872 \| 0.4513 \| 0.0 \| nan \| 0.0 \| 0.2579 \| 0.0 \| 0.0 \| 0.8466 \| 0.7498 \| 0.9237 \| 0.0 \| 0.0024 \| 0.3011 \| 0.0 \| \| 0.3248 \| 9.65 \| 3860 \| 0.5019 \| 0.3351 \| 0.4010 \| 0.8630 \| nan \| 0.8368 \| 0.9550 \| 0.6750 \| 0.8657 \| 0.6173 \| nan \| 0.5786 \| 0.7971 \| 0.0 \| 0.9302 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6513 \| 0.0 \| 0.0 \| 0.8936 \| 0.0 \| 0.5448 \| 0.5378 \| 0.0 \| nan \| 0.0 \| 0.3320 \| 0.0 \| 0.0 \| 0.9278 \| 0.9084 \| 0.9684 \| 0.0 \| 0.0027 \| 0.4099 \| 0.0 \| nan \| 0.7329 \| 0.8936 \| 0.6129 \| 0.7080 \| 0.4386 \| nan \| 0.4756 \| 0.5595 \| 0.0 \| 0.8233 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4967 \| 0.0 \| 0.0 \| 0.7186 \| 0.0 \| 0.3875 \| 0.4537 \| 0.0 \| nan \| 0.0 \| 0.2580 \| 0.0 \| 0.0 \| 0.8450 \| 0.7491 \| 0.9239 \| 0.0 \| 0.0027 \| 0.3085 \| 0.0 \| \| 0.2453 \| 9.7 \| 3880 \| 0.5017 \| 0.3349 \| 0.4020 \| 0.8630 \| nan \| 0.8353 \| 0.9550 \| 0.6888 \| 0.8622 \| 0.6032 \| nan \| 0.5871 \| 0.8023 \| 0.0 \| 0.9382 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6545 \| 0.0 \| 0.0 \| 0.8936 \| 0.0 \| 0.5229 \| 0.5678 \| 0.0 \| nan \| 0.0 \| 0.3499 \| 0.0 \| 0.0 \| 0.9268 \| 0.9034 \| 0.9737 \| 0.0 \| 0.0015 \| 0.3965 \| 0.0 \| nan \| 0.7323 \| 0.8927 \| 0.6113 \| 0.7031 \| 0.4392 \| nan \| 0.4779 \| 0.5499 \| 0.0 \| 0.8184 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4905 \| 0.0 \| 0.0 \| 0.7189 \| 0.0 \| 0.3911 \| 0.4690 \| 0.0 \| nan \| 0.0 \| 0.2648 \| 0.0 \| 0.0 \| 0.8455 \| 0.7542 \| 0.9207 \| 0.0 \| 0.0015 \| 0.3022 \| 0.0 \| \| 0.1806 \| 9.75 \| 3900 \| 0.5077 \| 0.3345 \| 0.4028 \| 0.8622 \| nan \| 0.8265 \| 0.9536 \| 0.7033 \| 0.8593 \| 0.6410 \| nan \| 0.5829 \| 0.7988 \| 0.0 \| 0.9422 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6510 \| 0.0 \| 0.0 \| 0.8951 \| 0.0 \| 0.5256 \| 0.5560 \| 0.0 \| nan \| 0.0 \| 0.3534 \| 0.0 \| 0.0 \| 0.9217 \| 0.9061 \| 0.9736 \| 0.0 \| 0.0015 \| 0.3939 \| 0.0 \| nan \| 0.7322 \| 0.8926 \| 0.6123 \| 0.7034 \| 0.4338 \| nan \| 0.4765 \| 0.5529 \| 0.0 \| 0.8139 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4896 \| 0.0 \| 0.0 \| 0.7196 \| 0.0 \| 0.3880 \| 0.4634 \| 0.0 \| nan \| 0.0 \| 0.2663 \| 0.0 \| 0.0 \| 0.8467 \| 0.7571 \| 0.9205 \| 0.0 \| 0.0015 \| 0.2983 \| 0.0 \| \| 0.2304 \| 9.8 \| 3920 \| 0.5031 \| 0.3335 \| 0.4006 \| 0.8616 \| nan \| 0.8446 \| 0.9487 \| 0.6844 \| 0.8610 \| 0.6197 \| nan \| 0.5669 \| 0.8028 \| 0.0 \| 0.9304 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6597 \| 0.0 \| 0.0 \| 0.8880 \| 0.0 \| 0.5229 \| 0.5268 \| 0.0 \| nan \| 0.0 \| 0.3339 \| 0.0 \| 0.0 \| 0.9337 \| 0.9111 \| 0.9712 \| 0.0 \| 0.0014 \| 0.4127 \| 0.0 \| nan \| 0.7305 \| 0.8928 \| 0.5928 \| 0.7114 \| 0.4340 \| nan \| 0.4734 \| 0.5523 \| 0.0 \| 0.8231 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4956 \| 0.0 \| 0.0 \| 0.7204 \| 0.0 \| 0.3856 \| 0.4507 \| 0.0 \| nan \| 0.0 \| 0.2569 \| 0.0 \| 0.0 \| 0.8405 \| 0.7445 \| 0.9219 \| 0.0 \| 0.0014 \| 0.3094 \| 0.0 \| \| 0.4254 \| 9.85 \| 3940 \| 0.5017 \| 0.3347 \| 0.4030 \| 0.8621 \| nan \| 0.8486 \| 0.9453 \| 0.6676 \| 0.8672 \| 0.6292 \| nan \| 0.5922 \| 0.8086 \| 0.0 \| 0.9359 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6462 \| 0.0 \| 0.0 \| 0.9005 \| 0.0 \| 0.5243 \| 0.5506 \| 0.0 \| nan \| 0.0 \| 0.3475 \| 0.0 \| 0.0 \| 0.9265 \| 0.9061 \| 0.9662 \| 0.0 \| 0.0025 \| 0.4269 \| 0.0 \| nan \| 0.7284 \| 0.8943 \| 0.5861 \| 0.7158 \| 0.4345 \| nan \| 0.4780 \| 0.5507 \| 0.0 \| 0.8202 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4933 \| 0.0 \| 0.0 \| 0.7197 \| 0.0 \| 0.3851 \| 0.4646 \| 0.0 \| nan \| 0.0 \| 0.2649 \| 0.0 \| 0.0 \| 0.8460 \| 0.7536 \| 0.9245 \| 0.0 \| 0.0025 \| 0.3135 \| 0.0 \| \| 0.4458 \| 9.9 \| 3960 \| 0.5053 \| 0.3338 \| 0.4010 \| 0.8616 \| nan \| 0.8520 \| 0.9496 \| 0.6683 \| 0.8631 \| 0.5919 \| nan \| 0.5839 \| 0.7966 \| 0.0 \| 0.9355 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6470 \| 0.0 \| 0.0 \| 0.9033 \| 0.0 \| 0.5407 \| 0.5456 \| 0.0 \| nan \| 0.0 \| 0.3294 \| 0.0 \| 0.0 \| 0.9143 \| 0.9126 \| 0.9700 \| 0.0 \| 0.0035 \| 0.4240 \| 0.0 \| nan \| 0.7279 \| 0.8924 \| 0.5850 \| 0.7144 \| 0.4364 \| nan \| 0.4776 \| 0.5567 \| 0.0 \| 0.8202 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4919 \| 0.0 \| 0.0 \| 0.7181 \| 0.0 \| 0.3822 \| 0.4567 \| 0.0 \| nan \| 0.0 \| 0.2582 \| 0.0 \| 0.0 \| 0.8475 \| 0.7467 \| 0.9226 \| 0.0 \| 0.0035 \| 0.3100 \| 0.0 \| \| 0.4539 \| 9.95 \| 3980 \| 0.5068 \| 0.3324 \| 0.3974 \| 0.8612 \| nan \| 0.8555 \| 0.9476 \| 0.6411 \| 0.8650 \| 0.5977 \| nan \| 0.5588 \| 0.7964 \| 0.0 \| 0.9328 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6389 \| 0.0 \| 0.0 \| 0.9109 \| 0.0 \| 0.5344 \| 0.5445 \| 0.0 \| nan \| 0.0 \| 0.3130 \| 0.0 \| 0.0 \| 0.9243 \| 0.9155 \| 0.9645 \| 0.0 \| 0.0014 \| 0.3780 \| 0.0 \| nan \| 0.7247 \| 0.8940 \| 0.5799 \| 0.7150 \| 0.4343 \| nan \| 0.4683 \| 0.5587 \| 0.0 \| 0.8182 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4902 \| 0.0 \| 0.0 \| 0.7141 \| 0.0 \| 0.3868 \| 0.4622 \| 0.0 \| nan \| 0.0 \| 0.2504 \| 0.0 \| 0.0 \| 0.8448 \| 0.7385 \| 0.9242 \| 0.0 \| 0.0014 \| 0.2972 \| 0.0 \| \| 0.3016 \| 10.0 \| 4000 \| 0.5030 \| 0.3338 \| 0.4003 \| 0.8621 \| nan \| 0.8504 \| 0.9481 \| 0.6649 \| 0.8739 \| 0.6017 \| nan \| 0.5652 \| 0.8056 \| 0.0 \| 0.9321 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6484 \| 0.0 \| 0.0 \| 0.9052 \| 0.0 \| 0.5216 \| 0.5440 \| 0.0 \| nan \| 0.0 \| 0.3397 \| 0.0 \| 0.0 \| 0.9282 \| 0.9021 \| 0.9671 \| 0.0 \| 0.0021 \| 0.4099 \| 0.0 \| nan \| 0.7271 \| 0.8940 \| 0.5845 \| 0.7074 \| 0.4377 \| nan \| 0.4698 \| 0.5492 \| 0.0 \| 0.8218 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.4926 \| 0.0 \| 0.0 \| 0.7177 \| 0.0 \| 0.3855 \| 0.4617 \| 0.0 \| nan \| 0.0 \| 0.2627 \| 0.0 \| 0.0 \| 0.8451 \| 0.7540 \| 0.9238 \| 0.0 \| 0.0021 \| 0.3099 \| 0.0 \| ### Framework versions - Transformers 4.32.1 - Pytorch 2.2.0+cpu - Datasets 2.17.0 - Tokenizers 0.13.3	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
heroza/segformer-finetuned-biofilm-randaug	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-finetuned-biofilm-randaug This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm dataset. It achieves the following results on the evaluation set: - Loss: 0.4306 - Mean Iou: 0.3057 - Mean Accuracy: 0.6114 - Overall Accuracy: 0.6114 - Accuracy Background: nan - Accuracy Biofilm: 0.6114 - Iou Background: 0.0 - Iou Biofilm: 0.6114 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Background \| Accuracy Biofilm \| Iou Background \| Iou Biofilm \| \|:-------------:\|:------:\|:-----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------------:\|:----------------:\|:--------------:\|:-----------:\| \| No log \| 1.0 \| 17 \| 0.6674 \| 0.4844 \| 0.9688 \| 0.9688 \| nan \| 0.9688 \| 0.0 \| 0.9688 \| \| No log \| 2.0 \| 34 \| 0.5518 \| 0.4793 \| 0.9586 \| 0.9586 \| nan \| 0.9586 \| 0.0 \| 0.9586 \| \| No log \| 3.0 \| 51 \| 0.4222 \| 0.4466 \| 0.8932 \| 0.8932 \| nan \| 0.8932 \| 0.0 \| 0.8932 \| \| No log \| 4.0 \| 68 \| 0.3177 \| 0.4490 \| 0.8981 \| 0.8981 \| nan \| 0.8981 \| 0.0 \| 0.8981 \| \| No log \| 5.0 \| 85 \| 0.2738 \| 0.3556 \| 0.7111 \| 0.7111 \| nan \| 0.7111 \| 0.0 \| 0.7111 \| \| 0.4889 \| 6.0 \| 102 \| 0.2759 \| 0.2803 \| 0.5605 \| 0.5605 \| nan \| 0.5605 \| 0.0 \| 0.5605 \| \| 0.4889 \| 7.0 \| 119 \| 0.2249 \| 0.2976 \| 0.5952 \| 0.5952 \| nan \| 0.5952 \| 0.0 \| 0.5952 \| \| 0.4889 \| 8.0 \| 136 \| 0.2192 \| 0.3665 \| 0.7330 \| 0.7330 \| nan \| 0.7330 \| 0.0 \| 0.7330 \| \| 0.4889 \| 9.0 \| 153 \| 0.2162 \| 0.3126 \| 0.6251 \| 0.6251 \| nan \| 0.6251 \| 0.0 \| 0.6251 \| \| 0.4889 \| 10.0 \| 170 \| 0.2030 \| 0.2166 \| 0.4333 \| 0.4333 \| nan \| 0.4333 \| 0.0 \| 0.4333 \| \| 0.4889 \| 11.0 \| 187 \| 0.1832 \| 0.1711 \| 0.3421 \| 0.3421 \| nan \| 0.3421 \| 0.0 \| 0.3421 \| \| 0.2609 \| 12.0 \| 204 \| 0.1986 \| 0.1989 \| 0.3979 \| 0.3979 \| nan \| 0.3979 \| 0.0 \| 0.3979 \| \| 0.2609 \| 13.0 \| 221 \| 0.1815 \| 0.2160 \| 0.4319 \| 0.4319 \| nan \| 0.4319 \| 0.0 \| 0.4319 \| \| 0.2609 \| 14.0 \| 238 \| 0.1765 \| 0.2622 \| 0.5245 \| 0.5245 \| nan \| 0.5245 \| 0.0 \| 0.5245 \| \| 0.2609 \| 15.0 \| 255 \| 0.1582 \| 0.3057 \| 0.6114 \| 0.6114 \| nan \| 0.6114 \| 0.0 \| 0.6114 \| \| 0.2609 \| 16.0 \| 272 \| 0.1587 \| 0.2145 \| 0.4289 \| 0.4289 \| nan \| 0.4289 \| 0.0 \| 0.4289 \| \| 0.2609 \| 17.0 \| 289 \| 0.1613 \| 0.2606 \| 0.5212 \| 0.5212 \| nan \| 0.5212 \| 0.0 \| 0.5212 \| \| 0.1999 \| 18.0 \| 306 \| 0.1600 \| 0.2311 \| 0.4623 \| 0.4623 \| nan \| 0.4623 \| 0.0 \| 0.4623 \| \| 0.1999 \| 19.0 \| 323 \| 0.1679 \| 0.3086 \| 0.6173 \| 0.6173 \| nan \| 0.6173 \| 0.0 \| 0.6173 \| \| 0.1999 \| 20.0 \| 340 \| 0.1552 \| 0.3064 \| 0.6129 \| 0.6129 \| nan \| 0.6129 \| 0.0 \| 0.6129 \| \| 0.1999 \| 21.0 \| 357 \| 0.1766 \| 0.2478 \| 0.4956 \| 0.4956 \| nan \| 0.4956 \| 0.0 \| 0.4956 \| \| 0.1999 \| 22.0 \| 374 \| 0.1458 \| 0.2863 \| 0.5726 \| 0.5726 \| nan \| 0.5726 \| 0.0 \| 0.5726 \| \| 0.1999 \| 23.0 \| 391 \| 0.1632 \| 0.2746 \| 0.5492 \| 0.5492 \| nan \| 0.5492 \| 0.0 \| 0.5492 \| \| 0.1578 \| 24.0 \| 408 \| 0.1879 \| 0.2251 \| 0.4501 \| 0.4501 \| nan \| 0.4501 \| 0.0 \| 0.4501 \| \| 0.1578 \| 25.0 \| 425 \| 0.2066 \| 0.1449 \| 0.2898 \| 0.2898 \| nan \| 0.2898 \| 0.0 \| 0.2898 \| \| 0.1578 \| 26.0 \| 442 \| 0.1912 \| 0.2241 \| 0.4482 \| 0.4482 \| nan \| 0.4482 \| 0.0 \| 0.4482 \| \| 0.1578 \| 27.0 \| 459 \| 0.1981 \| 0.2262 \| 0.4524 \| 0.4524 \| nan \| 0.4524 \| 0.0 \| 0.4524 \| \| 0.1578 \| 28.0 \| 476 \| 0.1459 \| 0.3215 \| 0.6431 \| 0.6431 \| nan \| 0.6431 \| 0.0 \| 0.6431 \| \| 0.1578 \| 29.0 \| 493 \| 0.1668 \| 0.2364 \| 0.4728 \| 0.4728 \| nan \| 0.4728 \| 0.0 \| 0.4728 \| \| 0.1261 \| 30.0 \| 510 \| 0.1760 \| 0.2889 \| 0.5777 \| 0.5777 \| nan \| 0.5777 \| 0.0 \| 0.5777 \| \| 0.1261 \| 31.0 \| 527 \| 0.1763 \| 0.2784 \| 0.5569 \| 0.5569 \| nan \| 0.5569 \| 0.0 \| 0.5569 \| \| 0.1261 \| 32.0 \| 544 \| 0.1706 \| 0.2825 \| 0.5649 \| 0.5649 \| nan \| 0.5649 \| 0.0 \| 0.5649 \| \| 0.1261 \| 33.0 \| 561 \| 0.2034 \| 0.2156 \| 0.4311 \| 0.4311 \| nan \| 0.4311 \| 0.0 \| 0.4311 \| \| 0.1261 \| 34.0 \| 578 \| 0.1936 \| 0.3185 \| 0.6371 \| 0.6371 \| nan \| 0.6371 \| 0.0 \| 0.6371 \| \| 0.1261 \| 35.0 \| 595 \| 0.2123 \| 0.3298 \| 0.6596 \| 0.6596 \| nan \| 0.6596 \| 0.0 \| 0.6596 \| \| 0.1059 \| 36.0 \| 612 \| 0.1412 \| 0.3405 \| 0.6809 \| 0.6809 \| nan \| 0.6809 \| 0.0 \| 0.6809 \| \| 0.1059 \| 37.0 \| 629 \| 0.2145 \| 0.1968 \| 0.3937 \| 0.3937 \| nan \| 0.3937 \| 0.0 \| 0.3937 \| \| 0.1059 \| 38.0 \| 646 \| 0.1642 \| 0.3003 \| 0.6006 \| 0.6006 \| nan \| 0.6006 \| 0.0 \| 0.6006 \| \| 0.1059 \| 39.0 \| 663 \| 0.1624 \| 0.2944 \| 0.5887 \| 0.5887 \| nan \| 0.5887 \| 0.0 \| 0.5887 \| \| 0.1059 \| 40.0 \| 680 \| 0.1407 \| 0.3553 \| 0.7107 \| 0.7107 \| nan \| 0.7107 \| 0.0 \| 0.7107 \| \| 0.1059 \| 41.0 \| 697 \| 0.1870 \| 0.3126 \| 0.6252 \| 0.6252 \| nan \| 0.6252 \| 0.0 \| 0.6252 \| \| 0.0872 \| 42.0 \| 714 \| 0.2347 \| 0.1837 \| 0.3674 \| 0.3674 \| nan \| 0.3674 \| 0.0 \| 0.3674 \| \| 0.0872 \| 43.0 \| 731 \| 0.1563 \| 0.3162 \| 0.6325 \| 0.6325 \| nan \| 0.6325 \| 0.0 \| 0.6325 \| \| 0.0872 \| 44.0 \| 748 \| 0.1643 \| 0.3404 \| 0.6808 \| 0.6808 \| nan \| 0.6808 \| 0.0 \| 0.6808 \| \| 0.0872 \| 45.0 \| 765 \| 0.1649 \| 0.3465 \| 0.6930 \| 0.6930 \| nan \| 0.6930 \| 0.0 \| 0.6930 \| \| 0.0872 \| 46.0 \| 782 \| 0.1919 \| 0.2682 \| 0.5364 \| 0.5364 \| nan \| 0.5364 \| 0.0 \| 0.5364 \| \| 0.0872 \| 47.0 \| 799 \| 0.1742 \| 0.2860 \| 0.5721 \| 0.5721 \| nan \| 0.5721 \| 0.0 \| 0.5721 \| \| 0.0752 \| 48.0 \| 816 \| 0.2261 \| 0.2519 \| 0.5038 \| 0.5038 \| nan \| 0.5038 \| 0.0 \| 0.5038 \| \| 0.0752 \| 49.0 \| 833 \| 0.2543 \| 0.1762 \| 0.3525 \| 0.3525 \| nan \| 0.3525 \| 0.0 \| 0.3525 \| \| 0.0752 \| 50.0 \| 850 \| 0.1658 \| 0.3234 \| 0.6467 \| 0.6467 \| nan \| 0.6467 \| 0.0 \| 0.6467 \| \| 0.0752 \| 51.0 \| 867 \| 0.1978 \| 0.2601 \| 0.5202 \| 0.5202 \| nan \| 0.5202 \| 0.0 \| 0.5202 \| \| 0.0752 \| 52.0 \| 884 \| 0.1715 \| 0.3039 \| 0.6078 \| 0.6078 \| nan \| 0.6078 \| 0.0 \| 0.6078 \| \| 0.0689 \| 53.0 \| 901 \| 0.1934 \| 0.3212 \| 0.6424 \| 0.6424 \| nan \| 0.6424 \| 0.0 \| 0.6424 \| \| 0.0689 \| 54.0 \| 918 \| 0.1992 \| 0.2743 \| 0.5487 \| 0.5487 \| nan \| 0.5487 \| 0.0 \| 0.5487 \| \| 0.0689 \| 55.0 \| 935 \| 0.2585 \| 0.2042 \| 0.4084 \| 0.4084 \| nan \| 0.4084 \| 0.0 \| 0.4084 \| \| 0.0689 \| 56.0 \| 952 \| 0.2068 \| 0.3436 \| 0.6873 \| 0.6873 \| nan \| 0.6873 \| 0.0 \| 0.6873 \| \| 0.0689 \| 57.0 \| 969 \| 0.2734 \| 0.1813 \| 0.3626 \| 0.3626 \| nan \| 0.3626 \| 0.0 \| 0.3626 \| \| 0.0689 \| 58.0 \| 986 \| 0.2364 \| 0.2680 \| 0.5361 \| 0.5361 \| nan \| 0.5361 \| 0.0 \| 0.5361 \| \| 0.0645 \| 59.0 \| 1003 \| 0.1642 \| 0.3341 \| 0.6682 \| 0.6682 \| nan \| 0.6682 \| 0.0 \| 0.6682 \| \| 0.0645 \| 60.0 \| 1020 \| 0.2442 \| 0.2592 \| 0.5184 \| 0.5184 \| nan \| 0.5184 \| 0.0 \| 0.5184 \| \| 0.0645 \| 61.0 \| 1037 \| 0.2419 \| 0.2353 \| 0.4706 \| 0.4706 \| nan \| 0.4706 \| 0.0 \| 0.4706 \| \| 0.0645 \| 62.0 \| 1054 \| 0.1654 \| 0.2982 \| 0.5964 \| 0.5964 \| nan \| 0.5964 \| 0.0 \| 0.5964 \| \| 0.0645 \| 63.0 \| 1071 \| 0.2362 \| 0.2378 \| 0.4756 \| 0.4756 \| nan \| 0.4756 \| 0.0 \| 0.4756 \| \| 0.0645 \| 64.0 \| 1088 \| 0.2227 \| 0.2483 \| 0.4965 \| 0.4965 \| nan \| 0.4965 \| 0.0 \| 0.4965 \| \| 0.0561 \| 65.0 \| 1105 \| 0.2380 \| 0.2635 \| 0.5270 \| 0.5270 \| nan \| 0.5270 \| 0.0 \| 0.5270 \| \| 0.0561 \| 66.0 \| 1122 \| 0.2745 \| 0.1629 \| 0.3258 \| 0.3258 \| nan \| 0.3258 \| 0.0 \| 0.3258 \| \| 0.0561 \| 67.0 \| 1139 \| 0.1961 \| 0.3244 \| 0.6487 \| 0.6487 \| nan \| 0.6487 \| 0.0 \| 0.6487 \| \| 0.0561 \| 68.0 \| 1156 \| 0.1577 \| 0.3272 \| 0.6544 \| 0.6544 \| nan \| 0.6544 \| 0.0 \| 0.6544 \| \| 0.0561 \| 69.0 \| 1173 \| 0.1463 \| 0.3780 \| 0.7560 \| 0.7560 \| nan \| 0.7560 \| 0.0 \| 0.7560 \| \| 0.0561 \| 70.0 \| 1190 \| 0.2141 \| 0.2545 \| 0.5091 \| 0.5091 \| nan \| 0.5091 \| 0.0 \| 0.5091 \| \| 0.0549 \| 71.0 \| 1207 \| 0.2394 \| 0.2334 \| 0.4668 \| 0.4668 \| nan \| 0.4668 \| 0.0 \| 0.4668 \| \| 0.0549 \| 72.0 \| 1224 \| 0.2085 \| 0.2973 \| 0.5946 \| 0.5946 \| nan \| 0.5946 \| 0.0 \| 0.5946 \| \| 0.0549 \| 73.0 \| 1241 \| 0.3042 \| 0.2044 \| 0.4089 \| 0.4089 \| nan \| 0.4089 \| 0.0 \| 0.4089 \| \| 0.0549 \| 74.0 \| 1258 \| 0.2356 \| 0.2256 \| 0.4511 \| 0.4511 \| nan \| 0.4511 \| 0.0 \| 0.4511 \| \| 0.0549 \| 75.0 \| 1275 \| 0.3331 \| 0.1956 \| 0.3912 \| 0.3912 \| nan \| 0.3912 \| 0.0 \| 0.3912 \| \| 0.0549 \| 76.0 \| 1292 \| 0.2038 \| 0.2883 \| 0.5765 \| 0.5765 \| nan \| 0.5765 \| 0.0 \| 0.5765 \| \| 0.052 \| 77.0 \| 1309 \| 0.2562 \| 0.2729 \| 0.5458 \| 0.5458 \| nan \| 0.5458 \| 0.0 \| 0.5458 \| \| 0.052 \| 78.0 \| 1326 \| 0.2636 \| 0.2572 \| 0.5144 \| 0.5144 \| nan \| 0.5144 \| 0.0 \| 0.5144 \| \| 0.052 \| 79.0 \| 1343 \| 0.2173 \| 0.2927 \| 0.5855 \| 0.5855 \| nan \| 0.5855 \| 0.0 \| 0.5855 \| \| 0.052 \| 80.0 \| 1360 \| 0.2501 \| 0.2696 \| 0.5392 \| 0.5392 \| nan \| 0.5392 \| 0.0 \| 0.5392 \| \| 0.052 \| 81.0 \| 1377 \| 0.2161 \| 0.2966 \| 0.5931 \| 0.5931 \| nan \| 0.5931 \| 0.0 \| 0.5931 \| \| 0.052 \| 82.0 \| 1394 \| 0.1909 \| 0.3241 \| 0.6483 \| 0.6483 \| nan \| 0.6483 \| 0.0 \| 0.6483 \| \| 0.0443 \| 83.0 \| 1411 \| 0.2050 \| 0.3288 \| 0.6575 \| 0.6575 \| nan \| 0.6575 \| 0.0 \| 0.6575 \| \| 0.0443 \| 84.0 \| 1428 \| 0.2235 \| 0.2729 \| 0.5457 \| 0.5457 \| nan \| 0.5457 \| 0.0 \| 0.5457 \| \| 0.0443 \| 85.0 \| 1445 \| 0.1675 \| 0.3638 \| 0.7277 \| 0.7277 \| nan \| 0.7277 \| 0.0 \| 0.7277 \| \| 0.0443 \| 86.0 \| 1462 \| 0.2688 \| 0.2368 \| 0.4736 \| 0.4736 \| nan \| 0.4736 \| 0.0 \| 0.4736 \| \| 0.0443 \| 87.0 \| 1479 \| 0.2157 \| 0.3284 \| 0.6567 \| 0.6567 \| nan \| 0.6567 \| 0.0 \| 0.6567 \| \| 0.0443 \| 88.0 \| 1496 \| 0.1939 \| 0.3152 \| 0.6305 \| 0.6305 \| nan \| 0.6305 \| 0.0 \| 0.6305 \| \| 0.0415 \| 89.0 \| 1513 \| 0.2414 \| 0.2721 \| 0.5443 \| 0.5443 \| nan \| 0.5443 \| 0.0 \| 0.5443 \| \| 0.0415 \| 90.0 \| 1530 \| 0.2420 \| 0.2787 \| 0.5574 \| 0.5574 \| nan \| 0.5574 \| 0.0 \| 0.5574 \| \| 0.0415 \| 91.0 \| 1547 \| 0.2366 \| 0.2895 \| 0.5791 \| 0.5791 \| nan \| 0.5791 \| 0.0 \| 0.5791 \| \| 0.0415 \| 92.0 \| 1564 \| 0.2166 \| 0.3065 \| 0.6129 \| 0.6129 \| nan \| 0.6129 \| 0.0 \| 0.6129 \| \| 0.0415 \| 93.0 \| 1581 \| 0.2434 \| 0.2527 \| 0.5054 \| 0.5054 \| nan \| 0.5054 \| 0.0 \| 0.5054 \| \| 0.0415 \| 94.0 \| 1598 \| 0.2563 \| 0.2580 \| 0.5160 \| 0.5160 \| nan \| 0.5160 \| 0.0 \| 0.5160 \| \| 0.0388 \| 95.0 \| 1615 \| 0.2248 \| 0.3255 \| 0.6510 \| 0.6510 \| nan \| 0.6510 \| 0.0 \| 0.6510 \| \| 0.0388 \| 96.0 \| 1632 \| 0.2401 \| 0.3084 \| 0.6168 \| 0.6168 \| nan \| 0.6168 \| 0.0 \| 0.6168 \| \| 0.0388 \| 97.0 \| 1649 \| 0.2428 \| 0.2843 \| 0.5686 \| 0.5686 \| nan \| 0.5686 \| 0.0 \| 0.5686 \| \| 0.0388 \| 98.0 \| 1666 \| 0.2312 \| 0.3100 \| 0.6201 \| 0.6201 \| nan \| 0.6201 \| 0.0 \| 0.6201 \| \| 0.0388 \| 99.0 \| 1683 \| 0.1953 \| 0.3197 \| 0.6393 \| 0.6393 \| nan \| 0.6393 \| 0.0 \| 0.6393 \| \| 0.0373 \| 100.0 \| 1700 \| 0.2306 \| 0.3005 \| 0.6011 \| 0.6011 \| nan \| 0.6011 \| 0.0 \| 0.6011 \| \| 0.0373 \| 101.0 \| 1717 \| 0.2107 \| 0.3189 \| 0.6378 \| 0.6378 \| nan \| 0.6378 \| 0.0 \| 0.6378 \| \| 0.0373 \| 102.0 \| 1734 \| 0.2802 \| 0.2345 \| 0.4690 \| 0.4690 \| nan \| 0.4690 \| 0.0 \| 0.4690 \| \| 0.0373 \| 103.0 \| 1751 \| 0.2648 \| 0.2681 \| 0.5362 \| 0.5362 \| nan \| 0.5362 \| 0.0 \| 0.5362 \| \| 0.0373 \| 104.0 \| 1768 \| 0.2315 \| 0.2959 \| 0.5917 \| 0.5917 \| nan \| 0.5917 \| 0.0 \| 0.5917 \| \| 0.0373 \| 105.0 \| 1785 \| 0.1873 \| 0.3414 \| 0.6827 \| 0.6827 \| nan \| 0.6827 \| 0.0 \| 0.6827 \| \| 0.0342 \| 106.0 \| 1802 \| 0.2400 \| 0.2910 \| 0.5820 \| 0.5820 \| nan \| 0.5820 \| 0.0 \| 0.5820 \| \| 0.0342 \| 107.0 \| 1819 \| 0.2519 \| 0.2744 \| 0.5488 \| 0.5488 \| nan \| 0.5488 \| 0.0 \| 0.5488 \| \| 0.0342 \| 108.0 \| 1836 \| 0.2480 \| 0.3019 \| 0.6039 \| 0.6039 \| nan \| 0.6039 \| 0.0 \| 0.6039 \| \| 0.0342 \| 109.0 \| 1853 \| 0.1951 \| 0.3181 \| 0.6361 \| 0.6361 \| nan \| 0.6361 \| 0.0 \| 0.6361 \| \| 0.0342 \| 110.0 \| 1870 \| 0.2524 \| 0.2850 \| 0.5700 \| 0.5700 \| nan \| 0.5700 \| 0.0 \| 0.5700 \| \| 0.0342 \| 111.0 \| 1887 \| 0.2509 \| 0.2905 \| 0.5810 \| 0.5810 \| nan \| 0.5810 \| 0.0 \| 0.5810 \| \| 0.035 \| 112.0 \| 1904 \| 0.2675 \| 0.2813 \| 0.5626 \| 0.5626 \| nan \| 0.5626 \| 0.0 \| 0.5626 \| \| 0.035 \| 113.0 \| 1921 \| 0.2675 \| 0.2514 \| 0.5029 \| 0.5029 \| nan \| 0.5029 \| 0.0 \| 0.5029 \| \| 0.035 \| 114.0 \| 1938 \| 0.2168 \| 0.2963 \| 0.5925 \| 0.5925 \| nan \| 0.5925 \| 0.0 \| 0.5925 \| \| 0.035 \| 115.0 \| 1955 \| 0.2993 \| 0.2421 \| 0.4842 \| 0.4842 \| nan \| 0.4842 \| 0.0 \| 0.4842 \| \| 0.035 \| 116.0 \| 1972 \| 0.2444 \| 0.2834 \| 0.5667 \| 0.5667 \| nan \| 0.5667 \| 0.0 \| 0.5667 \| \| 0.035 \| 117.0 \| 1989 \| 0.2413 \| 0.3029 \| 0.6059 \| 0.6059 \| nan \| 0.6059 \| 0.0 \| 0.6059 \| \| 0.0309 \| 118.0 \| 2006 \| 0.2579 \| 0.2634 \| 0.5268 \| 0.5268 \| nan \| 0.5268 \| 0.0 \| 0.5268 \| \| 0.0309 \| 119.0 \| 2023 \| 0.2970 \| 0.2105 \| 0.4210 \| 0.4210 \| nan \| 0.4210 \| 0.0 \| 0.4210 \| \| 0.0309 \| 120.0 \| 2040 \| 0.2393 \| 0.3094 \| 0.6188 \| 0.6188 \| nan \| 0.6188 \| 0.0 \| 0.6188 \| \| 0.0309 \| 121.0 \| 2057 \| 0.2451 \| 0.3052 \| 0.6104 \| 0.6104 \| nan \| 0.6104 \| 0.0 \| 0.6104 \| \| 0.0309 \| 122.0 \| 2074 \| 0.2217 \| 0.3164 \| 0.6328 \| 0.6328 \| nan \| 0.6328 \| 0.0 \| 0.6328 \| \| 0.0309 \| 123.0 \| 2091 \| 0.3259 \| 0.2213 \| 0.4425 \| 0.4425 \| nan \| 0.4425 \| 0.0 \| 0.4425 \| \| 0.0309 \| 124.0 \| 2108 \| 0.2079 \| 0.3135 \| 0.6271 \| 0.6271 \| nan \| 0.6271 \| 0.0 \| 0.6271 \| \| 0.0309 \| 125.0 \| 2125 \| 0.2401 \| 0.2751 \| 0.5501 \| 0.5501 \| nan \| 0.5501 \| 0.0 \| 0.5501 \| \| 0.0309 \| 126.0 \| 2142 \| 0.2544 \| 0.2962 \| 0.5923 \| 0.5923 \| nan \| 0.5923 \| 0.0 \| 0.5923 \| \| 0.0309 \| 127.0 \| 2159 \| 0.2099 \| 0.3293 \| 0.6585 \| 0.6585 \| nan \| 0.6585 \| 0.0 \| 0.6585 \| \| 0.0309 \| 128.0 \| 2176 \| 0.2413 \| 0.2934 \| 0.5868 \| 0.5868 \| nan \| 0.5868 \| 0.0 \| 0.5868 \| \| 0.0309 \| 129.0 \| 2193 \| 0.2365 \| 0.2859 \| 0.5717 \| 0.5717 \| nan \| 0.5717 \| 0.0 \| 0.5717 \| \| 0.0292 \| 130.0 \| 2210 \| 0.2953 \| 0.2527 \| 0.5054 \| 0.5054 \| nan \| 0.5054 \| 0.0 \| 0.5054 \| \| 0.0292 \| 131.0 \| 2227 \| 0.2130 \| 0.3461 \| 0.6922 \| 0.6922 \| nan \| 0.6922 \| 0.0 \| 0.6922 \| \| 0.0292 \| 132.0 \| 2244 \| 0.2623 \| 0.2781 \| 0.5562 \| 0.5562 \| nan \| 0.5562 \| 0.0 \| 0.5562 \| \| 0.0292 \| 133.0 \| 2261 \| 0.2711 \| 0.2683 \| 0.5366 \| 0.5366 \| nan \| 0.5366 \| 0.0 \| 0.5366 \| \| 0.0292 \| 134.0 \| 2278 \| 0.3353 \| 0.2347 \| 0.4693 \| 0.4693 \| nan \| 0.4693 \| 0.0 \| 0.4693 \| \| 0.0292 \| 135.0 \| 2295 \| 0.2565 \| 0.2801 \| 0.5602 \| 0.5602 \| nan \| 0.5602 \| 0.0 \| 0.5602 \| \| 0.027 \| 136.0 \| 2312 \| 0.2862 \| 0.2654 \| 0.5308 \| 0.5308 \| nan \| 0.5308 \| 0.0 \| 0.5308 \| \| 0.027 \| 137.0 \| 2329 \| 0.2559 \| 0.2845 \| 0.5691 \| 0.5691 \| nan \| 0.5691 \| 0.0 \| 0.5691 \| \| 0.027 \| 138.0 \| 2346 \| 0.3036 \| 0.2306 \| 0.4612 \| 0.4612 \| nan \| 0.4612 \| 0.0 \| 0.4612 \| \| 0.027 \| 139.0 \| 2363 \| 0.2488 \| 0.2880 \| 0.5759 \| 0.5759 \| nan \| 0.5759 \| 0.0 \| 0.5759 \| \| 0.027 \| 140.0 \| 2380 \| 0.3199 \| 0.2499 \| 0.4999 \| 0.4999 \| nan \| 0.4999 \| 0.0 \| 0.4999 \| \| 0.027 \| 141.0 \| 2397 \| 0.2886 \| 0.2628 \| 0.5257 \| 0.5257 \| nan \| 0.5257 \| 0.0 \| 0.5257 \| \| 0.0252 \| 142.0 \| 2414 \| 0.3268 \| 0.2443 \| 0.4886 \| 0.4886 \| nan \| 0.4886 \| 0.0 \| 0.4886 \| \| 0.0252 \| 143.0 \| 2431 \| 0.2823 \| 0.2895 \| 0.5789 \| 0.5789 \| nan \| 0.5789 \| 0.0 \| 0.5789 \| \| 0.0252 \| 144.0 \| 2448 \| 0.2377 \| 0.3075 \| 0.6150 \| 0.6150 \| nan \| 0.6150 \| 0.0 \| 0.6150 \| \| 0.0252 \| 145.0 \| 2465 \| 0.2820 \| 0.2937 \| 0.5874 \| 0.5874 \| nan \| 0.5874 \| 0.0 \| 0.5874 \| \| 0.0252 \| 146.0 \| 2482 \| 0.2880 \| 0.2930 \| 0.5859 \| 0.5859 \| nan \| 0.5859 \| 0.0 \| 0.5859 \| \| 0.0252 \| 147.0 \| 2499 \| 0.2945 \| 0.2652 \| 0.5305 \| 0.5305 \| nan \| 0.5305 \| 0.0 \| 0.5305 \| \| 0.0259 \| 148.0 \| 2516 \| 0.2535 \| 0.3036 \| 0.6071 \| 0.6071 \| nan \| 0.6071 \| 0.0 \| 0.6071 \| \| 0.0259 \| 149.0 \| 2533 \| 0.2400 \| 0.3087 \| 0.6175 \| 0.6175 \| nan \| 0.6175 \| 0.0 \| 0.6175 \| \| 0.0259 \| 150.0 \| 2550 \| 0.2727 \| 0.2967 \| 0.5935 \| 0.5935 \| nan \| 0.5935 \| 0.0 \| 0.5935 \| \| 0.0259 \| 151.0 \| 2567 \| 0.2657 \| 0.2979 \| 0.5959 \| 0.5959 \| nan \| 0.5959 \| 0.0 \| 0.5959 \| \| 0.0259 \| 152.0 \| 2584 \| 0.2841 \| 0.2768 \| 0.5535 \| 0.5535 \| nan \| 0.5535 \| 0.0 \| 0.5535 \| \| 0.0254 \| 153.0 \| 2601 \| 0.2791 \| 0.2798 \| 0.5595 \| 0.5595 \| nan \| 0.5595 \| 0.0 \| 0.5595 \| \| 0.0254 \| 154.0 \| 2618 \| 0.2479 \| 0.3126 \| 0.6253 \| 0.6253 \| nan \| 0.6253 \| 0.0 \| 0.6253 \| \| 0.0254 \| 155.0 \| 2635 \| 0.2676 \| 0.2962 \| 0.5923 \| 0.5923 \| nan \| 0.5923 \| 0.0 \| 0.5923 \| \| 0.0254 \| 156.0 \| 2652 \| 0.2739 \| 0.2887 \| 0.5774 \| 0.5774 \| nan \| 0.5774 \| 0.0 \| 0.5774 \| \| 0.0254 \| 157.0 \| 2669 \| 0.2819 \| 0.2740 \| 0.5480 \| 0.5480 \| nan \| 0.5480 \| 0.0 \| 0.5480 \| \| 0.0254 \| 158.0 \| 2686 \| 0.3070 \| 0.2606 \| 0.5212 \| 0.5212 \| nan \| 0.5212 \| 0.0 \| 0.5212 \| \| 0.0227 \| 159.0 \| 2703 \| 0.3424 \| 0.2430 \| 0.4859 \| 0.4859 \| nan \| 0.4859 \| 0.0 \| 0.4859 \| \| 0.0227 \| 160.0 \| 2720 \| 0.2430 \| 0.3139 \| 0.6277 \| 0.6277 \| nan \| 0.6277 \| 0.0 \| 0.6277 \| \| 0.0227 \| 161.0 \| 2737 \| 0.2543 \| 0.3147 \| 0.6294 \| 0.6294 \| nan \| 0.6294 \| 0.0 \| 0.6294 \| \| 0.0227 \| 162.0 \| 2754 \| 0.2940 \| 0.2663 \| 0.5326 \| 0.5326 \| nan \| 0.5326 \| 0.0 \| 0.5326 \| \| 0.0227 \| 163.0 \| 2771 \| 0.2740 \| 0.2860 \| 0.5720 \| 0.5720 \| nan \| 0.5720 \| 0.0 \| 0.5720 \| \| 0.0227 \| 164.0 \| 2788 \| 0.2627 \| 0.3038 \| 0.6077 \| 0.6077 \| nan \| 0.6077 \| 0.0 \| 0.6077 \| \| 0.0252 \| 165.0 \| 2805 \| 0.2962 \| 0.2780 \| 0.5560 \| 0.5560 \| nan \| 0.5560 \| 0.0 \| 0.5560 \| \| 0.0252 \| 166.0 \| 2822 \| 0.2378 \| 0.3219 \| 0.6438 \| 0.6438 \| nan \| 0.6438 \| 0.0 \| 0.6438 \| \| 0.0252 \| 167.0 \| 2839 \| 0.2764 \| 0.2984 \| 0.5969 \| 0.5969 \| nan \| 0.5969 \| 0.0 \| 0.5969 \| \| 0.0252 \| 168.0 \| 2856 \| 0.2967 \| 0.2638 \| 0.5275 \| 0.5275 \| nan \| 0.5275 \| 0.0 \| 0.5275 \| \| 0.0252 \| 169.0 \| 2873 \| 0.3079 \| 0.2656 \| 0.5312 \| 0.5312 \| nan \| 0.5312 \| 0.0 \| 0.5312 \| \| 0.0252 \| 170.0 \| 2890 \| 0.2756 \| 0.2822 \| 0.5644 \| 0.5644 \| nan \| 0.5644 \| 0.0 \| 0.5644 \| \| 0.0209 \| 171.0 \| 2907 \| 0.2951 \| 0.2918 \| 0.5837 \| 0.5837 \| nan \| 0.5837 \| 0.0 \| 0.5837 \| \| 0.0209 \| 172.0 \| 2924 \| 0.3033 \| 0.2662 \| 0.5323 \| 0.5323 \| nan \| 0.5323 \| 0.0 \| 0.5323 \| \| 0.0209 \| 173.0 \| 2941 \| 0.3063 \| 0.2787 \| 0.5574 \| 0.5574 \| nan \| 0.5574 \| 0.0 \| 0.5574 \| \| 0.0209 \| 174.0 \| 2958 \| 0.3466 \| 0.2723 \| 0.5447 \| 0.5447 \| nan \| 0.5447 \| 0.0 \| 0.5447 \| \| 0.0209 \| 175.0 \| 2975 \| 0.2581 \| 0.3308 \| 0.6615 \| 0.6615 \| nan \| 0.6615 \| 0.0 \| 0.6615 \| \| 0.0209 \| 176.0 \| 2992 \| 0.2857 \| 0.2992 \| 0.5984 \| 0.5984 \| nan \| 0.5984 \| 0.0 \| 0.5984 \| \| 0.023 \| 177.0 \| 3009 \| 0.3121 \| 0.2833 \| 0.5667 \| 0.5667 \| nan \| 0.5667 \| 0.0 \| 0.5667 \| \| 0.023 \| 178.0 \| 3026 \| 0.2946 \| 0.2924 \| 0.5848 \| 0.5848 \| nan \| 0.5848 \| 0.0 \| 0.5848 \| \| 0.023 \| 179.0 \| 3043 \| 0.3218 \| 0.2661 \| 0.5322 \| 0.5322 \| nan \| 0.5322 \| 0.0 \| 0.5322 \| \| 0.023 \| 180.0 \| 3060 \| 0.2708 \| 0.2962 \| 0.5923 \| 0.5923 \| nan \| 0.5923 \| 0.0 \| 0.5923 \| \| 0.023 \| 181.0 \| 3077 \| 0.2583 \| 0.3168 \| 0.6335 \| 0.6335 \| nan \| 0.6335 \| 0.0 \| 0.6335 \| \| 0.023 \| 182.0 \| 3094 \| 0.2973 \| 0.2877 \| 0.5753 \| 0.5753 \| nan \| 0.5753 \| 0.0 \| 0.5753 \| \| 0.0219 \| 183.0 \| 3111 \| 0.2475 \| 0.3187 \| 0.6375 \| 0.6375 \| nan \| 0.6375 \| 0.0 \| 0.6375 \| \| 0.0219 \| 184.0 \| 3128 \| 0.3199 \| 0.2603 \| 0.5206 \| 0.5206 \| nan \| 0.5206 \| 0.0 \| 0.5206 \| \| 0.0219 \| 185.0 \| 3145 \| 0.3216 \| 0.2710 \| 0.5421 \| 0.5421 \| nan \| 0.5421 \| 0.0 \| 0.5421 \| \| 0.0219 \| 186.0 \| 3162 \| 0.2588 \| 0.3185 \| 0.6370 \| 0.6370 \| nan \| 0.6370 \| 0.0 \| 0.6370 \| \| 0.0219 \| 187.0 \| 3179 \| 0.3004 \| 0.2752 \| 0.5504 \| 0.5504 \| nan \| 0.5504 \| 0.0 \| 0.5504 \| \| 0.0219 \| 188.0 \| 3196 \| 0.3277 \| 0.2858 \| 0.5715 \| 0.5715 \| nan \| 0.5715 \| 0.0 \| 0.5715 \| \| 0.0202 \| 189.0 \| 3213 \| 0.3171 \| 0.2589 \| 0.5177 \| 0.5177 \| nan \| 0.5177 \| 0.0 \| 0.5177 \| \| 0.0202 \| 190.0 \| 3230 \| 0.3149 \| 0.3120 \| 0.6240 \| 0.6240 \| nan \| 0.6240 \| 0.0 \| 0.6240 \| \| 0.0202 \| 191.0 \| 3247 \| 0.3082 \| 0.2806 \| 0.5613 \| 0.5613 \| nan \| 0.5613 \| 0.0 \| 0.5613 \| \| 0.0202 \| 192.0 \| 3264 \| 0.2720 \| 0.3069 \| 0.6138 \| 0.6138 \| nan \| 0.6138 \| 0.0 \| 0.6138 \| \| 0.0202 \| 193.0 \| 3281 \| 0.3200 \| 0.2755 \| 0.5510 \| 0.5510 \| nan \| 0.5510 \| 0.0 \| 0.5510 \| \| 0.0202 \| 194.0 \| 3298 \| 0.3433 \| 0.2613 \| 0.5227 \| 0.5227 \| nan \| 0.5227 \| 0.0 \| 0.5227 \| \| 0.0237 \| 195.0 \| 3315 \| 0.3030 \| 0.2728 \| 0.5457 \| 0.5457 \| nan \| 0.5457 \| 0.0 \| 0.5457 \| \| 0.0237 \| 196.0 \| 3332 \| 0.2819 \| 0.3170 \| 0.6340 \| 0.6340 \| nan \| 0.6340 \| 0.0 \| 0.6340 \| \| 0.0237 \| 197.0 \| 3349 \| 0.3183 \| 0.2835 \| 0.5669 \| 0.5669 \| nan \| 0.5669 \| 0.0 \| 0.5669 \| \| 0.0237 \| 198.0 \| 3366 \| 0.3097 \| 0.2933 \| 0.5866 \| 0.5866 \| nan \| 0.5866 \| 0.0 \| 0.5866 \| \| 0.0237 \| 199.0 \| 3383 \| 0.3036 \| 0.2938 \| 0.5875 \| 0.5875 \| nan \| 0.5875 \| 0.0 \| 0.5875 \| \| 0.0205 \| 200.0 \| 3400 \| 0.2574 \| 0.3236 \| 0.6472 \| 0.6472 \| nan \| 0.6472 \| 0.0 \| 0.6472 \| \| 0.0205 \| 201.0 \| 3417 \| 0.3599 \| 0.2607 \| 0.5214 \| 0.5214 \| nan \| 0.5214 \| 0.0 \| 0.5214 \| \| 0.0205 \| 202.0 \| 3434 \| 0.2962 \| 0.2975 \| 0.5949 \| 0.5949 \| nan \| 0.5949 \| 0.0 \| 0.5949 \| \| 0.0205 \| 203.0 \| 3451 \| 0.3501 \| 0.2784 \| 0.5569 \| 0.5569 \| nan \| 0.5569 \| 0.0 \| 0.5569 \| \| 0.0205 \| 204.0 \| 3468 \| 0.3454 \| 0.2505 \| 0.5010 \| 0.5010 \| nan \| 0.5010 \| 0.0 \| 0.5010 \| \| 0.0205 \| 205.0 \| 3485 \| 0.2727 \| 0.3116 \| 0.6231 \| 0.6231 \| nan \| 0.6231 \| 0.0 \| 0.6231 \| \| 0.0193 \| 206.0 \| 3502 \| 0.2819 \| 0.3079 \| 0.6158 \| 0.6158 \| nan \| 0.6158 \| 0.0 \| 0.6158 \| \| 0.0193 \| 207.0 \| 3519 \| 0.3562 \| 0.2504 \| 0.5008 \| 0.5008 \| nan \| 0.5008 \| 0.0 \| 0.5008 \| \| 0.0193 \| 208.0 \| 3536 \| 0.3218 \| 0.2848 \| 0.5695 \| 0.5695 \| nan \| 0.5695 \| 0.0 \| 0.5695 \| \| 0.0193 \| 209.0 \| 3553 \| 0.3169 \| 0.2918 \| 0.5837 \| 0.5837 \| nan \| 0.5837 \| 0.0 \| 0.5837 \| \| 0.0193 \| 210.0 \| 3570 \| 0.3461 \| 0.2552 \| 0.5104 \| 0.5104 \| nan \| 0.5104 \| 0.0 \| 0.5104 \| \| 0.0193 \| 211.0 \| 3587 \| 0.2890 \| 0.3014 \| 0.6028 \| 0.6028 \| nan \| 0.6028 \| 0.0 \| 0.6028 \| \| 0.0189 \| 212.0 \| 3604 \| 0.3352 \| 0.2722 \| 0.5444 \| 0.5444 \| nan \| 0.5444 \| 0.0 \| 0.5444 \| \| 0.0189 \| 213.0 \| 3621 \| 0.3063 \| 0.2986 \| 0.5972 \| 0.5972 \| nan \| 0.5972 \| 0.0 \| 0.5972 \| \| 0.0189 \| 214.0 \| 3638 \| 0.2891 \| 0.3274 \| 0.6548 \| 0.6548 \| nan \| 0.6548 \| 0.0 \| 0.6548 \| \| 0.0189 \| 215.0 \| 3655 \| 0.3136 \| 0.2936 \| 0.5873 \| 0.5873 \| nan \| 0.5873 \| 0.0 \| 0.5873 \| \| 0.0189 \| 216.0 \| 3672 \| 0.2965 \| 0.3023 \| 0.6046 \| 0.6046 \| nan \| 0.6046 \| 0.0 \| 0.6046 \| \| 0.0189 \| 217.0 \| 3689 \| 0.2980 \| 0.2987 \| 0.5975 \| 0.5975 \| nan \| 0.5975 \| 0.0 \| 0.5975 \| \| 0.0172 \| 218.0 \| 3706 \| 0.3808 \| 0.2472 \| 0.4944 \| 0.4944 \| nan \| 0.4944 \| 0.0 \| 0.4944 \| \| 0.0172 \| 219.0 \| 3723 \| 0.2865 \| 0.3246 \| 0.6492 \| 0.6492 \| nan \| 0.6492 \| 0.0 \| 0.6492 \| \| 0.0172 \| 220.0 \| 3740 \| 0.3163 \| 0.2957 \| 0.5914 \| 0.5914 \| nan \| 0.5914 \| 0.0 \| 0.5914 \| \| 0.0172 \| 221.0 \| 3757 \| 0.2988 \| 0.3035 \| 0.6071 \| 0.6071 \| nan \| 0.6071 \| 0.0 \| 0.6071 \| \| 0.0172 \| 222.0 \| 3774 \| 0.3583 \| 0.2603 \| 0.5206 \| 0.5206 \| nan \| 0.5206 \| 0.0 \| 0.5206 \| \| 0.0172 \| 223.0 \| 3791 \| 0.3014 \| 0.3014 \| 0.6027 \| 0.6027 \| nan \| 0.6027 \| 0.0 \| 0.6027 \| \| 0.0177 \| 224.0 \| 3808 \| 0.3326 \| 0.2789 \| 0.5578 \| 0.5578 \| nan \| 0.5578 \| 0.0 \| 0.5578 \| \| 0.0177 \| 225.0 \| 3825 \| 0.3320 \| 0.2892 \| 0.5785 \| 0.5785 \| nan \| 0.5785 \| 0.0 \| 0.5785 \| \| 0.0177 \| 226.0 \| 3842 \| 0.3026 \| 0.3162 \| 0.6325 \| 0.6325 \| nan \| 0.6325 \| 0.0 \| 0.6325 \| \| 0.0177 \| 227.0 \| 3859 \| 0.3152 \| 0.2933 \| 0.5867 \| 0.5867 \| nan \| 0.5867 \| 0.0 \| 0.5867 \| \| 0.0177 \| 228.0 \| 3876 \| 0.3405 \| 0.2700 \| 0.5399 \| 0.5399 \| nan \| 0.5399 \| 0.0 \| 0.5399 \| \| 0.0177 \| 229.0 \| 3893 \| 0.3267 \| 0.2962 \| 0.5924 \| 0.5924 \| nan \| 0.5924 \| 0.0 \| 0.5924 \| \| 0.0176 \| 230.0 \| 3910 \| 0.2928 \| 0.3337 \| 0.6675 \| 0.6675 \| nan \| 0.6675 \| 0.0 \| 0.6675 \| \| 0.0176 \| 231.0 \| 3927 \| 0.2953 \| 0.3159 \| 0.6318 \| 0.6318 \| nan \| 0.6318 \| 0.0 \| 0.6318 \| \| 0.0176 \| 232.0 \| 3944 \| 0.3160 \| 0.2893 \| 0.5785 \| 0.5785 \| nan \| 0.5785 \| 0.0 \| 0.5785 \| \| 0.0176 \| 233.0 \| 3961 \| 0.3832 \| 0.2587 \| 0.5174 \| 0.5174 \| nan \| 0.5174 \| 0.0 \| 0.5174 \| \| 0.0176 \| 234.0 \| 3978 \| 0.3068 \| 0.3039 \| 0.6078 \| 0.6078 \| nan \| 0.6078 \| 0.0 \| 0.6078 \| \| 0.0176 \| 235.0 \| 3995 \| 0.2875 \| 0.3287 \| 0.6575 \| 0.6575 \| nan \| 0.6575 \| 0.0 \| 0.6575 \| \| 0.0183 \| 236.0 \| 4012 \| 0.3400 \| 0.2744 \| 0.5487 \| 0.5487 \| nan \| 0.5487 \| 0.0 \| 0.5487 \| \| 0.0183 \| 237.0 \| 4029 \| 0.3610 \| 0.2548 \| 0.5096 \| 0.5096 \| nan \| 0.5096 \| 0.0 \| 0.5096 \| \| 0.0183 \| 238.0 \| 4046 \| 0.3143 \| 0.2795 \| 0.5590 \| 0.5590 \| nan \| 0.5590 \| 0.0 \| 0.5590 \| \| 0.0183 \| 239.0 \| 4063 \| 0.3445 \| 0.2789 \| 0.5578 \| 0.5578 \| nan \| 0.5578 \| 0.0 \| 0.5578 \| \| 0.0183 \| 240.0 \| 4080 \| 0.3204 \| 0.2886 \| 0.5773 \| 0.5773 \| nan \| 0.5773 \| 0.0 \| 0.5773 \| \| 0.0183 \| 241.0 \| 4097 \| 0.3391 \| 0.2724 \| 0.5448 \| 0.5448 \| nan \| 0.5448 \| 0.0 \| 0.5448 \| \| 0.0176 \| 242.0 \| 4114 \| 0.2673 \| 0.3249 \| 0.6498 \| 0.6498 \| nan \| 0.6498 \| 0.0 \| 0.6498 \| \| 0.0176 \| 243.0 \| 4131 \| 0.3581 \| 0.2691 \| 0.5381 \| 0.5381 \| nan \| 0.5381 \| 0.0 \| 0.5381 \| \| 0.0176 \| 244.0 \| 4148 \| 0.2896 \| 0.3244 \| 0.6487 \| 0.6487 \| nan \| 0.6487 \| 0.0 \| 0.6487 \| \| 0.0176 \| 245.0 \| 4165 \| 0.3103 \| 0.3114 \| 0.6228 \| 0.6228 \| nan \| 0.6228 \| 0.0 \| 0.6228 \| \| 0.0176 \| 246.0 \| 4182 \| 0.3214 \| 0.2851 \| 0.5701 \| 0.5701 \| nan \| 0.5701 \| 0.0 \| 0.5701 \| \| 0.0176 \| 247.0 \| 4199 \| 0.3394 \| 0.2713 \| 0.5426 \| 0.5426 \| nan \| 0.5426 \| 0.0 \| 0.5426 \| \| 0.0176 \| 248.0 \| 4216 \| 0.2937 \| 0.3104 \| 0.6209 \| 0.6209 \| nan \| 0.6209 \| 0.0 \| 0.6209 \| \| 0.0176 \| 249.0 \| 4233 \| 0.3031 \| 0.2906 \| 0.5811 \| 0.5811 \| nan \| 0.5811 \| 0.0 \| 0.5811 \| \| 0.0176 \| 250.0 \| 4250 \| 0.3393 \| 0.2733 \| 0.5465 \| 0.5465 \| nan \| 0.5465 \| 0.0 \| 0.5465 \| \| 0.0176 \| 251.0 \| 4267 \| 0.3367 \| 0.2670 \| 0.5339 \| 0.5339 \| nan \| 0.5339 \| 0.0 \| 0.5339 \| \| 0.0176 \| 252.0 \| 4284 \| 0.3201 \| 0.2960 \| 0.5919 \| 0.5919 \| nan \| 0.5919 \| 0.0 \| 0.5919 \| \| 0.0165 \| 253.0 \| 4301 \| 0.3096 \| 0.3043 \| 0.6087 \| 0.6087 \| nan \| 0.6087 \| 0.0 \| 0.6087 \| \| 0.0165 \| 254.0 \| 4318 \| 0.3716 \| 0.2687 \| 0.5375 \| 0.5375 \| nan \| 0.5375 \| 0.0 \| 0.5375 \| \| 0.0165 \| 255.0 \| 4335 \| 0.3400 \| 0.2955 \| 0.5910 \| 0.5910 \| nan \| 0.5910 \| 0.0 \| 0.5910 \| \| 0.0165 \| 256.0 \| 4352 \| 0.3462 \| 0.2935 \| 0.5871 \| 0.5871 \| nan \| 0.5871 \| 0.0 \| 0.5871 \| \| 0.0165 \| 257.0 \| 4369 \| 0.3156 \| 0.3052 \| 0.6105 \| 0.6105 \| nan \| 0.6105 \| 0.0 \| 0.6105 \| \| 0.0165 \| 258.0 \| 4386 \| 0.3513 \| 0.2909 \| 0.5818 \| 0.5818 \| nan \| 0.5818 \| 0.0 \| 0.5818 \| \| 0.0176 \| 259.0 \| 4403 \| 0.3405 \| 0.2740 \| 0.5479 \| 0.5479 \| nan \| 0.5479 \| 0.0 \| 0.5479 \| \| 0.0176 \| 260.0 \| 4420 \| 0.3940 \| 0.2478 \| 0.4957 \| 0.4957 \| nan \| 0.4957 \| 0.0 \| 0.4957 \| \| 0.0176 \| 261.0 \| 4437 \| 0.3228 \| 0.3051 \| 0.6103 \| 0.6103 \| nan \| 0.6103 \| 0.0 \| 0.6103 \| \| 0.0176 \| 262.0 \| 4454 \| 0.3313 \| 0.2954 \| 0.5907 \| 0.5907 \| nan \| 0.5907 \| 0.0 \| 0.5907 \| \| 0.0176 \| 263.0 \| 4471 \| 0.3177 \| 0.3012 \| 0.6025 \| 0.6025 \| nan \| 0.6025 \| 0.0 \| 0.6025 \| \| 0.0176 \| 264.0 \| 4488 \| 0.3824 \| 0.2735 \| 0.5471 \| 0.5471 \| nan \| 0.5471 \| 0.0 \| 0.5471 \| \| 0.0159 \| 265.0 \| 4505 \| 0.3360 \| 0.2949 \| 0.5898 \| 0.5898 \| nan \| 0.5898 \| 0.0 \| 0.5898 \| \| 0.0159 \| 266.0 \| 4522 \| 0.3452 \| 0.2923 \| 0.5846 \| 0.5846 \| nan \| 0.5846 \| 0.0 \| 0.5846 \| \| 0.0159 \| 267.0 \| 4539 \| 0.3172 \| 0.3009 \| 0.6019 \| 0.6019 \| nan \| 0.6019 \| 0.0 \| 0.6019 \| \| 0.0159 \| 268.0 \| 4556 \| 0.3600 \| 0.2714 \| 0.5428 \| 0.5428 \| nan \| 0.5428 \| 0.0 \| 0.5428 \| \| 0.0159 \| 269.0 \| 4573 \| 0.3350 \| 0.2964 \| 0.5928 \| 0.5928 \| nan \| 0.5928 \| 0.0 \| 0.5928 \| \| 0.0159 \| 270.0 \| 4590 \| 0.3303 \| 0.3055 \| 0.6110 \| 0.6110 \| nan \| 0.6110 \| 0.0 \| 0.6110 \| \| 0.015 \| 271.0 \| 4607 \| 0.3159 \| 0.3038 \| 0.6075 \| 0.6075 \| nan \| 0.6075 \| 0.0 \| 0.6075 \| \| 0.015 \| 272.0 \| 4624 \| 0.3426 \| 0.2952 \| 0.5904 \| 0.5904 \| nan \| 0.5904 \| 0.0 \| 0.5904 \| \| 0.015 \| 273.0 \| 4641 \| 0.3598 \| 0.2912 \| 0.5823 \| 0.5823 \| nan \| 0.5823 \| 0.0 \| 0.5823 \| \| 0.015 \| 274.0 \| 4658 \| 0.3687 \| 0.2806 \| 0.5612 \| 0.5612 \| nan \| 0.5612 \| 0.0 \| 0.5612 \| \| 0.015 \| 275.0 \| 4675 \| 0.3577 \| 0.2775 \| 0.5549 \| 0.5549 \| nan \| 0.5549 \| 0.0 \| 0.5549 \| \| 0.015 \| 276.0 \| 4692 \| 0.3415 \| 0.3010 \| 0.6020 \| 0.6020 \| nan \| 0.6020 \| 0.0 \| 0.6020 \| \| 0.015 \| 277.0 \| 4709 \| 0.3399 \| 0.2908 \| 0.5815 \| 0.5815 \| nan \| 0.5815 \| 0.0 \| 0.5815 \| \| 0.015 \| 278.0 \| 4726 \| 0.3701 \| 0.2750 \| 0.5500 \| 0.5500 \| nan \| 0.5500 \| 0.0 \| 0.5500 \| \| 0.015 \| 279.0 \| 4743 \| 0.3450 \| 0.2918 \| 0.5835 \| 0.5835 \| nan \| 0.5835 \| 0.0 \| 0.5835 \| \| 0.015 \| 280.0 \| 4760 \| 0.3458 \| 0.2988 \| 0.5976 \| 0.5976 \| nan \| 0.5976 \| 0.0 \| 0.5976 \| \| 0.015 \| 281.0 \| 4777 \| 0.2950 \| 0.3359 \| 0.6718 \| 0.6718 \| nan \| 0.6718 \| 0.0 \| 0.6718 \| \| 0.015 \| 282.0 \| 4794 \| 0.3417 \| 0.2909 \| 0.5817 \| 0.5817 \| nan \| 0.5817 \| 0.0 \| 0.5817 \| \| 0.0177 \| 283.0 \| 4811 \| 0.3767 \| 0.2765 \| 0.5530 \| 0.5530 \| nan \| 0.5530 \| 0.0 \| 0.5530 \| \| 0.0177 \| 284.0 \| 4828 \| 0.3312 \| 0.3076 \| 0.6153 \| 0.6153 \| nan \| 0.6153 \| 0.0 \| 0.6153 \| \| 0.0177 \| 285.0 \| 4845 \| 0.3705 \| 0.2740 \| 0.5480 \| 0.5480 \| nan \| 0.5480 \| 0.0 \| 0.5480 \| \| 0.0177 \| 286.0 \| 4862 \| 0.3555 \| 0.2927 \| 0.5853 \| 0.5853 \| nan \| 0.5853 \| 0.0 \| 0.5853 \| \| 0.0177 \| 287.0 \| 4879 \| 0.2890 \| 0.3176 \| 0.6351 \| 0.6351 \| nan \| 0.6351 \| 0.0 \| 0.6351 \| \| 0.0177 \| 288.0 \| 4896 \| 0.3108 \| 0.3086 \| 0.6171 \| 0.6171 \| nan \| 0.6171 \| 0.0 \| 0.6171 \| \| 0.0141 \| 289.0 \| 4913 \| 0.3178 \| 0.3024 \| 0.6049 \| 0.6049 \| nan \| 0.6049 \| 0.0 \| 0.6049 \| \| 0.0141 \| 290.0 \| 4930 \| 0.3496 \| 0.2756 \| 0.5513 \| 0.5513 \| nan \| 0.5513 \| 0.0 \| 0.5513 \| \| 0.0141 \| 291.0 \| 4947 \| 0.3050 \| 0.3160 \| 0.6319 \| 0.6319 \| nan \| 0.6319 \| 0.0 \| 0.6319 \| \| 0.0141 \| 292.0 \| 4964 \| 0.3678 \| 0.2767 \| 0.5534 \| 0.5534 \| nan \| 0.5534 \| 0.0 \| 0.5534 \| \| 0.0141 \| 293.0 \| 4981 \| 0.3403 \| 0.3096 \| 0.6191 \| 0.6191 \| nan \| 0.6191 \| 0.0 \| 0.6191 \| \| 0.0141 \| 294.0 \| 4998 \| 0.3362 \| 0.2952 \| 0.5904 \| 0.5904 \| nan \| 0.5904 \| 0.0 \| 0.5904 \| \| 0.0137 \| 295.0 \| 5015 \| 0.3655 \| 0.2832 \| 0.5664 \| 0.5664 \| nan \| 0.5664 \| 0.0 \| 0.5664 \| \| 0.0137 \| 296.0 \| 5032 \| 0.3423 \| 0.2967 \| 0.5935 \| 0.5935 \| nan \| 0.5935 \| 0.0 \| 0.5935 \| \| 0.0137 \| 297.0 \| 5049 \| 0.3575 \| 0.2761 \| 0.5523 \| 0.5523 \| nan \| 0.5523 \| 0.0 \| 0.5523 \| \| 0.0137 \| 298.0 \| 5066 \| 0.3543 \| 0.2991 \| 0.5982 \| 0.5982 \| nan \| 0.5982 \| 0.0 \| 0.5982 \| \| 0.0137 \| 299.0 \| 5083 \| 0.3959 \| 0.2557 \| 0.5114 \| 0.5114 \| nan \| 0.5114 \| 0.0 \| 0.5114 \| \| 0.0134 \| 300.0 \| 5100 \| 0.3686 \| 0.2771 \| 0.5543 \| 0.5543 \| nan \| 0.5543 \| 0.0 \| 0.5543 \| \| 0.0134 \| 301.0 \| 5117 \| 0.3616 \| 0.2870 \| 0.5740 \| 0.5740 \| nan \| 0.5740 \| 0.0 \| 0.5740 \| \| 0.0134 \| 302.0 \| 5134 \| 0.3575 \| 0.3045 \| 0.6090 \| 0.6090 \| nan \| 0.6090 \| 0.0 \| 0.6090 \| \| 0.0134 \| 303.0 \| 5151 \| 0.4048 \| 0.2654 \| 0.5308 \| 0.5308 \| nan \| 0.5308 \| 0.0 \| 0.5308 \| \| 0.0134 \| 304.0 \| 5168 \| 0.3203 \| 0.3055 \| 0.6111 \| 0.6111 \| nan \| 0.6111 \| 0.0 \| 0.6111 \| \| 0.0134 \| 305.0 \| 5185 \| 0.3840 \| 0.2958 \| 0.5916 \| 0.5916 \| nan \| 0.5916 \| 0.0 \| 0.5916 \| \| 0.0149 \| 306.0 \| 5202 \| 0.3473 \| 0.3099 \| 0.6198 \| 0.6198 \| nan \| 0.6198 \| 0.0 \| 0.6198 \| \| 0.0149 \| 307.0 \| 5219 \| 0.3686 \| 0.2898 \| 0.5796 \| 0.5796 \| nan \| 0.5796 \| 0.0 \| 0.5796 \| \| 0.0149 \| 308.0 \| 5236 \| 0.3559 \| 0.3002 \| 0.6003 \| 0.6003 \| nan \| 0.6003 \| 0.0 \| 0.6003 \| \| 0.0149 \| 309.0 \| 5253 \| 0.3551 \| 0.2998 \| 0.5996 \| 0.5996 \| nan \| 0.5996 \| 0.0 \| 0.5996 \| \| 0.0149 \| 310.0 \| 5270 \| 0.3639 \| 0.3031 \| 0.6061 \| 0.6061 \| nan \| 0.6061 \| 0.0 \| 0.6061 \| \| 0.0149 \| 311.0 \| 5287 \| 0.3499 \| 0.3016 \| 0.6032 \| 0.6032 \| nan \| 0.6032 \| 0.0 \| 0.6032 \| \| 0.013 \| 312.0 \| 5304 \| 0.3516 \| 0.3023 \| 0.6047 \| 0.6047 \| nan \| 0.6047 \| 0.0 \| 0.6047 \| \| 0.013 \| 313.0 \| 5321 \| 0.3578 \| 0.3069 \| 0.6137 \| 0.6137 \| nan \| 0.6137 \| 0.0 \| 0.6137 \| \| 0.013 \| 314.0 \| 5338 \| 0.3605 \| 0.2896 \| 0.5793 \| 0.5793 \| nan \| 0.5793 \| 0.0 \| 0.5793 \| \| 0.013 \| 315.0 \| 5355 \| 0.3435 \| 0.3082 \| 0.6163 \| 0.6163 \| nan \| 0.6163 \| 0.0 \| 0.6163 \| \| 0.013 \| 316.0 \| 5372 \| 0.3669 \| 0.2863 \| 0.5727 \| 0.5727 \| nan \| 0.5727 \| 0.0 \| 0.5727 \| \| 0.013 \| 317.0 \| 5389 \| 0.3849 \| 0.2894 \| 0.5789 \| 0.5789 \| nan \| 0.5789 \| 0.0 \| 0.5789 \| \| 0.0127 \| 318.0 \| 5406 \| 0.3881 \| 0.2824 \| 0.5648 \| 0.5648 \| nan \| 0.5648 \| 0.0 \| 0.5648 \| \| 0.0127 \| 319.0 \| 5423 \| 0.4092 \| 0.2698 \| 0.5396 \| 0.5396 \| nan \| 0.5396 \| 0.0 \| 0.5396 \| \| 0.0127 \| 320.0 \| 5440 \| 0.3684 \| 0.2866 \| 0.5731 \| 0.5731 \| nan \| 0.5731 \| 0.0 \| 0.5731 \| \| 0.0127 \| 321.0 \| 5457 \| 0.4034 \| 0.2695 \| 0.5391 \| 0.5391 \| nan \| 0.5391 \| 0.0 \| 0.5391 \| \| 0.0127 \| 322.0 \| 5474 \| 0.3403 \| 0.2960 \| 0.5920 \| 0.5920 \| nan \| 0.5920 \| 0.0 \| 0.5920 \| \| 0.0127 \| 323.0 \| 5491 \| 0.3584 \| 0.3027 \| 0.6054 \| 0.6054 \| nan \| 0.6054 \| 0.0 \| 0.6054 \| \| 0.013 \| 324.0 \| 5508 \| 0.3437 \| 0.2961 \| 0.5921 \| 0.5921 \| nan \| 0.5921 \| 0.0 \| 0.5921 \| \| 0.013 \| 325.0 \| 5525 \| 0.3828 \| 0.2776 \| 0.5553 \| 0.5553 \| nan \| 0.5553 \| 0.0 \| 0.5553 \| \| 0.013 \| 326.0 \| 5542 \| 0.3391 \| 0.3048 \| 0.6096 \| 0.6096 \| nan \| 0.6096 \| 0.0 \| 0.6096 \| \| 0.013 \| 327.0 \| 5559 \| 0.3471 \| 0.3090 \| 0.6181 \| 0.6181 \| nan \| 0.6181 \| 0.0 \| 0.6181 \| \| 0.013 \| 328.0 \| 5576 \| 0.3542 \| 0.3043 \| 0.6086 \| 0.6086 \| nan \| 0.6086 \| 0.0 \| 0.6086 \| \| 0.013 \| 329.0 \| 5593 \| 0.3437 \| 0.3135 \| 0.6271 \| 0.6271 \| nan \| 0.6271 \| 0.0 \| 0.6271 \| \| 0.0132 \| 330.0 \| 5610 \| 0.3819 \| 0.2882 \| 0.5763 \| 0.5763 \| nan \| 0.5763 \| 0.0 \| 0.5763 \| \| 0.0132 \| 331.0 \| 5627 \| 0.3618 \| 0.2909 \| 0.5818 \| 0.5818 \| nan \| 0.5818 \| 0.0 \| 0.5818 \| \| 0.0132 \| 332.0 \| 5644 \| 0.3527 \| 0.3005 \| 0.6011 \| 0.6011 \| nan \| 0.6011 \| 0.0 \| 0.6011 \| \| 0.0132 \| 333.0 \| 5661 \| 0.3699 \| 0.3012 \| 0.6023 \| 0.6023 \| nan \| 0.6023 \| 0.0 \| 0.6023 \| \| 0.0132 \| 334.0 \| 5678 \| 0.3810 \| 0.2864 \| 0.5728 \| 0.5728 \| nan \| 0.5728 \| 0.0 \| 0.5728 \| \| 0.0132 \| 335.0 \| 5695 \| 0.3724 \| 0.2967 \| 0.5934 \| 0.5934 \| nan \| 0.5934 \| 0.0 \| 0.5934 \| \| 0.0119 \| 336.0 \| 5712 \| 0.3927 \| 0.2764 \| 0.5528 \| 0.5528 \| nan \| 0.5528 \| 0.0 \| 0.5528 \| \| 0.0119 \| 337.0 \| 5729 \| 0.3961 \| 0.2872 \| 0.5743 \| 0.5743 \| nan \| 0.5743 \| 0.0 \| 0.5743 \| \| 0.0119 \| 338.0 \| 5746 \| 0.4118 \| 0.2622 \| 0.5244 \| 0.5244 \| nan \| 0.5244 \| 0.0 \| 0.5244 \| \| 0.0119 \| 339.0 \| 5763 \| 0.3707 \| 0.3027 \| 0.6054 \| 0.6054 \| nan \| 0.6054 \| 0.0 \| 0.6054 \| \| 0.0119 \| 340.0 \| 5780 \| 0.4401 \| 0.2636 \| 0.5273 \| 0.5273 \| nan \| 0.5273 \| 0.0 \| 0.5273 \| \| 0.0119 \| 341.0 \| 5797 \| 0.4054 \| 0.2786 \| 0.5573 \| 0.5573 \| nan \| 0.5573 \| 0.0 \| 0.5573 \| \| 0.0121 \| 342.0 \| 5814 \| 0.3708 \| 0.2966 \| 0.5932 \| 0.5932 \| nan \| 0.5932 \| 0.0 \| 0.5932 \| \| 0.0121 \| 343.0 \| 5831 \| 0.3484 \| 0.3136 \| 0.6272 \| 0.6272 \| nan \| 0.6272 \| 0.0 \| 0.6272 \| \| 0.0121 \| 344.0 \| 5848 \| 0.4617 \| 0.2425 \| 0.4850 \| 0.4850 \| nan \| 0.4850 \| 0.0 \| 0.4850 \| \| 0.0121 \| 345.0 \| 5865 \| 0.3462 \| 0.3117 \| 0.6234 \| 0.6234 \| nan \| 0.6234 \| 0.0 \| 0.6234 \| \| 0.0121 \| 346.0 \| 5882 \| 0.4022 \| 0.2726 \| 0.5452 \| 0.5452 \| nan \| 0.5452 \| 0.0 \| 0.5452 \| \| 0.0121 \| 347.0 \| 5899 \| 0.3907 \| 0.2866 \| 0.5732 \| 0.5732 \| nan \| 0.5732 \| 0.0 \| 0.5732 \| \| 0.0126 \| 348.0 \| 5916 \| 0.3738 \| 0.3015 \| 0.6029 \| 0.6029 \| nan \| 0.6029 \| 0.0 \| 0.6029 \| \| 0.0126 \| 349.0 \| 5933 \| 0.3815 \| 0.2915 \| 0.5830 \| 0.5830 \| nan \| 0.5830 \| 0.0 \| 0.5830 \| \| 0.0126 \| 350.0 \| 5950 \| 0.3698 \| 0.2972 \| 0.5944 \| 0.5944 \| nan \| 0.5944 \| 0.0 \| 0.5944 \| \| 0.0126 \| 351.0 \| 5967 \| 0.3967 \| 0.2870 \| 0.5740 \| 0.5740 \| nan \| 0.5740 \| 0.0 \| 0.5740 \| \| 0.0126 \| 352.0 \| 5984 \| 0.3529 \| 0.3153 \| 0.6306 \| 0.6306 \| nan \| 0.6306 \| 0.0 \| 0.6306 \| \| 0.0126 \| 353.0 \| 6001 \| 0.3957 \| 0.2905 \| 0.5810 \| 0.5810 \| nan \| 0.5810 \| 0.0 \| 0.5810 \| \| 0.0126 \| 354.0 \| 6018 \| 0.3360 \| 0.3171 \| 0.6341 \| 0.6341 \| nan \| 0.6341 \| 0.0 \| 0.6341 \| \| 0.0126 \| 355.0 \| 6035 \| 0.4099 \| 0.2797 \| 0.5593 \| 0.5593 \| nan \| 0.5593 \| 0.0 \| 0.5593 \| \| 0.0126 \| 356.0 \| 6052 \| 0.4151 \| 0.2711 \| 0.5421 \| 0.5421 \| nan \| 0.5421 \| 0.0 \| 0.5421 \| \| 0.0126 \| 357.0 \| 6069 \| 0.3506 \| 0.3159 \| 0.6317 \| 0.6317 \| nan \| 0.6317 \| 0.0 \| 0.6317 \| \| 0.0126 \| 358.0 \| 6086 \| 0.3742 \| 0.2985 \| 0.5969 \| 0.5969 \| nan \| 0.5969 \| 0.0 \| 0.5969 \| \| 0.0134 \| 359.0 \| 6103 \| 0.3900 \| 0.2913 \| 0.5826 \| 0.5826 \| nan \| 0.5826 \| 0.0 \| 0.5826 \| \| 0.0134 \| 360.0 \| 6120 \| 0.3736 \| 0.3033 \| 0.6066 \| 0.6066 \| nan \| 0.6066 \| 0.0 \| 0.6066 \| \| 0.0134 \| 361.0 \| 6137 \| 0.3695 \| 0.3157 \| 0.6315 \| 0.6315 \| nan \| 0.6315 \| 0.0 \| 0.6315 \| \| 0.0134 \| 362.0 \| 6154 \| 0.3773 \| 0.2943 \| 0.5886 \| 0.5886 \| nan \| 0.5886 \| 0.0 \| 0.5886 \| \| 0.0134 \| 363.0 \| 6171 \| 0.3692 \| 0.3104 \| 0.6207 \| 0.6207 \| nan \| 0.6207 \| 0.0 \| 0.6207 \| \| 0.0134 \| 364.0 \| 6188 \| 0.3700 \| 0.3126 \| 0.6253 \| 0.6253 \| nan \| 0.6253 \| 0.0 \| 0.6253 \| \| 0.0117 \| 365.0 \| 6205 \| 0.3609 \| 0.3122 \| 0.6243 \| 0.6243 \| nan \| 0.6243 \| 0.0 \| 0.6243 \| \| 0.0117 \| 366.0 \| 6222 \| 0.3590 \| 0.3186 \| 0.6372 \| 0.6372 \| nan \| 0.6372 \| 0.0 \| 0.6372 \| \| 0.0117 \| 367.0 \| 6239 \| 0.3464 \| 0.3221 \| 0.6442 \| 0.6442 \| nan \| 0.6442 \| 0.0 \| 0.6442 \| \| 0.0117 \| 368.0 \| 6256 \| 0.3958 \| 0.2918 \| 0.5836 \| 0.5836 \| nan \| 0.5836 \| 0.0 \| 0.5836 \| \| 0.0117 \| 369.0 \| 6273 \| 0.3808 \| 0.3016 \| 0.6033 \| 0.6033 \| nan \| 0.6033 \| 0.0 \| 0.6033 \| \| 0.0117 \| 370.0 \| 6290 \| 0.3834 \| 0.2957 \| 0.5914 \| 0.5914 \| nan \| 0.5914 \| 0.0 \| 0.5914 \| \| 0.0114 \| 371.0 \| 6307 \| 0.3721 \| 0.3046 \| 0.6092 \| 0.6092 \| nan \| 0.6092 \| 0.0 \| 0.6092 \| \| 0.0114 \| 372.0 \| 6324 \| 0.3786 \| 0.3175 \| 0.6350 \| 0.6350 \| nan \| 0.6350 \| 0.0 \| 0.6350 \| \| 0.0114 \| 373.0 \| 6341 \| 0.3807 \| 0.2941 \| 0.5882 \| 0.5882 \| nan \| 0.5882 \| 0.0 \| 0.5882 \| \| 0.0114 \| 374.0 \| 6358 \| 0.3935 \| 0.3061 \| 0.6123 \| 0.6123 \| nan \| 0.6123 \| 0.0 \| 0.6123 \| \| 0.0114 \| 375.0 \| 6375 \| 0.3702 \| 0.3025 \| 0.6049 \| 0.6049 \| nan \| 0.6049 \| 0.0 \| 0.6049 \| \| 0.0114 \| 376.0 \| 6392 \| 0.3514 \| 0.3190 \| 0.6380 \| 0.6380 \| nan \| 0.6380 \| 0.0 \| 0.6380 \| \| 0.012 \| 377.0 \| 6409 \| 0.3828 \| 0.3028 \| 0.6056 \| 0.6056 \| nan \| 0.6056 \| 0.0 \| 0.6056 \| \| 0.012 \| 378.0 \| 6426 \| 0.3852 \| 0.2957 \| 0.5915 \| 0.5915 \| nan \| 0.5915 \| 0.0 \| 0.5915 \| \| 0.012 \| 379.0 \| 6443 \| 0.3942 \| 0.3131 \| 0.6262 \| 0.6262 \| nan \| 0.6262 \| 0.0 \| 0.6262 \| \| 0.012 \| 380.0 \| 6460 \| 0.3838 \| 0.2971 \| 0.5943 \| 0.5943 \| nan \| 0.5943 \| 0.0 \| 0.5943 \| \| 0.012 \| 381.0 \| 6477 \| 0.3799 \| 0.2971 \| 0.5943 \| 0.5943 \| nan \| 0.5943 \| 0.0 \| 0.5943 \| \| 0.012 \| 382.0 \| 6494 \| 0.3492 \| 0.3258 \| 0.6516 \| 0.6516 \| nan \| 0.6516 \| 0.0 \| 0.6516 \| \| 0.0137 \| 383.0 \| 6511 \| 0.4109 \| 0.2858 \| 0.5715 \| 0.5715 \| nan \| 0.5715 \| 0.0 \| 0.5715 \| \| 0.0137 \| 384.0 \| 6528 \| 0.3701 \| 0.3131 \| 0.6261 \| 0.6261 \| nan \| 0.6261 \| 0.0 \| 0.6261 \| \| 0.0137 \| 385.0 \| 6545 \| 0.3942 \| 0.3056 \| 0.6112 \| 0.6112 \| nan \| 0.6112 \| 0.0 \| 0.6112 \| \| 0.0137 \| 386.0 \| 6562 \| 0.3748 \| 0.3113 \| 0.6227 \| 0.6227 \| nan \| 0.6227 \| 0.0 \| 0.6227 \| \| 0.0137 \| 387.0 \| 6579 \| 0.3961 \| 0.2857 \| 0.5713 \| 0.5713 \| nan \| 0.5713 \| 0.0 \| 0.5713 \| \| 0.0137 \| 388.0 \| 6596 \| 0.3775 \| 0.3060 \| 0.6120 \| 0.6120 \| nan \| 0.6120 \| 0.0 \| 0.6120 \| \| 0.013 \| 389.0 \| 6613 \| 0.3553 \| 0.3196 \| 0.6392 \| 0.6392 \| nan \| 0.6392 \| 0.0 \| 0.6392 \| \| 0.013 \| 390.0 \| 6630 \| 0.4183 \| 0.2746 \| 0.5493 \| 0.5493 \| nan \| 0.5493 \| 0.0 \| 0.5493 \| \| 0.013 \| 391.0 \| 6647 \| 0.4013 \| 0.2962 \| 0.5923 \| 0.5923 \| nan \| 0.5923 \| 0.0 \| 0.5923 \| \| 0.013 \| 392.0 \| 6664 \| 0.4183 \| 0.2864 \| 0.5729 \| 0.5729 \| nan \| 0.5729 \| 0.0 \| 0.5729 \| \| 0.013 \| 393.0 \| 6681 \| 0.4034 \| 0.2889 \| 0.5777 \| 0.5777 \| nan \| 0.5777 \| 0.0 \| 0.5777 \| \| 0.013 \| 394.0 \| 6698 \| 0.4180 \| 0.2766 \| 0.5531 \| 0.5531 \| nan \| 0.5531 \| 0.0 \| 0.5531 \| \| 0.0114 \| 395.0 \| 6715 \| 0.4006 \| 0.2946 \| 0.5893 \| 0.5893 \| nan \| 0.5893 \| 0.0 \| 0.5893 \| \| 0.0114 \| 396.0 \| 6732 \| 0.3759 \| 0.3092 \| 0.6184 \| 0.6184 \| nan \| 0.6184 \| 0.0 \| 0.6184 \| \| 0.0114 \| 397.0 \| 6749 \| 0.4370 \| 0.2754 \| 0.5508 \| 0.5508 \| nan \| 0.5508 \| 0.0 \| 0.5508 \| \| 0.0114 \| 398.0 \| 6766 \| 0.3669 \| 0.3088 \| 0.6176 \| 0.6176 \| nan \| 0.6176 \| 0.0 \| 0.6176 \| \| 0.0114 \| 399.0 \| 6783 \| 0.4105 \| 0.2878 \| 0.5755 \| 0.5755 \| nan \| 0.5755 \| 0.0 \| 0.5755 \| \| 0.0125 \| 400.0 \| 6800 \| 0.3808 \| 0.3061 \| 0.6121 \| 0.6121 \| nan \| 0.6121 \| 0.0 \| 0.6121 \| \| 0.0125 \| 401.0 \| 6817 \| 0.3680 \| 0.3080 \| 0.6160 \| 0.6160 \| nan \| 0.6160 \| 0.0 \| 0.6160 \| \| 0.0125 \| 402.0 \| 6834 \| 0.4110 \| 0.2948 \| 0.5896 \| 0.5896 \| nan \| 0.5896 \| 0.0 \| 0.5896 \| \| 0.0125 \| 403.0 \| 6851 \| 0.3865 \| 0.3077 \| 0.6153 \| 0.6153 \| nan \| 0.6153 \| 0.0 \| 0.6153 \| \| 0.0125 \| 404.0 \| 6868 \| 0.3828 \| 0.3065 \| 0.6130 \| 0.6130 \| nan \| 0.6130 \| 0.0 \| 0.6130 \| \| 0.0125 \| 405.0 \| 6885 \| 0.3869 \| 0.3053 \| 0.6105 \| 0.6105 \| nan \| 0.6105 \| 0.0 \| 0.6105 \| \| 0.0117 \| 406.0 \| 6902 \| 0.4107 \| 0.2783 \| 0.5565 \| 0.5565 \| nan \| 0.5565 \| 0.0 \| 0.5565 \| \| 0.0117 \| 407.0 \| 6919 \| 0.4052 \| 0.2900 \| 0.5800 \| 0.5800 \| nan \| 0.5800 \| 0.0 \| 0.5800 \| \| 0.0117 \| 408.0 \| 6936 \| 0.4042 \| 0.2892 \| 0.5784 \| 0.5784 \| nan \| 0.5784 \| 0.0 \| 0.5784 \| \| 0.0117 \| 409.0 \| 6953 \| 0.4005 \| 0.2936 \| 0.5871 \| 0.5871 \| nan \| 0.5871 \| 0.0 \| 0.5871 \| \| 0.0117 \| 410.0 \| 6970 \| 0.3994 \| 0.2975 \| 0.5949 \| 0.5949 \| nan \| 0.5949 \| 0.0 \| 0.5949 \| \| 0.0117 \| 411.0 \| 6987 \| 0.3861 \| 0.3029 \| 0.6057 \| 0.6057 \| nan \| 0.6057 \| 0.0 \| 0.6057 \| \| 0.011 \| 412.0 \| 7004 \| 0.4277 \| 0.2810 \| 0.5619 \| 0.5619 \| nan \| 0.5619 \| 0.0 \| 0.5619 \| \| 0.011 \| 413.0 \| 7021 \| 0.3776 \| 0.3246 \| 0.6492 \| 0.6492 \| nan \| 0.6492 \| 0.0 \| 0.6492 \| \| 0.011 \| 414.0 \| 7038 \| 0.4270 \| 0.2907 \| 0.5814 \| 0.5814 \| nan \| 0.5814 \| 0.0 \| 0.5814 \| \| 0.011 \| 415.0 \| 7055 \| 0.3845 \| 0.3086 \| 0.6172 \| 0.6172 \| nan \| 0.6172 \| 0.0 \| 0.6172 \| \| 0.011 \| 416.0 \| 7072 \| 0.4029 \| 0.2980 \| 0.5960 \| 0.5960 \| nan \| 0.5960 \| 0.0 \| 0.5960 \| \| 0.011 \| 417.0 \| 7089 \| 0.4041 \| 0.2979 \| 0.5958 \| 0.5958 \| nan \| 0.5958 \| 0.0 \| 0.5958 \| \| 0.0111 \| 418.0 \| 7106 \| 0.3687 \| 0.3175 \| 0.6350 \| 0.6350 \| nan \| 0.6350 \| 0.0 \| 0.6350 \| \| 0.0111 \| 419.0 \| 7123 \| 0.4329 \| 0.2840 \| 0.5680 \| 0.5680 \| nan \| 0.5680 \| 0.0 \| 0.5680 \| \| 0.0111 \| 420.0 \| 7140 \| 0.3608 \| 0.3251 \| 0.6503 \| 0.6503 \| nan \| 0.6503 \| 0.0 \| 0.6503 \| \| 0.0111 \| 421.0 \| 7157 \| 0.3662 \| 0.3171 \| 0.6343 \| 0.6343 \| nan \| 0.6343 \| 0.0 \| 0.6343 \| \| 0.0111 \| 422.0 \| 7174 \| 0.3927 \| 0.3113 \| 0.6226 \| 0.6226 \| nan \| 0.6226 \| 0.0 \| 0.6226 \| \| 0.0111 \| 423.0 \| 7191 \| 0.3859 \| 0.3161 \| 0.6322 \| 0.6322 \| nan \| 0.6322 \| 0.0 \| 0.6322 \| \| 0.0114 \| 424.0 \| 7208 \| 0.4033 \| 0.2949 \| 0.5898 \| 0.5898 \| nan \| 0.5898 \| 0.0 \| 0.5898 \| \| 0.0114 \| 425.0 \| 7225 \| 0.3905 \| 0.3066 \| 0.6132 \| 0.6132 \| nan \| 0.6132 \| 0.0 \| 0.6132 \| \| 0.0114 \| 426.0 \| 7242 \| 0.4054 \| 0.3013 \| 0.6026 \| 0.6026 \| nan \| 0.6026 \| 0.0 \| 0.6026 \| \| 0.0114 \| 427.0 \| 7259 \| 0.3976 \| 0.2998 \| 0.5995 \| 0.5995 \| nan \| 0.5995 \| 0.0 \| 0.5995 \| \| 0.0114 \| 428.0 \| 7276 \| 0.4032 \| 0.2969 \| 0.5938 \| 0.5938 \| nan \| 0.5938 \| 0.0 \| 0.5938 \| \| 0.0114 \| 429.0 \| 7293 \| 0.3856 \| 0.3159 \| 0.6317 \| 0.6317 \| nan \| 0.6317 \| 0.0 \| 0.6317 \| \| 0.0107 \| 430.0 \| 7310 \| 0.4234 \| 0.2856 \| 0.5712 \| 0.5712 \| nan \| 0.5712 \| 0.0 \| 0.5712 \| \| 0.0107 \| 431.0 \| 7327 \| 0.3784 \| 0.3183 \| 0.6365 \| 0.6365 \| nan \| 0.6365 \| 0.0 \| 0.6365 \| \| 0.0107 \| 432.0 \| 7344 \| 0.4185 \| 0.2906 \| 0.5812 \| 0.5812 \| nan \| 0.5812 \| 0.0 \| 0.5812 \| \| 0.0107 \| 433.0 \| 7361 \| 0.4295 \| 0.2887 \| 0.5773 \| 0.5773 \| nan \| 0.5773 \| 0.0 \| 0.5773 \| \| 0.0107 \| 434.0 \| 7378 \| 0.3991 \| 0.3034 \| 0.6068 \| 0.6068 \| nan \| 0.6068 \| 0.0 \| 0.6068 \| \| 0.0107 \| 435.0 \| 7395 \| 0.3924 \| 0.3143 \| 0.6285 \| 0.6285 \| nan \| 0.6285 \| 0.0 \| 0.6285 \| \| 0.0104 \| 436.0 \| 7412 \| 0.4117 \| 0.3069 \| 0.6138 \| 0.6138 \| nan \| 0.6138 \| 0.0 \| 0.6138 \| \| 0.0104 \| 437.0 \| 7429 \| 0.3965 \| 0.3102 \| 0.6203 \| 0.6203 \| nan \| 0.6203 \| 0.0 \| 0.6203 \| \| 0.0104 \| 438.0 \| 7446 \| 0.4059 \| 0.3076 \| 0.6153 \| 0.6153 \| nan \| 0.6153 \| 0.0 \| 0.6153 \| \| 0.0104 \| 439.0 \| 7463 \| 0.4026 \| 0.3072 \| 0.6144 \| 0.6144 \| nan \| 0.6144 \| 0.0 \| 0.6144 \| \| 0.0104 \| 440.0 \| 7480 \| 0.3962 \| 0.3115 \| 0.6229 \| 0.6229 \| nan \| 0.6229 \| 0.0 \| 0.6229 \| \| 0.0104 \| 441.0 \| 7497 \| 0.3985 \| 0.3039 \| 0.6077 \| 0.6077 \| nan \| 0.6077 \| 0.0 \| 0.6077 \| \| 0.0108 \| 442.0 \| 7514 \| 0.3926 \| 0.3166 \| 0.6332 \| 0.6332 \| nan \| 0.6332 \| 0.0 \| 0.6332 \| \| 0.0108 \| 443.0 \| 7531 \| 0.3894 \| 0.3161 \| 0.6323 \| 0.6323 \| nan \| 0.6323 \| 0.0 \| 0.6323 \| \| 0.0108 \| 444.0 \| 7548 \| 0.4121 \| 0.3083 \| 0.6166 \| 0.6166 \| nan \| 0.6166 \| 0.0 \| 0.6166 \| \| 0.0108 \| 445.0 \| 7565 \| 0.4097 \| 0.3075 \| 0.6150 \| 0.6150 \| nan \| 0.6150 \| 0.0 \| 0.6150 \| \| 0.0108 \| 446.0 \| 7582 \| 0.4162 \| 0.3075 \| 0.6150 \| 0.6150 \| nan \| 0.6150 \| 0.0 \| 0.6150 \| \| 0.0108 \| 447.0 \| 7599 \| 0.4119 \| 0.3048 \| 0.6097 \| 0.6097 \| nan \| 0.6097 \| 0.0 \| 0.6097 \| \| 0.0108 \| 448.0 \| 7616 \| 0.4082 \| 0.3072 \| 0.6144 \| 0.6144 \| nan \| 0.6144 \| 0.0 \| 0.6144 \| \| 0.0108 \| 449.0 \| 7633 \| 0.3888 \| 0.3153 \| 0.6307 \| 0.6307 \| nan \| 0.6307 \| 0.0 \| 0.6307 \| \| 0.0108 \| 450.0 \| 7650 \| 0.3877 \| 0.3159 \| 0.6318 \| 0.6318 \| nan \| 0.6318 \| 0.0 \| 0.6318 \| \| 0.0108 \| 451.0 \| 7667 \| 0.3793 \| 0.3185 \| 0.6370 \| 0.6370 \| nan \| 0.6370 \| 0.0 \| 0.6370 \| \| 0.0108 \| 452.0 \| 7684 \| 0.4008 \| 0.3073 \| 0.6146 \| 0.6146 \| nan \| 0.6146 \| 0.0 \| 0.6146 \| \| 0.0107 \| 453.0 \| 7701 \| 0.4087 \| 0.3082 \| 0.6163 \| 0.6163 \| nan \| 0.6163 \| 0.0 \| 0.6163 \| \| 0.0107 \| 454.0 \| 7718 \| 0.3860 \| 0.3167 \| 0.6334 \| 0.6334 \| nan \| 0.6334 \| 0.0 \| 0.6334 \| \| 0.0107 \| 455.0 \| 7735 \| 0.3681 \| 0.3211 \| 0.6422 \| 0.6422 \| nan \| 0.6422 \| 0.0 \| 0.6422 \| \| 0.0107 \| 456.0 \| 7752 \| 0.4282 \| 0.2851 \| 0.5701 \| 0.5701 \| nan \| 0.5701 \| 0.0 \| 0.5701 \| \| 0.0107 \| 457.0 \| 7769 \| 0.4037 \| 0.3032 \| 0.6063 \| 0.6063 \| nan \| 0.6063 \| 0.0 \| 0.6063 \| \| 0.0107 \| 458.0 \| 7786 \| 0.4016 \| 0.3133 \| 0.6266 \| 0.6266 \| nan \| 0.6266 \| 0.0 \| 0.6266 \| \| 0.0101 \| 459.0 \| 7803 \| 0.4082 \| 0.3082 \| 0.6164 \| 0.6164 \| nan \| 0.6164 \| 0.0 \| 0.6164 \| \| 0.0101 \| 460.0 \| 7820 \| 0.3902 \| 0.3100 \| 0.6199 \| 0.6199 \| nan \| 0.6199 \| 0.0 \| 0.6199 \| \| 0.0101 \| 461.0 \| 7837 \| 0.4145 \| 0.3007 \| 0.6014 \| 0.6014 \| nan \| 0.6014 \| 0.0 \| 0.6014 \| \| 0.0101 \| 462.0 \| 7854 \| 0.4340 \| 0.2965 \| 0.5930 \| 0.5930 \| nan \| 0.5930 \| 0.0 \| 0.5930 \| \| 0.0101 \| 463.0 \| 7871 \| 0.4007 \| 0.3137 \| 0.6274 \| 0.6274 \| nan \| 0.6274 \| 0.0 \| 0.6274 \| \| 0.0101 \| 464.0 \| 7888 \| 0.4244 \| 0.3032 \| 0.6064 \| 0.6064 \| nan \| 0.6064 \| 0.0 \| 0.6064 \| \| 0.0097 \| 465.0 \| 7905 \| 0.4109 \| 0.3110 \| 0.6220 \| 0.6220 \| nan \| 0.6220 \| 0.0 \| 0.6220 \| \| 0.0097 \| 466.0 \| 7922 \| 0.4293 \| 0.2954 \| 0.5908 \| 0.5908 \| nan \| 0.5908 \| 0.0 \| 0.5908 \| \| 0.0097 \| 467.0 \| 7939 \| 0.3987 \| 0.3122 \| 0.6245 \| 0.6245 \| nan \| 0.6245 \| 0.0 \| 0.6245 \| \| 0.0097 \| 468.0 \| 7956 \| 0.4166 \| 0.3052 \| 0.6104 \| 0.6104 \| nan \| 0.6104 \| 0.0 \| 0.6104 \| \| 0.0097 \| 469.0 \| 7973 \| 0.3970 \| 0.3126 \| 0.6252 \| 0.6252 \| nan \| 0.6252 \| 0.0 \| 0.6252 \| \| 0.0097 \| 470.0 \| 7990 \| 0.4261 \| 0.3053 \| 0.6107 \| 0.6107 \| nan \| 0.6107 \| 0.0 \| 0.6107 \| \| 0.0097 \| 471.0 \| 8007 \| 0.4088 \| 0.3096 \| 0.6192 \| 0.6192 \| nan \| 0.6192 \| 0.0 \| 0.6192 \| \| 0.0097 \| 472.0 \| 8024 \| 0.4416 \| 0.2973 \| 0.5947 \| 0.5947 \| nan \| 0.5947 \| 0.0 \| 0.5947 \| \| 0.0097 \| 473.0 \| 8041 \| 0.4242 \| 0.3044 \| 0.6087 \| 0.6087 \| nan \| 0.6087 \| 0.0 \| 0.6087 \| \| 0.0097 \| 474.0 \| 8058 \| 0.4208 \| 0.3052 \| 0.6105 \| 0.6105 \| nan \| 0.6105 \| 0.0 \| 0.6105 \| \| 0.0097 \| 475.0 \| 8075 \| 0.4447 \| 0.2909 \| 0.5818 \| 0.5818 \| nan \| 0.5818 \| 0.0 \| 0.5818 \| \| 0.0097 \| 476.0 \| 8092 \| 0.4183 \| 0.3048 \| 0.6096 \| 0.6096 \| nan \| 0.6096 \| 0.0 \| 0.6096 \| \| 0.0111 \| 477.0 \| 8109 \| 0.4212 \| 0.3041 \| 0.6083 \| 0.6083 \| nan \| 0.6083 \| 0.0 \| 0.6083 \| \| 0.0111 \| 478.0 \| 8126 \| 0.4192 \| 0.3073 \| 0.6146 \| 0.6146 \| nan \| 0.6146 \| 0.0 \| 0.6146 \| \| 0.0111 \| 479.0 \| 8143 \| 0.4171 \| 0.3075 \| 0.6151 \| 0.6151 \| nan \| 0.6151 \| 0.0 \| 0.6151 \| \| 0.0111 \| 480.0 \| 8160 \| 0.4600 \| 0.2892 \| 0.5784 \| 0.5784 \| nan \| 0.5784 \| 0.0 \| 0.5784 \| \| 0.0111 \| 481.0 \| 8177 \| 0.4066 \| 0.3174 \| 0.6349 \| 0.6349 \| nan \| 0.6349 \| 0.0 \| 0.6349 \| \| 0.0111 \| 482.0 \| 8194 \| 0.4315 \| 0.2964 \| 0.5928 \| 0.5928 \| nan \| 0.5928 \| 0.0 \| 0.5928 \| \| 0.0099 \| 483.0 \| 8211 \| 0.4249 \| 0.3095 \| 0.6191 \| 0.6191 \| nan \| 0.6191 \| 0.0 \| 0.6191 \| \| 0.0099 \| 484.0 \| 8228 \| 0.4291 \| 0.3082 \| 0.6165 \| 0.6165 \| nan \| 0.6165 \| 0.0 \| 0.6165 \| \| 0.0099 \| 485.0 \| 8245 \| 0.4392 \| 0.2976 \| 0.5952 \| 0.5952 \| nan \| 0.5952 \| 0.0 \| 0.5952 \| \| 0.0099 \| 486.0 \| 8262 \| 0.4413 \| 0.2836 \| 0.5672 \| 0.5672 \| nan \| 0.5672 \| 0.0 \| 0.5672 \| \| 0.0099 \| 487.0 \| 8279 \| 0.4317 \| 0.2995 \| 0.5990 \| 0.5990 \| nan \| 0.5990 \| 0.0 \| 0.5990 \| \| 0.0099 \| 488.0 \| 8296 \| 0.4282 \| 0.2986 \| 0.5972 \| 0.5972 \| nan \| 0.5972 \| 0.0 \| 0.5972 \| \| 0.0099 \| 489.0 \| 8313 \| 0.4248 \| 0.3041 \| 0.6082 \| 0.6082 \| nan \| 0.6082 \| 0.0 \| 0.6082 \| \| 0.0099 \| 490.0 \| 8330 \| 0.4262 \| 0.3002 \| 0.6004 \| 0.6004 \| nan \| 0.6004 \| 0.0 \| 0.6004 \| \| 0.0099 \| 491.0 \| 8347 \| 0.4397 \| 0.2947 \| 0.5894 \| 0.5894 \| nan \| 0.5894 \| 0.0 \| 0.5894 \| \| 0.0099 \| 492.0 \| 8364 \| 0.4129 \| 0.3096 \| 0.6192 \| 0.6192 \| nan \| 0.6192 \| 0.0 \| 0.6192 \| \| 0.0099 \| 493.0 \| 8381 \| 0.4445 \| 0.2948 \| 0.5896 \| 0.5896 \| nan \| 0.5896 \| 0.0 \| 0.5896 \| \| 0.0099 \| 494.0 \| 8398 \| 0.4180 \| 0.3067 \| 0.6134 \| 0.6134 \| nan \| 0.6134 \| 0.0 \| 0.6134 \| \| 0.0103 \| 495.0 \| 8415 \| 0.4037 \| 0.3168 \| 0.6335 \| 0.6335 \| nan \| 0.6335 \| 0.0 \| 0.6335 \| \| 0.0103 \| 496.0 \| 8432 \| 0.4360 \| 0.3011 \| 0.6021 \| 0.6021 \| nan \| 0.6021 \| 0.0 \| 0.6021 \| \| 0.0103 \| 497.0 \| 8449 \| 0.4089 \| 0.3125 \| 0.6251 \| 0.6251 \| nan \| 0.6251 \| 0.0 \| 0.6251 \| \| 0.0103 \| 498.0 \| 8466 \| 0.4218 \| 0.3041 \| 0.6083 \| 0.6083 \| nan \| 0.6083 \| 0.0 \| 0.6083 \| \| 0.0103 \| 499.0 \| 8483 \| 0.3990 \| 0.3191 \| 0.6382 \| 0.6382 \| nan \| 0.6382 \| 0.0 \| 0.6382 \| \| 0.0101 \| 500.0 \| 8500 \| 0.4184 \| 0.3125 \| 0.6250 \| 0.6250 \| nan \| 0.6250 \| 0.0 \| 0.6250 \| \| 0.0101 \| 501.0 \| 8517 \| 0.4406 \| 0.3017 \| 0.6035 \| 0.6035 \| nan \| 0.6035 \| 0.0 \| 0.6035 \| \| 0.0101 \| 502.0 \| 8534 \| 0.4314 \| 0.3074 \| 0.6148 \| 0.6148 \| nan \| 0.6148 \| 0.0 \| 0.6148 \| \| 0.0101 \| 503.0 \| 8551 \| 0.4136 \| 0.3128 \| 0.6256 \| 0.6256 \| nan \| 0.6256 \| 0.0 \| 0.6256 \| \| 0.0101 \| 504.0 \| 8568 \| 0.4214 \| 0.3107 \| 0.6214 \| 0.6214 \| nan \| 0.6214 \| 0.0 \| 0.6214 \| \| 0.0101 \| 505.0 \| 8585 \| 0.4371 \| 0.2995 \| 0.5990 \| 0.5990 \| nan \| 0.5990 \| 0.0 \| 0.5990 \| \| 0.0099 \| 506.0 \| 8602 \| 0.4210 \| 0.3147 \| 0.6293 \| 0.6293 \| nan \| 0.6293 \| 0.0 \| 0.6293 \| \| 0.0099 \| 507.0 \| 8619 \| 0.4172 \| 0.3103 \| 0.6206 \| 0.6206 \| nan \| 0.6206 \| 0.0 \| 0.6206 \| \| 0.0099 \| 508.0 \| 8636 \| 0.4155 \| 0.3151 \| 0.6301 \| 0.6301 \| nan \| 0.6301 \| 0.0 \| 0.6301 \| \| 0.0099 \| 509.0 \| 8653 \| 0.4213 \| 0.3067 \| 0.6135 \| 0.6135 \| nan \| 0.6135 \| 0.0 \| 0.6135 \| \| 0.0099 \| 510.0 \| 8670 \| 0.4401 \| 0.3030 \| 0.6059 \| 0.6059 \| nan \| 0.6059 \| 0.0 \| 0.6059 \| \| 0.0099 \| 511.0 \| 8687 \| 0.4233 \| 0.3088 \| 0.6176 \| 0.6176 \| nan \| 0.6176 \| 0.0 \| 0.6176 \| \| 0.0105 \| 512.0 \| 8704 \| 0.4015 \| 0.3178 \| 0.6356 \| 0.6356 \| nan \| 0.6356 \| 0.0 \| 0.6356 \| \| 0.0105 \| 513.0 \| 8721 \| 0.4135 \| 0.3101 \| 0.6201 \| 0.6201 \| nan \| 0.6201 \| 0.0 \| 0.6201 \| \| 0.0105 \| 514.0 \| 8738 \| 0.4162 \| 0.3125 \| 0.6250 \| 0.6250 \| nan \| 0.6250 \| 0.0 \| 0.6250 \| \| 0.0105 \| 515.0 \| 8755 \| 0.4336 \| 0.3040 \| 0.6079 \| 0.6079 \| nan \| 0.6079 \| 0.0 \| 0.6079 \| \| 0.0105 \| 516.0 \| 8772 \| 0.4240 \| 0.3051 \| 0.6102 \| 0.6102 \| nan \| 0.6102 \| 0.0 \| 0.6102 \| \| 0.0105 \| 517.0 \| 8789 \| 0.4076 \| 0.3139 \| 0.6278 \| 0.6278 \| nan \| 0.6278 \| 0.0 \| 0.6278 \| \| 0.0098 \| 518.0 \| 8806 \| 0.4194 \| 0.3094 \| 0.6188 \| 0.6188 \| nan \| 0.6188 \| 0.0 \| 0.6188 \| \| 0.0098 \| 519.0 \| 8823 \| 0.4239 \| 0.3107 \| 0.6214 \| 0.6214 \| nan \| 0.6214 \| 0.0 \| 0.6214 \| \| 0.0098 \| 520.0 \| 8840 \| 0.4383 \| 0.3038 \| 0.6077 \| 0.6077 \| nan \| 0.6077 \| 0.0 \| 0.6077 \| \| 0.0098 \| 521.0 \| 8857 \| 0.4425 \| 0.2987 \| 0.5974 \| 0.5974 \| nan \| 0.5974 \| 0.0 \| 0.5974 \| \| 0.0098 \| 522.0 \| 8874 \| 0.4407 \| 0.3054 \| 0.6108 \| 0.6108 \| nan \| 0.6108 \| 0.0 \| 0.6108 \| \| 0.0098 \| 523.0 \| 8891 \| 0.4355 \| 0.3058 \| 0.6116 \| 0.6116 \| nan \| 0.6116 \| 0.0 \| 0.6116 \| \| 0.0111 \| 524.0 \| 8908 \| 0.4116 \| 0.3131 \| 0.6262 \| 0.6262 \| nan \| 0.6262 \| 0.0 \| 0.6262 \| \| 0.0111 \| 525.0 \| 8925 \| 0.3992 \| 0.3193 \| 0.6387 \| 0.6387 \| nan \| 0.6387 \| 0.0 \| 0.6387 \| \| 0.0111 \| 526.0 \| 8942 \| 0.4194 \| 0.3090 \| 0.6181 \| 0.6181 \| nan \| 0.6181 \| 0.0 \| 0.6181 \| \| 0.0111 \| 527.0 \| 8959 \| 0.4150 \| 0.3094 \| 0.6188 \| 0.6188 \| nan \| 0.6188 \| 0.0 \| 0.6188 \| \| 0.0111 \| 528.0 \| 8976 \| 0.4173 \| 0.3119 \| 0.6238 \| 0.6238 \| nan \| 0.6238 \| 0.0 \| 0.6238 \| \| 0.0111 \| 529.0 \| 8993 \| 0.4068 \| 0.3142 \| 0.6284 \| 0.6284 \| nan \| 0.6284 \| 0.0 \| 0.6284 \| \| 0.0094 \| 530.0 \| 9010 \| 0.4142 \| 0.3106 \| 0.6212 \| 0.6212 \| nan \| 0.6212 \| 0.0 \| 0.6212 \| \| 0.0094 \| 531.0 \| 9027 \| 0.4024 \| 0.3167 \| 0.6335 \| 0.6335 \| nan \| 0.6335 \| 0.0 \| 0.6335 \| \| 0.0094 \| 532.0 \| 9044 \| 0.4090 \| 0.3161 \| 0.6322 \| 0.6322 \| nan \| 0.6322 \| 0.0 \| 0.6322 \| \| 0.0094 \| 533.0 \| 9061 \| 0.4152 \| 0.3138 \| 0.6275 \| 0.6275 \| nan \| 0.6275 \| 0.0 \| 0.6275 \| \| 0.0094 \| 534.0 \| 9078 \| 0.4090 \| 0.3162 \| 0.6325 \| 0.6325 \| nan \| 0.6325 \| 0.0 \| 0.6325 \| \| 0.0094 \| 535.0 \| 9095 \| 0.4307 \| 0.3008 \| 0.6016 \| 0.6016 \| nan \| 0.6016 \| 0.0 \| 0.6016 \| \| 0.0096 \| 536.0 \| 9112 \| 0.4160 \| 0.3097 \| 0.6193 \| 0.6193 \| nan \| 0.6193 \| 0.0 \| 0.6193 \| \| 0.0096 \| 537.0 \| 9129 \| 0.4251 \| 0.3118 \| 0.6236 \| 0.6236 \| nan \| 0.6236 \| 0.0 \| 0.6236 \| \| 0.0096 \| 538.0 \| 9146 \| 0.4290 \| 0.3082 \| 0.6164 \| 0.6164 \| nan \| 0.6164 \| 0.0 \| 0.6164 \| \| 0.0096 \| 539.0 \| 9163 \| 0.4146 \| 0.3167 \| 0.6334 \| 0.6334 \| nan \| 0.6334 \| 0.0 \| 0.6334 \| \| 0.0096 \| 540.0 \| 9180 \| 0.4129 \| 0.3172 \| 0.6343 \| 0.6343 \| nan \| 0.6343 \| 0.0 \| 0.6343 \| \| 0.0096 \| 541.0 \| 9197 \| 0.4263 \| 0.3117 \| 0.6235 \| 0.6235 \| nan \| 0.6235 \| 0.0 \| 0.6235 \| \| 0.0094 \| 542.0 \| 9214 \| 0.4300 \| 0.3029 \| 0.6058 \| 0.6058 \| nan \| 0.6058 \| 0.0 \| 0.6058 \| \| 0.0094 \| 543.0 \| 9231 \| 0.4269 \| 0.3073 \| 0.6146 \| 0.6146 \| nan \| 0.6146 \| 0.0 \| 0.6146 \| \| 0.0094 \| 544.0 \| 9248 \| 0.4189 \| 0.3094 \| 0.6187 \| 0.6187 \| nan \| 0.6187 \| 0.0 \| 0.6187 \| \| 0.0094 \| 545.0 \| 9265 \| 0.4332 \| 0.3026 \| 0.6051 \| 0.6051 \| nan \| 0.6051 \| 0.0 \| 0.6051 \| \| 0.0094 \| 546.0 \| 9282 \| 0.4467 \| 0.2979 \| 0.5958 \| 0.5958 \| nan \| 0.5958 \| 0.0 \| 0.5958 \| \| 0.0094 \| 547.0 \| 9299 \| 0.4374 \| 0.3061 \| 0.6123 \| 0.6123 \| nan \| 0.6123 \| 0.0 \| 0.6123 \| \| 0.0091 \| 548.0 \| 9316 \| 0.4544 \| 0.3011 \| 0.6022 \| 0.6022 \| nan \| 0.6022 \| 0.0 \| 0.6022 \| \| 0.0091 \| 549.0 \| 9333 \| 0.4334 \| 0.3091 \| 0.6182 \| 0.6182 \| nan \| 0.6182 \| 0.0 \| 0.6182 \| \| 0.0091 \| 550.0 \| 9350 \| 0.4388 \| 0.3090 \| 0.6180 \| 0.6180 \| nan \| 0.6180 \| 0.0 \| 0.6180 \| \| 0.0091 \| 551.0 \| 9367 \| 0.4288 \| 0.3101 \| 0.6203 \| 0.6203 \| nan \| 0.6203 \| 0.0 \| 0.6203 \| \| 0.0091 \| 552.0 \| 9384 \| 0.4325 \| 0.3087 \| 0.6174 \| 0.6174 \| nan \| 0.6174 \| 0.0 \| 0.6174 \| \| 0.0097 \| 553.0 \| 9401 \| 0.4342 \| 0.3069 \| 0.6138 \| 0.6138 \| nan \| 0.6138 \| 0.0 \| 0.6138 \| \| 0.0097 \| 554.0 \| 9418 \| 0.4279 \| 0.3067 \| 0.6133 \| 0.6133 \| nan \| 0.6133 \| 0.0 \| 0.6133 \| \| 0.0097 \| 555.0 \| 9435 \| 0.4192 \| 0.3115 \| 0.6230 \| 0.6230 \| nan \| 0.6230 \| 0.0 \| 0.6230 \| \| 0.0097 \| 556.0 \| 9452 \| 0.4240 \| 0.3130 \| 0.6259 \| 0.6259 \| nan \| 0.6259 \| 0.0 \| 0.6259 \| \| 0.0097 \| 557.0 \| 9469 \| 0.4238 \| 0.3152 \| 0.6303 \| 0.6303 \| nan \| 0.6303 \| 0.0 \| 0.6303 \| \| 0.0097 \| 558.0 \| 9486 \| 0.4146 \| 0.3145 \| 0.6290 \| 0.6290 \| nan \| 0.6290 \| 0.0 \| 0.6290 \| \| 0.0097 \| 559.0 \| 9503 \| 0.4234 \| 0.3160 \| 0.6320 \| 0.6320 \| nan \| 0.6320 \| 0.0 \| 0.6320 \| \| 0.0097 \| 560.0 \| 9520 \| 0.4238 \| 0.3083 \| 0.6165 \| 0.6165 \| nan \| 0.6165 \| 0.0 \| 0.6165 \| \| 0.0097 \| 561.0 \| 9537 \| 0.4251 \| 0.3055 \| 0.6111 \| 0.6111 \| nan \| 0.6111 \| 0.0 \| 0.6111 \| \| 0.0097 \| 562.0 \| 9554 \| 0.4217 \| 0.3088 \| 0.6175 \| 0.6175 \| nan \| 0.6175 \| 0.0 \| 0.6175 \| \| 0.0097 \| 563.0 \| 9571 \| 0.4218 \| 0.3069 \| 0.6139 \| 0.6139 \| nan \| 0.6139 \| 0.0 \| 0.6139 \| \| 0.0097 \| 564.0 \| 9588 \| 0.4234 \| 0.3081 \| 0.6162 \| 0.6162 \| nan \| 0.6162 \| 0.0 \| 0.6162 \| \| 0.0089 \| 565.0 \| 9605 \| 0.4242 \| 0.3043 \| 0.6086 \| 0.6086 \| nan \| 0.6086 \| 0.0 \| 0.6086 \| \| 0.0089 \| 566.0 \| 9622 \| 0.4392 \| 0.3043 \| 0.6086 \| 0.6086 \| nan \| 0.6086 \| 0.0 \| 0.6086 \| \| 0.0089 \| 567.0 \| 9639 \| 0.4301 \| 0.3066 \| 0.6133 \| 0.6133 \| nan \| 0.6133 \| 0.0 \| 0.6133 \| \| 0.0089 \| 568.0 \| 9656 \| 0.4300 \| 0.3075 \| 0.6150 \| 0.6150 \| nan \| 0.6150 \| 0.0 \| 0.6150 \| \| 0.0089 \| 569.0 \| 9673 \| 0.4263 \| 0.3081 \| 0.6162 \| 0.6162 \| nan \| 0.6162 \| 0.0 \| 0.6162 \| \| 0.0089 \| 570.0 \| 9690 \| 0.4302 \| 0.3079 \| 0.6159 \| 0.6159 \| nan \| 0.6159 \| 0.0 \| 0.6159 \| \| 0.0089 \| 571.0 \| 9707 \| 0.4338 \| 0.3061 \| 0.6122 \| 0.6122 \| nan \| 0.6122 \| 0.0 \| 0.6122 \| \| 0.0089 \| 572.0 \| 9724 \| 0.4309 \| 0.3053 \| 0.6105 \| 0.6105 \| nan \| 0.6105 \| 0.0 \| 0.6105 \| \| 0.0089 \| 573.0 \| 9741 \| 0.4282 \| 0.3086 \| 0.6172 \| 0.6172 \| nan \| 0.6172 \| 0.0 \| 0.6172 \| \| 0.0089 \| 574.0 \| 9758 \| 0.4399 \| 0.3007 \| 0.6013 \| 0.6013 \| nan \| 0.6013 \| 0.0 \| 0.6013 \| \| 0.0089 \| 575.0 \| 9775 \| 0.4371 \| 0.3050 \| 0.6100 \| 0.6100 \| nan \| 0.6100 \| 0.0 \| 0.6100 \| \| 0.0089 \| 576.0 \| 9792 \| 0.4344 \| 0.3053 \| 0.6106 \| 0.6106 \| nan \| 0.6106 \| 0.0 \| 0.6106 \| \| 0.0089 \| 577.0 \| 9809 \| 0.4336 \| 0.3069 \| 0.6137 \| 0.6137 \| nan \| 0.6137 \| 0.0 \| 0.6137 \| \| 0.0089 \| 578.0 \| 9826 \| 0.4437 \| 0.3015 \| 0.6030 \| 0.6030 \| nan \| 0.6030 \| 0.0 \| 0.6030 \| \| 0.0089 \| 579.0 \| 9843 \| 0.4390 \| 0.3007 \| 0.6014 \| 0.6014 \| nan \| 0.6014 \| 0.0 \| 0.6014 \| \| 0.0089 \| 580.0 \| 9860 \| 0.4377 \| 0.3007 \| 0.6013 \| 0.6013 \| nan \| 0.6013 \| 0.0 \| 0.6013 \| \| 0.0089 \| 581.0 \| 9877 \| 0.4508 \| 0.3004 \| 0.6008 \| 0.6008 \| nan \| 0.6008 \| 0.0 \| 0.6008 \| \| 0.0089 \| 582.0 \| 9894 \| 0.4440 \| 0.3018 \| 0.6035 \| 0.6035 \| nan \| 0.6035 \| 0.0 \| 0.6035 \| \| 0.0087 \| 583.0 \| 9911 \| 0.4406 \| 0.3015 \| 0.6029 \| 0.6029 \| nan \| 0.6029 \| 0.0 \| 0.6029 \| \| 0.0087 \| 584.0 \| 9928 \| 0.4355 \| 0.3040 \| 0.6080 \| 0.6080 \| nan \| 0.6080 \| 0.0 \| 0.6080 \| \| 0.0087 \| 585.0 \| 9945 \| 0.4343 \| 0.3042 \| 0.6083 \| 0.6083 \| nan \| 0.6083 \| 0.0 \| 0.6083 \| \| 0.0087 \| 586.0 \| 9962 \| 0.4317 \| 0.3050 \| 0.6100 \| 0.6100 \| nan \| 0.6100 \| 0.0 \| 0.6100 \| \| 0.0087 \| 587.0 \| 9979 \| 0.4369 \| 0.3048 \| 0.6097 \| 0.6097 \| nan \| 0.6097 \| 0.0 \| 0.6097 \| \| 0.0087 \| 588.0 \| 9996 \| 0.4315 \| 0.3057 \| 0.6113 \| 0.6113 \| nan \| 0.6113 \| 0.0 \| 0.6113 \| \| 0.0083 \| 588.24 \| 10000 \| 0.4306 \| 0.3057 \| 0.6114 \| 0.6114 \| nan \| 0.6114 \| 0.0 \| 0.6114 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.0 - Datasets 2.14.4 - Tokenizers 0.15.1	[ "background", "biofilm" ]
heroza/segformer-finetuned-biofilm-rotate	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-finetuned-biofilm-rotate This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm dataset. It achieves the following results on the evaluation set: - Loss: 0.3313 - Mean Iou: 0.2721 - Mean Accuracy: 0.5443 - Overall Accuracy: 0.5443 - Accuracy Background: nan - Accuracy Biofilm: 0.5443 - Iou Background: 0.0 - Iou Biofilm: 0.5443 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Background \| Accuracy Biofilm \| Iou Background \| Iou Biofilm \| \|:-------------:\|:------:\|:-----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------------:\|:----------------:\|:--------------:\|:-----------:\| \| No log \| 1.0 \| 17 \| 0.6491 \| 0.4946 \| 0.9892 \| 0.9892 \| nan \| 0.9892 \| 0.0 \| 0.9892 \| \| No log \| 2.0 \| 34 \| 0.5440 \| 0.2663 \| 0.5326 \| 0.5326 \| nan \| 0.5326 \| 0.0 \| 0.5326 \| \| No log \| 3.0 \| 51 \| 0.4208 \| 0.4024 \| 0.8047 \| 0.8047 \| nan \| 0.8047 \| 0.0 \| 0.8047 \| \| No log \| 4.0 \| 68 \| 0.4031 \| 0.4695 \| 0.9390 \| 0.9390 \| nan \| 0.9390 \| 0.0 \| 0.9390 \| \| No log \| 5.0 \| 85 \| 0.3293 \| 0.4540 \| 0.9080 \| 0.9080 \| nan \| 0.9080 \| 0.0 \| 0.9080 \| \| 0.4917 \| 6.0 \| 102 \| 0.3473 \| 0.1578 \| 0.3156 \| 0.3156 \| nan \| 0.3156 \| 0.0 \| 0.3156 \| \| 0.4917 \| 7.0 \| 119 \| 0.3239 \| 0.4025 \| 0.8049 \| 0.8049 \| nan \| 0.8049 \| 0.0 \| 0.8049 \| \| 0.4917 \| 8.0 \| 136 \| 0.2658 \| 0.1198 \| 0.2395 \| 0.2395 \| nan \| 0.2395 \| 0.0 \| 0.2395 \| \| 0.4917 \| 9.0 \| 153 \| 0.2909 \| 0.1984 \| 0.3968 \| 0.3968 \| nan \| 0.3968 \| 0.0 \| 0.3968 \| \| 0.4917 \| 10.0 \| 170 \| 0.2654 \| 0.0929 \| 0.1859 \| 0.1859 \| nan \| 0.1859 \| 0.0 \| 0.1859 \| \| 0.4917 \| 11.0 \| 187 \| 0.2326 \| 0.1465 \| 0.2930 \| 0.2930 \| nan \| 0.2930 \| 0.0 \| 0.2930 \| \| 0.3298 \| 12.0 \| 204 \| 0.2108 \| 0.0050 \| 0.0101 \| 0.0101 \| nan \| 0.0101 \| 0.0 \| 0.0101 \| \| 0.3298 \| 13.0 \| 221 \| 0.2199 \| 0.2079 \| 0.4159 \| 0.4159 \| nan \| 0.4159 \| 0.0 \| 0.4159 \| \| 0.3298 \| 14.0 \| 238 \| 0.2587 \| 0.0675 \| 0.1349 \| 0.1349 \| nan \| 0.1349 \| 0.0 \| 0.1349 \| \| 0.3298 \| 15.0 \| 255 \| 0.2212 \| 0.0008 \| 0.0015 \| 0.0015 \| nan \| 0.0015 \| 0.0 \| 0.0015 \| \| 0.3298 \| 16.0 \| 272 \| 0.2204 \| 0.0386 \| 0.0773 \| 0.0773 \| nan \| 0.0773 \| 0.0 \| 0.0773 \| \| 0.3298 \| 17.0 \| 289 \| 0.2156 \| 0.1523 \| 0.3045 \| 0.3045 \| nan \| 0.3045 \| 0.0 \| 0.3045 \| \| 0.293 \| 18.0 \| 306 \| 0.1899 \| 0.1790 \| 0.3580 \| 0.3580 \| nan \| 0.3580 \| 0.0 \| 0.3580 \| \| 0.293 \| 19.0 \| 323 \| 0.1904 \| 0.0179 \| 0.0358 \| 0.0358 \| nan \| 0.0358 \| 0.0 \| 0.0358 \| \| 0.293 \| 20.0 \| 340 \| 0.2290 \| 0.0019 \| 0.0039 \| 0.0039 \| nan \| 0.0039 \| 0.0 \| 0.0039 \| \| 0.293 \| 21.0 \| 357 \| 0.2555 \| 0.0007 \| 0.0014 \| 0.0014 \| nan \| 0.0014 \| 0.0 \| 0.0014 \| \| 0.293 \| 22.0 \| 374 \| 0.2480 \| 0.0398 \| 0.0795 \| 0.0795 \| nan \| 0.0795 \| 0.0 \| 0.0795 \| \| 0.293 \| 23.0 \| 391 \| 0.2425 \| 0.0167 \| 0.0335 \| 0.0335 \| nan \| 0.0335 \| 0.0 \| 0.0335 \| \| 0.2825 \| 24.0 \| 408 \| 0.2454 \| 0.0898 \| 0.1796 \| 0.1796 \| nan \| 0.1796 \| 0.0 \| 0.1796 \| \| 0.2825 \| 25.0 \| 425 \| 0.2084 \| 0.0696 \| 0.1392 \| 0.1392 \| nan \| 0.1392 \| 0.0 \| 0.1392 \| \| 0.2825 \| 26.0 \| 442 \| 0.2217 \| 0.1534 \| 0.3068 \| 0.3068 \| nan \| 0.3068 \| 0.0 \| 0.3068 \| \| 0.2825 \| 27.0 \| 459 \| 0.2154 \| 0.2021 \| 0.4042 \| 0.4042 \| nan \| 0.4042 \| 0.0 \| 0.4042 \| \| 0.2825 \| 28.0 \| 476 \| 0.2376 \| 0.1409 \| 0.2817 \| 0.2817 \| nan \| 0.2817 \| 0.0 \| 0.2817 \| \| 0.2825 \| 29.0 \| 493 \| 0.2192 \| 0.0043 \| 0.0085 \| 0.0085 \| nan \| 0.0085 \| 0.0 \| 0.0085 \| \| 0.2711 \| 30.0 \| 510 \| 0.2616 \| 0.0009 \| 0.0018 \| 0.0018 \| nan \| 0.0018 \| 0.0 \| 0.0018 \| \| 0.2711 \| 31.0 \| 527 \| 0.2384 \| 0.0057 \| 0.0113 \| 0.0113 \| nan \| 0.0113 \| 0.0 \| 0.0113 \| \| 0.2711 \| 32.0 \| 544 \| 0.2234 \| 0.0020 \| 0.0040 \| 0.0040 \| nan \| 0.0040 \| 0.0 \| 0.0040 \| \| 0.2711 \| 33.0 \| 561 \| 0.2541 \| 0.0031 \| 0.0062 \| 0.0062 \| nan \| 0.0062 \| 0.0 \| 0.0062 \| \| 0.2711 \| 34.0 \| 578 \| 0.2117 \| 0.0038 \| 0.0076 \| 0.0076 \| nan \| 0.0076 \| 0.0 \| 0.0076 \| \| 0.2711 \| 35.0 \| 595 \| 0.2220 \| 0.0486 \| 0.0972 \| 0.0972 \| nan \| 0.0972 \| 0.0 \| 0.0972 \| \| 0.2601 \| 36.0 \| 612 \| 0.2593 \| 0.0395 \| 0.0790 \| 0.0790 \| nan \| 0.0790 \| 0.0 \| 0.0790 \| \| 0.2601 \| 37.0 \| 629 \| 0.1984 \| 0.0318 \| 0.0636 \| 0.0636 \| nan \| 0.0636 \| 0.0 \| 0.0636 \| \| 0.2601 \| 38.0 \| 646 \| 0.2436 \| 0.0107 \| 0.0214 \| 0.0214 \| nan \| 0.0214 \| 0.0 \| 0.0214 \| \| 0.2601 \| 39.0 \| 663 \| 0.2185 \| 0.0918 \| 0.1836 \| 0.1836 \| nan \| 0.1836 \| 0.0 \| 0.1836 \| \| 0.2601 \| 40.0 \| 680 \| 0.2128 \| 0.0767 \| 0.1535 \| 0.1535 \| nan \| 0.1535 \| 0.0 \| 0.1535 \| \| 0.2601 \| 41.0 \| 697 \| 0.2212 \| 0.0000 \| 0.0000 \| 0.0000 \| nan \| 0.0000 \| 0.0 \| 0.0000 \| \| 0.2598 \| 42.0 \| 714 \| 0.2278 \| 0.0120 \| 0.0240 \| 0.0240 \| nan \| 0.0240 \| 0.0 \| 0.0240 \| \| 0.2598 \| 43.0 \| 731 \| 0.1814 \| 0.1555 \| 0.3110 \| 0.3110 \| nan \| 0.3110 \| 0.0 \| 0.3110 \| \| 0.2598 \| 44.0 \| 748 \| 0.2231 \| 0.2599 \| 0.5198 \| 0.5198 \| nan \| 0.5198 \| 0.0 \| 0.5198 \| \| 0.2598 \| 45.0 \| 765 \| 0.2102 \| 0.0236 \| 0.0472 \| 0.0472 \| nan \| 0.0472 \| 0.0 \| 0.0472 \| \| 0.2598 \| 46.0 \| 782 \| 0.1803 \| 0.2195 \| 0.4391 \| 0.4391 \| nan \| 0.4391 \| 0.0 \| 0.4391 \| \| 0.2598 \| 47.0 \| 799 \| 0.2072 \| 0.2830 \| 0.5660 \| 0.5660 \| nan \| 0.5660 \| 0.0 \| 0.5660 \| \| 0.2656 \| 48.0 \| 816 \| 0.2094 \| 0.0850 \| 0.1699 \| 0.1699 \| nan \| 0.1699 \| 0.0 \| 0.1699 \| \| 0.2656 \| 49.0 \| 833 \| 0.2121 \| 0.0486 \| 0.0973 \| 0.0973 \| nan \| 0.0973 \| 0.0 \| 0.0973 \| \| 0.2656 \| 50.0 \| 850 \| 0.2455 \| 0.0009 \| 0.0019 \| 0.0019 \| nan \| 0.0019 \| 0.0 \| 0.0019 \| \| 0.2656 \| 51.0 \| 867 \| 0.1855 \| 0.2052 \| 0.4103 \| 0.4103 \| nan \| 0.4103 \| 0.0 \| 0.4103 \| \| 0.2656 \| 52.0 \| 884 \| 0.2297 \| 0.2418 \| 0.4836 \| 0.4836 \| nan \| 0.4836 \| 0.0 \| 0.4836 \| \| 0.2596 \| 53.0 \| 901 \| 0.2201 \| 0.0473 \| 0.0946 \| 0.0946 \| nan \| 0.0946 \| 0.0 \| 0.0946 \| \| 0.2596 \| 54.0 \| 918 \| 0.2608 \| 0.2002 \| 0.4005 \| 0.4005 \| nan \| 0.4005 \| 0.0 \| 0.4005 \| \| 0.2596 \| 55.0 \| 935 \| 0.2198 \| 0.2096 \| 0.4192 \| 0.4192 \| nan \| 0.4192 \| 0.0 \| 0.4192 \| \| 0.2596 \| 56.0 \| 952 \| 0.2121 \| 0.2281 \| 0.4562 \| 0.4562 \| nan \| 0.4562 \| 0.0 \| 0.4562 \| \| 0.2596 \| 57.0 \| 969 \| 0.2081 \| 0.2658 \| 0.5316 \| 0.5316 \| nan \| 0.5316 \| 0.0 \| 0.5316 \| \| 0.2596 \| 58.0 \| 986 \| 0.1938 \| 0.2325 \| 0.4650 \| 0.4650 \| nan \| 0.4650 \| 0.0 \| 0.4650 \| \| 0.2538 \| 59.0 \| 1003 \| 0.2265 \| 0.1062 \| 0.2125 \| 0.2125 \| nan \| 0.2125 \| 0.0 \| 0.2125 \| \| 0.2538 \| 60.0 \| 1020 \| 0.2086 \| 0.1072 \| 0.2144 \| 0.2144 \| nan \| 0.2144 \| 0.0 \| 0.2144 \| \| 0.2538 \| 61.0 \| 1037 \| 0.2286 \| 0.0014 \| 0.0027 \| 0.0027 \| nan \| 0.0027 \| 0.0 \| 0.0027 \| \| 0.2538 \| 62.0 \| 1054 \| 0.2063 \| 0.0902 \| 0.1804 \| 0.1804 \| nan \| 0.1804 \| 0.0 \| 0.1804 \| \| 0.2538 \| 63.0 \| 1071 \| 0.1834 \| 0.1016 \| 0.2033 \| 0.2033 \| nan \| 0.2033 \| 0.0 \| 0.2033 \| \| 0.2538 \| 64.0 \| 1088 \| 0.2043 \| 0.1171 \| 0.2343 \| 0.2343 \| nan \| 0.2343 \| 0.0 \| 0.2343 \| \| 0.2574 \| 65.0 \| 1105 \| 0.2148 \| 0.0959 \| 0.1918 \| 0.1918 \| nan \| 0.1918 \| 0.0 \| 0.1918 \| \| 0.2574 \| 66.0 \| 1122 \| 0.2144 \| 0.1331 \| 0.2662 \| 0.2662 \| nan \| 0.2662 \| 0.0 \| 0.2662 \| \| 0.2574 \| 67.0 \| 1139 \| 0.2241 \| 0.0303 \| 0.0605 \| 0.0605 \| nan \| 0.0605 \| 0.0 \| 0.0605 \| \| 0.2574 \| 68.0 \| 1156 \| 0.2090 \| 0.0379 \| 0.0757 \| 0.0757 \| nan \| 0.0757 \| 0.0 \| 0.0757 \| \| 0.2574 \| 69.0 \| 1173 \| 0.1992 \| 0.1140 \| 0.2279 \| 0.2279 \| nan \| 0.2279 \| 0.0 \| 0.2279 \| \| 0.2574 \| 70.0 \| 1190 \| 0.2163 \| 0.0399 \| 0.0798 \| 0.0798 \| nan \| 0.0798 \| 0.0 \| 0.0798 \| \| 0.266 \| 71.0 \| 1207 \| 0.2189 \| 0.1292 \| 0.2584 \| 0.2584 \| nan \| 0.2584 \| 0.0 \| 0.2584 \| \| 0.266 \| 72.0 \| 1224 \| 0.2022 \| 0.1194 \| 0.2389 \| 0.2389 \| nan \| 0.2389 \| 0.0 \| 0.2389 \| \| 0.266 \| 73.0 \| 1241 \| 0.2252 \| 0.0960 \| 0.1919 \| 0.1919 \| nan \| 0.1919 \| 0.0 \| 0.1919 \| \| 0.266 \| 74.0 \| 1258 \| 0.2136 \| 0.2463 \| 0.4926 \| 0.4926 \| nan \| 0.4926 \| 0.0 \| 0.4926 \| \| 0.266 \| 75.0 \| 1275 \| 0.2170 \| 0.2326 \| 0.4652 \| 0.4652 \| nan \| 0.4652 \| 0.0 \| 0.4652 \| \| 0.266 \| 76.0 \| 1292 \| 0.1918 \| 0.0608 \| 0.1215 \| 0.1215 \| nan \| 0.1215 \| 0.0 \| 0.1215 \| \| 0.2428 \| 77.0 \| 1309 \| 0.1983 \| 0.0680 \| 0.1361 \| 0.1361 \| nan \| 0.1361 \| 0.0 \| 0.1361 \| \| 0.2428 \| 78.0 \| 1326 \| 0.1995 \| 0.1808 \| 0.3616 \| 0.3616 \| nan \| 0.3616 \| 0.0 \| 0.3616 \| \| 0.2428 \| 79.0 \| 1343 \| 0.1877 \| 0.1163 \| 0.2327 \| 0.2327 \| nan \| 0.2327 \| 0.0 \| 0.2327 \| \| 0.2428 \| 80.0 \| 1360 \| 0.2968 \| 0.0537 \| 0.1075 \| 0.1075 \| nan \| 0.1075 \| 0.0 \| 0.1075 \| \| 0.2428 \| 81.0 \| 1377 \| 0.1990 \| 0.1149 \| 0.2298 \| 0.2298 \| nan \| 0.2298 \| 0.0 \| 0.2298 \| \| 0.2428 \| 82.0 \| 1394 \| 0.2077 \| 0.1465 \| 0.2929 \| 0.2929 \| nan \| 0.2929 \| 0.0 \| 0.2929 \| \| 0.2453 \| 83.0 \| 1411 \| 0.1787 \| 0.1541 \| 0.3081 \| 0.3081 \| nan \| 0.3081 \| 0.0 \| 0.3081 \| \| 0.2453 \| 84.0 \| 1428 \| 0.2323 \| 0.2098 \| 0.4196 \| 0.4196 \| nan \| 0.4196 \| 0.0 \| 0.4196 \| \| 0.2453 \| 85.0 \| 1445 \| 0.2129 \| 0.0445 \| 0.0890 \| 0.0890 \| nan \| 0.0890 \| 0.0 \| 0.0890 \| \| 0.2453 \| 86.0 \| 1462 \| 0.1882 \| 0.1292 \| 0.2585 \| 0.2585 \| nan \| 0.2585 \| 0.0 \| 0.2585 \| \| 0.2453 \| 87.0 \| 1479 \| 0.2013 \| 0.2121 \| 0.4243 \| 0.4243 \| nan \| 0.4243 \| 0.0 \| 0.4243 \| \| 0.2453 \| 88.0 \| 1496 \| 0.1801 \| 0.1375 \| 0.2749 \| 0.2749 \| nan \| 0.2749 \| 0.0 \| 0.2749 \| \| 0.2485 \| 89.0 \| 1513 \| 0.2196 \| 0.0632 \| 0.1264 \| 0.1264 \| nan \| 0.1264 \| 0.0 \| 0.1264 \| \| 0.2485 \| 90.0 \| 1530 \| 0.1968 \| 0.1538 \| 0.3076 \| 0.3076 \| nan \| 0.3076 \| 0.0 \| 0.3076 \| \| 0.2485 \| 91.0 \| 1547 \| 0.2507 \| 0.0395 \| 0.0789 \| 0.0789 \| nan \| 0.0789 \| 0.0 \| 0.0789 \| \| 0.2485 \| 92.0 \| 1564 \| 0.2554 \| 0.0663 \| 0.1326 \| 0.1326 \| nan \| 0.1326 \| 0.0 \| 0.1326 \| \| 0.2485 \| 93.0 \| 1581 \| 0.2409 \| 0.0524 \| 0.1048 \| 0.1048 \| nan \| 0.1048 \| 0.0 \| 0.1048 \| \| 0.2485 \| 94.0 \| 1598 \| 0.2309 \| 0.0594 \| 0.1187 \| 0.1187 \| nan \| 0.1187 \| 0.0 \| 0.1187 \| \| 0.25 \| 95.0 \| 1615 \| 0.2298 \| 0.0287 \| 0.0575 \| 0.0575 \| nan \| 0.0575 \| 0.0 \| 0.0575 \| \| 0.25 \| 96.0 \| 1632 \| 0.2462 \| 0.0171 \| 0.0342 \| 0.0342 \| nan \| 0.0342 \| 0.0 \| 0.0342 \| \| 0.25 \| 97.0 \| 1649 \| 0.1916 \| 0.1401 \| 0.2802 \| 0.2802 \| nan \| 0.2802 \| 0.0 \| 0.2802 \| \| 0.25 \| 98.0 \| 1666 \| 0.2009 \| 0.1191 \| 0.2382 \| 0.2382 \| nan \| 0.2382 \| 0.0 \| 0.2382 \| \| 0.25 \| 99.0 \| 1683 \| 0.1919 \| 0.1463 \| 0.2925 \| 0.2925 \| nan \| 0.2925 \| 0.0 \| 0.2925 \| \| 0.228 \| 100.0 \| 1700 \| 0.2074 \| 0.0973 \| 0.1947 \| 0.1947 \| nan \| 0.1947 \| 0.0 \| 0.1947 \| \| 0.228 \| 101.0 \| 1717 \| 0.2056 \| 0.1028 \| 0.2056 \| 0.2056 \| nan \| 0.2056 \| 0.0 \| 0.2056 \| \| 0.228 \| 102.0 \| 1734 \| 0.2442 \| 0.1305 \| 0.2610 \| 0.2610 \| nan \| 0.2610 \| 0.0 \| 0.2610 \| \| 0.228 \| 103.0 \| 1751 \| 0.2191 \| 0.1274 \| 0.2548 \| 0.2548 \| nan \| 0.2548 \| 0.0 \| 0.2548 \| \| 0.228 \| 104.0 \| 1768 \| 0.2140 \| 0.1716 \| 0.3432 \| 0.3432 \| nan \| 0.3432 \| 0.0 \| 0.3432 \| \| 0.228 \| 105.0 \| 1785 \| 0.2546 \| 0.0878 \| 0.1757 \| 0.1757 \| nan \| 0.1757 \| 0.0 \| 0.1757 \| \| 0.2291 \| 106.0 \| 1802 \| 0.2470 \| 0.0828 \| 0.1656 \| 0.1656 \| nan \| 0.1656 \| 0.0 \| 0.1656 \| \| 0.2291 \| 107.0 \| 1819 \| 0.2151 \| 0.1512 \| 0.3023 \| 0.3023 \| nan \| 0.3023 \| 0.0 \| 0.3023 \| \| 0.2291 \| 108.0 \| 1836 \| 0.2209 \| 0.1071 \| 0.2141 \| 0.2141 \| nan \| 0.2141 \| 0.0 \| 0.2141 \| \| 0.2291 \| 109.0 \| 1853 \| 0.2625 \| 0.1998 \| 0.3996 \| 0.3996 \| nan \| 0.3996 \| 0.0 \| 0.3996 \| \| 0.2291 \| 110.0 \| 1870 \| 0.2118 \| 0.1976 \| 0.3953 \| 0.3953 \| nan \| 0.3953 \| 0.0 \| 0.3953 \| \| 0.2291 \| 111.0 \| 1887 \| 0.2072 \| 0.1656 \| 0.3312 \| 0.3312 \| nan \| 0.3312 \| 0.0 \| 0.3312 \| \| 0.2319 \| 112.0 \| 1904 \| 0.2222 \| 0.1318 \| 0.2636 \| 0.2636 \| nan \| 0.2636 \| 0.0 \| 0.2636 \| \| 0.2319 \| 113.0 \| 1921 \| 0.2471 \| 0.2344 \| 0.4688 \| 0.4688 \| nan \| 0.4688 \| 0.0 \| 0.4688 \| \| 0.2319 \| 114.0 \| 1938 \| 0.2505 \| 0.1842 \| 0.3683 \| 0.3683 \| nan \| 0.3683 \| 0.0 \| 0.3683 \| \| 0.2319 \| 115.0 \| 1955 \| 0.2175 \| 0.2156 \| 0.4312 \| 0.4312 \| nan \| 0.4312 \| 0.0 \| 0.4312 \| \| 0.2319 \| 116.0 \| 1972 \| 0.2778 \| 0.0776 \| 0.1553 \| 0.1553 \| nan \| 0.1553 \| 0.0 \| 0.1553 \| \| 0.2319 \| 117.0 \| 1989 \| 0.2454 \| 0.2054 \| 0.4107 \| 0.4107 \| nan \| 0.4107 \| 0.0 \| 0.4107 \| \| 0.222 \| 118.0 \| 2006 \| 0.2501 \| 0.1155 \| 0.2310 \| 0.2310 \| nan \| 0.2310 \| 0.0 \| 0.2310 \| \| 0.222 \| 119.0 \| 2023 \| 0.3035 \| 0.1813 \| 0.3626 \| 0.3626 \| nan \| 0.3626 \| 0.0 \| 0.3626 \| \| 0.222 \| 120.0 \| 2040 \| 0.2719 \| 0.1567 \| 0.3133 \| 0.3133 \| nan \| 0.3133 \| 0.0 \| 0.3133 \| \| 0.222 \| 121.0 \| 2057 \| 0.2543 \| 0.2737 \| 0.5474 \| 0.5474 \| nan \| 0.5474 \| 0.0 \| 0.5474 \| \| 0.222 \| 122.0 \| 2074 \| 0.2659 \| 0.2122 \| 0.4243 \| 0.4243 \| nan \| 0.4243 \| 0.0 \| 0.4243 \| \| 0.222 \| 123.0 \| 2091 \| 0.2127 \| 0.2019 \| 0.4037 \| 0.4037 \| nan \| 0.4037 \| 0.0 \| 0.4037 \| \| 0.2089 \| 124.0 \| 2108 \| 0.2300 \| 0.1729 \| 0.3457 \| 0.3457 \| nan \| 0.3457 \| 0.0 \| 0.3457 \| \| 0.2089 \| 125.0 \| 2125 \| 0.2870 \| 0.1275 \| 0.2549 \| 0.2549 \| nan \| 0.2549 \| 0.0 \| 0.2549 \| \| 0.2089 \| 126.0 \| 2142 \| 0.2698 \| 0.2329 \| 0.4658 \| 0.4658 \| nan \| 0.4658 \| 0.0 \| 0.4658 \| \| 0.2089 \| 127.0 \| 2159 \| 0.2802 \| 0.1134 \| 0.2267 \| 0.2267 \| nan \| 0.2267 \| 0.0 \| 0.2267 \| \| 0.2089 \| 128.0 \| 2176 \| 0.2714 \| 0.1207 \| 0.2414 \| 0.2414 \| nan \| 0.2414 \| 0.0 \| 0.2414 \| \| 0.2089 \| 129.0 \| 2193 \| 0.1979 \| 0.2663 \| 0.5326 \| 0.5326 \| nan \| 0.5326 \| 0.0 \| 0.5326 \| \| 0.2134 \| 130.0 \| 2210 \| 0.2470 \| 0.1767 \| 0.3535 \| 0.3535 \| nan \| 0.3535 \| 0.0 \| 0.3535 \| \| 0.2134 \| 131.0 \| 2227 \| 0.2505 \| 0.1823 \| 0.3646 \| 0.3646 \| nan \| 0.3646 \| 0.0 \| 0.3646 \| \| 0.2134 \| 132.0 \| 2244 \| 0.2410 \| 0.1187 \| 0.2374 \| 0.2374 \| nan \| 0.2374 \| 0.0 \| 0.2374 \| \| 0.2134 \| 133.0 \| 2261 \| 0.2589 \| 0.3439 \| 0.6878 \| 0.6878 \| nan \| 0.6878 \| 0.0 \| 0.6878 \| \| 0.2134 \| 134.0 \| 2278 \| 0.2190 \| 0.1989 \| 0.3978 \| 0.3978 \| nan \| 0.3978 \| 0.0 \| 0.3978 \| \| 0.2134 \| 135.0 \| 2295 \| 0.2255 \| 0.2328 \| 0.4656 \| 0.4656 \| nan \| 0.4656 \| 0.0 \| 0.4656 \| \| 0.2092 \| 136.0 \| 2312 \| 0.2862 \| 0.0826 \| 0.1653 \| 0.1653 \| nan \| 0.1653 \| 0.0 \| 0.1653 \| \| 0.2092 \| 137.0 \| 2329 \| 0.2085 \| 0.2020 \| 0.4040 \| 0.4040 \| nan \| 0.4040 \| 0.0 \| 0.4040 \| \| 0.2092 \| 138.0 \| 2346 \| 0.2282 \| 0.1294 \| 0.2588 \| 0.2588 \| nan \| 0.2588 \| 0.0 \| 0.2588 \| \| 0.2092 \| 139.0 \| 2363 \| 0.2711 \| 0.1300 \| 0.2601 \| 0.2601 \| nan \| 0.2601 \| 0.0 \| 0.2601 \| \| 0.2092 \| 140.0 \| 2380 \| 0.2506 \| 0.2050 \| 0.4099 \| 0.4099 \| nan \| 0.4099 \| 0.0 \| 0.4099 \| \| 0.2092 \| 141.0 \| 2397 \| 0.2267 \| 0.3171 \| 0.6342 \| 0.6342 \| nan \| 0.6342 \| 0.0 \| 0.6342 \| \| 0.1937 \| 142.0 \| 2414 \| 0.2317 \| 0.2426 \| 0.4852 \| 0.4852 \| nan \| 0.4852 \| 0.0 \| 0.4852 \| \| 0.1937 \| 143.0 \| 2431 \| 0.3155 \| 0.0977 \| 0.1954 \| 0.1954 \| nan \| 0.1954 \| 0.0 \| 0.1954 \| \| 0.1937 \| 144.0 \| 2448 \| 0.2711 \| 0.0961 \| 0.1922 \| 0.1922 \| nan \| 0.1922 \| 0.0 \| 0.1922 \| \| 0.1937 \| 145.0 \| 2465 \| 0.2565 \| 0.1274 \| 0.2548 \| 0.2548 \| nan \| 0.2548 \| 0.0 \| 0.2548 \| \| 0.1937 \| 146.0 \| 2482 \| 0.2543 \| 0.2181 \| 0.4363 \| 0.4363 \| nan \| 0.4363 \| 0.0 \| 0.4363 \| \| 0.1937 \| 147.0 \| 2499 \| 0.2905 \| 0.1449 \| 0.2899 \| 0.2899 \| nan \| 0.2899 \| 0.0 \| 0.2899 \| \| 0.2025 \| 148.0 \| 2516 \| 0.2257 \| 0.3653 \| 0.7305 \| 0.7305 \| nan \| 0.7305 \| 0.0 \| 0.7305 \| \| 0.2025 \| 149.0 \| 2533 \| 0.2660 \| 0.2417 \| 0.4834 \| 0.4834 \| nan \| 0.4834 \| 0.0 \| 0.4834 \| \| 0.2025 \| 150.0 \| 2550 \| 0.2909 \| 0.0975 \| 0.1950 \| 0.1950 \| nan \| 0.1950 \| 0.0 \| 0.1950 \| \| 0.2025 \| 151.0 \| 2567 \| 0.2291 \| 0.3155 \| 0.6310 \| 0.6310 \| nan \| 0.6310 \| 0.0 \| 0.6310 \| \| 0.2025 \| 152.0 \| 2584 \| 0.2618 \| 0.2125 \| 0.4250 \| 0.4250 \| nan \| 0.4250 \| 0.0 \| 0.4250 \| \| 0.183 \| 153.0 \| 2601 \| 0.2733 \| 0.2363 \| 0.4725 \| 0.4725 \| nan \| 0.4725 \| 0.0 \| 0.4725 \| \| 0.183 \| 154.0 \| 2618 \| 0.2596 \| 0.2089 \| 0.4178 \| 0.4178 \| nan \| 0.4178 \| 0.0 \| 0.4178 \| \| 0.183 \| 155.0 \| 2635 \| 0.2870 \| 0.2555 \| 0.5111 \| 0.5111 \| nan \| 0.5111 \| 0.0 \| 0.5111 \| \| 0.183 \| 156.0 \| 2652 \| 0.2710 \| 0.1855 \| 0.3710 \| 0.3710 \| nan \| 0.3710 \| 0.0 \| 0.3710 \| \| 0.183 \| 157.0 \| 2669 \| 0.3456 \| 0.0993 \| 0.1987 \| 0.1987 \| nan \| 0.1987 \| 0.0 \| 0.1987 \| \| 0.183 \| 158.0 \| 2686 \| 0.3287 \| 0.2023 \| 0.4046 \| 0.4046 \| nan \| 0.4046 \| 0.0 \| 0.4046 \| \| 0.1849 \| 159.0 \| 2703 \| 0.2926 \| 0.1432 \| 0.2864 \| 0.2864 \| nan \| 0.2864 \| 0.0 \| 0.2864 \| \| 0.1849 \| 160.0 \| 2720 \| 0.3561 \| 0.1573 \| 0.3146 \| 0.3146 \| nan \| 0.3146 \| 0.0 \| 0.3146 \| \| 0.1849 \| 161.0 \| 2737 \| 0.2810 \| 0.1436 \| 0.2871 \| 0.2871 \| nan \| 0.2871 \| 0.0 \| 0.2871 \| \| 0.1849 \| 162.0 \| 2754 \| 0.2787 \| 0.2072 \| 0.4143 \| 0.4143 \| nan \| 0.4143 \| 0.0 \| 0.4143 \| \| 0.1849 \| 163.0 \| 2771 \| 0.2966 \| 0.1829 \| 0.3658 \| 0.3658 \| nan \| 0.3658 \| 0.0 \| 0.3658 \| \| 0.1849 \| 164.0 \| 2788 \| 0.2576 \| 0.2423 \| 0.4846 \| 0.4846 \| nan \| 0.4846 \| 0.0 \| 0.4846 \| \| 0.1794 \| 165.0 \| 2805 \| 0.2185 \| 0.2233 \| 0.4467 \| 0.4467 \| nan \| 0.4467 \| 0.0 \| 0.4467 \| \| 0.1794 \| 166.0 \| 2822 \| 0.3368 \| 0.2262 \| 0.4524 \| 0.4524 \| nan \| 0.4524 \| 0.0 \| 0.4524 \| \| 0.1794 \| 167.0 \| 2839 \| 0.3581 \| 0.2073 \| 0.4147 \| 0.4147 \| nan \| 0.4147 \| 0.0 \| 0.4147 \| \| 0.1794 \| 168.0 \| 2856 \| 0.4226 \| 0.1623 \| 0.3247 \| 0.3247 \| nan \| 0.3247 \| 0.0 \| 0.3247 \| \| 0.1794 \| 169.0 \| 2873 \| 0.3233 \| 0.1828 \| 0.3656 \| 0.3656 \| nan \| 0.3656 \| 0.0 \| 0.3656 \| \| 0.1794 \| 170.0 \| 2890 \| 0.3204 \| 0.2153 \| 0.4306 \| 0.4306 \| nan \| 0.4306 \| 0.0 \| 0.4306 \| \| 0.169 \| 171.0 \| 2907 \| 0.2281 \| 0.2882 \| 0.5763 \| 0.5763 \| nan \| 0.5763 \| 0.0 \| 0.5763 \| \| 0.169 \| 172.0 \| 2924 \| 0.2558 \| 0.2409 \| 0.4819 \| 0.4819 \| nan \| 0.4819 \| 0.0 \| 0.4819 \| \| 0.169 \| 173.0 \| 2941 \| 0.2754 \| 0.2618 \| 0.5236 \| 0.5236 \| nan \| 0.5236 \| 0.0 \| 0.5236 \| \| 0.169 \| 174.0 \| 2958 \| 0.3380 \| 0.2744 \| 0.5487 \| 0.5487 \| nan \| 0.5487 \| 0.0 \| 0.5487 \| \| 0.169 \| 175.0 \| 2975 \| 0.2864 \| 0.3177 \| 0.6354 \| 0.6354 \| nan \| 0.6354 \| 0.0 \| 0.6354 \| \| 0.169 \| 176.0 \| 2992 \| 0.2854 \| 0.2293 \| 0.4585 \| 0.4585 \| nan \| 0.4585 \| 0.0 \| 0.4585 \| \| 0.1729 \| 177.0 \| 3009 \| 0.2953 \| 0.2935 \| 0.5869 \| 0.5869 \| nan \| 0.5869 \| 0.0 \| 0.5869 \| \| 0.1729 \| 178.0 \| 3026 \| 0.3370 \| 0.2409 \| 0.4817 \| 0.4817 \| nan \| 0.4817 \| 0.0 \| 0.4817 \| \| 0.1729 \| 179.0 \| 3043 \| 0.3281 \| 0.2118 \| 0.4236 \| 0.4236 \| nan \| 0.4236 \| 0.0 \| 0.4236 \| \| 0.1729 \| 180.0 \| 3060 \| 0.3026 \| 0.3254 \| 0.6509 \| 0.6509 \| nan \| 0.6509 \| 0.0 \| 0.6509 \| \| 0.1729 \| 181.0 \| 3077 \| 0.2984 \| 0.2977 \| 0.5954 \| 0.5954 \| nan \| 0.5954 \| 0.0 \| 0.5954 \| \| 0.1729 \| 182.0 \| 3094 \| 0.3041 \| 0.2327 \| 0.4654 \| 0.4654 \| nan \| 0.4654 \| 0.0 \| 0.4654 \| \| 0.172 \| 183.0 \| 3111 \| 0.2948 \| 0.2553 \| 0.5107 \| 0.5107 \| nan \| 0.5107 \| 0.0 \| 0.5107 \| \| 0.172 \| 184.0 \| 3128 \| 0.2554 \| 0.3115 \| 0.6230 \| 0.6230 \| nan \| 0.6230 \| 0.0 \| 0.6230 \| \| 0.172 \| 185.0 \| 3145 \| 0.2977 \| 0.2781 \| 0.5562 \| 0.5562 \| nan \| 0.5562 \| 0.0 \| 0.5562 \| \| 0.172 \| 186.0 \| 3162 \| 0.2913 \| 0.2651 \| 0.5301 \| 0.5301 \| nan \| 0.5301 \| 0.0 \| 0.5301 \| \| 0.172 \| 187.0 \| 3179 \| 0.3168 \| 0.2518 \| 0.5036 \| 0.5036 \| nan \| 0.5036 \| 0.0 \| 0.5036 \| \| 0.172 \| 188.0 \| 3196 \| 0.2975 \| 0.2676 \| 0.5353 \| 0.5353 \| nan \| 0.5353 \| 0.0 \| 0.5353 \| \| 0.159 \| 189.0 \| 3213 \| 0.2963 \| 0.2131 \| 0.4261 \| 0.4261 \| nan \| 0.4261 \| 0.0 \| 0.4261 \| \| 0.159 \| 190.0 \| 3230 \| 0.2924 \| 0.2395 \| 0.4789 \| 0.4789 \| nan \| 0.4789 \| 0.0 \| 0.4789 \| \| 0.159 \| 191.0 \| 3247 \| 0.3027 \| 0.2477 \| 0.4954 \| 0.4954 \| nan \| 0.4954 \| 0.0 \| 0.4954 \| \| 0.159 \| 192.0 \| 3264 \| 0.3043 \| 0.1703 \| 0.3407 \| 0.3407 \| nan \| 0.3407 \| 0.0 \| 0.3407 \| \| 0.159 \| 193.0 \| 3281 \| 0.2887 \| 0.3200 \| 0.6400 \| 0.6400 \| nan \| 0.6400 \| 0.0 \| 0.6400 \| \| 0.159 \| 194.0 \| 3298 \| 0.2783 \| 0.2350 \| 0.4700 \| 0.4700 \| nan \| 0.4700 \| 0.0 \| 0.4700 \| \| 0.1592 \| 195.0 \| 3315 \| 0.2669 \| 0.2813 \| 0.5626 \| 0.5626 \| nan \| 0.5626 \| 0.0 \| 0.5626 \| \| 0.1592 \| 196.0 \| 3332 \| 0.2656 \| 0.3217 \| 0.6434 \| 0.6434 \| nan \| 0.6434 \| 0.0 \| 0.6434 \| \| 0.1592 \| 197.0 \| 3349 \| 0.3389 \| 0.1936 \| 0.3871 \| 0.3871 \| nan \| 0.3871 \| 0.0 \| 0.3871 \| \| 0.1592 \| 198.0 \| 3366 \| 0.2633 \| 0.2050 \| 0.4099 \| 0.4099 \| nan \| 0.4099 \| 0.0 \| 0.4099 \| \| 0.1592 \| 199.0 \| 3383 \| 0.3457 \| 0.0964 \| 0.1928 \| 0.1928 \| nan \| 0.1928 \| 0.0 \| 0.1928 \| \| 0.1576 \| 200.0 \| 3400 \| 0.2908 \| 0.1821 \| 0.3642 \| 0.3642 \| nan \| 0.3642 \| 0.0 \| 0.3642 \| \| 0.1576 \| 201.0 \| 3417 \| 0.2671 \| 0.3178 \| 0.6357 \| 0.6357 \| nan \| 0.6357 \| 0.0 \| 0.6357 \| \| 0.1576 \| 202.0 \| 3434 \| 0.3280 \| 0.1998 \| 0.3996 \| 0.3996 \| nan \| 0.3996 \| 0.0 \| 0.3996 \| \| 0.1576 \| 203.0 \| 3451 \| 0.2785 \| 0.2141 \| 0.4282 \| 0.4282 \| nan \| 0.4282 \| 0.0 \| 0.4282 \| \| 0.1576 \| 204.0 \| 3468 \| 0.2971 \| 0.2845 \| 0.5689 \| 0.5689 \| nan \| 0.5689 \| 0.0 \| 0.5689 \| \| 0.1576 \| 205.0 \| 3485 \| 0.2968 \| 0.2329 \| 0.4657 \| 0.4657 \| nan \| 0.4657 \| 0.0 \| 0.4657 \| \| 0.157 \| 206.0 \| 3502 \| 0.3060 \| 0.2464 \| 0.4929 \| 0.4929 \| nan \| 0.4929 \| 0.0 \| 0.4929 \| \| 0.157 \| 207.0 \| 3519 \| 0.2595 \| 0.2686 \| 0.5372 \| 0.5372 \| nan \| 0.5372 \| 0.0 \| 0.5372 \| \| 0.157 \| 208.0 \| 3536 \| 0.2698 \| 0.3214 \| 0.6428 \| 0.6428 \| nan \| 0.6428 \| 0.0 \| 0.6428 \| \| 0.157 \| 209.0 \| 3553 \| 0.2948 \| 0.2280 \| 0.4559 \| 0.4559 \| nan \| 0.4559 \| 0.0 \| 0.4559 \| \| 0.157 \| 210.0 \| 3570 \| 0.2980 \| 0.2176 \| 0.4352 \| 0.4352 \| nan \| 0.4352 \| 0.0 \| 0.4352 \| \| 0.157 \| 211.0 \| 3587 \| 0.2861 \| 0.2187 \| 0.4373 \| 0.4373 \| nan \| 0.4373 \| 0.0 \| 0.4373 \| \| 0.1434 \| 212.0 \| 3604 \| 0.3446 \| 0.2353 \| 0.4707 \| 0.4707 \| nan \| 0.4707 \| 0.0 \| 0.4707 \| \| 0.1434 \| 213.0 \| 3621 \| 0.3187 \| 0.2485 \| 0.4969 \| 0.4969 \| nan \| 0.4969 \| 0.0 \| 0.4969 \| \| 0.1434 \| 214.0 \| 3638 \| 0.3061 \| 0.1583 \| 0.3166 \| 0.3166 \| nan \| 0.3166 \| 0.0 \| 0.3166 \| \| 0.1434 \| 215.0 \| 3655 \| 0.2549 \| 0.2670 \| 0.5340 \| 0.5340 \| nan \| 0.5340 \| 0.0 \| 0.5340 \| \| 0.1434 \| 216.0 \| 3672 \| 0.3060 \| 0.1895 \| 0.3789 \| 0.3789 \| nan \| 0.3789 \| 0.0 \| 0.3789 \| \| 0.1434 \| 217.0 \| 3689 \| 0.3153 \| 0.2082 \| 0.4164 \| 0.4164 \| nan \| 0.4164 \| 0.0 \| 0.4164 \| \| 0.1451 \| 218.0 \| 3706 \| 0.3294 \| 0.1930 \| 0.3861 \| 0.3861 \| nan \| 0.3861 \| 0.0 \| 0.3861 \| \| 0.1451 \| 219.0 \| 3723 \| 0.3456 \| 0.1969 \| 0.3937 \| 0.3937 \| nan \| 0.3937 \| 0.0 \| 0.3937 \| \| 0.1451 \| 220.0 \| 3740 \| 0.3473 \| 0.2066 \| 0.4131 \| 0.4131 \| nan \| 0.4131 \| 0.0 \| 0.4131 \| \| 0.1451 \| 221.0 \| 3757 \| 0.3622 \| 0.1527 \| 0.3054 \| 0.3054 \| nan \| 0.3054 \| 0.0 \| 0.3054 \| \| 0.1451 \| 222.0 \| 3774 \| 0.2897 \| 0.2220 \| 0.4440 \| 0.4440 \| nan \| 0.4440 \| 0.0 \| 0.4440 \| \| 0.1451 \| 223.0 \| 3791 \| 0.2994 \| 0.2304 \| 0.4608 \| 0.4608 \| nan \| 0.4608 \| 0.0 \| 0.4608 \| \| 0.1375 \| 224.0 \| 3808 \| 0.3409 \| 0.2108 \| 0.4217 \| 0.4217 \| nan \| 0.4217 \| 0.0 \| 0.4217 \| \| 0.1375 \| 225.0 \| 3825 \| 0.2812 \| 0.2281 \| 0.4563 \| 0.4563 \| nan \| 0.4563 \| 0.0 \| 0.4563 \| \| 0.1375 \| 226.0 \| 3842 \| 0.3334 \| 0.1589 \| 0.3177 \| 0.3177 \| nan \| 0.3177 \| 0.0 \| 0.3177 \| \| 0.1375 \| 227.0 \| 3859 \| 0.3048 \| 0.1709 \| 0.3418 \| 0.3418 \| nan \| 0.3418 \| 0.0 \| 0.3418 \| \| 0.1375 \| 228.0 \| 3876 \| 0.2630 \| 0.2817 \| 0.5634 \| 0.5634 \| nan \| 0.5634 \| 0.0 \| 0.5634 \| \| 0.1375 \| 229.0 \| 3893 \| 0.2691 \| 0.2624 \| 0.5248 \| 0.5248 \| nan \| 0.5248 \| 0.0 \| 0.5248 \| \| 0.1399 \| 230.0 \| 3910 \| 0.3146 \| 0.2119 \| 0.4238 \| 0.4238 \| nan \| 0.4238 \| 0.0 \| 0.4238 \| \| 0.1399 \| 231.0 \| 3927 \| 0.3266 \| 0.2281 \| 0.4562 \| 0.4562 \| nan \| 0.4562 \| 0.0 \| 0.4562 \| \| 0.1399 \| 232.0 \| 3944 \| 0.2803 \| 0.2128 \| 0.4257 \| 0.4257 \| nan \| 0.4257 \| 0.0 \| 0.4257 \| \| 0.1399 \| 233.0 \| 3961 \| 0.3186 \| 0.1755 \| 0.3510 \| 0.3510 \| nan \| 0.3510 \| 0.0 \| 0.3510 \| \| 0.1399 \| 234.0 \| 3978 \| 0.3260 \| 0.2842 \| 0.5684 \| 0.5684 \| nan \| 0.5684 \| 0.0 \| 0.5684 \| \| 0.1399 \| 235.0 \| 3995 \| 0.2499 \| 0.2933 \| 0.5865 \| 0.5865 \| nan \| 0.5865 \| 0.0 \| 0.5865 \| \| 0.1383 \| 236.0 \| 4012 \| 0.2513 \| 0.3022 \| 0.6045 \| 0.6045 \| nan \| 0.6045 \| 0.0 \| 0.6045 \| \| 0.1383 \| 237.0 \| 4029 \| 0.2540 \| 0.2647 \| 0.5294 \| 0.5294 \| nan \| 0.5294 \| 0.0 \| 0.5294 \| \| 0.1383 \| 238.0 \| 4046 \| 0.2556 \| 0.2910 \| 0.5819 \| 0.5819 \| nan \| 0.5819 \| 0.0 \| 0.5819 \| \| 0.1383 \| 239.0 \| 4063 \| 0.3014 \| 0.2602 \| 0.5204 \| 0.5204 \| nan \| 0.5204 \| 0.0 \| 0.5204 \| \| 0.1383 \| 240.0 \| 4080 \| 0.3226 \| 0.2828 \| 0.5657 \| 0.5657 \| nan \| 0.5657 \| 0.0 \| 0.5657 \| \| 0.1383 \| 241.0 \| 4097 \| 0.3104 \| 0.2216 \| 0.4433 \| 0.4433 \| nan \| 0.4433 \| 0.0 \| 0.4433 \| \| 0.1402 \| 242.0 \| 4114 \| 0.3064 \| 0.2022 \| 0.4043 \| 0.4043 \| nan \| 0.4043 \| 0.0 \| 0.4043 \| \| 0.1402 \| 243.0 \| 4131 \| 0.3102 \| 0.2474 \| 0.4948 \| 0.4948 \| nan \| 0.4948 \| 0.0 \| 0.4948 \| \| 0.1402 \| 244.0 \| 4148 \| 0.3111 \| 0.1980 \| 0.3959 \| 0.3959 \| nan \| 0.3959 \| 0.0 \| 0.3959 \| \| 0.1402 \| 245.0 \| 4165 \| 0.2855 \| 0.1529 \| 0.3058 \| 0.3058 \| nan \| 0.3058 \| 0.0 \| 0.3058 \| \| 0.1402 \| 246.0 \| 4182 \| 0.3074 \| 0.2577 \| 0.5153 \| 0.5153 \| nan \| 0.5153 \| 0.0 \| 0.5153 \| \| 0.1402 \| 247.0 \| 4199 \| 0.3092 \| 0.2768 \| 0.5536 \| 0.5536 \| nan \| 0.5536 \| 0.0 \| 0.5536 \| \| 0.1264 \| 248.0 \| 4216 \| 0.3088 \| 0.1942 \| 0.3884 \| 0.3884 \| nan \| 0.3884 \| 0.0 \| 0.3884 \| \| 0.1264 \| 249.0 \| 4233 \| 0.2747 \| 0.1947 \| 0.3893 \| 0.3893 \| nan \| 0.3893 \| 0.0 \| 0.3893 \| \| 0.1264 \| 250.0 \| 4250 \| 0.2704 \| 0.2057 \| 0.4113 \| 0.4113 \| nan \| 0.4113 \| 0.0 \| 0.4113 \| \| 0.1264 \| 251.0 \| 4267 \| 0.2978 \| 0.1714 \| 0.3429 \| 0.3429 \| nan \| 0.3429 \| 0.0 \| 0.3429 \| \| 0.1264 \| 252.0 \| 4284 \| 0.2956 \| 0.2498 \| 0.4996 \| 0.4996 \| nan \| 0.4996 \| 0.0 \| 0.4996 \| \| 0.1353 \| 253.0 \| 4301 \| 0.2768 \| 0.2896 \| 0.5792 \| 0.5792 \| nan \| 0.5792 \| 0.0 \| 0.5792 \| \| 0.1353 \| 254.0 \| 4318 \| 0.2869 \| 0.2312 \| 0.4623 \| 0.4623 \| nan \| 0.4623 \| 0.0 \| 0.4623 \| \| 0.1353 \| 255.0 \| 4335 \| 0.2842 \| 0.1583 \| 0.3166 \| 0.3166 \| nan \| 0.3166 \| 0.0 \| 0.3166 \| \| 0.1353 \| 256.0 \| 4352 \| 0.3431 \| 0.2210 \| 0.4420 \| 0.4420 \| nan \| 0.4420 \| 0.0 \| 0.4420 \| \| 0.1353 \| 257.0 \| 4369 \| 0.3069 \| 0.2283 \| 0.4566 \| 0.4566 \| nan \| 0.4566 \| 0.0 \| 0.4566 \| \| 0.1353 \| 258.0 \| 4386 \| 0.2795 \| 0.2780 \| 0.5561 \| 0.5561 \| nan \| 0.5561 \| 0.0 \| 0.5561 \| \| 0.1265 \| 259.0 \| 4403 \| 0.3347 \| 0.2459 \| 0.4918 \| 0.4918 \| nan \| 0.4918 \| 0.0 \| 0.4918 \| \| 0.1265 \| 260.0 \| 4420 \| 0.3672 \| 0.2193 \| 0.4387 \| 0.4387 \| nan \| 0.4387 \| 0.0 \| 0.4387 \| \| 0.1265 \| 261.0 \| 4437 \| 0.3719 \| 0.1405 \| 0.2811 \| 0.2811 \| nan \| 0.2811 \| 0.0 \| 0.2811 \| \| 0.1265 \| 262.0 \| 4454 \| 0.3195 \| 0.2337 \| 0.4674 \| 0.4674 \| nan \| 0.4674 \| 0.0 \| 0.4674 \| \| 0.1265 \| 263.0 \| 4471 \| 0.3230 \| 0.2314 \| 0.4629 \| 0.4629 \| nan \| 0.4629 \| 0.0 \| 0.4629 \| \| 0.1265 \| 264.0 \| 4488 \| 0.3368 \| 0.1698 \| 0.3396 \| 0.3396 \| nan \| 0.3396 \| 0.0 \| 0.3396 \| \| 0.1332 \| 265.0 \| 4505 \| 0.3739 \| 0.1499 \| 0.2997 \| 0.2997 \| nan \| 0.2997 \| 0.0 \| 0.2997 \| \| 0.1332 \| 266.0 \| 4522 \| 0.3427 \| 0.1565 \| 0.3130 \| 0.3130 \| nan \| 0.3130 \| 0.0 \| 0.3130 \| \| 0.1332 \| 267.0 \| 4539 \| 0.3554 \| 0.2425 \| 0.4849 \| 0.4849 \| nan \| 0.4849 \| 0.0 \| 0.4849 \| \| 0.1332 \| 268.0 \| 4556 \| 0.3735 \| 0.2991 \| 0.5982 \| 0.5982 \| nan \| 0.5982 \| 0.0 \| 0.5982 \| \| 0.1332 \| 269.0 \| 4573 \| 0.4082 \| 0.1446 \| 0.2891 \| 0.2891 \| nan \| 0.2891 \| 0.0 \| 0.2891 \| \| 0.1332 \| 270.0 \| 4590 \| 0.3387 \| 0.2346 \| 0.4692 \| 0.4692 \| nan \| 0.4692 \| 0.0 \| 0.4692 \| \| 0.123 \| 271.0 \| 4607 \| 0.3917 \| 0.1890 \| 0.3780 \| 0.3780 \| nan \| 0.3780 \| 0.0 \| 0.3780 \| \| 0.123 \| 272.0 \| 4624 \| 0.2797 \| 0.2426 \| 0.4851 \| 0.4851 \| nan \| 0.4851 \| 0.0 \| 0.4851 \| \| 0.123 \| 273.0 \| 4641 \| 0.2865 \| 0.2182 \| 0.4364 \| 0.4364 \| nan \| 0.4364 \| 0.0 \| 0.4364 \| \| 0.123 \| 274.0 \| 4658 \| 0.3293 \| 0.2521 \| 0.5043 \| 0.5043 \| nan \| 0.5043 \| 0.0 \| 0.5043 \| \| 0.123 \| 275.0 \| 4675 \| 0.3107 \| 0.2503 \| 0.5007 \| 0.5007 \| nan \| 0.5007 \| 0.0 \| 0.5007 \| \| 0.123 \| 276.0 \| 4692 \| 0.3368 \| 0.2822 \| 0.5643 \| 0.5643 \| nan \| 0.5643 \| 0.0 \| 0.5643 \| \| 0.1286 \| 277.0 \| 4709 \| 0.2964 \| 0.3203 \| 0.6407 \| 0.6407 \| nan \| 0.6407 \| 0.0 \| 0.6407 \| \| 0.1286 \| 278.0 \| 4726 \| 0.3057 \| 0.2225 \| 0.4450 \| 0.4450 \| nan \| 0.4450 \| 0.0 \| 0.4450 \| \| 0.1286 \| 279.0 \| 4743 \| 0.2776 \| 0.2709 \| 0.5419 \| 0.5419 \| nan \| 0.5419 \| 0.0 \| 0.5419 \| \| 0.1286 \| 280.0 \| 4760 \| 0.3269 \| 0.2786 \| 0.5572 \| 0.5572 \| nan \| 0.5572 \| 0.0 \| 0.5572 \| \| 0.1286 \| 281.0 \| 4777 \| 0.3058 \| 0.2262 \| 0.4524 \| 0.4524 \| nan \| 0.4524 \| 0.0 \| 0.4524 \| \| 0.1286 \| 282.0 \| 4794 \| 0.3323 \| 0.1948 \| 0.3895 \| 0.3895 \| nan \| 0.3895 \| 0.0 \| 0.3895 \| \| 0.1342 \| 283.0 \| 4811 \| 0.3188 \| 0.2706 \| 0.5412 \| 0.5412 \| nan \| 0.5412 \| 0.0 \| 0.5412 \| \| 0.1342 \| 284.0 \| 4828 \| 0.3092 \| 0.2618 \| 0.5237 \| 0.5237 \| nan \| 0.5237 \| 0.0 \| 0.5237 \| \| 0.1342 \| 285.0 \| 4845 \| 0.3399 \| 0.2109 \| 0.4218 \| 0.4218 \| nan \| 0.4218 \| 0.0 \| 0.4218 \| \| 0.1342 \| 286.0 \| 4862 \| 0.3178 \| 0.2207 \| 0.4414 \| 0.4414 \| nan \| 0.4414 \| 0.0 \| 0.4414 \| \| 0.1342 \| 287.0 \| 4879 \| 0.3436 \| 0.2178 \| 0.4355 \| 0.4355 \| nan \| 0.4355 \| 0.0 \| 0.4355 \| \| 0.1342 \| 288.0 \| 4896 \| 0.3030 \| 0.2447 \| 0.4894 \| 0.4894 \| nan \| 0.4894 \| 0.0 \| 0.4894 \| \| 0.1185 \| 289.0 \| 4913 \| 0.3302 \| 0.2330 \| 0.4661 \| 0.4661 \| nan \| 0.4661 \| 0.0 \| 0.4661 \| \| 0.1185 \| 290.0 \| 4930 \| 0.3160 \| 0.2552 \| 0.5104 \| 0.5104 \| nan \| 0.5104 \| 0.0 \| 0.5104 \| \| 0.1185 \| 291.0 \| 4947 \| 0.3155 \| 0.2848 \| 0.5695 \| 0.5695 \| nan \| 0.5695 \| 0.0 \| 0.5695 \| \| 0.1185 \| 292.0 \| 4964 \| 0.3424 \| 0.1753 \| 0.3506 \| 0.3506 \| nan \| 0.3506 \| 0.0 \| 0.3506 \| \| 0.1185 \| 293.0 \| 4981 \| 0.3149 \| 0.2005 \| 0.4009 \| 0.4009 \| nan \| 0.4009 \| 0.0 \| 0.4009 \| \| 0.1185 \| 294.0 \| 4998 \| 0.2866 \| 0.1823 \| 0.3645 \| 0.3645 \| nan \| 0.3645 \| 0.0 \| 0.3645 \| \| 0.1155 \| 295.0 \| 5015 \| 0.3073 \| 0.2477 \| 0.4953 \| 0.4953 \| nan \| 0.4953 \| 0.0 \| 0.4953 \| \| 0.1155 \| 296.0 \| 5032 \| 0.2826 \| 0.2851 \| 0.5702 \| 0.5702 \| nan \| 0.5702 \| 0.0 \| 0.5702 \| \| 0.1155 \| 297.0 \| 5049 \| 0.2784 \| 0.2746 \| 0.5492 \| 0.5492 \| nan \| 0.5492 \| 0.0 \| 0.5492 \| \| 0.1155 \| 298.0 \| 5066 \| 0.2835 \| 0.2276 \| 0.4551 \| 0.4551 \| nan \| 0.4551 \| 0.0 \| 0.4551 \| \| 0.1155 \| 299.0 \| 5083 \| 0.2785 \| 0.2320 \| 0.4641 \| 0.4641 \| nan \| 0.4641 \| 0.0 \| 0.4641 \| \| 0.1086 \| 300.0 \| 5100 \| 0.3382 \| 0.2130 \| 0.4259 \| 0.4259 \| nan \| 0.4259 \| 0.0 \| 0.4259 \| \| 0.1086 \| 301.0 \| 5117 \| 0.3075 \| 0.2475 \| 0.4949 \| 0.4949 \| nan \| 0.4949 \| 0.0 \| 0.4949 \| \| 0.1086 \| 302.0 \| 5134 \| 0.3114 \| 0.2302 \| 0.4604 \| 0.4604 \| nan \| 0.4604 \| 0.0 \| 0.4604 \| \| 0.1086 \| 303.0 \| 5151 \| 0.3028 \| 0.2192 \| 0.4384 \| 0.4384 \| nan \| 0.4384 \| 0.0 \| 0.4384 \| \| 0.1086 \| 304.0 \| 5168 \| 0.3387 \| 0.2281 \| 0.4563 \| 0.4563 \| nan \| 0.4563 \| 0.0 \| 0.4563 \| \| 0.1086 \| 305.0 \| 5185 \| 0.3048 \| 0.2010 \| 0.4021 \| 0.4021 \| nan \| 0.4021 \| 0.0 \| 0.4021 \| \| 0.1108 \| 306.0 \| 5202 \| 0.3149 \| 0.2389 \| 0.4779 \| 0.4779 \| nan \| 0.4779 \| 0.0 \| 0.4779 \| \| 0.1108 \| 307.0 \| 5219 \| 0.3372 \| 0.2117 \| 0.4233 \| 0.4233 \| nan \| 0.4233 \| 0.0 \| 0.4233 \| \| 0.1108 \| 308.0 \| 5236 \| 0.2856 \| 0.2314 \| 0.4627 \| 0.4627 \| nan \| 0.4627 \| 0.0 \| 0.4627 \| \| 0.1108 \| 309.0 \| 5253 \| 0.3475 \| 0.2169 \| 0.4337 \| 0.4337 \| nan \| 0.4337 \| 0.0 \| 0.4337 \| \| 0.1108 \| 310.0 \| 5270 \| 0.2847 \| 0.2735 \| 0.5471 \| 0.5471 \| nan \| 0.5471 \| 0.0 \| 0.5471 \| \| 0.1108 \| 311.0 \| 5287 \| 0.3160 \| 0.2465 \| 0.4929 \| 0.4929 \| nan \| 0.4929 \| 0.0 \| 0.4929 \| \| 0.1057 \| 312.0 \| 5304 \| 0.3221 \| 0.1669 \| 0.3337 \| 0.3337 \| nan \| 0.3337 \| 0.0 \| 0.3337 \| \| 0.1057 \| 313.0 \| 5321 \| 0.2865 \| 0.2380 \| 0.4761 \| 0.4761 \| nan \| 0.4761 \| 0.0 \| 0.4761 \| \| 0.1057 \| 314.0 \| 5338 \| 0.2941 \| 0.1994 \| 0.3988 \| 0.3988 \| nan \| 0.3988 \| 0.0 \| 0.3988 \| \| 0.1057 \| 315.0 \| 5355 \| 0.3057 \| 0.2386 \| 0.4773 \| 0.4773 \| nan \| 0.4773 \| 0.0 \| 0.4773 \| \| 0.1057 \| 316.0 \| 5372 \| 0.3448 \| 0.3188 \| 0.6377 \| 0.6377 \| nan \| 0.6377 \| 0.0 \| 0.6377 \| \| 0.1057 \| 317.0 \| 5389 \| 0.3322 \| 0.3283 \| 0.6566 \| 0.6566 \| nan \| 0.6566 \| 0.0 \| 0.6566 \| \| 0.1126 \| 318.0 \| 5406 \| 0.3195 \| 0.3041 \| 0.6082 \| 0.6082 \| nan \| 0.6082 \| 0.0 \| 0.6082 \| \| 0.1126 \| 319.0 \| 5423 \| 0.3731 \| 0.2464 \| 0.4928 \| 0.4928 \| nan \| 0.4928 \| 0.0 \| 0.4928 \| \| 0.1126 \| 320.0 \| 5440 \| 0.3376 \| 0.2583 \| 0.5165 \| 0.5165 \| nan \| 0.5165 \| 0.0 \| 0.5165 \| \| 0.1126 \| 321.0 \| 5457 \| 0.3280 \| 0.2596 \| 0.5192 \| 0.5192 \| nan \| 0.5192 \| 0.0 \| 0.5192 \| \| 0.1126 \| 322.0 \| 5474 \| 0.3378 \| 0.2432 \| 0.4865 \| 0.4865 \| nan \| 0.4865 \| 0.0 \| 0.4865 \| \| 0.1126 \| 323.0 \| 5491 \| 0.3289 \| 0.2212 \| 0.4424 \| 0.4424 \| nan \| 0.4424 \| 0.0 \| 0.4424 \| \| 0.1052 \| 324.0 \| 5508 \| 0.3356 \| 0.2276 \| 0.4553 \| 0.4553 \| nan \| 0.4553 \| 0.0 \| 0.4553 \| \| 0.1052 \| 325.0 \| 5525 \| 0.3581 \| 0.2064 \| 0.4128 \| 0.4128 \| nan \| 0.4128 \| 0.0 \| 0.4128 \| \| 0.1052 \| 326.0 \| 5542 \| 0.3888 \| 0.2091 \| 0.4182 \| 0.4182 \| nan \| 0.4182 \| 0.0 \| 0.4182 \| \| 0.1052 \| 327.0 \| 5559 \| 0.2944 \| 0.2585 \| 0.5170 \| 0.5170 \| nan \| 0.5170 \| 0.0 \| 0.5170 \| \| 0.1052 \| 328.0 \| 5576 \| 0.3205 \| 0.3316 \| 0.6633 \| 0.6633 \| nan \| 0.6633 \| 0.0 \| 0.6633 \| \| 0.1052 \| 329.0 \| 5593 \| 0.3094 \| 0.2570 \| 0.5141 \| 0.5141 \| nan \| 0.5141 \| 0.0 \| 0.5141 \| \| 0.1142 \| 330.0 \| 5610 \| 0.3010 \| 0.2488 \| 0.4975 \| 0.4975 \| nan \| 0.4975 \| 0.0 \| 0.4975 \| \| 0.1142 \| 331.0 \| 5627 \| 0.2785 \| 0.3096 \| 0.6192 \| 0.6192 \| nan \| 0.6192 \| 0.0 \| 0.6192 \| \| 0.1142 \| 332.0 \| 5644 \| 0.2901 \| 0.2839 \| 0.5678 \| 0.5678 \| nan \| 0.5678 \| 0.0 \| 0.5678 \| \| 0.1142 \| 333.0 \| 5661 \| 0.3115 \| 0.2706 \| 0.5413 \| 0.5413 \| nan \| 0.5413 \| 0.0 \| 0.5413 \| \| 0.1142 \| 334.0 \| 5678 \| 0.3212 \| 0.2647 \| 0.5294 \| 0.5294 \| nan \| 0.5294 \| 0.0 \| 0.5294 \| \| 0.1142 \| 335.0 \| 5695 \| 0.3294 \| 0.2717 \| 0.5435 \| 0.5435 \| nan \| 0.5435 \| 0.0 \| 0.5435 \| \| 0.1063 \| 336.0 \| 5712 \| 0.3051 \| 0.3183 \| 0.6366 \| 0.6366 \| nan \| 0.6366 \| 0.0 \| 0.6366 \| \| 0.1063 \| 337.0 \| 5729 \| 0.3402 \| 0.3140 \| 0.6280 \| 0.6280 \| nan \| 0.6280 \| 0.0 \| 0.6280 \| \| 0.1063 \| 338.0 \| 5746 \| 0.3494 \| 0.3213 \| 0.6426 \| 0.6426 \| nan \| 0.6426 \| 0.0 \| 0.6426 \| \| 0.1063 \| 339.0 \| 5763 \| 0.3103 \| 0.2701 \| 0.5403 \| 0.5403 \| nan \| 0.5403 \| 0.0 \| 0.5403 \| \| 0.1063 \| 340.0 \| 5780 \| 0.3303 \| 0.2739 \| 0.5477 \| 0.5477 \| nan \| 0.5477 \| 0.0 \| 0.5477 \| \| 0.1063 \| 341.0 \| 5797 \| 0.3450 \| 0.2713 \| 0.5427 \| 0.5427 \| nan \| 0.5427 \| 0.0 \| 0.5427 \| \| 0.1089 \| 342.0 \| 5814 \| 0.3221 \| 0.2198 \| 0.4395 \| 0.4395 \| nan \| 0.4395 \| 0.0 \| 0.4395 \| \| 0.1089 \| 343.0 \| 5831 \| 0.3165 \| 0.2196 \| 0.4392 \| 0.4392 \| nan \| 0.4392 \| 0.0 \| 0.4392 \| \| 0.1089 \| 344.0 \| 5848 \| 0.2821 \| 0.2608 \| 0.5215 \| 0.5215 \| nan \| 0.5215 \| 0.0 \| 0.5215 \| \| 0.1089 \| 345.0 \| 5865 \| 0.3345 \| 0.2263 \| 0.4526 \| 0.4526 \| nan \| 0.4526 \| 0.0 \| 0.4526 \| \| 0.1089 \| 346.0 \| 5882 \| 0.3331 \| 0.2634 \| 0.5268 \| 0.5268 \| nan \| 0.5268 \| 0.0 \| 0.5268 \| \| 0.1089 \| 347.0 \| 5899 \| 0.3652 \| 0.2050 \| 0.4100 \| 0.4100 \| nan \| 0.4100 \| 0.0 \| 0.4100 \| \| 0.1017 \| 348.0 \| 5916 \| 0.3536 \| 0.2773 \| 0.5545 \| 0.5545 \| nan \| 0.5545 \| 0.0 \| 0.5545 \| \| 0.1017 \| 349.0 \| 5933 \| 0.3475 \| 0.2537 \| 0.5074 \| 0.5074 \| nan \| 0.5074 \| 0.0 \| 0.5074 \| \| 0.1017 \| 350.0 \| 5950 \| 0.3083 \| 0.2509 \| 0.5017 \| 0.5017 \| nan \| 0.5017 \| 0.0 \| 0.5017 \| \| 0.1017 \| 351.0 \| 5967 \| 0.3326 \| 0.2295 \| 0.4591 \| 0.4591 \| nan \| 0.4591 \| 0.0 \| 0.4591 \| \| 0.1017 \| 352.0 \| 5984 \| 0.3370 \| 0.2605 \| 0.5211 \| 0.5211 \| nan \| 0.5211 \| 0.0 \| 0.5211 \| \| 0.104 \| 353.0 \| 6001 \| 0.3741 \| 0.2052 \| 0.4105 \| 0.4105 \| nan \| 0.4105 \| 0.0 \| 0.4105 \| \| 0.104 \| 354.0 \| 6018 \| 0.3634 \| 0.2085 \| 0.4171 \| 0.4171 \| nan \| 0.4171 \| 0.0 \| 0.4171 \| \| 0.104 \| 355.0 \| 6035 \| 0.3489 \| 0.2023 \| 0.4046 \| 0.4046 \| nan \| 0.4046 \| 0.0 \| 0.4046 \| \| 0.104 \| 356.0 \| 6052 \| 0.2929 \| 0.2366 \| 0.4732 \| 0.4732 \| nan \| 0.4732 \| 0.0 \| 0.4732 \| \| 0.104 \| 357.0 \| 6069 \| 0.3392 \| 0.2094 \| 0.4189 \| 0.4189 \| nan \| 0.4189 \| 0.0 \| 0.4189 \| \| 0.104 \| 358.0 \| 6086 \| 0.3402 \| 0.2586 \| 0.5171 \| 0.5171 \| nan \| 0.5171 \| 0.0 \| 0.5171 \| \| 0.1134 \| 359.0 \| 6103 \| 0.3932 \| 0.2579 \| 0.5158 \| 0.5158 \| nan \| 0.5158 \| 0.0 \| 0.5158 \| \| 0.1134 \| 360.0 \| 6120 \| 0.3449 \| 0.1964 \| 0.3927 \| 0.3927 \| nan \| 0.3927 \| 0.0 \| 0.3927 \| \| 0.1134 \| 361.0 \| 6137 \| 0.3696 \| 0.2064 \| 0.4129 \| 0.4129 \| nan \| 0.4129 \| 0.0 \| 0.4129 \| \| 0.1134 \| 362.0 \| 6154 \| 0.3233 \| 0.2580 \| 0.5161 \| 0.5161 \| nan \| 0.5161 \| 0.0 \| 0.5161 \| \| 0.1134 \| 363.0 \| 6171 \| 0.3534 \| 0.2198 \| 0.4397 \| 0.4397 \| nan \| 0.4397 \| 0.0 \| 0.4397 \| \| 0.1134 \| 364.0 \| 6188 \| 0.3496 \| 0.2227 \| 0.4454 \| 0.4454 \| nan \| 0.4454 \| 0.0 \| 0.4454 \| \| 0.095 \| 365.0 \| 6205 \| 0.3790 \| 0.2197 \| 0.4394 \| 0.4394 \| nan \| 0.4394 \| 0.0 \| 0.4394 \| \| 0.095 \| 366.0 \| 6222 \| 0.3637 \| 0.2113 \| 0.4226 \| 0.4226 \| nan \| 0.4226 \| 0.0 \| 0.4226 \| \| 0.095 \| 367.0 \| 6239 \| 0.3542 \| 0.1868 \| 0.3737 \| 0.3737 \| nan \| 0.3737 \| 0.0 \| 0.3737 \| \| 0.095 \| 368.0 \| 6256 \| 0.3863 \| 0.1832 \| 0.3665 \| 0.3665 \| nan \| 0.3665 \| 0.0 \| 0.3665 \| \| 0.095 \| 369.0 \| 6273 \| 0.4385 \| 0.1725 \| 0.3450 \| 0.3450 \| nan \| 0.3450 \| 0.0 \| 0.3450 \| \| 0.095 \| 370.0 \| 6290 \| 0.3768 \| 0.2094 \| 0.4188 \| 0.4188 \| nan \| 0.4188 \| 0.0 \| 0.4188 \| \| 0.0978 \| 371.0 \| 6307 \| 0.3984 \| 0.2020 \| 0.4040 \| 0.4040 \| nan \| 0.4040 \| 0.0 \| 0.4040 \| \| 0.0978 \| 372.0 \| 6324 \| 0.4003 \| 0.1617 \| 0.3235 \| 0.3235 \| nan \| 0.3235 \| 0.0 \| 0.3235 \| \| 0.0978 \| 373.0 \| 6341 \| 0.4096 \| 0.1809 \| 0.3617 \| 0.3617 \| nan \| 0.3617 \| 0.0 \| 0.3617 \| \| 0.0978 \| 374.0 \| 6358 \| 0.3877 \| 0.1881 \| 0.3761 \| 0.3761 \| nan \| 0.3761 \| 0.0 \| 0.3761 \| \| 0.0978 \| 375.0 \| 6375 \| 0.3916 \| 0.1847 \| 0.3693 \| 0.3693 \| nan \| 0.3693 \| 0.0 \| 0.3693 \| \| 0.0978 \| 376.0 \| 6392 \| 0.3927 \| 0.2166 \| 0.4333 \| 0.4333 \| nan \| 0.4333 \| 0.0 \| 0.4333 \| \| 0.0984 \| 377.0 \| 6409 \| 0.3971 \| 0.2125 \| 0.4249 \| 0.4249 \| nan \| 0.4249 \| 0.0 \| 0.4249 \| \| 0.0984 \| 378.0 \| 6426 \| 0.4498 \| 0.2409 \| 0.4818 \| 0.4818 \| nan \| 0.4818 \| 0.0 \| 0.4818 \| \| 0.0984 \| 379.0 \| 6443 \| 0.3608 \| 0.2359 \| 0.4717 \| 0.4717 \| nan \| 0.4717 \| 0.0 \| 0.4717 \| \| 0.0984 \| 380.0 \| 6460 \| 0.3597 \| 0.2397 \| 0.4795 \| 0.4795 \| nan \| 0.4795 \| 0.0 \| 0.4795 \| \| 0.0984 \| 381.0 \| 6477 \| 0.3511 \| 0.2054 \| 0.4108 \| 0.4108 \| nan \| 0.4108 \| 0.0 \| 0.4108 \| \| 0.0984 \| 382.0 \| 6494 \| 0.3313 \| 0.2543 \| 0.5086 \| 0.5086 \| nan \| 0.5086 \| 0.0 \| 0.5086 \| \| 0.0943 \| 383.0 \| 6511 \| 0.3519 \| 0.2088 \| 0.4177 \| 0.4177 \| nan \| 0.4177 \| 0.0 \| 0.4177 \| \| 0.0943 \| 384.0 \| 6528 \| 0.3501 \| 0.2063 \| 0.4126 \| 0.4126 \| nan \| 0.4126 \| 0.0 \| 0.4126 \| \| 0.0943 \| 385.0 \| 6545 \| 0.3406 \| 0.2113 \| 0.4226 \| 0.4226 \| nan \| 0.4226 \| 0.0 \| 0.4226 \| \| 0.0943 \| 386.0 \| 6562 \| 0.3312 \| 0.1876 \| 0.3753 \| 0.3753 \| nan \| 0.3753 \| 0.0 \| 0.3753 \| \| 0.0943 \| 387.0 \| 6579 \| 0.3351 \| 0.1975 \| 0.3950 \| 0.3950 \| nan \| 0.3950 \| 0.0 \| 0.3950 \| \| 0.0943 \| 388.0 \| 6596 \| 0.3731 \| 0.2719 \| 0.5439 \| 0.5439 \| nan \| 0.5439 \| 0.0 \| 0.5439 \| \| 0.099 \| 389.0 \| 6613 \| 0.3885 \| 0.2709 \| 0.5418 \| 0.5418 \| nan \| 0.5418 \| 0.0 \| 0.5418 \| \| 0.099 \| 390.0 \| 6630 \| 0.3283 \| 0.2604 \| 0.5207 \| 0.5207 \| nan \| 0.5207 \| 0.0 \| 0.5207 \| \| 0.099 \| 391.0 \| 6647 \| 0.3204 \| 0.2522 \| 0.5044 \| 0.5044 \| nan \| 0.5044 \| 0.0 \| 0.5044 \| \| 0.099 \| 392.0 \| 6664 \| 0.3274 \| 0.2671 \| 0.5343 \| 0.5343 \| nan \| 0.5343 \| 0.0 \| 0.5343 \| \| 0.099 \| 393.0 \| 6681 \| 0.3562 \| 0.2213 \| 0.4425 \| 0.4425 \| nan \| 0.4425 \| 0.0 \| 0.4425 \| \| 0.099 \| 394.0 \| 6698 \| 0.3706 \| 0.1986 \| 0.3972 \| 0.3972 \| nan \| 0.3972 \| 0.0 \| 0.3972 \| \| 0.0874 \| 395.0 \| 6715 \| 0.3670 \| 0.2161 \| 0.4321 \| 0.4321 \| nan \| 0.4321 \| 0.0 \| 0.4321 \| \| 0.0874 \| 396.0 \| 6732 \| 0.3479 \| 0.2137 \| 0.4275 \| 0.4275 \| nan \| 0.4275 \| 0.0 \| 0.4275 \| \| 0.0874 \| 397.0 \| 6749 \| 0.3781 \| 0.2451 \| 0.4903 \| 0.4903 \| nan \| 0.4903 \| 0.0 \| 0.4903 \| \| 0.0874 \| 398.0 \| 6766 \| 0.3686 \| 0.2861 \| 0.5722 \| 0.5722 \| nan \| 0.5722 \| 0.0 \| 0.5722 \| \| 0.0874 \| 399.0 \| 6783 \| 0.3383 \| 0.2897 \| 0.5793 \| 0.5793 \| nan \| 0.5793 \| 0.0 \| 0.5793 \| \| 0.0907 \| 400.0 \| 6800 \| 0.3416 \| 0.2652 \| 0.5303 \| 0.5303 \| nan \| 0.5303 \| 0.0 \| 0.5303 \| \| 0.0907 \| 401.0 \| 6817 \| 0.3749 \| 0.2289 \| 0.4578 \| 0.4578 \| nan \| 0.4578 \| 0.0 \| 0.4578 \| \| 0.0907 \| 402.0 \| 6834 \| 0.3458 \| 0.2497 \| 0.4995 \| 0.4995 \| nan \| 0.4995 \| 0.0 \| 0.4995 \| \| 0.0907 \| 403.0 \| 6851 \| 0.2953 \| 0.2823 \| 0.5647 \| 0.5647 \| nan \| 0.5647 \| 0.0 \| 0.5647 \| \| 0.0907 \| 404.0 \| 6868 \| 0.3352 \| 0.2758 \| 0.5516 \| 0.5516 \| nan \| 0.5516 \| 0.0 \| 0.5516 \| \| 0.0907 \| 405.0 \| 6885 \| 0.3655 \| 0.2114 \| 0.4228 \| 0.4228 \| nan \| 0.4228 \| 0.0 \| 0.4228 \| \| 0.0925 \| 406.0 \| 6902 \| 0.3325 \| 0.2657 \| 0.5314 \| 0.5314 \| nan \| 0.5314 \| 0.0 \| 0.5314 \| \| 0.0925 \| 407.0 \| 6919 \| 0.3898 \| 0.2643 \| 0.5287 \| 0.5287 \| nan \| 0.5287 \| 0.0 \| 0.5287 \| \| 0.0925 \| 408.0 \| 6936 \| 0.3499 \| 0.2491 \| 0.4982 \| 0.4982 \| nan \| 0.4982 \| 0.0 \| 0.4982 \| \| 0.0925 \| 409.0 \| 6953 \| 0.3659 \| 0.2789 \| 0.5577 \| 0.5577 \| nan \| 0.5577 \| 0.0 \| 0.5577 \| \| 0.0925 \| 410.0 \| 6970 \| 0.3335 \| 0.2884 \| 0.5768 \| 0.5768 \| nan \| 0.5768 \| 0.0 \| 0.5768 \| \| 0.0925 \| 411.0 \| 6987 \| 0.3725 \| 0.1968 \| 0.3935 \| 0.3935 \| nan \| 0.3935 \| 0.0 \| 0.3935 \| \| 0.0943 \| 412.0 \| 7004 \| 0.3445 \| 0.2012 \| 0.4024 \| 0.4024 \| nan \| 0.4024 \| 0.0 \| 0.4024 \| \| 0.0943 \| 413.0 \| 7021 \| 0.3357 \| 0.2144 \| 0.4289 \| 0.4289 \| nan \| 0.4289 \| 0.0 \| 0.4289 \| \| 0.0943 \| 414.0 \| 7038 \| 0.3668 \| 0.2234 \| 0.4468 \| 0.4468 \| nan \| 0.4468 \| 0.0 \| 0.4468 \| \| 0.0943 \| 415.0 \| 7055 \| 0.3483 \| 0.2310 \| 0.4621 \| 0.4621 \| nan \| 0.4621 \| 0.0 \| 0.4621 \| \| 0.0943 \| 416.0 \| 7072 \| 0.3575 \| 0.2463 \| 0.4926 \| 0.4926 \| nan \| 0.4926 \| 0.0 \| 0.4926 \| \| 0.0943 \| 417.0 \| 7089 \| 0.3679 \| 0.2115 \| 0.4231 \| 0.4231 \| nan \| 0.4231 \| 0.0 \| 0.4231 \| \| 0.0904 \| 418.0 \| 7106 \| 0.3634 \| 0.2563 \| 0.5125 \| 0.5125 \| nan \| 0.5125 \| 0.0 \| 0.5125 \| \| 0.0904 \| 419.0 \| 7123 \| 0.3436 \| 0.2722 \| 0.5443 \| 0.5443 \| nan \| 0.5443 \| 0.0 \| 0.5443 \| \| 0.0904 \| 420.0 \| 7140 \| 0.3241 \| 0.2610 \| 0.5220 \| 0.5220 \| nan \| 0.5220 \| 0.0 \| 0.5220 \| \| 0.0904 \| 421.0 \| 7157 \| 0.3161 \| 0.2367 \| 0.4734 \| 0.4734 \| nan \| 0.4734 \| 0.0 \| 0.4734 \| \| 0.0904 \| 422.0 \| 7174 \| 0.3597 \| 0.2154 \| 0.4308 \| 0.4308 \| nan \| 0.4308 \| 0.0 \| 0.4308 \| \| 0.0904 \| 423.0 \| 7191 \| 0.3371 \| 0.2788 \| 0.5575 \| 0.5575 \| nan \| 0.5575 \| 0.0 \| 0.5575 \| \| 0.1055 \| 424.0 \| 7208 \| 0.3336 \| 0.2762 \| 0.5524 \| 0.5524 \| nan \| 0.5524 \| 0.0 \| 0.5524 \| \| 0.1055 \| 425.0 \| 7225 \| 0.3756 \| 0.2457 \| 0.4914 \| 0.4914 \| nan \| 0.4914 \| 0.0 \| 0.4914 \| \| 0.1055 \| 426.0 \| 7242 \| 0.3696 \| 0.2374 \| 0.4749 \| 0.4749 \| nan \| 0.4749 \| 0.0 \| 0.4749 \| \| 0.1055 \| 427.0 \| 7259 \| 0.3654 \| 0.2831 \| 0.5662 \| 0.5662 \| nan \| 0.5662 \| 0.0 \| 0.5662 \| \| 0.1055 \| 428.0 \| 7276 \| 0.3561 \| 0.3225 \| 0.6450 \| 0.6450 \| nan \| 0.6450 \| 0.0 \| 0.6450 \| \| 0.1055 \| 429.0 \| 7293 \| 0.3965 \| 0.2826 \| 0.5652 \| 0.5652 \| nan \| 0.5652 \| 0.0 \| 0.5652 \| \| 0.0842 \| 430.0 \| 7310 \| 0.3737 \| 0.3040 \| 0.6080 \| 0.6080 \| nan \| 0.6080 \| 0.0 \| 0.6080 \| \| 0.0842 \| 431.0 \| 7327 \| 0.3352 \| 0.3056 \| 0.6112 \| 0.6112 \| nan \| 0.6112 \| 0.0 \| 0.6112 \| \| 0.0842 \| 432.0 \| 7344 \| 0.3637 \| 0.3011 \| 0.6023 \| 0.6023 \| nan \| 0.6023 \| 0.0 \| 0.6023 \| \| 0.0842 \| 433.0 \| 7361 \| 0.3789 \| 0.2549 \| 0.5099 \| 0.5099 \| nan \| 0.5099 \| 0.0 \| 0.5099 \| \| 0.0842 \| 434.0 \| 7378 \| 0.3848 \| 0.2818 \| 0.5637 \| 0.5637 \| nan \| 0.5637 \| 0.0 \| 0.5637 \| \| 0.0842 \| 435.0 \| 7395 \| 0.3876 \| 0.2531 \| 0.5061 \| 0.5061 \| nan \| 0.5061 \| 0.0 \| 0.5061 \| \| 0.0844 \| 436.0 \| 7412 \| 0.3706 \| 0.2448 \| 0.4895 \| 0.4895 \| nan \| 0.4895 \| 0.0 \| 0.4895 \| \| 0.0844 \| 437.0 \| 7429 \| 0.3831 \| 0.2653 \| 0.5305 \| 0.5305 \| nan \| 0.5305 \| 0.0 \| 0.5305 \| \| 0.0844 \| 438.0 \| 7446 \| 0.4013 \| 0.2521 \| 0.5043 \| 0.5043 \| nan \| 0.5043 \| 0.0 \| 0.5043 \| \| 0.0844 \| 439.0 \| 7463 \| 0.3930 \| 0.2564 \| 0.5128 \| 0.5128 \| nan \| 0.5128 \| 0.0 \| 0.5128 \| \| 0.0844 \| 440.0 \| 7480 \| 0.4135 \| 0.1929 \| 0.3857 \| 0.3857 \| nan \| 0.3857 \| 0.0 \| 0.3857 \| \| 0.0844 \| 441.0 \| 7497 \| 0.3991 \| 0.2036 \| 0.4071 \| 0.4071 \| nan \| 0.4071 \| 0.0 \| 0.4071 \| \| 0.0884 \| 442.0 \| 7514 \| 0.3784 \| 0.2301 \| 0.4602 \| 0.4602 \| nan \| 0.4602 \| 0.0 \| 0.4602 \| \| 0.0884 \| 443.0 \| 7531 \| 0.3696 \| 0.2323 \| 0.4646 \| 0.4646 \| nan \| 0.4646 \| 0.0 \| 0.4646 \| \| 0.0884 \| 444.0 \| 7548 \| 0.3381 \| 0.2252 \| 0.4503 \| 0.4503 \| nan \| 0.4503 \| 0.0 \| 0.4503 \| \| 0.0884 \| 445.0 \| 7565 \| 0.3488 \| 0.2561 \| 0.5123 \| 0.5123 \| nan \| 0.5123 \| 0.0 \| 0.5123 \| \| 0.0884 \| 446.0 \| 7582 \| 0.3498 \| 0.2385 \| 0.4769 \| 0.4769 \| nan \| 0.4769 \| 0.0 \| 0.4769 \| \| 0.0884 \| 447.0 \| 7599 \| 0.3467 \| 0.2180 \| 0.4360 \| 0.4360 \| nan \| 0.4360 \| 0.0 \| 0.4360 \| \| 0.0907 \| 448.0 \| 7616 \| 0.3617 \| 0.2325 \| 0.4651 \| 0.4651 \| nan \| 0.4651 \| 0.0 \| 0.4651 \| \| 0.0907 \| 449.0 \| 7633 \| 0.3944 \| 0.2280 \| 0.4560 \| 0.4560 \| nan \| 0.4560 \| 0.0 \| 0.4560 \| \| 0.0907 \| 450.0 \| 7650 \| 0.3546 \| 0.2369 \| 0.4737 \| 0.4737 \| nan \| 0.4737 \| 0.0 \| 0.4737 \| \| 0.0907 \| 451.0 \| 7667 \| 0.3740 \| 0.2307 \| 0.4613 \| 0.4613 \| nan \| 0.4613 \| 0.0 \| 0.4613 \| \| 0.0907 \| 452.0 \| 7684 \| 0.3700 \| 0.2491 \| 0.4983 \| 0.4983 \| nan \| 0.4983 \| 0.0 \| 0.4983 \| \| 0.0896 \| 453.0 \| 7701 \| 0.3522 \| 0.2169 \| 0.4337 \| 0.4337 \| nan \| 0.4337 \| 0.0 \| 0.4337 \| \| 0.0896 \| 454.0 \| 7718 \| 0.3551 \| 0.2395 \| 0.4789 \| 0.4789 \| nan \| 0.4789 \| 0.0 \| 0.4789 \| \| 0.0896 \| 455.0 \| 7735 \| 0.3214 \| 0.2615 \| 0.5229 \| 0.5229 \| nan \| 0.5229 \| 0.0 \| 0.5229 \| \| 0.0896 \| 456.0 \| 7752 \| 0.3467 \| 0.2601 \| 0.5201 \| 0.5201 \| nan \| 0.5201 \| 0.0 \| 0.5201 \| \| 0.0896 \| 457.0 \| 7769 \| 0.3460 \| 0.2042 \| 0.4084 \| 0.4084 \| nan \| 0.4084 \| 0.0 \| 0.4084 \| \| 0.0896 \| 458.0 \| 7786 \| 0.3685 \| 0.2662 \| 0.5324 \| 0.5324 \| nan \| 0.5324 \| 0.0 \| 0.5324 \| \| 0.0814 \| 459.0 \| 7803 \| 0.3503 \| 0.2748 \| 0.5495 \| 0.5495 \| nan \| 0.5495 \| 0.0 \| 0.5495 \| \| 0.0814 \| 460.0 \| 7820 \| 0.3514 \| 0.2664 \| 0.5328 \| 0.5328 \| nan \| 0.5328 \| 0.0 \| 0.5328 \| \| 0.0814 \| 461.0 \| 7837 \| 0.3727 \| 0.2692 \| 0.5384 \| 0.5384 \| nan \| 0.5384 \| 0.0 \| 0.5384 \| \| 0.0814 \| 462.0 \| 7854 \| 0.3955 \| 0.2350 \| 0.4700 \| 0.4700 \| nan \| 0.4700 \| 0.0 \| 0.4700 \| \| 0.0814 \| 463.0 \| 7871 \| 0.3406 \| 0.3009 \| 0.6019 \| 0.6019 \| nan \| 0.6019 \| 0.0 \| 0.6019 \| \| 0.0814 \| 464.0 \| 7888 \| 0.3286 \| 0.3000 \| 0.6000 \| 0.6000 \| nan \| 0.6000 \| 0.0 \| 0.6000 \| \| 0.0828 \| 465.0 \| 7905 \| 0.3352 \| 0.2450 \| 0.4899 \| 0.4899 \| nan \| 0.4899 \| 0.0 \| 0.4899 \| \| 0.0828 \| 466.0 \| 7922 \| 0.3308 \| 0.2478 \| 0.4955 \| 0.4955 \| nan \| 0.4955 \| 0.0 \| 0.4955 \| \| 0.0828 \| 467.0 \| 7939 \| 0.3504 \| 0.2583 \| 0.5166 \| 0.5166 \| nan \| 0.5166 \| 0.0 \| 0.5166 \| \| 0.0828 \| 468.0 \| 7956 \| 0.3495 \| 0.2439 \| 0.4878 \| 0.4878 \| nan \| 0.4878 \| 0.0 \| 0.4878 \| \| 0.0828 \| 469.0 \| 7973 \| 0.3270 \| 0.2575 \| 0.5151 \| 0.5151 \| nan \| 0.5151 \| 0.0 \| 0.5151 \| \| 0.0828 \| 470.0 \| 7990 \| 0.3162 \| 0.2682 \| 0.5363 \| 0.5363 \| nan \| 0.5363 \| 0.0 \| 0.5363 \| \| 0.0847 \| 471.0 \| 8007 \| 0.3190 \| 0.2600 \| 0.5199 \| 0.5199 \| nan \| 0.5199 \| 0.0 \| 0.5199 \| \| 0.0847 \| 472.0 \| 8024 \| 0.3314 \| 0.2501 \| 0.5001 \| 0.5001 \| nan \| 0.5001 \| 0.0 \| 0.5001 \| \| 0.0847 \| 473.0 \| 8041 \| 0.3123 \| 0.2604 \| 0.5208 \| 0.5208 \| nan \| 0.5208 \| 0.0 \| 0.5208 \| \| 0.0847 \| 474.0 \| 8058 \| 0.3236 \| 0.2500 \| 0.5000 \| 0.5000 \| nan \| 0.5000 \| 0.0 \| 0.5000 \| \| 0.0847 \| 475.0 \| 8075 \| 0.3337 \| 0.2576 \| 0.5152 \| 0.5152 \| nan \| 0.5152 \| 0.0 \| 0.5152 \| \| 0.0847 \| 476.0 \| 8092 \| 0.3308 \| 0.2850 \| 0.5700 \| 0.5700 \| nan \| 0.5700 \| 0.0 \| 0.5700 \| \| 0.0938 \| 477.0 \| 8109 \| 0.3191 \| 0.2726 \| 0.5452 \| 0.5452 \| nan \| 0.5452 \| 0.0 \| 0.5452 \| \| 0.0938 \| 478.0 \| 8126 \| 0.3754 \| 0.2844 \| 0.5689 \| 0.5689 \| nan \| 0.5689 \| 0.0 \| 0.5689 \| \| 0.0938 \| 479.0 \| 8143 \| 0.3594 \| 0.2665 \| 0.5329 \| 0.5329 \| nan \| 0.5329 \| 0.0 \| 0.5329 \| \| 0.0938 \| 480.0 \| 8160 \| 0.3281 \| 0.2636 \| 0.5272 \| 0.5272 \| nan \| 0.5272 \| 0.0 \| 0.5272 \| \| 0.0938 \| 481.0 \| 8177 \| 0.3644 \| 0.2490 \| 0.4980 \| 0.4980 \| nan \| 0.4980 \| 0.0 \| 0.4980 \| \| 0.0938 \| 482.0 \| 8194 \| 0.3689 \| 0.2474 \| 0.4947 \| 0.4947 \| nan \| 0.4947 \| 0.0 \| 0.4947 \| \| 0.0836 \| 483.0 \| 8211 \| 0.3564 \| 0.2570 \| 0.5139 \| 0.5139 \| nan \| 0.5139 \| 0.0 \| 0.5139 \| \| 0.0836 \| 484.0 \| 8228 \| 0.3426 \| 0.2515 \| 0.5029 \| 0.5029 \| nan \| 0.5029 \| 0.0 \| 0.5029 \| \| 0.0836 \| 485.0 \| 8245 \| 0.3730 \| 0.2589 \| 0.5179 \| 0.5179 \| nan \| 0.5179 \| 0.0 \| 0.5179 \| \| 0.0836 \| 486.0 \| 8262 \| 0.3089 \| 0.2762 \| 0.5525 \| 0.5525 \| nan \| 0.5525 \| 0.0 \| 0.5525 \| \| 0.0836 \| 487.0 \| 8279 \| 0.3603 \| 0.2585 \| 0.5170 \| 0.5170 \| nan \| 0.5170 \| 0.0 \| 0.5170 \| \| 0.0836 \| 488.0 \| 8296 \| 0.3869 \| 0.2644 \| 0.5288 \| 0.5288 \| nan \| 0.5288 \| 0.0 \| 0.5288 \| \| 0.084 \| 489.0 \| 8313 \| 0.3580 \| 0.3061 \| 0.6122 \| 0.6122 \| nan \| 0.6122 \| 0.0 \| 0.6122 \| \| 0.084 \| 490.0 \| 8330 \| 0.3653 \| 0.3005 \| 0.6011 \| 0.6011 \| nan \| 0.6011 \| 0.0 \| 0.6011 \| \| 0.084 \| 491.0 \| 8347 \| 0.3704 \| 0.2812 \| 0.5624 \| 0.5624 \| nan \| 0.5624 \| 0.0 \| 0.5624 \| \| 0.084 \| 492.0 \| 8364 \| 0.3690 \| 0.2653 \| 0.5307 \| 0.5307 \| nan \| 0.5307 \| 0.0 \| 0.5307 \| \| 0.084 \| 493.0 \| 8381 \| 0.3673 \| 0.2952 \| 0.5903 \| 0.5903 \| nan \| 0.5903 \| 0.0 \| 0.5903 \| \| 0.084 \| 494.0 \| 8398 \| 0.3436 \| 0.2838 \| 0.5676 \| 0.5676 \| nan \| 0.5676 \| 0.0 \| 0.5676 \| \| 0.0833 \| 495.0 \| 8415 \| 0.3535 \| 0.2592 \| 0.5183 \| 0.5183 \| nan \| 0.5183 \| 0.0 \| 0.5183 \| \| 0.0833 \| 496.0 \| 8432 \| 0.3632 \| 0.2692 \| 0.5385 \| 0.5385 \| nan \| 0.5385 \| 0.0 \| 0.5385 \| \| 0.0833 \| 497.0 \| 8449 \| 0.3466 \| 0.2909 \| 0.5818 \| 0.5818 \| nan \| 0.5818 \| 0.0 \| 0.5818 \| \| 0.0833 \| 498.0 \| 8466 \| 0.3553 \| 0.2708 \| 0.5416 \| 0.5416 \| nan \| 0.5416 \| 0.0 \| 0.5416 \| \| 0.0833 \| 499.0 \| 8483 \| 0.3358 \| 0.2858 \| 0.5717 \| 0.5717 \| nan \| 0.5717 \| 0.0 \| 0.5717 \| \| 0.0791 \| 500.0 \| 8500 \| 0.3496 \| 0.2650 \| 0.5300 \| 0.5300 \| nan \| 0.5300 \| 0.0 \| 0.5300 \| \| 0.0791 \| 501.0 \| 8517 \| 0.3649 \| 0.2567 \| 0.5135 \| 0.5135 \| nan \| 0.5135 \| 0.0 \| 0.5135 \| \| 0.0791 \| 502.0 \| 8534 \| 0.3446 \| 0.2483 \| 0.4965 \| 0.4965 \| nan \| 0.4965 \| 0.0 \| 0.4965 \| \| 0.0791 \| 503.0 \| 8551 \| 0.3633 \| 0.2259 \| 0.4518 \| 0.4518 \| nan \| 0.4518 \| 0.0 \| 0.4518 \| \| 0.0791 \| 504.0 \| 8568 \| 0.3571 \| 0.2809 \| 0.5619 \| 0.5619 \| nan \| 0.5619 \| 0.0 \| 0.5619 \| \| 0.0791 \| 505.0 \| 8585 \| 0.3436 \| 0.2700 \| 0.5399 \| 0.5399 \| nan \| 0.5399 \| 0.0 \| 0.5399 \| \| 0.0805 \| 506.0 \| 8602 \| 0.3635 \| 0.2737 \| 0.5474 \| 0.5474 \| nan \| 0.5474 \| 0.0 \| 0.5474 \| \| 0.0805 \| 507.0 \| 8619 \| 0.3632 \| 0.2814 \| 0.5627 \| 0.5627 \| nan \| 0.5627 \| 0.0 \| 0.5627 \| \| 0.0805 \| 508.0 \| 8636 \| 0.3579 \| 0.2621 \| 0.5241 \| 0.5241 \| nan \| 0.5241 \| 0.0 \| 0.5241 \| \| 0.0805 \| 509.0 \| 8653 \| 0.3555 \| 0.2374 \| 0.4749 \| 0.4749 \| nan \| 0.4749 \| 0.0 \| 0.4749 \| \| 0.0805 \| 510.0 \| 8670 \| 0.3801 \| 0.2286 \| 0.4572 \| 0.4572 \| nan \| 0.4572 \| 0.0 \| 0.4572 \| \| 0.0805 \| 511.0 \| 8687 \| 0.3766 \| 0.2305 \| 0.4611 \| 0.4611 \| nan \| 0.4611 \| 0.0 \| 0.4611 \| \| 0.0886 \| 512.0 \| 8704 \| 0.3611 \| 0.2455 \| 0.4910 \| 0.4910 \| nan \| 0.4910 \| 0.0 \| 0.4910 \| \| 0.0886 \| 513.0 \| 8721 \| 0.3294 \| 0.2780 \| 0.5561 \| 0.5561 \| nan \| 0.5561 \| 0.0 \| 0.5561 \| \| 0.0886 \| 514.0 \| 8738 \| 0.3435 \| 0.2709 \| 0.5419 \| 0.5419 \| nan \| 0.5419 \| 0.0 \| 0.5419 \| \| 0.0886 \| 515.0 \| 8755 \| 0.3341 \| 0.2910 \| 0.5820 \| 0.5820 \| nan \| 0.5820 \| 0.0 \| 0.5820 \| \| 0.0886 \| 516.0 \| 8772 \| 0.3458 \| 0.3052 \| 0.6105 \| 0.6105 \| nan \| 0.6105 \| 0.0 \| 0.6105 \| \| 0.0886 \| 517.0 \| 8789 \| 0.3436 \| 0.2547 \| 0.5094 \| 0.5094 \| nan \| 0.5094 \| 0.0 \| 0.5094 \| \| 0.078 \| 518.0 \| 8806 \| 0.3332 \| 0.2843 \| 0.5685 \| 0.5685 \| nan \| 0.5685 \| 0.0 \| 0.5685 \| \| 0.078 \| 519.0 \| 8823 \| 0.3239 \| 0.2773 \| 0.5545 \| 0.5545 \| nan \| 0.5545 \| 0.0 \| 0.5545 \| \| 0.078 \| 520.0 \| 8840 \| 0.3403 \| 0.2812 \| 0.5624 \| 0.5624 \| nan \| 0.5624 \| 0.0 \| 0.5624 \| \| 0.078 \| 521.0 \| 8857 \| 0.3558 \| 0.2756 \| 0.5512 \| 0.5512 \| nan \| 0.5512 \| 0.0 \| 0.5512 \| \| 0.078 \| 522.0 \| 8874 \| 0.3662 \| 0.2827 \| 0.5654 \| 0.5654 \| nan \| 0.5654 \| 0.0 \| 0.5654 \| \| 0.078 \| 523.0 \| 8891 \| 0.3549 \| 0.2933 \| 0.5867 \| 0.5867 \| nan \| 0.5867 \| 0.0 \| 0.5867 \| \| 0.0899 \| 524.0 \| 8908 \| 0.3591 \| 0.2850 \| 0.5701 \| 0.5701 \| nan \| 0.5701 \| 0.0 \| 0.5701 \| \| 0.0899 \| 525.0 \| 8925 \| 0.3439 \| 0.2626 \| 0.5252 \| 0.5252 \| nan \| 0.5252 \| 0.0 \| 0.5252 \| \| 0.0899 \| 526.0 \| 8942 \| 0.3307 \| 0.2624 \| 0.5248 \| 0.5248 \| nan \| 0.5248 \| 0.0 \| 0.5248 \| \| 0.0899 \| 527.0 \| 8959 \| 0.3504 \| 0.2809 \| 0.5618 \| 0.5618 \| nan \| 0.5618 \| 0.0 \| 0.5618 \| \| 0.0899 \| 528.0 \| 8976 \| 0.3344 \| 0.2627 \| 0.5255 \| 0.5255 \| nan \| 0.5255 \| 0.0 \| 0.5255 \| \| 0.0899 \| 529.0 \| 8993 \| 0.3373 \| 0.2792 \| 0.5584 \| 0.5584 \| nan \| 0.5584 \| 0.0 \| 0.5584 \| \| 0.0741 \| 530.0 \| 9010 \| 0.3338 \| 0.2548 \| 0.5096 \| 0.5096 \| nan \| 0.5096 \| 0.0 \| 0.5096 \| \| 0.0741 \| 531.0 \| 9027 \| 0.3445 \| 0.2620 \| 0.5240 \| 0.5240 \| nan \| 0.5240 \| 0.0 \| 0.5240 \| \| 0.0741 \| 532.0 \| 9044 \| 0.3617 \| 0.2494 \| 0.4988 \| 0.4988 \| nan \| 0.4988 \| 0.0 \| 0.4988 \| \| 0.0741 \| 533.0 \| 9061 \| 0.3636 \| 0.2597 \| 0.5195 \| 0.5195 \| nan \| 0.5195 \| 0.0 \| 0.5195 \| \| 0.0741 \| 534.0 \| 9078 \| 0.3494 \| 0.2577 \| 0.5155 \| 0.5155 \| nan \| 0.5155 \| 0.0 \| 0.5155 \| \| 0.0741 \| 535.0 \| 9095 \| 0.3532 \| 0.2741 \| 0.5482 \| 0.5482 \| nan \| 0.5482 \| 0.0 \| 0.5482 \| \| 0.0835 \| 536.0 \| 9112 \| 0.3463 \| 0.2506 \| 0.5012 \| 0.5012 \| nan \| 0.5012 \| 0.0 \| 0.5012 \| \| 0.0835 \| 537.0 \| 9129 \| 0.3450 \| 0.2367 \| 0.4735 \| 0.4735 \| nan \| 0.4735 \| 0.0 \| 0.4735 \| \| 0.0835 \| 538.0 \| 9146 \| 0.3114 \| 0.2581 \| 0.5161 \| 0.5161 \| nan \| 0.5161 \| 0.0 \| 0.5161 \| \| 0.0835 \| 539.0 \| 9163 \| 0.3324 \| 0.2625 \| 0.5249 \| 0.5249 \| nan \| 0.5249 \| 0.0 \| 0.5249 \| \| 0.0835 \| 540.0 \| 9180 \| 0.3429 \| 0.2491 \| 0.4983 \| 0.4983 \| nan \| 0.4983 \| 0.0 \| 0.4983 \| \| 0.0835 \| 541.0 \| 9197 \| 0.3674 \| 0.2439 \| 0.4878 \| 0.4878 \| nan \| 0.4878 \| 0.0 \| 0.4878 \| \| 0.0826 \| 542.0 \| 9214 \| 0.3560 \| 0.2634 \| 0.5269 \| 0.5269 \| nan \| 0.5269 \| 0.0 \| 0.5269 \| \| 0.0826 \| 543.0 \| 9231 \| 0.3472 \| 0.2482 \| 0.4964 \| 0.4964 \| nan \| 0.4964 \| 0.0 \| 0.4964 \| \| 0.0826 \| 544.0 \| 9248 \| 0.3353 \| 0.2471 \| 0.4942 \| 0.4942 \| nan \| 0.4942 \| 0.0 \| 0.4942 \| \| 0.0826 \| 545.0 \| 9265 \| 0.3208 \| 0.2737 \| 0.5473 \| 0.5473 \| nan \| 0.5473 \| 0.0 \| 0.5473 \| \| 0.0826 \| 546.0 \| 9282 \| 0.3288 \| 0.2426 \| 0.4853 \| 0.4853 \| nan \| 0.4853 \| 0.0 \| 0.4853 \| \| 0.0826 \| 547.0 \| 9299 \| 0.3433 \| 0.2556 \| 0.5113 \| 0.5113 \| nan \| 0.5113 \| 0.0 \| 0.5113 \| \| 0.0769 \| 548.0 \| 9316 \| 0.3524 \| 0.2531 \| 0.5061 \| 0.5061 \| nan \| 0.5061 \| 0.0 \| 0.5061 \| \| 0.0769 \| 549.0 \| 9333 \| 0.3563 \| 0.2456 \| 0.4913 \| 0.4913 \| nan \| 0.4913 \| 0.0 \| 0.4913 \| \| 0.0769 \| 550.0 \| 9350 \| 0.3455 \| 0.2576 \| 0.5153 \| 0.5153 \| nan \| 0.5153 \| 0.0 \| 0.5153 \| \| 0.0769 \| 551.0 \| 9367 \| 0.3521 \| 0.2413 \| 0.4826 \| 0.4826 \| nan \| 0.4826 \| 0.0 \| 0.4826 \| \| 0.0769 \| 552.0 \| 9384 \| 0.3537 \| 0.2483 \| 0.4966 \| 0.4966 \| nan \| 0.4966 \| 0.0 \| 0.4966 \| \| 0.078 \| 553.0 \| 9401 \| 0.3355 \| 0.2570 \| 0.5140 \| 0.5140 \| nan \| 0.5140 \| 0.0 \| 0.5140 \| \| 0.078 \| 554.0 \| 9418 \| 0.3363 \| 0.2596 \| 0.5192 \| 0.5192 \| nan \| 0.5192 \| 0.0 \| 0.5192 \| \| 0.078 \| 555.0 \| 9435 \| 0.3518 \| 0.2753 \| 0.5505 \| 0.5505 \| nan \| 0.5505 \| 0.0 \| 0.5505 \| \| 0.078 \| 556.0 \| 9452 \| 0.3420 \| 0.2624 \| 0.5248 \| 0.5248 \| nan \| 0.5248 \| 0.0 \| 0.5248 \| \| 0.078 \| 557.0 \| 9469 \| 0.3415 \| 0.2463 \| 0.4926 \| 0.4926 \| nan \| 0.4926 \| 0.0 \| 0.4926 \| \| 0.078 \| 558.0 \| 9486 \| 0.3465 \| 0.2613 \| 0.5225 \| 0.5225 \| nan \| 0.5225 \| 0.0 \| 0.5225 \| \| 0.0803 \| 559.0 \| 9503 \| 0.3406 \| 0.2557 \| 0.5114 \| 0.5114 \| nan \| 0.5114 \| 0.0 \| 0.5114 \| \| 0.0803 \| 560.0 \| 9520 \| 0.3416 \| 0.2771 \| 0.5541 \| 0.5541 \| nan \| 0.5541 \| 0.0 \| 0.5541 \| \| 0.0803 \| 561.0 \| 9537 \| 0.3511 \| 0.2669 \| 0.5338 \| 0.5338 \| nan \| 0.5338 \| 0.0 \| 0.5338 \| \| 0.0803 \| 562.0 \| 9554 \| 0.3466 \| 0.2768 \| 0.5535 \| 0.5535 \| nan \| 0.5535 \| 0.0 \| 0.5535 \| \| 0.0803 \| 563.0 \| 9571 \| 0.3369 \| 0.2437 \| 0.4875 \| 0.4875 \| nan \| 0.4875 \| 0.0 \| 0.4875 \| \| 0.0803 \| 564.0 \| 9588 \| 0.3396 \| 0.2721 \| 0.5441 \| 0.5441 \| nan \| 0.5441 \| 0.0 \| 0.5441 \| \| 0.0775 \| 565.0 \| 9605 \| 0.3232 \| 0.2551 \| 0.5101 \| 0.5101 \| nan \| 0.5101 \| 0.0 \| 0.5101 \| \| 0.0775 \| 566.0 \| 9622 \| 0.3280 \| 0.2567 \| 0.5134 \| 0.5134 \| nan \| 0.5134 \| 0.0 \| 0.5134 \| \| 0.0775 \| 567.0 \| 9639 \| 0.3357 \| 0.2550 \| 0.5101 \| 0.5101 \| nan \| 0.5101 \| 0.0 \| 0.5101 \| \| 0.0775 \| 568.0 \| 9656 \| 0.3471 \| 0.2672 \| 0.5343 \| 0.5343 \| nan \| 0.5343 \| 0.0 \| 0.5343 \| \| 0.0775 \| 569.0 \| 9673 \| 0.3331 \| 0.2650 \| 0.5300 \| 0.5300 \| nan \| 0.5300 \| 0.0 \| 0.5300 \| \| 0.0775 \| 570.0 \| 9690 \| 0.3389 \| 0.2718 \| 0.5437 \| 0.5437 \| nan \| 0.5437 \| 0.0 \| 0.5437 \| \| 0.081 \| 571.0 \| 9707 \| 0.3359 \| 0.2721 \| 0.5442 \| 0.5442 \| nan \| 0.5442 \| 0.0 \| 0.5442 \| \| 0.081 \| 572.0 \| 9724 \| 0.3423 \| 0.2729 \| 0.5457 \| 0.5457 \| nan \| 0.5457 \| 0.0 \| 0.5457 \| \| 0.081 \| 573.0 \| 9741 \| 0.3455 \| 0.2748 \| 0.5495 \| 0.5495 \| nan \| 0.5495 \| 0.0 \| 0.5495 \| \| 0.081 \| 574.0 \| 9758 \| 0.3355 \| 0.2735 \| 0.5471 \| 0.5471 \| nan \| 0.5471 \| 0.0 \| 0.5471 \| \| 0.081 \| 575.0 \| 9775 \| 0.3351 \| 0.2773 \| 0.5546 \| 0.5546 \| nan \| 0.5546 \| 0.0 \| 0.5546 \| \| 0.081 \| 576.0 \| 9792 \| 0.3209 \| 0.2690 \| 0.5380 \| 0.5380 \| nan \| 0.5380 \| 0.0 \| 0.5380 \| \| 0.0724 \| 577.0 \| 9809 \| 0.3193 \| 0.2582 \| 0.5164 \| 0.5164 \| nan \| 0.5164 \| 0.0 \| 0.5164 \| \| 0.0724 \| 578.0 \| 9826 \| 0.3323 \| 0.2732 \| 0.5464 \| 0.5464 \| nan \| 0.5464 \| 0.0 \| 0.5464 \| \| 0.0724 \| 579.0 \| 9843 \| 0.3369 \| 0.2781 \| 0.5562 \| 0.5562 \| nan \| 0.5562 \| 0.0 \| 0.5562 \| \| 0.0724 \| 580.0 \| 9860 \| 0.3380 \| 0.2843 \| 0.5687 \| 0.5687 \| nan \| 0.5687 \| 0.0 \| 0.5687 \| \| 0.0724 \| 581.0 \| 9877 \| 0.3448 \| 0.2805 \| 0.5610 \| 0.5610 \| nan \| 0.5610 \| 0.0 \| 0.5610 \| \| 0.0724 \| 582.0 \| 9894 \| 0.3463 \| 0.2795 \| 0.5591 \| 0.5591 \| nan \| 0.5591 \| 0.0 \| 0.5591 \| \| 0.0766 \| 583.0 \| 9911 \| 0.3505 \| 0.2750 \| 0.5499 \| 0.5499 \| nan \| 0.5499 \| 0.0 \| 0.5499 \| \| 0.0766 \| 584.0 \| 9928 \| 0.3413 \| 0.2733 \| 0.5465 \| 0.5465 \| nan \| 0.5465 \| 0.0 \| 0.5465 \| \| 0.0766 \| 585.0 \| 9945 \| 0.3359 \| 0.2721 \| 0.5441 \| 0.5441 \| nan \| 0.5441 \| 0.0 \| 0.5441 \| \| 0.0766 \| 586.0 \| 9962 \| 0.3320 \| 0.2709 \| 0.5419 \| 0.5419 \| nan \| 0.5419 \| 0.0 \| 0.5419 \| \| 0.0766 \| 587.0 \| 9979 \| 0.3506 \| 0.2765 \| 0.5530 \| 0.5530 \| nan \| 0.5530 \| 0.0 \| 0.5530 \| \| 0.0766 \| 588.0 \| 9996 \| 0.3373 \| 0.2785 \| 0.5569 \| 0.5569 \| nan \| 0.5569 \| 0.0 \| 0.5569 \| \| 0.0735 \| 588.24 \| 10000 \| 0.3313 \| 0.2721 \| 0.5443 \| 0.5443 \| nan \| 0.5443 \| 0.0 \| 0.5443 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.0 - Datasets 2.14.4 - Tokenizers 0.15.1	[ "background", "biofilm" ]
heroza/segformer-finetuned-biofilm2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-finetuned-biofilm2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm2 dataset. It achieves the following results on the evaluation set: - Loss: 0.0797 - Mean Iou: 0.4786 - Mean Accuracy: 0.9572 - Overall Accuracy: 0.9572 - Accuracy Background: nan - Accuracy Biofilm: 0.9572 - Iou Background: 0.0 - Iou Biofilm: 0.9572 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Background \| Accuracy Biofilm \| Iou Background \| Iou Biofilm \| \|:-------------:\|:-----:\|:-----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------------:\|:----------------:\|:--------------:\|:-----------:\| \| 0.1622 \| 1.0 \| 280 \| 0.1158 \| 0.4714 \| 0.9428 \| 0.9428 \| nan \| 0.9428 \| 0.0 \| 0.9428 \| \| 0.0742 \| 2.0 \| 560 \| 0.0643 \| 0.4545 \| 0.9090 \| 0.9090 \| nan \| 0.9090 \| 0.0 \| 0.9090 \| \| 0.0549 \| 3.0 \| 840 \| 0.0582 \| 0.4797 \| 0.9594 \| 0.9594 \| nan \| 0.9594 \| 0.0 \| 0.9594 \| \| 0.0459 \| 4.0 \| 1120 \| 0.0508 \| 0.4737 \| 0.9475 \| 0.9475 \| nan \| 0.9475 \| 0.0 \| 0.9475 \| \| 0.0506 \| 5.0 \| 1400 \| 0.0405 \| 0.4705 \| 0.9411 \| 0.9411 \| nan \| 0.9411 \| 0.0 \| 0.9411 \| \| 0.0411 \| 6.0 \| 1680 \| 0.0476 \| 0.4865 \| 0.9729 \| 0.9729 \| nan \| 0.9729 \| 0.0 \| 0.9729 \| \| 0.0456 \| 7.0 \| 1960 \| 0.0476 \| 0.4754 \| 0.9509 \| 0.9509 \| nan \| 0.9509 \| 0.0 \| 0.9509 \| \| 0.0381 \| 8.0 \| 2240 \| 0.0554 \| 0.4792 \| 0.9584 \| 0.9584 \| nan \| 0.9584 \| 0.0 \| 0.9584 \| \| 0.0348 \| 9.0 \| 2520 \| 0.0559 \| 0.4889 \| 0.9779 \| 0.9779 \| nan \| 0.9779 \| 0.0 \| 0.9779 \| \| 0.0388 \| 10.0 \| 2800 \| 0.0513 \| 0.4757 \| 0.9514 \| 0.9514 \| nan \| 0.9514 \| 0.0 \| 0.9514 \| \| 0.0385 \| 11.0 \| 3080 \| 0.0660 \| 0.4883 \| 0.9767 \| 0.9767 \| nan \| 0.9767 \| 0.0 \| 0.9767 \| \| 0.0309 \| 12.0 \| 3360 \| 0.0589 \| 0.4808 \| 0.9616 \| 0.9616 \| nan \| 0.9616 \| 0.0 \| 0.9616 \| \| 0.0322 \| 13.0 \| 3640 \| 0.0539 \| 0.4796 \| 0.9592 \| 0.9592 \| nan \| 0.9592 \| 0.0 \| 0.9592 \| \| 0.0361 \| 14.0 \| 3920 \| 0.0621 \| 0.4812 \| 0.9625 \| 0.9625 \| nan \| 0.9625 \| 0.0 \| 0.9625 \| \| 0.0277 \| 15.0 \| 4200 \| 0.0576 \| 0.4836 \| 0.9672 \| 0.9672 \| nan \| 0.9672 \| 0.0 \| 0.9672 \| \| 0.0324 \| 16.0 \| 4480 \| 0.0503 \| 0.4702 \| 0.9404 \| 0.9404 \| nan \| 0.9404 \| 0.0 \| 0.9404 \| \| 0.0355 \| 17.0 \| 4760 \| 0.0583 \| 0.4801 \| 0.9601 \| 0.9601 \| nan \| 0.9601 \| 0.0 \| 0.9601 \| \| 0.032 \| 18.0 \| 5040 \| 0.0528 \| 0.4679 \| 0.9358 \| 0.9358 \| nan \| 0.9358 \| 0.0 \| 0.9358 \| \| 0.0275 \| 19.0 \| 5320 \| 0.0682 \| 0.4828 \| 0.9656 \| 0.9656 \| nan \| 0.9656 \| 0.0 \| 0.9656 \| \| 0.0329 \| 20.0 \| 5600 \| 0.0712 \| 0.4796 \| 0.9591 \| 0.9591 \| nan \| 0.9591 \| 0.0 \| 0.9591 \| \| 0.0284 \| 21.0 \| 5880 \| 0.0769 \| 0.4868 \| 0.9737 \| 0.9737 \| nan \| 0.9737 \| 0.0 \| 0.9737 \| \| 0.028 \| 22.0 \| 6160 \| 0.0615 \| 0.4826 \| 0.9651 \| 0.9651 \| nan \| 0.9651 \| 0.0 \| 0.9651 \| \| 0.0275 \| 23.0 \| 6440 \| 0.0640 \| 0.4797 \| 0.9595 \| 0.9595 \| nan \| 0.9595 \| 0.0 \| 0.9595 \| \| 0.0263 \| 24.0 \| 6720 \| 0.0805 \| 0.4819 \| 0.9639 \| 0.9639 \| nan \| 0.9639 \| 0.0 \| 0.9639 \| \| 0.0252 \| 25.0 \| 7000 \| 0.0700 \| 0.4830 \| 0.9661 \| 0.9661 \| nan \| 0.9661 \| 0.0 \| 0.9661 \| \| 0.0309 \| 26.0 \| 7280 \| 0.0747 \| 0.4854 \| 0.9709 \| 0.9709 \| nan \| 0.9709 \| 0.0 \| 0.9709 \| \| 0.0238 \| 27.0 \| 7560 \| 0.0704 \| 0.4814 \| 0.9628 \| 0.9628 \| nan \| 0.9628 \| 0.0 \| 0.9628 \| \| 0.0277 \| 28.0 \| 7840 \| 0.0757 \| 0.4858 \| 0.9716 \| 0.9716 \| nan \| 0.9716 \| 0.0 \| 0.9716 \| \| 0.0281 \| 29.0 \| 8120 \| 0.0847 \| 0.4830 \| 0.9661 \| 0.9661 \| nan \| 0.9661 \| 0.0 \| 0.9661 \| \| 0.0259 \| 30.0 \| 8400 \| 0.0741 \| 0.4820 \| 0.9640 \| 0.9640 \| nan \| 0.9640 \| 0.0 \| 0.9640 \| \| 0.0231 \| 31.0 \| 8680 \| 0.0726 \| 0.4794 \| 0.9587 \| 0.9587 \| nan \| 0.9587 \| 0.0 \| 0.9587 \| \| 0.0234 \| 32.0 \| 8960 \| 0.0739 \| 0.4779 \| 0.9557 \| 0.9557 \| nan \| 0.9557 \| 0.0 \| 0.9557 \| \| 0.0226 \| 33.0 \| 9240 \| 0.0743 \| 0.4806 \| 0.9613 \| 0.9613 \| nan \| 0.9613 \| 0.0 \| 0.9613 \| \| 0.0242 \| 34.0 \| 9520 \| 0.0776 \| 0.4792 \| 0.9584 \| 0.9584 \| nan \| 0.9584 \| 0.0 \| 0.9584 \| \| 0.0211 \| 35.0 \| 9800 \| 0.0775 \| 0.4765 \| 0.9529 \| 0.9529 \| nan \| 0.9529 \| 0.0 \| 0.9529 \| \| 0.0223 \| 35.71 \| 10000 \| 0.0797 \| 0.4786 \| 0.9572 \| 0.9572 \| nan \| 0.9572 \| 0.0 \| 0.9572 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.0 - Datasets 2.14.4 - Tokenizers 0.15.1	[ "background", "biofilm" ]
julia-wenkmann/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the julia-wenkmann/TennisSegmentation dataset. It achieves the following results on the evaluation set: - Loss: 0.0577 - Mean Iou: 0.1977 - Mean Accuracy: 0.2635 - Overall Accuracy: 0.5273 - Accuracy Undefined: nan - Accuracy Ball: 0.0 - Accuracy Playertop: 0.1196 - Accuracy Playerbottom: 0.6710 - Iou Undefined: 0.0 - Iou Ball: 0.0 - Iou Playertop: 0.1196 - Iou Playerbottom: 0.6710 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Undefined \| Accuracy Ball \| Accuracy Playertop \| Accuracy Playerbottom \| Iou Undefined \| Iou Ball \| Iou Playertop \| Iou Playerbottom \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-------------:\|:------------------:\|:---------------------:\|:-------------:\|:--------:\|:-------------:\|:----------------:\| \| 1.0528 \| 1.67 \| 20 \| 1.1784 \| 0.1882 \| 0.2528 \| 0.5396 \| nan \| 0.0 \| 0.0471 \| 0.7115 \| 0.0 \| 0.0 \| 0.0411 \| 0.7115 \| \| 0.8484 \| 3.33 \| 40 \| 0.8579 \| 0.1435 \| 0.1914 \| 0.4261 \| nan \| 0.0 \| 0.0 \| 0.5741 \| 0.0 \| 0.0 \| 0.0 \| 0.5741 \| \| 0.6695 \| 5.0 \| 60 \| 0.6303 \| 0.1414 \| 0.1885 \| 0.4196 \| nan \| 0.0 \| 0.0 \| 0.5654 \| 0.0 \| 0.0 \| 0.0 \| 0.5654 \| \| 0.5808 \| 6.67 \| 80 \| 0.5370 \| 0.0901 \| 0.1201 \| 0.2674 \| nan \| 0.0 \| 0.0 \| 0.3603 \| 0.0 \| 0.0 \| 0.0 \| 0.3603 \| \| 0.4415 \| 8.33 \| 100 \| 0.4385 \| 0.1263 \| 0.1685 \| 0.3751 \| nan \| 0.0 \| 0.0 \| 0.5054 \| 0.0 \| 0.0 \| 0.0 \| 0.5054 \| \| 0.3955 \| 10.0 \| 120 \| 0.3449 \| 0.1177 \| 0.1570 \| 0.3496 \| nan \| 0.0 \| 0.0 \| 0.4710 \| 0.0 \| 0.0 \| 0.0 \| 0.4710 \| \| 0.3597 \| 11.67 \| 140 \| 0.3006 \| 0.1186 \| 0.1582 \| 0.3521 \| nan \| 0.0 \| 0.0 \| 0.4745 \| 0.0 \| 0.0 \| 0.0 \| 0.4745 \| \| 0.2761 \| 13.33 \| 160 \| 0.2592 \| 0.0968 \| 0.1290 \| 0.2873 \| nan \| 0.0 \| 0.0 \| 0.3871 \| 0.0 \| 0.0 \| 0.0 \| 0.3871 \| \| 0.2343 \| 15.0 \| 180 \| 0.2044 \| 0.0987 \| 0.1316 \| 0.2930 \| nan \| 0.0 \| 0.0 \| 0.3948 \| 0.0 \| 0.0 \| 0.0 \| 0.3948 \| \| 0.1953 \| 16.67 \| 200 \| 0.1841 \| 0.1258 \| 0.1678 \| 0.3736 \| nan \| 0.0 \| 0.0 \| 0.5033 \| 0.0 \| 0.0 \| 0.0 \| 0.5033 \| \| 0.1676 \| 18.33 \| 220 \| 0.1558 \| 0.1394 \| 0.1858 \| 0.4137 \| nan \| 0.0 \| 0.0 \| 0.5574 \| 0.0 \| 0.0 \| 0.0 \| 0.5574 \| \| 0.1486 \| 20.0 \| 240 \| 0.1392 \| 0.1448 \| 0.1931 \| 0.4299 \| nan \| 0.0 \| 0.0 \| 0.5792 \| 0.0 \| 0.0 \| 0.0 \| 0.5792 \| \| 0.1281 \| 21.67 \| 260 \| 0.1234 \| 0.1497 \| 0.1996 \| 0.4445 \| nan \| 0.0 \| 0.0 \| 0.5989 \| 0.0 \| 0.0 \| 0.0 \| 0.5989 \| \| 0.1138 \| 23.33 \| 280 \| 0.1064 \| 0.1407 \| 0.1877 \| 0.4178 \| nan \| 0.0 \| 0.0 \| 0.5630 \| 0.0 \| 0.0 \| 0.0 \| 0.5630 \| \| 0.1031 \| 25.0 \| 300 \| 0.0952 \| 0.1495 \| 0.1993 \| 0.4438 \| nan \| 0.0 \| 0.0 \| 0.5979 \| 0.0 \| 0.0 \| 0.0 \| 0.5979 \| \| 0.094 \| 26.67 \| 320 \| 0.0896 \| 0.1500 \| 0.2000 \| 0.4454 \| nan \| 0.0 \| 0.0 \| 0.6001 \| 0.0 \| 0.0 \| 0.0 \| 0.6001 \| \| 0.0873 \| 28.33 \| 340 \| 0.0889 \| 0.1677 \| 0.2236 \| 0.4978 \| nan \| 0.0 \| 0.0 \| 0.6707 \| 0.0 \| 0.0 \| 0.0 \| 0.6707 \| \| 0.0822 \| 30.0 \| 360 \| 0.0772 \| 0.1631 \| 0.2175 \| 0.4843 \| nan \| 0.0 \| 0.0 \| 0.6526 \| 0.0 \| 0.0 \| 0.0 \| 0.6526 \| \| 0.0769 \| 31.67 \| 380 \| 0.0739 \| 0.1589 \| 0.2119 \| 0.4718 \| nan \| 0.0 \| 0.0 \| 0.6358 \| 0.0 \| 0.0 \| 0.0 \| 0.6358 \| \| 0.0798 \| 33.33 \| 400 \| 0.0694 \| 0.1603 \| 0.2137 \| 0.4758 \| nan \| 0.0 \| 0.0 \| 0.6411 \| 0.0 \| 0.0 \| 0.0 \| 0.6411 \| \| 0.0704 \| 35.0 \| 420 \| 0.0654 \| 0.1680 \| 0.2241 \| 0.4910 \| nan \| 0.0 \| 0.0158 \| 0.6564 \| 0.0 \| 0.0 \| 0.0158 \| 0.6564 \| \| 0.0653 \| 36.67 \| 440 \| 0.0633 \| 0.1708 \| 0.2278 \| 0.4957 \| nan \| 0.0 \| 0.0229 \| 0.6604 \| 0.0 \| 0.0 \| 0.0229 \| 0.6604 \| \| 0.0648 \| 38.33 \| 460 \| 0.0610 \| 0.1743 \| 0.2324 \| 0.5013 \| nan \| 0.0 \| 0.0325 \| 0.6648 \| 0.0 \| 0.0 \| 0.0325 \| 0.6648 \| \| 0.0616 \| 40.0 \| 480 \| 0.0598 \| 0.1859 \| 0.2479 \| 0.5189 \| nan \| 0.0 \| 0.0664 \| 0.6773 \| 0.0 \| 0.0 \| 0.0664 \| 0.6773 \| \| 0.0612 \| 41.67 \| 500 \| 0.0586 \| 0.1887 \| 0.2517 \| 0.5203 \| nan \| 0.0 \| 0.0805 \| 0.6745 \| 0.0 \| 0.0 \| 0.0805 \| 0.6745 \| \| 0.0693 \| 43.33 \| 520 \| 0.0584 \| 0.1953 \| 0.2604 \| 0.5300 \| nan \| 0.0 \| 0.1003 \| 0.6810 \| 0.0 \| 0.0 \| 0.1003 \| 0.6810 \| \| 0.0595 \| 45.0 \| 540 \| 0.0567 \| 0.1998 \| 0.2664 \| 0.5354 \| nan \| 0.0 \| 0.1161 \| 0.6831 \| 0.0 \| 0.0 \| 0.1161 \| 0.6831 \| \| 0.0564 \| 46.67 \| 560 \| 0.0556 \| 0.2007 \| 0.2676 \| 0.5378 \| nan \| 0.0 \| 0.1165 \| 0.6862 \| 0.0 \| 0.0 \| 0.1165 \| 0.6862 \| \| 0.0608 \| 48.33 \| 580 \| 0.0555 \| 0.2032 \| 0.2710 \| 0.5412 \| nan \| 0.0 \| 0.1249 \| 0.6880 \| 0.0 \| 0.0 \| 0.1249 \| 0.6880 \| \| 0.0599 \| 50.0 \| 600 \| 0.0577 \| 0.1977 \| 0.2635 \| 0.5273 \| nan \| 0.0 \| 0.1196 \| 0.6710 \| 0.0 \| 0.0 \| 0.1196 \| 0.6710 \| ### Framework versions - Transformers 4.35.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2	[ "undefined", "ball", "playertop", "playerbottom" ]
ibrahimahmood/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jaradat/pidray-semantics dataset. It achieves the following results on the evaluation set: - Loss: 0.0270 - Mean Iou: 0.0 - Mean Accuracy: nan - Overall Accuracy: nan - Accuracy Baton: nan - Accuracy Pliers: nan - Accuracy Hammer: nan - Accuracy Powerbank: nan - Accuracy Scissors: nan - Accuracy Wrench: nan - Accuracy Gun: nan - Accuracy Bullet: nan - Accuracy Sprayer: nan - Accuracy Handcuffs: nan - Accuracy Knife: nan - Accuracy Lighter: nan - Iou Baton: 0.0 - Iou Pliers: 0.0 - Iou Hammer: nan - Iou Powerbank: nan - Iou Scissors: nan - Iou Wrench: nan - Iou Gun: nan - Iou Bullet: nan - Iou Sprayer: nan - Iou Handcuffs: nan - Iou Knife: nan - Iou Lighter: nan ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Baton \| Accuracy Pliers \| Accuracy Hammer \| Accuracy Powerbank \| Accuracy Scissors \| Accuracy Wrench \| Accuracy Gun \| Accuracy Bullet \| Accuracy Sprayer \| Accuracy Handcuffs \| Accuracy Knife \| Accuracy Lighter \| Iou Baton \| Iou Pliers \| Iou Hammer \| Iou Powerbank \| Iou Scissors \| Iou Wrench \| Iou Gun \| Iou Bullet \| Iou Sprayer \| Iou Handcuffs \| Iou Knife \| Iou Lighter \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:---------------:\|:---------------:\|:------------------:\|:-----------------:\|:---------------:\|:------------:\|:---------------:\|:----------------:\|:------------------:\|:--------------:\|:----------------:\|:---------:\|:----------:\|:----------:\|:-------------:\|:------------:\|:----------:\|:-------:\|:----------:\|:-----------:\|:-------------:\|:---------:\|:-----------:\| \| 0.2674 \| 0.5 \| 20 \| 0.5878 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.041 \| 1.0 \| 40 \| 0.1039 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0197 \| 1.5 \| 60 \| 0.0598 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0776 \| 2.0 \| 80 \| 0.0554 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0697 \| 2.5 \| 100 \| 0.1156 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0659 \| 3.0 \| 120 \| 0.1477 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0146 \| 3.5 \| 140 \| 0.0329 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0819 \| 4.0 \| 160 \| 0.0870 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0008 \| 4.5 \| 180 \| 0.0381 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0337 \| 5.0 \| 200 \| 0.0527 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0216 \| 5.5 \| 220 \| 0.0849 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0004 \| 6.0 \| 240 \| 0.0613 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0055 \| 6.5 \| 260 \| 0.0541 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.002 \| 7.0 \| 280 \| 0.0320 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0011 \| 7.5 \| 300 \| 0.0454 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0798 \| 8.0 \| 320 \| 0.0255 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 8.5 \| 340 \| 0.0362 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.003 \| 9.0 \| 360 \| 0.0143 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.002 \| 9.5 \| 380 \| 0.0212 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0004 \| 10.0 \| 400 \| 0.0346 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0082 \| 10.5 \| 420 \| 0.0503 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0109 \| 11.0 \| 440 \| 0.0249 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 11.5 \| 460 \| 0.0266 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.001 \| 12.0 \| 480 \| 0.0046 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.002 \| 12.5 \| 500 \| 0.0199 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 13.0 \| 520 \| 0.0158 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 13.5 \| 540 \| 0.0122 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0003 \| 14.0 \| 560 \| 0.0157 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 14.5 \| 580 \| 0.0188 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 15.0 \| 600 \| 0.0211 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0006 \| 15.5 \| 620 \| 0.0147 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 16.0 \| 640 \| 0.0116 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 16.5 \| 660 \| 0.0301 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 17.0 \| 680 \| 0.0157 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 17.5 \| 700 \| 0.0213 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0017 \| 18.0 \| 720 \| 0.0140 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0005 \| 18.5 \| 740 \| 0.0131 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 19.0 \| 760 \| 0.0133 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0055 \| 19.5 \| 780 \| 0.0207 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 20.0 \| 800 \| 0.0350 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0004 \| 20.5 \| 820 \| 0.0197 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 21.0 \| 840 \| 0.0229 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0017 \| 21.5 \| 860 \| 0.0356 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 22.0 \| 880 \| 0.0237 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0063 \| 22.5 \| 900 \| 0.0257 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 23.0 \| 920 \| 0.0229 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0004 \| 23.5 \| 940 \| 0.0118 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 24.0 \| 960 \| 0.0268 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0017 \| 24.5 \| 980 \| 0.0344 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 25.0 \| 1000 \| 0.0189 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 25.5 \| 1020 \| 0.0146 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 26.0 \| 1040 \| 0.0274 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 26.5 \| 1060 \| 0.0212 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 27.0 \| 1080 \| 0.0207 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 27.5 \| 1100 \| 0.0229 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 28.0 \| 1120 \| 0.0188 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0017 \| 28.5 \| 1140 \| 0.0165 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 29.0 \| 1160 \| 0.0188 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0003 \| 29.5 \| 1180 \| 0.0151 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0004 \| 30.0 \| 1200 \| 0.0207 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 30.5 \| 1220 \| 0.0256 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 31.0 \| 1240 \| 0.0236 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 31.5 \| 1260 \| 0.0305 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 32.0 \| 1280 \| 0.0224 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 32.5 \| 1300 \| 0.0209 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 33.0 \| 1320 \| 0.0177 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 33.5 \| 1340 \| 0.0285 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 34.0 \| 1360 \| 0.0268 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 34.5 \| 1380 \| 0.0232 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 35.0 \| 1400 \| 0.0309 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 35.5 \| 1420 \| 0.0337 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0004 \| 36.0 \| 1440 \| 0.0253 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 36.5 \| 1460 \| 0.0249 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 37.0 \| 1480 \| 0.0249 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0011 \| 37.5 \| 1500 \| 0.0316 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 38.0 \| 1520 \| 0.0305 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 38.5 \| 1540 \| 0.0227 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 39.0 \| 1560 \| 0.0146 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 39.5 \| 1580 \| 0.0362 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 40.0 \| 1600 \| 0.0342 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0021 \| 40.5 \| 1620 \| 0.0283 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 41.0 \| 1640 \| 0.0227 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 41.5 \| 1660 \| 0.0270 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 42.0 \| 1680 \| 0.0268 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 42.5 \| 1700 \| 0.0251 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 43.0 \| 1720 \| 0.0263 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 43.5 \| 1740 \| 0.0265 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 44.0 \| 1760 \| 0.0266 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0006 \| 44.5 \| 1780 \| 0.0282 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 45.0 \| 1800 \| 0.0244 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0016 \| 45.5 \| 1820 \| 0.0322 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 46.0 \| 1840 \| 0.0249 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 46.5 \| 1860 \| 0.0230 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 47.0 \| 1880 \| 0.0213 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0001 \| 47.5 \| 1900 \| 0.0255 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 48.0 \| 1920 \| 0.0240 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0002 \| 48.5 \| 1940 \| 0.0243 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 49.0 \| 1960 \| 0.0255 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 49.5 \| 1980 \| 0.0257 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0 \| 50.0 \| 2000 \| 0.0270 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.0 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.0 - Tokenizers 0.15.2	[ "baton", "pliers", "hammer", "powerbank", "scissors", "wrench", "gun", "bullet", "sprayer", "handcuffs", "knife", "lighter" ]
ibrahimahmood/segformer-b0-finetuned-pidray-segments	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-pidray-segments This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jaradat/pidray-semantics dataset. It achieves the following results on the evaluation set: - Loss: 0.2957 - Mean Iou: 0.3964 - Mean Accuracy: 0.7929 - Overall Accuracy: 0.7929 - Accuracy Baton: nan - Accuracy Pliers: 0.7929 - Accuracy Hammer: nan - Accuracy Powerbank: nan - Accuracy Scissors: nan - Accuracy Wrench: nan - Accuracy Gun: nan - Accuracy Bullet: nan - Accuracy Sprayer: nan - Accuracy Handcuffs: nan - Accuracy Knife: nan - Accuracy Lighter: nan - Iou Baton: 0.0 - Iou Pliers: 0.7929 - Iou Hammer: nan - Iou Powerbank: nan - Iou Scissors: nan - Iou Wrench: nan - Iou Gun: nan - Iou Bullet: nan - Iou Sprayer: nan - Iou Handcuffs: nan - Iou Knife: nan - Iou Lighter: nan ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Baton \| Accuracy Pliers \| Accuracy Hammer \| Accuracy Powerbank \| Accuracy Scissors \| Accuracy Wrench \| Accuracy Gun \| Accuracy Bullet \| Accuracy Sprayer \| Accuracy Handcuffs \| Accuracy Knife \| Accuracy Lighter \| Iou Baton \| Iou Pliers \| Iou Hammer \| Iou Powerbank \| Iou Scissors \| Iou Wrench \| Iou Gun \| Iou Bullet \| Iou Sprayer \| Iou Handcuffs \| Iou Knife \| Iou Lighter \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:---------------:\|:---------------:\|:------------------:\|:-----------------:\|:---------------:\|:------------:\|:---------------:\|:----------------:\|:------------------:\|:--------------:\|:----------------:\|:---------:\|:----------:\|:----------:\|:-------------:\|:------------:\|:----------:\|:-------:\|:----------:\|:-----------:\|:-------------:\|:---------:\|:-----------:\| \| 0.0583 \| 0.5 \| 20 \| 0.1593 \| 0.3956 \| 0.7913 \| 0.7913 \| nan \| 0.7913 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7913 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0374 \| 1.0 \| 40 \| 0.1574 \| 0.3840 \| 0.7680 \| 0.7680 \| nan \| 0.7680 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7680 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0231 \| 1.5 \| 60 \| 0.1546 \| 0.4221 \| 0.8443 \| 0.8443 \| nan \| 0.8443 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8443 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.1145 \| 2.0 \| 80 \| 0.1491 \| 0.4087 \| 0.8174 \| 0.8174 \| nan \| 0.8174 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8174 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.042 \| 2.5 \| 100 \| 0.1537 \| 0.4084 \| 0.8168 \| 0.8168 \| nan \| 0.8168 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8168 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0914 \| 3.0 \| 120 \| 0.1718 \| 0.3960 \| 0.7920 \| 0.7920 \| nan \| 0.7920 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7920 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0292 \| 3.5 \| 140 \| 0.1526 \| 0.3946 \| 0.7891 \| 0.7891 \| nan \| 0.7891 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7891 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0326 \| 4.0 \| 160 \| 0.1557 \| 0.3947 \| 0.7895 \| 0.7895 \| nan \| 0.7895 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7895 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0255 \| 4.5 \| 180 \| 0.1555 \| 0.4027 \| 0.8055 \| 0.8055 \| nan \| 0.8055 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8055 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0993 \| 5.0 \| 200 \| 0.1742 \| 0.3780 \| 0.7561 \| 0.7561 \| nan \| 0.7561 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7561 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0187 \| 5.5 \| 220 \| 0.1466 \| 0.3961 \| 0.7923 \| 0.7923 \| nan \| 0.7923 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7923 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0338 \| 6.0 \| 240 \| 0.1673 \| 0.4202 \| 0.8403 \| 0.8403 \| nan \| 0.8403 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8403 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.024 \| 6.5 \| 260 \| 0.1798 \| 0.4196 \| 0.8392 \| 0.8392 \| nan \| 0.8392 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8392 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0354 \| 7.0 \| 280 \| 0.1829 \| 0.4008 \| 0.8016 \| 0.8016 \| nan \| 0.8016 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8016 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0297 \| 7.5 \| 300 \| 0.1861 \| 0.4138 \| 0.8276 \| 0.8276 \| nan \| 0.8276 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8276 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0452 \| 8.0 \| 320 \| 0.1759 \| 0.3796 \| 0.7593 \| 0.7593 \| nan \| 0.7593 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7593 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0341 \| 8.5 \| 340 \| 0.1689 \| 0.4145 \| 0.8289 \| 0.8289 \| nan \| 0.8289 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8289 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0218 \| 9.0 \| 360 \| 0.1623 \| 0.4019 \| 0.8039 \| 0.8039 \| nan \| 0.8039 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8039 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.018 \| 9.5 \| 380 \| 0.1724 \| 0.3974 \| 0.7947 \| 0.7947 \| nan \| 0.7947 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7947 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0265 \| 10.0 \| 400 \| 0.1544 \| 0.4123 \| 0.8245 \| 0.8245 \| nan \| 0.8245 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8245 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0529 \| 10.5 \| 420 \| 0.1754 \| 0.3957 \| 0.7915 \| 0.7915 \| nan \| 0.7915 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7915 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.054 \| 11.0 \| 440 \| 0.2007 \| 0.3811 \| 0.7622 \| 0.7622 \| nan \| 0.7622 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7622 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0182 \| 11.5 \| 460 \| 0.1723 \| 0.3874 \| 0.7747 \| 0.7747 \| nan \| 0.7747 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7747 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0289 \| 12.0 \| 480 \| 0.1668 \| 0.4180 \| 0.8360 \| 0.8360 \| nan \| 0.8360 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8360 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0157 \| 12.5 \| 500 \| 0.1788 \| 0.3752 \| 0.7504 \| 0.7504 \| nan \| 0.7504 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7504 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0156 \| 13.0 \| 520 \| 0.1649 \| 0.3936 \| 0.7871 \| 0.7871 \| nan \| 0.7871 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7871 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0396 \| 13.5 \| 540 \| 0.1771 \| 0.4034 \| 0.8068 \| 0.8068 \| nan \| 0.8068 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8068 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.034 \| 14.0 \| 560 \| 0.1767 \| 0.4066 \| 0.8132 \| 0.8132 \| nan \| 0.8132 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8132 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0273 \| 14.5 \| 580 \| 0.1668 \| 0.4068 \| 0.8136 \| 0.8136 \| nan \| 0.8136 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8136 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0221 \| 15.0 \| 600 \| 0.1635 \| 0.4125 \| 0.8250 \| 0.8250 \| nan \| 0.8250 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8250 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0189 \| 15.5 \| 620 \| 0.1886 \| 0.4045 \| 0.8091 \| 0.8091 \| nan \| 0.8091 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8091 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0201 \| 16.0 \| 640 \| 0.1736 \| 0.3985 \| 0.7970 \| 0.7970 \| nan \| 0.7970 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7970 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0328 \| 16.5 \| 660 \| 0.1776 \| 0.3889 \| 0.7778 \| 0.7778 \| nan \| 0.7778 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7778 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0368 \| 17.0 \| 680 \| 0.1925 \| 0.4113 \| 0.8227 \| 0.8227 \| nan \| 0.8227 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8227 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0185 \| 17.5 \| 700 \| 0.1857 \| 0.3852 \| 0.7705 \| 0.7705 \| nan \| 0.7705 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7705 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0224 \| 18.0 \| 720 \| 0.1763 \| 0.3972 \| 0.7943 \| 0.7943 \| nan \| 0.7943 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7943 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0204 \| 18.5 \| 740 \| 0.1955 \| 0.3912 \| 0.7823 \| 0.7823 \| nan \| 0.7823 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7823 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0162 \| 19.0 \| 760 \| 0.1896 \| 0.3985 \| 0.7970 \| 0.7970 \| nan \| 0.7970 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7970 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0672 \| 19.5 \| 780 \| 0.1873 \| 0.3994 \| 0.7987 \| 0.7987 \| nan \| 0.7987 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7987 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0222 \| 20.0 \| 800 \| 0.1932 \| 0.3916 \| 0.7831 \| 0.7831 \| nan \| 0.7831 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7831 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0168 \| 20.5 \| 820 \| 0.2070 \| 0.3984 \| 0.7967 \| 0.7967 \| nan \| 0.7967 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7967 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.017 \| 21.0 \| 840 \| 0.1964 \| 0.4081 \| 0.8161 \| 0.8161 \| nan \| 0.8161 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8161 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0161 \| 21.5 \| 860 \| 0.1972 \| 0.3954 \| 0.7908 \| 0.7908 \| nan \| 0.7908 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7908 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0104 \| 22.0 \| 880 \| 0.2017 \| 0.3901 \| 0.7803 \| 0.7803 \| nan \| 0.7803 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7803 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0455 \| 22.5 \| 900 \| 0.1981 \| 0.4025 \| 0.8050 \| 0.8050 \| nan \| 0.8050 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8050 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.015 \| 23.0 \| 920 \| 0.2073 \| 0.4017 \| 0.8035 \| 0.8035 \| nan \| 0.8035 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8035 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.02 \| 23.5 \| 940 \| 0.2105 \| 0.3891 \| 0.7781 \| 0.7781 \| nan \| 0.7781 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7781 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0223 \| 24.0 \| 960 \| 0.2260 \| 0.3833 \| 0.7666 \| 0.7666 \| nan \| 0.7666 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7666 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0308 \| 24.5 \| 980 \| 0.2174 \| 0.3918 \| 0.7837 \| 0.7837 \| nan \| 0.7837 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7837 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0168 \| 25.0 \| 1000 \| 0.1956 \| 0.4058 \| 0.8116 \| 0.8116 \| nan \| 0.8116 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8116 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.01 \| 25.5 \| 1020 \| 0.2042 \| 0.4122 \| 0.8243 \| 0.8243 \| nan \| 0.8243 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8243 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0215 \| 26.0 \| 1040 \| 0.2018 \| 0.4107 \| 0.8214 \| 0.8214 \| nan \| 0.8214 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8214 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0138 \| 26.5 \| 1060 \| 0.2072 \| 0.3979 \| 0.7958 \| 0.7958 \| nan \| 0.7958 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7958 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0123 \| 27.0 \| 1080 \| 0.2046 \| 0.4072 \| 0.8145 \| 0.8145 \| nan \| 0.8145 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8145 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0172 \| 27.5 \| 1100 \| 0.2095 \| 0.3896 \| 0.7792 \| 0.7792 \| nan \| 0.7792 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7792 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0201 \| 28.0 \| 1120 \| 0.1979 \| 0.3994 \| 0.7988 \| 0.7988 \| nan \| 0.7988 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7988 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.013 \| 28.5 \| 1140 \| 0.1970 \| 0.3994 \| 0.7988 \| 0.7988 \| nan \| 0.7988 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7988 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0389 \| 29.0 \| 1160 \| 0.2140 \| 0.4001 \| 0.8002 \| 0.8002 \| nan \| 0.8002 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8002 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0125 \| 29.5 \| 1180 \| 0.2060 \| 0.4009 \| 0.8019 \| 0.8019 \| nan \| 0.8019 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8019 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0337 \| 30.0 \| 1200 \| 0.2070 \| 0.3817 \| 0.7634 \| 0.7634 \| nan \| 0.7634 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7634 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0189 \| 30.5 \| 1220 \| 0.2292 \| 0.3755 \| 0.7510 \| 0.7510 \| nan \| 0.7510 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7510 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.018 \| 31.0 \| 1240 \| 0.2162 \| 0.3843 \| 0.7685 \| 0.7685 \| nan \| 0.7685 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7685 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0164 \| 31.5 \| 1260 \| 0.2154 \| 0.3978 \| 0.7956 \| 0.7956 \| nan \| 0.7956 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7956 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0112 \| 32.0 \| 1280 \| 0.2161 \| 0.4061 \| 0.8123 \| 0.8123 \| nan \| 0.8123 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8123 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0484 \| 32.5 \| 1300 \| 0.2174 \| 0.4127 \| 0.8253 \| 0.8253 \| nan \| 0.8253 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8253 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0176 \| 33.0 \| 1320 \| 0.2085 \| 0.4054 \| 0.8108 \| 0.8108 \| nan \| 0.8108 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8108 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0078 \| 33.5 \| 1340 \| 0.2135 \| 0.4011 \| 0.8023 \| 0.8023 \| nan \| 0.8023 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8023 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0196 \| 34.0 \| 1360 \| 0.2199 \| 0.4015 \| 0.8030 \| 0.8030 \| nan \| 0.8030 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8030 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.01 \| 34.5 \| 1380 \| 0.2166 \| 0.4058 \| 0.8117 \| 0.8117 \| nan \| 0.8117 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8117 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.017 \| 35.0 \| 1400 \| 0.2173 \| 0.3916 \| 0.7831 \| 0.7831 \| nan \| 0.7831 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7831 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0219 \| 35.5 \| 1420 \| 0.2232 \| 0.3929 \| 0.7857 \| 0.7857 \| nan \| 0.7857 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7857 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.049 \| 36.0 \| 1440 \| 0.2130 \| 0.3938 \| 0.7875 \| 0.7875 \| nan \| 0.7875 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7875 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0248 \| 36.5 \| 1460 \| 0.2146 \| 0.3966 \| 0.7932 \| 0.7932 \| nan \| 0.7932 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7932 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0155 \| 37.0 \| 1480 \| 0.2431 \| 0.4145 \| 0.8289 \| 0.8289 \| nan \| 0.8289 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8289 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0332 \| 37.5 \| 1500 \| 0.2177 \| 0.3977 \| 0.7953 \| 0.7953 \| nan \| 0.7953 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7953 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0084 \| 38.0 \| 1520 \| 0.2185 \| 0.3835 \| 0.7669 \| 0.7669 \| nan \| 0.7669 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7669 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0346 \| 38.5 \| 1540 \| 0.2386 \| 0.4044 \| 0.8087 \| 0.8087 \| nan \| 0.8087 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8087 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0282 \| 39.0 \| 1560 \| 0.2172 \| 0.3995 \| 0.7990 \| 0.7990 \| nan \| 0.7990 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7990 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0194 \| 39.5 \| 1580 \| 0.2301 \| 0.3920 \| 0.7839 \| 0.7839 \| nan \| 0.7839 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7839 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0119 \| 40.0 \| 1600 \| 0.2342 \| 0.3952 \| 0.7904 \| 0.7904 \| nan \| 0.7904 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7904 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0069 \| 40.5 \| 1620 \| 0.2206 \| 0.3979 \| 0.7957 \| 0.7957 \| nan \| 0.7957 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7957 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0246 \| 41.0 \| 1640 \| 0.2224 \| 0.3908 \| 0.7816 \| 0.7816 \| nan \| 0.7816 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7816 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0391 \| 41.5 \| 1660 \| 0.2208 \| 0.3947 \| 0.7894 \| 0.7894 \| nan \| 0.7894 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7894 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0161 \| 42.0 \| 1680 \| 0.2188 \| 0.3882 \| 0.7765 \| 0.7765 \| nan \| 0.7765 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7765 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0084 \| 42.5 \| 1700 \| 0.2125 \| 0.4009 \| 0.8018 \| 0.8018 \| nan \| 0.8018 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8018 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0192 \| 43.0 \| 1720 \| 0.2341 \| 0.3912 \| 0.7823 \| 0.7823 \| nan \| 0.7823 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7823 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0127 \| 43.5 \| 1740 \| 0.2203 \| 0.4059 \| 0.8119 \| 0.8119 \| nan \| 0.8119 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8119 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0157 \| 44.0 \| 1760 \| 0.2114 \| 0.4008 \| 0.8017 \| 0.8017 \| nan \| 0.8017 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8017 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0288 \| 44.5 \| 1780 \| 0.2418 \| 0.4073 \| 0.8146 \| 0.8146 \| nan \| 0.8146 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8146 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0144 \| 45.0 \| 1800 \| 0.2436 \| 0.4025 \| 0.8050 \| 0.8050 \| nan \| 0.8050 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8050 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0147 \| 45.5 \| 1820 \| 0.2446 \| 0.4095 \| 0.8190 \| 0.8190 \| nan \| 0.8190 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8190 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0137 \| 46.0 \| 1840 \| 0.2430 \| 0.3973 \| 0.7947 \| 0.7947 \| nan \| 0.7947 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7947 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0098 \| 46.5 \| 1860 \| 0.2298 \| 0.3904 \| 0.7808 \| 0.7808 \| nan \| 0.7808 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7808 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0164 \| 47.0 \| 1880 \| 0.2238 \| 0.3999 \| 0.7998 \| 0.7998 \| nan \| 0.7998 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7998 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0097 \| 47.5 \| 1900 \| 0.2449 \| 0.3988 \| 0.7976 \| 0.7976 \| nan \| 0.7976 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7976 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0069 \| 48.0 \| 1920 \| 0.2391 \| 0.3975 \| 0.7949 \| 0.7949 \| nan \| 0.7949 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7949 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0136 \| 48.5 \| 1940 \| 0.2432 \| 0.3917 \| 0.7834 \| 0.7834 \| nan \| 0.7834 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7834 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0167 \| 49.0 \| 1960 \| 0.2383 \| 0.4070 \| 0.8141 \| 0.8141 \| nan \| 0.8141 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8141 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0146 \| 49.5 \| 1980 \| 0.2363 \| 0.3941 \| 0.7883 \| 0.7883 \| nan \| 0.7883 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7883 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0147 \| 50.0 \| 2000 \| 0.2288 \| 0.3947 \| 0.7893 \| 0.7893 \| nan \| 0.7893 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7893 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0109 \| 50.5 \| 2020 \| 0.2538 \| 0.4066 \| 0.8133 \| 0.8133 \| nan \| 0.8133 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8133 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0132 \| 51.0 \| 2040 \| 0.2370 \| 0.4024 \| 0.8049 \| 0.8049 \| nan \| 0.8049 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8049 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.1149 \| 51.5 \| 2060 \| 0.2504 \| 0.3950 \| 0.7901 \| 0.7901 \| nan \| 0.7901 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7901 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0127 \| 52.0 \| 2080 \| 0.2449 \| 0.4047 \| 0.8094 \| 0.8094 \| nan \| 0.8094 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8094 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.009 \| 52.5 \| 2100 \| 0.2518 \| 0.3956 \| 0.7912 \| 0.7912 \| nan \| 0.7912 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7912 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0132 \| 53.0 \| 2120 \| 0.2531 \| 0.3984 \| 0.7968 \| 0.7968 \| nan \| 0.7968 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7968 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0293 \| 53.5 \| 2140 \| 0.2691 \| 0.3962 \| 0.7924 \| 0.7924 \| nan \| 0.7924 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7924 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0184 \| 54.0 \| 2160 \| 0.2564 \| 0.3975 \| 0.7949 \| 0.7949 \| nan \| 0.7949 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7949 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0342 \| 54.5 \| 2180 \| 0.2490 \| 0.3955 \| 0.7910 \| 0.7910 \| nan \| 0.7910 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7910 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0124 \| 55.0 \| 2200 \| 0.2617 \| 0.3922 \| 0.7844 \| 0.7844 \| nan \| 0.7844 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7844 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.012 \| 55.5 \| 2220 \| 0.2415 \| 0.4072 \| 0.8144 \| 0.8144 \| nan \| 0.8144 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8144 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0162 \| 56.0 \| 2240 \| 0.2455 \| 0.4062 \| 0.8124 \| 0.8124 \| nan \| 0.8124 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8124 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0134 \| 56.5 \| 2260 \| 0.2488 \| 0.3970 \| 0.7940 \| 0.7940 \| nan \| 0.7940 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7940 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0221 \| 57.0 \| 2280 \| 0.2533 \| 0.3900 \| 0.7799 \| 0.7799 \| nan \| 0.7799 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7799 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0064 \| 57.5 \| 2300 \| 0.2505 \| 0.3956 \| 0.7913 \| 0.7913 \| nan \| 0.7913 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7913 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0181 \| 58.0 \| 2320 \| 0.2649 \| 0.3968 \| 0.7936 \| 0.7936 \| nan \| 0.7936 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7936 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0358 \| 58.5 \| 2340 \| 0.2569 \| 0.3974 \| 0.7948 \| 0.7948 \| nan \| 0.7948 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7948 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0081 \| 59.0 \| 2360 \| 0.2517 \| 0.3956 \| 0.7911 \| 0.7911 \| nan \| 0.7911 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7911 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0174 \| 59.5 \| 2380 \| 0.2654 \| 0.3908 \| 0.7816 \| 0.7816 \| nan \| 0.7816 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7816 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0257 \| 60.0 \| 2400 \| 0.2634 \| 0.4032 \| 0.8063 \| 0.8063 \| nan \| 0.8063 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8063 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.018 \| 60.5 \| 2420 \| 0.2744 \| 0.3854 \| 0.7708 \| 0.7708 \| nan \| 0.7708 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7708 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0114 \| 61.0 \| 2440 \| 0.2569 \| 0.3943 \| 0.7885 \| 0.7885 \| nan \| 0.7885 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7885 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0348 \| 61.5 \| 2460 \| 0.2688 \| 0.3998 \| 0.7997 \| 0.7997 \| nan \| 0.7997 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7997 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.012 \| 62.0 \| 2480 \| 0.2712 \| 0.3909 \| 0.7819 \| 0.7819 \| nan \| 0.7819 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7819 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0078 \| 62.5 \| 2500 \| 0.2749 \| 0.3920 \| 0.7841 \| 0.7841 \| nan \| 0.7841 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7841 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0209 \| 63.0 \| 2520 \| 0.2561 \| 0.3911 \| 0.7821 \| 0.7821 \| nan \| 0.7821 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7821 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0105 \| 63.5 \| 2540 \| 0.2623 \| 0.3995 \| 0.7990 \| 0.7990 \| nan \| 0.7990 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7990 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0136 \| 64.0 \| 2560 \| 0.2654 \| 0.3937 \| 0.7874 \| 0.7874 \| nan \| 0.7874 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7874 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0073 \| 64.5 \| 2580 \| 0.2670 \| 0.3963 \| 0.7926 \| 0.7926 \| nan \| 0.7926 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7926 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0182 \| 65.0 \| 2600 \| 0.2659 \| 0.3935 \| 0.7870 \| 0.7870 \| nan \| 0.7870 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7870 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0154 \| 65.5 \| 2620 \| 0.2665 \| 0.3952 \| 0.7903 \| 0.7903 \| nan \| 0.7903 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7903 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0061 \| 66.0 \| 2640 \| 0.2752 \| 0.3963 \| 0.7926 \| 0.7926 \| nan \| 0.7926 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7926 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0115 \| 66.5 \| 2660 \| 0.2866 \| 0.3983 \| 0.7967 \| 0.7967 \| nan \| 0.7967 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7967 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0084 \| 67.0 \| 2680 \| 0.2819 \| 0.3944 \| 0.7888 \| 0.7888 \| nan \| 0.7888 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7888 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0115 \| 67.5 \| 2700 \| 0.2871 \| 0.3922 \| 0.7844 \| 0.7844 \| nan \| 0.7844 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7844 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0072 \| 68.0 \| 2720 \| 0.2792 \| 0.4044 \| 0.8088 \| 0.8088 \| nan \| 0.8088 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8088 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0102 \| 68.5 \| 2740 \| 0.2836 \| 0.3892 \| 0.7783 \| 0.7783 \| nan \| 0.7783 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7783 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0115 \| 69.0 \| 2760 \| 0.2698 \| 0.3944 \| 0.7887 \| 0.7887 \| nan \| 0.7887 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7887 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0126 \| 69.5 \| 2780 \| 0.2790 \| 0.3972 \| 0.7944 \| 0.7944 \| nan \| 0.7944 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7944 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0055 \| 70.0 \| 2800 \| 0.2846 \| 0.3963 \| 0.7927 \| 0.7927 \| nan \| 0.7927 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7927 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0205 \| 70.5 \| 2820 \| 0.2766 \| 0.3999 \| 0.7997 \| 0.7997 \| nan \| 0.7997 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7997 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0184 \| 71.0 \| 2840 \| 0.2876 \| 0.3924 \| 0.7847 \| 0.7847 \| nan \| 0.7847 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7847 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.015 \| 71.5 \| 2860 \| 0.2900 \| 0.3954 \| 0.7908 \| 0.7908 \| nan \| 0.7908 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7908 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0163 \| 72.0 \| 2880 \| 0.2721 \| 0.3997 \| 0.7993 \| 0.7993 \| nan \| 0.7993 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7993 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0121 \| 72.5 \| 2900 \| 0.2840 \| 0.4007 \| 0.8013 \| 0.8013 \| nan \| 0.8013 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8013 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0162 \| 73.0 \| 2920 \| 0.2732 \| 0.3960 \| 0.7919 \| 0.7919 \| nan \| 0.7919 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7919 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0102 \| 73.5 \| 2940 \| 0.2870 \| 0.4009 \| 0.8017 \| 0.8017 \| nan \| 0.8017 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8017 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0101 \| 74.0 \| 2960 \| 0.2752 \| 0.4035 \| 0.8070 \| 0.8070 \| nan \| 0.8070 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8070 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0113 \| 74.5 \| 2980 \| 0.2781 \| 0.4010 \| 0.8020 \| 0.8020 \| nan \| 0.8020 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8020 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0351 \| 75.0 \| 3000 \| 0.2847 \| 0.3995 \| 0.7991 \| 0.7991 \| nan \| 0.7991 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7991 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0096 \| 75.5 \| 3020 \| 0.2767 \| 0.3947 \| 0.7894 \| 0.7894 \| nan \| 0.7894 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7894 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0135 \| 76.0 \| 3040 \| 0.2712 \| 0.3979 \| 0.7958 \| 0.7958 \| nan \| 0.7958 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7958 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0062 \| 76.5 \| 3060 \| 0.2697 \| 0.3890 \| 0.7780 \| 0.7780 \| nan \| 0.7780 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7780 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.012 \| 77.0 \| 3080 \| 0.2888 \| 0.4004 \| 0.8008 \| 0.8008 \| nan \| 0.8008 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8008 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0072 \| 77.5 \| 3100 \| 0.2763 \| 0.3999 \| 0.7998 \| 0.7998 \| nan \| 0.7998 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7998 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0085 \| 78.0 \| 3120 \| 0.2748 \| 0.4016 \| 0.8033 \| 0.8033 \| nan \| 0.8033 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8033 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0065 \| 78.5 \| 3140 \| 0.2864 \| 0.4006 \| 0.8012 \| 0.8012 \| nan \| 0.8012 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8012 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0395 \| 79.0 \| 3160 \| 0.2758 \| 0.4026 \| 0.8053 \| 0.8053 \| nan \| 0.8053 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.8053 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0172 \| 79.5 \| 3180 \| 0.2864 \| 0.3907 \| 0.7814 \| 0.7814 \| nan \| 0.7814 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7814 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0067 \| 80.0 \| 3200 \| 0.2824 \| 0.3961 \| 0.7922 \| 0.7922 \| nan \| 0.7922 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7922 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0106 \| 80.5 \| 3220 \| 0.2919 \| 0.3962 \| 0.7924 \| 0.7924 \| nan \| 0.7924 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7924 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0076 \| 81.0 \| 3240 \| 0.2936 \| 0.3929 \| 0.7857 \| 0.7857 \| nan \| 0.7857 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7857 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0128 \| 81.5 \| 3260 \| 0.2857 \| 0.3964 \| 0.7928 \| 0.7928 \| nan \| 0.7928 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7928 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.006 \| 82.0 \| 3280 \| 0.2797 \| 0.3987 \| 0.7975 \| 0.7975 \| nan \| 0.7975 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7975 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0121 \| 82.5 \| 3300 \| 0.2934 \| 0.3891 \| 0.7783 \| 0.7783 \| nan \| 0.7783 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7783 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0057 \| 83.0 \| 3320 \| 0.2842 \| 0.3957 \| 0.7915 \| 0.7915 \| nan \| 0.7915 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7915 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0081 \| 83.5 \| 3340 \| 0.2787 \| 0.3895 \| 0.7790 \| 0.7790 \| nan \| 0.7790 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7790 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0135 \| 84.0 \| 3360 \| 0.2785 \| 0.3943 \| 0.7886 \| 0.7886 \| nan \| 0.7886 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7886 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0042 \| 84.5 \| 3380 \| 0.2952 \| 0.3885 \| 0.7770 \| 0.7770 \| nan \| 0.7770 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7770 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0199 \| 85.0 \| 3400 \| 0.2861 \| 0.3936 \| 0.7873 \| 0.7873 \| nan \| 0.7873 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7873 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0104 \| 85.5 \| 3420 \| 0.2919 \| 0.3968 \| 0.7935 \| 0.7935 \| nan \| 0.7935 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7935 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0052 \| 86.0 \| 3440 \| 0.2862 \| 0.3943 \| 0.7886 \| 0.7886 \| nan \| 0.7886 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7886 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0108 \| 86.5 \| 3460 \| 0.2845 \| 0.3977 \| 0.7953 \| 0.7953 \| nan \| 0.7953 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7953 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0122 \| 87.0 \| 3480 \| 0.2958 \| 0.3969 \| 0.7939 \| 0.7939 \| nan \| 0.7939 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7939 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.009 \| 87.5 \| 3500 \| 0.2986 \| 0.3981 \| 0.7961 \| 0.7961 \| nan \| 0.7961 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7961 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0162 \| 88.0 \| 3520 \| 0.2882 \| 0.3971 \| 0.7941 \| 0.7941 \| nan \| 0.7941 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7941 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0082 \| 88.5 \| 3540 \| 0.2871 \| 0.3967 \| 0.7933 \| 0.7933 \| nan \| 0.7933 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7933 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0074 \| 89.0 \| 3560 \| 0.2944 \| 0.3968 \| 0.7936 \| 0.7936 \| nan \| 0.7936 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7936 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0097 \| 89.5 \| 3580 \| 0.2848 \| 0.3975 \| 0.7949 \| 0.7949 \| nan \| 0.7949 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7949 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0071 \| 90.0 \| 3600 \| 0.2887 \| 0.3987 \| 0.7974 \| 0.7974 \| nan \| 0.7974 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7974 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0072 \| 90.5 \| 3620 \| 0.2931 \| 0.3970 \| 0.7939 \| 0.7939 \| nan \| 0.7939 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7939 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0074 \| 91.0 \| 3640 \| 0.2934 \| 0.3967 \| 0.7935 \| 0.7935 \| nan \| 0.7935 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7935 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0067 \| 91.5 \| 3660 \| 0.2917 \| 0.3975 \| 0.7950 \| 0.7950 \| nan \| 0.7950 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7950 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0054 \| 92.0 \| 3680 \| 0.2906 \| 0.3969 \| 0.7939 \| 0.7939 \| nan \| 0.7939 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7939 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0118 \| 92.5 \| 3700 \| 0.2905 \| 0.3953 \| 0.7905 \| 0.7905 \| nan \| 0.7905 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7905 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0098 \| 93.0 \| 3720 \| 0.2896 \| 0.3992 \| 0.7985 \| 0.7985 \| nan \| 0.7985 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7985 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0117 \| 93.5 \| 3740 \| 0.2998 \| 0.3958 \| 0.7916 \| 0.7916 \| nan \| 0.7916 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7916 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0107 \| 94.0 \| 3760 \| 0.2917 \| 0.3961 \| 0.7922 \| 0.7922 \| nan \| 0.7922 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7922 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0106 \| 94.5 \| 3780 \| 0.2961 \| 0.3948 \| 0.7896 \| 0.7896 \| nan \| 0.7896 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7896 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0129 \| 95.0 \| 3800 \| 0.2966 \| 0.3929 \| 0.7859 \| 0.7859 \| nan \| 0.7859 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7859 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0093 \| 95.5 \| 3820 \| 0.2981 \| 0.3966 \| 0.7933 \| 0.7933 \| nan \| 0.7933 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7933 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.006 \| 96.0 \| 3840 \| 0.2969 \| 0.3953 \| 0.7906 \| 0.7906 \| nan \| 0.7906 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7906 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0077 \| 96.5 \| 3860 \| 0.2861 \| 0.3968 \| 0.7937 \| 0.7937 \| nan \| 0.7937 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7937 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0082 \| 97.0 \| 3880 \| 0.3000 \| 0.3972 \| 0.7945 \| 0.7945 \| nan \| 0.7945 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7945 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.006 \| 97.5 \| 3900 \| 0.2954 \| 0.3961 \| 0.7921 \| 0.7921 \| nan \| 0.7921 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7921 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0067 \| 98.0 \| 3920 \| 0.2927 \| 0.3948 \| 0.7897 \| 0.7897 \| nan \| 0.7897 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7897 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0103 \| 98.5 \| 3940 \| 0.2942 \| 0.3946 \| 0.7893 \| 0.7893 \| nan \| 0.7893 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7893 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0069 \| 99.0 \| 3960 \| 0.2885 \| 0.3961 \| 0.7922 \| 0.7922 \| nan \| 0.7922 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7922 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0092 \| 99.5 \| 3980 \| 0.2866 \| 0.3963 \| 0.7926 \| 0.7926 \| nan \| 0.7926 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7926 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| \| 0.0074 \| 100.0 \| 4000 \| 0.2957 \| 0.3964 \| 0.7929 \| 0.7929 \| nan \| 0.7929 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| 0.0 \| 0.7929 \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| nan \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2	[ "baton", "pliers", "hammer", "powerbank", "scissors", "wrench", "gun", "bullet", "sprayer", "handcuffs", "knife", "lighter" ]
jhaberbe/segformer-b0-finetuned-segments-sidewalk-2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jhaberbe/amyloid-aggregates dataset. It achieves the following results on the evaluation set: - Loss: 0.0552 - Mean Iou: 0.4126 - Mean Accuracy: 0.8251 - Overall Accuracy: 0.8251 - Accuracy Background: nan - Accuracy Amyloid: 0.8251 - Iou Background: 0.0 - Iou Amyloid: 0.8251 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Background \| Accuracy Amyloid \| Iou Background \| Iou Amyloid \| \|:-------------:\|:-------:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------------:\|:----------------:\|:--------------:\|:-----------:\| \| 0.5486 \| 0.2326 \| 20 \| 0.6709 \| 0.1174 \| 0.2349 \| 0.2349 \| nan \| 0.2349 \| 0.0 \| 0.2349 \| \| 0.3496 \| 0.4651 \| 40 \| 0.6179 \| 0.2210 \| 0.4420 \| 0.4420 \| nan \| 0.4420 \| 0.0 \| 0.4420 \| \| 0.2825 \| 0.6977 \| 60 \| 0.4770 \| 0.4871 \| 0.9743 \| 0.9743 \| nan \| 0.9743 \| 0.0 \| 0.9743 \| \| 0.2814 \| 0.9302 \| 80 \| 0.2872 \| 0.1395 \| 0.2790 \| 0.2790 \| nan \| 0.2790 \| 0.0 \| 0.2790 \| \| 0.2083 \| 1.1628 \| 100 \| 0.2249 \| 0.3871 \| 0.7742 \| 0.7742 \| nan \| 0.7742 \| 0.0 \| 0.7742 \| \| 0.1355 \| 1.3953 \| 120 \| 0.2623 \| 0.2753 \| 0.5507 \| 0.5507 \| nan \| 0.5507 \| 0.0 \| 0.5507 \| \| 0.1671 \| 1.6279 \| 140 \| 0.1225 \| 0.2283 \| 0.4565 \| 0.4565 \| nan \| 0.4565 \| 0.0 \| 0.4565 \| \| 0.1035 \| 1.8605 \| 160 \| 0.0822 \| 0.1782 \| 0.3564 \| 0.3564 \| nan \| 0.3564 \| 0.0 \| 0.3564 \| \| 0.097 \| 2.0930 \| 180 \| 0.0783 \| 0.1628 \| 0.3255 \| 0.3255 \| nan \| 0.3255 \| 0.0 \| 0.3255 \| \| 0.0641 \| 2.3256 \| 200 \| 0.1464 \| 0.4488 \| 0.8976 \| 0.8976 \| nan \| 0.8976 \| 0.0 \| 0.8976 \| \| 0.06 \| 2.5581 \| 220 \| 0.0819 \| 0.3430 \| 0.6860 \| 0.6860 \| nan \| 0.6860 \| 0.0 \| 0.6860 \| \| 0.0511 \| 2.7907 \| 240 \| 0.0835 \| 0.2525 \| 0.5049 \| 0.5049 \| nan \| 0.5049 \| 0.0 \| 0.5049 \| \| 0.0377 \| 3.0233 \| 260 \| 0.0681 \| 0.2144 \| 0.4288 \| 0.4288 \| nan \| 0.4288 \| 0.0 \| 0.4288 \| \| 0.0381 \| 3.2558 \| 280 \| 0.0975 \| 0.4299 \| 0.8598 \| 0.8598 \| nan \| 0.8598 \| 0.0 \| 0.8598 \| \| 0.0377 \| 3.4884 \| 300 \| 0.1277 \| 0.4671 \| 0.9342 \| 0.9342 \| nan \| 0.9342 \| 0.0 \| 0.9342 \| \| 0.1049 \| 3.7209 \| 320 \| 0.0754 \| 0.4208 \| 0.8417 \| 0.8417 \| nan \| 0.8417 \| 0.0 \| 0.8417 \| \| 0.0252 \| 3.9535 \| 340 \| 0.0757 \| 0.2233 \| 0.4467 \| 0.4467 \| nan \| 0.4467 \| 0.0 \| 0.4467 \| \| 0.022 \| 4.1860 \| 360 \| 0.0758 \| 0.3314 \| 0.6628 \| 0.6628 \| nan \| 0.6628 \| 0.0 \| 0.6628 \| \| 0.0223 \| 4.4186 \| 380 \| 0.0840 \| 0.3403 \| 0.6806 \| 0.6806 \| nan \| 0.6806 \| 0.0 \| 0.6806 \| \| 0.0323 \| 4.6512 \| 400 \| 0.0490 \| 0.4347 \| 0.8694 \| 0.8694 \| nan \| 0.8694 \| 0.0 \| 0.8694 \| \| 0.0298 \| 4.8837 \| 420 \| 0.0618 \| 0.3695 \| 0.7391 \| 0.7391 \| nan \| 0.7391 \| 0.0 \| 0.7391 \| \| 0.0172 \| 5.1163 \| 440 \| 0.0918 \| 0.3770 \| 0.7541 \| 0.7541 \| nan \| 0.7541 \| 0.0 \| 0.7541 \| \| 0.0171 \| 5.3488 \| 460 \| 0.0955 \| 0.1962 \| 0.3924 \| 0.3924 \| nan \| 0.3924 \| 0.0 \| 0.3924 \| \| 0.0134 \| 5.5814 \| 480 \| 0.1008 \| 0.2416 \| 0.4832 \| 0.4832 \| nan \| 0.4832 \| 0.0 \| 0.4832 \| \| 0.0153 \| 5.8140 \| 500 \| 0.0997 \| 0.2675 \| 0.5351 \| 0.5351 \| nan \| 0.5351 \| 0.0 \| 0.5351 \| \| 0.0114 \| 6.0465 \| 520 \| 0.0788 \| 0.3411 \| 0.6823 \| 0.6823 \| nan \| 0.6823 \| 0.0 \| 0.6823 \| \| 0.0126 \| 6.2791 \| 540 \| 0.0947 \| 0.0264 \| 0.0527 \| 0.0527 \| nan \| 0.0527 \| 0.0 \| 0.0527 \| \| 0.0134 \| 6.5116 \| 560 \| 0.0728 \| 0.4199 \| 0.8399 \| 0.8399 \| nan \| 0.8399 \| 0.0 \| 0.8399 \| \| 0.0098 \| 6.7442 \| 580 \| 0.0522 \| 0.2287 \| 0.4574 \| 0.4574 \| nan \| 0.4574 \| 0.0 \| 0.4574 \| \| 0.0094 \| 6.9767 \| 600 \| 0.0869 \| 0.2789 \| 0.5578 \| 0.5578 \| nan \| 0.5578 \| 0.0 \| 0.5578 \| \| 0.0123 \| 7.2093 \| 620 \| 0.1064 \| 0.3969 \| 0.7937 \| 0.7937 \| nan \| 0.7937 \| 0.0 \| 0.7937 \| \| 0.017 \| 7.4419 \| 640 \| 0.0700 \| 0.2119 \| 0.4237 \| 0.4237 \| nan \| 0.4237 \| 0.0 \| 0.4237 \| \| 0.0092 \| 7.6744 \| 660 \| 0.0471 \| 0.1847 \| 0.3695 \| 0.3695 \| nan \| 0.3695 \| 0.0 \| 0.3695 \| \| 0.0083 \| 7.9070 \| 680 \| 0.0701 \| 0.3242 \| 0.6485 \| 0.6485 \| nan \| 0.6485 \| 0.0 \| 0.6485 \| \| 0.0102 \| 8.1395 \| 700 \| 0.0793 \| 0.3773 \| 0.7547 \| 0.7547 \| nan \| 0.7547 \| 0.0 \| 0.7547 \| \| 0.0114 \| 8.3721 \| 720 \| 0.0596 \| 0.3937 \| 0.7873 \| 0.7873 \| nan \| 0.7873 \| 0.0 \| 0.7873 \| \| 0.0069 \| 8.6047 \| 740 \| 0.0646 \| 0.3988 \| 0.7976 \| 0.7976 \| nan \| 0.7976 \| 0.0 \| 0.7976 \| \| 0.0084 \| 8.8372 \| 760 \| 0.0686 \| 0.3288 \| 0.6577 \| 0.6577 \| nan \| 0.6577 \| 0.0 \| 0.6577 \| \| 0.008 \| 9.0698 \| 780 \| 0.0658 \| 0.3455 \| 0.6910 \| 0.6910 \| nan \| 0.6910 \| 0.0 \| 0.6910 \| \| 0.0065 \| 9.3023 \| 800 \| 0.0185 \| 0.1691 \| 0.3382 \| 0.3382 \| nan \| 0.3382 \| 0.0 \| 0.3382 \| \| 0.0063 \| 9.5349 \| 820 \| 0.0732 \| 0.2238 \| 0.4477 \| 0.4477 \| nan \| 0.4477 \| 0.0 \| 0.4477 \| \| 0.0058 \| 9.7674 \| 840 \| 0.0457 \| 0.2353 \| 0.4705 \| 0.4705 \| nan \| 0.4705 \| 0.0 \| 0.4705 \| \| 0.0063 \| 10.0 \| 860 \| 0.0777 \| 0.4177 \| 0.8354 \| 0.8354 \| nan \| 0.8354 \| 0.0 \| 0.8354 \| \| 0.0218 \| 10.2326 \| 880 \| 0.0761 \| 0.2859 \| 0.5718 \| 0.5718 \| nan \| 0.5718 \| 0.0 \| 0.5718 \| \| 0.0064 \| 10.4651 \| 900 \| 0.0651 \| 0.3579 \| 0.7159 \| 0.7159 \| nan \| 0.7159 \| 0.0 \| 0.7159 \| \| 0.0052 \| 10.6977 \| 920 \| 0.0776 \| 0.3691 \| 0.7383 \| 0.7383 \| nan \| 0.7383 \| 0.0 \| 0.7383 \| \| 0.0064 \| 10.9302 \| 940 \| 0.0615 \| 0.2193 \| 0.4386 \| 0.4386 \| nan \| 0.4386 \| 0.0 \| 0.4386 \| \| 0.01 \| 11.1628 \| 960 \| 0.0513 \| 0.2410 \| 0.4820 \| 0.4820 \| nan \| 0.4820 \| 0.0 \| 0.4820 \| \| 0.0106 \| 11.3953 \| 980 \| 0.0739 \| 0.3586 \| 0.7172 \| 0.7172 \| nan \| 0.7172 \| 0.0 \| 0.7172 \| \| 0.0173 \| 11.6279 \| 1000 \| 0.0189 \| 0.3301 \| 0.6601 \| 0.6601 \| nan \| 0.6601 \| 0.0 \| 0.6601 \| \| 0.0059 \| 11.8605 \| 1020 \| 0.0555 \| 0.3845 \| 0.7689 \| 0.7689 \| nan \| 0.7689 \| 0.0 \| 0.7689 \| \| 0.0087 \| 12.0930 \| 1040 \| 0.0496 \| 0.3700 \| 0.7399 \| 0.7399 \| nan \| 0.7399 \| 0.0 \| 0.7399 \| \| 0.0046 \| 12.3256 \| 1060 \| 0.0709 \| 0.3949 \| 0.7899 \| 0.7899 \| nan \| 0.7899 \| 0.0 \| 0.7899 \| \| 0.0047 \| 12.5581 \| 1080 \| 0.0866 \| 0.3646 \| 0.7292 \| 0.7292 \| nan \| 0.7292 \| 0.0 \| 0.7292 \| \| 0.0044 \| 12.7907 \| 1100 \| 0.0595 \| 0.3145 \| 0.6291 \| 0.6291 \| nan \| 0.6291 \| 0.0 \| 0.6291 \| \| 0.005 \| 13.0233 \| 1120 \| 0.0922 \| 0.3124 \| 0.6248 \| 0.6248 \| nan \| 0.6248 \| 0.0 \| 0.6248 \| \| 0.0043 \| 13.2558 \| 1140 \| 0.0658 \| 0.3818 \| 0.7636 \| 0.7636 \| nan \| 0.7636 \| 0.0 \| 0.7636 \| \| 0.004 \| 13.4884 \| 1160 \| 0.0800 \| 0.3649 \| 0.7297 \| 0.7297 \| nan \| 0.7297 \| 0.0 \| 0.7297 \| \| 0.0067 \| 13.7209 \| 1180 \| 0.0537 \| 0.3581 \| 0.7161 \| 0.7161 \| nan \| 0.7161 \| 0.0 \| 0.7161 \| \| 0.0043 \| 13.9535 \| 1200 \| 0.0735 \| 0.2332 \| 0.4663 \| 0.4663 \| nan \| 0.4663 \| 0.0 \| 0.4663 \| \| 0.0047 \| 14.1860 \| 1220 \| 0.0647 \| 0.3186 \| 0.6373 \| 0.6373 \| nan \| 0.6373 \| 0.0 \| 0.6373 \| \| 0.0138 \| 14.4186 \| 1240 \| 0.0663 \| 0.3183 \| 0.6366 \| 0.6366 \| nan \| 0.6366 \| 0.0 \| 0.6366 \| \| 0.0052 \| 14.6512 \| 1260 \| 0.0504 \| 0.3514 \| 0.7027 \| 0.7027 \| nan \| 0.7027 \| 0.0 \| 0.7027 \| \| 0.0037 \| 14.8837 \| 1280 \| 0.0839 \| 0.3544 \| 0.7087 \| 0.7087 \| nan \| 0.7087 \| 0.0 \| 0.7087 \| \| 0.0075 \| 15.1163 \| 1300 \| 0.0708 \| 0.4158 \| 0.8316 \| 0.8316 \| nan \| 0.8316 \| 0.0 \| 0.8316 \| \| 0.0122 \| 15.3488 \| 1320 \| 0.0835 \| 0.3907 \| 0.7813 \| 0.7813 \| nan \| 0.7813 \| 0.0 \| 0.7813 \| \| 0.0034 \| 15.5814 \| 1340 \| 0.0808 \| 0.1924 \| 0.3848 \| 0.3848 \| nan \| 0.3848 \| 0.0 \| 0.3848 \| \| 0.0037 \| 15.8140 \| 1360 \| 0.0619 \| 0.3453 \| 0.6907 \| 0.6907 \| nan \| 0.6907 \| 0.0 \| 0.6907 \| \| 0.0091 \| 16.0465 \| 1380 \| 0.0918 \| 0.4024 \| 0.8048 \| 0.8048 \| nan \| 0.8048 \| 0.0 \| 0.8048 \| \| 0.0034 \| 16.2791 \| 1400 \| 0.0614 \| 0.3826 \| 0.7652 \| 0.7652 \| nan \| 0.7652 \| 0.0 \| 0.7652 \| \| 0.0034 \| 16.5116 \| 1420 \| 0.0661 \| 0.3468 \| 0.6936 \| 0.6936 \| nan \| 0.6936 \| 0.0 \| 0.6936 \| \| 0.0037 \| 16.7442 \| 1440 \| 0.0442 \| 0.2780 \| 0.5560 \| 0.5560 \| nan \| 0.5560 \| 0.0 \| 0.5560 \| \| 0.0058 \| 16.9767 \| 1460 \| 0.0694 \| 0.3634 \| 0.7267 \| 0.7267 \| nan \| 0.7267 \| 0.0 \| 0.7267 \| \| 0.0046 \| 17.2093 \| 1480 \| 0.0433 \| 0.3618 \| 0.7237 \| 0.7237 \| nan \| 0.7237 \| 0.0 \| 0.7237 \| \| 0.0068 \| 17.4419 \| 1500 \| 0.0718 \| 0.3741 \| 0.7481 \| 0.7481 \| nan \| 0.7481 \| 0.0 \| 0.7481 \| \| 0.0053 \| 17.6744 \| 1520 \| 0.0786 \| 0.4243 \| 0.8485 \| 0.8485 \| nan \| 0.8485 \| 0.0 \| 0.8485 \| \| 0.0065 \| 17.9070 \| 1540 \| 0.0759 \| 0.3885 \| 0.7771 \| 0.7771 \| nan \| 0.7771 \| 0.0 \| 0.7771 \| \| 0.0142 \| 18.1395 \| 1560 \| 0.0707 \| 0.3476 \| 0.6952 \| 0.6952 \| nan \| 0.6952 \| 0.0 \| 0.6952 \| \| 0.0036 \| 18.3721 \| 1580 \| 0.0543 \| 0.3193 \| 0.6386 \| 0.6386 \| nan \| 0.6386 \| 0.0 \| 0.6386 \| \| 0.003 \| 18.6047 \| 1600 \| 0.0595 \| 0.3440 \| 0.6879 \| 0.6879 \| nan \| 0.6879 \| 0.0 \| 0.6879 \| \| 0.006 \| 18.8372 \| 1620 \| 0.0515 \| 0.3808 \| 0.7616 \| 0.7616 \| nan \| 0.7616 \| 0.0 \| 0.7616 \| \| 0.0031 \| 19.0698 \| 1640 \| 0.0533 \| 0.3440 \| 0.6879 \| 0.6879 \| nan \| 0.6879 \| 0.0 \| 0.6879 \| \| 0.0033 \| 19.3023 \| 1660 \| 0.0758 \| 0.3302 \| 0.6605 \| 0.6605 \| nan \| 0.6605 \| 0.0 \| 0.6605 \| \| 0.0176 \| 19.5349 \| 1680 \| 0.0598 \| 0.2267 \| 0.4534 \| 0.4534 \| nan \| 0.4534 \| 0.0 \| 0.4534 \| \| 0.0055 \| 19.7674 \| 1700 \| 0.0354 \| 0.3215 \| 0.6430 \| 0.6430 \| nan \| 0.6430 \| 0.0 \| 0.6430 \| \| 0.0032 \| 20.0 \| 1720 \| 0.0552 \| 0.4126 \| 0.8251 \| 0.8251 \| nan \| 0.8251 \| 0.0 \| 0.8251 \| ### Framework versions - Transformers 4.44.2 - Pytorch 2.5.0+cu121 - Datasets 3.0.2 - Tokenizers 0.19.1	[ "background", "amyloid" ]
julia-wenkmann/segformer-b1-finetuned-tennisdata	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b1-finetuned-tennisdata This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the julia-wenkmann/TennisSegmentation dataset. It achieves the following results on the evaluation set: - eval_loss: 0.0158 - eval_mean_iou: 0.4994 - eval_mean_accuracy: 0.6483 - eval_overall_accuracy: 0.9915 - eval_accuracy_undefined: nan - eval_accuracy_object: nan - eval_accuracy_ball: 0.0 - eval_accuracy_playerTop: 0.7071 - eval_accuracy_playerBottom: 0.8904 - eval_accuracy_court: 0.9956 - eval_iou_undefined: 0.0 - eval_iou_object: nan - eval_iou_ball: 0.0 - eval_iou_playerTop: 0.7071 - eval_iou_playerBottom: 0.7968 - eval_iou_court: 0.9931 - eval_runtime: 8.2745 - eval_samples_per_second: 2.175 - eval_steps_per_second: 1.088 - epoch: 29.41 - step: 1000 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100 ### Framework versions - Transformers 4.35.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2	[ "undefined", "object", "ball", "playertop", "playerbottom", "court" ]
jhaberbe/segformer-b0-finetuned-segments-sidewalk-3	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-3 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jhaberbe/lipid-droplets-v3 dataset. It achieves the following results on the evaluation set: - Loss: 0.1127 - Mean Iou: 0.4462 - Mean Accuracy: 0.8924 - Overall Accuracy: 0.8924 - Accuracy Unlabeled: nan - Accuracy Lipid: 0.8924 - Iou Unlabeled: 0.0 - Iou Lipid: 0.8924 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 500 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Lipid \| Iou Unlabeled \| Iou Lipid \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:--------------:\|:-------------:\|:---------:\| \| 0.4354 \| 4.0 \| 20 \| 0.6338 \| 0.3881 \| 0.7762 \| 0.7762 \| nan \| 0.7762 \| 0.0 \| 0.7762 \| \| 0.3649 \| 8.0 \| 40 \| 0.5519 \| 0.4247 \| 0.8494 \| 0.8494 \| nan \| 0.8494 \| 0.0 \| 0.8494 \| \| 0.249 \| 12.0 \| 60 \| 0.3059 \| 0.3220 \| 0.6440 \| 0.6440 \| nan \| 0.6440 \| 0.0 \| 0.6440 \| \| 0.1959 \| 16.0 \| 80 \| 0.3187 \| 0.3624 \| 0.7247 \| 0.7247 \| nan \| 0.7247 \| 0.0 \| 0.7247 \| \| 0.1541 \| 20.0 \| 100 \| 0.2542 \| 0.3600 \| 0.7201 \| 0.7201 \| nan \| 0.7201 \| 0.0 \| 0.7201 \| \| 0.245 \| 24.0 \| 120 \| 0.1705 \| 0.0943 \| 0.1886 \| 0.1886 \| nan \| 0.1886 \| 0.0 \| 0.1886 \| \| 0.1661 \| 28.0 \| 140 \| 0.0909 \| 0.2357 \| 0.4713 \| 0.4713 \| nan \| 0.4713 \| 0.0 \| 0.4713 \| \| 0.0906 \| 32.0 \| 160 \| 0.2466 \| 0.3304 \| 0.6608 \| 0.6608 \| nan \| 0.6608 \| 0.0 \| 0.6608 \| \| 0.0747 \| 36.0 \| 180 \| 0.2400 \| 0.3773 \| 0.7546 \| 0.7546 \| nan \| 0.7546 \| 0.0 \| 0.7546 \| \| 0.077 \| 40.0 \| 200 \| 0.3043 \| 0.4416 \| 0.8832 \| 0.8832 \| nan \| 0.8832 \| 0.0 \| 0.8832 \| \| 0.077 \| 44.0 \| 220 \| 0.1589 \| 0.2127 \| 0.4254 \| 0.4254 \| nan \| 0.4254 \| 0.0 \| 0.4254 \| \| 0.0595 \| 48.0 \| 240 \| 0.2388 \| 0.4113 \| 0.8226 \| 0.8226 \| nan \| 0.8226 \| 0.0 \| 0.8226 \| \| 0.0678 \| 52.0 \| 260 \| 0.1919 \| 0.3874 \| 0.7747 \| 0.7747 \| nan \| 0.7747 \| 0.0 \| 0.7747 \| \| 0.0584 \| 56.0 \| 280 \| 0.2784 \| 0.4315 \| 0.8631 \| 0.8631 \| nan \| 0.8631 \| 0.0 \| 0.8631 \| \| 0.0752 \| 60.0 \| 300 \| 0.1283 \| 0.3702 \| 0.7404 \| 0.7404 \| nan \| 0.7404 \| 0.0 \| 0.7404 \| \| 0.058 \| 64.0 \| 320 \| 0.0754 \| 0.3292 \| 0.6585 \| 0.6585 \| nan \| 0.6585 \| 0.0 \| 0.6585 \| \| 0.071 \| 68.0 \| 340 \| 0.1524 \| 0.3384 \| 0.6768 \| 0.6768 \| nan \| 0.6768 \| 0.0 \| 0.6768 \| \| 0.1157 \| 72.0 \| 360 \| 0.0839 \| 0.2022 \| 0.4043 \| 0.4043 \| nan \| 0.4043 \| 0.0 \| 0.4043 \| \| 0.0681 \| 76.0 \| 380 \| 0.1706 \| 0.3494 \| 0.6989 \| 0.6989 \| nan \| 0.6989 \| 0.0 \| 0.6989 \| \| 0.0391 \| 80.0 \| 400 \| 0.1079 \| 0.3062 \| 0.6123 \| 0.6123 \| nan \| 0.6123 \| 0.0 \| 0.6123 \| \| 0.0493 \| 84.0 \| 420 \| 0.2278 \| 0.4427 \| 0.8854 \| 0.8854 \| nan \| 0.8854 \| 0.0 \| 0.8854 \| \| 0.0544 \| 88.0 \| 440 \| 0.1832 \| 0.3955 \| 0.7911 \| 0.7911 \| nan \| 0.7911 \| 0.0 \| 0.7911 \| \| 0.029 \| 92.0 \| 460 \| 0.1327 \| 0.3851 \| 0.7703 \| 0.7703 \| nan \| 0.7703 \| 0.0 \| 0.7703 \| \| 0.0926 \| 96.0 \| 480 \| 0.1737 \| 0.4200 \| 0.8400 \| 0.8400 \| nan \| 0.8400 \| 0.0 \| 0.8400 \| \| 0.0437 \| 100.0 \| 500 \| 0.1248 \| 0.3420 \| 0.6841 \| 0.6841 \| nan \| 0.6841 \| 0.0 \| 0.6841 \| \| 0.0474 \| 104.0 \| 520 \| 0.1365 \| 0.3171 \| 0.6343 \| 0.6343 \| nan \| 0.6343 \| 0.0 \| 0.6343 \| \| 0.0267 \| 108.0 \| 540 \| 0.1942 \| 0.4441 \| 0.8881 \| 0.8881 \| nan \| 0.8881 \| 0.0 \| 0.8881 \| \| 0.0495 \| 112.0 \| 560 \| 0.1312 \| 0.3710 \| 0.7420 \| 0.7420 \| nan \| 0.7420 \| 0.0 \| 0.7420 \| \| 0.0257 \| 116.0 \| 580 \| 0.1224 \| 0.3549 \| 0.7097 \| 0.7097 \| nan \| 0.7097 \| 0.0 \| 0.7097 \| \| 0.0276 \| 120.0 \| 600 \| 0.1836 \| 0.4088 \| 0.8176 \| 0.8176 \| nan \| 0.8176 \| 0.0 \| 0.8176 \| \| 0.0278 \| 124.0 \| 620 \| 0.1652 \| 0.4134 \| 0.8269 \| 0.8269 \| nan \| 0.8269 \| 0.0 \| 0.8269 \| \| 0.04 \| 128.0 \| 640 \| 0.1380 \| 0.4057 \| 0.8115 \| 0.8115 \| nan \| 0.8115 \| 0.0 \| 0.8115 \| \| 0.0373 \| 132.0 \| 660 \| 0.1566 \| 0.4473 \| 0.8947 \| 0.8947 \| nan \| 0.8947 \| 0.0 \| 0.8947 \| \| 0.024 \| 136.0 \| 680 \| 0.0994 \| 0.3670 \| 0.7339 \| 0.7339 \| nan \| 0.7339 \| 0.0 \| 0.7339 \| \| 0.0301 \| 140.0 \| 700 \| 0.1427 \| 0.3591 \| 0.7182 \| 0.7182 \| nan \| 0.7182 \| 0.0 \| 0.7182 \| \| 0.0372 \| 144.0 \| 720 \| 0.1781 \| 0.4245 \| 0.8489 \| 0.8489 \| nan \| 0.8489 \| 0.0 \| 0.8489 \| \| 0.0364 \| 148.0 \| 740 \| 0.1370 \| 0.3996 \| 0.7992 \| 0.7992 \| nan \| 0.7992 \| 0.0 \| 0.7992 \| \| 0.0497 \| 152.0 \| 760 \| 0.1406 \| 0.4023 \| 0.8046 \| 0.8046 \| nan \| 0.8046 \| 0.0 \| 0.8046 \| \| 0.0442 \| 156.0 \| 780 \| 0.1583 \| 0.4168 \| 0.8337 \| 0.8337 \| nan \| 0.8337 \| 0.0 \| 0.8337 \| \| 0.0358 \| 160.0 \| 800 \| 0.1217 \| 0.3739 \| 0.7478 \| 0.7478 \| nan \| 0.7478 \| 0.0 \| 0.7478 \| \| 0.0408 \| 164.0 \| 820 \| 0.0968 \| 0.2903 \| 0.5805 \| 0.5805 \| nan \| 0.5805 \| 0.0 \| 0.5805 \| \| 0.0225 \| 168.0 \| 840 \| 0.1196 \| 0.4256 \| 0.8512 \| 0.8512 \| nan \| 0.8512 \| 0.0 \| 0.8512 \| \| 0.0399 \| 172.0 \| 860 \| 0.1074 \| 0.2849 \| 0.5697 \| 0.5697 \| nan \| 0.5697 \| 0.0 \| 0.5697 \| \| 0.0436 \| 176.0 \| 880 \| 0.0858 \| 0.3241 \| 0.6481 \| 0.6481 \| nan \| 0.6481 \| 0.0 \| 0.6481 \| \| 0.0351 \| 180.0 \| 900 \| 0.1624 \| 0.4129 \| 0.8258 \| 0.8258 \| nan \| 0.8258 \| 0.0 \| 0.8258 \| \| 0.0291 \| 184.0 \| 920 \| 0.1507 \| 0.4153 \| 0.8307 \| 0.8307 \| nan \| 0.8307 \| 0.0 \| 0.8307 \| \| 0.0417 \| 188.0 \| 940 \| 0.1322 \| 0.3823 \| 0.7645 \| 0.7645 \| nan \| 0.7645 \| 0.0 \| 0.7645 \| \| 0.0277 \| 192.0 \| 960 \| 0.1121 \| 0.3679 \| 0.7358 \| 0.7358 \| nan \| 0.7358 \| 0.0 \| 0.7358 \| \| 0.0289 \| 196.0 \| 980 \| 0.1493 \| 0.4154 \| 0.8307 \| 0.8307 \| nan \| 0.8307 \| 0.0 \| 0.8307 \| \| 0.0366 \| 200.0 \| 1000 \| 0.1342 \| 0.4056 \| 0.8111 \| 0.8111 \| nan \| 0.8111 \| 0.0 \| 0.8111 \| \| 0.0337 \| 204.0 \| 1020 \| 0.1494 \| 0.4110 \| 0.8219 \| 0.8219 \| nan \| 0.8219 \| 0.0 \| 0.8219 \| \| 0.0287 \| 208.0 \| 1040 \| 0.1065 \| 0.4281 \| 0.8561 \| 0.8561 \| nan \| 0.8561 \| 0.0 \| 0.8561 \| \| 0.0286 \| 212.0 \| 1060 \| 0.1629 \| 0.4310 \| 0.8621 \| 0.8621 \| nan \| 0.8621 \| 0.0 \| 0.8621 \| \| 0.0319 \| 216.0 \| 1080 \| 0.1547 \| 0.3900 \| 0.7799 \| 0.7799 \| nan \| 0.7799 \| 0.0 \| 0.7799 \| \| 0.038 \| 220.0 \| 1100 \| 0.0830 \| 0.4073 \| 0.8146 \| 0.8146 \| nan \| 0.8146 \| 0.0 \| 0.8146 \| \| 0.0207 \| 224.0 \| 1120 \| 0.1571 \| 0.4229 \| 0.8458 \| 0.8458 \| nan \| 0.8458 \| 0.0 \| 0.8458 \| \| 0.0406 \| 228.0 \| 1140 \| 0.1477 \| 0.4302 \| 0.8604 \| 0.8604 \| nan \| 0.8604 \| 0.0 \| 0.8604 \| \| 0.0323 \| 232.0 \| 1160 \| 0.1267 \| 0.4136 \| 0.8272 \| 0.8272 \| nan \| 0.8272 \| 0.0 \| 0.8272 \| \| 0.0269 \| 236.0 \| 1180 \| 0.1262 \| 0.4243 \| 0.8485 \| 0.8485 \| nan \| 0.8485 \| 0.0 \| 0.8485 \| \| 0.0484 \| 240.0 \| 1200 \| 0.1179 \| 0.4161 \| 0.8322 \| 0.8322 \| nan \| 0.8322 \| 0.0 \| 0.8322 \| \| 0.0366 \| 244.0 \| 1220 \| 0.0954 \| 0.4016 \| 0.8031 \| 0.8031 \| nan \| 0.8031 \| 0.0 \| 0.8031 \| \| 0.0384 \| 248.0 \| 1240 \| 0.0980 \| 0.4147 \| 0.8294 \| 0.8294 \| nan \| 0.8294 \| 0.0 \| 0.8294 \| \| 0.0205 \| 252.0 \| 1260 \| 0.0946 \| 0.3758 \| 0.7516 \| 0.7516 \| nan \| 0.7516 \| 0.0 \| 0.7516 \| \| 0.0243 \| 256.0 \| 1280 \| 0.1198 \| 0.4322 \| 0.8644 \| 0.8644 \| nan \| 0.8644 \| 0.0 \| 0.8644 \| \| 0.033 \| 260.0 \| 1300 \| 0.1271 \| 0.4357 \| 0.8714 \| 0.8714 \| nan \| 0.8714 \| 0.0 \| 0.8714 \| \| 0.0219 \| 264.0 \| 1320 \| 0.1041 \| 0.4368 \| 0.8736 \| 0.8736 \| nan \| 0.8736 \| 0.0 \| 0.8736 \| \| 0.0304 \| 268.0 \| 1340 \| 0.1113 \| 0.4122 \| 0.8244 \| 0.8244 \| nan \| 0.8244 \| 0.0 \| 0.8244 \| \| 0.0241 \| 272.0 \| 1360 \| 0.0802 \| 0.4152 \| 0.8303 \| 0.8303 \| nan \| 0.8303 \| 0.0 \| 0.8303 \| \| 0.0209 \| 276.0 \| 1380 \| 0.1255 \| 0.4476 \| 0.8952 \| 0.8952 \| nan \| 0.8952 \| 0.0 \| 0.8952 \| \| 0.015 \| 280.0 \| 1400 \| 0.1500 \| 0.4440 \| 0.8879 \| 0.8879 \| nan \| 0.8879 \| 0.0 \| 0.8879 \| \| 0.0209 \| 284.0 \| 1420 \| 0.1275 \| 0.4471 \| 0.8941 \| 0.8941 \| nan \| 0.8941 \| 0.0 \| 0.8941 \| \| 0.0423 \| 288.0 \| 1440 \| 0.1406 \| 0.4135 \| 0.8271 \| 0.8271 \| nan \| 0.8271 \| 0.0 \| 0.8271 \| \| 0.0179 \| 292.0 \| 1460 \| 0.0999 \| 0.4272 \| 0.8544 \| 0.8544 \| nan \| 0.8544 \| 0.0 \| 0.8544 \| \| 0.028 \| 296.0 \| 1480 \| 0.1374 \| 0.4471 \| 0.8942 \| 0.8942 \| nan \| 0.8942 \| 0.0 \| 0.8942 \| \| 0.0524 \| 300.0 \| 1500 \| 0.1253 \| 0.4339 \| 0.8679 \| 0.8679 \| nan \| 0.8679 \| 0.0 \| 0.8679 \| \| 0.0182 \| 304.0 \| 1520 \| 0.1077 \| 0.4222 \| 0.8444 \| 0.8444 \| nan \| 0.8444 \| 0.0 \| 0.8444 \| \| 0.0141 \| 308.0 \| 1540 \| 0.1295 \| 0.4478 \| 0.8956 \| 0.8956 \| nan \| 0.8956 \| 0.0 \| 0.8956 \| \| 0.0255 \| 312.0 \| 1560 \| 0.1309 \| 0.4364 \| 0.8728 \| 0.8728 \| nan \| 0.8728 \| 0.0 \| 0.8728 \| \| 0.0375 \| 316.0 \| 1580 \| 0.0917 \| 0.4369 \| 0.8737 \| 0.8737 \| nan \| 0.8737 \| 0.0 \| 0.8737 \| \| 0.0312 \| 320.0 \| 1600 \| 0.0967 \| 0.3975 \| 0.7951 \| 0.7951 \| nan \| 0.7951 \| 0.0 \| 0.7951 \| \| 0.0312 \| 324.0 \| 1620 \| 0.1041 \| 0.4184 \| 0.8368 \| 0.8368 \| nan \| 0.8368 \| 0.0 \| 0.8368 \| \| 0.0294 \| 328.0 \| 1640 \| 0.1041 \| 0.4279 \| 0.8558 \| 0.8558 \| nan \| 0.8558 \| 0.0 \| 0.8558 \| \| 0.0277 \| 332.0 \| 1660 \| 0.1285 \| 0.4322 \| 0.8644 \| 0.8644 \| nan \| 0.8644 \| 0.0 \| 0.8644 \| \| 0.022 \| 336.0 \| 1680 \| 0.0897 \| 0.3872 \| 0.7744 \| 0.7744 \| nan \| 0.7744 \| 0.0 \| 0.7744 \| \| 0.0185 \| 340.0 \| 1700 \| 0.1148 \| 0.4293 \| 0.8586 \| 0.8586 \| nan \| 0.8586 \| 0.0 \| 0.8586 \| \| 0.0197 \| 344.0 \| 1720 \| 0.1161 \| 0.4448 \| 0.8896 \| 0.8896 \| nan \| 0.8896 \| 0.0 \| 0.8896 \| \| 0.0243 \| 348.0 \| 1740 \| 0.0981 \| 0.4256 \| 0.8511 \| 0.8511 \| nan \| 0.8511 \| 0.0 \| 0.8511 \| \| 0.0252 \| 352.0 \| 1760 \| 0.0848 \| 0.3893 \| 0.7787 \| 0.7787 \| nan \| 0.7787 \| 0.0 \| 0.7787 \| \| 0.0273 \| 356.0 \| 1780 \| 0.0852 \| 0.4175 \| 0.8350 \| 0.8350 \| nan \| 0.8350 \| 0.0 \| 0.8350 \| \| 0.0299 \| 360.0 \| 1800 \| 0.0912 \| 0.4016 \| 0.8033 \| 0.8033 \| nan \| 0.8033 \| 0.0 \| 0.8033 \| \| 0.0223 \| 364.0 \| 1820 \| 0.0877 \| 0.4222 \| 0.8444 \| 0.8444 \| nan \| 0.8444 \| 0.0 \| 0.8444 \| \| 0.0246 \| 368.0 \| 1840 \| 0.1020 \| 0.4455 \| 0.8910 \| 0.8910 \| nan \| 0.8910 \| 0.0 \| 0.8910 \| \| 0.0354 \| 372.0 \| 1860 \| 0.1018 \| 0.4262 \| 0.8524 \| 0.8524 \| nan \| 0.8524 \| 0.0 \| 0.8524 \| \| 0.0228 \| 376.0 \| 1880 \| 0.1030 \| 0.4422 \| 0.8843 \| 0.8843 \| nan \| 0.8843 \| 0.0 \| 0.8843 \| \| 0.0208 \| 380.0 \| 1900 \| 0.1135 \| 0.4403 \| 0.8805 \| 0.8805 \| nan \| 0.8805 \| 0.0 \| 0.8805 \| \| 0.0187 \| 384.0 \| 1920 \| 0.1085 \| 0.4384 \| 0.8768 \| 0.8768 \| nan \| 0.8768 \| 0.0 \| 0.8768 \| \| 0.0211 \| 388.0 \| 1940 \| 0.0929 \| 0.4376 \| 0.8752 \| 0.8752 \| nan \| 0.8752 \| 0.0 \| 0.8752 \| \| 0.0312 \| 392.0 \| 1960 \| 0.0926 \| 0.4450 \| 0.8899 \| 0.8899 \| nan \| 0.8899 \| 0.0 \| 0.8899 \| \| 0.0211 \| 396.0 \| 1980 \| 0.0946 \| 0.4424 \| 0.8847 \| 0.8847 \| nan \| 0.8847 \| 0.0 \| 0.8847 \| \| 0.0106 \| 400.0 \| 2000 \| 0.1098 \| 0.4487 \| 0.8974 \| 0.8974 \| nan \| 0.8974 \| 0.0 \| 0.8974 \| \| 0.0244 \| 404.0 \| 2020 \| 0.0960 \| 0.4394 \| 0.8788 \| 0.8788 \| nan \| 0.8788 \| 0.0 \| 0.8788 \| \| 0.0156 \| 408.0 \| 2040 \| 0.0916 \| 0.4257 \| 0.8514 \| 0.8514 \| nan \| 0.8514 \| 0.0 \| 0.8514 \| \| 0.0186 \| 412.0 \| 2060 \| 0.1090 \| 0.4476 \| 0.8953 \| 0.8953 \| nan \| 0.8953 \| 0.0 \| 0.8953 \| \| 0.0219 \| 416.0 \| 2080 \| 0.1093 \| 0.4297 \| 0.8594 \| 0.8594 \| nan \| 0.8594 \| 0.0 \| 0.8594 \| \| 0.012 \| 420.0 \| 2100 \| 0.0891 \| 0.4347 \| 0.8693 \| 0.8693 \| nan \| 0.8693 \| 0.0 \| 0.8693 \| \| 0.0367 \| 424.0 \| 2120 \| 0.1247 \| 0.4566 \| 0.9132 \| 0.9132 \| nan \| 0.9132 \| 0.0 \| 0.9132 \| \| 0.0123 \| 428.0 \| 2140 \| 0.0705 \| 0.4162 \| 0.8323 \| 0.8323 \| nan \| 0.8323 \| 0.0 \| 0.8323 \| \| 0.0246 \| 432.0 \| 2160 \| 0.1167 \| 0.4468 \| 0.8936 \| 0.8936 \| nan \| 0.8936 \| 0.0 \| 0.8936 \| \| 0.0144 \| 436.0 \| 2180 \| 0.1139 \| 0.4523 \| 0.9047 \| 0.9047 \| nan \| 0.9047 \| 0.0 \| 0.9047 \| \| 0.0278 \| 440.0 \| 2200 \| 0.1015 \| 0.4330 \| 0.8660 \| 0.8660 \| nan \| 0.8660 \| 0.0 \| 0.8660 \| \| 0.0157 \| 444.0 \| 2220 \| 0.0921 \| 0.4196 \| 0.8392 \| 0.8392 \| nan \| 0.8392 \| 0.0 \| 0.8392 \| \| 0.0207 \| 448.0 \| 2240 \| 0.1109 \| 0.4462 \| 0.8924 \| 0.8924 \| nan \| 0.8924 \| 0.0 \| 0.8924 \| \| 0.0191 \| 452.0 \| 2260 \| 0.1060 \| 0.4421 \| 0.8843 \| 0.8843 \| nan \| 0.8843 \| 0.0 \| 0.8843 \| \| 0.0214 \| 456.0 \| 2280 \| 0.1137 \| 0.4357 \| 0.8714 \| 0.8714 \| nan \| 0.8714 \| 0.0 \| 0.8714 \| \| 0.0228 \| 460.0 \| 2300 \| 0.0943 \| 0.4340 \| 0.8679 \| 0.8679 \| nan \| 0.8679 \| 0.0 \| 0.8679 \| \| 0.0213 \| 464.0 \| 2320 \| 0.1003 \| 0.4379 \| 0.8759 \| 0.8759 \| nan \| 0.8759 \| 0.0 \| 0.8759 \| \| 0.0248 \| 468.0 \| 2340 \| 0.1063 \| 0.4525 \| 0.9050 \| 0.9050 \| nan \| 0.9050 \| 0.0 \| 0.9050 \| \| 0.0186 \| 472.0 \| 2360 \| 0.0915 \| 0.4278 \| 0.8556 \| 0.8556 \| nan \| 0.8556 \| 0.0 \| 0.8556 \| \| 0.0212 \| 476.0 \| 2380 \| 0.0948 \| 0.4375 \| 0.8751 \| 0.8751 \| nan \| 0.8751 \| 0.0 \| 0.8751 \| \| 0.0201 \| 480.0 \| 2400 \| 0.0961 \| 0.4326 \| 0.8652 \| 0.8652 \| nan \| 0.8652 \| 0.0 \| 0.8652 \| \| 0.0168 \| 484.0 \| 2420 \| 0.1050 \| 0.4372 \| 0.8745 \| 0.8745 \| nan \| 0.8745 \| 0.0 \| 0.8745 \| \| 0.0242 \| 488.0 \| 2440 \| 0.1120 \| 0.4481 \| 0.8963 \| 0.8963 \| nan \| 0.8963 \| 0.0 \| 0.8963 \| \| 0.017 \| 492.0 \| 2460 \| 0.1035 \| 0.4235 \| 0.8470 \| 0.8470 \| nan \| 0.8470 \| 0.0 \| 0.8470 \| \| 0.0267 \| 496.0 \| 2480 \| 0.1076 \| 0.4465 \| 0.8931 \| 0.8931 \| nan \| 0.8931 \| 0.0 \| 0.8931 \| \| 0.0148 \| 500.0 \| 2500 \| 0.1127 \| 0.4462 \| 0.8924 \| 0.8924 \| nan \| 0.8924 \| 0.0 \| 0.8924 \| ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2	[ "unlabeled", "lipid" ]
peldrak/segformer-b0-ade-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5623 - Mean Iou: 0.6727 - Mean Accuracy: 0.7881 - Overall Accuracy: 0.8652 - Accuracy Water: 0.9350 - Accuracy Whitewater: 0.7932 - Accuracy Sediment: 0.8678 - Accuracy Other Natural Terrain: 0.4618 - Accuracy Vegetation: 0.8962 - Accuracy Development: 0.8586 - Accuracy Unknown: 0.7042 - Iou Water: 0.8625 - Iou Whitewater: 0.6341 - Iou Sediment: 0.7345 - Iou Other Natural Terrain: 0.3733 - Iou Vegetation: 0.7852 - Iou Development: 0.6480 - Iou Unknown: 0.6710 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.8918 \| 0.05 \| 20 \| 1.7193 \| 0.1727 \| 0.2804 \| 0.4411 \| 0.5409 \| 0.0434 \| 0.3329 \| 0.0178 \| 0.5460 \| 0.0013 \| 0.4804 \| 0.3520 \| 0.0207 \| 0.1753 \| 0.0119 \| 0.3503 \| 0.0012 \| 0.2971 \| \| 1.7345 \| 0.11 \| 40 \| 1.5764 \| 0.1984 \| 0.2979 \| 0.5306 \| 0.7696 \| 0.0019 \| 0.2842 \| 0.0009 \| 0.6406 \| 0.0167 \| 0.3715 \| 0.4958 \| 0.0019 \| 0.2074 \| 0.0008 \| 0.3808 \| 0.0164 \| 0.2855 \| \| 1.4187 \| 0.16 \| 60 \| 1.4711 \| 0.2102 \| 0.3017 \| 0.5466 \| 0.6440 \| 0.0043 \| 0.1627 \| 0.0000 \| 0.8840 \| 0.1103 \| 0.3063 \| 0.5401 \| 0.0043 \| 0.1239 \| 0.0000 \| 0.4074 \| 0.0965 \| 0.2988 \| \| 1.4688 \| 0.22 \| 80 \| 1.3062 \| 0.2133 \| 0.3032 \| 0.5827 \| 0.7637 \| 0.0044 \| 0.0045 \| 0.0 \| 0.8809 \| 0.0455 \| 0.4235 \| 0.5938 \| 0.0044 \| 0.0045 \| 0.0 \| 0.4255 \| 0.0441 \| 0.4209 \| \| 1.3644 \| 0.27 \| 100 \| 1.2199 \| 0.2163 \| 0.3081 \| 0.6005 \| 0.7899 \| 0.0011 \| 0.0045 \| 0.0000 \| 0.9211 \| 0.0323 \| 0.4077 \| 0.6126 \| 0.0011 \| 0.0045 \| 0.0000 \| 0.4573 \| 0.0319 \| 0.4066 \| \| 1.0937 \| 0.32 \| 120 \| 1.1782 \| 0.2625 \| 0.3568 \| 0.6210 \| 0.7391 \| 0.0022 \| 0.0014 \| 0.0 \| 0.9458 \| 0.3827 \| 0.4264 \| 0.6299 \| 0.0022 \| 0.0014 \| 0.0 \| 0.4685 \| 0.3097 \| 0.4258 \| \| 1.3197 \| 0.38 \| 140 \| 1.0962 \| 0.2866 \| 0.3827 \| 0.6571 \| 0.8418 \| 0.0011 \| 0.0354 \| 0.0 \| 0.9075 \| 0.4358 \| 0.4571 \| 0.6282 \| 0.0011 \| 0.0352 \| 0.0 \| 0.5366 \| 0.3545 \| 0.4503 \| \| 1.4908 \| 0.43 \| 160 \| 1.0924 \| 0.2377 \| 0.3386 \| 0.6230 \| 0.8492 \| 0.0002 \| 0.0202 \| 0.0 \| 0.9143 \| 0.4159 \| 0.1706 \| 0.5894 \| 0.0002 \| 0.0201 \| 0.0 \| 0.5381 \| 0.3457 \| 0.1701 \| \| 1.3088 \| 0.49 \| 180 \| 1.0883 \| 0.3033 \| 0.4110 \| 0.6656 \| 0.8145 \| 0.0010 \| 0.0251 \| 0.0 \| 0.9013 \| 0.6596 \| 0.4751 \| 0.6515 \| 0.0010 \| 0.0249 \| 0.0 \| 0.5307 \| 0.4522 \| 0.4629 \| \| 1.3351 \| 0.54 \| 200 \| 1.0277 \| 0.3329 \| 0.4414 \| 0.6842 \| 0.8636 \| 0.0003 \| 0.2249 \| 0.0 \| 0.8420 \| 0.7113 \| 0.4476 \| 0.6386 \| 0.0003 \| 0.2095 \| 0.0 \| 0.5669 \| 0.4778 \| 0.4369 \| \| 0.9563 \| 0.59 \| 220 \| 0.9793 \| 0.3252 \| 0.4197 \| 0.6917 \| 0.8619 \| 0.0000 \| 0.1276 \| 0.0 \| 0.9385 \| 0.5410 \| 0.4693 \| 0.6530 \| 0.0000 \| 0.1189 \| 0.0 \| 0.5926 \| 0.4505 \| 0.4614 \| \| 1.6368 \| 0.65 \| 240 \| 0.9654 \| 0.3092 \| 0.4278 \| 0.6742 \| 0.9174 \| 0.0000 \| 0.0367 \| 0.0 \| 0.7668 \| 0.8127 \| 0.4611 \| 0.6101 \| 0.0000 \| 0.0352 \| 0.0 \| 0.5999 \| 0.4659 \| 0.4536 \| \| 1.2383 \| 0.7 \| 260 \| 0.9034 \| 0.3361 \| 0.4408 \| 0.6979 \| 0.8898 \| 0.0146 \| 0.1503 \| 0.0 \| 0.8741 \| 0.6727 \| 0.4841 \| 0.6644 \| 0.0146 \| 0.1272 \| 0.0 \| 0.6105 \| 0.4607 \| 0.4755 \| \| 0.966 \| 0.76 \| 280 \| 0.9015 \| 0.3846 \| 0.5006 \| 0.7293 \| 0.8605 \| 0.0006 \| 0.5635 \| 0.0 \| 0.8861 \| 0.7457 \| 0.4476 \| 0.7257 \| 0.0006 \| 0.4458 \| 0.0 \| 0.6134 \| 0.4652 \| 0.4414 \| \| 0.8036 \| 0.81 \| 300 \| 0.8702 \| 0.4024 \| 0.5103 \| 0.7417 \| 0.8892 \| 0.0433 \| 0.5619 \| 0.0 \| 0.8853 \| 0.7095 \| 0.4831 \| 0.7200 \| 0.0431 \| 0.4450 \| 0.0 \| 0.6358 \| 0.4982 \| 0.4749 \| \| 1.8788 \| 0.86 \| 320 \| 0.9053 \| 0.3852 \| 0.4851 \| 0.7214 \| 0.8172 \| 0.0141 \| 0.4872 \| 0.0 \| 0.9433 \| 0.6384 \| 0.4953 \| 0.7043 \| 0.0141 \| 0.4128 \| 0.0 \| 0.5845 \| 0.4948 \| 0.4857 \| \| 1.0235 \| 0.92 \| 340 \| 0.8610 \| 0.4022 \| 0.5153 \| 0.7435 \| 0.8529 \| 0.0031 \| 0.6195 \| 0.0 \| 0.9151 \| 0.7351 \| 0.4814 \| 0.7156 \| 0.0031 \| 0.4456 \| 0.0 \| 0.6495 \| 0.5282 \| 0.4737 \| \| 0.8514 \| 0.97 \| 360 \| 0.8345 \| 0.4126 \| 0.5193 \| 0.7475 \| 0.8544 \| 0.0043 \| 0.6011 \| 0.0 \| 0.9183 \| 0.7568 \| 0.5005 \| 0.7119 \| 0.0043 \| 0.4706 \| 0.0 \| 0.6386 \| 0.5719 \| 0.4909 \| \| 1.0291 \| 1.03 \| 380 \| 0.8402 \| 0.4046 \| 0.5075 \| 0.7456 \| 0.8620 \| 0.0020 \| 0.5536 \| 0.0 \| 0.9357 \| 0.7096 \| 0.4894 \| 0.7507 \| 0.0020 \| 0.4354 \| 0.0 \| 0.6173 \| 0.5464 \| 0.4805 \| \| 1.1258 \| 1.08 \| 400 \| 0.7705 \| 0.4226 \| 0.5354 \| 0.7634 \| 0.8991 \| 0.0015 \| 0.7193 \| 0.0 \| 0.8843 \| 0.7248 \| 0.5188 \| 0.7481 \| 0.0015 \| 0.4673 \| 0.0 \| 0.6767 \| 0.5566 \| 0.5081 \| \| 0.8487 \| 1.14 \| 420 \| 0.7630 \| 0.4201 \| 0.5532 \| 0.7603 \| 0.8919 \| 0.0069 \| 0.7735 \| 0.0 \| 0.8280 \| 0.8472 \| 0.5247 \| 0.7714 \| 0.0069 \| 0.4792 \| 0.0 \| 0.6687 \| 0.5018 \| 0.5125 \| \| 0.6441 \| 1.19 \| 440 \| 0.7593 \| 0.4276 \| 0.5465 \| 0.7673 \| 0.8787 \| 0.0023 \| 0.7789 \| 0.0 \| 0.8986 \| 0.7592 \| 0.5079 \| 0.7620 \| 0.0023 \| 0.4709 \| 0.0 \| 0.6852 \| 0.5745 \| 0.4980 \| \| 0.6257 \| 1.24 \| 460 \| 0.7332 \| 0.4234 \| 0.5433 \| 0.7613 \| 0.9047 \| 0.0039 \| 0.7208 \| 0.0 \| 0.8481 \| 0.8191 \| 0.5064 \| 0.7406 \| 0.0039 \| 0.4672 \| 0.0 \| 0.6759 \| 0.5938 \| 0.4821 \| \| 0.7471 \| 1.3 \| 480 \| 0.7498 \| 0.4315 \| 0.5477 \| 0.7725 \| 0.8824 \| 0.0013 \| 0.7628 \| 0.0 \| 0.9170 \| 0.7679 \| 0.5025 \| 0.7805 \| 0.0013 \| 0.4620 \| 0.0 \| 0.6898 \| 0.5965 \| 0.4902 \| \| 1.0338 \| 1.35 \| 500 \| 0.7265 \| 0.4301 \| 0.5589 \| 0.7690 \| 0.9020 \| 0.0100 \| 0.8015 \| 0.0 \| 0.8450 \| 0.8507 \| 0.5031 \| 0.7667 \| 0.0100 \| 0.4858 \| 0.0 \| 0.6891 \| 0.5731 \| 0.4860 \| \| 0.805 \| 1.41 \| 520 \| 0.7307 \| 0.4291 \| 0.5473 \| 0.7705 \| 0.8844 \| 0.0121 \| 0.7645 \| 0.0 \| 0.9085 \| 0.7607 \| 0.5011 \| 0.7774 \| 0.0121 \| 0.4729 \| 0.0 \| 0.6874 \| 0.5640 \| 0.4897 \| \| 0.6595 \| 1.46 \| 540 \| 0.7358 \| 0.4299 \| 0.5427 \| 0.7734 \| 0.8996 \| 0.0019 \| 0.7720 \| 0.0 \| 0.9123 \| 0.7089 \| 0.5043 \| 0.7795 \| 0.0019 \| 0.4719 \| 0.0 \| 0.6933 \| 0.5699 \| 0.4928 \| \| 0.9708 \| 1.51 \| 560 \| 0.7056 \| 0.4360 \| 0.5508 \| 0.7759 \| 0.9059 \| 0.0161 \| 0.7943 \| 0.0 \| 0.8916 \| 0.7169 \| 0.5305 \| 0.7756 \| 0.0161 \| 0.4793 \| 0.0 \| 0.6996 \| 0.5675 \| 0.5139 \| \| 0.6226 \| 1.57 \| 580 \| 0.6977 \| 0.4411 \| 0.5595 \| 0.7764 \| 0.9063 \| 0.0471 \| 0.7767 \| 0.0 \| 0.8832 \| 0.8029 \| 0.5004 \| 0.7768 \| 0.0469 \| 0.5102 \| 0.0 \| 0.6885 \| 0.5758 \| 0.4894 \| \| 0.7565 \| 1.62 \| 600 \| 0.7041 \| 0.4387 \| 0.5619 \| 0.7778 \| 0.9083 \| 0.0157 \| 0.8400 \| 0.0 \| 0.8738 \| 0.8083 \| 0.4871 \| 0.7897 \| 0.0156 \| 0.4905 \| 0.0 \| 0.6963 \| 0.6002 \| 0.4784 \| \| 0.5521 \| 1.68 \| 620 \| 0.7061 \| 0.4544 \| 0.5870 \| 0.7725 \| 0.8670 \| 0.1400 \| 0.8665 \| 0.0 \| 0.8503 \| 0.8462 \| 0.5391 \| 0.7733 \| 0.1378 \| 0.4755 \| 0.0 \| 0.6865 \| 0.5847 \| 0.5230 \| \| 0.707 \| 1.73 \| 640 \| 0.6628 \| 0.4732 \| 0.5828 \| 0.7900 \| 0.8971 \| 0.1696 \| 0.8091 \| 0.0 \| 0.9136 \| 0.7388 \| 0.5517 \| 0.7858 \| 0.1663 \| 0.5278 \| 0.0 \| 0.7063 \| 0.6084 \| 0.5177 \| \| 1.0796 \| 1.78 \| 660 \| 0.6726 \| 0.4779 \| 0.5918 \| 0.7888 \| 0.8877 \| 0.2018 \| 0.7916 \| 0.0 \| 0.8991 \| 0.7893 \| 0.5730 \| 0.7806 \| 0.1955 \| 0.5498 \| 0.0 \| 0.6949 \| 0.5827 \| 0.5416 \| \| 0.9266 \| 1.84 \| 680 \| 0.6593 \| 0.5070 \| 0.6127 \| 0.8028 \| 0.9008 \| 0.2913 \| 0.8170 \| 0.0 \| 0.9117 \| 0.7941 \| 0.5741 \| 0.7853 \| 0.2819 \| 0.5686 \| 0.0 \| 0.7127 \| 0.6494 \| 0.5514 \| \| 0.7291 \| 1.89 \| 700 \| 0.6523 \| 0.4940 \| 0.6103 \| 0.7972 \| 0.8992 \| 0.2367 \| 0.8321 \| 0.0 \| 0.8779 \| 0.8411 \| 0.5854 \| 0.7879 \| 0.2302 \| 0.5592 \| 0.0 \| 0.7064 \| 0.6340 \| 0.5404 \| \| 0.8694 \| 1.95 \| 720 \| 0.6745 \| 0.4995 \| 0.6173 \| 0.7923 \| 0.8782 \| 0.3193 \| 0.8501 \| 0.0 \| 0.8786 \| 0.7964 \| 0.5984 \| 0.7721 \| 0.3056 \| 0.5273 \| 0.0 \| 0.7049 \| 0.6283 \| 0.5584 \| \| 1.7218 \| 2.0 \| 740 \| 0.6700 \| 0.4717 \| 0.5913 \| 0.7880 \| 0.8848 \| 0.1685 \| 0.8075 \| 0.0 \| 0.8923 \| 0.8161 \| 0.5699 \| 0.7854 \| 0.1620 \| 0.5054 \| 0.0 \| 0.7067 \| 0.5921 \| 0.5502 \| \| 0.4978 \| 2.05 \| 760 \| 0.6541 \| 0.4704 \| 0.5745 \| 0.7877 \| 0.9258 \| 0.1740 \| 0.7733 \| 0.0 \| 0.8958 \| 0.7236 \| 0.5287 \| 0.7626 \| 0.1699 \| 0.5321 \| 0.0 \| 0.7128 \| 0.6039 \| 0.5115 \| \| 0.8582 \| 2.11 \| 780 \| 0.6597 \| 0.4905 \| 0.6135 \| 0.7888 \| 0.9046 \| 0.3376 \| 0.8279 \| 0.0 \| 0.8577 \| 0.8390 \| 0.5275 \| 0.7782 \| 0.3232 \| 0.5294 \| 0.0 \| 0.7078 \| 0.5849 \| 0.5102 \| \| 0.633 \| 2.16 \| 800 \| 0.6661 \| 0.4831 \| 0.6051 \| 0.7874 \| 0.8967 \| 0.2465 \| 0.8789 \| 0.0 \| 0.8573 \| 0.8117 \| 0.5447 \| 0.7755 \| 0.2375 \| 0.4916 \| 0.0 \| 0.7147 \| 0.6395 \| 0.5230 \| \| 1.4596 \| 2.22 \| 820 \| 0.6347 \| 0.5191 \| 0.6249 \| 0.8042 \| 0.9117 \| 0.4367 \| 0.8109 \| 0.0 \| 0.9090 \| 0.7481 \| 0.5578 \| 0.7954 \| 0.3907 \| 0.5809 \| 0.0 \| 0.7080 \| 0.6254 \| 0.5331 \| \| 0.601 \| 2.27 \| 840 \| 0.6471 \| 0.5134 \| 0.6395 \| 0.7974 \| 0.8891 \| 0.4640 \| 0.8585 \| 0.0 \| 0.8679 \| 0.8283 \| 0.5684 \| 0.7916 \| 0.4042 \| 0.5491 \| 0.0 \| 0.7069 \| 0.5984 \| 0.5439 \| \| 0.8714 \| 2.32 \| 860 \| 0.6454 \| 0.4995 \| 0.6313 \| 0.7899 \| 0.9040 \| 0.4213 \| 0.8301 \| 0.0 \| 0.8325 \| 0.8916 \| 0.5394 \| 0.7891 \| 0.3825 \| 0.5357 \| 0.0 \| 0.7025 \| 0.5716 \| 0.5154 \| \| 0.3849 \| 2.38 \| 880 \| 0.6597 \| 0.5007 \| 0.6236 \| 0.7912 \| 0.8757 \| 0.4116 \| 0.8674 \| 0.0 \| 0.8986 \| 0.8036 \| 0.5086 \| 0.7868 \| 0.3641 \| 0.5492 \| 0.0 \| 0.7008 \| 0.6138 \| 0.4901 \| \| 1.2203 \| 2.43 \| 900 \| 0.6092 \| 0.5375 \| 0.6520 \| 0.8113 \| 0.8990 \| 0.4998 \| 0.8413 \| 0.0 \| 0.8912 \| 0.8383 \| 0.5944 \| 0.8056 \| 0.4552 \| 0.5965 \| 0.0 \| 0.7110 \| 0.6271 \| 0.5673 \| \| 1.4719 \| 2.49 \| 920 \| 0.6381 \| 0.5216 \| 0.6461 \| 0.8020 \| 0.8982 \| 0.4487 \| 0.8563 \| 0.0 \| 0.8560 \| 0.8911 \| 0.5721 \| 0.7961 \| 0.4188 \| 0.5478 \| 0.0 \| 0.7080 \| 0.6255 \| 0.5553 \| \| 0.5822 \| 2.54 \| 940 \| 0.6128 \| 0.5316 \| 0.6511 \| 0.8083 \| 0.9166 \| 0.4697 \| 0.8254 \| 0.0 \| 0.8433 \| 0.8752 \| 0.6274 \| 0.8004 \| 0.4234 \| 0.5934 \| 0.0 \| 0.7031 \| 0.6141 \| 0.5868 \| \| 0.7751 \| 2.59 \| 960 \| 0.6458 \| 0.5183 \| 0.6342 \| 0.7965 \| 0.8834 \| 0.4694 \| 0.8481 \| 0.0 \| 0.8865 \| 0.7793 \| 0.5723 \| 0.7852 \| 0.4221 \| 0.5597 \| 0.0 \| 0.6898 \| 0.6233 \| 0.5478 \| \| 0.5398 \| 2.65 \| 980 \| 0.6642 \| 0.5192 \| 0.6348 \| 0.8001 \| 0.8881 \| 0.4618 \| 0.8596 \| 0.0 \| 0.8994 \| 0.7910 \| 0.5438 \| 0.7951 \| 0.4210 \| 0.5874 \| 0.0 \| 0.6965 \| 0.6055 \| 0.5290 \| \| 0.5462 \| 2.7 \| 1000 \| 0.6117 \| 0.5356 \| 0.6542 \| 0.8084 \| 0.9082 \| 0.5472 \| 0.8328 \| 0.0 \| 0.8742 \| 0.8405 \| 0.5768 \| 0.8055 \| 0.4731 \| 0.6383 \| 0.0 \| 0.7055 \| 0.5906 \| 0.5362 \| \| 0.5752 \| 2.76 \| 1020 \| 0.5982 \| 0.5459 \| 0.6724 \| 0.8126 \| 0.9176 \| 0.6415 \| 0.8624 \| 0.0 \| 0.8507 \| 0.8415 \| 0.5931 \| 0.8114 \| 0.5356 \| 0.6234 \| 0.0 \| 0.7167 \| 0.5743 \| 0.5601 \| \| 0.4168 \| 2.81 \| 1040 \| 0.5931 \| 0.5564 \| 0.6828 \| 0.8147 \| 0.9003 \| 0.6922 \| 0.8110 \| 0.0 \| 0.8597 \| 0.8835 \| 0.6333 \| 0.8143 \| 0.5762 \| 0.6246 \| 0.0 \| 0.7075 \| 0.5753 \| 0.5968 \| \| 0.7502 \| 2.86 \| 1060 \| 0.6416 \| 0.5307 \| 0.6359 \| 0.8077 \| 0.8980 \| 0.4684 \| 0.8150 \| 0.0 \| 0.9167 \| 0.7774 \| 0.5756 \| 0.7966 \| 0.4156 \| 0.5952 \| 0.0 \| 0.7011 \| 0.6494 \| 0.5574 \| \| 0.5585 \| 2.92 \| 1080 \| 0.6311 \| 0.5220 \| 0.6417 \| 0.7992 \| 0.8896 \| 0.5217 \| 0.8075 \| 0.0 \| 0.8910 \| 0.8420 \| 0.5397 \| 0.7942 \| 0.4276 \| 0.5806 \| 0.0 \| 0.6879 \| 0.6416 \| 0.5220 \| \| 0.4358 \| 2.97 \| 1100 \| 0.6318 \| 0.5211 \| 0.6573 \| 0.7999 \| 0.9171 \| 0.5707 \| 0.8834 \| 0.0 \| 0.8245 \| 0.8599 \| 0.5453 \| 0.8009 \| 0.4507 \| 0.5733 \| 0.0 \| 0.7041 \| 0.5903 \| 0.5281 \| \| 0.5323 \| 3.03 \| 1120 \| 0.6157 \| 0.5255 \| 0.6448 \| 0.8043 \| 0.9121 \| 0.5605 \| 0.8359 \| 0.0 \| 0.8909 \| 0.7976 \| 0.5171 \| 0.7957 \| 0.4574 \| 0.5840 \| 0.0 \| 0.7154 \| 0.6209 \| 0.5050 \| \| 1.4922 \| 3.08 \| 1140 \| 0.5830 \| 0.5558 \| 0.6738 \| 0.8193 \| 0.8983 \| 0.6717 \| 0.7827 \| 0.0 \| 0.9085 \| 0.8377 \| 0.6176 \| 0.8102 \| 0.5282 \| 0.6159 \| 0.0 \| 0.7224 \| 0.6188 \| 0.5951 \| \| 0.905 \| 3.14 \| 1160 \| 0.6268 \| 0.5329 \| 0.6528 \| 0.8065 \| 0.9004 \| 0.6026 \| 0.7946 \| 0.0 \| 0.9055 \| 0.8473 \| 0.5189 \| 0.8097 \| 0.4889 \| 0.6292 \| 0.0 \| 0.7028 \| 0.5942 \| 0.5058 \| \| 0.4622 \| 3.19 \| 1180 \| 0.6206 \| 0.5311 \| 0.6563 \| 0.8050 \| 0.9011 \| 0.5779 \| 0.8503 \| 0.0 \| 0.8797 \| 0.8638 \| 0.5209 \| 0.8079 \| 0.4911 \| 0.5924 \| 0.0 \| 0.7049 \| 0.6144 \| 0.5068 \| \| 0.5271 \| 3.24 \| 1200 \| 0.6157 \| 0.5261 \| 0.6494 \| 0.8038 \| 0.9144 \| 0.5465 \| 0.8353 \| 0.0 \| 0.8696 \| 0.8630 \| 0.5168 \| 0.7968 \| 0.4564 \| 0.6118 \| 0.0 \| 0.7074 \| 0.6059 \| 0.5047 \| \| 0.9229 \| 3.3 \| 1220 \| 0.6206 \| 0.5348 \| 0.6459 \| 0.8082 \| 0.9024 \| 0.5207 \| 0.8407 \| 0.0 \| 0.9007 \| 0.7977 \| 0.5593 \| 0.7937 \| 0.4644 \| 0.5994 \| 0.0 \| 0.7102 \| 0.6312 \| 0.5446 \| \| 0.4475 \| 3.35 \| 1240 \| 0.5675 \| 0.5617 \| 0.6869 \| 0.8216 \| 0.9038 \| 0.6556 \| 0.8544 \| 0.0 \| 0.8640 \| 0.8840 \| 0.6468 \| 0.8035 \| 0.5272 \| 0.6271 \| 0.0 \| 0.7288 \| 0.6313 \| 0.6141 \| \| 0.8273 \| 3.41 \| 1260 \| 0.5897 \| 0.5387 \| 0.6604 \| 0.8106 \| 0.9155 \| 0.6027 \| 0.8155 \| 0.0 \| 0.8795 \| 0.8706 \| 0.5392 \| 0.8115 \| 0.4920 \| 0.6339 \| 0.0 \| 0.7088 \| 0.6035 \| 0.5213 \| \| 0.8445 \| 3.46 \| 1280 \| 0.5881 \| 0.5517 \| 0.6685 \| 0.8180 \| 0.9075 \| 0.5773 \| 0.8793 \| 0.0 \| 0.8810 \| 0.8250 \| 0.6090 \| 0.8071 \| 0.4827 \| 0.6277 \| 0.0 \| 0.7168 \| 0.6484 \| 0.5791 \| \| 0.5038 \| 3.51 \| 1300 \| 0.5519 \| 0.5688 \| 0.7024 \| 0.8281 \| 0.9145 \| 0.7231 \| 0.8304 \| 0.0 \| 0.8471 \| 0.9131 \| 0.6886 \| 0.8257 \| 0.5266 \| 0.6363 \| 0.0 \| 0.7309 \| 0.6172 \| 0.6449 \| \| 0.4296 \| 3.57 \| 1320 \| 0.5802 \| 0.5484 \| 0.6625 \| 0.8170 \| 0.9158 \| 0.6329 \| 0.8172 \| 0.0 \| 0.9068 \| 0.8018 \| 0.5628 \| 0.8104 \| 0.4718 \| 0.6517 \| 0.0 \| 0.7124 \| 0.6451 \| 0.5477 \| \| 0.5717 \| 3.62 \| 1340 \| 0.5777 \| 0.5486 \| 0.6612 \| 0.8183 \| 0.9252 \| 0.6061 \| 0.8297 \| 0.0 \| 0.8899 \| 0.7750 \| 0.6025 \| 0.8064 \| 0.4720 \| 0.6430 \| 0.0 \| 0.7218 \| 0.6265 \| 0.5707 \| \| 0.4692 \| 3.68 \| 1360 \| 0.5589 \| 0.5593 \| 0.6794 \| 0.8238 \| 0.9229 \| 0.7314 \| 0.7653 \| 0.0 \| 0.8978 \| 0.8213 \| 0.6173 \| 0.8284 \| 0.5364 \| 0.6409 \| 0.0 \| 0.7255 \| 0.5961 \| 0.5880 \| \| 0.9474 \| 3.73 \| 1380 \| 0.5681 \| 0.5563 \| 0.6881 \| 0.8227 \| 0.9280 \| 0.7145 \| 0.8634 \| 0.0000 \| 0.8562 \| 0.8445 \| 0.6103 \| 0.8155 \| 0.5035 \| 0.6284 \| 0.0000 \| 0.7389 \| 0.6303 \| 0.5775 \| \| 0.6326 \| 3.78 \| 1400 \| 0.5931 \| 0.5372 \| 0.6662 \| 0.8062 \| 0.8762 \| 0.6766 \| 0.7972 \| 0.0 \| 0.9048 \| 0.8369 \| 0.5716 \| 0.8109 \| 0.5082 \| 0.6344 \| 0.0 \| 0.7019 \| 0.5620 \| 0.5426 \| \| 0.4007 \| 3.84 \| 1420 \| 0.5790 \| 0.5556 \| 0.6863 \| 0.8183 \| 0.9088 \| 0.7367 \| 0.8316 \| 0.0 \| 0.8792 \| 0.8775 \| 0.5703 \| 0.8234 \| 0.5635 \| 0.6644 \| 0.0 \| 0.7271 \| 0.5694 \| 0.5416 \| \| 1.3718 \| 3.89 \| 1440 \| 0.5735 \| 0.5613 \| 0.6804 \| 0.8208 \| 0.9062 \| 0.7251 \| 0.8503 \| 0.0 \| 0.9035 \| 0.7900 \| 0.5878 \| 0.8209 \| 0.5868 \| 0.6476 \| 0.0 \| 0.7246 \| 0.5962 \| 0.5531 \| \| 0.7903 \| 3.95 \| 1460 \| 0.5873 \| 0.5618 \| 0.6832 \| 0.8206 \| 0.9125 \| 0.7309 \| 0.8171 \| 0.0 \| 0.8936 \| 0.8601 \| 0.5679 \| 0.8205 \| 0.5733 \| 0.6697 \| 0.0 \| 0.7192 \| 0.6095 \| 0.5407 \| \| 0.512 \| 4.0 \| 1480 \| 0.5747 \| 0.5644 \| 0.6828 \| 0.8243 \| 0.9071 \| 0.6266 \| 0.8633 \| 0.0000 \| 0.8783 \| 0.8651 \| 0.6392 \| 0.8203 \| 0.5268 \| 0.6503 \| 0.0000 \| 0.7197 \| 0.6390 \| 0.5948 \| \| 0.4918 \| 4.05 \| 1500 \| 0.5820 \| 0.5489 \| 0.6696 \| 0.8169 \| 0.9177 \| 0.6180 \| 0.8528 \| 0.0 \| 0.8793 \| 0.8559 \| 0.5635 \| 0.8149 \| 0.5138 \| 0.6522 \| 0.0 \| 0.7225 \| 0.6043 \| 0.5349 \| \| 0.4678 \| 4.11 \| 1520 \| 0.6087 \| 0.5394 \| 0.6687 \| 0.8106 \| 0.9274 \| 0.6128 \| 0.8787 \| 0.0 \| 0.8396 \| 0.8703 \| 0.5520 \| 0.8003 \| 0.4943 \| 0.6040 \| 0.0 \| 0.7242 \| 0.6282 \| 0.5246 \| \| 0.6285 \| 4.16 \| 1540 \| 0.5382 \| 0.5858 \| 0.6969 \| 0.8364 \| 0.9086 \| 0.7194 \| 0.7957 \| 0.0 \| 0.9050 \| 0.8349 \| 0.7145 \| 0.8203 \| 0.5592 \| 0.6585 \| 0.0 \| 0.7374 \| 0.6619 \| 0.6633 \| \| 0.6506 \| 4.22 \| 1560 \| 0.5732 \| 0.5727 \| 0.7064 \| 0.8251 \| 0.8964 \| 0.7515 \| 0.8682 \| 0.0 \| 0.8521 \| 0.8956 \| 0.6814 \| 0.8130 \| 0.5842 \| 0.6351 \| 0.0 \| 0.7296 \| 0.6131 \| 0.6338 \| \| 1.1357 \| 4.27 \| 1580 \| 0.5978 \| 0.5622 \| 0.6969 \| 0.8166 \| 0.8816 \| 0.7460 \| 0.8690 \| 0.0000 \| 0.8663 \| 0.8874 \| 0.6278 \| 0.8044 \| 0.5791 \| 0.6317 \| 0.0000 \| 0.7147 \| 0.6154 \| 0.5901 \| \| 0.2342 \| 4.32 \| 1600 \| 0.5353 \| 0.5818 \| 0.6911 \| 0.8358 \| 0.9226 \| 0.6381 \| 0.8740 \| 0.0 \| 0.8832 \| 0.8322 \| 0.6878 \| 0.8177 \| 0.5366 \| 0.6566 \| 0.0 \| 0.7418 \| 0.6754 \| 0.6444 \| \| 0.5215 \| 4.38 \| 1620 \| 0.5653 \| 0.5826 \| 0.7052 \| 0.8306 \| 0.8828 \| 0.7192 \| 0.8553 \| 0.0 \| 0.8865 \| 0.8863 \| 0.7066 \| 0.8184 \| 0.5859 \| 0.6445 \| 0.0 \| 0.7251 \| 0.6396 \| 0.6645 \| \| 0.4747 \| 4.43 \| 1640 \| 0.5402 \| 0.5945 \| 0.6921 \| 0.8398 \| 0.9091 \| 0.6950 \| 0.8312 \| 0.0000 \| 0.9347 \| 0.8026 \| 0.6723 \| 0.8256 \| 0.5859 \| 0.6881 \| 0.0000 \| 0.7343 \| 0.6876 \| 0.6398 \| \| 0.6128 \| 4.49 \| 1660 \| 0.5718 \| 0.5589 \| 0.6790 \| 0.8209 \| 0.8961 \| 0.6727 \| 0.8204 \| 0.0000 \| 0.9052 \| 0.8508 \| 0.6080 \| 0.8185 \| 0.5291 \| 0.6520 \| 0.0000 \| 0.7192 \| 0.6172 \| 0.5765 \| \| 0.2766 \| 4.54 \| 1680 \| 0.5788 \| 0.5643 \| 0.6806 \| 0.8226 \| 0.9251 \| 0.6560 \| 0.8687 \| 0.0077 \| 0.8706 \| 0.8393 \| 0.5967 \| 0.7968 \| 0.5506 \| 0.6391 \| 0.0077 \| 0.7420 \| 0.6559 \| 0.5582 \| \| 0.2948 \| 4.59 \| 1700 \| 0.5707 \| 0.5612 \| 0.6972 \| 0.8169 \| 0.9039 \| 0.7249 \| 0.8812 \| 0.0081 \| 0.8377 \| 0.9124 \| 0.6121 \| 0.8117 \| 0.5882 \| 0.6349 \| 0.0081 \| 0.7206 \| 0.5851 \| 0.5795 \| \| 0.3632 \| 4.65 \| 1720 \| 0.5597 \| 0.5625 \| 0.6832 \| 0.8221 \| 0.9165 \| 0.6722 \| 0.8268 \| 0.0017 \| 0.8751 \| 0.8909 \| 0.5992 \| 0.8197 \| 0.5395 \| 0.6857 \| 0.0017 \| 0.7176 \| 0.5985 \| 0.5751 \| \| 0.7137 \| 4.7 \| 1740 \| 0.5293 \| 0.5873 \| 0.7059 \| 0.8375 \| 0.9225 \| 0.6963 \| 0.8871 \| 0.0014 \| 0.8582 \| 0.8565 \| 0.7193 \| 0.8217 \| 0.5819 \| 0.6560 \| 0.0014 \| 0.7503 \| 0.6442 \| 0.6558 \| \| 0.5214 \| 4.76 \| 1760 \| 0.6018 \| 0.5472 \| 0.6769 \| 0.8144 \| 0.8909 \| 0.6723 \| 0.8731 \| 0.0007 \| 0.8989 \| 0.8630 \| 0.5395 \| 0.8070 \| 0.5450 \| 0.6117 \| 0.0007 \| 0.7372 \| 0.6042 \| 0.5249 \| \| 0.7893 \| 4.81 \| 1780 \| 0.5410 \| 0.5696 \| 0.6921 \| 0.8304 \| 0.9258 \| 0.7175 \| 0.8546 \| 0.0053 \| 0.8915 \| 0.8629 \| 0.5872 \| 0.8314 \| 0.5685 \| 0.6618 \| 0.0053 \| 0.7506 \| 0.6005 \| 0.5689 \| \| 0.6492 \| 4.86 \| 1800 \| 0.5016 \| 0.5866 \| 0.7164 \| 0.8367 \| 0.9144 \| 0.7949 \| 0.8595 \| 0.0075 \| 0.8661 \| 0.8741 \| 0.6979 \| 0.8302 \| 0.5910 \| 0.6652 \| 0.0075 \| 0.7486 \| 0.6090 \| 0.6545 \| \| 0.9307 \| 4.92 \| 1820 \| 0.6095 \| 0.5562 \| 0.6734 \| 0.8185 \| 0.8876 \| 0.6798 \| 0.8457 \| 0.0089 \| 0.9298 \| 0.7853 \| 0.5768 \| 0.8244 \| 0.5488 \| 0.6359 \| 0.0089 \| 0.7156 \| 0.6049 \| 0.5550 \| \| 0.529 \| 4.97 \| 1840 \| 0.5614 \| 0.5665 \| 0.7047 \| 0.8214 \| 0.9151 \| 0.7776 \| 0.8282 \| 0.0113 \| 0.8368 \| 0.9391 \| 0.6250 \| 0.8412 \| 0.5963 \| 0.6488 \| 0.0113 \| 0.7158 \| 0.5452 \| 0.6069 \| \| 0.2773 \| 5.03 \| 1860 \| 0.5529 \| 0.5571 \| 0.6964 \| 0.8181 \| 0.9077 \| 0.7713 \| 0.8739 \| 0.0114 \| 0.8624 \| 0.8838 \| 0.5643 \| 0.8251 \| 0.5760 \| 0.6370 \| 0.0114 \| 0.7278 \| 0.5741 \| 0.5487 \| \| 0.4749 \| 5.08 \| 1880 \| 0.5495 \| 0.5629 \| 0.6825 \| 0.8211 \| 0.9125 \| 0.6960 \| 0.8125 \| 0.0018 \| 0.8876 \| 0.8863 \| 0.5807 \| 0.8330 \| 0.5630 \| 0.6739 \| 0.0018 \| 0.7048 \| 0.6004 \| 0.5633 \| \| 0.4585 \| 5.14 \| 1900 \| 0.5019 \| 0.5957 \| 0.7016 \| 0.8446 \| 0.9259 \| 0.6945 \| 0.8400 \| 0.0083 \| 0.9009 \| 0.8140 \| 0.7277 \| 0.8350 \| 0.5602 \| 0.6641 \| 0.0083 \| 0.7504 \| 0.6860 \| 0.6661 \| \| 0.3767 \| 5.19 \| 1920 \| 0.5028 \| 0.6065 \| 0.7162 \| 0.8504 \| 0.9171 \| 0.7181 \| 0.8873 \| 0.0137 \| 0.9035 \| 0.8396 \| 0.7343 \| 0.8373 \| 0.5701 \| 0.6570 \| 0.0137 \| 0.7620 \| 0.7054 \| 0.6996 \| \| 0.5811 \| 5.24 \| 1940 \| 0.5328 \| 0.5896 \| 0.7102 \| 0.8374 \| 0.8970 \| 0.7538 \| 0.8430 \| 0.0147 \| 0.9083 \| 0.8917 \| 0.6627 \| 0.8298 \| 0.5675 \| 0.6780 \| 0.0147 \| 0.7366 \| 0.6627 \| 0.6381 \| \| 0.2943 \| 5.3 \| 1960 \| 0.5441 \| 0.5841 \| 0.7039 \| 0.8356 \| 0.9137 \| 0.7021 \| 0.8836 \| 0.0193 \| 0.8929 \| 0.9032 \| 0.6128 \| 0.8340 \| 0.5624 \| 0.6785 \| 0.0193 \| 0.7361 \| 0.6576 \| 0.6009 \| \| 0.9911 \| 5.35 \| 1980 \| 0.5021 \| 0.5983 \| 0.7078 \| 0.8456 \| 0.9171 \| 0.6996 \| 0.8736 \| 0.0114 \| 0.9105 \| 0.8646 \| 0.6778 \| 0.8358 \| 0.5712 \| 0.6990 \| 0.0114 \| 0.7547 \| 0.6683 \| 0.6477 \| \| 0.4811 \| 5.41 \| 2000 \| 0.5077 \| 0.5957 \| 0.6988 \| 0.8434 \| 0.9161 \| 0.7256 \| 0.8299 \| 0.0021 \| 0.9330 \| 0.8143 \| 0.6704 \| 0.8337 \| 0.6157 \| 0.6976 \| 0.0021 \| 0.7587 \| 0.6317 \| 0.6301 \| \| 0.8693 \| 5.46 \| 2020 \| 0.5214 \| 0.5831 \| 0.7098 \| 0.8312 \| 0.9025 \| 0.7751 \| 0.8384 \| 0.0191 \| 0.8831 \| 0.9084 \| 0.6424 \| 0.8261 \| 0.6114 \| 0.6946 \| 0.0191 \| 0.7439 \| 0.5852 \| 0.6011 \| \| 0.2629 \| 5.51 \| 2040 \| 0.5389 \| 0.5766 \| 0.6935 \| 0.8304 \| 0.8984 \| 0.7055 \| 0.8756 \| 0.0160 \| 0.9180 \| 0.8321 \| 0.6089 \| 0.8185 \| 0.5637 \| 0.6458 \| 0.0160 \| 0.7407 \| 0.6584 \| 0.5930 \| \| 0.5983 \| 5.57 \| 2060 \| 0.5215 \| 0.5926 \| 0.7057 \| 0.8418 \| 0.9272 \| 0.6796 \| 0.8348 \| 0.0051 \| 0.8709 \| 0.8959 \| 0.7261 \| 0.8198 \| 0.5523 \| 0.6703 \| 0.0051 \| 0.7514 \| 0.6467 \| 0.7023 \| \| 0.6783 \| 5.62 \| 2080 \| 0.5297 \| 0.5710 \| 0.6885 \| 0.8250 \| 0.8661 \| 0.6293 \| 0.8457 \| 0.0008 \| 0.9098 \| 0.8786 \| 0.6894 \| 0.7844 \| 0.5458 \| 0.6620 \| 0.0008 \| 0.7547 \| 0.6589 \| 0.5906 \| \| 0.4304 \| 5.68 \| 2100 \| 0.4993 \| 0.5839 \| 0.7012 \| 0.8379 \| 0.9178 \| 0.7202 \| 0.8293 \| 0.0068 \| 0.9013 \| 0.8785 \| 0.6541 \| 0.8382 \| 0.5555 \| 0.6628 \| 0.0068 \| 0.7406 \| 0.6475 \| 0.6360 \| \| 0.3824 \| 5.73 \| 2120 \| 0.4916 \| 0.5969 \| 0.7026 \| 0.8457 \| 0.9108 \| 0.6992 \| 0.8451 \| 0.0079 \| 0.9298 \| 0.8291 \| 0.6960 \| 0.8288 \| 0.5670 \| 0.6614 \| 0.0079 \| 0.7618 \| 0.6754 \| 0.6761 \| \| 0.7007 \| 5.78 \| 2140 \| 0.5077 \| 0.6003 \| 0.7136 \| 0.8472 \| 0.9141 \| 0.7104 \| 0.8430 \| 0.0111 \| 0.9030 \| 0.9038 \| 0.7099 \| 0.8433 \| 0.5740 \| 0.6823 \| 0.0111 \| 0.7534 \| 0.6566 \| 0.6813 \| \| 0.4526 \| 5.84 \| 2160 \| 0.5272 \| 0.5872 \| 0.7046 \| 0.8386 \| 0.9358 \| 0.6809 \| 0.8636 \| 0.0208 \| 0.8645 \| 0.9098 \| 0.6565 \| 0.8323 \| 0.5757 \| 0.6451 \| 0.0208 \| 0.7509 \| 0.6473 \| 0.6383 \| \| 0.3063 \| 5.89 \| 2180 \| 0.4966 \| 0.6144 \| 0.7292 \| 0.8525 \| 0.9113 \| 0.7646 \| 0.8758 \| 0.0142 \| 0.8925 \| 0.8908 \| 0.7556 \| 0.8446 \| 0.6211 \| 0.6779 \| 0.0142 \| 0.7583 \| 0.6640 \| 0.7208 \| \| 0.471 \| 5.95 \| 2200 \| 0.4718 \| 0.6245 \| 0.7334 \| 0.8579 \| 0.9032 \| 0.8068 \| 0.8643 \| 0.0155 \| 0.9238 \| 0.8437 \| 0.7766 \| 0.8394 \| 0.6220 \| 0.6942 \| 0.0155 \| 0.7690 \| 0.7039 \| 0.7275 \| \| 0.5611 \| 6.0 \| 2220 \| 0.4877 \| 0.6064 \| 0.7223 \| 0.8489 \| 0.9266 \| 0.7817 \| 0.8686 \| 0.0228 \| 0.8988 \| 0.8901 \| 0.6678 \| 0.8405 \| 0.6022 \| 0.6804 \| 0.0227 \| 0.7606 \| 0.6815 \| 0.6570 \| \| 0.5276 \| 6.05 \| 2240 \| 0.5347 \| 0.5952 \| 0.7096 \| 0.8400 \| 0.9017 \| 0.7739 \| 0.8627 \| 0.0214 \| 0.9279 \| 0.8451 \| 0.6347 \| 0.8327 \| 0.6120 \| 0.6897 \| 0.0214 \| 0.7466 \| 0.6431 \| 0.6210 \| \| 0.3992 \| 6.11 \| 2260 \| 0.5550 \| 0.5721 \| 0.6952 \| 0.8313 \| 0.9106 \| 0.6678 \| 0.8779 \| 0.0248 \| 0.8977 \| 0.8908 \| 0.5966 \| 0.8274 \| 0.5522 \| 0.6214 \| 0.0248 \| 0.7583 \| 0.6376 \| 0.5831 \| \| 0.3276 \| 6.16 \| 2280 \| 0.4819 \| 0.6192 \| 0.7233 \| 0.8573 \| 0.9350 \| 0.7522 \| 0.8361 \| 0.0265 \| 0.9062 \| 0.8666 \| 0.7407 \| 0.8398 \| 0.6010 \| 0.6751 \| 0.0265 \| 0.7756 \| 0.7014 \| 0.7151 \| \| 0.4584 \| 6.22 \| 2300 \| 0.4803 \| 0.6181 \| 0.7225 \| 0.8560 \| 0.9274 \| 0.7353 \| 0.8597 \| 0.0287 \| 0.9060 \| 0.8512 \| 0.7492 \| 0.8366 \| 0.5794 \| 0.6867 \| 0.0287 \| 0.7673 \| 0.7041 \| 0.7241 \| \| 0.4058 \| 6.27 \| 2320 \| 0.5197 \| 0.5925 \| 0.6994 \| 0.8407 \| 0.9294 \| 0.6870 \| 0.8391 \| 0.0279 \| 0.9029 \| 0.8604 \| 0.6489 \| 0.8217 \| 0.5637 \| 0.6857 \| 0.0279 \| 0.7530 \| 0.6634 \| 0.6324 \| \| 0.3343 \| 6.32 \| 2340 \| 0.5432 \| 0.5781 \| 0.6953 \| 0.8342 \| 0.9305 \| 0.6776 \| 0.8688 \| 0.0271 \| 0.8902 \| 0.8820 \| 0.5907 \| 0.8326 \| 0.5662 \| 0.6284 \| 0.0271 \| 0.7517 \| 0.6557 \| 0.5848 \| \| 0.3553 \| 6.38 \| 2360 \| 0.5166 \| 0.5866 \| 0.7223 \| 0.8378 \| 0.9084 \| 0.8273 \| 0.8279 \| 0.0267 \| 0.8845 \| 0.9241 \| 0.6571 \| 0.8355 \| 0.5924 \| 0.6612 \| 0.0266 \| 0.7694 \| 0.5825 \| 0.6385 \| \| 0.4447 \| 6.43 \| 2380 \| 0.4867 \| 0.6074 \| 0.7234 \| 0.8503 \| 0.9230 \| 0.7807 \| 0.8473 \| 0.0294 \| 0.9021 \| 0.8755 \| 0.7054 \| 0.8346 \| 0.6052 \| 0.6904 \| 0.0293 \| 0.7790 \| 0.6266 \| 0.6864 \| \| 1.1496 \| 6.49 \| 2400 \| 0.4782 \| 0.6066 \| 0.7192 \| 0.8486 \| 0.9283 \| 0.7615 \| 0.8718 \| 0.0321 \| 0.8986 \| 0.8609 \| 0.6813 \| 0.8335 \| 0.6068 \| 0.6954 \| 0.0319 \| 0.7685 \| 0.6498 \| 0.6606 \| \| 0.3469 \| 6.54 \| 2420 \| 0.4519 \| 0.6242 \| 0.7291 \| 0.8596 \| 0.9060 \| 0.7581 \| 0.8509 \| 0.0309 \| 0.9268 \| 0.8239 \| 0.8074 \| 0.8335 \| 0.5802 \| 0.7110 \| 0.0309 \| 0.7792 \| 0.6935 \| 0.7408 \| \| 0.3297 \| 6.59 \| 2440 \| 0.4507 \| 0.6295 \| 0.7429 \| 0.8611 \| 0.9122 \| 0.8153 \| 0.8501 \| 0.0320 \| 0.9034 \| 0.8873 \| 0.8000 \| 0.8340 \| 0.6033 \| 0.6955 \| 0.0319 \| 0.7801 \| 0.6931 \| 0.7682 \| \| 0.4812 \| 6.65 \| 2460 \| 0.5012 \| 0.6054 \| 0.7109 \| 0.8465 \| 0.9008 \| 0.6935 \| 0.8705 \| 0.0287 \| 0.9271 \| 0.8621 \| 0.6939 \| 0.8278 \| 0.5675 \| 0.6714 \| 0.0287 \| 0.7501 \| 0.7061 \| 0.6860 \| \| 0.2707 \| 6.7 \| 2480 \| 0.5132 \| 0.5977 \| 0.7104 \| 0.8413 \| 0.9048 \| 0.7135 \| 0.8711 \| 0.0306 \| 0.9090 \| 0.8749 \| 0.6686 \| 0.8284 \| 0.5754 \| 0.6694 \| 0.0305 \| 0.7423 \| 0.6771 \| 0.6606 \| \| 0.5925 \| 6.76 \| 2500 \| 0.4638 \| 0.6148 \| 0.7280 \| 0.8531 \| 0.9323 \| 0.7365 \| 0.8697 \| 0.0367 \| 0.8714 \| 0.8943 \| 0.7556 \| 0.8384 \| 0.5886 \| 0.6755 \| 0.0365 \| 0.7625 \| 0.6664 \| 0.7358 \| \| 0.6366 \| 6.81 \| 2520 \| 0.4966 \| 0.6045 \| 0.7234 \| 0.8460 \| 0.9121 \| 0.7873 \| 0.8759 \| 0.0372 \| 0.9023 \| 0.8659 \| 0.6833 \| 0.8398 \| 0.5905 \| 0.6781 \| 0.0370 \| 0.7507 \| 0.6725 \| 0.6631 \| \| 0.4243 \| 6.86 \| 2540 \| 0.5144 \| 0.5933 \| 0.7084 \| 0.8414 \| 0.9356 \| 0.7417 \| 0.8818 \| 0.0357 \| 0.8969 \| 0.8659 \| 0.6012 \| 0.8378 \| 0.5877 \| 0.6753 \| 0.0355 \| 0.7534 \| 0.6686 \| 0.5951 \| \| 0.4771 \| 6.92 \| 2560 \| 0.4840 \| 0.6172 \| 0.7365 \| 0.8527 \| 0.9253 \| 0.8157 \| 0.8398 \| 0.0332 \| 0.8739 \| 0.9129 \| 0.7550 \| 0.8413 \| 0.6158 \| 0.6739 \| 0.0331 \| 0.7574 \| 0.6556 \| 0.7434 \| \| 0.399 \| 6.97 \| 2580 \| 0.4412 \| 0.6378 \| 0.7397 \| 0.8667 \| 0.9347 \| 0.8109 \| 0.8618 \| 0.0349 \| 0.9104 \| 0.8311 \| 0.7944 \| 0.8436 \| 0.6280 \| 0.6713 \| 0.0346 \| 0.7892 \| 0.7189 \| 0.7789 \| \| 0.4007 \| 7.03 \| 2600 \| 0.4699 \| 0.6315 \| 0.7385 \| 0.8618 \| 0.9313 \| 0.8127 \| 0.8390 \| 0.0341 \| 0.9048 \| 0.8986 \| 0.7490 \| 0.8398 \| 0.6321 \| 0.7087 \| 0.0338 \| 0.7802 \| 0.6870 \| 0.7391 \| \| 1.0005 \| 7.08 \| 2620 \| 0.4564 \| 0.6238 \| 0.7389 \| 0.8568 \| 0.9271 \| 0.7981 \| 0.8402 \| 0.0368 \| 0.8776 \| 0.9189 \| 0.7737 \| 0.8444 \| 0.6266 \| 0.6971 \| 0.0365 \| 0.7672 \| 0.6420 \| 0.7525 \| \| 1.4214 \| 7.14 \| 2640 \| 0.4421 \| 0.6267 \| 0.7267 \| 0.8623 \| 0.9320 \| 0.7031 \| 0.8518 \| 0.0370 \| 0.9054 \| 0.8681 \| 0.7892 \| 0.8451 \| 0.5809 \| 0.6845 \| 0.0367 \| 0.7786 \| 0.7133 \| 0.7477 \| \| 0.2781 \| 7.19 \| 2660 \| 0.5224 \| 0.5964 \| 0.7169 \| 0.8415 \| 0.9274 \| 0.7200 \| 0.8521 \| 0.0358 \| 0.8586 \| 0.9141 \| 0.7099 \| 0.8307 \| 0.5691 \| 0.6369 \| 0.0353 \| 0.7466 \| 0.6658 \| 0.6903 \| \| 0.6757 \| 7.24 \| 2680 \| 0.5078 \| 0.6026 \| 0.7077 \| 0.8463 \| 0.9278 \| 0.7154 \| 0.8363 \| 0.0367 \| 0.9192 \| 0.8749 \| 0.6434 \| 0.8373 \| 0.5804 \| 0.6807 \| 0.0365 \| 0.7536 \| 0.6960 \| 0.6339 \| \| 0.4166 \| 7.3 \| 2700 \| 0.4821 \| 0.6127 \| 0.7333 \| 0.8523 \| 0.9183 \| 0.8033 \| 0.8419 \| 0.0374 \| 0.8949 \| 0.9158 \| 0.7212 \| 0.8430 \| 0.6014 \| 0.6806 \| 0.0372 \| 0.7698 \| 0.6496 \| 0.7073 \| \| 0.3795 \| 7.35 \| 2720 \| 0.4950 \| 0.6057 \| 0.7113 \| 0.8484 \| 0.9176 \| 0.7463 \| 0.8420 \| 0.0349 \| 0.9289 \| 0.8166 \| 0.6928 \| 0.8300 \| 0.5881 \| 0.6865 \| 0.0347 \| 0.7660 \| 0.6617 \| 0.6727 \| \| 0.3066 \| 7.41 \| 2740 \| 0.4681 \| 0.6226 \| 0.7355 \| 0.8566 \| 0.9284 \| 0.7859 \| 0.8319 \| 0.0511 \| 0.8911 \| 0.9160 \| 0.7443 \| 0.8407 \| 0.6185 \| 0.6997 \| 0.0502 \| 0.7778 \| 0.6573 \| 0.7138 \| \| 0.7403 \| 7.46 \| 2760 \| 0.4904 \| 0.6026 \| 0.7030 \| 0.8477 \| 0.9255 \| 0.6837 \| 0.8598 \| 0.0447 \| 0.9301 \| 0.8073 \| 0.6699 \| 0.8395 \| 0.5841 \| 0.6923 \| 0.0444 \| 0.7630 \| 0.6492 \| 0.6457 \| \| 0.529 \| 7.51 \| 2780 \| 0.4845 \| 0.6164 \| 0.7254 \| 0.8526 \| 0.9258 \| 0.7781 \| 0.8561 \| 0.0588 \| 0.9154 \| 0.8628 \| 0.6811 \| 0.8440 \| 0.6403 \| 0.6790 \| 0.0582 \| 0.7755 \| 0.6613 \| 0.6563 \| \| 0.3984 \| 7.57 \| 2800 \| 0.5447 \| 0.5891 \| 0.7115 \| 0.8374 \| 0.9180 \| 0.7180 \| 0.8700 \| 0.0738 \| 0.8956 \| 0.8997 \| 0.6052 \| 0.8408 \| 0.5801 \| 0.6639 \| 0.0724 \| 0.7569 \| 0.6213 \| 0.5886 \| \| 0.5138 \| 7.62 \| 2820 \| 0.4699 \| 0.6263 \| 0.7307 \| 0.8584 \| 0.9432 \| 0.7874 \| 0.8206 \| 0.0939 \| 0.9109 \| 0.8376 \| 0.7211 \| 0.8476 \| 0.6186 \| 0.6703 \| 0.0907 \| 0.7811 \| 0.6737 \| 0.7025 \| \| 0.3515 \| 7.68 \| 2840 \| 0.4734 \| 0.6171 \| 0.7105 \| 0.8562 \| 0.9302 \| 0.6841 \| 0.8460 \| 0.0475 \| 0.9309 \| 0.7942 \| 0.7407 \| 0.8468 \| 0.5730 \| 0.6939 \| 0.0458 \| 0.7648 \| 0.6918 \| 0.7039 \| \| 1.2185 \| 7.73 \| 2860 \| 0.4939 \| 0.6065 \| 0.7264 \| 0.8456 \| 0.9330 \| 0.7810 \| 0.8856 \| 0.0711 \| 0.8780 \| 0.8786 \| 0.6573 \| 0.8466 \| 0.6234 \| 0.6876 \| 0.0675 \| 0.7616 \| 0.6292 \| 0.6292 \| \| 0.3166 \| 7.78 \| 2880 \| 0.5384 \| 0.5866 \| 0.7072 \| 0.8354 \| 0.9425 \| 0.7545 \| 0.8688 \| 0.0556 \| 0.8785 \| 0.8868 \| 0.5639 \| 0.8269 \| 0.6057 \| 0.6860 \| 0.0547 \| 0.7620 \| 0.6178 \| 0.5531 \| \| 0.3996 \| 7.84 \| 2900 \| 0.5277 \| 0.5912 \| 0.7045 \| 0.8364 \| 0.9193 \| 0.7301 \| 0.8333 \| 0.0785 \| 0.9185 \| 0.8696 \| 0.5818 \| 0.8271 \| 0.5996 \| 0.6816 \| 0.0759 \| 0.7587 \| 0.6251 \| 0.5704 \| \| 0.4198 \| 7.89 \| 2920 \| 0.5070 \| 0.6194 \| 0.7413 \| 0.8461 \| 0.9189 \| 0.8288 \| 0.8410 \| 0.1416 \| 0.8841 \| 0.8939 \| 0.6807 \| 0.8331 \| 0.6134 \| 0.7048 \| 0.1278 \| 0.7566 \| 0.6379 \| 0.6622 \| \| 1.1878 \| 7.95 \| 2940 \| 0.5029 \| 0.6132 \| 0.7210 \| 0.8450 \| 0.9201 \| 0.7696 \| 0.8104 \| 0.1300 \| 0.9233 \| 0.8443 \| 0.6492 \| 0.8269 \| 0.5909 \| 0.6857 \| 0.1201 \| 0.7591 \| 0.6786 \| 0.6315 \| \| 0.2767 \| 8.0 \| 2960 \| 0.5039 \| 0.6108 \| 0.7295 \| 0.8445 \| 0.9188 \| 0.7442 \| 0.8160 \| 0.1637 \| 0.8995 \| 0.9034 \| 0.6611 \| 0.8424 \| 0.5779 \| 0.6841 \| 0.1509 \| 0.7637 \| 0.6213 \| 0.6353 \| \| 0.3704 \| 8.05 \| 2980 \| 0.5458 \| 0.6063 \| 0.7219 \| 0.8440 \| 0.9134 \| 0.7439 \| 0.8643 \| 0.1024 \| 0.9091 \| 0.8691 \| 0.6508 \| 0.8388 \| 0.6102 \| 0.6547 \| 0.0981 \| 0.7638 \| 0.6453 \| 0.6335 \| \| 0.5402 \| 8.11 \| 3000 \| 0.5080 \| 0.6084 \| 0.7252 \| 0.8458 \| 0.9290 \| 0.7781 \| 0.8492 \| 0.0856 \| 0.8920 \| 0.8865 \| 0.6558 \| 0.8418 \| 0.6187 \| 0.6708 \| 0.0818 \| 0.7621 \| 0.6468 \| 0.6368 \| \| 0.5439 \| 8.16 \| 3020 \| 0.5147 \| 0.6097 \| 0.7226 \| 0.8490 \| 0.9157 \| 0.8169 \| 0.8204 \| 0.0549 \| 0.9300 \| 0.8482 \| 0.6720 \| 0.8418 \| 0.6209 \| 0.6800 \| 0.0537 \| 0.7675 \| 0.6579 \| 0.6464 \| \| 0.7551 \| 8.22 \| 3040 \| 0.5443 \| 0.6036 \| 0.7129 \| 0.8457 \| 0.9218 \| 0.7343 \| 0.8356 \| 0.0650 \| 0.9216 \| 0.8682 \| 0.6437 \| 0.8438 \| 0.6045 \| 0.6840 \| 0.0627 \| 0.7616 \| 0.6414 \| 0.6274 \| \| 0.287 \| 8.27 \| 3060 \| 0.4744 \| 0.6399 \| 0.7473 \| 0.8566 \| 0.9318 \| 0.7821 \| 0.8136 \| 0.2193 \| 0.8996 \| 0.8434 \| 0.7414 \| 0.8382 \| 0.6217 \| 0.6807 \| 0.1874 \| 0.7781 \| 0.6631 \| 0.7101 \| \| 0.4256 \| 8.32 \| 3080 \| 0.4705 \| 0.6370 \| 0.7477 \| 0.8553 \| 0.9249 \| 0.7903 \| 0.8638 \| 0.2067 \| 0.9105 \| 0.8583 \| 0.6791 \| 0.8459 \| 0.6215 \| 0.7071 \| 0.1862 \| 0.7718 \| 0.6709 \| 0.6553 \| \| 0.2339 \| 8.38 \| 3100 \| 0.5492 \| 0.6165 \| 0.7287 \| 0.8488 \| 0.9194 \| 0.7426 \| 0.8586 \| 0.1391 \| 0.9131 \| 0.8673 \| 0.6608 \| 0.8447 \| 0.5914 \| 0.6850 \| 0.1350 \| 0.7625 \| 0.6540 \| 0.6426 \| \| 0.3148 \| 8.43 \| 3120 \| 0.5464 \| 0.6142 \| 0.7292 \| 0.8433 \| 0.9148 \| 0.7264 \| 0.8280 \| 0.1850 \| 0.9027 \| 0.8963 \| 0.6515 \| 0.8406 \| 0.5831 \| 0.6876 \| 0.1775 \| 0.7520 \| 0.6282 \| 0.6301 \| \| 1.1107 \| 8.49 \| 3140 \| 0.5047 \| 0.6250 \| 0.7351 \| 0.8541 \| 0.9244 \| 0.7192 \| 0.8771 \| 0.1749 \| 0.9144 \| 0.8565 \| 0.6792 \| 0.8512 \| 0.5774 \| 0.6991 \| 0.1637 \| 0.7751 \| 0.6550 \| 0.6535 \| \| 0.5174 \| 8.54 \| 3160 \| 0.4853 \| 0.6326 \| 0.7501 \| 0.8515 \| 0.9297 \| 0.8110 \| 0.8449 \| 0.1911 \| 0.8720 \| 0.8782 \| 0.7237 \| 0.8409 \| 0.6268 \| 0.7051 \| 0.1774 \| 0.7616 \| 0.6418 \| 0.6744 \| \| 0.9416 \| 8.59 \| 3180 \| 0.5256 \| 0.6252 \| 0.7344 \| 0.8493 \| 0.9258 \| 0.7460 \| 0.8231 \| 0.1864 \| 0.9046 \| 0.8873 \| 0.6678 \| 0.8437 \| 0.5986 \| 0.6970 \| 0.1777 \| 0.7545 \| 0.6549 \| 0.6502 \| \| 0.2435 \| 8.65 \| 3200 \| 0.4655 \| 0.6454 \| 0.7526 \| 0.8571 \| 0.9422 \| 0.7939 \| 0.8516 \| 0.2450 \| 0.8883 \| 0.8339 \| 0.7131 \| 0.8430 \| 0.6284 \| 0.7202 \| 0.2204 \| 0.7701 \| 0.6610 \| 0.6748 \| \| 1.0799 \| 8.7 \| 3220 \| 0.5080 \| 0.6204 \| 0.7313 \| 0.8472 \| 0.9129 \| 0.7060 \| 0.8567 \| 0.1967 \| 0.9067 \| 0.8464 \| 0.6939 \| 0.8420 \| 0.5744 \| 0.6931 \| 0.1781 \| 0.7552 \| 0.6390 \| 0.6610 \| \| 0.1825 \| 8.76 \| 3240 \| 0.4979 \| 0.6293 \| 0.7406 \| 0.8482 \| 0.9170 \| 0.7069 \| 0.8457 \| 0.2453 \| 0.8937 \| 0.8807 \| 0.6948 \| 0.8414 \| 0.5816 \| 0.7195 \| 0.2196 \| 0.7527 \| 0.6362 \| 0.6545 \| \| 0.4344 \| 8.81 \| 3260 \| 0.5077 \| 0.6320 \| 0.7618 \| 0.8451 \| 0.9204 \| 0.8216 \| 0.8525 \| 0.2733 \| 0.8511 \| 0.9195 \| 0.6941 \| 0.8454 \| 0.6212 \| 0.7105 \| 0.2459 \| 0.7483 \| 0.5981 \| 0.6543 \| \| 0.2896 \| 8.86 \| 3280 \| 0.4929 \| 0.6306 \| 0.7459 \| 0.8509 \| 0.9268 \| 0.7888 \| 0.8560 \| 0.2317 \| 0.9004 \| 0.8494 \| 0.6682 \| 0.8443 \| 0.6005 \| 0.7126 \| 0.2143 \| 0.7668 \| 0.6362 \| 0.6394 \| \| 0.2388 \| 8.92 \| 3300 \| 0.4644 \| 0.6421 \| 0.7545 \| 0.8551 \| 0.9249 \| 0.7929 \| 0.8833 \| 0.2337 \| 0.8886 \| 0.8331 \| 0.7250 \| 0.8392 \| 0.6261 \| 0.7190 \| 0.2155 \| 0.7708 \| 0.6568 \| 0.6677 \| \| 0.3476 \| 8.97 \| 3320 \| 0.4709 \| 0.6461 \| 0.7503 \| 0.8608 \| 0.9233 \| 0.8166 \| 0.8503 \| 0.1742 \| 0.9119 \| 0.8096 \| 0.7664 \| 0.8490 \| 0.6304 \| 0.7274 \| 0.1671 \| 0.7659 \| 0.6749 \| 0.7079 \| \| 0.2821 \| 9.03 \| 3340 \| 0.4937 \| 0.6341 \| 0.7600 \| 0.8521 \| 0.9118 \| 0.8288 \| 0.8648 \| 0.1932 \| 0.8667 \| 0.8909 \| 0.7634 \| 0.8467 \| 0.6104 \| 0.7153 \| 0.1839 \| 0.7560 \| 0.6320 \| 0.6942 \| \| 0.2213 \| 9.08 \| 3360 \| 0.5411 \| 0.6223 \| 0.7317 \| 0.8500 \| 0.9183 \| 0.7204 \| 0.8700 \| 0.1762 \| 0.9111 \| 0.8395 \| 0.6863 \| 0.8471 \| 0.5816 \| 0.7176 \| 0.1703 \| 0.7618 \| 0.6426 \| 0.6352 \| \| 0.4025 \| 9.14 \| 3380 \| 0.5097 \| 0.6314 \| 0.7338 \| 0.8551 \| 0.9364 \| 0.7446 \| 0.8581 \| 0.1842 \| 0.9117 \| 0.7978 \| 0.7039 \| 0.8455 \| 0.6051 \| 0.7208 \| 0.1750 \| 0.7749 \| 0.6512 \| 0.6475 \| \| 0.3721 \| 9.19 \| 3400 \| 0.5172 \| 0.6274 \| 0.7349 \| 0.8527 \| 0.9270 \| 0.7517 \| 0.8467 \| 0.2057 \| 0.9228 \| 0.8185 \| 0.6721 \| 0.8537 \| 0.6000 \| 0.7186 \| 0.1912 \| 0.7716 \| 0.6239 \| 0.6326 \| \| 0.7506 \| 9.24 \| 3420 \| 0.5091 \| 0.6331 \| 0.7527 \| 0.8520 \| 0.9239 \| 0.7549 \| 0.8734 \| 0.2618 \| 0.8874 \| 0.8853 \| 0.6819 \| 0.8505 \| 0.6034 \| 0.7003 \| 0.2387 \| 0.7778 \| 0.6259 \| 0.6351 \| \| 0.3901 \| 9.3 \| 3440 \| 0.5234 \| 0.6290 \| 0.7350 \| 0.8494 \| 0.9463 \| 0.6928 \| 0.8524 \| 0.2659 \| 0.8874 \| 0.8442 \| 0.6560 \| 0.8374 \| 0.5882 \| 0.6981 \| 0.2431 \| 0.7705 \| 0.6388 \| 0.6271 \| \| 0.2015 \| 9.35 \| 3460 \| 0.4774 \| 0.6339 \| 0.7478 \| 0.8519 \| 0.9256 \| 0.8002 \| 0.8153 \| 0.2172 \| 0.8944 \| 0.8763 \| 0.7054 \| 0.8436 \| 0.6278 \| 0.7113 \| 0.1928 \| 0.7673 \| 0.6352 \| 0.6596 \| \| 0.2348 \| 9.41 \| 3480 \| 0.4837 \| 0.6424 \| 0.7459 \| 0.8558 \| 0.9360 \| 0.7786 \| 0.8255 \| 0.2207 \| 0.8962 \| 0.8375 \| 0.7266 \| 0.8358 \| 0.6255 \| 0.7101 \| 0.1989 \| 0.7659 \| 0.6604 \| 0.7003 \| \| 0.3957 \| 9.46 \| 3500 \| 0.4642 \| 0.6524 \| 0.7669 \| 0.8601 \| 0.9167 \| 0.8245 \| 0.8520 \| 0.2338 \| 0.8881 \| 0.8813 \| 0.7720 \| 0.8436 \| 0.6227 \| 0.7153 \| 0.2131 \| 0.7651 \| 0.6757 \| 0.7314 \| \| 0.2818 \| 9.51 \| 3520 \| 0.5002 \| 0.6472 \| 0.7534 \| 0.8590 \| 0.9301 \| 0.7520 \| 0.8491 \| 0.2206 \| 0.8836 \| 0.8747 \| 0.7637 \| 0.8414 \| 0.6082 \| 0.7098 \| 0.2011 \| 0.7639 \| 0.6835 \| 0.7225 \| \| 0.8269 \| 9.57 \| 3540 \| 0.4622 \| 0.6534 \| 0.7579 \| 0.8628 \| 0.9259 \| 0.7441 \| 0.8607 \| 0.2376 \| 0.8942 \| 0.8654 \| 0.7773 \| 0.8449 \| 0.6033 \| 0.7044 \| 0.2184 \| 0.7716 \| 0.6919 \| 0.7388 \| \| 0.3955 \| 9.62 \| 3560 \| 0.4439 \| 0.6559 \| 0.7660 \| 0.8651 \| 0.9307 \| 0.7939 \| 0.8488 \| 0.2413 \| 0.8895 \| 0.8771 \| 0.7807 \| 0.8518 \| 0.6110 \| 0.7107 \| 0.2144 \| 0.7782 \| 0.6813 \| 0.7439 \| \| 0.7192 \| 9.68 \| 3580 \| 0.4434 \| 0.6626 \| 0.7683 \| 0.8703 \| 0.9303 \| 0.8103 \| 0.8478 \| 0.2300 \| 0.9043 \| 0.8503 \| 0.8053 \| 0.8550 \| 0.6297 \| 0.7087 \| 0.2038 \| 0.7914 \| 0.6852 \| 0.7643 \| \| 0.4002 \| 9.73 \| 3600 \| 0.4823 \| 0.6424 \| 0.7557 \| 0.8566 \| 0.9144 \| 0.7877 \| 0.8667 \| 0.2549 \| 0.9114 \| 0.8323 \| 0.7223 \| 0.8461 \| 0.6170 \| 0.6932 \| 0.2198 \| 0.7767 \| 0.6566 \| 0.6872 \| \| 0.2532 \| 9.78 \| 3620 \| 0.5049 \| 0.6306 \| 0.7512 \| 0.8496 \| 0.9240 \| 0.7889 \| 0.8525 \| 0.2410 \| 0.8835 \| 0.8878 \| 0.6805 \| 0.8519 \| 0.6169 \| 0.7121 \| 0.2170 \| 0.7640 \| 0.6092 \| 0.6431 \| \| 0.2531 \| 9.84 \| 3640 \| 0.5668 \| 0.6233 \| 0.7411 \| 0.8455 \| 0.9174 \| 0.7899 \| 0.8713 \| 0.2093 \| 0.9009 \| 0.8674 \| 0.6317 \| 0.8491 \| 0.6313 \| 0.7216 \| 0.1999 \| 0.7567 \| 0.6000 \| 0.6047 \| \| 0.3244 \| 9.89 \| 3660 \| 0.4870 \| 0.6367 \| 0.7559 \| 0.8511 \| 0.9225 \| 0.7980 \| 0.8690 \| 0.2314 \| 0.8682 \| 0.8685 \| 0.7336 \| 0.8426 \| 0.6276 \| 0.7218 \| 0.2131 \| 0.7621 \| 0.6332 \| 0.6562 \| \| 0.3462 \| 9.95 \| 3680 \| 0.4665 \| 0.6484 \| 0.7570 \| 0.8559 \| 0.9199 \| 0.7983 \| 0.8409 \| 0.2922 \| 0.9087 \| 0.8058 \| 0.7329 \| 0.8451 \| 0.6295 \| 0.7338 \| 0.2421 \| 0.7675 \| 0.6561 \| 0.6645 \| \| 0.2696 \| 10.0 \| 3700 \| 0.4992 \| 0.6435 \| 0.7724 \| 0.8490 \| 0.9367 \| 0.8250 \| 0.8525 \| 0.3325 \| 0.8302 \| 0.9063 \| 0.7233 \| 0.8432 \| 0.6292 \| 0.7233 \| 0.2585 \| 0.7468 \| 0.6196 \| 0.6836 \| \| 0.222 \| 10.05 \| 3720 \| 0.5267 \| 0.6330 \| 0.7377 \| 0.8501 \| 0.9394 \| 0.7026 \| 0.8474 \| 0.2624 \| 0.8881 \| 0.8405 \| 0.6837 \| 0.8387 \| 0.6013 \| 0.7017 \| 0.2284 \| 0.7602 \| 0.6451 \| 0.6560 \| \| 0.2664 \| 10.11 \| 3740 \| 0.5410 \| 0.6260 \| 0.7360 \| 0.8483 \| 0.9426 \| 0.7152 \| 0.8853 \| 0.2218 \| 0.8748 \| 0.8489 \| 0.6637 \| 0.8366 \| 0.5996 \| 0.6909 \| 0.2039 \| 0.7622 \| 0.6476 \| 0.6412 \| \| 0.2781 \| 10.16 \| 3760 \| 0.5097 \| 0.6388 \| 0.7517 \| 0.8505 \| 0.9412 \| 0.7972 \| 0.8182 \| 0.3013 \| 0.8886 \| 0.8599 \| 0.6557 \| 0.8404 \| 0.6270 \| 0.7066 \| 0.2735 \| 0.7690 \| 0.6248 \| 0.6306 \| \| 0.5718 \| 10.22 \| 3780 \| 0.5386 \| 0.6310 \| 0.7449 \| 0.8479 \| 0.9241 \| 0.7839 \| 0.8531 \| 0.2818 \| 0.9130 \| 0.8328 \| 0.6259 \| 0.8472 \| 0.6245 \| 0.6964 \| 0.2648 \| 0.7662 \| 0.6125 \| 0.6057 \| \| 0.3323 \| 10.27 \| 3800 \| 0.5057 \| 0.6474 \| 0.7612 \| 0.8553 \| 0.9438 \| 0.7995 \| 0.8491 \| 0.3262 \| 0.8858 \| 0.8575 \| 0.6663 \| 0.8514 \| 0.6334 \| 0.7173 \| 0.2923 \| 0.7740 \| 0.6233 \| 0.6401 \| \| 0.2535 \| 10.32 \| 3820 \| 0.4864 \| 0.6508 \| 0.7772 \| 0.8539 \| 0.9348 \| 0.8188 \| 0.8595 \| 0.3668 \| 0.8533 \| 0.9004 \| 0.7066 \| 0.8549 \| 0.6386 \| 0.7164 \| 0.3057 \| 0.7661 \| 0.6034 \| 0.6703 \| \| 0.2513 \| 10.38 \| 3840 \| 0.4820 \| 0.6559 \| 0.7743 \| 0.8590 \| 0.9271 \| 0.8306 \| 0.8680 \| 0.3402 \| 0.8907 \| 0.8532 \| 0.7101 \| 0.8514 \| 0.6283 \| 0.7173 \| 0.3062 \| 0.7780 \| 0.6423 \| 0.6679 \| \| 0.2741 \| 10.43 \| 3860 \| 0.5181 \| 0.6403 \| 0.7528 \| 0.8539 \| 0.9213 \| 0.8096 \| 0.8833 \| 0.2397 \| 0.9053 \| 0.8223 \| 0.6879 \| 0.8444 \| 0.6411 \| 0.7162 \| 0.2174 \| 0.7690 \| 0.6400 \| 0.6544 \| \| 0.8793 \| 10.49 \| 3880 \| 0.4984 \| 0.6440 \| 0.7639 \| 0.8517 \| 0.9169 \| 0.8168 \| 0.8769 \| 0.2930 \| 0.8877 \| 0.8771 \| 0.6787 \| 0.8444 \| 0.6414 \| 0.7151 \| 0.2617 \| 0.7619 \| 0.6341 \| 0.6493 \| \| 0.1981 \| 10.54 \| 3900 \| 0.4780 \| 0.6594 \| 0.7710 \| 0.8586 \| 0.9176 \| 0.8092 \| 0.8522 \| 0.3386 \| 0.9015 \| 0.8517 \| 0.7263 \| 0.8463 \| 0.6438 \| 0.7207 \| 0.2899 \| 0.7663 \| 0.6628 \| 0.6859 \| \| 0.232 \| 10.59 \| 3920 \| 0.5167 \| 0.6511 \| 0.7649 \| 0.8547 \| 0.9196 \| 0.8068 \| 0.8453 \| 0.3311 \| 0.9019 \| 0.8566 \| 0.6927 \| 0.8482 \| 0.6453 \| 0.7203 \| 0.2824 \| 0.7647 \| 0.6404 \| 0.6563 \| \| 0.2689 \| 10.65 \| 3940 \| 0.5264 \| 0.6488 \| 0.7711 \| 0.8512 \| 0.9278 \| 0.7952 \| 0.8249 \| 0.4003 \| 0.8760 \| 0.8924 \| 0.6813 \| 0.8488 \| 0.6369 \| 0.7129 \| 0.3246 \| 0.7671 \| 0.6110 \| 0.6406 \| \| 0.1742 \| 10.7 \| 3960 \| 0.5162 \| 0.6502 \| 0.7691 \| 0.8523 \| 0.9240 \| 0.7972 \| 0.8463 \| 0.3970 \| 0.8934 \| 0.8609 \| 0.6652 \| 0.8492 \| 0.6400 \| 0.7237 \| 0.3181 \| 0.7660 \| 0.6205 \| 0.6342 \| \| 0.222 \| 10.76 \| 3980 \| 0.5389 \| 0.6423 \| 0.7566 \| 0.8502 \| 0.9202 \| 0.7810 \| 0.8767 \| 0.3457 \| 0.9085 \| 0.8190 \| 0.6451 \| 0.8469 \| 0.6284 \| 0.7230 \| 0.2974 \| 0.7626 \| 0.6185 \| 0.6190 \| \| 0.2272 \| 10.81 \| 4000 \| 0.4768 \| 0.6573 \| 0.7875 \| 0.8536 \| 0.9280 \| 0.8281 \| 0.8720 \| 0.4758 \| 0.8738 \| 0.8815 \| 0.6530 \| 0.8523 \| 0.6409 \| 0.7267 \| 0.3596 \| 0.7681 \| 0.6201 \| 0.6333 \| \| 0.2723 \| 10.86 \| 4020 \| 0.5040 \| 0.6509 \| 0.7717 \| 0.8497 \| 0.9268 \| 0.8270 \| 0.8522 \| 0.3997 \| 0.8792 \| 0.8588 \| 0.6585 \| 0.8373 \| 0.6435 \| 0.7311 \| 0.3299 \| 0.7586 \| 0.6258 \| 0.6302 \| \| 0.4227 \| 10.92 \| 4040 \| 0.4656 \| 0.6675 \| 0.7905 \| 0.8581 \| 0.9186 \| 0.8039 \| 0.8517 \| 0.4886 \| 0.8878 \| 0.8817 \| 0.7010 \| 0.8500 \| 0.6477 \| 0.7334 \| 0.3644 \| 0.7714 \| 0.6385 \| 0.6674 \| \| 0.9581 \| 10.97 \| 4060 \| 0.4638 \| 0.6638 \| 0.7771 \| 0.8599 \| 0.9080 \| 0.7801 \| 0.8618 \| 0.3977 \| 0.9084 \| 0.8405 \| 0.7430 \| 0.8427 \| 0.6323 \| 0.7230 \| 0.3115 \| 0.7738 \| 0.6612 \| 0.7023 \| \| 0.4865 \| 11.03 \| 4080 \| 0.4606 \| 0.6638 \| 0.7695 \| 0.8627 \| 0.9236 \| 0.7933 \| 0.8436 \| 0.3630 \| 0.9192 \| 0.8099 \| 0.7338 \| 0.8460 \| 0.6406 \| 0.7266 \| 0.2974 \| 0.7820 \| 0.6514 \| 0.7030 \| \| 0.2958 \| 11.08 \| 4100 \| 0.4746 \| 0.6577 \| 0.7702 \| 0.8591 \| 0.9375 \| 0.8022 \| 0.8415 \| 0.4017 \| 0.9028 \| 0.8131 \| 0.6925 \| 0.8451 \| 0.6342 \| 0.7239 \| 0.3162 \| 0.7863 \| 0.6310 \| 0.6672 \| \| 0.204 \| 11.14 \| 4120 \| 0.4865 \| 0.6588 \| 0.7797 \| 0.8551 \| 0.9286 \| 0.7847 \| 0.8519 \| 0.4563 \| 0.8801 \| 0.8700 \| 0.6866 \| 0.8425 \| 0.6406 \| 0.7253 \| 0.3448 \| 0.7757 \| 0.6240 \| 0.6587 \| \| 0.3136 \| 11.19 \| 4140 \| 0.5041 \| 0.6539 \| 0.7715 \| 0.8530 \| 0.9247 \| 0.7921 \| 0.8544 \| 0.3816 \| 0.8800 \| 0.8821 \| 0.6854 \| 0.8392 \| 0.6458 \| 0.7209 \| 0.3240 \| 0.7690 \| 0.6202 \| 0.6581 \| \| 0.1468 \| 11.24 \| 4160 \| 0.5141 \| 0.6515 \| 0.7695 \| 0.8524 \| 0.9308 \| 0.8031 \| 0.8590 \| 0.3976 \| 0.8858 \| 0.8473 \| 0.6632 \| 0.8433 \| 0.6452 \| 0.7195 \| 0.3288 \| 0.7697 \| 0.6182 \| 0.6360 \| \| 0.3071 \| 11.3 \| 4180 \| 0.4866 \| 0.6558 \| 0.7711 \| 0.8545 \| 0.9143 \| 0.7799 \| 0.8497 \| 0.4173 \| 0.9083 \| 0.8430 \| 0.6850 \| 0.8477 \| 0.6257 \| 0.7289 \| 0.3412 \| 0.7654 \| 0.6273 \| 0.6542 \| \| 0.4639 \| 11.35 \| 4200 \| 0.5634 \| 0.6330 \| 0.7501 \| 0.8449 \| 0.9184 \| 0.7348 \| 0.8655 \| 0.3582 \| 0.8991 \| 0.8456 \| 0.6293 \| 0.8398 \| 0.5997 \| 0.7139 \| 0.3168 \| 0.7637 \| 0.5963 \| 0.6013 \| \| 0.3086 \| 11.41 \| 4220 \| 0.4990 \| 0.6492 \| 0.7631 \| 0.8540 \| 0.9332 \| 0.7973 \| 0.8607 \| 0.3572 \| 0.8947 \| 0.8304 \| 0.6683 \| 0.8470 \| 0.6370 \| 0.7228 \| 0.3153 \| 0.7743 \| 0.6128 \| 0.6351 \| \| 0.2677 \| 11.46 \| 4240 \| 0.5363 \| 0.6493 \| 0.7661 \| 0.8506 \| 0.9461 \| 0.7764 \| 0.8798 \| 0.4247 \| 0.8745 \| 0.8349 \| 0.6266 \| 0.8418 \| 0.6396 \| 0.7145 \| 0.3586 \| 0.7715 \| 0.6140 \| 0.6052 \| \| 0.5276 \| 11.51 \| 4260 \| 0.5128 \| 0.6576 \| 0.7816 \| 0.8549 \| 0.9327 \| 0.8229 \| 0.8566 \| 0.4416 \| 0.8763 \| 0.8669 \| 0.6744 \| 0.8529 \| 0.6394 \| 0.7179 \| 0.3740 \| 0.7766 \| 0.6026 \| 0.6397 \| \| 0.1893 \| 11.57 \| 4280 \| 0.5024 \| 0.6560 \| 0.7728 \| 0.8552 \| 0.9365 \| 0.7838 \| 0.8439 \| 0.4367 \| 0.8885 \| 0.8542 \| 0.6657 \| 0.8516 \| 0.6314 \| 0.7172 \| 0.3641 \| 0.7748 \| 0.6155 \| 0.6371 \| \| 0.5181 \| 11.62 \| 4300 \| 0.5177 \| 0.6635 \| 0.7851 \| 0.8560 \| 0.9365 \| 0.7863 \| 0.8552 \| 0.4737 \| 0.8597 \| 0.8752 \| 0.7092 \| 0.8470 \| 0.6361 \| 0.7178 \| 0.3697 \| 0.7634 \| 0.6371 \| 0.6734 \| \| 0.1531 \| 11.68 \| 4320 \| 0.4930 \| 0.6681 \| 0.7778 \| 0.8608 \| 0.9324 \| 0.7946 \| 0.8571 \| 0.4233 \| 0.8929 \| 0.8167 \| 0.7276 \| 0.8438 \| 0.6394 \| 0.7219 \| 0.3456 \| 0.7731 \| 0.6716 \| 0.6816 \| \| 0.4142 \| 11.73 \| 4340 \| 0.5438 \| 0.6433 \| 0.7604 \| 0.8520 \| 0.9311 \| 0.7925 \| 0.8741 \| 0.3228 \| 0.8829 \| 0.8421 \| 0.6770 \| 0.8463 \| 0.6215 \| 0.7078 \| 0.2844 \| 0.7625 \| 0.6318 \| 0.6487 \| \| 0.3147 \| 11.78 \| 4360 \| 0.5602 \| 0.6446 \| 0.7527 \| 0.8519 \| 0.9302 \| 0.6861 \| 0.8605 \| 0.4065 \| 0.9066 \| 0.8237 \| 0.6554 \| 0.8485 \| 0.5801 \| 0.7181 \| 0.3362 \| 0.7617 \| 0.6371 \| 0.6302 \| \| 0.1662 \| 11.84 \| 4380 \| 0.5133 \| 0.6576 \| 0.7686 \| 0.8594 \| 0.9240 \| 0.7485 \| 0.8682 \| 0.3765 \| 0.8988 \| 0.8389 \| 0.7254 \| 0.8519 \| 0.6029 \| 0.7127 \| 0.3211 \| 0.7693 \| 0.6563 \| 0.6893 \| \| 0.4525 \| 11.89 \| 4400 \| 0.5253 \| 0.6510 \| 0.7614 \| 0.8559 \| 0.9328 \| 0.7342 \| 0.8650 \| 0.3537 \| 0.8844 \| 0.8503 \| 0.7096 \| 0.8464 \| 0.5979 \| 0.7092 \| 0.3070 \| 0.7626 \| 0.6538 \| 0.6799 \| \| 0.2606 \| 11.95 \| 4420 \| 0.4896 \| 0.6631 \| 0.7847 \| 0.8596 \| 0.9294 \| 0.8303 \| 0.8733 \| 0.3868 \| 0.8694 \| 0.8710 \| 0.7328 \| 0.8494 \| 0.6321 \| 0.7254 \| 0.3196 \| 0.7677 \| 0.6500 \| 0.6979 \| \| 0.1993 \| 12.0 \| 4440 \| 0.4762 \| 0.6705 \| 0.7897 \| 0.8649 \| 0.9378 \| 0.8444 \| 0.8635 \| 0.3950 \| 0.8757 \| 0.8762 \| 0.7351 \| 0.8591 \| 0.6378 \| 0.7237 \| 0.3338 \| 0.7772 \| 0.6523 \| 0.7093 \| \| 0.361 \| 12.05 \| 4460 \| 0.4933 \| 0.6619 \| 0.7725 \| 0.8595 \| 0.9189 \| 0.7869 \| 0.8669 \| 0.3713 \| 0.9037 \| 0.8365 \| 0.7232 \| 0.8516 \| 0.6350 \| 0.7266 \| 0.3147 \| 0.7655 \| 0.6534 \| 0.6863 \| \| 0.3764 \| 12.11 \| 4480 \| 0.5137 \| 0.6559 \| 0.7727 \| 0.8585 \| 0.9249 \| 0.8356 \| 0.8850 \| 0.3418 \| 0.8996 \| 0.8297 \| 0.6927 \| 0.8472 \| 0.6346 \| 0.7202 \| 0.2982 \| 0.7767 \| 0.6531 \| 0.6616 \| \| 0.4513 \| 12.16 \| 4500 \| 0.5150 \| 0.6554 \| 0.7713 \| 0.8582 \| 0.9374 \| 0.7756 \| 0.8589 \| 0.3849 \| 0.8833 \| 0.8620 \| 0.6970 \| 0.8489 \| 0.6056 \| 0.7141 \| 0.3232 \| 0.7750 \| 0.6528 \| 0.6683 \| \| 0.2774 \| 12.22 \| 4520 \| 0.5390 \| 0.6473 \| 0.7651 \| 0.8538 \| 0.9131 \| 0.7244 \| 0.8835 \| 0.3934 \| 0.9011 \| 0.8515 \| 0.6888 \| 0.8508 \| 0.5802 \| 0.7026 \| 0.3266 \| 0.7656 \| 0.6481 \| 0.6570 \| \| 0.4331 \| 12.27 \| 4540 \| 0.5406 \| 0.6468 \| 0.7604 \| 0.8556 \| 0.9177 \| 0.7400 \| 0.8834 \| 0.3289 \| 0.9016 \| 0.8526 \| 0.6990 \| 0.8504 \| 0.5986 \| 0.7112 \| 0.2844 \| 0.7685 \| 0.6497 \| 0.6646 \| \| 0.269 \| 12.32 \| 4560 \| 0.4955 \| 0.6570 \| 0.7737 \| 0.8607 \| 0.9215 \| 0.8144 \| 0.8848 \| 0.3242 \| 0.8973 \| 0.8554 \| 0.7181 \| 0.8550 \| 0.6359 \| 0.7045 \| 0.2870 \| 0.7785 \| 0.6544 \| 0.6840 \| \| 0.1178 \| 12.38 \| 4580 \| 0.4399 \| 0.6785 \| 0.7848 \| 0.8723 \| 0.9266 \| 0.8191 \| 0.8578 \| 0.3717 \| 0.9180 \| 0.8221 \| 0.7786 \| 0.8594 \| 0.6457 \| 0.7255 \| 0.3142 \| 0.7969 \| 0.6697 \| 0.7381 \| \| 0.1972 \| 12.43 \| 4600 \| 0.4786 \| 0.6660 \| 0.7800 \| 0.8644 \| 0.9281 \| 0.8007 \| 0.8818 \| 0.3687 \| 0.8967 \| 0.8616 \| 0.7221 \| 0.8545 \| 0.6375 \| 0.7235 \| 0.3031 \| 0.7838 \| 0.6644 \| 0.6952 \| \| 0.2086 \| 12.49 \| 4620 \| 0.4917 \| 0.6647 \| 0.7764 \| 0.8632 \| 0.9434 \| 0.7962 \| 0.8712 \| 0.3779 \| 0.8858 \| 0.8497 \| 0.7104 \| 0.8561 \| 0.6356 \| 0.7306 \| 0.3073 \| 0.7771 \| 0.6649 \| 0.6815 \| \| 0.405 \| 12.54 \| 4640 \| 0.5377 \| 0.6600 \| 0.7744 \| 0.8588 \| 0.9330 \| 0.7947 \| 0.8525 \| 0.4003 \| 0.8970 \| 0.8700 \| 0.6731 \| 0.8573 \| 0.6448 \| 0.7387 \| 0.3228 \| 0.7733 \| 0.6379 \| 0.6454 \| \| 0.2407 \| 12.59 \| 4660 \| 0.4678 \| 0.6726 \| 0.7849 \| 0.8648 \| 0.9324 \| 0.7947 \| 0.8651 \| 0.4104 \| 0.8847 \| 0.8578 \| 0.7490 \| 0.8542 \| 0.6512 \| 0.7350 \| 0.3193 \| 0.7754 \| 0.6605 \| 0.7129 \| \| 0.4881 \| 12.65 \| 4680 \| 0.4741 \| 0.6735 \| 0.7863 \| 0.8655 \| 0.9352 \| 0.7932 \| 0.8620 \| 0.4271 \| 0.8889 \| 0.8701 \| 0.7275 \| 0.8559 \| 0.6476 \| 0.7356 \| 0.3378 \| 0.7817 \| 0.6582 \| 0.6976 \| \| 0.3421 \| 12.7 \| 4700 \| 0.4710 \| 0.6719 \| 0.7815 \| 0.8656 \| 0.9307 \| 0.7652 \| 0.8420 \| 0.4211 \| 0.8984 \| 0.8744 \| 0.7387 \| 0.8576 \| 0.6368 \| 0.7315 \| 0.3343 \| 0.7810 \| 0.6617 \| 0.7005 \| \| 0.339 \| 12.76 \| 4720 \| 0.5162 \| 0.6578 \| 0.7792 \| 0.8575 \| 0.9283 \| 0.7972 \| 0.8548 \| 0.4277 \| 0.8903 \| 0.8769 \| 0.6789 \| 0.8588 \| 0.6288 \| 0.7307 \| 0.3317 \| 0.7726 \| 0.6334 \| 0.6486 \| \| 0.1653 \| 12.81 \| 4740 \| 0.5618 \| 0.6400 \| 0.7534 \| 0.8518 \| 0.9296 \| 0.7189 \| 0.8702 \| 0.3516 \| 0.8962 \| 0.8435 \| 0.6635 \| 0.8530 \| 0.5911 \| 0.7115 \| 0.2914 \| 0.7622 \| 0.6354 \| 0.6355 \| \| 0.213 \| 12.86 \| 4760 \| 0.6174 \| 0.6270 \| 0.7464 \| 0.8429 \| 0.9244 \| 0.7146 \| 0.8693 \| 0.3455 \| 0.8871 \| 0.8728 \| 0.6113 \| 0.8467 \| 0.5855 \| 0.7121 \| 0.2987 \| 0.7532 \| 0.6076 \| 0.5854 \| \| 0.2808 \| 12.92 \| 4780 \| 0.5969 \| 0.6418 \| 0.7616 \| 0.8483 \| 0.9257 \| 0.7401 \| 0.8735 \| 0.4186 \| 0.8922 \| 0.8546 \| 0.6263 \| 0.8467 \| 0.5884 \| 0.7277 \| 0.3514 \| 0.7626 \| 0.6172 \| 0.5986 \| \| 0.2436 \| 12.97 \| 4800 \| 0.5843 \| 0.6322 \| 0.7486 \| 0.8432 \| 0.9147 \| 0.7072 \| 0.8638 \| 0.3813 \| 0.9016 \| 0.8536 \| 0.6180 \| 0.8410 \| 0.5890 \| 0.7187 \| 0.3274 \| 0.7556 \| 0.6094 \| 0.5841 \| \| 0.2076 \| 13.03 \| 4820 \| 0.5755 \| 0.6269 \| 0.7466 \| 0.8446 \| 0.9314 \| 0.7117 \| 0.8873 \| 0.3420 \| 0.8854 \| 0.8666 \| 0.6021 \| 0.8448 \| 0.5825 \| 0.7051 \| 0.3008 \| 0.7672 \| 0.6150 \| 0.5727 \| \| 0.289 \| 13.08 \| 4840 \| 0.5757 \| 0.6332 \| 0.7563 \| 0.8459 \| 0.9230 \| 0.7370 \| 0.8729 \| 0.3790 \| 0.8907 \| 0.8828 \| 0.6087 \| 0.8474 \| 0.5776 \| 0.7105 \| 0.3302 \| 0.7638 \| 0.6227 \| 0.5802 \| \| 0.2963 \| 13.14 \| 4860 \| 0.5199 \| 0.6485 \| 0.7678 \| 0.8543 \| 0.9310 \| 0.7834 \| 0.8680 \| 0.3795 \| 0.8896 \| 0.8592 \| 0.6637 \| 0.8538 \| 0.6126 \| 0.7216 \| 0.3186 \| 0.7708 \| 0.6309 \| 0.6314 \| \| 0.2072 \| 13.19 \| 4880 \| 0.5422 \| 0.6480 \| 0.7643 \| 0.8539 \| 0.9289 \| 0.7738 \| 0.8613 \| 0.3749 \| 0.8995 \| 0.8637 \| 0.6480 \| 0.8486 \| 0.6122 \| 0.7262 \| 0.3209 \| 0.7736 \| 0.6303 \| 0.6239 \| \| 0.436 \| 13.24 \| 4900 \| 0.4915 \| 0.6580 \| 0.7761 \| 0.8595 \| 0.9245 \| 0.8288 \| 0.8618 \| 0.3524 \| 0.8963 \| 0.8711 \| 0.6982 \| 0.8540 \| 0.6318 \| 0.7307 \| 0.3097 \| 0.7764 \| 0.6368 \| 0.6667 \| \| 0.1602 \| 13.3 \| 4920 \| 0.4685 \| 0.6640 \| 0.7795 \| 0.8624 \| 0.9315 \| 0.7810 \| 0.8780 \| 0.4048 \| 0.8896 \| 0.8513 \| 0.7204 \| 0.8553 \| 0.6160 \| 0.7197 \| 0.3329 \| 0.7781 \| 0.6548 \| 0.6912 \| \| 0.3805 \| 13.35 \| 4940 \| 0.5413 \| 0.6435 \| 0.7730 \| 0.8513 \| 0.9187 \| 0.8250 \| 0.8728 \| 0.3808 \| 0.8915 \| 0.8852 \| 0.6374 \| 0.8540 \| 0.6100 \| 0.7198 \| 0.3229 \| 0.7735 \| 0.6140 \| 0.6101 \| \| 0.4563 \| 13.41 \| 4960 \| 0.5416 \| 0.6525 \| 0.7747 \| 0.8543 \| 0.9274 \| 0.7967 \| 0.8779 \| 0.4147 \| 0.8917 \| 0.8720 \| 0.6423 \| 0.8580 \| 0.6384 \| 0.7283 \| 0.3407 \| 0.7746 \| 0.6153 \| 0.6122 \| \| 0.267 \| 13.46 \| 4980 \| 0.5113 \| 0.6588 \| 0.7812 \| 0.8568 \| 0.9382 \| 0.7916 \| 0.8762 \| 0.4375 \| 0.8683 \| 0.8744 \| 0.6822 \| 0.8510 \| 0.6396 \| 0.7273 \| 0.3327 \| 0.7739 \| 0.6353 \| 0.6518 \| \| 0.6845 \| 13.51 \| 5000 \| 0.5037 \| 0.6550 \| 0.7751 \| 0.8550 \| 0.9392 \| 0.8143 \| 0.8723 \| 0.3970 \| 0.8677 \| 0.8411 \| 0.6943 \| 0.8426 \| 0.6345 \| 0.7289 \| 0.3052 \| 0.7669 \| 0.6471 \| 0.6599 \| \| 0.1488 \| 13.57 \| 5020 \| 0.5335 \| 0.6573 \| 0.7741 \| 0.8590 \| 0.9272 \| 0.8093 \| 0.8577 \| 0.3777 \| 0.9026 \| 0.8665 \| 0.6775 \| 0.8564 \| 0.6379 \| 0.7349 \| 0.3104 \| 0.7792 \| 0.6336 \| 0.6484 \| \| 0.1949 \| 13.62 \| 5040 \| 0.5214 \| 0.6620 \| 0.7775 \| 0.8619 \| 0.9325 \| 0.8244 \| 0.8598 \| 0.3807 \| 0.9002 \| 0.8461 \| 0.6987 \| 0.8608 \| 0.6363 \| 0.7327 \| 0.3203 \| 0.7786 \| 0.6393 \| 0.6659 \| \| 0.4794 \| 13.68 \| 5060 \| 0.5203 \| 0.6614 \| 0.7757 \| 0.8581 \| 0.9444 \| 0.7886 \| 0.8708 \| 0.4144 \| 0.8738 \| 0.8486 \| 0.6892 \| 0.8443 \| 0.6368 \| 0.7275 \| 0.3321 \| 0.7720 \| 0.6560 \| 0.6613 \| \| 0.2998 \| 13.73 \| 5080 \| 0.5237 \| 0.6633 \| 0.7798 \| 0.8607 \| 0.9358 \| 0.7775 \| 0.8733 \| 0.4340 \| 0.8893 \| 0.8634 \| 0.6851 \| 0.8573 \| 0.6327 \| 0.7282 \| 0.3478 \| 0.7804 \| 0.6400 \| 0.6566 \| \| 0.8203 \| 13.78 \| 5100 \| 0.5309 \| 0.6594 \| 0.7770 \| 0.8581 \| 0.9316 \| 0.7465 \| 0.8602 \| 0.4284 \| 0.8769 \| 0.8855 \| 0.7096 \| 0.8530 \| 0.6185 \| 0.7228 \| 0.3431 \| 0.7744 \| 0.6370 \| 0.6670 \| \| 1.1222 \| 13.84 \| 5120 \| 0.4967 \| 0.6640 \| 0.7765 \| 0.8634 \| 0.9377 \| 0.7554 \| 0.8599 \| 0.4007 \| 0.8864 \| 0.8661 \| 0.7291 \| 0.8575 \| 0.6160 \| 0.7193 \| 0.3240 \| 0.7801 \| 0.6577 \| 0.6934 \| \| 0.2649 \| 13.89 \| 5140 \| 0.4936 \| 0.6591 \| 0.7698 \| 0.8601 \| 0.9344 \| 0.7570 \| 0.8611 \| 0.3866 \| 0.8931 \| 0.8430 \| 0.7132 \| 0.8516 \| 0.6254 \| 0.7221 \| 0.3015 \| 0.7742 \| 0.6562 \| 0.6825 \| \| 0.2577 \| 13.95 \| 5160 \| 0.4935 \| 0.6677 \| 0.7870 \| 0.8623 \| 0.9258 \| 0.8153 \| 0.8599 \| 0.4207 \| 0.8869 \| 0.8703 \| 0.7301 \| 0.8571 \| 0.6292 \| 0.7339 \| 0.3240 \| 0.7691 \| 0.6576 \| 0.7027 \| \| 0.2886 \| 14.0 \| 5180 \| 0.4860 \| 0.6743 \| 0.7872 \| 0.8663 \| 0.9402 \| 0.8277 \| 0.8624 \| 0.4220 \| 0.8930 \| 0.8478 \| 0.7170 \| 0.8584 \| 0.6430 \| 0.7352 \| 0.3487 \| 0.7815 \| 0.6631 \| 0.6903 \| \| 0.1118 \| 14.05 \| 5200 \| 0.5314 \| 0.6641 \| 0.7930 \| 0.8563 \| 0.9215 \| 0.8268 \| 0.8690 \| 0.4832 \| 0.8762 \| 0.8957 \| 0.6789 \| 0.8520 \| 0.6447 \| 0.7356 \| 0.3692 \| 0.7705 \| 0.6249 \| 0.6515 \| \| 1.741 \| 14.11 \| 5220 \| 0.5089 \| 0.6755 \| 0.7958 \| 0.8649 \| 0.9226 \| 0.8303 \| 0.8835 \| 0.4567 \| 0.8926 \| 0.8588 \| 0.7258 \| 0.8586 \| 0.6438 \| 0.7323 \| 0.3672 \| 0.7796 \| 0.6584 \| 0.6886 \| \| 0.2747 \| 14.16 \| 5240 \| 0.5532 \| 0.6590 \| 0.7828 \| 0.8574 \| 0.9332 \| 0.8041 \| 0.8984 \| 0.4260 \| 0.8748 \| 0.8732 \| 0.6701 \| 0.8538 \| 0.6292 \| 0.7184 \| 0.3530 \| 0.7760 \| 0.6404 \| 0.6422 \| \| 0.3364 \| 14.22 \| 5260 \| 0.4954 \| 0.6721 \| 0.7866 \| 0.8654 \| 0.9404 \| 0.8099 \| 0.8695 \| 0.4120 \| 0.8816 \| 0.8706 \| 0.7220 \| 0.8585 \| 0.6431 \| 0.7299 \| 0.3425 \| 0.7808 \| 0.6621 \| 0.6881 \| \| 0.1092 \| 14.27 \| 5280 \| 0.5403 \| 0.6668 \| 0.7817 \| 0.8622 \| 0.9326 \| 0.8063 \| 0.8576 \| 0.4038 \| 0.8934 \| 0.8883 \| 0.6903 \| 0.8572 \| 0.6428 \| 0.7290 \| 0.3439 \| 0.7786 \| 0.6526 \| 0.6633 \| \| 0.2543 \| 14.32 \| 5300 \| 0.4710 \| 0.6751 \| 0.7858 \| 0.8670 \| 0.9426 \| 0.7976 \| 0.8665 \| 0.4427 \| 0.8981 \| 0.8497 \| 0.7031 \| 0.8563 \| 0.6373 \| 0.7316 \| 0.3588 \| 0.7888 \| 0.6727 \| 0.6801 \| \| 0.3732 \| 14.38 \| 5320 \| 0.4648 \| 0.6833 \| 0.7912 \| 0.8718 \| 0.9385 \| 0.8005 \| 0.8569 \| 0.4450 \| 0.9034 \| 0.8450 \| 0.7491 \| 0.8626 \| 0.6390 \| 0.7351 \| 0.3665 \| 0.7912 \| 0.6732 \| 0.7156 \| \| 0.1528 \| 14.43 \| 5340 \| 0.4656 \| 0.6879 \| 0.8058 \| 0.8715 \| 0.9340 \| 0.7962 \| 0.8489 \| 0.5164 \| 0.8816 \| 0.8936 \| 0.7699 \| 0.8629 \| 0.6477 \| 0.7363 \| 0.3880 \| 0.7920 \| 0.6534 \| 0.7350 \| \| 0.3244 \| 14.49 \| 5360 \| 0.4819 \| 0.6799 \| 0.7992 \| 0.8675 \| 0.9388 \| 0.8142 \| 0.8677 \| 0.4842 \| 0.8772 \| 0.8797 \| 0.7327 \| 0.8593 \| 0.6425 \| 0.7292 \| 0.3777 \| 0.7863 \| 0.6673 \| 0.6971 \| \| 0.2471 \| 14.54 \| 5380 \| 0.5574 \| 0.6558 \| 0.7864 \| 0.8540 \| 0.9270 \| 0.8175 \| 0.8705 \| 0.4817 \| 0.8815 \| 0.8864 \| 0.6402 \| 0.8534 \| 0.6300 \| 0.7209 \| 0.3702 \| 0.7775 \| 0.6240 \| 0.6144 \| \| 0.3905 \| 14.59 \| 5400 \| 0.5166 \| 0.6629 \| 0.7812 \| 0.8599 \| 0.9366 \| 0.7865 \| 0.8554 \| 0.4319 \| 0.8837 \| 0.8957 \| 0.6788 \| 0.8558 \| 0.6376 \| 0.7243 \| 0.3525 \| 0.7819 \| 0.6397 \| 0.6484 \| \| 0.2366 \| 14.65 \| 5420 \| 0.5017 \| 0.6705 \| 0.7890 \| 0.8655 \| 0.9361 \| 0.8299 \| 0.8475 \| 0.4132 \| 0.8866 \| 0.8847 \| 0.7248 \| 0.8625 \| 0.6383 \| 0.7279 \| 0.3406 \| 0.7848 \| 0.6503 \| 0.6891 \| \| 0.432 \| 14.7 \| 5440 \| 0.4907 \| 0.6696 \| 0.7843 \| 0.8641 \| 0.9378 \| 0.8229 \| 0.8357 \| 0.4179 \| 0.8963 \| 0.8825 \| 0.6968 \| 0.8566 \| 0.6400 \| 0.7348 \| 0.3492 \| 0.7864 \| 0.6542 \| 0.6657 \| \| 0.2797 \| 14.76 \| 5460 \| 0.4823 \| 0.6714 \| 0.7822 \| 0.8653 \| 0.9368 \| 0.8077 \| 0.8301 \| 0.4094 \| 0.9018 \| 0.8876 \| 0.7023 \| 0.8565 \| 0.6441 \| 0.7392 \| 0.3449 \| 0.7876 \| 0.6568 \| 0.6703 \| \| 0.284 \| 14.81 \| 5480 \| 0.4817 \| 0.6763 \| 0.7882 \| 0.8668 \| 0.9367 \| 0.8150 \| 0.8322 \| 0.4407 \| 0.9015 \| 0.8829 \| 0.7081 \| 0.8558 \| 0.6383 \| 0.7339 \| 0.3713 \| 0.7894 \| 0.6701 \| 0.6750 \| \| 0.2486 \| 14.86 \| 5500 \| 0.4743 \| 0.6813 \| 0.7975 \| 0.8687 \| 0.9381 \| 0.8057 \| 0.8638 \| 0.4659 \| 0.8777 \| 0.8788 \| 0.7525 \| 0.8623 \| 0.6416 \| 0.7306 \| 0.3675 \| 0.7811 \| 0.6758 \| 0.7099 \| \| 1.0494 \| 14.92 \| 5520 \| 0.5004 \| 0.6725 \| 0.7994 \| 0.8636 \| 0.9386 \| 0.8408 \| 0.8609 \| 0.4807 \| 0.8660 \| 0.8867 \| 0.7218 \| 0.8614 \| 0.6357 \| 0.7276 \| 0.3682 \| 0.7776 \| 0.6499 \| 0.6868 \| \| 0.3282 \| 14.97 \| 5540 \| 0.5212 \| 0.6602 \| 0.7826 \| 0.8605 \| 0.9357 \| 0.7940 \| 0.8699 \| 0.4259 \| 0.8818 \| 0.8824 \| 0.6886 \| 0.8602 \| 0.6045 \| 0.7202 \| 0.3520 \| 0.7798 \| 0.6460 \| 0.6589 \| \| 0.46 \| 15.03 \| 5560 \| 0.5118 \| 0.6684 \| 0.7767 \| 0.8662 \| 0.9354 \| 0.7391 \| 0.8666 \| 0.4207 \| 0.9038 \| 0.8428 \| 0.7282 \| 0.8651 \| 0.5993 \| 0.7243 \| 0.3519 \| 0.7805 \| 0.6659 \| 0.6919 \| \| 0.2936 \| 15.08 \| 5580 \| 0.5192 \| 0.6659 \| 0.7882 \| 0.8609 \| 0.9319 \| 0.7430 \| 0.8424 \| 0.4950 \| 0.8729 \| 0.9068 \| 0.7252 \| 0.8666 \| 0.6054 \| 0.7200 \| 0.3753 \| 0.7690 \| 0.6397 \| 0.6850 \| \| 0.2287 \| 15.14 \| 5600 \| 0.5296 \| 0.6573 \| 0.7719 \| 0.8597 \| 0.9304 \| 0.7450 \| 0.8833 \| 0.4235 \| 0.9021 \| 0.8333 \| 0.6860 \| 0.8564 \| 0.5819 \| 0.6972 \| 0.3501 \| 0.7769 \| 0.6834 \| 0.6549 \| \| 0.2904 \| 15.19 \| 5620 \| 0.5371 \| 0.6618 \| 0.7742 \| 0.8605 \| 0.9246 \| 0.7525 \| 0.8723 \| 0.4390 \| 0.9128 \| 0.8294 \| 0.6886 \| 0.8538 \| 0.5983 \| 0.7007 \| 0.3598 \| 0.7777 \| 0.6826 \| 0.6598 \| \| 0.1743 \| 15.24 \| 5640 \| 0.5354 \| 0.6642 \| 0.7898 \| 0.8575 \| 0.9329 \| 0.7826 \| 0.8584 \| 0.5319 \| 0.8819 \| 0.8765 \| 0.6645 \| 0.8481 \| 0.6236 \| 0.7261 \| 0.3739 \| 0.7773 \| 0.6612 \| 0.6392 \| \| 0.4112 \| 15.3 \| 5660 \| 0.5052 \| 0.6723 \| 0.7901 \| 0.8614 \| 0.9394 \| 0.7820 \| 0.8536 \| 0.5162 \| 0.8812 \| 0.8633 \| 0.6952 \| 0.8488 \| 0.6356 \| 0.7324 \| 0.3818 \| 0.7787 \| 0.6688 \| 0.6597 \| \| 0.1699 \| 15.35 \| 5680 \| 0.5328 \| 0.6690 \| 0.7797 \| 0.8637 \| 0.9333 \| 0.7722 \| 0.8553 \| 0.4220 \| 0.8983 \| 0.8682 \| 0.7089 \| 0.8566 \| 0.6303 \| 0.7255 \| 0.3521 \| 0.7796 \| 0.6592 \| 0.6794 \| \| 0.1916 \| 15.41 \| 5700 \| 0.5239 \| 0.6685 \| 0.7828 \| 0.8634 \| 0.9350 \| 0.7994 \| 0.8497 \| 0.4325 \| 0.8972 \| 0.8660 \| 0.7002 \| 0.8583 \| 0.6314 \| 0.7261 \| 0.3546 \| 0.7807 \| 0.6584 \| 0.6700 \| \| 0.3017 \| 15.46 \| 5720 \| 0.5202 \| 0.6667 \| 0.7874 \| 0.8611 \| 0.9378 \| 0.7855 \| 0.8547 \| 0.4498 \| 0.8691 \| 0.9042 \| 0.7106 \| 0.8612 \| 0.6321 \| 0.7219 \| 0.3577 \| 0.7716 \| 0.6448 \| 0.6778 \| \| 0.4613 \| 15.51 \| 5740 \| 0.5305 \| 0.6689 \| 0.7846 \| 0.8637 \| 0.9371 \| 0.7753 \| 0.8568 \| 0.4424 \| 0.8864 \| 0.8865 \| 0.7077 \| 0.8621 \| 0.6225 \| 0.7240 \| 0.3623 \| 0.7787 \| 0.6559 \| 0.6766 \| \| 0.2427 \| 15.57 \| 5760 \| 0.5309 \| 0.6718 \| 0.7882 \| 0.8649 \| 0.9307 \| 0.8135 \| 0.8612 \| 0.4478 \| 0.8997 \| 0.8510 \| 0.7136 \| 0.8624 \| 0.6301 \| 0.7245 \| 0.3640 \| 0.7804 \| 0.6637 \| 0.6777 \| \| 0.1715 \| 15.62 \| 5780 \| 0.5624 \| 0.6562 \| 0.7710 \| 0.8575 \| 0.9419 \| 0.7407 \| 0.8751 \| 0.4462 \| 0.8906 \| 0.8442 \| 0.6581 \| 0.8581 \| 0.6136 \| 0.7169 \| 0.3606 \| 0.7771 \| 0.6393 \| 0.6281 \| \| 0.1743 \| 15.68 \| 5800 \| 0.5858 \| 0.6474 \| 0.7718 \| 0.8515 \| 0.9255 \| 0.7338 \| 0.8919 \| 0.4446 \| 0.8790 \| 0.8760 \| 0.6516 \| 0.8540 \| 0.6027 \| 0.7056 \| 0.3599 \| 0.7700 \| 0.6193 \| 0.6204 \| \| 0.1497 \| 15.73 \| 5820 \| 0.5603 \| 0.6659 \| 0.7830 \| 0.8595 \| 0.9291 \| 0.7782 \| 0.8759 \| 0.4456 \| 0.8845 \| 0.8723 \| 0.6953 \| 0.8559 \| 0.6379 \| 0.7309 \| 0.3684 \| 0.7730 \| 0.6350 \| 0.6600 \| \| 0.1704 \| 15.78 \| 5840 \| 0.5118 \| 0.6780 \| 0.7864 \| 0.8685 \| 0.9415 \| 0.7931 \| 0.8423 \| 0.4234 \| 0.8912 \| 0.8696 \| 0.7442 \| 0.8624 \| 0.6468 \| 0.7316 \| 0.3559 \| 0.7839 \| 0.6621 \| 0.7033 \| \| 0.2139 \| 15.84 \| 5860 \| 0.5604 \| 0.6598 \| 0.7785 \| 0.8575 \| 0.9417 \| 0.7978 \| 0.8686 \| 0.4478 \| 0.8864 \| 0.8622 \| 0.6453 \| 0.8534 \| 0.6459 \| 0.7270 \| 0.3536 \| 0.7803 \| 0.6375 \| 0.6210 \| \| 0.2681 \| 15.89 \| 5880 \| 0.5511 \| 0.6606 \| 0.7768 \| 0.8585 \| 0.9339 \| 0.8061 \| 0.8352 \| 0.4398 \| 0.9030 \| 0.8553 \| 0.6645 \| 0.8573 \| 0.6392 \| 0.7339 \| 0.3482 \| 0.7770 \| 0.6330 \| 0.6357 \| \| 0.4451 \| 15.95 \| 5900 \| 0.5849 \| 0.6544 \| 0.7729 \| 0.8552 \| 0.9280 \| 0.7920 \| 0.8683 \| 0.4166 \| 0.9002 \| 0.8661 \| 0.6395 \| 0.8567 \| 0.6407 \| 0.7325 \| 0.3389 \| 0.7740 \| 0.6246 \| 0.6134 \| \| 0.2227 \| 16.0 \| 5920 \| 0.5656 \| 0.6600 \| 0.7718 \| 0.8583 \| 0.9314 \| 0.7589 \| 0.8451 \| 0.4590 \| 0.9162 \| 0.8454 \| 0.6464 \| 0.8612 \| 0.6363 \| 0.7345 \| 0.3601 \| 0.7773 \| 0.6309 \| 0.6196 \| \| 0.1399 \| 16.05 \| 5940 \| 0.5454 \| 0.6638 \| 0.7856 \| 0.8594 \| 0.9311 \| 0.8021 \| 0.8783 \| 0.4619 \| 0.8910 \| 0.8743 \| 0.6607 \| 0.8640 \| 0.6450 \| 0.7326 \| 0.3674 \| 0.7786 \| 0.6308 \| 0.6285 \| \| 0.2748 \| 16.11 \| 5960 \| 0.6201 \| 0.6587 \| 0.7815 \| 0.8554 \| 0.9342 \| 0.7969 \| 0.8792 \| 0.4682 \| 0.8869 \| 0.8788 \| 0.6261 \| 0.8588 \| 0.6519 \| 0.7246 \| 0.3736 \| 0.7767 \| 0.6230 \| 0.6021 \| \| 0.2186 \| 16.16 \| 5980 \| 0.5809 \| 0.6635 \| 0.7922 \| 0.8577 \| 0.9296 \| 0.8315 \| 0.8590 \| 0.5140 \| 0.8901 \| 0.8716 \| 0.6499 \| 0.8629 \| 0.6421 \| 0.7340 \| 0.3849 \| 0.7780 \| 0.6229 \| 0.6199 \| \| 0.9109 \| 16.22 \| 6000 \| 0.5806 \| 0.6598 \| 0.7839 \| 0.8562 \| 0.9358 \| 0.7914 \| 0.8766 \| 0.4737 \| 0.8781 \| 0.8861 \| 0.6454 \| 0.8617 \| 0.6434 \| 0.7326 \| 0.3732 \| 0.7742 \| 0.6170 \| 0.6165 \| \| 0.229 \| 16.27 \| 6020 \| 0.5317 \| 0.6628 \| 0.7808 \| 0.8589 \| 0.9298 \| 0.7970 \| 0.8556 \| 0.4508 \| 0.8979 \| 0.8628 \| 0.6717 \| 0.8573 \| 0.6345 \| 0.7319 \| 0.3615 \| 0.7759 \| 0.6379 \| 0.6407 \| \| 0.1148 \| 16.32 \| 6040 \| 0.5476 \| 0.6663 \| 0.7861 \| 0.8599 \| 0.9262 \| 0.7672 \| 0.8661 \| 0.4985 \| 0.8950 \| 0.8631 \| 0.6863 \| 0.8551 \| 0.6162 \| 0.7292 \| 0.3834 \| 0.7764 \| 0.6490 \| 0.6551 \| \| 0.2058 \| 16.38 \| 6060 \| 0.6424 \| 0.6593 \| 0.7686 \| 0.8554 \| 0.9324 \| 0.7444 \| 0.8467 \| 0.4748 \| 0.9143 \| 0.8383 \| 0.6293 \| 0.8478 \| 0.6211 \| 0.7304 \| 0.3874 \| 0.7714 \| 0.6494 \| 0.6075 \| \| 0.3258 \| 16.43 \| 6080 \| 0.5560 \| 0.6656 \| 0.7791 \| 0.8608 \| 0.9298 \| 0.7633 \| 0.8762 \| 0.4509 \| 0.9000 \| 0.8476 \| 0.6860 \| 0.8530 \| 0.6238 \| 0.7263 \| 0.3672 \| 0.7790 \| 0.6543 \| 0.6557 \| \| 0.2097 \| 16.49 \| 6100 \| 0.5592 \| 0.6673 \| 0.7747 \| 0.8615 \| 0.9321 \| 0.7842 \| 0.8539 \| 0.4282 \| 0.9133 \| 0.8283 \| 0.6828 \| 0.8508 \| 0.6411 \| 0.7377 \| 0.3629 \| 0.7815 \| 0.6440 \| 0.6534 \| \| 0.1554 \| 16.54 \| 6120 \| 0.5593 \| 0.6684 \| 0.7847 \| 0.8615 \| 0.9245 \| 0.7956 \| 0.8659 \| 0.4542 \| 0.9034 \| 0.8614 \| 0.6880 \| 0.8535 \| 0.6409 \| 0.7300 \| 0.3685 \| 0.7827 \| 0.6439 \| 0.6593 \| \| 1.0233 \| 16.59 \| 6140 \| 0.5681 \| 0.6595 \| 0.7668 \| 0.8602 \| 0.9335 \| 0.7291 \| 0.8624 \| 0.4098 \| 0.9083 \| 0.8414 \| 0.6834 \| 0.8527 \| 0.6119 \| 0.7172 \| 0.3547 \| 0.7828 \| 0.6418 \| 0.6555 \| \| 0.1656 \| 16.65 \| 6160 \| 0.5631 \| 0.6641 \| 0.7750 \| 0.8610 \| 0.9293 \| 0.7302 \| 0.8514 \| 0.4592 \| 0.9070 \| 0.8556 \| 0.6922 \| 0.8559 \| 0.5994 \| 0.7228 \| 0.3867 \| 0.7804 \| 0.6415 \| 0.6622 \| \| 0.1768 \| 16.7 \| 6180 \| 0.5629 \| 0.6718 \| 0.7903 \| 0.8618 \| 0.9320 \| 0.7868 \| 0.8579 \| 0.4890 \| 0.8871 \| 0.8905 \| 0.6892 \| 0.8558 \| 0.6290 \| 0.7399 \| 0.3971 \| 0.7792 \| 0.6398 \| 0.6615 \| \| 0.298 \| 16.76 \| 6200 \| 0.5488 \| 0.6720 \| 0.7906 \| 0.8624 \| 0.9306 \| 0.7532 \| 0.8659 \| 0.4985 \| 0.8806 \| 0.8937 \| 0.7116 \| 0.8597 \| 0.6218 \| 0.7369 \| 0.3919 \| 0.7756 \| 0.6451 \| 0.6730 \| \| 0.3174 \| 16.81 \| 6220 \| 0.5639 \| 0.6712 \| 0.7837 \| 0.8628 \| 0.9256 \| 0.7469 \| 0.8611 \| 0.4816 \| 0.9056 \| 0.8710 \| 0.6943 \| 0.8573 \| 0.6154 \| 0.7295 \| 0.3988 \| 0.7797 \| 0.6517 \| 0.6659 \| \| 2.2986 \| 16.86 \| 6240 \| 0.5555 \| 0.6717 \| 0.7782 \| 0.8649 \| 0.9323 \| 0.7315 \| 0.8713 \| 0.4571 \| 0.9097 \| 0.8433 \| 0.7024 \| 0.8581 \| 0.6204 \| 0.7316 \| 0.3816 \| 0.7842 \| 0.6536 \| 0.6721 \| \| 0.1239 \| 16.92 \| 6260 \| 0.5121 \| 0.6784 \| 0.7904 \| 0.8675 \| 0.9330 \| 0.8007 \| 0.8500 \| 0.4376 \| 0.8923 \| 0.8780 \| 0.7411 \| 0.8623 \| 0.6422 \| 0.7370 \| 0.3722 \| 0.7818 \| 0.6553 \| 0.6983 \| \| 0.4243 \| 16.97 \| 6280 \| 0.5192 \| 0.6780 \| 0.7880 \| 0.8677 \| 0.9311 \| 0.8051 \| 0.8610 \| 0.4178 \| 0.8995 \| 0.8697 \| 0.7317 \| 0.8597 \| 0.6483 \| 0.7393 \| 0.3622 \| 0.7842 \| 0.6532 \| 0.6988 \| \| 0.1333 \| 17.03 \| 6300 \| 0.4975 \| 0.6766 \| 0.7927 \| 0.8658 \| 0.9296 \| 0.8200 \| 0.8553 \| 0.4512 \| 0.8905 \| 0.8627 \| 0.7395 \| 0.8593 \| 0.6506 \| 0.7414 \| 0.3519 \| 0.7780 \| 0.6566 \| 0.6987 \| \| 0.2877 \| 17.08 \| 6320 \| 0.5117 \| 0.6742 \| 0.8014 \| 0.8632 \| 0.9275 \| 0.8139 \| 0.8602 \| 0.5093 \| 0.8684 \| 0.8800 \| 0.7507 \| 0.8633 \| 0.6434 \| 0.7367 \| 0.3510 \| 0.7705 \| 0.6555 \| 0.6986 \| \| 0.138 \| 17.14 \| 6340 \| 0.5202 \| 0.6690 \| 0.7905 \| 0.8614 \| 0.9247 \| 0.8059 \| 0.8752 \| 0.4796 \| 0.8871 \| 0.8307 \| 0.7301 \| 0.8583 \| 0.6442 \| 0.7281 \| 0.3387 \| 0.7713 \| 0.6566 \| 0.6858 \| \| 0.2876 \| 17.19 \| 6360 \| 0.5580 \| 0.6496 \| 0.7729 \| 0.8541 \| 0.9319 \| 0.7853 \| 0.8786 \| 0.4272 \| 0.8919 \| 0.8622 \| 0.6330 \| 0.8550 \| 0.6184 \| 0.7201 \| 0.3440 \| 0.7799 \| 0.6230 \| 0.6065 \| \| 0.8339 \| 17.24 \| 6380 \| 0.6122 \| 0.6454 \| 0.7615 \| 0.8520 \| 0.9361 \| 0.7730 \| 0.8545 \| 0.4034 \| 0.9046 \| 0.8507 \| 0.6084 \| 0.8525 \| 0.6229 \| 0.7216 \| 0.3397 \| 0.7763 \| 0.6178 \| 0.5869 \| \| 0.7474 \| 17.3 \| 6400 \| 0.5489 \| 0.6636 \| 0.7709 \| 0.8613 \| 0.9380 \| 0.7517 \| 0.8600 \| 0.4072 \| 0.8961 \| 0.8335 \| 0.7095 \| 0.8506 \| 0.6216 \| 0.7276 \| 0.3413 \| 0.7768 \| 0.6491 \| 0.6780 \| \| 0.1185 \| 17.35 \| 6420 \| 0.5330 \| 0.6681 \| 0.7734 \| 0.8655 \| 0.9345 \| 0.7603 \| 0.8367 \| 0.4204 \| 0.9192 \| 0.8285 \| 0.7139 \| 0.8612 \| 0.6170 \| 0.7291 \| 0.3548 \| 0.7859 \| 0.6485 \| 0.6800 \| \| 0.4462 \| 17.41 \| 6440 \| 0.5454 \| 0.6620 \| 0.7790 \| 0.8605 \| 0.9276 \| 0.7877 \| 0.8408 \| 0.4482 \| 0.9058 \| 0.8439 \| 0.6988 \| 0.8568 \| 0.6036 \| 0.7307 \| 0.3599 \| 0.7796 \| 0.6407 \| 0.6629 \| \| 0.5445 \| 17.46 \| 6460 \| 0.5240 \| 0.6666 \| 0.7783 \| 0.8644 \| 0.9379 \| 0.7571 \| 0.8742 \| 0.4554 \| 0.9089 \| 0.8280 \| 0.6864 \| 0.8625 \| 0.6159 \| 0.7285 \| 0.3577 \| 0.7870 \| 0.6497 \| 0.6645 \| \| 0.1115 \| 17.51 \| 6480 \| 0.5198 \| 0.6651 \| 0.7843 \| 0.8623 \| 0.9350 \| 0.7463 \| 0.8777 \| 0.4974 \| 0.8968 \| 0.8622 \| 0.6744 \| 0.8626 \| 0.6151 \| 0.7240 \| 0.3733 \| 0.7884 \| 0.6443 \| 0.6482 \| \| 0.245 \| 17.57 \| 6500 \| 0.5252 \| 0.6700 \| 0.7884 \| 0.8639 \| 0.9303 \| 0.7806 \| 0.8511 \| 0.4831 \| 0.8996 \| 0.8762 \| 0.6978 \| 0.8626 \| 0.6275 \| 0.7296 \| 0.3763 \| 0.7879 \| 0.6412 \| 0.6649 \| \| 0.8472 \| 17.62 \| 6520 \| 0.5077 \| 0.6717 \| 0.7884 \| 0.8652 \| 0.9300 \| 0.7849 \| 0.8612 \| 0.4621 \| 0.8983 \| 0.8685 \| 0.7138 \| 0.8626 \| 0.6336 \| 0.7313 \| 0.3628 \| 0.7877 \| 0.6486 \| 0.6750 \| \| 0.2628 \| 17.68 \| 6540 \| 0.5328 \| 0.6735 \| 0.7958 \| 0.8642 \| 0.9278 \| 0.8056 \| 0.8677 \| 0.5064 \| 0.8929 \| 0.8602 \| 0.7100 \| 0.8621 \| 0.6398 \| 0.7329 \| 0.3823 \| 0.7867 \| 0.6402 \| 0.6702 \| \| 0.2206 \| 17.73 \| 6560 \| 0.5419 \| 0.6686 \| 0.7907 \| 0.8624 \| 0.9336 \| 0.8046 \| 0.8718 \| 0.4855 \| 0.8905 \| 0.8633 \| 0.6854 \| 0.8627 \| 0.6354 \| 0.7352 \| 0.3745 \| 0.7852 \| 0.6356 \| 0.6517 \| \| 0.4008 \| 17.78 \| 6580 \| 0.5471 \| 0.6655 \| 0.7858 \| 0.8611 \| 0.9250 \| 0.8095 \| 0.8543 \| 0.4608 \| 0.9039 \| 0.8613 \| 0.6858 \| 0.8613 \| 0.6263 \| 0.7366 \| 0.3697 \| 0.7820 \| 0.6328 \| 0.6501 \| \| 0.2569 \| 17.84 \| 6600 \| 0.5723 \| 0.6587 \| 0.7726 \| 0.8611 \| 0.9352 \| 0.7637 \| 0.8748 \| 0.4024 \| 0.9009 \| 0.8486 \| 0.6824 \| 0.8604 \| 0.6168 \| 0.7223 \| 0.3318 \| 0.7833 \| 0.6434 \| 0.6532 \| \| 0.438 \| 17.89 \| 6620 \| 0.5625 \| 0.6605 \| 0.7820 \| 0.8608 \| 0.9311 \| 0.7878 \| 0.8763 \| 0.4328 \| 0.8925 \| 0.8712 \| 0.6822 \| 0.8614 \| 0.6095 \| 0.7180 \| 0.3460 \| 0.7815 \| 0.6551 \| 0.6520 \| \| 0.3253 \| 17.95 \| 6640 \| 0.5381 \| 0.6719 \| 0.7896 \| 0.8658 \| 0.9266 \| 0.8072 \| 0.8681 \| 0.4426 \| 0.9034 \| 0.8737 \| 0.7060 \| 0.8624 \| 0.6122 \| 0.7337 \| 0.3767 \| 0.7872 \| 0.6613 \| 0.6695 \| \| 0.2993 \| 18.0 \| 6660 \| 0.5754 \| 0.6722 \| 0.7916 \| 0.8633 \| 0.9236 \| 0.7817 \| 0.8707 \| 0.4875 \| 0.8967 \| 0.8801 \| 0.7011 \| 0.8584 \| 0.6183 \| 0.7322 \| 0.3966 \| 0.7824 \| 0.6503 \| 0.6674 \| \| 0.2065 \| 18.05 \| 6680 \| 0.5444 \| 0.6689 \| 0.7823 \| 0.8624 \| 0.9169 \| 0.7521 \| 0.8745 \| 0.4642 \| 0.9093 \| 0.8377 \| 0.7210 \| 0.8565 \| 0.6097 \| 0.7298 \| 0.3757 \| 0.7768 \| 0.6646 \| 0.6693 \| \| 0.3371 \| 18.11 \| 6700 \| 0.5273 \| 0.6757 \| 0.7966 \| 0.8648 \| 0.9217 \| 0.8152 \| 0.8496 \| 0.4998 \| 0.8991 \| 0.8633 \| 0.7276 \| 0.8624 \| 0.6277 \| 0.7397 \| 0.3904 \| 0.7813 \| 0.6530 \| 0.6754 \| \| 0.5228 \| 18.16 \| 6720 \| 0.5471 \| 0.6708 \| 0.7856 \| 0.8650 \| 0.9337 \| 0.7853 \| 0.8663 \| 0.4497 \| 0.8993 \| 0.8631 \| 0.7017 \| 0.8635 \| 0.6327 \| 0.7301 \| 0.3639 \| 0.7858 \| 0.6552 \| 0.6646 \| \| 0.2349 \| 18.22 \| 6740 \| 0.5225 \| 0.6691 \| 0.7902 \| 0.8618 \| 0.9302 \| 0.7764 \| 0.8783 \| 0.4901 \| 0.8816 \| 0.8602 \| 0.7141 \| 0.8593 \| 0.6323 \| 0.7354 \| 0.3579 \| 0.7762 \| 0.6537 \| 0.6687 \| \| 0.296 \| 18.27 \| 6760 \| 0.5410 \| 0.6710 \| 0.7873 \| 0.8642 \| 0.9196 \| 0.7942 \| 0.8639 \| 0.4490 \| 0.9087 \| 0.8637 \| 0.7124 \| 0.8572 \| 0.6287 \| 0.7330 \| 0.3596 \| 0.7844 \| 0.6596 \| 0.6748 \| \| 0.2349 \| 18.32 \| 6780 \| 0.5687 \| 0.6661 \| 0.7818 \| 0.8626 \| 0.9200 \| 0.7858 \| 0.8744 \| 0.4312 \| 0.9104 \| 0.8465 \| 0.7044 \| 0.8569 \| 0.6272 \| 0.7284 \| 0.3355 \| 0.7811 \| 0.6631 \| 0.6708 \| \| 0.4848 \| 18.38 \| 6800 \| 0.5320 \| 0.6715 \| 0.7892 \| 0.8637 \| 0.9331 \| 0.7980 \| 0.8656 \| 0.4704 \| 0.8912 \| 0.8560 \| 0.7102 \| 0.8597 \| 0.6412 \| 0.7348 \| 0.3434 \| 0.7778 \| 0.6694 \| 0.6744 \| \| 0.2716 \| 18.43 \| 6820 \| 0.5290 \| 0.6722 \| 0.7942 \| 0.8635 \| 0.9285 \| 0.8218 \| 0.8578 \| 0.4668 \| 0.8848 \| 0.8770 \| 0.7226 \| 0.8625 \| 0.6371 \| 0.7374 \| 0.3669 \| 0.7781 \| 0.6490 \| 0.6743 \| \| 0.2607 \| 18.49 \| 6840 \| 0.5762 \| 0.6684 \| 0.7847 \| 0.8625 \| 0.9299 \| 0.7859 \| 0.8679 \| 0.4440 \| 0.8946 \| 0.8751 \| 0.6953 \| 0.8576 \| 0.6369 \| 0.7328 \| 0.3617 \| 0.7829 \| 0.6432 \| 0.6634 \| \| 0.7043 \| 18.54 \| 6860 \| 0.5676 \| 0.6691 \| 0.7859 \| 0.8634 \| 0.9205 \| 0.7614 \| 0.8808 \| 0.4704 \| 0.9048 \| 0.8503 \| 0.7135 \| 0.8586 \| 0.6161 \| 0.7254 \| 0.3669 \| 0.7828 \| 0.6578 \| 0.6762 \| \| 0.2008 \| 18.59 \| 6880 \| 0.5637 \| 0.6680 \| 0.7828 \| 0.8627 \| 0.9322 \| 0.7548 \| 0.8669 \| 0.4669 \| 0.8944 \| 0.8577 \| 0.7066 \| 0.8588 \| 0.6206 \| 0.7311 \| 0.3651 \| 0.7801 \| 0.6499 \| 0.6705 \| \| 0.3121 \| 18.65 \| 6900 \| 0.5398 \| 0.6751 \| 0.7929 \| 0.8667 \| 0.9322 \| 0.7949 \| 0.8817 \| 0.4777 \| 0.8966 \| 0.8545 \| 0.7124 \| 0.8654 \| 0.6273 \| 0.7347 \| 0.3761 \| 0.7866 \| 0.6627 \| 0.6729 \| \| 0.1511 \| 18.7 \| 6920 \| 0.5115 \| 0.6731 \| 0.7925 \| 0.8653 \| 0.9332 \| 0.7922 \| 0.8723 \| 0.4714 \| 0.8855 \| 0.8709 \| 0.7221 \| 0.8661 \| 0.6252 \| 0.7388 \| 0.3702 \| 0.7809 \| 0.6605 \| 0.6701 \| \| 0.1835 \| 18.76 \| 6940 \| 0.5327 \| 0.6735 \| 0.7932 \| 0.8651 \| 0.9295 \| 0.8151 \| 0.8664 \| 0.4703 \| 0.8955 \| 0.8662 \| 0.7093 \| 0.8642 \| 0.6370 \| 0.7419 \| 0.3649 \| 0.7824 \| 0.6549 \| 0.6692 \| \| 0.2837 \| 18.81 \| 6960 \| 0.5515 \| 0.6713 \| 0.7891 \| 0.8643 \| 0.9334 \| 0.8020 \| 0.8664 \| 0.4550 \| 0.8927 \| 0.8751 \| 0.6995 \| 0.8640 \| 0.6394 \| 0.7398 \| 0.3591 \| 0.7817 \| 0.6495 \| 0.6658 \| \| 0.1731 \| 18.86 \| 6980 \| 0.5519 \| 0.6740 \| 0.7886 \| 0.8649 \| 0.9321 \| 0.7978 \| 0.8635 \| 0.4706 \| 0.9025 \| 0.8581 \| 0.6955 \| 0.8627 \| 0.6356 \| 0.7400 \| 0.3741 \| 0.7796 \| 0.6610 \| 0.6645 \| \| 0.2349 \| 18.92 \| 7000 \| 0.5380 \| 0.6761 \| 0.7916 \| 0.8645 \| 0.9323 \| 0.7646 \| 0.8670 \| 0.5184 \| 0.8938 \| 0.8536 \| 0.7113 \| 0.8584 \| 0.6331 \| 0.7428 \| 0.3911 \| 0.7812 \| 0.6519 \| 0.6740 \| \| 0.2234 \| 18.97 \| 7020 \| 0.5678 \| 0.6721 \| 0.7882 \| 0.8640 \| 0.9382 \| 0.7470 \| 0.8651 \| 0.5052 \| 0.8881 \| 0.8760 \| 0.6977 \| 0.8629 \| 0.6259 \| 0.7375 \| 0.3879 \| 0.7837 \| 0.6423 \| 0.6643 \| \| 0.225 \| 19.03 \| 7040 \| 0.5822 \| 0.6677 \| 0.7840 \| 0.8609 \| 0.9277 \| 0.7737 \| 0.8650 \| 0.4743 \| 0.9010 \| 0.8699 \| 0.6761 \| 0.8576 \| 0.6283 \| 0.7369 \| 0.3880 \| 0.7807 \| 0.6340 \| 0.6484 \| \| 0.2817 \| 19.08 \| 7060 \| 0.5592 \| 0.6691 \| 0.7870 \| 0.8610 \| 0.9306 \| 0.7640 \| 0.8635 \| 0.5015 \| 0.8918 \| 0.8686 \| 0.6890 \| 0.8575 \| 0.6278 \| 0.7350 \| 0.3882 \| 0.7779 \| 0.6398 \| 0.6577 \| \| 0.2163 \| 19.14 \| 7080 \| 0.5760 \| 0.6668 \| 0.7882 \| 0.8594 \| 0.9236 \| 0.7730 \| 0.8712 \| 0.5191 \| 0.8996 \| 0.8590 \| 0.6720 \| 0.8577 \| 0.6236 \| 0.7353 \| 0.3999 \| 0.7791 \| 0.6294 \| 0.6426 \| \| 0.3567 \| 19.19 \| 7100 \| 0.5600 \| 0.6743 \| 0.7875 \| 0.8648 \| 0.9296 \| 0.7735 \| 0.8600 \| 0.4852 \| 0.9047 \| 0.8567 \| 0.7031 \| 0.8616 \| 0.6318 \| 0.7352 \| 0.3907 \| 0.7825 \| 0.6472 \| 0.6712 \| \| 0.1846 \| 19.24 \| 7120 \| 0.5490 \| 0.6750 \| 0.7890 \| 0.8655 \| 0.9415 \| 0.8049 \| 0.8635 \| 0.4735 \| 0.8937 \| 0.8446 \| 0.7011 \| 0.8600 \| 0.6391 \| 0.7361 \| 0.3839 \| 0.7848 \| 0.6516 \| 0.6699 \| \| 0.3032 \| 19.3 \| 7140 \| 0.5672 \| 0.6697 \| 0.7886 \| 0.8627 \| 0.9367 \| 0.8156 \| 0.8700 \| 0.4861 \| 0.8977 \| 0.8365 \| 0.6778 \| 0.8594 \| 0.6326 \| 0.7330 \| 0.3887 \| 0.7857 \| 0.6390 \| 0.6492 \| \| 0.1946 \| 19.35 \| 7160 \| 0.5625 \| 0.6736 \| 0.7880 \| 0.8640 \| 0.9360 \| 0.8089 \| 0.8646 \| 0.4694 \| 0.8998 \| 0.8543 \| 0.6831 \| 0.8590 \| 0.6434 \| 0.7375 \| 0.3962 \| 0.7865 \| 0.6379 \| 0.6546 \| \| 0.135 \| 19.41 \| 7180 \| 0.5581 \| 0.6751 \| 0.7882 \| 0.8650 \| 0.9323 \| 0.7993 \| 0.8518 \| 0.4760 \| 0.9073 \| 0.8612 \| 0.6893 \| 0.8612 \| 0.6438 \| 0.7382 \| 0.3949 \| 0.7868 \| 0.6404 \| 0.6604 \| \| 0.2432 \| 19.46 \| 7200 \| 0.5832 \| 0.6741 \| 0.7886 \| 0.8627 \| 0.9237 \| 0.7989 \| 0.8359 \| 0.4959 \| 0.9112 \| 0.8616 \| 0.6933 \| 0.8560 \| 0.6385 \| 0.7350 \| 0.4062 \| 0.7824 \| 0.6398 \| 0.6607 \| \| 0.1975 \| 19.51 \| 7220 \| 0.5366 \| 0.6765 \| 0.7931 \| 0.8649 \| 0.9407 \| 0.7973 \| 0.8284 \| 0.5083 \| 0.8865 \| 0.8759 \| 0.7144 \| 0.8593 \| 0.6395 \| 0.7321 \| 0.3981 \| 0.7846 \| 0.6456 \| 0.6765 \| \| 0.2508 \| 19.57 \| 7240 \| 0.5275 \| 0.6792 \| 0.7958 \| 0.8663 \| 0.9357 \| 0.7951 \| 0.8559 \| 0.5032 \| 0.8875 \| 0.8697 \| 0.7231 \| 0.8627 \| 0.6452 \| 0.7380 \| 0.3939 \| 0.7829 \| 0.6481 \| 0.6835 \| \| 0.4301 \| 19.62 \| 7260 \| 0.5307 \| 0.6817 \| 0.7969 \| 0.8678 \| 0.9351 \| 0.8082 \| 0.8597 \| 0.4903 \| 0.8908 \| 0.8646 \| 0.7298 \| 0.8639 \| 0.6493 \| 0.7348 \| 0.3996 \| 0.7857 \| 0.6455 \| 0.6932 \| \| 0.1237 \| 19.68 \| 7280 \| 0.5420 \| 0.6839 \| 0.7992 \| 0.8675 \| 0.9226 \| 0.7999 \| 0.8585 \| 0.5191 \| 0.9018 \| 0.8498 \| 0.7429 \| 0.8611 \| 0.6438 \| 0.7365 \| 0.4107 \| 0.7815 \| 0.6535 \| 0.7000 \| \| 0.36 \| 19.73 \| 7300 \| 0.5512 \| 0.6800 \| 0.7968 \| 0.8664 \| 0.9214 \| 0.8010 \| 0.8745 \| 0.4956 \| 0.8983 \| 0.8419 \| 0.7449 \| 0.8618 \| 0.6353 \| 0.7286 \| 0.3959 \| 0.7777 \| 0.6575 \| 0.7029 \| \| 0.1626 \| 19.78 \| 7320 \| 0.5594 \| 0.6775 \| 0.7919 \| 0.8651 \| 0.9325 \| 0.7960 \| 0.8503 \| 0.4902 \| 0.8949 \| 0.8626 \| 0.7165 \| 0.8580 \| 0.6407 \| 0.7326 \| 0.3916 \| 0.7791 \| 0.6559 \| 0.6850 \| \| 1.7953 \| 19.84 \| 7340 \| 0.6085 \| 0.6681 \| 0.7822 \| 0.8616 \| 0.9338 \| 0.7686 \| 0.8664 \| 0.4663 \| 0.8983 \| 0.8670 \| 0.6752 \| 0.8595 \| 0.6334 \| 0.7299 \| 0.3827 \| 0.7798 \| 0.6418 \| 0.6497 \| \| 1.867 \| 19.89 \| 7360 \| 0.6072 \| 0.6649 \| 0.7769 \| 0.8618 \| 0.9386 \| 0.7367 \| 0.8718 \| 0.4639 \| 0.8992 \| 0.8542 \| 0.6741 \| 0.8576 \| 0.6132 \| 0.7218 \| 0.3691 \| 0.7815 \| 0.6619 \| 0.6488 \| \| 0.1957 \| 19.95 \| 7380 \| 0.5220 \| 0.6744 \| 0.7897 \| 0.8661 \| 0.9346 \| 0.7849 \| 0.8613 \| 0.4752 \| 0.8971 \| 0.8638 \| 0.7113 \| 0.8634 \| 0.6272 \| 0.7300 \| 0.3779 \| 0.7850 \| 0.6607 \| 0.6767 \| \| 0.4062 \| 20.0 \| 7400 \| 0.5444 \| 0.6753 \| 0.7937 \| 0.8653 \| 0.9363 \| 0.7933 \| 0.8579 \| 0.5095 \| 0.8935 \| 0.8649 \| 0.7008 \| 0.8642 \| 0.6380 \| 0.7344 \| 0.3824 \| 0.7837 \| 0.6553 \| 0.6690 \| \| 0.2402 \| 20.05 \| 7420 \| 0.5215 \| 0.6744 \| 0.7915 \| 0.8656 \| 0.9361 \| 0.7742 \| 0.8748 \| 0.4944 \| 0.8882 \| 0.8528 \| 0.7198 \| 0.8649 \| 0.6338 \| 0.7320 \| 0.3695 \| 0.7816 \| 0.6625 \| 0.6766 \| \| 0.1948 \| 20.11 \| 7440 \| 0.5325 \| 0.6759 \| 0.7865 \| 0.8666 \| 0.9350 \| 0.7735 \| 0.8619 \| 0.4734 \| 0.9047 \| 0.8463 \| 0.7108 \| 0.8632 \| 0.6409 \| 0.7326 \| 0.3746 \| 0.7854 \| 0.6593 \| 0.6750 \| \| 0.2471 \| 20.16 \| 7460 \| 0.5395 \| 0.6740 \| 0.7854 \| 0.8667 \| 0.9291 \| 0.7546 \| 0.8543 \| 0.4615 \| 0.9032 \| 0.8588 \| 0.7364 \| 0.8678 \| 0.6226 \| 0.7294 \| 0.3688 \| 0.7807 \| 0.6601 \| 0.6888 \| \| 0.1413 \| 20.22 \| 7480 \| 0.5538 \| 0.6628 \| 0.7729 \| 0.8617 \| 0.9285 \| 0.7124 \| 0.8662 \| 0.4266 \| 0.8978 \| 0.8549 \| 0.7237 \| 0.8597 \| 0.5998 \| 0.7205 \| 0.3453 \| 0.7730 \| 0.6634 \| 0.6779 \| \| 0.1396 \| 20.27 \| 7500 \| 0.5528 \| 0.6630 \| 0.7722 \| 0.8618 \| 0.9283 \| 0.7045 \| 0.8680 \| 0.4317 \| 0.8987 \| 0.8449 \| 0.7291 \| 0.8609 \| 0.5984 \| 0.7175 \| 0.3472 \| 0.7715 \| 0.6639 \| 0.6814 \| \| 0.4735 \| 20.32 \| 7520 \| 0.5323 \| 0.6690 \| 0.7812 \| 0.8645 \| 0.9366 \| 0.7153 \| 0.8537 \| 0.4743 \| 0.8896 \| 0.8676 \| 0.7316 \| 0.8668 \| 0.6024 \| 0.7205 \| 0.3739 \| 0.7775 \| 0.6599 \| 0.6822 \| \| 0.2384 \| 20.38 \| 7540 \| 0.5432 \| 0.6688 \| 0.7833 \| 0.8640 \| 0.9255 \| 0.7148 \| 0.8758 \| 0.4879 \| 0.8987 \| 0.8489 \| 0.7318 \| 0.8660 \| 0.5946 \| 0.7187 \| 0.3836 \| 0.7781 \| 0.6586 \| 0.6822 \| \| 0.1263 \| 20.43 \| 7560 \| 0.5176 \| 0.6749 \| 0.7916 \| 0.8651 \| 0.9346 \| 0.7601 \| 0.8616 \| 0.4992 \| 0.8822 \| 0.8659 \| 0.7378 \| 0.8644 \| 0.6170 \| 0.7267 \| 0.3954 \| 0.7771 \| 0.6562 \| 0.6877 \| \| 0.2657 \| 20.49 \| 7580 \| 0.5225 \| 0.6726 \| 0.7855 \| 0.8652 \| 0.9410 \| 0.7408 \| 0.8750 \| 0.4744 \| 0.8846 \| 0.8679 \| 0.7146 \| 0.8638 \| 0.6238 \| 0.7285 \| 0.3838 \| 0.7836 \| 0.6494 \| 0.6750 \| \| 0.1029 \| 20.54 \| 7600 \| 0.5211 \| 0.6780 \| 0.7974 \| 0.8672 \| 0.9331 \| 0.7985 \| 0.8779 \| 0.5041 \| 0.8919 \| 0.8575 \| 0.7191 \| 0.8659 \| 0.6372 \| 0.7348 \| 0.3861 \| 0.7873 \| 0.6508 \| 0.6843 \| \| 0.1148 \| 20.59 \| 7620 \| 0.5278 \| 0.6769 \| 0.7913 \| 0.8666 \| 0.9441 \| 0.7884 \| 0.8563 \| 0.4964 \| 0.8911 \| 0.8574 \| 0.7052 \| 0.8618 \| 0.6425 \| 0.7355 \| 0.3833 \| 0.7888 \| 0.6519 \| 0.6745 \| \| 0.6143 \| 20.65 \| 7640 \| 0.5407 \| 0.6763 \| 0.7935 \| 0.8665 \| 0.9417 \| 0.8000 \| 0.8543 \| 0.4949 \| 0.8890 \| 0.8652 \| 0.7091 \| 0.8637 \| 0.6340 \| 0.7346 \| 0.3875 \| 0.7873 \| 0.6496 \| 0.6771 \| \| 1.6212 \| 20.7 \| 7660 \| 0.5453 \| 0.6732 \| 0.7947 \| 0.8637 \| 0.9407 \| 0.7817 \| 0.8576 \| 0.5307 \| 0.8828 \| 0.8802 \| 0.6889 \| 0.8646 \| 0.6344 \| 0.7379 \| 0.3963 \| 0.7852 \| 0.6346 \| 0.6591 \| \| 0.2199 \| 20.76 \| 7680 \| 0.5434 \| 0.6740 \| 0.7933 \| 0.8650 \| 0.9357 \| 0.7967 \| 0.8591 \| 0.4937 \| 0.8901 \| 0.8754 \| 0.7027 \| 0.8658 \| 0.6333 \| 0.7324 \| 0.3903 \| 0.7848 \| 0.6429 \| 0.6688 \| \| 0.6563 \| 20.81 \| 7700 \| 0.5779 \| 0.6663 \| 0.7819 \| 0.8625 \| 0.9322 \| 0.7900 \| 0.8459 \| 0.4485 \| 0.9049 \| 0.8709 \| 0.6812 \| 0.8648 \| 0.6248 \| 0.7312 \| 0.3698 \| 0.7813 \| 0.6415 \| 0.6508 \| \| 0.2724 \| 20.86 \| 7720 \| 0.5538 \| 0.6674 \| 0.7838 \| 0.8622 \| 0.9272 \| 0.7698 \| 0.8691 \| 0.4523 \| 0.8970 \| 0.8728 \| 0.6983 \| 0.8597 \| 0.6210 \| 0.7305 \| 0.3720 \| 0.7803 \| 0.6432 \| 0.6649 \| \| 0.2677 \| 20.92 \| 7740 \| 0.5418 \| 0.6740 \| 0.7952 \| 0.8658 \| 0.9312 \| 0.8128 \| 0.8633 \| 0.4734 \| 0.8901 \| 0.8783 \| 0.7173 \| 0.8655 \| 0.6291 \| 0.7342 \| 0.3758 \| 0.7857 \| 0.6460 \| 0.6815 \| \| 0.4391 \| 20.97 \| 7760 \| 0.5329 \| 0.6751 \| 0.7847 \| 0.8683 \| 0.9333 \| 0.7851 \| 0.8680 \| 0.4378 \| 0.9116 \| 0.8406 \| 0.7168 \| 0.8644 \| 0.6323 \| 0.7332 \| 0.3632 \| 0.7903 \| 0.6590 \| 0.6832 \| \| 0.8593 \| 21.03 \| 7780 \| 0.5310 \| 0.6710 \| 0.7837 \| 0.8658 \| 0.9440 \| 0.7658 \| 0.8754 \| 0.4665 \| 0.8909 \| 0.8219 \| 0.7211 \| 0.8630 \| 0.6326 \| 0.7336 \| 0.3360 \| 0.7837 \| 0.6664 \| 0.6818 \| \| 0.2848 \| 21.08 \| 7800 \| 0.5415 \| 0.6693 \| 0.7910 \| 0.8630 \| 0.9341 \| 0.7785 \| 0.8665 \| 0.4955 \| 0.8817 \| 0.8638 \| 0.7171 \| 0.8648 \| 0.6337 \| 0.7378 \| 0.3398 \| 0.7759 \| 0.6544 \| 0.6786 \| \| 0.2635 \| 21.14 \| 7820 \| 0.5943 \| 0.6725 \| 0.7897 \| 0.8651 \| 0.9339 \| 0.7907 \| 0.8586 \| 0.4940 \| 0.9029 \| 0.8526 \| 0.6950 \| 0.8637 \| 0.6319 \| 0.7365 \| 0.3691 \| 0.7852 \| 0.6549 \| 0.6663 \| \| 0.1603 \| 21.19 \| 7840 \| 0.5332 \| 0.6744 \| 0.7928 \| 0.8656 \| 0.9390 \| 0.7718 \| 0.8777 \| 0.5057 \| 0.8828 \| 0.8493 \| 0.7230 \| 0.8666 \| 0.6272 \| 0.7324 \| 0.3761 \| 0.7803 \| 0.6614 \| 0.6768 \| \| 0.2562 \| 21.24 \| 7860 \| 0.5453 \| 0.6734 \| 0.7918 \| 0.8656 \| 0.9362 \| 0.7881 \| 0.8782 \| 0.4889 \| 0.8929 \| 0.8575 \| 0.7010 \| 0.8650 \| 0.6343 \| 0.7280 \| 0.3732 \| 0.7863 \| 0.6573 \| 0.6699 \| \| 0.0818 \| 21.3 \| 7880 \| 0.5671 \| 0.6728 \| 0.7876 \| 0.8655 \| 0.9291 \| 0.7912 \| 0.8805 \| 0.4626 \| 0.9077 \| 0.8453 \| 0.6970 \| 0.8623 \| 0.6332 \| 0.7293 \| 0.3714 \| 0.7867 \| 0.6601 \| 0.6664 \| \| 0.2494 \| 21.35 \| 7900 \| 0.5663 \| 0.6705 \| 0.7932 \| 0.8631 \| 0.9291 \| 0.7994 \| 0.8746 \| 0.4937 \| 0.8921 \| 0.8712 \| 0.6918 \| 0.8640 \| 0.6310 \| 0.7297 \| 0.3806 \| 0.7825 \| 0.6443 \| 0.6616 \| \| 0.3767 \| 21.41 \| 7920 \| 0.5480 \| 0.6742 \| 0.7952 \| 0.8655 \| 0.9351 \| 0.8093 \| 0.8563 \| 0.5039 \| 0.8930 \| 0.8629 \| 0.7058 \| 0.8661 \| 0.6304 \| 0.7350 \| 0.3804 \| 0.7842 \| 0.6507 \| 0.6727 \| \| 0.2554 \| 21.46 \| 7940 \| 0.5749 \| 0.6680 \| 0.7768 \| 0.8644 \| 0.9378 \| 0.7422 \| 0.8744 \| 0.4505 \| 0.9088 \| 0.8395 \| 0.6845 \| 0.8626 \| 0.6205 \| 0.7313 \| 0.3682 \| 0.7863 \| 0.6499 \| 0.6570 \| \| 0.2093 \| 21.51 \| 7960 \| 0.5519 \| 0.6744 \| 0.7856 \| 0.8659 \| 0.9362 \| 0.7711 \| 0.8554 \| 0.4742 \| 0.9035 \| 0.8559 \| 0.7031 \| 0.8610 \| 0.6272 \| 0.7368 \| 0.3833 \| 0.7853 \| 0.6540 \| 0.6729 \| \| 0.1923 \| 21.57 \| 7980 \| 0.5720 \| 0.6719 \| 0.7856 \| 0.8648 \| 0.9356 \| 0.7790 \| 0.8670 \| 0.4649 \| 0.9008 \| 0.8610 \| 0.6906 \| 0.8616 \| 0.6258 \| 0.7346 \| 0.3814 \| 0.7846 \| 0.6524 \| 0.6631 \| \| 0.1905 \| 21.62 \| 8000 \| 0.5737 \| 0.6710 \| 0.7839 \| 0.8650 \| 0.9342 \| 0.7720 \| 0.8688 \| 0.4521 \| 0.9016 \| 0.8608 \| 0.6976 \| 0.8629 \| 0.6227 \| 0.7328 \| 0.3750 \| 0.7843 \| 0.6514 \| 0.6676 \| \| 0.1949 \| 21.68 \| 8020 \| 0.5325 \| 0.6730 \| 0.7916 \| 0.8647 \| 0.9383 \| 0.7847 \| 0.8661 \| 0.4871 \| 0.8825 \| 0.8662 \| 0.7164 \| 0.8655 \| 0.6225 \| 0.7363 \| 0.3832 \| 0.7797 \| 0.6541 \| 0.6697 \| \| 0.285 \| 21.73 \| 8040 \| 0.5412 \| 0.6764 \| 0.7875 \| 0.8666 \| 0.9360 \| 0.7521 \| 0.8635 \| 0.4985 \| 0.9019 \| 0.8483 \| 0.7123 \| 0.8659 \| 0.6251 \| 0.7372 \| 0.3950 \| 0.7837 \| 0.6571 \| 0.6710 \| \| 0.4771 \| 21.78 \| 8060 \| 0.5659 \| 0.6751 \| 0.7915 \| 0.8656 \| 0.9348 \| 0.7810 \| 0.8746 \| 0.5035 \| 0.8978 \| 0.8478 \| 0.7007 \| 0.8650 \| 0.6300 \| 0.7342 \| 0.3904 \| 0.7838 \| 0.6557 \| 0.6663 \| \| 0.121 \| 21.84 \| 8080 \| 0.6047 \| 0.6728 \| 0.7913 \| 0.8644 \| 0.9334 \| 0.7734 \| 0.8645 \| 0.5046 \| 0.8938 \| 0.8705 \| 0.6988 \| 0.8657 \| 0.6290 \| 0.7323 \| 0.3880 \| 0.7833 \| 0.6459 \| 0.6656 \| \| 0.1861 \| 21.89 \| 8100 \| 0.5573 \| 0.6732 \| 0.7942 \| 0.8652 \| 0.9309 \| 0.8043 \| 0.8766 \| 0.4826 \| 0.8910 \| 0.8604 \| 0.7136 \| 0.8658 \| 0.6276 \| 0.7297 \| 0.3807 \| 0.7843 \| 0.6497 \| 0.6745 \| \| 0.3111 \| 21.95 \| 8120 \| 0.5570 \| 0.6725 \| 0.7893 \| 0.8644 \| 0.9324 \| 0.7853 \| 0.8791 \| 0.4803 \| 0.8968 \| 0.8536 \| 0.6976 \| 0.8630 \| 0.6344 \| 0.7309 \| 0.3859 \| 0.7852 \| 0.6439 \| 0.6643 \| \| 0.2168 \| 22.0 \| 8140 \| 0.5677 \| 0.6724 \| 0.7915 \| 0.8633 \| 0.9278 \| 0.7946 \| 0.8703 \| 0.4742 \| 0.8902 \| 0.8757 \| 0.7075 \| 0.8597 \| 0.6353 \| 0.7363 \| 0.3845 \| 0.7825 \| 0.6392 \| 0.6692 \| \| 0.162 \| 22.05 \| 8160 \| 0.5571 \| 0.6739 \| 0.7955 \| 0.8636 \| 0.9281 \| 0.8092 \| 0.8559 \| 0.5017 \| 0.8912 \| 0.8758 \| 0.7069 \| 0.8600 \| 0.6342 \| 0.7377 \| 0.3911 \| 0.7829 \| 0.6415 \| 0.6699 \| \| 0.1734 \| 22.11 \| 8180 \| 0.5713 \| 0.6709 \| 0.7875 \| 0.8629 \| 0.9320 \| 0.7572 \| 0.8694 \| 0.4984 \| 0.8941 \| 0.8674 \| 0.6937 \| 0.8596 \| 0.6271 \| 0.7338 \| 0.3913 \| 0.7836 \| 0.6400 \| 0.6612 \| \| 0.3735 \| 22.16 \| 8200 \| 0.5758 \| 0.6703 \| 0.7936 \| 0.8618 \| 0.9282 \| 0.8062 \| 0.8675 \| 0.5032 \| 0.8905 \| 0.8696 \| 0.6900 \| 0.8601 \| 0.6291 \| 0.7338 \| 0.3965 \| 0.7824 \| 0.6334 \| 0.6567 \| \| 0.2757 \| 22.22 \| 8220 \| 0.5797 \| 0.6704 \| 0.7900 \| 0.8616 \| 0.9253 \| 0.7866 \| 0.8687 \| 0.4974 \| 0.8980 \| 0.8683 \| 0.6858 \| 0.8599 \| 0.6316 \| 0.7351 \| 0.3989 \| 0.7814 \| 0.6334 \| 0.6525 \| \| 0.2528 \| 22.27 \| 8240 \| 0.5713 \| 0.6694 \| 0.7887 \| 0.8616 \| 0.9253 \| 0.7923 \| 0.8614 \| 0.4916 \| 0.9008 \| 0.8597 \| 0.6898 \| 0.8602 \| 0.6268 \| 0.7340 \| 0.3947 \| 0.7811 \| 0.6351 \| 0.6537 \| \| 0.1758 \| 22.32 \| 8260 \| 0.5897 \| 0.6681 \| 0.7897 \| 0.8613 \| 0.9361 \| 0.7762 \| 0.8676 \| 0.5133 \| 0.8876 \| 0.8727 \| 0.6745 \| 0.8640 \| 0.6274 \| 0.7295 \| 0.3980 \| 0.7824 \| 0.6305 \| 0.6452 \| \| 0.3572 \| 22.38 \| 8280 \| 0.6036 \| 0.6640 \| 0.7835 \| 0.8605 \| 0.9291 \| 0.7757 \| 0.8770 \| 0.4756 \| 0.9011 \| 0.8607 \| 0.6652 \| 0.8635 \| 0.6172 \| 0.7241 \| 0.3891 \| 0.7821 \| 0.6333 \| 0.6384 \| \| 0.1984 \| 22.43 \| 8300 \| 0.5637 \| 0.6690 \| 0.7851 \| 0.8638 \| 0.9350 \| 0.7656 \| 0.8667 \| 0.4812 \| 0.8995 \| 0.8575 \| 0.6897 \| 0.8659 \| 0.6165 \| 0.7279 \| 0.3887 \| 0.7847 \| 0.6420 \| 0.6576 \| \| 0.1827 \| 22.49 \| 8320 \| 0.5519 \| 0.6683 \| 0.7825 \| 0.8643 \| 0.9354 \| 0.7779 \| 0.8784 \| 0.4597 \| 0.9042 \| 0.8260 \| 0.6957 \| 0.8646 \| 0.6161 \| 0.7283 \| 0.3755 \| 0.7846 \| 0.6470 \| 0.6622 \| \| 0.2099 \| 22.54 \| 8340 \| 0.5776 \| 0.6713 \| 0.7883 \| 0.8640 \| 0.9285 \| 0.8028 \| 0.8509 \| 0.4818 \| 0.9090 \| 0.8531 \| 0.6918 \| 0.8641 \| 0.6300 \| 0.7350 \| 0.3817 \| 0.7832 \| 0.6455 \| 0.6599 \| \| 0.129 \| 22.59 \| 8360 \| 0.5548 \| 0.6725 \| 0.7905 \| 0.8648 \| 0.9349 \| 0.8130 \| 0.8558 \| 0.4809 \| 0.9002 \| 0.8542 \| 0.6946 \| 0.8640 \| 0.6300 \| 0.7368 \| 0.3823 \| 0.7857 \| 0.6466 \| 0.6618 \| \| 0.3029 \| 22.65 \| 8380 \| 0.5657 \| 0.6712 \| 0.7878 \| 0.8642 \| 0.9364 \| 0.8059 \| 0.8553 \| 0.4770 \| 0.9024 \| 0.8544 \| 0.6833 \| 0.8639 \| 0.6332 \| 0.7362 \| 0.3833 \| 0.7861 \| 0.6424 \| 0.6533 \| \| 0.2456 \| 22.7 \| 8400 \| 0.5721 \| 0.6731 \| 0.7873 \| 0.8651 \| 0.9428 \| 0.7933 \| 0.8542 \| 0.4792 \| 0.8958 \| 0.8555 \| 0.6905 \| 0.8626 \| 0.6372 \| 0.7374 \| 0.3841 \| 0.7878 \| 0.6426 \| 0.6598 \| \| 0.1053 \| 22.76 \| 8420 \| 0.5606 \| 0.6739 \| 0.7922 \| 0.8635 \| 0.9287 \| 0.7984 \| 0.8540 \| 0.5025 \| 0.8994 \| 0.8674 \| 0.6950 \| 0.8599 \| 0.6368 \| 0.7394 \| 0.3946 \| 0.7833 \| 0.6407 \| 0.6627 \| \| 1.795 \| 22.81 \| 8440 \| 0.5699 \| 0.6731 \| 0.7903 \| 0.8636 \| 0.9370 \| 0.7859 \| 0.8670 \| 0.5047 \| 0.8916 \| 0.8504 \| 0.6954 \| 0.8586 \| 0.6362 \| 0.7375 \| 0.3877 \| 0.7836 \| 0.6438 \| 0.6646 \| \| 0.1018 \| 22.86 \| 8460 \| 0.5460 \| 0.6729 \| 0.7948 \| 0.8635 \| 0.9317 \| 0.8101 \| 0.8670 \| 0.5022 \| 0.8883 \| 0.8591 \| 0.7056 \| 0.8600 \| 0.6311 \| 0.7369 \| 0.3864 \| 0.7818 \| 0.6443 \| 0.6699 \| \| 0.6768 \| 22.92 \| 8480 \| 0.5495 \| 0.6737 \| 0.7898 \| 0.8640 \| 0.9304 \| 0.7840 \| 0.8692 \| 0.5040 \| 0.9017 \| 0.8403 \| 0.6989 \| 0.8594 \| 0.6299 \| 0.7368 \| 0.3949 \| 0.7830 \| 0.6458 \| 0.6658 \| \| 0.3736 \| 22.97 \| 8500 \| 0.5669 \| 0.6734 \| 0.7915 \| 0.8638 \| 0.9286 \| 0.8012 \| 0.8571 \| 0.4954 \| 0.9004 \| 0.8570 \| 0.7004 \| 0.8589 \| 0.6304 \| 0.7389 \| 0.3919 \| 0.7834 \| 0.6438 \| 0.6668 \| \| 1.8637 \| 23.03 \| 8520 \| 0.6098 \| 0.6732 \| 0.7884 \| 0.8637 \| 0.9286 \| 0.7872 \| 0.8570 \| 0.4960 \| 0.9061 \| 0.8481 \| 0.6959 \| 0.8576 \| 0.6296 \| 0.7385 \| 0.3912 \| 0.7829 \| 0.6462 \| 0.6664 \| \| 0.651 \| 23.08 \| 8540 \| 0.5954 \| 0.6736 \| 0.7889 \| 0.8640 \| 0.9280 \| 0.8008 \| 0.8504 \| 0.4812 \| 0.9060 \| 0.8563 \| 0.6996 \| 0.8578 \| 0.6313 \| 0.7395 \| 0.3880 \| 0.7829 \| 0.6461 \| 0.6693 \| \| 0.2601 \| 23.14 \| 8560 \| 0.5999 \| 0.6710 \| 0.7842 \| 0.8623 \| 0.9259 \| 0.7709 \| 0.8526 \| 0.4903 \| 0.9116 \| 0.8529 \| 0.6848 \| 0.8573 \| 0.6303 \| 0.7375 \| 0.3916 \| 0.7802 \| 0.6431 \| 0.6572 \| \| 0.2218 \| 23.19 \| 8580 \| 0.5675 \| 0.6747 \| 0.7934 \| 0.8640 \| 0.9318 \| 0.7903 \| 0.8692 \| 0.5127 \| 0.8924 \| 0.8501 \| 0.7074 \| 0.8590 \| 0.6303 \| 0.7375 \| 0.3908 \| 0.7808 \| 0.6514 \| 0.6729 \| \| 0.2579 \| 23.24 \| 8600 \| 0.5624 \| 0.6738 \| 0.7898 \| 0.8639 \| 0.9288 \| 0.7895 \| 0.8584 \| 0.5026 \| 0.9046 \| 0.8456 \| 0.6990 \| 0.8587 \| 0.6267 \| 0.7379 \| 0.3949 \| 0.7814 \| 0.6501 \| 0.6673 \| \| 0.3312 \| 23.3 \| 8620 \| 0.5908 \| 0.6670 \| 0.7762 \| 0.8622 \| 0.9328 \| 0.7491 \| 0.8524 \| 0.4524 \| 0.9084 \| 0.8496 \| 0.6887 \| 0.8570 \| 0.6188 \| 0.7334 \| 0.3753 \| 0.7810 \| 0.6449 \| 0.6584 \| \| 0.231 \| 23.35 \| 8640 \| 0.5613 \| 0.6712 \| 0.7880 \| 0.8638 \| 0.9313 \| 0.7842 \| 0.8785 \| 0.4710 \| 0.8936 \| 0.8482 \| 0.7094 \| 0.8582 \| 0.6215 \| 0.7319 \| 0.3779 \| 0.7815 \| 0.6531 \| 0.6744 \| \| 2.6066 \| 23.41 \| 8660 \| 0.5940 \| 0.6686 \| 0.7902 \| 0.8607 \| 0.9327 \| 0.7734 \| 0.8787 \| 0.5063 \| 0.8825 \| 0.8730 \| 0.6845 \| 0.8577 \| 0.6263 \| 0.7321 \| 0.3917 \| 0.7784 \| 0.6383 \| 0.6556 \| \| 1.1004 \| 23.46 \| 8680 \| 0.5960 \| 0.6705 \| 0.7906 \| 0.8616 \| 0.9298 \| 0.7862 \| 0.8763 \| 0.5128 \| 0.8947 \| 0.8505 \| 0.6839 \| 0.8574 \| 0.6286 \| 0.7343 \| 0.3944 \| 0.7799 \| 0.6431 \| 0.6557 \| \| 0.4095 \| 23.51 \| 8700 \| 0.6164 \| 0.6652 \| 0.7764 \| 0.8609 \| 0.9297 \| 0.7600 \| 0.8711 \| 0.4513 \| 0.9104 \| 0.8392 \| 0.6732 \| 0.8557 \| 0.6250 \| 0.7343 \| 0.3718 \| 0.7802 \| 0.6426 \| 0.6471 \| \| 0.3332 \| 23.57 \| 8720 \| 0.6297 \| 0.6700 \| 0.7879 \| 0.8619 \| 0.9276 \| 0.7837 \| 0.8664 \| 0.4964 \| 0.9020 \| 0.8554 \| 0.6835 \| 0.8583 \| 0.6306 \| 0.7354 \| 0.3867 \| 0.7804 \| 0.6435 \| 0.6553 \| \| 0.357 \| 23.62 \| 8740 \| 0.5714 \| 0.6702 \| 0.7947 \| 0.8617 \| 0.9327 \| 0.8098 \| 0.8677 \| 0.4985 \| 0.8781 \| 0.8734 \| 0.7030 \| 0.8586 \| 0.6299 \| 0.7358 \| 0.3767 \| 0.7770 \| 0.6440 \| 0.6692 \| \| 0.3457 \| 23.68 \| 8760 \| 0.5787 \| 0.6693 \| 0.7895 \| 0.8620 \| 0.9241 \| 0.7879 \| 0.8704 \| 0.4898 \| 0.8988 \| 0.8591 \| 0.6961 \| 0.8590 \| 0.6235 \| 0.7329 \| 0.3826 \| 0.7800 \| 0.6438 \| 0.6634 \| \| 0.1971 \| 23.73 \| 8780 \| 0.5902 \| 0.6690 \| 0.7915 \| 0.8613 \| 0.9216 \| 0.8057 \| 0.8644 \| 0.5011 \| 0.9022 \| 0.8561 \| 0.6894 \| 0.8585 \| 0.6224 \| 0.7340 \| 0.3878 \| 0.7799 \| 0.6417 \| 0.6586 \| \| 0.1705 \| 23.78 \| 8800 \| 0.5612 \| 0.6727 \| 0.7922 \| 0.8635 \| 0.9263 \| 0.7932 \| 0.8649 \| 0.5081 \| 0.9007 \| 0.8481 \| 0.7038 \| 0.8604 \| 0.6272 \| 0.7359 \| 0.3880 \| 0.7813 \| 0.6477 \| 0.6686 \| \| 0.0754 \| 23.84 \| 8820 \| 0.5562 \| 0.6715 \| 0.7934 \| 0.8627 \| 0.9326 \| 0.8052 \| 0.8605 \| 0.5124 \| 0.8910 \| 0.8535 \| 0.6983 \| 0.8602 \| 0.6295 \| 0.7361 \| 0.3849 \| 0.7807 \| 0.6447 \| 0.6645 \| \| 0.1414 \| 23.89 \| 8840 \| 0.5753 \| 0.6709 \| 0.7877 \| 0.8627 \| 0.9299 \| 0.8024 \| 0.8558 \| 0.4902 \| 0.9062 \| 0.8463 \| 0.6834 \| 0.8588 \| 0.6317 \| 0.7375 \| 0.3887 \| 0.7830 \| 0.6417 \| 0.6546 \| \| 0.2294 \| 23.95 \| 8860 \| 0.5839 \| 0.6672 \| 0.7810 \| 0.8620 \| 0.9286 \| 0.7855 \| 0.8596 \| 0.4449 \| 0.9072 \| 0.8591 \| 0.6818 \| 0.8583 \| 0.6321 \| 0.7353 \| 0.3721 \| 0.7828 \| 0.6371 \| 0.6530 \| \| 0.3012 \| 24.0 \| 8880 \| 0.5865 \| 0.6690 \| 0.7844 \| 0.8621 \| 0.9248 \| 0.7915 \| 0.8633 \| 0.4642 \| 0.9090 \| 0.8517 \| 0.6861 \| 0.8583 \| 0.6328 \| 0.7362 \| 0.3786 \| 0.7813 \| 0.6393 \| 0.6563 \| \| 0.8447 \| 24.05 \| 8900 \| 0.5817 \| 0.6704 \| 0.7875 \| 0.8626 \| 0.9315 \| 0.8042 \| 0.8580 \| 0.4742 \| 0.8995 \| 0.8557 \| 0.6897 \| 0.8582 \| 0.6345 \| 0.7370 \| 0.3813 \| 0.7827 \| 0.6397 \| 0.6593 \| \| 0.3594 \| 24.11 \| 8920 \| 0.5794 \| 0.6690 \| 0.7895 \| 0.8614 \| 0.9276 \| 0.7992 \| 0.8640 \| 0.4819 \| 0.8939 \| 0.8713 \| 0.6885 \| 0.8590 \| 0.6324 \| 0.7363 \| 0.3846 \| 0.7808 \| 0.6337 \| 0.6564 \| \| 0.0976 \| 24.16 \| 8940 \| 0.5703 \| 0.6707 \| 0.7909 \| 0.8622 \| 0.9321 \| 0.7927 \| 0.8719 \| 0.4989 \| 0.8904 \| 0.8594 \| 0.6906 \| 0.8593 \| 0.6353 \| 0.7366 \| 0.3852 \| 0.7814 \| 0.6378 \| 0.6591 \| \| 0.1682 \| 24.22 \| 8960 \| 0.5625 \| 0.6733 \| 0.7952 \| 0.8633 \| 0.9307 \| 0.8030 \| 0.8617 \| 0.5188 \| 0.8908 \| 0.8574 \| 0.7040 \| 0.8606 \| 0.6352 \| 0.7388 \| 0.3862 \| 0.7814 \| 0.6427 \| 0.6680 \| \| 0.2327 \| 24.27 \| 8980 \| 0.5876 \| 0.6700 \| 0.7873 \| 0.8622 \| 0.9323 \| 0.7891 \| 0.8688 \| 0.4929 \| 0.8985 \| 0.8447 \| 0.6851 \| 0.8579 \| 0.6337 \| 0.7358 \| 0.3817 \| 0.7812 \| 0.6427 \| 0.6568 \| \| 0.2144 \| 24.32 \| 9000 \| 0.5541 \| 0.6741 \| 0.7915 \| 0.8644 \| 0.9314 \| 0.8004 \| 0.8633 \| 0.5056 \| 0.9008 \| 0.8323 \| 0.7065 \| 0.8594 \| 0.6334 \| 0.7381 \| 0.3820 \| 0.7820 \| 0.6508 \| 0.6731 \| \| 0.0768 \| 24.38 \| 9020 \| 0.5887 \| 0.6696 \| 0.7868 \| 0.8620 \| 0.9286 \| 0.7791 \| 0.8688 \| 0.4884 \| 0.9000 \| 0.8558 \| 0.6872 \| 0.8586 \| 0.6330 \| 0.7342 \| 0.3810 \| 0.7810 \| 0.6410 \| 0.6585 \| \| 0.2397 \| 24.43 \| 9040 \| 0.5738 \| 0.6725 \| 0.7880 \| 0.8650 \| 0.9392 \| 0.7989 \| 0.8584 \| 0.4624 \| 0.8919 \| 0.8600 \| 0.7054 \| 0.8620 \| 0.6349 \| 0.7352 \| 0.3726 \| 0.7850 \| 0.6458 \| 0.6717 \| \| 0.1936 \| 24.49 \| 9060 \| 0.5754 \| 0.6733 \| 0.7913 \| 0.8641 \| 0.9297 \| 0.7791 \| 0.8656 \| 0.4989 \| 0.8952 \| 0.8650 \| 0.7057 \| 0.8617 \| 0.6346 \| 0.7358 \| 0.3816 \| 0.7823 \| 0.6457 \| 0.6716 \| \| 0.2075 \| 24.54 \| 9080 \| 0.5687 \| 0.6737 \| 0.7909 \| 0.8644 \| 0.9293 \| 0.7906 \| 0.8685 \| 0.4945 \| 0.9001 \| 0.8491 \| 0.7045 \| 0.8610 \| 0.6343 \| 0.7359 \| 0.3807 \| 0.7826 \| 0.6495 \| 0.6716 \| \| 0.144 \| 24.59 \| 9100 \| 0.5720 \| 0.6726 \| 0.7963 \| 0.8635 \| 0.9238 \| 0.8185 \| 0.8683 \| 0.5078 \| 0.8983 \| 0.8527 \| 0.7044 \| 0.8605 \| 0.6286 \| 0.7363 \| 0.3806 \| 0.7817 \| 0.6491 \| 0.6717 \| \| 0.2048 \| 24.65 \| 9120 \| 0.5760 \| 0.6728 \| 0.7890 \| 0.8649 \| 0.9344 \| 0.7993 \| 0.8574 \| 0.4726 \| 0.8988 \| 0.8604 \| 0.6999 \| 0.8624 \| 0.6349 \| 0.7352 \| 0.3768 \| 0.7853 \| 0.6466 \| 0.6686 \| \| 0.4382 \| 24.7 \| 9140 \| 0.5900 \| 0.6722 \| 0.7872 \| 0.8643 \| 0.9386 \| 0.7962 \| 0.8494 \| 0.4847 \| 0.9008 \| 0.8524 \| 0.6881 \| 0.8613 \| 0.6378 \| 0.7362 \| 0.3783 \| 0.7855 \| 0.6456 \| 0.6603 \| \| 0.5225 \| 24.76 \| 9160 \| 0.5747 \| 0.6724 \| 0.7853 \| 0.8645 \| 0.9283 \| 0.7859 \| 0.8719 \| 0.4729 \| 0.9111 \| 0.8265 \| 0.7004 \| 0.8599 \| 0.6324 \| 0.7352 \| 0.3760 \| 0.7825 \| 0.6511 \| 0.6698 \| \| 0.2378 \| 24.81 \| 9180 \| 0.5753 \| 0.6730 \| 0.7895 \| 0.8645 \| 0.9291 \| 0.8118 \| 0.8557 \| 0.4781 \| 0.9068 \| 0.8432 \| 0.7014 \| 0.8606 \| 0.6318 \| 0.7365 \| 0.3787 \| 0.7832 \| 0.6502 \| 0.6700 \| \| 0.2651 \| 24.86 \| 9200 \| 0.5621 \| 0.6736 \| 0.7877 \| 0.8652 \| 0.9340 \| 0.7918 \| 0.8596 \| 0.4739 \| 0.9024 \| 0.8496 \| 0.7025 \| 0.8617 \| 0.6349 \| 0.7364 \| 0.3777 \| 0.7848 \| 0.6495 \| 0.6703 \| \| 0.191 \| 24.92 \| 9220 \| 0.5835 \| 0.6728 \| 0.7876 \| 0.8650 \| 0.9415 \| 0.7962 \| 0.8513 \| 0.4805 \| 0.8963 \| 0.8533 \| 0.6943 \| 0.8617 \| 0.6366 \| 0.7359 \| 0.3778 \| 0.7864 \| 0.6467 \| 0.6647 \| \| 0.1826 \| 24.97 \| 9240 \| 0.5623 \| 0.6727 \| 0.7881 \| 0.8652 \| 0.9350 \| 0.7932 \| 0.8678 \| 0.4618 \| 0.8962 \| 0.8586 \| 0.7042 \| 0.8625 \| 0.6341 \| 0.7345 \| 0.3733 \| 0.7852 \| 0.6480 \| 0.6710 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b1-ade-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b1-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b1-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5786 - Mean Iou: 0.6925 - Mean Accuracy: 0.7978 - Overall Accuracy: 0.8728 - Accuracy Water: 0.9333 - Accuracy Whitewater: 0.7968 - Accuracy Sediment: 0.8779 - Accuracy Other Natural Terrain: 0.4833 - Accuracy Vegetation: 0.9128 - Accuracy Development: 0.8676 - Accuracy Unknown: 0.7127 - Iou Water: 0.8588 - Iou Whitewater: 0.6646 - Iou Sediment: 0.7694 - Iou Other Natural Terrain: 0.3854 - Iou Vegetation: 0.7968 - Iou Development: 0.7147 - Iou Unknown: 0.6576 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7493 \| 0.05 \| 20 \| 1.7172 \| 0.1703 \| 0.3254 \| 0.3539 \| 0.2697 \| 0.4785 \| 0.0909 \| 0.0010 \| 0.4886 \| 0.6161 \| 0.3332 \| 0.2611 \| 0.0589 \| 0.0710 \| 0.0010 \| 0.3122 \| 0.1795 \| 0.3084 \| \| 1.8984 \| 0.11 \| 40 \| 1.4129 \| 0.2782 \| 0.4122 \| 0.5769 \| 0.7857 \| 0.4180 \| 0.1810 \| 0.0001 \| 0.6348 \| 0.5331 \| 0.3329 \| 0.6077 \| 0.1010 \| 0.1340 \| 0.0001 \| 0.4288 \| 0.3473 \| 0.3285 \| \| 1.095 \| 0.16 \| 60 \| 1.2566 \| 0.3127 \| 0.4336 \| 0.6393 \| 0.7351 \| 0.3036 \| 0.1012 \| 0.0000 \| 0.8915 \| 0.5617 \| 0.4420 \| 0.6529 \| 0.1412 \| 0.0942 \| 0.0000 \| 0.5041 \| 0.3696 \| 0.4272 \| \| 1.1343 \| 0.22 \| 80 \| 1.0716 \| 0.3507 \| 0.4554 \| 0.6760 \| 0.8623 \| 0.3714 \| 0.1257 \| 0.0 \| 0.8577 \| 0.5210 \| 0.4499 \| 0.6610 \| 0.2670 \| 0.1148 \| 0.0 \| 0.5338 \| 0.4361 \| 0.4426 \| \| 1.3947 \| 0.27 \| 100 \| 0.9706 \| 0.3960 \| 0.5042 \| 0.7133 \| 0.8340 \| 0.2758 \| 0.4532 \| 0.0 \| 0.8991 \| 0.5979 \| 0.4695 \| 0.7173 \| 0.2215 \| 0.3418 \| 0.0 \| 0.5767 \| 0.4592 \| 0.4555 \| \| 0.8545 \| 0.32 \| 120 \| 0.8855 \| 0.4121 \| 0.5123 \| 0.7311 \| 0.8837 \| 0.3009 \| 0.3820 \| 0.0 \| 0.9048 \| 0.6362 \| 0.4783 \| 0.7064 \| 0.2724 \| 0.3191 \| 0.0 \| 0.6205 \| 0.4996 \| 0.4667 \| \| 0.9993 \| 0.38 \| 140 \| 0.8925 \| 0.4448 \| 0.5587 \| 0.7419 \| 0.8347 \| 0.3459 \| 0.6333 \| 0.0 \| 0.8922 \| 0.7209 \| 0.4839 \| 0.7219 \| 0.3171 \| 0.4623 \| 0.0 \| 0.6126 \| 0.5284 \| 0.4711 \| \| 1.6103 \| 0.43 \| 160 \| 0.8812 \| 0.4435 \| 0.5491 \| 0.7408 \| 0.8433 \| 0.3630 \| 0.5827 \| 0.0 \| 0.9067 \| 0.6578 \| 0.4902 \| 0.7268 \| 0.3388 \| 0.4686 \| 0.0 \| 0.6036 \| 0.4881 \| 0.4783 \| \| 0.9423 \| 0.49 \| 180 \| 0.8941 \| 0.4274 \| 0.5535 \| 0.7252 \| 0.7660 \| 0.2723 \| 0.6729 \| 0.0 \| 0.8921 \| 0.7693 \| 0.5016 \| 0.6930 \| 0.2551 \| 0.4432 \| 0.0 \| 0.5967 \| 0.5202 \| 0.4836 \| \| 1.2058 \| 0.54 \| 200 \| 0.7923 \| 0.4742 \| 0.5963 \| 0.7661 \| 0.8737 \| 0.3840 \| 0.8138 \| 0.0 \| 0.8549 \| 0.7535 \| 0.4942 \| 0.7441 \| 0.3497 \| 0.5259 \| 0.0 \| 0.6555 \| 0.5640 \| 0.4804 \| \| 0.6721 \| 0.59 \| 220 \| 0.7763 \| 0.4786 \| 0.5975 \| 0.7684 \| 0.8539 \| 0.4041 \| 0.7535 \| 0.0 \| 0.8935 \| 0.7786 \| 0.4989 \| 0.7545 \| 0.3708 \| 0.5275 \| 0.0 \| 0.6521 \| 0.5569 \| 0.4882 \| \| 1.2591 \| 0.65 \| 240 \| 0.8197 \| 0.4544 \| 0.6080 \| 0.7350 \| 0.8787 \| 0.4720 \| 0.8123 \| 0.0 \| 0.6890 \| 0.9098 \| 0.4942 \| 0.7592 \| 0.4179 \| 0.5319 \| 0.0 \| 0.5843 \| 0.4082 \| 0.4794 \| \| 0.9566 \| 0.7 \| 260 \| 0.7655 \| 0.4386 \| 0.5391 \| 0.7475 \| 0.9155 \| 0.3615 \| 0.3745 \| 0.0 \| 0.8787 \| 0.7443 \| 0.4994 \| 0.6923 \| 0.3378 \| 0.2902 \| 0.0 \| 0.6814 \| 0.5806 \| 0.4876 \| \| 0.8311 \| 0.76 \| 280 \| 0.7430 \| 0.4866 \| 0.6038 \| 0.7731 \| 0.8499 \| 0.4760 \| 0.7896 \| 0.0 \| 0.9248 \| 0.7140 \| 0.4725 \| 0.7541 \| 0.4166 \| 0.5380 \| 0.0 \| 0.6699 \| 0.5640 \| 0.4636 \| \| 0.6051 \| 0.81 \| 300 \| 0.7053 \| 0.5114 \| 0.6267 \| 0.7892 \| 0.8971 \| 0.5523 \| 0.7957 \| 0.0 \| 0.8880 \| 0.7400 \| 0.5140 \| 0.7723 \| 0.4723 \| 0.5806 \| 0.0 \| 0.6832 \| 0.5684 \| 0.5033 \| \| 1.7909 \| 0.86 \| 320 \| 0.7280 \| 0.4977 \| 0.5945 \| 0.7760 \| 0.8578 \| 0.5029 \| 0.6560 \| 0.0000 \| 0.9507 \| 0.6473 \| 0.5470 \| 0.7607 \| 0.4324 \| 0.5482 \| 0.0000 \| 0.6411 \| 0.5702 \| 0.5311 \| \| 0.8538 \| 0.92 \| 340 \| 0.7164 \| 0.5033 \| 0.6344 \| 0.7856 \| 0.8877 \| 0.5423 \| 0.8511 \| 0.0000 \| 0.8612 \| 0.8030 \| 0.4953 \| 0.7716 \| 0.4377 \| 0.5597 \| 0.0000 \| 0.6907 \| 0.5778 \| 0.4854 \| \| 0.7004 \| 0.97 \| 360 \| 0.7231 \| 0.5046 \| 0.6274 \| 0.7835 \| 0.8793 \| 0.5265 \| 0.7828 \| 0.0000 \| 0.8760 \| 0.8146 \| 0.5129 \| 0.7705 \| 0.4533 \| 0.5973 \| 0.0000 \| 0.6746 \| 0.5482 \| 0.4886 \| \| 0.8098 \| 1.03 \| 380 \| 0.7071 \| 0.5079 \| 0.6209 \| 0.7918 \| 0.8841 \| 0.4656 \| 0.7965 \| 0.0000 \| 0.9122 \| 0.7732 \| 0.5147 \| 0.7895 \| 0.4125 \| 0.5794 \| 0.0000 \| 0.6815 \| 0.5978 \| 0.4950 \| \| 0.8487 \| 1.08 \| 400 \| 0.6927 \| 0.4967 \| 0.6015 \| 0.7872 \| 0.8906 \| 0.3964 \| 0.7595 \| 0.0002 \| 0.9228 \| 0.7378 \| 0.5030 \| 0.7867 \| 0.3609 \| 0.5709 \| 0.0002 \| 0.6695 \| 0.6025 \| 0.4864 \| \| 0.6625 \| 1.14 \| 420 \| 0.6834 \| 0.5042 \| 0.6500 \| 0.7809 \| 0.8772 \| 0.6287 \| 0.8431 \| 0.0 \| 0.8263 \| 0.8595 \| 0.5151 \| 0.7861 \| 0.4843 \| 0.5665 \| 0.0 \| 0.6721 \| 0.5325 \| 0.4883 \| \| 0.5647 \| 1.19 \| 440 \| 0.6586 \| 0.5175 \| 0.6442 \| 0.7953 \| 0.9110 \| 0.5781 \| 0.8588 \| 0.0025 \| 0.8550 \| 0.7853 \| 0.5188 \| 0.7865 \| 0.4705 \| 0.5687 \| 0.0025 \| 0.7040 \| 0.6033 \| 0.4867 \| \| 0.3936 \| 1.24 \| 460 \| 0.6602 \| 0.5273 \| 0.6436 \| 0.7987 \| 0.8857 \| 0.6076 \| 0.7943 \| 0.0012 \| 0.9126 \| 0.7777 \| 0.5261 \| 0.7961 \| 0.5017 \| 0.5965 \| 0.0012 \| 0.6932 \| 0.6212 \| 0.4810 \| \| 0.6881 \| 1.3 \| 480 \| 0.6775 \| 0.5364 \| 0.6587 \| 0.8033 \| 0.8870 \| 0.6814 \| 0.8470 \| 0.0063 \| 0.9133 \| 0.7739 \| 0.5020 \| 0.7981 \| 0.5312 \| 0.6043 \| 0.0063 \| 0.7038 \| 0.6375 \| 0.4734 \| \| 0.8746 \| 1.35 \| 500 \| 0.6386 \| 0.5324 \| 0.6516 \| 0.8048 \| 0.9095 \| 0.5866 \| 0.8598 \| 0.0151 \| 0.8865 \| 0.7820 \| 0.5213 \| 0.7967 \| 0.4758 \| 0.6204 \| 0.0151 \| 0.7079 \| 0.6209 \| 0.4901 \| \| 0.4986 \| 1.41 \| 520 \| 0.6543 \| 0.5315 \| 0.6534 \| 0.8004 \| 0.8921 \| 0.6244 \| 0.7959 \| 0.0137 \| 0.8970 \| 0.8467 \| 0.5044 \| 0.7961 \| 0.5058 \| 0.6274 \| 0.0137 \| 0.6928 \| 0.6029 \| 0.4819 \| \| 0.4409 \| 1.46 \| 540 \| 0.6493 \| 0.5292 \| 0.6361 \| 0.8036 \| 0.9110 \| 0.5536 \| 0.8239 \| 0.0076 \| 0.9156 \| 0.7326 \| 0.5083 \| 0.7972 \| 0.4645 \| 0.6328 \| 0.0076 \| 0.6938 \| 0.6143 \| 0.4946 \| \| 0.4847 \| 1.51 \| 560 \| 0.6168 \| 0.5481 \| 0.6709 \| 0.8085 \| 0.8901 \| 0.7228 \| 0.8407 \| 0.0062 \| 0.9013 \| 0.7858 \| 0.5490 \| 0.8029 \| 0.5712 \| 0.6051 \| 0.0062 \| 0.7045 \| 0.6280 \| 0.5188 \| \| 0.4528 \| 1.57 \| 580 \| 0.6380 \| 0.5416 \| 0.6459 \| 0.8083 \| 0.9043 \| 0.6219 \| 0.8024 \| 0.0098 \| 0.9332 \| 0.7205 \| 0.5289 \| 0.7931 \| 0.5051 \| 0.6443 \| 0.0098 \| 0.7018 \| 0.6208 \| 0.5159 \| \| 0.6914 \| 1.62 \| 600 \| 0.6635 \| 0.5253 \| 0.6668 \| 0.7980 \| 0.8900 \| 0.6749 \| 0.8706 \| 0.0143 \| 0.8623 \| 0.8589 \| 0.4967 \| 0.8002 \| 0.4745 \| 0.5947 \| 0.0143 \| 0.6941 \| 0.6176 \| 0.4814 \| \| 0.3648 \| 1.68 \| 620 \| 0.5942 \| 0.5545 \| 0.6880 \| 0.8131 \| 0.9024 \| 0.7745 \| 0.8511 \| 0.0219 \| 0.8758 \| 0.8404 \| 0.5502 \| 0.8119 \| 0.5426 \| 0.6365 \| 0.0219 \| 0.7045 \| 0.6430 \| 0.5208 \| \| 0.4529 \| 1.73 \| 640 \| 0.5721 \| 0.5612 \| 0.6760 \| 0.8181 \| 0.8930 \| 0.7078 \| 0.7906 \| 0.0198 \| 0.9222 \| 0.8056 \| 0.5926 \| 0.8128 \| 0.5390 \| 0.6463 \| 0.0198 \| 0.7079 \| 0.6451 \| 0.5577 \| \| 1.0142 \| 1.78 \| 660 \| 0.5974 \| 0.5475 \| 0.6674 \| 0.8132 \| 0.8962 \| 0.6672 \| 0.7796 \| 0.0185 \| 0.9101 \| 0.8162 \| 0.5841 \| 0.8070 \| 0.5022 \| 0.6299 \| 0.0185 \| 0.7138 \| 0.6087 \| 0.5521 \| \| 0.7051 \| 1.84 \| 680 \| 0.5797 \| 0.5616 \| 0.6803 \| 0.8191 \| 0.9143 \| 0.6918 \| 0.8584 \| 0.0218 \| 0.8890 \| 0.8278 \| 0.5589 \| 0.8060 \| 0.5516 \| 0.6520 \| 0.0217 \| 0.7239 \| 0.6488 \| 0.5273 \| \| 0.4842 \| 1.89 \| 700 \| 0.6116 \| 0.5630 \| 0.6703 \| 0.8188 \| 0.8844 \| 0.6324 \| 0.8252 \| 0.0246 \| 0.9341 \| 0.7984 \| 0.5929 \| 0.8112 \| 0.5354 \| 0.6321 \| 0.0245 \| 0.7080 \| 0.6627 \| 0.5669 \| \| 0.6968 \| 1.95 \| 720 \| 0.5540 \| 0.5866 \| 0.7049 \| 0.8329 \| 0.8845 \| 0.7208 \| 0.8590 \| 0.0264 \| 0.8998 \| 0.8168 \| 0.7267 \| 0.8122 \| 0.5784 \| 0.6251 \| 0.0263 \| 0.7431 \| 0.6688 \| 0.6525 \| \| 1.8822 \| 2.0 \| 740 \| 0.5728 \| 0.5799 \| 0.6927 \| 0.8302 \| 0.9067 \| 0.7202 \| 0.8172 \| 0.0255 \| 0.9105 \| 0.8296 \| 0.6389 \| 0.8188 \| 0.5854 \| 0.6652 \| 0.0255 \| 0.7365 \| 0.6335 \| 0.5941 \| \| 0.4076 \| 2.05 \| 760 \| 0.6294 \| 0.5515 \| 0.6580 \| 0.8166 \| 0.9071 \| 0.6036 \| 0.8657 \| 0.0258 \| 0.9291 \| 0.7251 \| 0.5495 \| 0.8081 \| 0.5112 \| 0.6312 \| 0.0257 \| 0.7209 \| 0.6344 \| 0.5291 \| \| 0.54 \| 2.11 \| 780 \| 0.5984 \| 0.5491 \| 0.6783 \| 0.8127 \| 0.9016 \| 0.7307 \| 0.8550 \| 0.0254 \| 0.8999 \| 0.8230 \| 0.5122 \| 0.8134 \| 0.5702 \| 0.6021 \| 0.0254 \| 0.7282 \| 0.6093 \| 0.4951 \| \| 0.442 \| 2.16 \| 800 \| 0.5446 \| 0.5724 \| 0.7018 \| 0.8279 \| 0.9078 \| 0.8005 \| 0.8577 \| 0.0320 \| 0.8996 \| 0.8101 \| 0.6046 \| 0.8204 \| 0.5736 \| 0.6397 \| 0.0319 \| 0.7505 \| 0.6229 \| 0.5676 \| \| 1.4273 \| 2.22 \| 820 \| 0.5282 \| 0.5848 \| 0.7034 \| 0.8357 \| 0.9137 \| 0.7914 \| 0.8224 \| 0.0361 \| 0.9163 \| 0.7978 \| 0.6459 \| 0.8339 \| 0.5758 \| 0.6886 \| 0.0360 \| 0.7484 \| 0.6228 \| 0.5885 \| \| 0.3815 \| 2.27 \| 840 \| 0.5492 \| 0.5769 \| 0.7116 \| 0.8281 \| 0.8834 \| 0.7850 \| 0.8809 \| 0.0338 \| 0.8840 \| 0.8264 \| 0.6876 \| 0.8171 \| 0.5775 \| 0.6228 \| 0.0336 \| 0.7517 \| 0.6352 \| 0.6006 \| \| 0.6591 \| 2.32 \| 860 \| 0.5587 \| 0.5618 \| 0.6888 \| 0.8203 \| 0.9125 \| 0.7731 \| 0.8273 \| 0.0439 \| 0.9024 \| 0.8168 \| 0.5456 \| 0.8198 \| 0.5660 \| 0.6426 \| 0.0437 \| 0.7351 \| 0.6141 \| 0.5115 \| \| 0.2759 \| 2.38 \| 880 \| 0.5585 \| 0.5748 \| 0.7090 \| 0.8246 \| 0.8929 \| 0.8525 \| 0.8349 \| 0.1037 \| 0.9277 \| 0.8102 \| 0.5410 \| 0.8212 \| 0.5392 \| 0.6752 \| 0.1027 \| 0.7398 \| 0.6324 \| 0.5131 \| \| 0.7781 \| 2.43 \| 900 \| 0.5463 \| 0.5879 \| 0.7143 \| 0.8282 \| 0.8976 \| 0.7895 \| 0.8656 \| 0.1139 \| 0.9047 \| 0.8578 \| 0.5713 \| 0.8219 \| 0.5838 \| 0.6700 \| 0.1130 \| 0.7338 \| 0.6556 \| 0.5375 \| \| 1.5036 \| 2.49 \| 920 \| 0.5776 \| 0.5782 \| 0.6917 \| 0.8260 \| 0.9061 \| 0.7261 \| 0.8584 \| 0.0366 \| 0.9104 \| 0.8330 \| 0.5712 \| 0.8179 \| 0.5969 \| 0.6629 \| 0.0364 \| 0.7225 \| 0.6599 \| 0.5507 \| \| 0.4122 \| 2.54 \| 940 \| 0.5499 \| 0.5808 \| 0.7089 \| 0.8274 \| 0.9136 \| 0.7625 \| 0.8537 \| 0.0448 \| 0.8574 \| 0.8914 \| 0.6391 \| 0.8280 \| 0.5927 \| 0.6435 \| 0.0447 \| 0.7207 \| 0.6503 \| 0.5856 \| \| 0.5399 \| 2.59 \| 960 \| 0.5571 \| 0.5695 \| 0.6925 \| 0.8227 \| 0.9132 \| 0.7824 \| 0.7878 \| 0.0431 \| 0.8938 \| 0.8200 \| 0.6070 \| 0.8219 \| 0.5599 \| 0.6452 \| 0.0429 \| 0.7193 \| 0.6419 \| 0.5554 \| \| 0.3329 \| 2.65 \| 980 \| 0.6079 \| 0.5602 \| 0.6870 \| 0.8209 \| 0.9177 \| 0.7152 \| 0.8620 \| 0.0324 \| 0.8907 \| 0.8726 \| 0.5182 \| 0.8208 \| 0.5520 \| 0.6516 \| 0.0322 \| 0.7319 \| 0.6280 \| 0.5052 \| \| 0.4706 \| 2.7 \| 1000 \| 0.5701 \| 0.5722 \| 0.7029 \| 0.8271 \| 0.9081 \| 0.7854 \| 0.8670 \| 0.0444 \| 0.8983 \| 0.8478 \| 0.5695 \| 0.8328 \| 0.5873 \| 0.6520 \| 0.0442 \| 0.7450 \| 0.6068 \| 0.5375 \| \| 0.4148 \| 2.76 \| 1020 \| 0.5369 \| 0.5959 \| 0.7206 \| 0.8366 \| 0.9175 \| 0.7878 \| 0.8687 \| 0.0767 \| 0.8702 \| 0.8460 \| 0.6776 \| 0.8295 \| 0.6063 \| 0.6600 \| 0.0761 \| 0.7478 \| 0.6384 \| 0.6132 \| \| 0.254 \| 2.81 \| 1040 \| 0.5453 \| 0.5852 \| 0.7155 \| 0.8294 \| 0.8971 \| 0.7915 \| 0.8433 \| 0.0510 \| 0.8766 \| 0.8995 \| 0.6496 \| 0.8256 \| 0.6044 \| 0.6737 \| 0.0507 \| 0.7336 \| 0.6192 \| 0.5891 \| \| 0.504 \| 2.86 \| 1060 \| 0.5841 \| 0.5815 \| 0.6967 \| 0.8289 \| 0.9080 \| 0.7716 \| 0.8378 \| 0.0348 \| 0.9211 \| 0.8435 \| 0.5601 \| 0.8158 \| 0.6103 \| 0.6729 \| 0.0346 \| 0.7373 \| 0.6610 \| 0.5390 \| \| 0.4301 \| 2.92 \| 1080 \| 0.5407 \| 0.5762 \| 0.7074 \| 0.8308 \| 0.9146 \| 0.8310 \| 0.8101 \| 0.0506 \| 0.9091 \| 0.8636 \| 0.5730 \| 0.8278 \| 0.5577 \| 0.6429 \| 0.0500 \| 0.7522 \| 0.6499 \| 0.5530 \| \| 0.3095 \| 2.97 \| 1100 \| 0.5026 \| 0.6040 \| 0.7256 \| 0.8435 \| 0.9170 \| 0.8272 \| 0.8663 \| 0.0705 \| 0.9075 \| 0.8614 \| 0.6293 \| 0.8380 \| 0.5967 \| 0.6912 \| 0.0696 \| 0.7543 \| 0.6770 \| 0.6011 \| \| 0.4004 \| 3.03 \| 1120 \| 0.5277 \| 0.5957 \| 0.7008 \| 0.8387 \| 0.9278 \| 0.7355 \| 0.8816 \| 0.0603 \| 0.9185 \| 0.7741 \| 0.6080 \| 0.8301 \| 0.6043 \| 0.6791 \| 0.0597 \| 0.7460 \| 0.6638 \| 0.5871 \| \| 1.2151 \| 3.08 \| 1140 \| 0.5257 \| 0.5974 \| 0.7173 \| 0.8349 \| 0.8856 \| 0.7717 \| 0.8479 \| 0.0889 \| 0.9117 \| 0.8360 \| 0.6793 \| 0.8180 \| 0.6021 \| 0.6601 \| 0.0882 \| 0.7470 \| 0.6553 \| 0.6114 \| \| 0.9355 \| 3.14 \| 1160 \| 0.5683 \| 0.5862 \| 0.7109 \| 0.8306 \| 0.9039 \| 0.8402 \| 0.8174 \| 0.0895 \| 0.9282 \| 0.8440 \| 0.5530 \| 0.8366 \| 0.5949 \| 0.6824 \| 0.0888 \| 0.7334 \| 0.6338 \| 0.5331 \| \| 0.2929 \| 3.19 \| 1180 \| 0.5477 \| 0.5848 \| 0.7084 \| 0.8340 \| 0.9141 \| 0.8009 \| 0.8475 \| 0.0493 \| 0.9154 \| 0.8692 \| 0.5626 \| 0.8402 \| 0.5984 \| 0.6758 \| 0.0486 \| 0.7429 \| 0.6385 \| 0.5491 \| \| 0.3314 \| 3.24 \| 1200 \| 0.5811 \| 0.5843 \| 0.7077 \| 0.8277 \| 0.9324 \| 0.7523 \| 0.8429 \| 0.0519 \| 0.8435 \| 0.9200 \| 0.6109 \| 0.8203 \| 0.6098 \| 0.6898 \| 0.0513 \| 0.7215 \| 0.6103 \| 0.5875 \| \| 0.5957 \| 3.3 \| 1220 \| 0.5267 \| 0.5980 \| 0.6973 \| 0.8396 \| 0.9109 \| 0.7374 \| 0.8012 \| 0.0350 \| 0.9326 \| 0.7654 \| 0.6983 \| 0.8275 \| 0.6197 \| 0.6597 \| 0.0348 \| 0.7407 \| 0.6567 \| 0.6468 \| \| 0.3597 \| 3.35 \| 1240 \| 0.4942 \| 0.6122 \| 0.7230 \| 0.8460 \| 0.9184 \| 0.8138 \| 0.8185 \| 0.0773 \| 0.9166 \| 0.8438 \| 0.6729 \| 0.8262 \| 0.6167 \| 0.6664 \| 0.0764 \| 0.7598 \| 0.6974 \| 0.6424 \| \| 0.9954 \| 3.41 \| 1260 \| 0.5065 \| 0.6175 \| 0.7287 \| 0.8497 \| 0.9057 \| 0.8100 \| 0.8376 \| 0.0742 \| 0.9243 \| 0.8361 \| 0.7130 \| 0.8273 \| 0.6202 \| 0.6836 \| 0.0729 \| 0.7681 \| 0.6783 \| 0.6721 \| \| 0.7295 \| 3.46 \| 1280 \| 0.5210 \| 0.6127 \| 0.7299 \| 0.8488 \| 0.9168 \| 0.7852 \| 0.8712 \| 0.0583 \| 0.8902 \| 0.8710 \| 0.7168 \| 0.8271 \| 0.6163 \| 0.6473 \| 0.0572 \| 0.7734 \| 0.6795 \| 0.6880 \| \| 0.5879 \| 3.51 \| 1300 \| 0.4907 \| 0.6328 \| 0.7453 \| 0.8547 \| 0.9133 \| 0.7958 \| 0.8456 \| 0.1503 \| 0.9094 \| 0.8906 \| 0.7117 \| 0.8406 \| 0.6221 \| 0.6770 \| 0.1467 \| 0.7673 \| 0.6887 \| 0.6876 \| \| 0.5446 \| 3.57 \| 1320 \| 0.4995 \| 0.6188 \| 0.7310 \| 0.8498 \| 0.9255 \| 0.7873 \| 0.8562 \| 0.1030 \| 0.9063 \| 0.8853 \| 0.6535 \| 0.8417 \| 0.6179 \| 0.6649 \| 0.1013 \| 0.7611 \| 0.7102 \| 0.6342 \| \| 0.48 \| 3.62 \| 1340 \| 0.5475 \| 0.6013 \| 0.7091 \| 0.8402 \| 0.9173 \| 0.7477 \| 0.8459 \| 0.0807 \| 0.9225 \| 0.8267 \| 0.6231 \| 0.8355 \| 0.6058 \| 0.6648 \| 0.0795 \| 0.7428 \| 0.6756 \| 0.6053 \| \| 0.3726 \| 3.68 \| 1360 \| 0.5187 \| 0.6218 \| 0.7446 \| 0.8410 \| 0.9294 \| 0.8171 \| 0.7978 \| 0.2801 \| 0.8878 \| 0.8961 \| 0.6042 \| 0.8483 \| 0.5796 \| 0.7161 \| 0.2637 \| 0.7379 \| 0.6238 \| 0.5829 \| \| 0.7404 \| 3.73 \| 1380 \| 0.5219 \| 0.6175 \| 0.7498 \| 0.8364 \| 0.9203 \| 0.8138 \| 0.8710 \| 0.2912 \| 0.8652 \| 0.8947 \| 0.5923 \| 0.8411 \| 0.5962 \| 0.6960 \| 0.2623 \| 0.7361 \| 0.6314 \| 0.5598 \| \| 0.4535 \| 3.78 \| 1400 \| 0.5341 \| 0.6173 \| 0.7485 \| 0.8305 \| 0.8818 \| 0.7689 \| 0.8497 \| 0.3559 \| 0.8949 \| 0.8843 \| 0.6041 \| 0.8263 \| 0.6154 \| 0.6748 \| 0.3109 \| 0.7430 \| 0.5856 \| 0.5655 \| \| 0.3144 \| 3.84 \| 1420 \| 0.5353 \| 0.6110 \| 0.7281 \| 0.8354 \| 0.9152 \| 0.8013 \| 0.8155 \| 0.2263 \| 0.9162 \| 0.8687 \| 0.5537 \| 0.8389 \| 0.6323 \| 0.7117 \| 0.2142 \| 0.7435 \| 0.6061 \| 0.5303 \| \| 0.9902 \| 3.89 \| 1440 \| 0.4848 \| 0.6392 \| 0.7512 \| 0.8584 \| 0.9107 \| 0.8440 \| 0.8690 \| 0.1424 \| 0.9141 \| 0.8227 \| 0.7552 \| 0.8443 \| 0.6259 \| 0.7156 \| 0.1386 \| 0.7672 \| 0.6802 \| 0.7027 \| \| 0.8827 \| 3.95 \| 1460 \| 0.5018 \| 0.6230 \| 0.7273 \| 0.8516 \| 0.9209 \| 0.7903 \| 0.8438 \| 0.0747 \| 0.9163 \| 0.8476 \| 0.6973 \| 0.8471 \| 0.6324 \| 0.7289 \| 0.0731 \| 0.7486 \| 0.6813 \| 0.6494 \| \| 0.4078 \| 4.0 \| 1480 \| 0.4693 \| 0.6423 \| 0.7434 \| 0.8596 \| 0.9134 \| 0.7734 \| 0.8837 \| 0.1359 \| 0.9173 \| 0.8176 \| 0.7625 \| 0.8378 \| 0.6409 \| 0.7071 \| 0.1315 \| 0.7739 \| 0.7057 \| 0.6989 \| \| 0.3292 \| 4.05 \| 1500 \| 0.5158 \| 0.6252 \| 0.7364 \| 0.8467 \| 0.9227 \| 0.7898 \| 0.8684 \| 0.1876 \| 0.9113 \| 0.8628 \| 0.6119 \| 0.8310 \| 0.6400 \| 0.7087 \| 0.1807 \| 0.7674 \| 0.6669 \| 0.5814 \| \| 0.2673 \| 4.11 \| 1520 \| 0.5268 \| 0.6427 \| 0.7613 \| 0.8543 \| 0.9282 \| 0.8173 \| 0.8689 \| 0.2388 \| 0.8708 \| 0.8862 \| 0.7188 \| 0.8297 \| 0.6350 \| 0.6972 \| 0.2200 \| 0.7812 \| 0.6708 \| 0.6648 \| \| 0.6026 \| 4.16 \| 1540 \| 0.4832 \| 0.6495 \| 0.7581 \| 0.8616 \| 0.9171 \| 0.8313 \| 0.8006 \| 0.2205 \| 0.9169 \| 0.8393 \| 0.7806 \| 0.8467 \| 0.6190 \| 0.7103 \| 0.2073 \| 0.7776 \| 0.6780 \| 0.7077 \| \| 0.5142 \| 4.22 \| 1560 \| 0.5137 \| 0.6391 \| 0.7658 \| 0.8551 \| 0.9249 \| 0.8207 \| 0.8746 \| 0.1983 \| 0.8438 \| 0.9173 \| 0.7813 \| 0.8477 \| 0.6231 \| 0.6878 \| 0.1868 \| 0.7630 \| 0.6504 \| 0.7148 \| \| 1.041 \| 4.27 \| 1580 \| 0.5122 \| 0.6307 \| 0.7542 \| 0.8462 \| 0.9198 \| 0.7987 \| 0.8797 \| 0.2271 \| 0.8613 \| 0.9085 \| 0.6844 \| 0.8449 \| 0.6356 \| 0.6963 \| 0.2147 \| 0.7464 \| 0.6451 \| 0.6321 \| \| 0.1696 \| 4.32 \| 1600 \| 0.4948 \| 0.6479 \| 0.7580 \| 0.8615 \| 0.9287 \| 0.7954 \| 0.8725 \| 0.2075 \| 0.8893 \| 0.8387 \| 0.7735 \| 0.8412 \| 0.6237 \| 0.6840 \| 0.1989 \| 0.7849 \| 0.6814 \| 0.7210 \| \| 0.3109 \| 4.38 \| 1620 \| 0.4812 \| 0.6669 \| 0.7722 \| 0.8634 \| 0.9049 \| 0.8003 \| 0.8509 \| 0.3403 \| 0.9203 \| 0.7836 \| 0.8048 \| 0.8440 \| 0.6313 \| 0.7211 \| 0.3061 \| 0.7726 \| 0.6530 \| 0.7399 \| \| 0.364 \| 4.43 \| 1640 \| 0.4757 \| 0.6678 \| 0.7634 \| 0.8647 \| 0.9133 \| 0.7561 \| 0.8559 \| 0.3299 \| 0.9280 \| 0.7623 \| 0.7983 \| 0.8437 \| 0.6339 \| 0.7257 \| 0.3066 \| 0.7768 \| 0.6624 \| 0.7258 \| \| 0.3764 \| 4.49 \| 1660 \| 0.4935 \| 0.6443 \| 0.7484 \| 0.8557 \| 0.9136 \| 0.7820 \| 0.8613 \| 0.2386 \| 0.9279 \| 0.8194 \| 0.6964 \| 0.8380 \| 0.6194 \| 0.7015 \| 0.2271 \| 0.7687 \| 0.6957 \| 0.6595 \| \| 0.1835 \| 4.54 \| 1680 \| 0.5212 \| 0.6455 \| 0.7716 \| 0.8542 \| 0.9208 \| 0.8356 \| 0.8848 \| 0.3022 \| 0.8747 \| 0.8776 \| 0.7056 \| 0.8380 \| 0.6121 \| 0.6787 \| 0.2802 \| 0.7797 \| 0.6677 \| 0.6623 \| \| 0.218 \| 4.59 \| 1700 \| 0.4619 \| 0.6768 \| 0.7932 \| 0.8671 \| 0.9240 \| 0.8098 \| 0.8603 \| 0.4147 \| 0.8851 \| 0.8940 \| 0.7641 \| 0.8474 \| 0.6365 \| 0.7011 \| 0.3554 \| 0.7914 \| 0.6854 \| 0.7201 \| \| 0.243 \| 4.65 \| 1720 \| 0.4609 \| 0.6641 \| 0.7728 \| 0.8639 \| 0.9209 \| 0.7932 \| 0.8392 \| 0.3472 \| 0.9191 \| 0.8767 \| 0.7133 \| 0.8486 \| 0.6352 \| 0.7180 \| 0.3070 \| 0.7897 \| 0.6637 \| 0.6866 \| \| 0.6514 \| 4.7 \| 1740 \| 0.4564 \| 0.6690 \| 0.7796 \| 0.8665 \| 0.9227 \| 0.7903 \| 0.8637 \| 0.3498 \| 0.8974 \| 0.8578 \| 0.7752 \| 0.8471 \| 0.6340 \| 0.7133 \| 0.3032 \| 0.7919 \| 0.6702 \| 0.7235 \| \| 0.3031 \| 4.76 \| 1760 \| 0.5100 \| 0.6381 \| 0.7552 \| 0.8492 \| 0.9225 \| 0.7472 \| 0.8864 \| 0.3690 \| 0.9089 \| 0.8395 \| 0.6126 \| 0.8483 \| 0.6247 \| 0.6963 \| 0.3166 \| 0.7765 \| 0.6014 \| 0.6028 \| \| 0.5454 \| 4.81 \| 1780 \| 0.4990 \| 0.6440 \| 0.7734 \| 0.8490 \| 0.9259 \| 0.7694 \| 0.8624 \| 0.4198 \| 0.8609 \| 0.9030 \| 0.6724 \| 0.8382 \| 0.6382 \| 0.7051 \| 0.2815 \| 0.7762 \| 0.6238 \| 0.6451 \| \| 0.3925 \| 4.86 \| 1800 \| 0.4494 \| 0.6688 \| 0.7766 \| 0.8645 \| 0.9157 \| 0.7912 \| 0.8609 \| 0.3623 \| 0.9073 \| 0.8151 \| 0.7838 \| 0.8369 \| 0.6393 \| 0.7149 \| 0.3041 \| 0.7929 \| 0.6866 \| 0.7070 \| \| 1.2411 \| 4.92 \| 1820 \| 0.4737 \| 0.6544 \| 0.7602 \| 0.8559 \| 0.9024 \| 0.8182 \| 0.8725 \| 0.3402 \| 0.9390 \| 0.7169 \| 0.7319 \| 0.8366 \| 0.6468 \| 0.7099 \| 0.3012 \| 0.7702 \| 0.6288 \| 0.6873 \| \| 0.4317 \| 4.97 \| 1840 \| 0.4521 \| 0.6697 \| 0.7953 \| 0.8600 \| 0.9150 \| 0.8312 \| 0.8288 \| 0.4197 \| 0.8582 \| 0.9179 \| 0.7964 \| 0.8407 \| 0.6417 \| 0.7187 \| 0.3440 \| 0.7727 \| 0.6460 \| 0.7241 \| \| 0.2016 \| 5.03 \| 1860 \| 0.4563 \| 0.6747 \| 0.7954 \| 0.8642 \| 0.9250 \| 0.8265 \| 0.8579 \| 0.4407 \| 0.8827 \| 0.9103 \| 0.7250 \| 0.8429 \| 0.6452 \| 0.7294 \| 0.3527 \| 0.7899 \| 0.6716 \| 0.6915 \| \| 0.5817 \| 5.08 \| 1880 \| 0.4646 \| 0.6700 \| 0.7712 \| 0.8618 \| 0.9289 \| 0.7741 \| 0.8090 \| 0.4193 \| 0.9229 \| 0.8504 \| 0.6939 \| 0.8428 \| 0.6421 \| 0.7172 \| 0.3493 \| 0.7765 \| 0.6951 \| 0.6668 \| \| 0.3852 \| 5.14 \| 1900 \| 0.4677 \| 0.6646 \| 0.7730 \| 0.8599 \| 0.9140 \| 0.8116 \| 0.8476 \| 0.3832 \| 0.9245 \| 0.8296 \| 0.7002 \| 0.8441 \| 0.6331 \| 0.7269 \| 0.3249 \| 0.7717 \| 0.6931 \| 0.6584 \| \| 0.2433 \| 5.19 \| 1920 \| 0.4652 \| 0.6686 \| 0.7825 \| 0.8608 \| 0.9184 \| 0.8264 \| 0.8755 \| 0.4243 \| 0.9172 \| 0.8478 \| 0.6677 \| 0.8486 \| 0.6410 \| 0.7263 \| 0.3322 \| 0.7712 \| 0.7131 \| 0.6475 \| \| 0.4897 \| 5.24 \| 1940 \| 0.4225 \| 0.6806 \| 0.7947 \| 0.8688 \| 0.9063 \| 0.8171 \| 0.8464 \| 0.4197 \| 0.9093 \| 0.8687 \| 0.7955 \| 0.8451 \| 0.6342 \| 0.7347 \| 0.3508 \| 0.7962 \| 0.6923 \| 0.7112 \| \| 0.2039 \| 5.3 \| 1960 \| 0.5051 \| 0.6368 \| 0.7533 \| 0.8495 \| 0.9253 \| 0.6914 \| 0.8586 \| 0.3600 \| 0.8972 \| 0.9300 \| 0.6106 \| 0.8498 \| 0.5809 \| 0.7168 \| 0.3157 \| 0.7681 \| 0.6279 \| 0.5983 \| \| 0.7021 \| 5.35 \| 1980 \| 0.4637 \| 0.6554 \| 0.7545 \| 0.8570 \| 0.9276 \| 0.7663 \| 0.8612 \| 0.3680 \| 0.9381 \| 0.7641 \| 0.6562 \| 0.8430 \| 0.6337 \| 0.7294 \| 0.3251 \| 0.7748 \| 0.6532 \| 0.6286 \| \| 0.2793 \| 5.41 \| 2000 \| 0.4749 \| 0.6552 \| 0.7616 \| 0.8588 \| 0.9135 \| 0.7728 \| 0.8609 \| 0.3116 \| 0.9236 \| 0.8517 \| 0.6970 \| 0.8415 \| 0.6414 \| 0.7267 \| 0.2826 \| 0.7857 \| 0.6677 \| 0.6407 \| \| 0.7634 \| 5.46 \| 2020 \| 0.4522 \| 0.6623 \| 0.7770 \| 0.8602 \| 0.9131 \| 0.7627 \| 0.8628 \| 0.3253 \| 0.8671 \| 0.8995 \| 0.8087 \| 0.8402 \| 0.6331 \| 0.7221 \| 0.2818 \| 0.7725 \| 0.6887 \| 0.6979 \| \| 0.2291 \| 5.51 \| 2040 \| 0.4466 \| 0.6625 \| 0.7608 \| 0.8651 \| 0.9169 \| 0.7657 \| 0.8712 \| 0.2836 \| 0.9314 \| 0.8074 \| 0.7493 \| 0.8474 \| 0.6358 \| 0.7366 \| 0.2522 \| 0.7845 \| 0.6960 \| 0.6848 \| \| 0.4648 \| 5.57 \| 2060 \| 0.4596 \| 0.6593 \| 0.7602 \| 0.8658 \| 0.9439 \| 0.7341 \| 0.8487 \| 0.2616 \| 0.8898 \| 0.8969 \| 0.7462 \| 0.8485 \| 0.6191 \| 0.7189 \| 0.2288 \| 0.7824 \| 0.7052 \| 0.7123 \| \| 0.4128 \| 5.62 \| 2080 \| 0.4340 \| 0.6801 \| 0.7868 \| 0.8689 \| 0.9215 \| 0.7948 \| 0.8462 \| 0.4485 \| 0.9246 \| 0.8290 \| 0.7431 \| 0.8534 \| 0.6326 \| 0.7321 \| 0.3479 \| 0.7852 \| 0.6969 \| 0.7125 \| \| 0.2616 \| 5.68 \| 2100 \| 0.4282 \| 0.6785 \| 0.7926 \| 0.8692 \| 0.9285 \| 0.8331 \| 0.8221 \| 0.4341 \| 0.9014 \| 0.8563 \| 0.7731 \| 0.8563 \| 0.6138 \| 0.7248 \| 0.3631 \| 0.7889 \| 0.6896 \| 0.7132 \| \| 0.2444 \| 5.73 \| 2120 \| 0.4265 \| 0.6888 \| 0.7950 \| 0.8734 \| 0.9053 \| 0.8108 \| 0.8680 \| 0.4159 \| 0.9134 \| 0.7828 \| 0.8692 \| 0.8527 \| 0.6381 \| 0.7408 \| 0.3497 \| 0.7881 \| 0.7008 \| 0.7515 \| \| 0.5137 \| 5.78 \| 2140 \| 0.4597 \| 0.6703 \| 0.7840 \| 0.8637 \| 0.9240 \| 0.8129 \| 0.8572 \| 0.4165 \| 0.9043 \| 0.8538 \| 0.7195 \| 0.8521 \| 0.6407 \| 0.7386 \| 0.3465 \| 0.7863 \| 0.6639 \| 0.6639 \| \| 0.2045 \| 5.84 \| 2160 \| 0.5218 \| 0.6527 \| 0.7712 \| 0.8515 \| 0.9361 \| 0.7611 \| 0.8750 \| 0.4546 \| 0.8865 \| 0.8827 \| 0.6027 \| 0.8439 \| 0.6364 \| 0.7206 \| 0.3670 \| 0.7713 \| 0.6466 \| 0.5831 \| \| 0.2207 \| 5.89 \| 2180 \| 0.5016 \| 0.6647 \| 0.7827 \| 0.8588 \| 0.9156 \| 0.8198 \| 0.8696 \| 0.4422 \| 0.9212 \| 0.8786 \| 0.6319 \| 0.8482 \| 0.6458 \| 0.7017 \| 0.3774 \| 0.7857 \| 0.6811 \| 0.6127 \| \| 0.3765 \| 5.95 \| 2200 \| 0.4548 \| 0.6824 \| 0.7883 \| 0.8679 \| 0.9165 \| 0.8125 \| 0.8590 \| 0.4436 \| 0.9303 \| 0.8415 \| 0.7148 \| 0.8540 \| 0.6504 \| 0.7384 \| 0.3778 \| 0.7857 \| 0.7020 \| 0.6683 \| \| 0.4236 \| 6.0 \| 2220 \| 0.4635 \| 0.6736 \| 0.7894 \| 0.8637 \| 0.9281 \| 0.8227 \| 0.8617 \| 0.4724 \| 0.9117 \| 0.8629 \| 0.6666 \| 0.8566 \| 0.6476 \| 0.7282 \| 0.3808 \| 0.7834 \| 0.6734 \| 0.6455 \| \| 0.3866 \| 6.05 \| 2240 \| 0.4917 \| 0.6644 \| 0.7775 \| 0.8582 \| 0.9178 \| 0.8104 \| 0.8522 \| 0.4562 \| 0.9317 \| 0.8420 \| 0.6323 \| 0.8548 \| 0.6454 \| 0.7339 \| 0.3743 \| 0.7746 \| 0.6596 \| 0.6081 \| \| 0.4126 \| 6.11 \| 2260 \| 0.5242 \| 0.6489 \| 0.7623 \| 0.8552 \| 0.9377 \| 0.7825 \| 0.8864 \| 0.3653 \| 0.9061 \| 0.8476 \| 0.6107 \| 0.8566 \| 0.6434 \| 0.7208 \| 0.3007 \| 0.7744 \| 0.6538 \| 0.5926 \| \| 0.2624 \| 6.16 \| 2280 \| 0.5373 \| 0.6377 \| 0.7560 \| 0.8490 \| 0.9359 \| 0.7875 \| 0.8884 \| 0.2980 \| 0.8740 \| 0.8695 \| 0.6388 \| 0.8478 \| 0.6465 \| 0.6982 \| 0.2378 \| 0.7564 \| 0.6599 \| 0.6173 \| \| 0.4006 \| 6.22 \| 2300 \| 0.5302 \| 0.6522 \| 0.7626 \| 0.8573 \| 0.9361 \| 0.8332 \| 0.8360 \| 0.3351 \| 0.9151 \| 0.8307 \| 0.6516 \| 0.8527 \| 0.6294 \| 0.7160 \| 0.2894 \| 0.7685 \| 0.6810 \| 0.6286 \| \| 0.305 \| 6.27 \| 2320 \| 0.5266 \| 0.6589 \| 0.7607 \| 0.8581 \| 0.9455 \| 0.8161 \| 0.8103 \| 0.3736 \| 0.9254 \| 0.8354 \| 0.6188 \| 0.8441 \| 0.6482 \| 0.7207 \| 0.3271 \| 0.7764 \| 0.6903 \| 0.6053 \| \| 0.2354 \| 6.32 \| 2340 \| 0.5168 \| 0.6430 \| 0.7589 \| 0.8526 \| 0.9280 \| 0.7861 \| 0.8914 \| 0.2948 \| 0.8933 \| 0.8858 \| 0.6329 \| 0.8518 \| 0.6367 \| 0.7090 \| 0.2640 \| 0.7612 \| 0.6607 \| 0.6175 \| \| 0.2982 \| 6.38 \| 2360 \| 0.5042 \| 0.6608 \| 0.7826 \| 0.8572 \| 0.9196 \| 0.8478 \| 0.8465 \| 0.4090 \| 0.8981 \| 0.8792 \| 0.6779 \| 0.8509 \| 0.6373 \| 0.7238 \| 0.3494 \| 0.7717 \| 0.6413 \| 0.6508 \| \| 0.3355 \| 6.43 \| 2380 \| 0.4885 \| 0.6629 \| 0.7858 \| 0.8573 \| 0.9324 \| 0.8178 \| 0.8600 \| 0.4748 \| 0.8856 \| 0.8644 \| 0.6659 \| 0.8559 \| 0.6435 \| 0.7274 \| 0.3937 \| 0.7830 \| 0.6005 \| 0.6363 \| \| 0.449 \| 6.49 \| 2400 \| 0.5009 \| 0.6760 \| 0.7882 \| 0.8650 \| 0.9267 \| 0.8152 \| 0.8750 \| 0.4603 \| 0.9110 \| 0.8296 \| 0.6997 \| 0.8563 \| 0.6480 \| 0.7348 \| 0.3860 \| 0.7835 \| 0.6532 \| 0.6702 \| \| 0.2685 \| 6.54 \| 2420 \| 0.4459 \| 0.6933 \| 0.7979 \| 0.8729 \| 0.9146 \| 0.8051 \| 0.8662 \| 0.4785 \| 0.9199 \| 0.7977 \| 0.8033 \| 0.8508 \| 0.6414 \| 0.7482 \| 0.3912 \| 0.7889 \| 0.7021 \| 0.7305 \| \| 0.2668 \| 6.59 \| 2440 \| 0.4309 \| 0.6924 \| 0.7934 \| 0.8734 \| 0.9368 \| 0.7802 \| 0.8398 \| 0.4605 \| 0.9030 \| 0.8641 \| 0.7694 \| 0.8459 \| 0.6472 \| 0.7430 \| 0.3766 \| 0.7968 \| 0.7170 \| 0.7205 \| \| 0.3574 \| 6.65 \| 2460 \| 0.4784 \| 0.6808 \| 0.7848 \| 0.8679 \| 0.9175 \| 0.7886 \| 0.8873 \| 0.4099 \| 0.9220 \| 0.8482 \| 0.7203 \| 0.8458 \| 0.6460 \| 0.7272 \| 0.3491 \| 0.7849 \| 0.7174 \| 0.6952 \| \| 0.1737 \| 6.7 \| 2480 \| 0.4779 \| 0.6706 \| 0.7877 \| 0.8614 \| 0.9251 \| 0.8049 \| 0.8414 \| 0.4292 \| 0.8800 \| 0.8919 \| 0.7412 \| 0.8547 \| 0.6491 \| 0.7266 \| 0.3412 \| 0.7649 \| 0.6507 \| 0.7073 \| \| 0.4761 \| 6.76 \| 2500 \| 0.4554 \| 0.6785 \| 0.7824 \| 0.8680 \| 0.9319 \| 0.7783 \| 0.8617 \| 0.3889 \| 0.8907 \| 0.8395 \| 0.7858 \| 0.8533 \| 0.6455 \| 0.7198 \| 0.3314 \| 0.7743 \| 0.6893 \| 0.7357 \| \| 0.4596 \| 6.81 \| 2520 \| 0.4987 \| 0.6531 \| 0.7797 \| 0.8525 \| 0.9322 \| 0.8352 \| 0.8512 \| 0.4302 \| 0.8765 \| 0.8882 \| 0.6446 \| 0.8513 \| 0.6449 \| 0.7194 \| 0.3537 \| 0.7722 \| 0.6160 \| 0.6141 \| \| 0.3629 \| 6.86 \| 2540 \| 0.4660 \| 0.6771 \| 0.7803 \| 0.8679 \| 0.9406 \| 0.8094 \| 0.8838 \| 0.4095 \| 0.9128 \| 0.7998 \| 0.7065 \| 0.8542 \| 0.6534 \| 0.7336 \| 0.3508 \| 0.7869 \| 0.6771 \| 0.6840 \| \| 0.4226 \| 6.92 \| 2560 \| 0.4613 \| 0.6832 \| 0.7945 \| 0.8691 \| 0.9217 \| 0.8203 \| 0.8561 \| 0.4449 \| 0.9078 \| 0.8619 \| 0.7487 \| 0.8532 \| 0.6412 \| 0.7297 \| 0.3669 \| 0.7840 \| 0.6923 \| 0.7151 \| \| 0.281 \| 6.97 \| 2580 \| 0.4302 \| 0.6932 \| 0.7926 \| 0.8742 \| 0.9394 \| 0.8120 \| 0.8373 \| 0.4303 \| 0.9009 \| 0.8345 \| 0.7936 \| 0.8502 \| 0.6395 \| 0.7382 \| 0.3661 \| 0.7843 \| 0.7249 \| 0.7493 \| \| 0.2479 \| 7.03 \| 2600 \| 0.4880 \| 0.6690 \| 0.7903 \| 0.8583 \| 0.9341 \| 0.8445 \| 0.8613 \| 0.4185 \| 0.8573 \| 0.9025 \| 0.7141 \| 0.8385 \| 0.6437 \| 0.7232 \| 0.3618 \| 0.7641 \| 0.6613 \| 0.6902 \| \| 0.5613 \| 7.08 \| 2620 \| 0.4679 \| 0.6805 \| 0.7945 \| 0.8668 \| 0.9156 \| 0.8181 \| 0.8696 \| 0.4500 \| 0.9070 \| 0.8617 \| 0.7396 \| 0.8496 \| 0.6466 \| 0.7071 \| 0.3684 \| 0.7831 \| 0.6938 \| 0.7147 \| \| 0.7736 \| 7.14 \| 2640 \| 0.4228 \| 0.6833 \| 0.7983 \| 0.8685 \| 0.9199 \| 0.7993 \| 0.8099 \| 0.5138 \| 0.9004 \| 0.8404 \| 0.8049 \| 0.8504 \| 0.6362 \| 0.7230 \| 0.3469 \| 0.7857 \| 0.7139 \| 0.7272 \| \| 0.0851 \| 7.19 \| 2660 \| 0.4766 \| 0.6783 \| 0.7967 \| 0.8647 \| 0.9122 \| 0.7987 \| 0.8495 \| 0.4564 \| 0.8769 \| 0.8649 \| 0.8185 \| 0.8530 \| 0.6441 \| 0.7108 \| 0.3381 \| 0.7663 \| 0.7113 \| 0.7247 \| \| 0.5649 \| 7.24 \| 2680 \| 0.4509 \| 0.6810 \| 0.7977 \| 0.8678 \| 0.9247 \| 0.8159 \| 0.8682 \| 0.4547 \| 0.8882 \| 0.8743 \| 0.7579 \| 0.8661 \| 0.6408 \| 0.7329 \| 0.3556 \| 0.7685 \| 0.6854 \| 0.7175 \| \| 0.3075 \| 7.3 \| 2700 \| 0.4438 \| 0.6911 \| 0.7998 \| 0.8725 \| 0.9313 \| 0.8182 \| 0.8618 \| 0.4295 \| 0.8813 \| 0.8713 \| 0.8052 \| 0.8499 \| 0.6453 \| 0.7352 \| 0.3646 \| 0.7813 \| 0.7014 \| 0.7604 \| \| 0.3304 \| 7.35 \| 2720 \| 0.4598 \| 0.6808 \| 0.7917 \| 0.8696 \| 0.9377 \| 0.7806 \| 0.8621 \| 0.4611 \| 0.8904 \| 0.8523 \| 0.7575 \| 0.8565 \| 0.6363 \| 0.7407 \| 0.3287 \| 0.7837 \| 0.6943 \| 0.7254 \| \| 0.241 \| 7.41 \| 2740 \| 0.4347 \| 0.6905 \| 0.7984 \| 0.8739 \| 0.9468 \| 0.7781 \| 0.8002 \| 0.5038 \| 0.8861 \| 0.8797 \| 0.7942 \| 0.8581 \| 0.6392 \| 0.7247 \| 0.3519 \| 0.7870 \| 0.7064 \| 0.7664 \| \| 0.1703 \| 7.46 \| 2760 \| 0.4794 \| 0.6758 \| 0.7771 \| 0.8642 \| 0.9268 \| 0.7774 \| 0.8557 \| 0.4678 \| 0.9304 \| 0.7753 \| 0.7060 \| 0.8518 \| 0.6489 \| 0.7386 \| 0.3683 \| 0.7747 \| 0.6715 \| 0.6770 \| \| 0.3845 \| 7.51 \| 2780 \| 0.4629 \| 0.6794 \| 0.7976 \| 0.8652 \| 0.9255 \| 0.8022 \| 0.8686 \| 0.5175 \| 0.8955 \| 0.8518 \| 0.7220 \| 0.8469 \| 0.6500 \| 0.7301 \| 0.3556 \| 0.7855 \| 0.7038 \| 0.6839 \| \| 0.2608 \| 7.57 \| 2800 \| 0.5219 \| 0.6590 \| 0.7761 \| 0.8559 \| 0.9227 \| 0.8042 \| 0.8712 \| 0.4553 \| 0.9165 \| 0.8341 \| 0.6285 \| 0.8471 \| 0.6452 \| 0.7156 \| 0.3683 \| 0.7814 \| 0.6522 \| 0.6034 \| \| 0.3244 \| 7.62 \| 2820 \| 0.4874 \| 0.6701 \| 0.7816 \| 0.8625 \| 0.9304 \| 0.7815 \| 0.8650 \| 0.4707 \| 0.9052 \| 0.8054 \| 0.7131 \| 0.8555 \| 0.6376 \| 0.7147 \| 0.3562 \| 0.7750 \| 0.6747 \| 0.6768 \| \| 0.3759 \| 7.68 \| 2840 \| 0.4971 \| 0.6733 \| 0.7746 \| 0.8647 \| 0.9310 \| 0.7586 \| 0.8776 \| 0.4387 \| 0.9187 \| 0.7782 \| 0.7196 \| 0.8514 \| 0.6371 \| 0.7317 \| 0.3437 \| 0.7766 \| 0.6910 \| 0.6820 \| \| 1.2183 \| 7.73 \| 2860 \| 0.4814 \| 0.6782 \| 0.7883 \| 0.8662 \| 0.9320 \| 0.7991 \| 0.8938 \| 0.4244 \| 0.8880 \| 0.8432 \| 0.7379 \| 0.8474 \| 0.6457 \| 0.7400 \| 0.3459 \| 0.7807 \| 0.6996 \| 0.6878 \| \| 0.2525 \| 7.78 \| 2880 \| 0.4567 \| 0.6857 \| 0.7854 \| 0.8731 \| 0.9437 \| 0.7895 \| 0.8664 \| 0.3804 \| 0.8961 \| 0.8600 \| 0.7620 \| 0.8526 \| 0.6494 \| 0.7496 \| 0.3330 \| 0.7898 \| 0.7001 \| 0.7251 \| \| 0.2572 \| 7.84 \| 2900 \| 0.4365 \| 0.6979 \| 0.8059 \| 0.8764 \| 0.9240 \| 0.7823 \| 0.8686 \| 0.4914 \| 0.8974 \| 0.8600 \| 0.8177 \| 0.8600 \| 0.6553 \| 0.7401 \| 0.3811 \| 0.7909 \| 0.6857 \| 0.7719 \| \| 0.1138 \| 7.89 \| 2920 \| 0.4520 \| 0.6946 \| 0.8063 \| 0.8756 \| 0.9320 \| 0.8212 \| 0.8579 \| 0.4880 \| 0.8947 \| 0.8522 \| 0.7984 \| 0.8601 \| 0.6502 \| 0.7459 \| 0.3613 \| 0.7905 \| 0.6885 \| 0.7658 \| \| 1.2073 \| 7.95 \| 2940 \| 0.4897 \| 0.6783 \| 0.7912 \| 0.8648 \| 0.9196 \| 0.8285 \| 0.8491 \| 0.4894 \| 0.9191 \| 0.8147 \| 0.7180 \| 0.8587 \| 0.6471 \| 0.7458 \| 0.3533 \| 0.7687 \| 0.6920 \| 0.6826 \| \| 0.2141 \| 8.0 \| 2960 \| 0.4727 \| 0.6725 \| 0.7977 \| 0.8620 \| 0.9322 \| 0.8148 \| 0.8715 \| 0.5237 \| 0.8820 \| 0.8679 \| 0.6917 \| 0.8637 \| 0.6486 \| 0.7374 \| 0.3752 \| 0.7744 \| 0.6510 \| 0.6569 \| \| 0.2264 \| 8.05 \| 2980 \| 0.5493 \| 0.6623 \| 0.7733 \| 0.8578 \| 0.9250 \| 0.8064 \| 0.8580 \| 0.4264 \| 0.9187 \| 0.8253 \| 0.6537 \| 0.8523 \| 0.6544 \| 0.7329 \| 0.3478 \| 0.7720 \| 0.6489 \| 0.6276 \| \| 0.5252 \| 8.11 \| 3000 \| 0.4922 \| 0.6673 \| 0.7736 \| 0.8647 \| 0.9338 \| 0.8073 \| 0.8741 \| 0.3456 \| 0.9109 \| 0.8549 \| 0.6888 \| 0.8519 \| 0.6555 \| 0.7223 \| 0.2966 \| 0.7855 \| 0.7029 \| 0.6566 \| \| 0.3972 \| 8.16 \| 3020 \| 0.4666 \| 0.6740 \| 0.7807 \| 0.8687 \| 0.9322 \| 0.8186 \| 0.8690 \| 0.3733 \| 0.9172 \| 0.8369 \| 0.7173 \| 0.8520 \| 0.6540 \| 0.7230 \| 0.3131 \| 0.7983 \| 0.6922 \| 0.6853 \| \| 0.6135 \| 8.22 \| 3040 \| 0.5444 \| 0.6515 \| 0.7571 \| 0.8563 \| 0.9371 \| 0.7752 \| 0.8603 \| 0.3810 \| 0.9291 \| 0.8034 \| 0.6139 \| 0.8491 \| 0.6518 \| 0.7351 \| 0.3087 \| 0.7856 \| 0.6386 \| 0.5913 \| \| 0.2197 \| 8.27 \| 3060 \| 0.4444 \| 0.6925 \| 0.8190 \| 0.8708 \| 0.9306 \| 0.8220 \| 0.8496 \| 0.6393 \| 0.8880 \| 0.8506 \| 0.7533 \| 0.8573 \| 0.6537 \| 0.7524 \| 0.3773 \| 0.7903 \| 0.7018 \| 0.7145 \| \| 0.2837 \| 8.32 \| 3080 \| 0.4681 \| 0.6736 \| 0.7809 \| 0.8659 \| 0.9392 \| 0.7924 \| 0.8652 \| 0.4288 \| 0.9115 \| 0.8561 \| 0.6734 \| 0.8561 \| 0.6549 \| 0.7507 \| 0.3582 \| 0.7951 \| 0.6659 \| 0.6344 \| \| 0.1883 \| 8.38 \| 3100 \| 0.4563 \| 0.6894 \| 0.7968 \| 0.8736 \| 0.9178 \| 0.7861 \| 0.8726 \| 0.4574 \| 0.9145 \| 0.8403 \| 0.7889 \| 0.8578 \| 0.6453 \| 0.7377 \| 0.3610 \| 0.7947 \| 0.7032 \| 0.7258 \| \| 0.2306 \| 8.43 \| 3120 \| 0.4571 \| 0.6884 \| 0.8068 \| 0.8700 \| 0.9261 \| 0.7888 \| 0.8543 \| 0.5486 \| 0.8938 \| 0.8914 \| 0.7444 \| 0.8636 \| 0.6536 \| 0.7387 \| 0.3982 \| 0.7881 \| 0.6830 \| 0.6939 \| \| 0.7617 \| 8.49 \| 3140 \| 0.4918 \| 0.6972 \| 0.8031 \| 0.8760 \| 0.9291 \| 0.7605 \| 0.8770 \| 0.5164 \| 0.9071 \| 0.8617 \| 0.7701 \| 0.8514 \| 0.6396 \| 0.7443 \| 0.3880 \| 0.8031 \| 0.7322 \| 0.7215 \| \| 0.3762 \| 8.54 \| 3160 \| 0.4808 \| 0.6948 \| 0.8155 \| 0.8704 \| 0.9193 \| 0.8223 \| 0.8411 \| 0.5795 \| 0.8833 \| 0.8502 \| 0.8127 \| 0.8415 \| 0.6386 \| 0.7396 \| 0.3906 \| 0.7899 \| 0.7409 \| 0.7224 \| \| 0.7524 \| 8.59 \| 3180 \| 0.5288 \| 0.6697 \| 0.7874 \| 0.8595 \| 0.9179 \| 0.8191 \| 0.8723 \| 0.5046 \| 0.9216 \| 0.8297 \| 0.6467 \| 0.8478 \| 0.6496 \| 0.7398 \| 0.3998 \| 0.7866 \| 0.6546 \| 0.6099 \| \| 0.1941 \| 8.65 \| 3200 \| 0.4878 \| 0.6797 \| 0.7928 \| 0.8650 \| 0.9361 \| 0.7867 \| 0.8689 \| 0.5118 \| 0.8900 \| 0.8379 \| 0.7184 \| 0.8462 \| 0.6335 \| 0.7328 \| 0.3881 \| 0.7845 \| 0.7073 \| 0.6654 \| \| 0.5467 \| 8.7 \| 3220 \| 0.4998 \| 0.6868 \| 0.7960 \| 0.8666 \| 0.9209 \| 0.7695 \| 0.8498 \| 0.5463 \| 0.9089 \| 0.8336 \| 0.7427 \| 0.8498 \| 0.6426 \| 0.7428 \| 0.3918 \| 0.7759 \| 0.7244 \| 0.6803 \| \| 0.1174 \| 8.76 \| 3240 \| 0.4809 \| 0.7011 \| 0.8131 \| 0.8751 \| 0.9080 \| 0.7972 \| 0.8632 \| 0.5318 \| 0.9054 \| 0.8658 \| 0.8206 \| 0.8496 \| 0.6462 \| 0.7379 \| 0.4014 \| 0.7905 \| 0.7267 \| 0.7551 \| \| 0.3448 \| 8.81 \| 3260 \| 0.4753 \| 0.6975 \| 0.8189 \| 0.8739 \| 0.9104 \| 0.8188 \| 0.8426 \| 0.5570 \| 0.8934 \| 0.8893 \| 0.8205 \| 0.8437 \| 0.6392 \| 0.7314 \| 0.4050 \| 0.8035 \| 0.7108 \| 0.7489 \| \| 0.2035 \| 8.86 \| 3280 \| 0.4730 \| 0.6942 \| 0.7992 \| 0.8742 \| 0.9261 \| 0.7940 \| 0.8687 \| 0.4748 \| 0.9087 \| 0.8412 \| 0.7807 \| 0.8442 \| 0.6492 \| 0.7413 \| 0.3772 \| 0.8035 \| 0.7219 \| 0.7220 \| \| 0.1774 \| 8.92 \| 3300 \| 0.4621 \| 0.7026 \| 0.8085 \| 0.8776 \| 0.9222 \| 0.8027 \| 0.8792 \| 0.5030 \| 0.9053 \| 0.8265 \| 0.8209 \| 0.8475 \| 0.6475 \| 0.7458 \| 0.3913 \| 0.8019 \| 0.7337 \| 0.7506 \| \| 0.3062 \| 8.97 \| 3320 \| 0.4722 \| 0.7019 \| 0.8039 \| 0.8785 \| 0.9272 \| 0.7770 \| 0.8734 \| 0.4617 \| 0.8965 \| 0.8572 \| 0.8342 \| 0.8562 \| 0.6504 \| 0.7495 \| 0.3899 \| 0.7957 \| 0.7115 \| 0.7599 \| \| 0.2412 \| 9.03 \| 3340 \| 0.4742 \| 0.6889 \| 0.7948 \| 0.8723 \| 0.9244 \| 0.8224 \| 0.8815 \| 0.4172 \| 0.9115 \| 0.8592 \| 0.7474 \| 0.8579 \| 0.6603 \| 0.7489 \| 0.3637 \| 0.7859 \| 0.6933 \| 0.7125 \| \| 0.1827 \| 9.08 \| 3360 \| 0.5291 \| 0.6701 \| 0.7840 \| 0.8594 \| 0.9210 \| 0.8253 \| 0.8634 \| 0.4969 \| 0.9283 \| 0.8171 \| 0.6363 \| 0.8525 \| 0.6544 \| 0.7495 \| 0.3957 \| 0.7775 \| 0.6551 \| 0.6064 \| \| 0.3194 \| 9.14 \| 3380 \| 0.5329 \| 0.6849 \| 0.7904 \| 0.8665 \| 0.9283 \| 0.7788 \| 0.8722 \| 0.4859 \| 0.8997 \| 0.8248 \| 0.7433 \| 0.8519 \| 0.6510 \| 0.7401 \| 0.3821 \| 0.7749 \| 0.7248 \| 0.6693 \| \| 0.2533 \| 9.19 \| 3400 \| 0.5914 \| 0.6588 \| 0.7746 \| 0.8535 \| 0.9221 \| 0.8110 \| 0.8580 \| 0.4855 \| 0.9258 \| 0.8178 \| 0.6016 \| 0.8484 \| 0.6570 \| 0.7366 \| 0.3848 \| 0.7760 \| 0.6364 \| 0.5723 \| \| 0.5829 \| 9.24 \| 3420 \| 0.5441 \| 0.6672 \| 0.7920 \| 0.8565 \| 0.9270 \| 0.8072 \| 0.8652 \| 0.5399 \| 0.8940 \| 0.8848 \| 0.6258 \| 0.8515 \| 0.6615 \| 0.7413 \| 0.3909 \| 0.7773 \| 0.6571 \| 0.5908 \| \| 0.4454 \| 9.3 \| 3440 \| 0.5467 \| 0.6682 \| 0.7752 \| 0.8605 \| 0.9442 \| 0.7523 \| 0.8672 \| 0.4786 \| 0.9014 \| 0.8228 \| 0.6600 \| 0.8459 \| 0.6451 \| 0.7391 \| 0.3608 \| 0.7820 \| 0.6764 \| 0.6284 \| \| 0.145 \| 9.35 \| 3460 \| 0.5208 \| 0.6827 \| 0.7900 \| 0.8695 \| 0.9355 \| 0.8091 \| 0.8515 \| 0.4412 \| 0.9033 \| 0.8524 \| 0.7369 \| 0.8572 \| 0.6454 \| 0.7387 \| 0.3434 \| 0.7823 \| 0.7233 \| 0.6884 \| \| 0.166 \| 9.41 \| 3480 \| 0.5457 \| 0.6707 \| 0.7834 \| 0.8597 \| 0.9273 \| 0.7720 \| 0.8574 \| 0.4851 \| 0.9007 \| 0.8680 \| 0.6732 \| 0.8509 \| 0.6501 \| 0.7513 \| 0.3670 \| 0.7735 \| 0.6802 \| 0.6218 \| \| 0.2865 \| 9.46 \| 3500 \| 0.5302 \| 0.6842 \| 0.7960 \| 0.8665 \| 0.9234 \| 0.8352 \| 0.8504 \| 0.4649 \| 0.9050 \| 0.8782 \| 0.7148 \| 0.8512 \| 0.6543 \| 0.7502 \| 0.3626 \| 0.7742 \| 0.7276 \| 0.6691 \| \| 0.1666 \| 9.51 \| 3520 \| 0.5466 \| 0.6816 \| 0.7797 \| 0.8677 \| 0.9294 \| 0.8165 \| 0.8327 \| 0.3903 \| 0.9240 \| 0.8489 \| 0.7162 \| 0.8492 \| 0.6615 \| 0.7429 \| 0.3312 \| 0.7763 \| 0.7302 \| 0.6797 \| \| 0.7624 \| 9.57 \| 3540 \| 0.5150 \| 0.6768 \| 0.7759 \| 0.8686 \| 0.9345 \| 0.8003 \| 0.8618 \| 0.3358 \| 0.9089 \| 0.8553 \| 0.7351 \| 0.8522 \| 0.6600 \| 0.7316 \| 0.2832 \| 0.7792 \| 0.7437 \| 0.6878 \| \| 0.2641 \| 9.62 \| 3560 \| 0.4760 \| 0.6880 \| 0.7916 \| 0.8720 \| 0.9310 \| 0.8193 \| 0.8631 \| 0.4240 \| 0.9114 \| 0.8422 \| 0.7499 \| 0.8555 \| 0.6542 \| 0.7482 \| 0.3350 \| 0.7842 \| 0.7394 \| 0.6996 \| \| 0.704 \| 9.68 \| 3580 \| 0.5233 \| 0.6847 \| 0.7906 \| 0.8681 \| 0.9260 \| 0.8119 \| 0.8458 \| 0.4714 \| 0.9174 \| 0.8322 \| 0.7296 \| 0.8554 \| 0.6539 \| 0.7369 \| 0.3611 \| 0.7768 \| 0.7245 \| 0.6840 \| \| 0.2931 \| 9.73 \| 3600 \| 0.5526 \| 0.6732 \| 0.7856 \| 0.8636 \| 0.9336 \| 0.8153 \| 0.8609 \| 0.4812 \| 0.9142 \| 0.8210 \| 0.6728 \| 0.8560 \| 0.6539 \| 0.7422 \| 0.3552 \| 0.7818 \| 0.6832 \| 0.6400 \| \| 0.1888 \| 9.78 \| 3620 \| 0.5309 \| 0.6797 \| 0.7945 \| 0.8653 \| 0.9254 \| 0.7964 \| 0.8805 \| 0.4959 \| 0.9049 \| 0.8755 \| 0.6829 \| 0.8668 \| 0.6667 \| 0.7380 \| 0.3887 \| 0.7778 \| 0.6766 \| 0.6431 \| \| 0.2039 \| 9.84 \| 3640 \| 0.5696 \| 0.6680 \| 0.7818 \| 0.8581 \| 0.9161 \| 0.7987 \| 0.8822 \| 0.4624 \| 0.9154 \| 0.8452 \| 0.6523 \| 0.8571 \| 0.6648 \| 0.7368 \| 0.3827 \| 0.7695 \| 0.6507 \| 0.6145 \| \| 0.2777 \| 9.89 \| 3660 \| 0.4751 \| 0.6930 \| 0.8063 \| 0.8699 \| 0.9203 \| 0.7984 \| 0.8695 \| 0.5070 \| 0.8808 \| 0.8633 \| 0.8045 \| 0.8535 \| 0.6573 \| 0.7450 \| 0.3942 \| 0.7822 \| 0.7286 \| 0.6899 \| \| 0.2778 \| 9.95 \| 3680 \| 0.5170 \| 0.6866 \| 0.7890 \| 0.8684 \| 0.9227 \| 0.7864 \| 0.8418 \| 0.4879 \| 0.9209 \| 0.8084 \| 0.7546 \| 0.8520 \| 0.6560 \| 0.7442 \| 0.3637 \| 0.7786 \| 0.7221 \| 0.6898 \| \| 0.2439 \| 10.0 \| 3700 \| 0.5296 \| 0.6750 \| 0.7998 \| 0.8609 \| 0.9208 \| 0.8120 \| 0.8492 \| 0.5029 \| 0.8646 \| 0.8799 \| 0.7694 \| 0.8441 \| 0.6506 \| 0.7239 \| 0.3536 \| 0.7687 \| 0.6754 \| 0.7086 \| \| 0.1658 \| 10.05 \| 3720 \| 0.5699 \| 0.6686 \| 0.7731 \| 0.8613 \| 0.9306 \| 0.7589 \| 0.8728 \| 0.3931 \| 0.8995 \| 0.8586 \| 0.6984 \| 0.8536 \| 0.6482 \| 0.7483 \| 0.3271 \| 0.7648 \| 0.6846 \| 0.6538 \| \| 0.1811 \| 10.11 \| 3740 \| 0.5628 \| 0.6817 \| 0.7837 \| 0.8668 \| 0.9314 \| 0.7683 \| 0.8860 \| 0.4384 \| 0.9081 \| 0.8500 \| 0.7036 \| 0.8537 \| 0.6495 \| 0.7507 \| 0.3598 \| 0.7747 \| 0.7260 \| 0.6577 \| \| 0.2038 \| 10.16 \| 3760 \| 0.5086 \| 0.6840 \| 0.8018 \| 0.8659 \| 0.9255 \| 0.8211 \| 0.8322 \| 0.5469 \| 0.9028 \| 0.8717 \| 0.7125 \| 0.8524 \| 0.6376 \| 0.7375 \| 0.4012 \| 0.7805 \| 0.7182 \| 0.6605 \| \| 0.6117 \| 10.22 \| 3780 \| 0.5682 \| 0.6626 \| 0.7810 \| 0.8555 \| 0.9154 \| 0.8133 \| 0.8719 \| 0.4837 \| 0.9217 \| 0.8402 \| 0.6208 \| 0.8511 \| 0.6578 \| 0.7227 \| 0.3959 \| 0.7784 \| 0.6409 \| 0.5916 \| \| 0.2206 \| 10.27 \| 3800 \| 0.5567 \| 0.6671 \| 0.7848 \| 0.8597 \| 0.9315 \| 0.8160 \| 0.8802 \| 0.4840 \| 0.9108 \| 0.8483 \| 0.6230 \| 0.8562 \| 0.6599 \| 0.7361 \| 0.3994 \| 0.7914 \| 0.6306 \| 0.5959 \| \| 0.196 \| 10.32 \| 3820 \| 0.5174 \| 0.6802 \| 0.7994 \| 0.8652 \| 0.9180 \| 0.7997 \| 0.8637 \| 0.5452 \| 0.9031 \| 0.8244 \| 0.7417 \| 0.8542 \| 0.6470 \| 0.7484 \| 0.3917 \| 0.7870 \| 0.6601 \| 0.6727 \| \| 0.1865 \| 10.38 \| 3840 \| 0.4939 \| 0.6893 \| 0.8037 \| 0.8701 \| 0.9274 \| 0.7942 \| 0.8484 \| 0.5675 \| 0.9035 \| 0.8217 \| 0.7633 \| 0.8570 \| 0.6440 \| 0.7558 \| 0.3970 \| 0.7884 \| 0.6841 \| 0.6986 \| \| 0.2215 \| 10.43 \| 3860 \| 0.5275 \| 0.6823 \| 0.7952 \| 0.8667 \| 0.9203 \| 0.8053 \| 0.8925 \| 0.4859 \| 0.9076 \| 0.8310 \| 0.7237 \| 0.8486 \| 0.6562 \| 0.7490 \| 0.3677 \| 0.7878 \| 0.6971 \| 0.6700 \| \| 0.9247 \| 10.49 \| 3880 \| 0.4896 \| 0.6904 \| 0.8043 \| 0.8713 \| 0.9167 \| 0.8291 \| 0.8718 \| 0.4865 \| 0.9099 \| 0.8655 \| 0.7509 \| 0.8527 \| 0.6558 \| 0.7533 \| 0.3706 \| 0.7923 \| 0.7137 \| 0.6946 \| \| 0.1489 \| 10.54 \| 3900 \| 0.4511 \| 0.6986 \| 0.8089 \| 0.8759 \| 0.9259 \| 0.7825 \| 0.8582 \| 0.5263 \| 0.8987 \| 0.8765 \| 0.7945 \| 0.8579 \| 0.6651 \| 0.7513 \| 0.3786 \| 0.7996 \| 0.7119 \| 0.7260 \| \| 0.1985 \| 10.59 \| 3920 \| 0.5316 \| 0.6826 \| 0.7964 \| 0.8637 \| 0.9157 \| 0.7759 \| 0.8527 \| 0.5418 \| 0.9031 \| 0.8542 \| 0.7314 \| 0.8533 \| 0.6653 \| 0.7528 \| 0.3926 \| 0.7755 \| 0.6795 \| 0.6594 \| \| 0.1912 \| 10.65 \| 3940 \| 0.5374 \| 0.6811 \| 0.7984 \| 0.8653 \| 0.9215 \| 0.8043 \| 0.8467 \| 0.5090 \| 0.8954 \| 0.8783 \| 0.7336 \| 0.8559 \| 0.6660 \| 0.7448 \| 0.3772 \| 0.7846 \| 0.6762 \| 0.6629 \| \| 0.1019 \| 10.7 \| 3960 \| 0.5409 \| 0.6776 \| 0.8001 \| 0.8624 \| 0.9120 \| 0.8219 \| 0.8531 \| 0.5324 \| 0.9039 \| 0.8663 \| 0.7110 \| 0.8523 \| 0.6662 \| 0.7405 \| 0.3770 \| 0.7832 \| 0.6788 \| 0.6453 \| \| 0.1857 \| 10.76 \| 3980 \| 0.6072 \| 0.6578 \| 0.7763 \| 0.8524 \| 0.9205 \| 0.8351 \| 0.8632 \| 0.4978 \| 0.9298 \| 0.8027 \| 0.5852 \| 0.8505 \| 0.6613 \| 0.7432 \| 0.3849 \| 0.7723 \| 0.6335 \| 0.5587 \| \| 0.1747 \| 10.81 \| 4000 \| 0.5322 \| 0.6706 \| 0.7980 \| 0.8598 \| 0.9258 \| 0.8280 \| 0.8674 \| 0.5392 \| 0.8966 \| 0.8887 \| 0.6402 \| 0.8518 \| 0.6578 \| 0.7480 \| 0.3826 \| 0.7898 \| 0.6634 \| 0.6005 \| \| 0.1938 \| 10.86 \| 4020 \| 0.5380 \| 0.6790 \| 0.7929 \| 0.8650 \| 0.9270 \| 0.8129 \| 0.8535 \| 0.4800 \| 0.9032 \| 0.8731 \| 0.7007 \| 0.8463 \| 0.6527 \| 0.7490 \| 0.3648 \| 0.7891 \| 0.7027 \| 0.6482 \| \| 0.3997 \| 10.92 \| 4040 \| 0.5126 \| 0.6845 \| 0.8018 \| 0.8667 \| 0.9277 \| 0.8004 \| 0.8539 \| 0.5350 \| 0.8896 \| 0.8663 \| 0.7398 \| 0.8515 \| 0.6617 \| 0.7534 \| 0.3482 \| 0.7825 \| 0.7112 \| 0.6827 \| \| 1.0027 \| 10.97 \| 4060 \| 0.4895 \| 0.6937 \| 0.8147 \| 0.8721 \| 0.9142 \| 0.8167 \| 0.8624 \| 0.5651 \| 0.8946 \| 0.8386 \| 0.8113 \| 0.8486 \| 0.6610 \| 0.7552 \| 0.3230 \| 0.7951 \| 0.7229 \| 0.7500 \| \| 0.4136 \| 11.03 \| 4080 \| 0.5025 \| 0.6837 \| 0.7995 \| 0.8687 \| 0.9294 \| 0.8177 \| 0.8577 \| 0.5166 \| 0.9039 \| 0.8385 \| 0.7327 \| 0.8542 \| 0.6585 \| 0.7556 \| 0.3459 \| 0.7929 \| 0.6969 \| 0.6817 \| \| 0.1904 \| 11.08 \| 4100 \| 0.5304 \| 0.6776 \| 0.7907 \| 0.8662 \| 0.9360 \| 0.8269 \| 0.8528 \| 0.4919 \| 0.9105 \| 0.8200 \| 0.6968 \| 0.8521 \| 0.6461 \| 0.7453 \| 0.3613 \| 0.7903 \| 0.6912 \| 0.6571 \| \| 0.1601 \| 11.14 \| 4120 \| 0.4828 \| 0.6872 \| 0.7956 \| 0.8702 \| 0.9305 \| 0.8130 \| 0.8700 \| 0.4847 \| 0.9139 \| 0.8415 \| 0.7153 \| 0.8557 \| 0.6647 \| 0.7511 \| 0.3705 \| 0.7915 \| 0.7065 \| 0.6706 \| \| 0.2477 \| 11.19 \| 4140 \| 0.4944 \| 0.6830 \| 0.7858 \| 0.8690 \| 0.9342 \| 0.7799 \| 0.8530 \| 0.4727 \| 0.9223 \| 0.8362 \| 0.7022 \| 0.8624 \| 0.6571 \| 0.7505 \| 0.3839 \| 0.7876 \| 0.6824 \| 0.6572 \| \| 0.1454 \| 11.24 \| 4160 \| 0.5351 \| 0.6745 \| 0.7873 \| 0.8616 \| 0.9337 \| 0.7771 \| 0.8441 \| 0.5455 \| 0.9063 \| 0.8197 \| 0.6845 \| 0.8540 \| 0.6526 \| 0.7400 \| 0.3832 \| 0.7772 \| 0.6799 \| 0.6346 \| \| 0.2328 \| 11.3 \| 4180 \| 0.5091 \| 0.6818 \| 0.7917 \| 0.8659 \| 0.9208 \| 0.8010 \| 0.8275 \| 0.5071 \| 0.9177 \| 0.8355 \| 0.7322 \| 0.8532 \| 0.6533 \| 0.7334 \| 0.3871 \| 0.7831 \| 0.6941 \| 0.6688 \| \| 0.342 \| 11.35 \| 4200 \| 0.4972 \| 0.6878 \| 0.7970 \| 0.8712 \| 0.9371 \| 0.7842 \| 0.8495 \| 0.5107 \| 0.9001 \| 0.8480 \| 0.7496 \| 0.8588 \| 0.6556 \| 0.7432 \| 0.3728 \| 0.7916 \| 0.6946 \| 0.6981 \| \| 0.2676 \| 11.41 \| 4220 \| 0.4992 \| 0.6973 \| 0.8084 \| 0.8760 \| 0.9287 \| 0.8091 \| 0.8790 \| 0.4957 \| 0.8936 \| 0.8546 \| 0.7979 \| 0.8538 \| 0.6593 \| 0.7419 \| 0.3921 \| 0.8054 \| 0.6968 \| 0.7315 \| \| 0.2367 \| 11.46 \| 4240 \| 0.5191 \| 0.6791 \| 0.7833 \| 0.8689 \| 0.9381 \| 0.8053 \| 0.8688 \| 0.4289 \| 0.9165 \| 0.8168 \| 0.7091 \| 0.8602 \| 0.6621 \| 0.7497 \| 0.3606 \| 0.7933 \| 0.6608 \| 0.6669 \| \| 0.3759 \| 11.51 \| 4260 \| 0.5092 \| 0.6748 \| 0.7888 \| 0.8646 \| 0.9327 \| 0.8151 \| 0.8505 \| 0.4670 \| 0.8979 \| 0.8346 \| 0.7238 \| 0.8492 \| 0.6489 \| 0.7405 \| 0.3655 \| 0.7921 \| 0.6643 \| 0.6633 \| \| 0.172 \| 11.57 \| 4280 \| 0.5072 \| 0.6788 \| 0.7927 \| 0.8662 \| 0.9298 \| 0.7742 \| 0.8803 \| 0.5100 \| 0.9044 \| 0.8541 \| 0.6963 \| 0.8592 \| 0.6586 \| 0.7494 \| 0.3887 \| 0.7943 \| 0.6473 \| 0.6538 \| \| 0.3653 \| 11.62 \| 4300 \| 0.4965 \| 0.6915 \| 0.8020 \| 0.8730 \| 0.9372 \| 0.7864 \| 0.8873 \| 0.4942 \| 0.8885 \| 0.8662 \| 0.7541 \| 0.8626 \| 0.6625 \| 0.7521 \| 0.3725 \| 0.7896 \| 0.6966 \| 0.7045 \| \| 0.1349 \| 11.68 \| 4320 \| 0.5446 \| 0.6825 \| 0.7868 \| 0.8684 \| 0.9382 \| 0.7937 \| 0.8759 \| 0.4717 \| 0.9103 \| 0.7957 \| 0.7223 \| 0.8614 \| 0.6596 \| 0.7546 \| 0.3639 \| 0.7799 \| 0.6824 \| 0.6760 \| \| 0.2414 \| 11.73 \| 4340 \| 0.5153 \| 0.6886 \| 0.8048 \| 0.8701 \| 0.9282 \| 0.8150 \| 0.8946 \| 0.4946 \| 0.8880 \| 0.8740 \| 0.7396 \| 0.8606 \| 0.6663 \| 0.7483 \| 0.3761 \| 0.7837 \| 0.6938 \| 0.6917 \| \| 0.2425 \| 11.78 \| 4360 \| 0.5040 \| 0.6923 \| 0.8035 \| 0.8716 \| 0.9186 \| 0.8030 \| 0.8782 \| 0.5159 \| 0.9085 \| 0.8291 \| 0.7710 \| 0.8551 \| 0.6584 \| 0.7507 \| 0.3886 \| 0.7894 \| 0.6971 \| 0.7071 \| \| 0.1244 \| 11.84 \| 4380 \| 0.5020 \| 0.6943 \| 0.8066 \| 0.8734 \| 0.9111 \| 0.8042 \| 0.8746 \| 0.5064 \| 0.9087 \| 0.8321 \| 0.8089 \| 0.8505 \| 0.6602 \| 0.7342 \| 0.3848 \| 0.7987 \| 0.6940 \| 0.7379 \| \| 0.3516 \| 11.89 \| 4400 \| 0.5026 \| 0.6877 \| 0.7924 \| 0.8720 \| 0.9238 \| 0.8047 \| 0.8747 \| 0.4202 \| 0.9077 \| 0.8368 \| 0.7792 \| 0.8439 \| 0.6580 \| 0.7427 \| 0.3568 \| 0.8010 \| 0.6962 \| 0.7157 \| \| 0.1885 \| 11.95 \| 4420 \| 0.4960 \| 0.6923 \| 0.8019 \| 0.8747 \| 0.9283 \| 0.8192 \| 0.8720 \| 0.4571 \| 0.8982 \| 0.8402 \| 0.7982 \| 0.8503 \| 0.6555 \| 0.7481 \| 0.3682 \| 0.8049 \| 0.6887 \| 0.7306 \| \| 0.14 \| 12.0 \| 4440 \| 0.5026 \| 0.6895 \| 0.8071 \| 0.8715 \| 0.9302 \| 0.8193 \| 0.8597 \| 0.5136 \| 0.8902 \| 0.8805 \| 0.7561 \| 0.8530 \| 0.6546 \| 0.7486 \| 0.3783 \| 0.8008 \| 0.6947 \| 0.6964 \| \| 0.2661 \| 12.05 \| 4460 \| 0.5156 \| 0.6826 \| 0.7937 \| 0.8676 \| 0.9233 \| 0.7928 \| 0.8732 \| 0.4915 \| 0.9091 \| 0.8324 \| 0.7333 \| 0.8507 \| 0.6601 \| 0.7451 \| 0.3690 \| 0.7925 \| 0.6846 \| 0.6759 \| \| 0.2931 \| 12.11 \| 4480 \| 0.5357 \| 0.6862 \| 0.7979 \| 0.8687 \| 0.9242 \| 0.8060 \| 0.8641 \| 0.5176 \| 0.9127 \| 0.8305 \| 0.7299 \| 0.8486 \| 0.6612 \| 0.7523 \| 0.3805 \| 0.7969 \| 0.6923 \| 0.6718 \| \| 0.3023 \| 12.16 \| 4500 \| 0.5451 \| 0.6885 \| 0.8004 \| 0.8700 \| 0.9310 \| 0.8063 \| 0.8511 \| 0.5211 \| 0.9001 \| 0.8382 \| 0.7548 \| 0.8532 \| 0.6552 \| 0.7522 \| 0.3811 \| 0.7912 \| 0.6956 \| 0.6913 \| \| 0.2183 \| 12.22 \| 4520 \| 0.5129 \| 0.6888 \| 0.8049 \| 0.8715 \| 0.9148 \| 0.8170 \| 0.8762 \| 0.5033 \| 0.9094 \| 0.8451 \| 0.7686 \| 0.8550 \| 0.6284 \| 0.7546 \| 0.3853 \| 0.7938 \| 0.7054 \| 0.6987 \| \| 0.5137 \| 12.27 \| 4540 \| 0.5107 \| 0.6949 \| 0.8055 \| 0.8757 \| 0.9202 \| 0.8138 \| 0.8700 \| 0.4959 \| 0.9141 \| 0.8352 \| 0.7894 \| 0.8553 \| 0.6308 \| 0.7596 \| 0.3871 \| 0.8025 \| 0.7129 \| 0.7160 \| \| 0.2153 \| 12.32 \| 4560 \| 0.5076 \| 0.6928 \| 0.8068 \| 0.8725 \| 0.9159 \| 0.8047 \| 0.8574 \| 0.5361 \| 0.9123 \| 0.8441 \| 0.7769 \| 0.8536 \| 0.6475 \| 0.7491 \| 0.3942 \| 0.7979 \| 0.7012 \| 0.7062 \| \| 0.0853 \| 12.38 \| 4580 \| 0.5059 \| 0.6908 \| 0.8094 \| 0.8707 \| 0.9182 \| 0.7912 \| 0.8583 \| 0.5998 \| 0.9098 \| 0.8234 \| 0.7651 \| 0.8547 \| 0.6495 \| 0.7579 \| 0.3900 \| 0.7965 \| 0.6882 \| 0.6987 \| \| 0.1465 \| 12.43 \| 4600 \| 0.5344 \| 0.6890 \| 0.8024 \| 0.8691 \| 0.9081 \| 0.8049 \| 0.8652 \| 0.5293 \| 0.9188 \| 0.8277 \| 0.7631 \| 0.8520 \| 0.6573 \| 0.7494 \| 0.3949 \| 0.7894 \| 0.6854 \| 0.6943 \| \| 0.169 \| 12.49 \| 4620 \| 0.5263 \| 0.6878 \| 0.8028 \| 0.8696 \| 0.9257 \| 0.7980 \| 0.8865 \| 0.5164 \| 0.8912 \| 0.8346 \| 0.7670 \| 0.8545 \| 0.6635 \| 0.7581 \| 0.3783 \| 0.7915 \| 0.6723 \| 0.6964 \| \| 0.3397 \| 12.54 \| 4640 \| 0.5667 \| 0.6823 \| 0.7947 \| 0.8660 \| 0.9248 \| 0.7848 \| 0.8690 \| 0.5254 \| 0.9041 \| 0.8223 \| 0.7325 \| 0.8538 \| 0.6604 \| 0.7573 \| 0.3810 \| 0.7836 \| 0.6653 \| 0.6745 \| \| 0.1958 \| 12.59 \| 4660 \| 0.5221 \| 0.6854 \| 0.8015 \| 0.8688 \| 0.9312 \| 0.8009 \| 0.8619 \| 0.5358 \| 0.8926 \| 0.8311 \| 0.7570 \| 0.8578 \| 0.6527 \| 0.7588 \| 0.3609 \| 0.7839 \| 0.6831 \| 0.7007 \| \| 0.4462 \| 12.65 \| 4680 \| 0.5016 \| 0.6941 \| 0.8091 \| 0.8740 \| 0.9266 \| 0.8020 \| 0.8658 \| 0.5406 \| 0.8950 \| 0.8348 \| 0.7990 \| 0.8576 \| 0.6610 \| 0.7551 \| 0.3687 \| 0.7970 \| 0.6855 \| 0.7338 \| \| 0.2967 \| 12.7 \| 4700 \| 0.4931 \| 0.6970 \| 0.8020 \| 0.8767 \| 0.9356 \| 0.7838 \| 0.8570 \| 0.5166 \| 0.9087 \| 0.8257 \| 0.7865 \| 0.8618 \| 0.6629 \| 0.7595 \| 0.3789 \| 0.8009 \| 0.6826 \| 0.7323 \| \| 0.2801 \| 12.76 \| 4720 \| 0.5089 \| 0.6935 \| 0.7987 \| 0.8730 \| 0.9339 \| 0.8059 \| 0.8541 \| 0.5185 \| 0.9193 \| 0.8295 \| 0.7294 \| 0.8589 \| 0.6724 \| 0.7536 \| 0.3937 \| 0.7944 \| 0.6860 \| 0.6958 \| \| 0.1332 \| 12.81 \| 4740 \| 0.5081 \| 0.6898 \| 0.7998 \| 0.8715 \| 0.9292 \| 0.8246 \| 0.8622 \| 0.5093 \| 0.9153 \| 0.8212 \| 0.7366 \| 0.8582 \| 0.6706 \| 0.7418 \| 0.3746 \| 0.7918 \| 0.6925 \| 0.6987 \| \| 0.1634 \| 12.86 \| 4760 \| 0.5387 \| 0.6788 \| 0.7935 \| 0.8658 \| 0.9296 \| 0.8248 \| 0.8747 \| 0.4668 \| 0.9014 \| 0.8606 \| 0.6967 \| 0.8537 \| 0.6744 \| 0.7323 \| 0.3545 \| 0.7869 \| 0.6832 \| 0.6663 \| \| 0.2159 \| 12.92 \| 4780 \| 0.6205 \| 0.6671 \| 0.7848 \| 0.8572 \| 0.9298 \| 0.8333 \| 0.8546 \| 0.5032 \| 0.9148 \| 0.8525 \| 0.6052 \| 0.8473 \| 0.6625 \| 0.7465 \| 0.3912 \| 0.7809 \| 0.6603 \| 0.5811 \| \| 0.1809 \| 12.97 \| 4800 \| 0.5288 \| 0.6884 \| 0.7988 \| 0.8699 \| 0.9310 \| 0.8114 \| 0.8575 \| 0.5225 \| 0.9179 \| 0.8620 \| 0.6895 \| 0.8533 \| 0.6736 \| 0.7550 \| 0.3891 \| 0.7989 \| 0.6913 \| 0.6578 \| \| 0.1931 \| 13.03 \| 4820 \| 0.5367 \| 0.6787 \| 0.8021 \| 0.8656 \| 0.9332 \| 0.8327 \| 0.8888 \| 0.5054 \| 0.8853 \| 0.8820 \| 0.6874 \| 0.8506 \| 0.6640 \| 0.7470 \| 0.3485 \| 0.7926 \| 0.6925 \| 0.6558 \| \| 0.2235 \| 13.08 \| 4840 \| 0.5547 \| 0.6808 \| 0.7895 \| 0.8679 \| 0.9249 \| 0.8305 \| 0.8623 \| 0.4529 \| 0.9288 \| 0.8426 \| 0.6845 \| 0.8590 \| 0.6611 \| 0.7426 \| 0.3739 \| 0.7890 \| 0.6863 \| 0.6534 \| \| 0.2243 \| 13.14 \| 4860 \| 0.5082 \| 0.6830 \| 0.7896 \| 0.8710 \| 0.9357 \| 0.8199 \| 0.8845 \| 0.4368 \| 0.9175 \| 0.8235 \| 0.7090 \| 0.8567 \| 0.6544 \| 0.7453 \| 0.3670 \| 0.7993 \| 0.6835 \| 0.6751 \| \| 0.1534 \| 13.19 \| 4880 \| 0.5395 \| 0.6723 \| 0.7884 \| 0.8628 \| 0.9344 \| 0.8200 \| 0.8723 \| 0.4973 \| 0.9114 \| 0.8330 \| 0.6503 \| 0.8507 \| 0.6536 \| 0.7503 \| 0.3755 \| 0.7924 \| 0.6612 \| 0.6227 \| \| 0.3718 \| 13.24 \| 4900 \| 0.5050 \| 0.6824 \| 0.7972 \| 0.8688 \| 0.9248 \| 0.8128 \| 0.8684 \| 0.4836 \| 0.9059 \| 0.8507 \| 0.7345 \| 0.8632 \| 0.6575 \| 0.7413 \| 0.3667 \| 0.7879 \| 0.6782 \| 0.6822 \| \| 0.1272 \| 13.3 \| 4920 \| 0.4824 \| 0.6941 \| 0.8127 \| 0.8733 \| 0.9262 \| 0.8137 \| 0.8806 \| 0.5235 \| 0.8832 \| 0.8761 \| 0.7857 \| 0.8523 \| 0.6581 \| 0.7454 \| 0.3822 \| 0.8005 \| 0.6971 \| 0.7229 \| \| 0.2795 \| 13.35 \| 4940 \| 0.5172 \| 0.6875 \| 0.8059 \| 0.8695 \| 0.9156 \| 0.8334 \| 0.8754 \| 0.5111 \| 0.9114 \| 0.8730 \| 0.7216 \| 0.8540 \| 0.6502 \| 0.7598 \| 0.4013 \| 0.7986 \| 0.6866 \| 0.6624 \| \| 0.4308 \| 13.41 \| 4960 \| 0.5224 \| 0.6796 \| 0.7932 \| 0.8649 \| 0.9238 \| 0.7825 \| 0.8902 \| 0.5224 \| 0.9153 \| 0.8502 \| 0.6679 \| 0.8542 \| 0.6625 \| 0.7594 \| 0.4017 \| 0.7963 \| 0.6662 \| 0.6166 \| \| 0.2036 \| 13.46 \| 4980 \| 0.5175 \| 0.6813 \| 0.7985 \| 0.8662 \| 0.9300 \| 0.7864 \| 0.8910 \| 0.5294 \| 0.8989 \| 0.8740 \| 0.6801 \| 0.8524 \| 0.6600 \| 0.7579 \| 0.3909 \| 0.7978 \| 0.6752 \| 0.6349 \| \| 0.6682 \| 13.51 \| 5000 \| 0.5002 \| 0.6836 \| 0.8075 \| 0.8666 \| 0.9349 \| 0.8098 \| 0.8853 \| 0.5749 \| 0.8749 \| 0.8288 \| 0.7441 \| 0.8541 \| 0.6565 \| 0.7508 \| 0.3574 \| 0.7833 \| 0.6926 \| 0.6907 \| \| 0.1085 \| 13.57 \| 5020 \| 0.5330 \| 0.6794 \| 0.7968 \| 0.8653 \| 0.9210 \| 0.8012 \| 0.8693 \| 0.5375 \| 0.9101 \| 0.8213 \| 0.7171 \| 0.8558 \| 0.6625 \| 0.7487 \| 0.3771 \| 0.7898 \| 0.6594 \| 0.6623 \| \| 0.1707 \| 13.62 \| 5040 \| 0.5550 \| 0.6872 \| 0.8006 \| 0.8700 \| 0.9184 \| 0.7957 \| 0.8679 \| 0.5233 \| 0.9161 \| 0.8451 \| 0.7375 \| 0.8591 \| 0.6624 \| 0.7497 \| 0.3902 \| 0.7966 \| 0.6774 \| 0.6752 \| \| 0.413 \| 13.68 \| 5060 \| 0.5318 \| 0.6895 \| 0.7975 \| 0.8717 \| 0.9342 \| 0.7876 \| 0.8562 \| 0.5322 \| 0.9161 \| 0.8321 \| 0.7244 \| 0.8613 \| 0.6597 \| 0.7645 \| 0.3906 \| 0.7975 \| 0.6835 \| 0.6696 \| \| 0.2851 \| 13.73 \| 5080 \| 0.5280 \| 0.6906 \| 0.8046 \| 0.8710 \| 0.9320 \| 0.7868 \| 0.8626 \| 0.5372 \| 0.8953 \| 0.8865 \| 0.7316 \| 0.8647 \| 0.6589 \| 0.7666 \| 0.4026 \| 0.7899 \| 0.6734 \| 0.6780 \| \| 0.8236 \| 13.78 \| 5100 \| 0.5129 \| 0.7016 \| 0.8130 \| 0.8786 \| 0.9341 \| 0.7950 \| 0.8718 \| 0.5172 \| 0.8873 \| 0.8783 \| 0.8072 \| 0.8647 \| 0.6486 \| 0.7655 \| 0.3890 \| 0.7974 \| 0.7065 \| 0.7394 \| \| 0.8271 \| 13.84 \| 5120 \| 0.4828 \| 0.7077 \| 0.8128 \| 0.8832 \| 0.9333 \| 0.8033 \| 0.8588 \| 0.4997 \| 0.9059 \| 0.8691 \| 0.8199 \| 0.8663 \| 0.6498 \| 0.7668 \| 0.3981 \| 0.8102 \| 0.7132 \| 0.7498 \| \| 0.2352 \| 13.89 \| 5140 \| 0.4741 \| 0.6981 \| 0.7985 \| 0.8782 \| 0.9373 \| 0.7883 \| 0.8616 \| 0.5012 \| 0.9222 \| 0.8020 \| 0.7767 \| 0.8693 \| 0.6472 \| 0.7665 \| 0.3868 \| 0.7956 \| 0.6985 \| 0.7227 \| \| 0.1344 \| 13.95 \| 5160 \| 0.4777 \| 0.6964 \| 0.8028 \| 0.8771 \| 0.9342 \| 0.8004 \| 0.8661 \| 0.5116 \| 0.9149 \| 0.8202 \| 0.7723 \| 0.8717 \| 0.6391 \| 0.7664 \| 0.3792 \| 0.7894 \| 0.7069 \| 0.7220 \| \| 0.2262 \| 14.0 \| 5180 \| 0.4922 \| 0.6996 \| 0.8037 \| 0.8782 \| 0.9397 \| 0.7875 \| 0.8749 \| 0.5198 \| 0.9087 \| 0.8168 \| 0.7782 \| 0.8716 \| 0.6518 \| 0.7663 \| 0.3931 \| 0.7932 \| 0.6970 \| 0.7240 \| \| 0.0901 \| 14.05 \| 5200 \| 0.5406 \| 0.6929 \| 0.8066 \| 0.8734 \| 0.9321 \| 0.8194 \| 0.8655 \| 0.5247 \| 0.9085 \| 0.8789 \| 0.7169 \| 0.8693 \| 0.6569 \| 0.7649 \| 0.4010 \| 0.7926 \| 0.6921 \| 0.6738 \| \| 1.8701 \| 14.11 \| 5220 \| 0.5130 \| 0.6991 \| 0.8114 \| 0.8770 \| 0.9285 \| 0.8120 \| 0.8869 \| 0.5197 \| 0.9050 \| 0.8687 \| 0.7593 \| 0.8684 \| 0.6531 \| 0.7612 \| 0.3941 \| 0.7957 \| 0.7144 \| 0.7065 \| \| 0.2136 \| 14.16 \| 5240 \| 0.5844 \| 0.6828 \| 0.8027 \| 0.8660 \| 0.9298 \| 0.8158 \| 0.8984 \| 0.5431 \| 0.9009 \| 0.8703 \| 0.6607 \| 0.8541 \| 0.6620 \| 0.7606 \| 0.3995 \| 0.7922 \| 0.6840 \| 0.6273 \| \| 0.2597 \| 14.22 \| 5260 \| 0.5125 \| 0.6975 \| 0.8083 \| 0.8740 \| 0.9351 \| 0.8009 \| 0.8806 \| 0.5521 \| 0.9031 \| 0.8584 \| 0.7278 \| 0.8578 \| 0.6619 \| 0.7662 \| 0.4046 \| 0.7968 \| 0.7154 \| 0.6800 \| \| 0.0777 \| 14.27 \| 5280 \| 0.5858 \| 0.6814 \| 0.7982 \| 0.8661 \| 0.9345 \| 0.8243 \| 0.8624 \| 0.5265 \| 0.9060 \| 0.8683 \| 0.6654 \| 0.8552 \| 0.6540 \| 0.7631 \| 0.3864 \| 0.7884 \| 0.6890 \| 0.6338 \| \| 0.1845 \| 14.32 \| 5300 \| 0.5108 \| 0.6998 \| 0.8142 \| 0.8774 \| 0.9269 \| 0.8127 \| 0.8770 \| 0.5239 \| 0.8997 \| 0.8842 \| 0.7749 \| 0.8563 \| 0.6518 \| 0.7633 \| 0.3803 \| 0.8074 \| 0.7222 \| 0.7169 \| \| 0.3288 \| 14.38 \| 5320 \| 0.5118 \| 0.7015 \| 0.8079 \| 0.8773 \| 0.9231 \| 0.8084 \| 0.8673 \| 0.5168 \| 0.9200 \| 0.8511 \| 0.7684 \| 0.8528 \| 0.6623 \| 0.7612 \| 0.4067 \| 0.8108 \| 0.7115 \| 0.7055 \| \| 0.1222 \| 14.43 \| 5340 \| 0.4936 \| 0.7026 \| 0.8117 \| 0.8775 \| 0.9301 \| 0.7920 \| 0.8668 \| 0.5438 \| 0.9053 \| 0.8774 \| 0.7663 \| 0.8549 \| 0.6667 \| 0.7664 \| 0.4065 \| 0.8113 \| 0.7081 \| 0.7045 \| \| 0.2766 \| 14.49 \| 5360 \| 0.4789 \| 0.7113 \| 0.8183 \| 0.8825 \| 0.9284 \| 0.8043 \| 0.8771 \| 0.5367 \| 0.9053 \| 0.8660 \| 0.8103 \| 0.8570 \| 0.6643 \| 0.7686 \| 0.3964 \| 0.8127 \| 0.7390 \| 0.7414 \| \| 0.1837 \| 14.54 \| 5380 \| 0.5576 \| 0.6924 \| 0.8065 \| 0.8720 \| 0.9337 \| 0.8208 \| 0.8761 \| 0.5409 \| 0.9077 \| 0.8638 \| 0.7023 \| 0.8593 \| 0.6653 \| 0.7666 \| 0.3877 \| 0.7961 \| 0.7086 \| 0.6633 \| \| 0.225 \| 14.59 \| 5400 \| 0.5471 \| 0.6935 \| 0.8007 \| 0.8726 \| 0.9340 \| 0.7918 \| 0.8661 \| 0.5243 \| 0.9158 \| 0.8751 \| 0.6977 \| 0.8609 \| 0.6590 \| 0.7662 \| 0.4084 \| 0.7957 \| 0.7094 \| 0.6548 \| \| 0.1836 \| 14.65 \| 5420 \| 0.5386 \| 0.6933 \| 0.8003 \| 0.8741 \| 0.9303 \| 0.8148 \| 0.8700 \| 0.4849 \| 0.9170 \| 0.8543 \| 0.7305 \| 0.8572 \| 0.6465 \| 0.7578 \| 0.3912 \| 0.7989 \| 0.7211 \| 0.6804 \| \| 0.3916 \| 14.7 \| 5440 \| 0.5443 \| 0.6899 \| 0.8014 \| 0.8723 \| 0.9291 \| 0.8090 \| 0.8732 \| 0.4751 \| 0.9028 \| 0.8912 \| 0.7297 \| 0.8573 \| 0.6426 \| 0.7535 \| 0.3788 \| 0.7923 \| 0.7215 \| 0.6831 \| \| 0.2334 \| 14.76 \| 5460 \| 0.5269 \| 0.6917 \| 0.7952 \| 0.8734 \| 0.9321 \| 0.7879 \| 0.8549 \| 0.4880 \| 0.9223 \| 0.8610 \| 0.7205 \| 0.8597 \| 0.6360 \| 0.7678 \| 0.3858 \| 0.7923 \| 0.7263 \| 0.6741 \| \| 0.1666 \| 14.81 \| 5480 \| 0.5259 \| 0.6966 \| 0.8057 \| 0.8759 \| 0.9343 \| 0.8125 \| 0.8486 \| 0.5137 \| 0.9127 \| 0.8822 \| 0.7360 \| 0.8607 \| 0.6353 \| 0.7672 \| 0.3927 \| 0.7992 \| 0.7339 \| 0.6872 \| \| 0.1996 \| 14.86 \| 5500 \| 0.5356 \| 0.6909 \| 0.8038 \| 0.8735 \| 0.9316 \| 0.8227 \| 0.8799 \| 0.5000 \| 0.9072 \| 0.8465 \| 0.7387 \| 0.8599 \| 0.6383 \| 0.7622 \| 0.3654 \| 0.7954 \| 0.7274 \| 0.6874 \| \| 1.2748 \| 14.92 \| 5520 \| 0.5567 \| 0.6867 \| 0.8003 \| 0.8709 \| 0.9372 \| 0.8062 \| 0.8597 \| 0.5136 \| 0.9002 \| 0.8599 \| 0.7251 \| 0.8595 \| 0.6312 \| 0.7547 \| 0.3673 \| 0.7892 \| 0.7282 \| 0.6765 \| \| 0.2141 \| 14.97 \| 5540 \| 0.5603 \| 0.6802 \| 0.7938 \| 0.8677 \| 0.9413 \| 0.7933 \| 0.8739 \| 0.4880 \| 0.8948 \| 0.8794 \| 0.6859 \| 0.8591 \| 0.6303 \| 0.7606 \| 0.3630 \| 0.7845 \| 0.7216 \| 0.6424 \| \| 0.3294 \| 15.03 \| 5560 \| 0.5541 \| 0.6809 \| 0.7927 \| 0.8686 \| 0.9298 \| 0.8050 \| 0.8631 \| 0.4670 \| 0.9091 \| 0.8615 \| 0.7136 \| 0.8546 \| 0.6314 \| 0.7588 \| 0.3635 \| 0.7936 \| 0.7108 \| 0.6537 \| \| 0.2424 \| 15.08 \| 5580 \| 0.5743 \| 0.6816 \| 0.7956 \| 0.8665 \| 0.9283 \| 0.8051 \| 0.8423 \| 0.5058 \| 0.9054 \| 0.8761 \| 0.7063 \| 0.8533 \| 0.6371 \| 0.7566 \| 0.3868 \| 0.7872 \| 0.7022 \| 0.6483 \| \| 0.189 \| 15.14 \| 5600 \| 0.5683 \| 0.6848 \| 0.7957 \| 0.8686 \| 0.9309 \| 0.8106 \| 0.8748 \| 0.4988 \| 0.9125 \| 0.8469 \| 0.6954 \| 0.8569 \| 0.6271 \| 0.7640 \| 0.3847 \| 0.7841 \| 0.7294 \| 0.6471 \| \| 0.2044 \| 15.19 \| 5620 \| 0.5582 \| 0.6858 \| 0.7984 \| 0.8691 \| 0.9273 \| 0.8058 \| 0.8753 \| 0.5144 \| 0.9131 \| 0.8474 \| 0.7053 \| 0.8566 \| 0.6279 \| 0.7586 \| 0.3851 \| 0.7861 \| 0.7296 \| 0.6570 \| \| 0.1178 \| 15.24 \| 5640 \| 0.5380 \| 0.6897 \| 0.8050 \| 0.8718 \| 0.9368 \| 0.8120 \| 0.8726 \| 0.5359 \| 0.9027 \| 0.8698 \| 0.7053 \| 0.8587 \| 0.6330 \| 0.7609 \| 0.3964 \| 0.7967 \| 0.7205 \| 0.6615 \| \| 0.264 \| 15.3 \| 5660 \| 0.5311 \| 0.7013 \| 0.8095 \| 0.8770 \| 0.9343 \| 0.7796 \| 0.8620 \| 0.5700 \| 0.9094 \| 0.8547 \| 0.7567 \| 0.8531 \| 0.6400 \| 0.7677 \| 0.4203 \| 0.8101 \| 0.7206 \| 0.6973 \| \| 0.1924 \| 15.35 \| 5680 \| 0.5573 \| 0.6919 \| 0.8015 \| 0.8712 \| 0.9243 \| 0.7892 \| 0.8568 \| 0.5419 \| 0.9188 \| 0.8583 \| 0.7212 \| 0.8545 \| 0.6427 \| 0.7652 \| 0.4167 \| 0.7963 \| 0.7050 \| 0.6632 \| \| 0.1451 \| 15.41 \| 5700 \| 0.5683 \| 0.6879 \| 0.7951 \| 0.8697 \| 0.9319 \| 0.7970 \| 0.8612 \| 0.4969 \| 0.9140 \| 0.8667 \| 0.6978 \| 0.8556 \| 0.6404 \| 0.7678 \| 0.4013 \| 0.7906 \| 0.7181 \| 0.6418 \| \| 0.2588 \| 15.46 \| 5720 \| 0.5514 \| 0.6901 \| 0.8002 \| 0.8704 \| 0.9234 \| 0.8063 \| 0.8604 \| 0.5097 \| 0.9156 \| 0.8670 \| 0.7188 \| 0.8553 \| 0.6472 \| 0.7574 \| 0.4057 \| 0.7926 \| 0.7140 \| 0.6588 \| \| 0.4095 \| 15.51 \| 5740 \| 0.5484 \| 0.6921 \| 0.8015 \| 0.8719 \| 0.9301 \| 0.8096 \| 0.8637 \| 0.5134 \| 0.9135 \| 0.8682 \| 0.7121 \| 0.8615 \| 0.6435 \| 0.7574 \| 0.4156 \| 0.7905 \| 0.7127 \| 0.6632 \| \| 0.2068 \| 15.57 \| 5760 \| 0.5339 \| 0.6927 \| 0.8002 \| 0.8732 \| 0.9274 \| 0.8221 \| 0.8738 \| 0.4970 \| 0.9210 \| 0.8284 \| 0.7318 \| 0.8601 \| 0.6450 \| 0.7528 \| 0.4157 \| 0.7970 \| 0.7028 \| 0.6757 \| \| 0.1013 \| 15.62 \| 5780 \| 0.5496 \| 0.6915 \| 0.7952 \| 0.8726 \| 0.9369 \| 0.7850 \| 0.8833 \| 0.4809 \| 0.9101 \| 0.8566 \| 0.7139 \| 0.8657 \| 0.6584 \| 0.7545 \| 0.4085 \| 0.7910 \| 0.6995 \| 0.6631 \| \| 0.1552 \| 15.68 \| 5800 \| 0.5811 \| 0.6819 \| 0.7973 \| 0.8654 \| 0.9283 \| 0.7909 \| 0.8936 \| 0.4975 \| 0.8908 \| 0.8864 \| 0.6934 \| 0.8577 \| 0.6522 \| 0.7373 \| 0.4069 \| 0.7802 \| 0.6946 \| 0.6444 \| \| 0.1344 \| 15.73 \| 5820 \| 0.5791 \| 0.6852 \| 0.7939 \| 0.8686 \| 0.9324 \| 0.7938 \| 0.8831 \| 0.4913 \| 0.9090 \| 0.8514 \| 0.6964 \| 0.8582 \| 0.6416 \| 0.7469 \| 0.4073 \| 0.7868 \| 0.7063 \| 0.6496 \| \| 0.1419 \| 15.78 \| 5840 \| 0.5366 \| 0.6874 \| 0.7937 \| 0.8703 \| 0.9394 \| 0.7945 \| 0.8610 \| 0.4996 \| 0.9105 \| 0.8493 \| 0.7015 \| 0.8616 \| 0.6487 \| 0.7540 \| 0.4071 \| 0.7902 \| 0.6968 \| 0.6535 \| \| 0.1699 \| 15.84 \| 5860 \| 0.5962 \| 0.6809 \| 0.7925 \| 0.8666 \| 0.9409 \| 0.8342 \| 0.8659 \| 0.5012 \| 0.9112 \| 0.8275 \| 0.6665 \| 0.8578 \| 0.6554 \| 0.7569 \| 0.3984 \| 0.7897 \| 0.6795 \| 0.6286 \| \| 0.2122 \| 15.89 \| 5880 \| 0.5731 \| 0.6866 \| 0.7967 \| 0.8694 \| 0.9358 \| 0.8186 \| 0.8487 \| 0.5192 \| 0.9129 \| 0.8346 \| 0.7072 \| 0.8689 \| 0.6538 \| 0.7520 \| 0.4022 \| 0.7806 \| 0.6865 \| 0.6620 \| \| 0.3819 \| 15.95 \| 5900 \| 0.5973 \| 0.6860 \| 0.7968 \| 0.8690 \| 0.9301 \| 0.8051 \| 0.8772 \| 0.5194 \| 0.9143 \| 0.8256 \| 0.7057 \| 0.8670 \| 0.6443 \| 0.7547 \| 0.3998 \| 0.7786 \| 0.6955 \| 0.6623 \| \| 0.1759 \| 16.0 \| 5920 \| 0.5759 \| 0.6880 \| 0.7921 \| 0.8706 \| 0.9342 \| 0.7890 \| 0.8707 \| 0.4997 \| 0.9201 \| 0.8210 \| 0.7102 \| 0.8640 \| 0.6335 \| 0.7563 \| 0.4026 \| 0.7812 \| 0.7118 \| 0.6667 \| \| 0.1169 \| 16.05 \| 5940 \| 0.5348 \| 0.6961 \| 0.8035 \| 0.8759 \| 0.9316 \| 0.8004 \| 0.8947 \| 0.4877 \| 0.9081 \| 0.8531 \| 0.7491 \| 0.8717 \| 0.6346 \| 0.7586 \| 0.3971 \| 0.7856 \| 0.7277 \| 0.6971 \| \| 0.2218 \| 16.11 \| 5960 \| 0.6323 \| 0.6874 \| 0.7959 \| 0.8694 \| 0.9360 \| 0.7903 \| 0.8916 \| 0.5007 \| 0.9058 \| 0.8611 \| 0.6859 \| 0.8620 \| 0.6478 \| 0.7569 \| 0.3993 \| 0.7824 \| 0.7170 \| 0.6460 \| \| 0.1711 \| 16.16 \| 5980 \| 0.5924 \| 0.6916 \| 0.8056 \| 0.8697 \| 0.9278 \| 0.8160 \| 0.8613 \| 0.5595 \| 0.9104 \| 0.8602 \| 0.7037 \| 0.8635 \| 0.6469 \| 0.7630 \| 0.4227 \| 0.7814 \| 0.7096 \| 0.6541 \| \| 0.7639 \| 16.22 \| 6000 \| 0.6031 \| 0.6881 \| 0.7989 \| 0.8688 \| 0.9346 \| 0.7892 \| 0.8884 \| 0.5163 \| 0.9010 \| 0.8792 \| 0.6839 \| 0.8615 \| 0.6477 \| 0.7637 \| 0.4160 \| 0.7836 \| 0.7070 \| 0.6373 \| \| 0.1749 \| 16.27 \| 6020 \| 0.5765 \| 0.6872 \| 0.7966 \| 0.8682 \| 0.9308 \| 0.7994 \| 0.8740 \| 0.5344 \| 0.9188 \| 0.8432 \| 0.6753 \| 0.8593 \| 0.6406 \| 0.7656 \| 0.4237 \| 0.7849 \| 0.7048 \| 0.6314 \| \| 0.1033 \| 16.32 \| 6040 \| 0.5814 \| 0.6865 \| 0.8001 \| 0.8675 \| 0.9301 \| 0.7949 \| 0.8836 \| 0.5525 \| 0.9067 \| 0.8418 \| 0.6915 \| 0.8582 \| 0.6370 \| 0.7661 \| 0.4030 \| 0.7787 \| 0.7169 \| 0.6459 \| \| 0.1 \| 16.38 \| 6060 \| 0.6725 \| 0.6787 \| 0.7914 \| 0.8622 \| 0.9308 \| 0.7826 \| 0.8627 \| 0.5665 \| 0.9109 \| 0.8179 \| 0.6682 \| 0.8506 \| 0.6382 \| 0.7651 \| 0.3951 \| 0.7741 \| 0.7074 \| 0.6205 \| \| 0.242 \| 16.43 \| 6080 \| 0.5928 \| 0.6821 \| 0.7953 \| 0.8665 \| 0.9289 \| 0.7834 \| 0.8900 \| 0.5105 \| 0.8981 \| 0.8425 \| 0.7139 \| 0.8574 \| 0.6399 \| 0.7590 \| 0.3638 \| 0.7768 \| 0.7215 \| 0.6561 \| \| 0.1992 \| 16.49 \| 6100 \| 0.6240 \| 0.6815 \| 0.7858 \| 0.8660 \| 0.9342 \| 0.7723 \| 0.8619 \| 0.5005 \| 0.9169 \| 0.8310 \| 0.6841 \| 0.8500 \| 0.6383 \| 0.7566 \| 0.3934 \| 0.7863 \| 0.7142 \| 0.6316 \| \| 0.1082 \| 16.54 \| 6120 \| 0.6281 \| 0.6846 \| 0.7901 \| 0.8667 \| 0.9241 \| 0.7917 \| 0.8684 \| 0.5008 \| 0.9246 \| 0.8296 \| 0.6914 \| 0.8523 \| 0.6451 \| 0.7552 \| 0.4066 \| 0.7845 \| 0.7120 \| 0.6367 \| \| 0.8944 \| 16.59 \| 6140 \| 0.6132 \| 0.6841 \| 0.7920 \| 0.8668 \| 0.9218 \| 0.7927 \| 0.8767 \| 0.4723 \| 0.9142 \| 0.8704 \| 0.6961 \| 0.8509 \| 0.6528 \| 0.7408 \| 0.3994 \| 0.7876 \| 0.7160 \| 0.6411 \| \| 0.1153 \| 16.65 \| 6160 \| 0.6015 \| 0.6849 \| 0.7949 \| 0.8669 \| 0.9172 \| 0.8032 \| 0.8703 \| 0.4887 \| 0.9169 \| 0.8591 \| 0.7091 \| 0.8510 \| 0.6619 \| 0.7368 \| 0.3961 \| 0.7885 \| 0.7089 \| 0.6513 \| \| 0.1229 \| 16.7 \| 6180 \| 0.6032 \| 0.6828 \| 0.8014 \| 0.8650 \| 0.9196 \| 0.8207 \| 0.8780 \| 0.5003 \| 0.8938 \| 0.8898 \| 0.7078 \| 0.8534 \| 0.6540 \| 0.7469 \| 0.3940 \| 0.7781 \| 0.7019 \| 0.6514 \| \| 0.2362 \| 16.76 \| 6200 \| 0.5962 \| 0.6869 \| 0.7973 \| 0.8678 \| 0.9247 \| 0.7914 \| 0.8798 \| 0.4858 \| 0.9003 \| 0.8878 \| 0.7115 \| 0.8564 \| 0.6667 \| 0.7535 \| 0.3889 \| 0.7824 \| 0.7082 \| 0.6522 \| \| 0.277 \| 16.81 \| 6220 \| 0.6024 \| 0.6870 \| 0.7916 \| 0.8683 \| 0.9245 \| 0.8017 \| 0.8629 \| 0.4735 \| 0.9231 \| 0.8675 \| 0.6881 \| 0.8567 \| 0.6669 \| 0.7556 \| 0.4005 \| 0.7878 \| 0.7098 \| 0.6320 \| \| 2.3021 \| 16.86 \| 6240 \| 0.6137 \| 0.6846 \| 0.7894 \| 0.8682 \| 0.9328 \| 0.7969 \| 0.8918 \| 0.4606 \| 0.9159 \| 0.8554 \| 0.6723 \| 0.8574 \| 0.6636 \| 0.7483 \| 0.3992 \| 0.7898 \| 0.7064 \| 0.6277 \| \| 0.0905 \| 16.92 \| 6260 \| 0.5676 \| 0.6843 \| 0.8003 \| 0.8663 \| 0.9277 \| 0.8304 \| 0.8618 \| 0.5081 \| 0.9030 \| 0.8905 \| 0.6810 \| 0.8565 \| 0.6541 \| 0.7536 \| 0.4108 \| 0.7859 \| 0.7016 \| 0.6274 \| \| 0.2642 \| 16.97 \| 6280 \| 0.5837 \| 0.6831 \| 0.7952 \| 0.8656 \| 0.9240 \| 0.8221 \| 0.8632 \| 0.5148 \| 0.9186 \| 0.8451 \| 0.6788 \| 0.8546 \| 0.6551 \| 0.7554 \| 0.4068 \| 0.7852 \| 0.7003 \| 0.6245 \| \| 0.1159 \| 17.03 \| 6300 \| 0.5659 \| 0.6813 \| 0.8049 \| 0.8642 \| 0.9217 \| 0.8159 \| 0.8699 \| 0.5534 \| 0.8904 \| 0.8715 \| 0.7112 \| 0.8544 \| 0.6544 \| 0.7545 \| 0.3684 \| 0.7773 \| 0.7057 \| 0.6543 \| \| 0.2067 \| 17.08 \| 6320 \| 0.5731 \| 0.6866 \| 0.8121 \| 0.8662 \| 0.9223 \| 0.8092 \| 0.8768 \| 0.5744 \| 0.8770 \| 0.8846 \| 0.7407 \| 0.8578 \| 0.6611 \| 0.7571 \| 0.3804 \| 0.7756 \| 0.6957 \| 0.6785 \| \| 0.1016 \| 17.14 \| 6340 \| 0.5728 \| 0.6854 \| 0.8026 \| 0.8670 \| 0.9243 \| 0.8063 \| 0.8859 \| 0.5480 \| 0.9003 \| 0.8302 \| 0.7233 \| 0.8575 \| 0.6553 \| 0.7586 \| 0.3714 \| 0.7793 \| 0.7091 \| 0.6666 \| \| 0.268 \| 17.19 \| 6360 \| 0.5639 \| 0.6873 \| 0.7983 \| 0.8701 \| 0.9356 \| 0.8173 \| 0.8833 \| 0.4861 \| 0.9033 \| 0.8640 \| 0.6987 \| 0.8621 \| 0.6596 \| 0.7614 \| 0.3700 \| 0.7843 \| 0.7166 \| 0.6570 \| \| 0.8651 \| 17.24 \| 6380 \| 0.6196 \| 0.6908 \| 0.7950 \| 0.8716 \| 0.9382 \| 0.7969 \| 0.8689 \| 0.4841 \| 0.9122 \| 0.8677 \| 0.6968 \| 0.8641 \| 0.6647 \| 0.7599 \| 0.3900 \| 0.7858 \| 0.7138 \| 0.6572 \| \| 0.5938 \| 17.3 \| 6400 \| 0.6079 \| 0.6905 \| 0.7938 \| 0.8712 \| 0.9342 \| 0.7777 \| 0.8826 \| 0.4977 \| 0.9151 \| 0.8415 \| 0.7078 \| 0.8641 \| 0.6646 \| 0.7570 \| 0.3905 \| 0.7850 \| 0.7109 \| 0.6612 \| \| 0.0959 \| 17.35 \| 6420 \| 0.6061 \| 0.6855 \| 0.7910 \| 0.8680 \| 0.9289 \| 0.7938 \| 0.8621 \| 0.5078 \| 0.9257 \| 0.8331 \| 0.6855 \| 0.8632 \| 0.6643 \| 0.7589 \| 0.4004 \| 0.7831 \| 0.6905 \| 0.6384 \| \| 1.2936 \| 17.41 \| 6440 \| 0.6275 \| 0.6868 \| 0.7950 \| 0.8684 \| 0.9289 \| 0.8158 \| 0.8511 \| 0.5097 \| 0.9206 \| 0.8442 \| 0.6949 \| 0.8601 \| 0.6593 \| 0.7582 \| 0.3982 \| 0.7846 \| 0.7045 \| 0.6427 \| \| 0.8044 \| 17.46 \| 6460 \| 0.6000 \| 0.6927 \| 0.7982 \| 0.8712 \| 0.9332 \| 0.7937 \| 0.8634 \| 0.5357 \| 0.9191 \| 0.8381 \| 0.7041 \| 0.8635 \| 0.6638 \| 0.7643 \| 0.4072 \| 0.7859 \| 0.7100 \| 0.6544 \| \| 0.0785 \| 17.51 \| 6480 \| 0.5754 \| 0.6933 \| 0.8045 \| 0.8706 \| 0.9292 \| 0.7965 \| 0.8849 \| 0.5352 \| 0.9029 \| 0.8746 \| 0.7084 \| 0.8633 \| 0.6644 \| 0.7683 \| 0.4124 \| 0.7834 \| 0.7063 \| 0.6550 \| \| 0.1573 \| 17.57 \| 6500 \| 0.5697 \| 0.6908 \| 0.8014 \| 0.8704 \| 0.9252 \| 0.8071 \| 0.8705 \| 0.5124 \| 0.9120 \| 0.8705 \| 0.7119 \| 0.8599 \| 0.6619 \| 0.7583 \| 0.3954 \| 0.7877 \| 0.7154 \| 0.6569 \| \| 0.7388 \| 17.62 \| 6520 \| 0.5436 \| 0.6918 \| 0.8011 \| 0.8719 \| 0.9249 \| 0.8002 \| 0.8657 \| 0.5117 \| 0.9145 \| 0.8573 \| 0.7330 \| 0.8595 \| 0.6597 \| 0.7581 \| 0.3838 \| 0.7924 \| 0.7190 \| 0.6702 \| \| 0.2266 \| 17.68 \| 6540 \| 0.5394 \| 0.6938 \| 0.8081 \| 0.8724 \| 0.9249 \| 0.8000 \| 0.8765 \| 0.5369 \| 0.9000 \| 0.8652 \| 0.7530 \| 0.8594 \| 0.6584 \| 0.7597 \| 0.3867 \| 0.7918 \| 0.7133 \| 0.6871 \| \| 0.1783 \| 17.73 \| 6560 \| 0.5524 \| 0.6904 \| 0.8037 \| 0.8699 \| 0.9269 \| 0.7921 \| 0.8919 \| 0.5243 \| 0.8961 \| 0.8627 \| 0.7317 \| 0.8596 \| 0.6600 \| 0.7627 \| 0.3896 \| 0.7841 \| 0.7058 \| 0.6706 \| \| 0.2287 \| 17.78 \| 6580 \| 0.5562 \| 0.6863 \| 0.7996 \| 0.8696 \| 0.9319 \| 0.8108 \| 0.8788 \| 0.4908 \| 0.8992 \| 0.8737 \| 0.7122 \| 0.8630 \| 0.6601 \| 0.7646 \| 0.3624 \| 0.7831 \| 0.7062 \| 0.6646 \| \| 0.2004 \| 17.84 \| 6600 \| 0.5858 \| 0.6851 \| 0.7914 \| 0.8708 \| 0.9396 \| 0.7869 \| 0.8811 \| 0.4510 \| 0.9030 \| 0.8723 \| 0.7056 \| 0.8596 \| 0.6549 \| 0.7596 \| 0.3485 \| 0.7889 \| 0.7223 \| 0.6621 \| \| 0.419 \| 17.89 \| 6620 \| 0.5633 \| 0.6871 \| 0.7980 \| 0.8702 \| 0.9317 \| 0.8061 \| 0.8869 \| 0.4898 \| 0.9064 \| 0.8566 \| 0.7084 \| 0.8622 \| 0.6586 \| 0.7573 \| 0.3663 \| 0.7853 \| 0.7175 \| 0.6627 \| \| 0.2695 \| 17.95 \| 6640 \| 0.5525 \| 0.6916 \| 0.7989 \| 0.8730 \| 0.9249 \| 0.8177 \| 0.8758 \| 0.4667 \| 0.9186 \| 0.8583 \| 0.7302 \| 0.8601 \| 0.6553 \| 0.7565 \| 0.3803 \| 0.7938 \| 0.7209 \| 0.6739 \| \| 0.2403 \| 18.0 \| 6660 \| 0.5682 \| 0.6909 \| 0.8079 \| 0.8729 \| 0.9267 \| 0.8262 \| 0.8825 \| 0.4952 \| 0.8944 \| 0.8717 \| 0.7585 \| 0.8536 \| 0.6470 \| 0.7507 \| 0.3639 \| 0.7993 \| 0.7243 \| 0.6976 \| \| 0.1528 \| 18.05 \| 6680 \| 0.5620 \| 0.6937 \| 0.8008 \| 0.8752 \| 0.9230 \| 0.8089 \| 0.8778 \| 0.4674 \| 0.9163 \| 0.8421 \| 0.7702 \| 0.8555 \| 0.6567 \| 0.7501 \| 0.3696 \| 0.8039 \| 0.7141 \| 0.7058 \| \| 0.1933 \| 18.11 \| 6700 \| 0.5587 \| 0.6900 \| 0.8068 \| 0.8721 \| 0.9194 \| 0.8264 \| 0.8614 \| 0.4983 \| 0.9034 \| 0.8753 \| 0.7635 \| 0.8555 \| 0.6550 \| 0.7500 \| 0.3668 \| 0.7973 \| 0.7062 \| 0.6994 \| \| 0.4059 \| 18.16 \| 6720 \| 0.5838 \| 0.6857 \| 0.7984 \| 0.8690 \| 0.9194 \| 0.8073 \| 0.8777 \| 0.4727 \| 0.9076 \| 0.8794 \| 0.7250 \| 0.8542 \| 0.6608 \| 0.7466 \| 0.3692 \| 0.7908 \| 0.7126 \| 0.6656 \| \| 0.1806 \| 18.22 \| 6740 \| 0.5512 \| 0.6870 \| 0.7994 \| 0.8700 \| 0.9237 \| 0.7977 \| 0.8885 \| 0.4883 \| 0.9026 \| 0.8525 \| 0.7422 \| 0.8564 \| 0.6623 \| 0.7514 \| 0.3563 \| 0.7903 \| 0.7136 \| 0.6789 \| \| 0.2934 \| 18.27 \| 6760 \| 0.5609 \| 0.6893 \| 0.7991 \| 0.8705 \| 0.9202 \| 0.8048 \| 0.8719 \| 0.5072 \| 0.9178 \| 0.8320 \| 0.7394 \| 0.8570 \| 0.6656 \| 0.7550 \| 0.3783 \| 0.7913 \| 0.7013 \| 0.6766 \| \| 0.1995 \| 18.32 \| 6780 \| 0.5617 \| 0.6935 \| 0.8023 \| 0.8736 \| 0.9185 \| 0.8145 \| 0.8858 \| 0.4810 \| 0.9187 \| 0.8466 \| 0.7509 \| 0.8548 \| 0.6648 \| 0.7551 \| 0.3793 \| 0.8007 \| 0.7111 \| 0.6886 \| \| 0.4119 \| 18.38 \| 6800 \| 0.5458 \| 0.6975 \| 0.8091 \| 0.8762 \| 0.9317 \| 0.8128 \| 0.8888 \| 0.4964 \| 0.8968 \| 0.8744 \| 0.7629 \| 0.8570 \| 0.6621 \| 0.7579 \| 0.3770 \| 0.8042 \| 0.7177 \| 0.7063 \| \| 0.2155 \| 18.43 \| 6820 \| 0.5353 \| 0.7042 \| 0.8140 \| 0.8798 \| 0.9300 \| 0.8197 \| 0.8723 \| 0.5071 \| 0.9033 \| 0.8825 \| 0.7834 \| 0.8598 \| 0.6615 \| 0.7644 \| 0.3979 \| 0.8106 \| 0.7147 \| 0.7207 \| \| 0.1885 \| 18.49 \| 6840 \| 0.5628 \| 0.7000 \| 0.8085 \| 0.8764 \| 0.9315 \| 0.8009 \| 0.8700 \| 0.5153 \| 0.9046 \| 0.8867 \| 0.7505 \| 0.8583 \| 0.6605 \| 0.7668 \| 0.4070 \| 0.8038 \| 0.7095 \| 0.6943 \| \| 0.5245 \| 18.54 \| 6860 \| 0.5654 \| 0.6949 \| 0.8061 \| 0.8732 \| 0.9208 \| 0.8025 \| 0.8850 \| 0.5064 \| 0.9077 \| 0.8726 \| 0.7476 \| 0.8589 \| 0.6618 \| 0.7609 \| 0.3949 \| 0.7942 \| 0.7084 \| 0.6854 \| \| 0.179 \| 18.59 \| 6880 \| 0.5682 \| 0.6948 \| 0.7977 \| 0.8750 \| 0.9349 \| 0.7867 \| 0.8764 \| 0.4797 \| 0.9143 \| 0.8613 \| 0.7304 \| 0.8597 \| 0.6585 \| 0.7655 \| 0.3855 \| 0.7991 \| 0.7173 \| 0.6783 \| \| 0.2442 \| 18.65 \| 6900 \| 0.5589 \| 0.6966 \| 0.8006 \| 0.8738 \| 0.9244 \| 0.7931 \| 0.8710 \| 0.5180 \| 0.9258 \| 0.8390 \| 0.7327 \| 0.8580 \| 0.6565 \| 0.7675 \| 0.4111 \| 0.7968 \| 0.7141 \| 0.6719 \| \| 0.1093 \| 18.7 \| 6920 \| 0.5329 \| 0.6998 \| 0.8093 \| 0.8760 \| 0.9247 \| 0.8180 \| 0.8795 \| 0.5180 \| 0.9148 \| 0.8661 \| 0.7441 \| 0.8603 \| 0.6550 \| 0.7682 \| 0.4087 \| 0.8005 \| 0.7244 \| 0.6814 \| \| 0.1327 \| 18.76 \| 6940 \| 0.5500 \| 0.6983 \| 0.8093 \| 0.8744 \| 0.9246 \| 0.8219 \| 0.8797 \| 0.5350 \| 0.9155 \| 0.8576 \| 0.7310 \| 0.8584 \| 0.6592 \| 0.7711 \| 0.4079 \| 0.7983 \| 0.7189 \| 0.6741 \| \| 0.2199 \| 18.81 \| 6960 \| 0.5657 \| 0.6975 \| 0.8054 \| 0.8748 \| 0.9335 \| 0.8084 \| 0.8783 \| 0.5231 \| 0.9124 \| 0.8621 \| 0.7203 \| 0.8619 \| 0.6595 \| 0.7728 \| 0.4043 \| 0.7963 \| 0.7164 \| 0.6716 \| \| 0.1349 \| 18.86 \| 6980 \| 0.6085 \| 0.6905 \| 0.7971 \| 0.8702 \| 0.9341 \| 0.7892 \| 0.8806 \| 0.5276 \| 0.9168 \| 0.8479 \| 0.6834 \| 0.8621 \| 0.6550 \| 0.7707 \| 0.4147 \| 0.7870 \| 0.7038 \| 0.6399 \| \| 0.2074 \| 18.92 \| 7000 \| 0.5662 \| 0.6921 \| 0.8002 \| 0.8707 \| 0.9362 \| 0.7846 \| 0.8856 \| 0.5302 \| 0.9043 \| 0.8625 \| 0.6980 \| 0.8610 \| 0.6591 \| 0.7710 \| 0.4165 \| 0.7872 \| 0.6966 \| 0.6534 \| \| 0.1806 \| 18.97 \| 7020 \| 0.5717 \| 0.6953 \| 0.8034 \| 0.8735 \| 0.9371 \| 0.7889 \| 0.8827 \| 0.5282 \| 0.9060 \| 0.8705 \| 0.7101 \| 0.8600 \| 0.6611 \| 0.7690 \| 0.4113 \| 0.7978 \| 0.7028 \| 0.6652 \| \| 0.17 \| 19.03 \| 7040 \| 0.5758 \| 0.6946 \| 0.8055 \| 0.8729 \| 0.9325 \| 0.7993 \| 0.8824 \| 0.5343 \| 0.9075 \| 0.8748 \| 0.7078 \| 0.8597 \| 0.6617 \| 0.7703 \| 0.4086 \| 0.7976 \| 0.7021 \| 0.6621 \| \| 0.2174 \| 19.08 \| 7060 \| 0.5583 \| 0.6955 \| 0.8052 \| 0.8737 \| 0.9361 \| 0.7884 \| 0.8867 \| 0.5307 \| 0.9019 \| 0.8749 \| 0.7177 \| 0.8596 \| 0.6625 \| 0.7687 \| 0.4036 \| 0.7989 \| 0.7067 \| 0.6682 \| \| 0.1563 \| 19.14 \| 7080 \| 0.5704 \| 0.6930 \| 0.8059 \| 0.8713 \| 0.9273 \| 0.8094 \| 0.8800 \| 0.5383 \| 0.9090 \| 0.8687 \| 0.7089 \| 0.8612 \| 0.6602 \| 0.7703 \| 0.4147 \| 0.7922 \| 0.6944 \| 0.6579 \| \| 0.2645 \| 19.19 \| 7100 \| 0.5689 \| 0.6920 \| 0.7999 \| 0.8722 \| 0.9282 \| 0.8112 \| 0.8708 \| 0.5112 \| 0.9219 \| 0.8458 \| 0.7104 \| 0.8604 \| 0.6607 \| 0.7671 \| 0.4019 \| 0.7965 \| 0.6979 \| 0.6592 \| \| 0.1396 \| 19.24 \| 7120 \| 0.5720 \| 0.6896 \| 0.7981 \| 0.8718 \| 0.9383 \| 0.8071 \| 0.8793 \| 0.5050 \| 0.9113 \| 0.8464 \| 0.6994 \| 0.8604 \| 0.6553 \| 0.7687 \| 0.3940 \| 0.7966 \| 0.6991 \| 0.6532 \| \| 0.2496 \| 19.3 \| 7140 \| 0.6036 \| 0.6846 \| 0.7953 \| 0.8689 \| 0.9347 \| 0.8128 \| 0.8870 \| 0.4981 \| 0.9131 \| 0.8436 \| 0.6781 \| 0.8596 \| 0.6537 \| 0.7669 \| 0.3936 \| 0.7923 \| 0.6912 \| 0.6351 \| \| 0.1206 \| 19.35 \| 7160 \| 0.6110 \| 0.6858 \| 0.7940 \| 0.8696 \| 0.9343 \| 0.8056 \| 0.8831 \| 0.4864 \| 0.9158 \| 0.8541 \| 0.6788 \| 0.8621 \| 0.6562 \| 0.7661 \| 0.3988 \| 0.7917 \| 0.6905 \| 0.6355 \| \| 0.0999 \| 19.41 \| 7180 \| 0.6123 \| 0.6854 \| 0.7893 \| 0.8690 \| 0.9355 \| 0.7930 \| 0.8623 \| 0.4864 \| 0.9236 \| 0.8509 \| 0.6733 \| 0.8613 \| 0.6589 \| 0.7644 \| 0.3995 \| 0.7901 \| 0.6936 \| 0.6302 \| \| 0.1845 \| 19.46 \| 7200 \| 0.6295 \| 0.6896 \| 0.7949 \| 0.8704 \| 0.9315 \| 0.8062 \| 0.8624 \| 0.5019 \| 0.9237 \| 0.8504 \| 0.6884 \| 0.8611 \| 0.6587 \| 0.7652 \| 0.4076 \| 0.7897 \| 0.7029 \| 0.6423 \| \| 0.1461 \| 19.51 \| 7220 \| 0.5708 \| 0.6949 \| 0.8047 \| 0.8729 \| 0.9363 \| 0.8128 \| 0.8546 \| 0.5328 \| 0.9063 \| 0.8701 \| 0.7201 \| 0.8572 \| 0.6555 \| 0.7639 \| 0.4139 \| 0.7982 \| 0.7105 \| 0.6649 \| \| 0.1066 \| 19.57 \| 7240 \| 0.5853 \| 0.6948 \| 0.8031 \| 0.8715 \| 0.9301 \| 0.7942 \| 0.8735 \| 0.5477 \| 0.9125 \| 0.8514 \| 0.7120 \| 0.8561 \| 0.6611 \| 0.7682 \| 0.4199 \| 0.7940 \| 0.7097 \| 0.6545 \| \| 0.316 \| 19.62 \| 7260 \| 0.5921 \| 0.6947 \| 0.8026 \| 0.8715 \| 0.9302 \| 0.7926 \| 0.8707 \| 0.5387 \| 0.9101 \| 0.8597 \| 0.7163 \| 0.8582 \| 0.6592 \| 0.7681 \| 0.4221 \| 0.7914 \| 0.7058 \| 0.6579 \| \| 0.101 \| 19.68 \| 7280 \| 0.5948 \| 0.6939 \| 0.8052 \| 0.8705 \| 0.9205 \| 0.8106 \| 0.8808 \| 0.5377 \| 0.9145 \| 0.8561 \| 0.7163 \| 0.8578 \| 0.6575 \| 0.7661 \| 0.4210 \| 0.7884 \| 0.7116 \| 0.6548 \| \| 0.2928 \| 19.73 \| 7300 \| 0.6035 \| 0.6929 \| 0.8033 \| 0.8701 \| 0.9186 \| 0.8083 \| 0.8841 \| 0.5352 \| 0.9192 \| 0.8419 \| 0.7157 \| 0.8579 \| 0.6579 \| 0.7668 \| 0.4159 \| 0.7866 \| 0.7099 \| 0.6554 \| \| 0.1268 \| 19.78 \| 7320 \| 0.6213 \| 0.6913 \| 0.7996 \| 0.8697 \| 0.9322 \| 0.7971 \| 0.8589 \| 0.5501 \| 0.9150 \| 0.8431 \| 0.7006 \| 0.8586 \| 0.6557 \| 0.7667 \| 0.4194 \| 0.7876 \| 0.7059 \| 0.6455 \| \| 1.8049 \| 19.84 \| 7340 \| 0.6268 \| 0.6887 \| 0.7972 \| 0.8684 \| 0.9317 \| 0.7824 \| 0.8806 \| 0.5401 \| 0.9118 \| 0.8481 \| 0.6859 \| 0.8558 \| 0.6595 \| 0.7670 \| 0.4122 \| 0.7891 \| 0.7036 \| 0.6337 \| \| 2.0795 \| 19.89 \| 7360 \| 0.6274 \| 0.6907 \| 0.8014 \| 0.8699 \| 0.9394 \| 0.7944 \| 0.8798 \| 0.5533 \| 0.9049 \| 0.8559 \| 0.6821 \| 0.8596 \| 0.6580 \| 0.7678 \| 0.4097 \| 0.7886 \| 0.7112 \| 0.6400 \| \| 0.1307 \| 19.95 \| 7380 \| 0.5555 \| 0.6955 \| 0.8069 \| 0.8725 \| 0.9277 \| 0.8007 \| 0.8740 \| 0.5506 \| 0.9113 \| 0.8671 \| 0.7170 \| 0.8600 \| 0.6571 \| 0.7655 \| 0.4119 \| 0.7937 \| 0.7184 \| 0.6617 \| \| 0.304 \| 20.0 \| 7400 \| 0.6072 \| 0.6894 \| 0.8091 \| 0.8682 \| 0.9308 \| 0.7985 \| 0.8758 \| 0.5834 \| 0.8942 \| 0.8907 \| 0.6904 \| 0.8625 \| 0.6566 \| 0.7629 \| 0.4051 \| 0.7811 \| 0.7117 \| 0.6460 \| \| 0.1905 \| 20.05 \| 7420 \| 0.5693 \| 0.6942 \| 0.8058 \| 0.8716 \| 0.9254 \| 0.7917 \| 0.8899 \| 0.5465 \| 0.9098 \| 0.8639 \| 0.7133 \| 0.8579 \| 0.6591 \| 0.7636 \| 0.4083 \| 0.7926 \| 0.7200 \| 0.6581 \| \| 0.1534 \| 20.11 \| 7440 \| 0.5985 \| 0.6908 \| 0.8003 \| 0.8695 \| 0.9250 \| 0.8000 \| 0.8731 \| 0.5395 \| 0.9200 \| 0.8500 \| 0.6945 \| 0.8570 \| 0.6576 \| 0.7638 \| 0.4100 \| 0.7893 \| 0.7166 \| 0.6413 \| \| 0.1898 \| 20.16 \| 7460 \| 0.5922 \| 0.6905 \| 0.7989 \| 0.8694 \| 0.9210 \| 0.7944 \| 0.8667 \| 0.5278 \| 0.9217 \| 0.8528 \| 0.7081 \| 0.8563 \| 0.6586 \| 0.7593 \| 0.4079 \| 0.7893 \| 0.7145 \| 0.6477 \| \| 0.1215 \| 20.22 \| 7480 \| 0.5957 \| 0.6867 \| 0.7912 \| 0.8689 \| 0.9281 \| 0.7764 \| 0.8791 \| 0.4887 \| 0.9193 \| 0.8549 \| 0.6921 \| 0.8558 \| 0.6591 \| 0.7631 \| 0.3938 \| 0.7914 \| 0.7073 \| 0.6362 \| \| 0.1198 \| 20.27 \| 7500 \| 0.5908 \| 0.6898 \| 0.7948 \| 0.8707 \| 0.9282 \| 0.7762 \| 0.8881 \| 0.4972 \| 0.9171 \| 0.8506 \| 0.7061 \| 0.8552 \| 0.6590 \| 0.7602 \| 0.3968 \| 0.7957 \| 0.7119 \| 0.6494 \| \| 0.3852 \| 20.32 \| 7520 \| 0.5599 \| 0.6975 \| 0.8018 \| 0.8748 \| 0.9290 \| 0.7833 \| 0.8766 \| 0.5155 \| 0.9178 \| 0.8579 \| 0.7328 \| 0.8570 \| 0.6621 \| 0.7644 \| 0.4062 \| 0.8028 \| 0.7178 \| 0.6724 \| \| 0.2059 \| 20.38 \| 7540 \| 0.5797 \| 0.6964 \| 0.8055 \| 0.8733 \| 0.9212 \| 0.8027 \| 0.8822 \| 0.5324 \| 0.9207 \| 0.8526 \| 0.7269 \| 0.8566 \| 0.6614 \| 0.7657 \| 0.4072 \| 0.7985 \| 0.7172 \| 0.6682 \| \| 0.0994 \| 20.43 \| 7560 \| 0.5641 \| 0.6980 \| 0.8039 \| 0.8751 \| 0.9265 \| 0.8033 \| 0.8797 \| 0.5111 \| 0.9192 \| 0.8512 \| 0.7366 \| 0.8585 \| 0.6607 \| 0.7676 \| 0.4066 \| 0.8005 \| 0.7155 \| 0.6768 \| \| 0.1669 \| 20.49 \| 7580 \| 0.5442 \| 0.6982 \| 0.8037 \| 0.8747 \| 0.9303 \| 0.7744 \| 0.8870 \| 0.5227 \| 0.9108 \| 0.8722 \| 0.7284 \| 0.8586 \| 0.6587 \| 0.7695 \| 0.4125 \| 0.7994 \| 0.7191 \| 0.6696 \| \| 0.0796 \| 20.54 \| 7600 \| 0.5478 \| 0.6972 \| 0.8077 \| 0.8735 \| 0.9267 \| 0.8002 \| 0.8812 \| 0.5446 \| 0.9107 \| 0.8625 \| 0.7283 \| 0.8581 \| 0.6611 \| 0.7683 \| 0.4139 \| 0.7979 \| 0.7114 \| 0.6695 \| \| 0.0981 \| 20.59 \| 7620 \| 0.5627 \| 0.6954 \| 0.8023 \| 0.8728 \| 0.9334 \| 0.7773 \| 0.8698 \| 0.5494 \| 0.9114 \| 0.8555 \| 0.7196 \| 0.8562 \| 0.6558 \| 0.7687 \| 0.4149 \| 0.7981 \| 0.7120 \| 0.6623 \| \| 0.5154 \| 20.65 \| 7640 \| 0.5976 \| 0.6923 \| 0.8004 \| 0.8702 \| 0.9278 \| 0.7977 \| 0.8695 \| 0.5322 \| 0.9163 \| 0.8603 \| 0.6994 \| 0.8572 \| 0.6591 \| 0.7692 \| 0.4149 \| 0.7909 \| 0.7125 \| 0.6421 \| \| 1.6165 \| 20.7 \| 7660 \| 0.5845 \| 0.6954 \| 0.8030 \| 0.8720 \| 0.9314 \| 0.7926 \| 0.8679 \| 0.5423 \| 0.9140 \| 0.8711 \| 0.7013 \| 0.8583 \| 0.6621 \| 0.7708 \| 0.4200 \| 0.7947 \| 0.7155 \| 0.6462 \| \| 0.1625 \| 20.76 \| 7680 \| 0.5850 \| 0.6977 \| 0.8042 \| 0.8739 \| 0.9329 \| 0.7947 \| 0.8723 \| 0.5220 \| 0.9082 \| 0.8751 \| 0.7245 \| 0.8575 \| 0.6622 \| 0.7669 \| 0.4152 \| 0.7988 \| 0.7197 \| 0.6634 \| \| 0.9459 \| 20.81 \| 7700 \| 0.6061 \| 0.6945 \| 0.8010 \| 0.8723 \| 0.9260 \| 0.8109 \| 0.8673 \| 0.5031 \| 0.9196 \| 0.8660 \| 0.7137 \| 0.8572 \| 0.6621 \| 0.7657 \| 0.4091 \| 0.7952 \| 0.7176 \| 0.6547 \| \| 0.212 \| 20.86 \| 7720 \| 0.5759 \| 0.6970 \| 0.8022 \| 0.8744 \| 0.9269 \| 0.8004 \| 0.8802 \| 0.4945 \| 0.9161 \| 0.8669 \| 0.7308 \| 0.8570 \| 0.6649 \| 0.7655 \| 0.4028 \| 0.8002 \| 0.7188 \| 0.6698 \| \| 0.1834 \| 20.92 \| 7740 \| 0.5699 \| 0.6993 \| 0.8057 \| 0.8758 \| 0.9261 \| 0.8069 \| 0.8682 \| 0.5103 \| 0.9170 \| 0.8633 \| 0.7484 \| 0.8583 \| 0.6630 \| 0.7644 \| 0.4069 \| 0.8030 \| 0.7143 \| 0.6852 \| \| 0.3937 \| 20.97 \| 7760 \| 0.5636 \| 0.6950 \| 0.7946 \| 0.8749 \| 0.9277 \| 0.7856 \| 0.8834 \| 0.4724 \| 0.9250 \| 0.8151 \| 0.7528 \| 0.8590 \| 0.6621 \| 0.7634 \| 0.3960 \| 0.7994 \| 0.6954 \| 0.6895 \| \| 0.2262 \| 21.03 \| 7780 \| 0.5612 \| 0.6947 \| 0.7952 \| 0.8759 \| 0.9353 \| 0.7827 \| 0.8901 \| 0.4736 \| 0.9147 \| 0.8033 \| 0.7668 \| 0.8570 \| 0.6583 \| 0.7621 \| 0.3853 \| 0.8046 \| 0.6941 \| 0.7017 \| \| 0.2105 \| 21.08 \| 7800 \| 0.5599 \| 0.6962 \| 0.7997 \| 0.8757 \| 0.9297 \| 0.7899 \| 0.8800 \| 0.4859 \| 0.9154 \| 0.8388 \| 0.7585 \| 0.8601 \| 0.6624 \| 0.7628 \| 0.3873 \| 0.8003 \| 0.7061 \| 0.6947 \| \| 0.211 \| 21.14 \| 7820 \| 0.6056 \| 0.6910 \| 0.7980 \| 0.8720 \| 0.9281 \| 0.8138 \| 0.8750 \| 0.4990 \| 0.9199 \| 0.8225 \| 0.7279 \| 0.8573 \| 0.6588 \| 0.7668 \| 0.3888 \| 0.7953 \| 0.6995 \| 0.6703 \| \| 0.1299 \| 21.19 \| 7840 \| 0.5559 \| 0.7022 \| 0.8070 \| 0.8790 \| 0.9287 \| 0.7971 \| 0.8893 \| 0.5043 \| 0.9143 \| 0.8339 \| 0.7815 \| 0.8604 \| 0.6631 \| 0.7674 \| 0.3930 \| 0.8083 \| 0.7084 \| 0.7148 \| \| 0.2034 \| 21.24 \| 7860 \| 0.5636 \| 0.6967 \| 0.8029 \| 0.8747 \| 0.9277 \| 0.7987 \| 0.8828 \| 0.5091 \| 0.9154 \| 0.8415 \| 0.7452 \| 0.8597 \| 0.6634 \| 0.7653 \| 0.3985 \| 0.7985 \| 0.7072 \| 0.6846 \| \| 0.056 \| 21.3 \| 7880 \| 0.5893 \| 0.6950 \| 0.8007 \| 0.8738 \| 0.9274 \| 0.7923 \| 0.8906 \| 0.5000 \| 0.9152 \| 0.8440 \| 0.7353 \| 0.8613 \| 0.6621 \| 0.7637 \| 0.3969 \| 0.7937 \| 0.7074 \| 0.6797 \| \| 0.1942 \| 21.35 \| 7900 \| 0.6005 \| 0.6940 \| 0.8018 \| 0.8735 \| 0.9282 \| 0.7986 \| 0.8880 \| 0.4952 \| 0.9113 \| 0.8622 \| 0.7290 \| 0.8629 \| 0.6617 \| 0.7601 \| 0.3934 \| 0.7925 \| 0.7121 \| 0.6756 \| \| 0.302 \| 21.41 \| 7920 \| 0.5826 \| 0.6960 \| 0.8022 \| 0.8748 \| 0.9319 \| 0.8082 \| 0.8671 \| 0.5106 \| 0.9171 \| 0.8443 \| 0.7365 \| 0.8628 \| 0.6579 \| 0.7658 \| 0.3950 \| 0.7960 \| 0.7131 \| 0.6812 \| \| 0.2035 \| 21.46 \| 7940 \| 0.5740 \| 0.6929 \| 0.7900 \| 0.8744 \| 0.9379 \| 0.7632 \| 0.8813 \| 0.4814 \| 0.9251 \| 0.8169 \| 0.7239 \| 0.8618 \| 0.6585 \| 0.7704 \| 0.3870 \| 0.7970 \| 0.7023 \| 0.6732 \| \| 0.1506 \| 21.51 \| 7960 \| 0.5522 \| 0.6983 \| 0.7996 \| 0.8766 \| 0.9316 \| 0.7932 \| 0.8749 \| 0.4930 \| 0.9238 \| 0.8388 \| 0.7421 \| 0.8608 \| 0.6635 \| 0.7713 \| 0.3930 \| 0.8034 \| 0.7124 \| 0.6834 \| \| 0.1666 \| 21.57 \| 7980 \| 0.5683 \| 0.7004 \| 0.8030 \| 0.8786 \| 0.9347 \| 0.7981 \| 0.8788 \| 0.4830 \| 0.9167 \| 0.8577 \| 0.7519 \| 0.8607 \| 0.6619 \| 0.7692 \| 0.3883 \| 0.8090 \| 0.7176 \| 0.6961 \| \| 0.1502 \| 21.62 \| 8000 \| 0.5766 \| 0.6956 \| 0.7985 \| 0.8757 \| 0.9342 \| 0.7947 \| 0.8760 \| 0.4820 \| 0.9198 \| 0.8567 \| 0.7259 \| 0.8611 \| 0.6633 \| 0.7675 \| 0.3911 \| 0.8039 \| 0.7083 \| 0.6740 \| \| 0.1659 \| 21.68 \| 8020 \| 0.5484 \| 0.7049 \| 0.8093 \| 0.8804 \| 0.9314 \| 0.8012 \| 0.8756 \| 0.5006 \| 0.9126 \| 0.8670 \| 0.7766 \| 0.8588 \| 0.6632 \| 0.7696 \| 0.3982 \| 0.8146 \| 0.7201 \| 0.7100 \| \| 0.2235 \| 21.73 \| 8040 \| 0.5676 \| 0.6993 \| 0.8022 \| 0.8756 \| 0.9276 \| 0.7853 \| 0.8718 \| 0.5179 \| 0.9222 \| 0.8491 \| 0.7414 \| 0.8591 \| 0.6650 \| 0.7693 \| 0.4081 \| 0.8014 \| 0.7139 \| 0.6785 \| \| 0.3238 \| 21.78 \| 8060 \| 0.5653 \| 0.7003 \| 0.8073 \| 0.8758 \| 0.9282 \| 0.8055 \| 0.8774 \| 0.5357 \| 0.9174 \| 0.8452 \| 0.7419 \| 0.8589 \| 0.6653 \| 0.7689 \| 0.4096 \| 0.8022 \| 0.7156 \| 0.6818 \| \| 0.0874 \| 21.84 \| 8080 \| 0.5986 \| 0.7020 \| 0.8119 \| 0.8765 \| 0.9242 \| 0.8062 \| 0.8755 \| 0.5464 \| 0.9144 \| 0.8671 \| 0.7495 \| 0.8601 \| 0.6661 \| 0.7653 \| 0.4138 \| 0.8030 \| 0.7173 \| 0.6882 \| \| 0.1963 \| 21.89 \| 8100 \| 0.5734 \| 0.7035 \| 0.8116 \| 0.8778 \| 0.9241 \| 0.8095 \| 0.8808 \| 0.5255 \| 0.9138 \| 0.8631 \| 0.7644 \| 0.8599 \| 0.6671 \| 0.7638 \| 0.4090 \| 0.8047 \| 0.7208 \| 0.6992 \| \| 0.2764 \| 21.95 \| 8120 \| 0.5740 \| 0.6989 \| 0.8051 \| 0.8749 \| 0.9259 \| 0.7954 \| 0.8871 \| 0.5173 \| 0.9152 \| 0.8574 \| 0.7377 \| 0.8592 \| 0.6667 \| 0.7660 \| 0.4062 \| 0.7985 \| 0.7196 \| 0.6759 \| \| 0.1858 \| 22.0 \| 8140 \| 0.5600 \| 0.6976 \| 0.8047 \| 0.8746 \| 0.9271 \| 0.7943 \| 0.8817 \| 0.5061 \| 0.9099 \| 0.8730 \| 0.7405 \| 0.8591 \| 0.6667 \| 0.7667 \| 0.4034 \| 0.7993 \| 0.7120 \| 0.6763 \| \| 0.1363 \| 22.05 \| 8160 \| 0.5420 \| 0.6976 \| 0.8086 \| 0.8740 \| 0.9269 \| 0.8056 \| 0.8698 \| 0.5403 \| 0.9094 \| 0.8728 \| 0.7355 \| 0.8600 \| 0.6673 \| 0.7676 \| 0.4137 \| 0.8001 \| 0.7033 \| 0.6713 \| \| 0.1099 \| 22.11 \| 8180 \| 0.5539 \| 0.6975 \| 0.8048 \| 0.8745 \| 0.9298 \| 0.7852 \| 0.8801 \| 0.5371 \| 0.9141 \| 0.8589 \| 0.7285 \| 0.8609 \| 0.6666 \| 0.7680 \| 0.4104 \| 0.8009 \| 0.7058 \| 0.6700 \| \| 0.2996 \| 22.16 \| 8200 \| 0.5566 \| 0.6955 \| 0.8042 \| 0.8745 \| 0.9269 \| 0.8078 \| 0.8852 \| 0.5028 \| 0.9144 \| 0.8583 \| 0.7338 \| 0.8603 \| 0.6632 \| 0.7662 \| 0.3975 \| 0.8016 \| 0.7070 \| 0.6729 \| \| 0.2277 \| 22.22 \| 8220 \| 0.5556 \| 0.6954 \| 0.8035 \| 0.8744 \| 0.9249 \| 0.7982 \| 0.8819 \| 0.5032 \| 0.9146 \| 0.8594 \| 0.7422 \| 0.8590 \| 0.6634 \| 0.7626 \| 0.3950 \| 0.8018 \| 0.7077 \| 0.6781 \| \| 0.1724 \| 22.27 \| 8240 \| 0.5475 \| 0.6955 \| 0.8031 \| 0.8742 \| 0.9223 \| 0.8075 \| 0.8756 \| 0.5006 \| 0.9202 \| 0.8527 \| 0.7424 \| 0.8595 \| 0.6641 \| 0.7649 \| 0.3962 \| 0.8007 \| 0.7080 \| 0.6751 \| \| 0.1498 \| 22.32 \| 8260 \| 0.5824 \| 0.6924 \| 0.8027 \| 0.8724 \| 0.9300 \| 0.7981 \| 0.8784 \| 0.5245 \| 0.9108 \| 0.8560 \| 0.7208 \| 0.8595 \| 0.6647 \| 0.7642 \| 0.3930 \| 0.7985 \| 0.7033 \| 0.6638 \| \| 0.6372 \| 22.38 \| 8280 \| 0.5829 \| 0.6884 \| 0.8001 \| 0.8704 \| 0.9217 \| 0.8083 \| 0.8893 \| 0.4991 \| 0.9162 \| 0.8541 \| 0.7121 \| 0.8566 \| 0.6619 \| 0.7582 \| 0.3880 \| 0.7966 \| 0.7006 \| 0.6572 \| \| 0.1653 \| 22.43 \| 8300 \| 0.5575 \| 0.6934 \| 0.8012 \| 0.8729 \| 0.9254 \| 0.7987 \| 0.8787 \| 0.5110 \| 0.9172 \| 0.8430 \| 0.7345 \| 0.8587 \| 0.6650 \| 0.7622 \| 0.3940 \| 0.7981 \| 0.7037 \| 0.6723 \| \| 0.1446 \| 22.49 \| 8320 \| 0.5437 \| 0.6943 \| 0.8007 \| 0.8741 \| 0.9295 \| 0.8018 \| 0.8885 \| 0.4994 \| 0.9151 \| 0.8280 \| 0.7426 \| 0.8587 \| 0.6629 \| 0.7625 \| 0.3864 \| 0.7994 \| 0.7077 \| 0.6825 \| \| 0.1645 \| 22.54 \| 8340 \| 0.5665 \| 0.6925 \| 0.8013 \| 0.8721 \| 0.9233 \| 0.8128 \| 0.8663 \| 0.5136 \| 0.9219 \| 0.8428 \| 0.7280 \| 0.8582 \| 0.6635 \| 0.7606 \| 0.3977 \| 0.7971 \| 0.7025 \| 0.6678 \| \| 0.1173 \| 22.59 \| 8360 \| 0.5560 \| 0.6936 \| 0.8040 \| 0.8733 \| 0.9310 \| 0.8152 \| 0.8734 \| 0.5150 \| 0.9116 \| 0.8579 \| 0.7235 \| 0.8597 \| 0.6604 \| 0.7664 \| 0.3962 \| 0.7998 \| 0.7062 \| 0.6668 \| \| 0.2151 \| 22.65 \| 8380 \| 0.5760 \| 0.6925 \| 0.8016 \| 0.8728 \| 0.9350 \| 0.8099 \| 0.8709 \| 0.5121 \| 0.9122 \| 0.8651 \| 0.7062 \| 0.8621 \| 0.6601 \| 0.7675 \| 0.3975 \| 0.7967 \| 0.7055 \| 0.6580 \| \| 0.2177 \| 22.7 \| 8400 \| 0.5757 \| 0.6939 \| 0.8001 \| 0.8736 \| 0.9390 \| 0.7973 \| 0.8687 \| 0.5185 \| 0.9123 \| 0.8520 \| 0.7129 \| 0.8609 \| 0.6584 \| 0.7706 \| 0.4022 \| 0.7987 \| 0.7037 \| 0.6629 \| \| 0.0637 \| 22.76 \| 8420 \| 0.5677 \| 0.6949 \| 0.8034 \| 0.8733 \| 0.9313 \| 0.8080 \| 0.8660 \| 0.5285 \| 0.9173 \| 0.8607 \| 0.7123 \| 0.8615 \| 0.6623 \| 0.7702 \| 0.4083 \| 0.7982 \| 0.7030 \| 0.6607 \| \| 1.8017 \| 22.81 \| 8440 \| 0.5780 \| 0.6940 \| 0.8028 \| 0.8737 \| 0.9375 \| 0.8111 \| 0.8812 \| 0.5202 \| 0.9106 \| 0.8462 \| 0.7131 \| 0.8601 \| 0.6578 \| 0.7720 \| 0.3964 \| 0.7995 \| 0.7072 \| 0.6649 \| \| 0.0755 \| 22.86 \| 8460 \| 0.5470 \| 0.6950 \| 0.8043 \| 0.8742 \| 0.9316 \| 0.8174 \| 0.8809 \| 0.5134 \| 0.9136 \| 0.8466 \| 0.7265 \| 0.8599 \| 0.6585 \| 0.7708 \| 0.3964 \| 0.8009 \| 0.7081 \| 0.6702 \| \| 0.3325 \| 22.92 \| 8480 \| 0.5576 \| 0.6933 \| 0.7982 \| 0.8733 \| 0.9306 \| 0.8047 \| 0.8860 \| 0.4965 \| 0.9212 \| 0.8295 \| 0.7189 \| 0.8597 \| 0.6614 \| 0.7716 \| 0.3966 \| 0.7983 \| 0.7029 \| 0.6625 \| \| 0.2739 \| 22.97 \| 8500 \| 0.5710 \| 0.6949 \| 0.8030 \| 0.8737 \| 0.9292 \| 0.8147 \| 0.8727 \| 0.5081 \| 0.9175 \| 0.8590 \| 0.7195 \| 0.8586 \| 0.6607 \| 0.7724 \| 0.4011 \| 0.8012 \| 0.7098 \| 0.6605 \| \| 1.9437 \| 23.03 \| 8520 \| 0.6093 \| 0.6904 \| 0.7967 \| 0.8710 \| 0.9318 \| 0.8070 \| 0.8720 \| 0.5088 \| 0.9213 \| 0.8390 \| 0.6972 \| 0.8583 \| 0.6617 \| 0.7704 \| 0.4014 \| 0.7954 \| 0.7009 \| 0.6449 \| \| 0.786 \| 23.08 \| 8540 \| 0.5987 \| 0.6900 \| 0.7973 \| 0.8713 \| 0.9312 \| 0.8185 \| 0.8645 \| 0.5013 \| 0.9230 \| 0.8464 \| 0.6963 \| 0.8595 \| 0.6575 \| 0.7681 \| 0.3999 \| 0.7955 \| 0.7034 \| 0.6464 \| \| 0.2217 \| 23.14 \| 8560 \| 0.6015 \| 0.6908 \| 0.7956 \| 0.8711 \| 0.9317 \| 0.7953 \| 0.8688 \| 0.5127 \| 0.9254 \| 0.8477 \| 0.6876 \| 0.8615 \| 0.6632 \| 0.7685 \| 0.4038 \| 0.7925 \| 0.7040 \| 0.6420 \| \| 0.1774 \| 23.19 \| 8580 \| 0.5588 \| 0.6957 \| 0.8052 \| 0.8740 \| 0.9309 \| 0.8130 \| 0.8811 \| 0.5165 \| 0.9115 \| 0.8598 \| 0.7236 \| 0.8599 \| 0.6570 \| 0.7703 \| 0.3953 \| 0.7973 \| 0.7215 \| 0.6683 \| \| 0.1627 \| 23.24 \| 8600 \| 0.5706 \| 0.6913 \| 0.7986 \| 0.8717 \| 0.9326 \| 0.8103 \| 0.8701 \| 0.5113 \| 0.9195 \| 0.8464 \| 0.6999 \| 0.8613 \| 0.6594 \| 0.7685 \| 0.3979 \| 0.7931 \| 0.7090 \| 0.6499 \| \| 0.251 \| 23.3 \| 8620 \| 0.5977 \| 0.6881 \| 0.7896 \| 0.8710 \| 0.9390 \| 0.7816 \| 0.8709 \| 0.4789 \| 0.9201 \| 0.8507 \| 0.6857 \| 0.8614 \| 0.6609 \| 0.7691 \| 0.3891 \| 0.7924 \| 0.7042 \| 0.6397 \| \| 0.1455 \| 23.35 \| 8640 \| 0.5688 \| 0.6903 \| 0.7993 \| 0.8720 \| 0.9332 \| 0.8054 \| 0.8923 \| 0.4891 \| 0.9094 \| 0.8612 \| 0.7042 \| 0.8606 \| 0.6595 \| 0.7683 \| 0.3827 \| 0.7944 \| 0.7136 \| 0.6533 \| \| 1.8293 \| 23.41 \| 8660 \| 0.6032 \| 0.6884 \| 0.7996 \| 0.8697 \| 0.9352 \| 0.7972 \| 0.8919 \| 0.5163 \| 0.9046 \| 0.8687 \| 0.6834 \| 0.8606 \| 0.6629 \| 0.7679 \| 0.3910 \| 0.7899 \| 0.7083 \| 0.6376 \| \| 1.1646 \| 23.46 \| 8680 \| 0.6059 \| 0.6897 \| 0.8001 \| 0.8701 \| 0.9334 \| 0.8030 \| 0.8837 \| 0.5290 \| 0.9123 \| 0.8555 \| 0.6842 \| 0.8607 \| 0.6631 \| 0.7708 \| 0.3969 \| 0.7908 \| 0.7073 \| 0.6386 \| \| 0.3689 \| 23.51 \| 8700 \| 0.6283 \| 0.6871 \| 0.7903 \| 0.8694 \| 0.9359 \| 0.7840 \| 0.8812 \| 0.4988 \| 0.9228 \| 0.8366 \| 0.6730 \| 0.8604 \| 0.6633 \| 0.7719 \| 0.3935 \| 0.7893 \| 0.7013 \| 0.6301 \| \| 0.2295 \| 23.57 \| 8720 \| 0.6471 \| 0.6887 \| 0.7989 \| 0.8691 \| 0.9317 \| 0.7922 \| 0.8764 \| 0.5382 \| 0.9138 \| 0.8605 \| 0.6798 \| 0.8613 \| 0.6658 \| 0.7695 \| 0.3952 \| 0.7872 \| 0.7073 \| 0.6348 \| \| 0.2835 \| 23.62 \| 8740 \| 0.5782 \| 0.6914 \| 0.8050 \| 0.8713 \| 0.9319 \| 0.8066 \| 0.8805 \| 0.5287 \| 0.9016 \| 0.8737 \| 0.7120 \| 0.8589 \| 0.6629 \| 0.7721 \| 0.3846 \| 0.7941 \| 0.7108 \| 0.6565 \| \| 0.2758 \| 23.68 \| 8760 \| 0.5840 \| 0.6901 \| 0.8031 \| 0.8698 \| 0.9245 \| 0.8051 \| 0.8820 \| 0.5310 \| 0.9117 \| 0.8646 \| 0.7027 \| 0.8583 \| 0.6650 \| 0.7699 \| 0.3919 \| 0.7918 \| 0.7068 \| 0.6465 \| \| 0.1699 \| 23.73 \| 8780 \| 0.5942 \| 0.6887 \| 0.8015 \| 0.8689 \| 0.9252 \| 0.8100 \| 0.8731 \| 0.5330 \| 0.9148 \| 0.8624 \| 0.6920 \| 0.8583 \| 0.6635 \| 0.7690 \| 0.3961 \| 0.7900 \| 0.7055 \| 0.6386 \| \| 0.1464 \| 23.78 \| 8800 \| 0.5727 \| 0.6934 \| 0.8022 \| 0.8719 \| 0.9257 \| 0.7996 \| 0.8796 \| 0.5177 \| 0.9151 \| 0.8609 \| 0.7165 \| 0.8578 \| 0.6651 \| 0.7717 \| 0.3934 \| 0.7951 \| 0.7148 \| 0.6557 \| \| 0.0524 \| 23.84 \| 8820 \| 0.5656 \| 0.6948 \| 0.8039 \| 0.8734 \| 0.9324 \| 0.8073 \| 0.8685 \| 0.5222 \| 0.9103 \| 0.8620 \| 0.7248 \| 0.8586 \| 0.6621 \| 0.7713 \| 0.3899 \| 0.7976 \| 0.7176 \| 0.6668 \| \| 0.1082 \| 23.89 \| 8840 \| 0.5860 \| 0.6923 \| 0.8010 \| 0.8718 \| 0.9311 \| 0.8094 \| 0.8684 \| 0.5214 \| 0.9174 \| 0.8584 \| 0.7011 \| 0.8592 \| 0.6635 \| 0.7715 \| 0.3972 \| 0.7955 \| 0.7096 \| 0.6501 \| \| 0.1803 \| 23.95 \| 8860 \| 0.5935 \| 0.6899 \| 0.7944 \| 0.8714 \| 0.9286 \| 0.8004 \| 0.8731 \| 0.4718 \| 0.9220 \| 0.8653 \| 0.6997 \| 0.8576 \| 0.6648 \| 0.7701 \| 0.3883 \| 0.7970 \| 0.7073 \| 0.6446 \| \| 0.2587 \| 24.0 \| 8880 \| 0.6158 \| 0.6882 \| 0.7931 \| 0.8699 \| 0.9275 \| 0.7955 \| 0.8775 \| 0.4844 \| 0.9230 \| 0.8500 \| 0.6937 \| 0.8576 \| 0.6656 \| 0.7678 \| 0.3909 \| 0.7928 \| 0.7035 \| 0.6396 \| \| 1.0914 \| 24.05 \| 8900 \| 0.5958 \| 0.6918 \| 0.7967 \| 0.8721 \| 0.9331 \| 0.8066 \| 0.8725 \| 0.4903 \| 0.9185 \| 0.8508 \| 0.7052 \| 0.8584 \| 0.6629 \| 0.7712 \| 0.3916 \| 0.7958 \| 0.7118 \| 0.6509 \| \| 0.2337 \| 24.11 \| 8920 \| 0.5830 \| 0.6914 \| 0.7979 \| 0.8719 \| 0.9309 \| 0.8090 \| 0.8736 \| 0.4895 \| 0.9174 \| 0.8612 \| 0.7035 \| 0.8589 \| 0.6630 \| 0.7699 \| 0.3923 \| 0.7955 \| 0.7108 \| 0.6495 \| \| 0.0618 \| 24.16 \| 8940 \| 0.5796 \| 0.6925 \| 0.7981 \| 0.8723 \| 0.9342 \| 0.7957 \| 0.8822 \| 0.4992 \| 0.9135 \| 0.8582 \| 0.7036 \| 0.8593 \| 0.6652 \| 0.7708 \| 0.3930 \| 0.7951 \| 0.7134 \| 0.6510 \| \| 0.1452 \| 24.22 \| 8960 \| 0.5595 \| 0.6958 \| 0.8042 \| 0.8736 \| 0.9308 \| 0.8041 \| 0.8749 \| 0.5191 \| 0.9106 \| 0.8638 \| 0.7260 \| 0.8586 \| 0.6640 \| 0.7719 \| 0.3950 \| 0.7974 \| 0.7182 \| 0.6655 \| \| 0.1796 \| 24.27 \| 8980 \| 0.5971 \| 0.6915 \| 0.7970 \| 0.8718 \| 0.9349 \| 0.7984 \| 0.8799 \| 0.5066 \| 0.9173 \| 0.8450 \| 0.6971 \| 0.8602 \| 0.6641 \| 0.7710 \| 0.3929 \| 0.7936 \| 0.7104 \| 0.6485 \| \| 0.1542 \| 24.32 \| 9000 \| 0.5775 \| 0.6936 \| 0.7993 \| 0.8724 \| 0.9317 \| 0.8060 \| 0.8721 \| 0.5182 \| 0.9201 \| 0.8328 \| 0.7141 \| 0.8589 \| 0.6626 \| 0.7723 \| 0.3969 \| 0.7945 \| 0.7113 \| 0.6587 \| \| 0.0416 \| 24.38 \| 9020 \| 0.5985 \| 0.6897 \| 0.7959 \| 0.8705 \| 0.9307 \| 0.7937 \| 0.8773 \| 0.5037 \| 0.9193 \| 0.8571 \| 0.6894 \| 0.8596 \| 0.6655 \| 0.7691 \| 0.3943 \| 0.7925 \| 0.7066 \| 0.6401 \| \| 0.1769 \| 24.43 \| 9040 \| 0.5890 \| 0.6935 \| 0.7984 \| 0.8735 \| 0.9336 \| 0.8007 \| 0.8741 \| 0.4843 \| 0.9137 \| 0.8606 \| 0.7217 \| 0.8582 \| 0.6630 \| 0.7698 \| 0.3855 \| 0.7984 \| 0.7155 \| 0.6645 \| \| 0.1621 \| 24.49 \| 9060 \| 0.5959 \| 0.6913 \| 0.7981 \| 0.8711 \| 0.9293 \| 0.7902 \| 0.8717 \| 0.5103 \| 0.9163 \| 0.8640 \| 0.7048 \| 0.8585 \| 0.6666 \| 0.7682 \| 0.3935 \| 0.7942 \| 0.7091 \| 0.6490 \| \| 0.1707 \| 24.54 \| 9080 \| 0.5978 \| 0.6915 \| 0.7999 \| 0.8710 \| 0.9283 \| 0.7987 \| 0.8780 \| 0.5148 \| 0.9147 \| 0.8571 \| 0.7074 \| 0.8582 \| 0.6662 \| 0.7680 \| 0.3913 \| 0.7928 \| 0.7119 \| 0.6520 \| \| 0.0918 \| 24.59 \| 9100 \| 0.5887 \| 0.6905 \| 0.8038 \| 0.8701 \| 0.9226 \| 0.8161 \| 0.8780 \| 0.5280 \| 0.9143 \| 0.8606 \| 0.7068 \| 0.8570 \| 0.6626 \| 0.7676 \| 0.3911 \| 0.7921 \| 0.7124 \| 0.6504 \| \| 0.1724 \| 24.65 \| 9120 \| 0.5955 \| 0.6914 \| 0.7973 \| 0.8720 \| 0.9329 \| 0.7985 \| 0.8731 \| 0.4923 \| 0.9149 \| 0.8637 \| 0.7059 \| 0.8591 \| 0.6651 \| 0.7687 \| 0.3877 \| 0.7957 \| 0.7109 \| 0.6525 \| \| 0.3617 \| 24.7 \| 9140 \| 0.6013 \| 0.6906 \| 0.7986 \| 0.8713 \| 0.9365 \| 0.8032 \| 0.8670 \| 0.5126 \| 0.9121 \| 0.8635 \| 0.6954 \| 0.8600 \| 0.6636 \| 0.7694 \| 0.3916 \| 0.7940 \| 0.7091 \| 0.6468 \| \| 0.4865 \| 24.76 \| 9160 \| 0.6078 \| 0.6898 \| 0.7948 \| 0.8707 \| 0.9306 \| 0.7972 \| 0.8817 \| 0.5045 \| 0.9220 \| 0.8257 \| 0.7018 \| 0.8591 \| 0.6654 \| 0.7693 \| 0.3883 \| 0.7909 \| 0.7054 \| 0.6503 \| \| 0.1334 \| 24.81 \| 9180 \| 0.6029 \| 0.6915 \| 0.7980 \| 0.8715 \| 0.9306 \| 0.8054 \| 0.8714 \| 0.5062 \| 0.9190 \| 0.8470 \| 0.7064 \| 0.8591 \| 0.6643 \| 0.7687 \| 0.3909 \| 0.7930 \| 0.7119 \| 0.6527 \| \| 0.242 \| 24.86 \| 9200 \| 0.5909 \| 0.6924 \| 0.7973 \| 0.8722 \| 0.9307 \| 0.7949 \| 0.8744 \| 0.4967 \| 0.9182 \| 0.8558 \| 0.7102 \| 0.8590 \| 0.6659 \| 0.7689 \| 0.3898 \| 0.7947 \| 0.7137 \| 0.6547 \| \| 0.1248 \| 24.92 \| 9220 \| 0.5994 \| 0.6918 \| 0.7976 \| 0.8721 \| 0.9367 \| 0.8003 \| 0.8655 \| 0.5078 \| 0.9162 \| 0.8586 \| 0.6982 \| 0.8605 \| 0.6638 \| 0.7705 \| 0.3920 \| 0.7953 \| 0.7107 \| 0.6496 \| \| 0.1545 \| 24.97 \| 9240 \| 0.5786 \| 0.6925 \| 0.7978 \| 0.8728 \| 0.9333 \| 0.7968 \| 0.8779 \| 0.4833 \| 0.9128 \| 0.8676 \| 0.7127 \| 0.8588 \| 0.6646 \| 0.7694 \| 0.3854 \| 0.7968 \| 0.7147 \| 0.6576 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b2-ade-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b2-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b2-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.6325 - Mean Iou: 0.7077 - Mean Accuracy: 0.8137 - Overall Accuracy: 0.8816 - Accuracy Water: 0.9348 - Accuracy Whitewater: 0.8020 - Accuracy Sediment: 0.8775 - Accuracy Other Natural Terrain: 0.5017 - Accuracy Vegetation: 0.8953 - Accuracy Development: 0.8739 - Accuracy Unknown: 0.8105 - Iou Water: 0.8677 - Iou Whitewater: 0.6774 - Iou Sediment: 0.7684 - Iou Other Natural Terrain: 0.4116 - Iou Vegetation: 0.8094 - Iou Development: 0.6762 - Iou Unknown: 0.7429 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.774 \| 0.05 \| 20 \| 1.6698 \| 0.2430 \| 0.3629 \| 0.5226 \| 0.4223 \| 0.1819 \| 0.2460 \| 0.0005 \| 0.8964 \| 0.3490 \| 0.4442 \| 0.3799 \| 0.1235 \| 0.1849 \| 0.0005 \| 0.4341 \| 0.2778 \| 0.3001 \| \| 1.7174 \| 0.11 \| 40 \| 1.4427 \| 0.2786 \| 0.3779 \| 0.6107 \| 0.7533 \| 0.0232 \| 0.3707 \| 0.0 \| 0.8382 \| 0.3590 \| 0.3006 \| 0.5472 \| 0.0228 \| 0.2829 \| 0.0 \| 0.4830 \| 0.3259 \| 0.2888 \| \| 1.3093 \| 0.16 \| 60 \| 1.2604 \| 0.2465 \| 0.3397 \| 0.6011 \| 0.7105 \| 0.0004 \| 0.0875 \| 0.0 \| 0.9559 \| 0.3212 \| 0.3026 \| 0.5685 \| 0.0004 \| 0.0802 \| 0.0 \| 0.4744 \| 0.2994 \| 0.3022 \| \| 1.1732 \| 0.22 \| 80 \| 1.1278 \| 0.2491 \| 0.3431 \| 0.6274 \| 0.8303 \| 0.0008 \| 0.0586 \| 0.0 \| 0.9291 \| 0.3276 \| 0.2555 \| 0.6103 \| 0.0008 \| 0.0560 \| 0.0 \| 0.5141 \| 0.3076 \| 0.2547 \| \| 1.2471 \| 0.27 \| 100 \| 1.0584 \| 0.2724 \| 0.3736 \| 0.6494 \| 0.8989 \| 0.0375 \| 0.1763 \| 0.0 \| 0.9176 \| 0.5844 \| 0.0006 \| 0.5888 \| 0.0374 \| 0.1514 \| 0.0 \| 0.6245 \| 0.5043 \| 0.0006 \| \| 0.8947 \| 0.32 \| 120 \| 0.9324 \| 0.3357 \| 0.4425 \| 0.7042 \| 0.9033 \| 0.0096 \| 0.2778 \| 0.0 \| 0.9146 \| 0.7000 \| 0.2923 \| 0.6888 \| 0.0096 \| 0.2355 \| 0.0 \| 0.6223 \| 0.5019 \| 0.2916 \| \| 1.1922 \| 0.38 \| 140 \| 0.9745 \| 0.3410 \| 0.4493 \| 0.6821 \| 0.7822 \| 0.0148 \| 0.2773 \| 0.0 \| 0.9225 \| 0.7338 \| 0.4144 \| 0.6567 \| 0.0148 \| 0.2420 \| 0.0 \| 0.5463 \| 0.5184 \| 0.4086 \| \| 1.5695 \| 0.43 \| 160 \| 0.8840 \| 0.3772 \| 0.5025 \| 0.7286 \| 0.8957 \| 0.0288 \| 0.5000 \| 0.0 \| 0.8538 \| 0.8545 \| 0.3848 \| 0.7277 \| 0.0288 \| 0.4012 \| 0.0 \| 0.6443 \| 0.4589 \| 0.3798 \| \| 1.095 \| 0.49 \| 180 \| 0.8596 \| 0.3740 \| 0.4988 \| 0.7191 \| 0.8436 \| 0.0453 \| 0.3715 \| 0.0 \| 0.8723 \| 0.8661 \| 0.4927 \| 0.7428 \| 0.0452 \| 0.3100 \| 0.0 \| 0.5999 \| 0.4533 \| 0.4665 \| \| 1.0495 \| 0.54 \| 200 \| 0.7698 \| 0.4265 \| 0.5374 \| 0.7612 \| 0.8938 \| 0.0653 \| 0.6521 \| 0.0 \| 0.9071 \| 0.7978 \| 0.4455 \| 0.7438 \| 0.0650 \| 0.5082 \| 0.0 \| 0.6655 \| 0.5652 \| 0.4378 \| \| 0.6566 \| 0.59 \| 220 \| 0.7619 \| 0.4341 \| 0.5580 \| 0.7664 \| 0.8953 \| 0.0462 \| 0.7732 \| 0.0 \| 0.8552 \| 0.8443 \| 0.4920 \| 0.7358 \| 0.0458 \| 0.5370 \| 0.0 \| 0.6896 \| 0.5557 \| 0.4749 \| \| 1.177 \| 0.65 \| 240 \| 0.7722 \| 0.4191 \| 0.5324 \| 0.7538 \| 0.9128 \| 0.0950 \| 0.7406 \| 0.0 \| 0.8794 \| 0.7236 \| 0.3755 \| 0.7230 \| 0.0945 \| 0.4920 \| 0.0 \| 0.6798 \| 0.5699 \| 0.3745 \| \| 0.7819 \| 0.7 \| 260 \| 0.7664 \| 0.4015 \| 0.5032 \| 0.7414 \| 0.9350 \| 0.0834 \| 0.3838 \| 0.0 \| 0.8537 \| 0.7514 \| 0.5153 \| 0.6864 \| 0.0821 \| 0.2828 \| 0.0 \| 0.6919 \| 0.5665 \| 0.5011 \| \| 0.7828 \| 0.76 \| 280 \| 0.7064 \| 0.4645 \| 0.5823 \| 0.7789 \| 0.8782 \| 0.1966 \| 0.8202 \| 0.0 \| 0.9030 \| 0.7815 \| 0.4968 \| 0.7609 \| 0.1911 \| 0.5326 \| 0.0 \| 0.6956 \| 0.5829 \| 0.4883 \| \| 0.6092 \| 0.81 \| 300 \| 0.7097 \| 0.5114 \| 0.6268 \| 0.7947 \| 0.9039 \| 0.5025 \| 0.7176 \| 0.0 \| 0.8930 \| 0.8421 \| 0.5283 \| 0.7870 \| 0.4181 \| 0.5706 \| 0.0 \| 0.6882 \| 0.6010 \| 0.5149 \| \| 1.7916 \| 0.86 \| 320 \| 0.6693 \| 0.5099 \| 0.6222 \| 0.7982 \| 0.9064 \| 0.4097 \| 0.8063 \| 0.0 \| 0.8941 \| 0.8109 \| 0.5281 \| 0.7762 \| 0.3720 \| 0.5858 \| 0.0 \| 0.7113 \| 0.6113 \| 0.5130 \| \| 0.7345 \| 0.92 \| 340 \| 0.6743 \| 0.5055 \| 0.6143 \| 0.7979 \| 0.9100 \| 0.3940 \| 0.7794 \| 0.0 \| 0.9127 \| 0.8028 \| 0.5009 \| 0.7780 \| 0.3587 \| 0.6001 \| 0.0 \| 0.7140 \| 0.5964 \| 0.4915 \| \| 0.637 \| 0.97 \| 360 \| 0.6245 \| 0.5222 \| 0.6306 \| 0.8067 \| 0.9141 \| 0.4131 \| 0.7853 \| 0.0 \| 0.8914 \| 0.8234 \| 0.5870 \| 0.7888 \| 0.3803 \| 0.6094 \| 0.0 \| 0.7178 \| 0.6178 \| 0.5414 \| \| 0.8406 \| 1.03 \| 380 \| 0.6479 \| 0.5206 \| 0.6254 \| 0.8043 \| 0.9103 \| 0.4757 \| 0.7567 \| 0.0 \| 0.9263 \| 0.7775 \| 0.5312 \| 0.7995 \| 0.4132 \| 0.6059 \| 0.0 \| 0.7047 \| 0.6121 \| 0.5091 \| \| 0.9531 \| 1.08 \| 400 \| 0.6132 \| 0.5323 \| 0.6444 \| 0.8113 \| 0.9146 \| 0.5178 \| 0.8316 \| 0.0 \| 0.9081 \| 0.8024 \| 0.5364 \| 0.8080 \| 0.4352 \| 0.6308 \| 0.0 \| 0.7162 \| 0.6211 \| 0.5151 \| \| 0.6297 \| 1.14 \| 420 \| 0.6529 \| 0.5191 \| 0.6509 \| 0.7944 \| 0.9257 \| 0.5420 \| 0.8718 \| 0.0 \| 0.7996 \| 0.8808 \| 0.5366 \| 0.7799 \| 0.4613 \| 0.5873 \| 0.0 \| 0.6893 \| 0.6036 \| 0.5119 \| \| 0.4527 \| 1.19 \| 440 \| 0.6055 \| 0.5393 \| 0.6617 \| 0.8136 \| 0.9146 \| 0.5618 \| 0.8581 \| 0.0 \| 0.8712 \| 0.8413 \| 0.5852 \| 0.8082 \| 0.4572 \| 0.6102 \| 0.0 \| 0.7232 \| 0.6275 \| 0.5490 \| \| 0.3314 \| 1.24 \| 460 \| 0.6061 \| 0.5426 \| 0.6457 \| 0.8187 \| 0.9256 \| 0.4963 \| 0.7948 \| 0.0 \| 0.9067 \| 0.7824 \| 0.6142 \| 0.8083 \| 0.4497 \| 0.6202 \| 0.0 \| 0.7307 \| 0.6162 \| 0.5734 \| \| 0.5344 \| 1.3 \| 480 \| 0.6365 \| 0.5289 \| 0.6559 \| 0.8089 \| 0.9062 \| 0.5875 \| 0.8884 \| 0.0 \| 0.8953 \| 0.7999 \| 0.5137 \| 0.8089 \| 0.4373 \| 0.6093 \| 0.0 \| 0.7265 \| 0.6329 \| 0.4873 \| \| 1.0977 \| 1.35 \| 500 \| 0.6129 \| 0.5325 \| 0.6456 \| 0.8098 \| 0.9402 \| 0.6061 \| 0.7829 \| 0.0 \| 0.8902 \| 0.7751 \| 0.5248 \| 0.7957 \| 0.4603 \| 0.6199 \| 0.0 \| 0.7236 \| 0.6247 \| 0.5035 \| \| 0.5028 \| 1.41 \| 520 \| 0.6530 \| 0.5303 \| 0.6531 \| 0.8049 \| 0.9023 \| 0.6113 \| 0.7989 \| 0.0 \| 0.8993 \| 0.8574 \| 0.5029 \| 0.8103 \| 0.4972 \| 0.6195 \| 0.0 \| 0.7036 \| 0.5900 \| 0.4914 \| \| 0.4093 \| 1.46 \| 540 \| 0.6043 \| 0.5327 \| 0.6330 \| 0.8096 \| 0.9220 \| 0.5348 \| 0.7972 \| 0.0 \| 0.9261 \| 0.7064 \| 0.5442 \| 0.8086 \| 0.4678 \| 0.6166 \| 0.0 \| 0.7056 \| 0.6094 \| 0.5207 \| \| 0.4392 \| 1.51 \| 560 \| 0.5532 \| 0.5729 \| 0.6868 \| 0.8318 \| 0.9135 \| 0.6389 \| 0.8304 \| 0.0 \| 0.8862 \| 0.8367 \| 0.7019 \| 0.8082 \| 0.5218 \| 0.6223 \| 0.0 \| 0.7509 \| 0.6559 \| 0.6515 \| \| 0.4156 \| 1.57 \| 580 \| 0.5921 \| 0.5594 \| 0.6634 \| 0.8223 \| 0.9162 \| 0.6216 \| 0.8008 \| 0.0 \| 0.9240 \| 0.8058 \| 0.5757 \| 0.8100 \| 0.5296 \| 0.6424 \| 0.0 \| 0.7249 \| 0.6494 \| 0.5593 \| \| 0.5817 \| 1.62 \| 600 \| 0.6145 \| 0.5603 \| 0.6917 \| 0.8233 \| 0.9267 \| 0.7580 \| 0.8471 \| 0.0 \| 0.8722 \| 0.8801 \| 0.5577 \| 0.8163 \| 0.5487 \| 0.6300 \| 0.0 \| 0.7402 \| 0.6417 \| 0.5450 \| \| 0.3551 \| 1.68 \| 620 \| 0.5390 \| 0.5859 \| 0.7156 \| 0.8361 \| 0.9135 \| 0.8256 \| 0.8467 \| 0.0 \| 0.8715 \| 0.8494 \| 0.7025 \| 0.8289 \| 0.5863 \| 0.6466 \| 0.0 \| 0.7419 \| 0.6485 \| 0.6492 \| \| 0.453 \| 1.73 \| 640 \| 0.5088 \| 0.5999 \| 0.7029 \| 0.8466 \| 0.9237 \| 0.7069 \| 0.8011 \| 0.0 \| 0.9102 \| 0.8441 \| 0.7345 \| 0.8305 \| 0.5881 \| 0.6650 \| 0.0 \| 0.7576 \| 0.6760 \| 0.6822 \| \| 1.2453 \| 1.78 \| 660 \| 0.5524 \| 0.5847 \| 0.6951 \| 0.8369 \| 0.9104 \| 0.6767 \| 0.8362 \| 0.0 \| 0.9038 \| 0.8516 \| 0.6871 \| 0.8318 \| 0.5614 \| 0.6554 \| 0.0 \| 0.7336 \| 0.6489 \| 0.6621 \| \| 0.7462 \| 1.84 \| 680 \| 0.5106 \| 0.6009 \| 0.7035 \| 0.8458 \| 0.9255 \| 0.7246 \| 0.8720 \| 0.0 \| 0.9117 \| 0.7932 \| 0.6975 \| 0.8210 \| 0.6033 \| 0.6703 \| 0.0 \| 0.7621 \| 0.6712 \| 0.6782 \| \| 0.5394 \| 1.89 \| 700 \| 0.5511 \| 0.6024 \| 0.7181 \| 0.8431 \| 0.8944 \| 0.7458 \| 0.8676 \| 0.0002 \| 0.8938 \| 0.8785 \| 0.7462 \| 0.8143 \| 0.6177 \| 0.6510 \| 0.0002 \| 0.7569 \| 0.6770 \| 0.7000 \| \| 0.687 \| 1.95 \| 720 \| 0.5729 \| 0.5931 \| 0.7128 \| 0.8334 \| 0.8541 \| 0.7522 \| 0.8466 \| 0.0 \| 0.8989 \| 0.8057 \| 0.8324 \| 0.7866 \| 0.6072 \| 0.6188 \| 0.0 \| 0.7447 \| 0.6640 \| 0.7302 \| \| 1.8817 \| 2.0 \| 740 \| 0.5696 \| 0.5922 \| 0.7055 \| 0.8409 \| 0.9274 \| 0.7567 \| 0.7970 \| 0.0004 \| 0.8907 \| 0.8681 \| 0.6980 \| 0.8139 \| 0.5882 \| 0.6528 \| 0.0004 \| 0.7629 \| 0.6662 \| 0.6612 \| \| 0.3863 \| 2.05 \| 760 \| 0.5317 \| 0.5858 \| 0.6944 \| 0.8390 \| 0.9085 \| 0.7019 \| 0.8568 \| 0.0004 \| 0.9237 \| 0.7845 \| 0.6850 \| 0.8275 \| 0.5633 \| 0.6667 \| 0.0004 \| 0.7480 \| 0.6380 \| 0.6568 \| \| 0.4857 \| 2.11 \| 780 \| 0.5299 \| 0.5867 \| 0.7092 \| 0.8366 \| 0.8941 \| 0.7602 \| 0.8367 \| 0.0113 \| 0.9016 \| 0.8441 \| 0.7162 \| 0.8195 \| 0.5735 \| 0.6947 \| 0.0113 \| 0.7573 \| 0.6176 \| 0.6331 \| \| 0.4574 \| 2.16 \| 800 \| 0.4897 \| 0.6125 \| 0.7202 \| 0.8538 \| 0.9369 \| 0.7566 \| 0.8603 \| 0.0110 \| 0.8903 \| 0.8365 \| 0.7495 \| 0.8322 \| 0.5830 \| 0.7061 \| 0.0110 \| 0.7690 \| 0.6780 \| 0.7082 \| \| 1.2893 \| 2.22 \| 820 \| 0.4904 \| 0.6083 \| 0.7060 \| 0.8501 \| 0.9106 \| 0.7215 \| 0.7903 \| 0.0066 \| 0.9298 \| 0.7943 \| 0.7891 \| 0.8376 \| 0.5719 \| 0.7046 \| 0.0066 \| 0.7425 \| 0.6604 \| 0.7342 \| \| 0.3318 \| 2.27 \| 840 \| 0.5034 \| 0.6084 \| 0.7443 \| 0.8465 \| 0.9073 \| 0.8481 \| 0.9087 \| 0.0175 \| 0.8324 \| 0.8653 \| 0.8304 \| 0.8301 \| 0.6099 \| 0.6466 \| 0.0175 \| 0.7525 \| 0.6664 \| 0.7359 \| \| 0.7274 \| 2.32 \| 860 \| 0.5037 \| 0.6095 \| 0.7283 \| 0.8495 \| 0.9094 \| 0.7908 \| 0.8544 \| 0.0246 \| 0.8896 \| 0.8579 \| 0.7715 \| 0.8239 \| 0.6145 \| 0.6409 \| 0.0246 \| 0.7778 \| 0.6544 \| 0.7302 \| \| 0.2701 \| 2.38 \| 880 \| 0.4549 \| 0.6217 \| 0.7399 \| 0.8567 \| 0.9149 \| 0.8438 \| 0.8606 \| 0.0327 \| 0.8966 \| 0.8430 \| 0.7875 \| 0.8370 \| 0.6066 \| 0.6989 \| 0.0327 \| 0.7736 \| 0.6696 \| 0.7338 \| \| 0.7689 \| 2.43 \| 900 \| 0.4638 \| 0.6372 \| 0.7440 \| 0.8630 \| 0.9084 \| 0.8053 \| 0.8739 \| 0.0723 \| 0.9211 \| 0.8214 \| 0.8054 \| 0.8440 \| 0.6305 \| 0.6970 \| 0.0723 \| 0.7779 \| 0.6641 \| 0.7749 \| \| 0.9057 \| 2.49 \| 920 \| 0.4861 \| 0.6244 \| 0.7361 \| 0.8576 \| 0.9113 \| 0.7860 \| 0.8618 \| 0.0268 \| 0.8999 \| 0.8763 \| 0.7906 \| 0.8372 \| 0.6200 \| 0.6959 \| 0.0268 \| 0.7706 \| 0.6673 \| 0.7534 \| \| 0.4402 \| 2.54 \| 940 \| 0.4684 \| 0.6285 \| 0.7347 \| 0.8587 \| 0.9232 \| 0.8211 \| 0.8214 \| 0.0369 \| 0.8997 \| 0.8182 \| 0.8225 \| 0.8471 \| 0.6360 \| 0.7181 \| 0.0369 \| 0.7598 \| 0.6635 \| 0.7384 \| \| 0.5323 \| 2.59 \| 960 \| 0.5211 \| 0.6238 \| 0.7290 \| 0.8542 \| 0.9292 \| 0.7797 \| 0.8183 \| 0.0548 \| 0.8885 \| 0.8458 \| 0.7864 \| 0.8261 \| 0.6093 \| 0.6929 \| 0.0548 \| 0.7610 \| 0.6825 \| 0.7401 \| \| 0.3023 \| 2.65 \| 980 \| 0.5354 \| 0.6030 \| 0.7154 \| 0.8478 \| 0.9187 \| 0.7808 \| 0.8493 \| 0.0235 \| 0.9198 \| 0.8300 \| 0.6854 \| 0.8381 \| 0.5942 \| 0.6901 \| 0.0235 \| 0.7623 \| 0.6448 \| 0.6679 \| \| 0.4543 \| 2.7 \| 1000 \| 0.5198 \| 0.6117 \| 0.7449 \| 0.8484 \| 0.9163 \| 0.8640 \| 0.8625 \| 0.0540 \| 0.8592 \| 0.9093 \| 0.7492 \| 0.8439 \| 0.6254 \| 0.6749 \| 0.0539 \| 0.7631 \| 0.6250 \| 0.6962 \| \| 0.3895 \| 2.76 \| 1020 \| 0.5174 \| 0.6274 \| 0.7447 \| 0.8562 \| 0.9323 \| 0.8145 \| 0.8672 \| 0.0671 \| 0.8619 \| 0.8897 \| 0.7806 \| 0.8467 \| 0.6486 \| 0.6881 \| 0.0670 \| 0.7666 \| 0.6495 \| 0.7251 \| \| 0.2782 \| 2.81 \| 1040 \| 0.4946 \| 0.6339 \| 0.7520 \| 0.8574 \| 0.9124 \| 0.8106 \| 0.8587 \| 0.0948 \| 0.8764 \| 0.9153 \| 0.7958 \| 0.8325 \| 0.6386 \| 0.6997 \| 0.0946 \| 0.7773 \| 0.6642 \| 0.7307 \| \| 0.4942 \| 2.86 \| 1060 \| 0.5120 \| 0.6234 \| 0.7283 \| 0.8505 \| 0.9292 \| 0.8251 \| 0.8523 \| 0.0801 \| 0.9149 \| 0.8401 \| 0.6565 \| 0.8105 \| 0.6503 \| 0.7118 \| 0.0797 \| 0.7799 \| 0.6880 \| 0.6436 \| \| 0.4381 \| 2.92 \| 1080 \| 0.4983 \| 0.6212 \| 0.7341 \| 0.8497 \| 0.9364 \| 0.8388 \| 0.8506 \| 0.1094 \| 0.8976 \| 0.8516 \| 0.6543 \| 0.8150 \| 0.6122 \| 0.7030 \| 0.1088 \| 0.7781 \| 0.6929 \| 0.6383 \| \| 0.3068 \| 2.97 \| 1100 \| 0.4810 \| 0.6381 \| 0.7514 \| 0.8591 \| 0.9265 \| 0.8078 \| 0.9013 \| 0.0818 \| 0.8630 \| 0.8842 \| 0.7953 \| 0.8313 \| 0.6523 \| 0.7002 \| 0.0815 \| 0.7721 \| 0.6849 \| 0.7446 \| \| 0.359 \| 3.03 \| 1120 \| 0.4442 \| 0.6598 \| 0.7630 \| 0.8697 \| 0.9335 \| 0.8282 \| 0.8824 \| 0.1721 \| 0.9068 \| 0.8465 \| 0.7713 \| 0.8409 \| 0.6478 \| 0.7214 \| 0.1701 \| 0.7973 \| 0.6896 \| 0.7517 \| \| 0.9712 \| 3.08 \| 1140 \| 0.4595 \| 0.6490 \| 0.7589 \| 0.8595 \| 0.9024 \| 0.7823 \| 0.8386 \| 0.1947 \| 0.8985 \| 0.8891 \| 0.8066 \| 0.8274 \| 0.6393 \| 0.6980 \| 0.1919 \| 0.7811 \| 0.6527 \| 0.7527 \| \| 0.9749 \| 3.14 \| 1160 \| 0.4557 \| 0.6531 \| 0.7585 \| 0.8647 \| 0.9180 \| 0.8494 \| 0.8345 \| 0.1702 \| 0.9225 \| 0.8509 \| 0.7639 \| 0.8341 \| 0.6295 \| 0.7190 \| 0.1675 \| 0.7838 \| 0.6935 \| 0.7446 \| \| 0.2994 \| 3.19 \| 1180 \| 0.4756 \| 0.6362 \| 0.7491 \| 0.8622 \| 0.9186 \| 0.8165 \| 0.8692 \| 0.0591 \| 0.8875 \| 0.8784 \| 0.8145 \| 0.8459 \| 0.6472 \| 0.6854 \| 0.0587 \| 0.7768 \| 0.6755 \| 0.7638 \| \| 0.2181 \| 3.24 \| 1200 \| 0.4904 \| 0.6266 \| 0.7280 \| 0.8585 \| 0.9324 \| 0.7221 \| 0.8585 \| 0.0592 \| 0.9003 \| 0.8704 \| 0.7530 \| 0.8398 \| 0.6149 \| 0.6996 \| 0.0563 \| 0.7772 \| 0.6744 \| 0.7238 \| \| 0.5907 \| 3.3 \| 1220 \| 0.5001 \| 0.6422 \| 0.7463 \| 0.8642 \| 0.9217 \| 0.7183 \| 0.8707 \| 0.1054 \| 0.8825 \| 0.8751 \| 0.8503 \| 0.8427 \| 0.6143 \| 0.7039 \| 0.1013 \| 0.7779 \| 0.6731 \| 0.7825 \| \| 0.3174 \| 3.35 \| 1240 \| 0.4629 \| 0.6486 \| 0.7537 \| 0.8596 \| 0.9221 \| 0.8126 \| 0.8176 \| 0.2011 \| 0.9011 \| 0.8308 \| 0.7909 \| 0.8320 \| 0.6382 \| 0.6930 \| 0.1973 \| 0.7762 \| 0.6748 \| 0.7287 \| \| 0.9913 \| 3.41 \| 1260 \| 0.5059 \| 0.6454 \| 0.7423 \| 0.8616 \| 0.9192 \| 0.7211 \| 0.8417 \| 0.1734 \| 0.9158 \| 0.8354 \| 0.7898 \| 0.8376 \| 0.6134 \| 0.6851 \| 0.1673 \| 0.7757 \| 0.6847 \| 0.7541 \| \| 0.594 \| 3.46 \| 1280 \| 0.4978 \| 0.6499 \| 0.7564 \| 0.8641 \| 0.9234 \| 0.7176 \| 0.8996 \| 0.1993 \| 0.8755 \| 0.8285 \| 0.8510 \| 0.8385 \| 0.5961 \| 0.6907 \| 0.1834 \| 0.7839 \| 0.6827 \| 0.7742 \| \| 0.3606 \| 3.51 \| 1300 \| 0.4553 \| 0.6745 \| 0.7827 \| 0.8730 \| 0.9278 \| 0.8154 \| 0.8644 \| 0.2862 \| 0.8900 \| 0.8579 \| 0.8372 \| 0.8536 \| 0.6281 \| 0.7173 \| 0.2693 \| 0.7924 \| 0.6784 \| 0.7821 \| \| 0.2496 \| 3.57 \| 1320 \| 0.4779 \| 0.6537 \| 0.7524 \| 0.8650 \| 0.9381 \| 0.7943 \| 0.8497 \| 0.2063 \| 0.9145 \| 0.8173 \| 0.7467 \| 0.8372 \| 0.6416 \| 0.7134 \| 0.2002 \| 0.7955 \| 0.6703 \| 0.7176 \| \| 0.4585 \| 3.62 \| 1340 \| 0.4831 \| 0.6602 \| 0.7539 \| 0.8677 \| 0.9365 \| 0.7896 \| 0.8694 \| 0.2350 \| 0.9203 \| 0.7235 \| 0.8029 \| 0.8464 \| 0.6458 \| 0.7212 \| 0.2264 \| 0.7868 \| 0.6337 \| 0.7611 \| \| 0.3049 \| 3.68 \| 1360 \| 0.4651 \| 0.6745 \| 0.7803 \| 0.8699 \| 0.9383 \| 0.8015 \| 0.8047 \| 0.3400 \| 0.8881 \| 0.8867 \| 0.8027 \| 0.8571 \| 0.6454 \| 0.7250 \| 0.3120 \| 0.7901 \| 0.6405 \| 0.7512 \| \| 0.8292 \| 3.73 \| 1380 \| 0.4662 \| 0.6804 \| 0.7807 \| 0.8739 \| 0.9435 \| 0.7807 \| 0.8659 \| 0.3394 \| 0.8889 \| 0.8257 \| 0.8207 \| 0.8536 \| 0.6421 \| 0.7443 \| 0.3049 \| 0.7961 \| 0.6561 \| 0.7661 \| \| 0.3299 \| 3.78 \| 1400 \| 0.4314 \| 0.6869 \| 0.7926 \| 0.8747 \| 0.9229 \| 0.7418 \| 0.8517 \| 0.4578 \| 0.9058 \| 0.8336 \| 0.8349 \| 0.8604 \| 0.6217 \| 0.7513 \| 0.3634 \| 0.7984 \| 0.6544 \| 0.7589 \| \| 0.2797 \| 3.84 \| 1420 \| 0.4894 \| 0.6547 \| 0.7635 \| 0.8597 \| 0.9276 \| 0.7365 \| 0.8303 \| 0.3512 \| 0.9020 \| 0.8735 \| 0.7233 \| 0.8455 \| 0.6126 \| 0.7413 \| 0.2852 \| 0.7865 \| 0.6307 \| 0.6810 \| \| 0.4773 \| 3.89 \| 1440 \| 0.4983 \| 0.6631 \| 0.7652 \| 0.8687 \| 0.9388 \| 0.8061 \| 0.8921 \| 0.2478 \| 0.9071 \| 0.8083 \| 0.7560 \| 0.8528 \| 0.6477 \| 0.7304 \| 0.2323 \| 0.7924 \| 0.6646 \| 0.7211 \| \| 1.1257 \| 3.95 \| 1460 \| 0.4759 \| 0.6409 \| 0.7308 \| 0.8658 \| 0.9443 \| 0.7182 \| 0.8320 \| 0.1004 \| 0.9206 \| 0.8346 \| 0.7656 \| 0.8452 \| 0.6081 \| 0.7408 \| 0.0951 \| 0.7865 \| 0.6783 \| 0.7324 \| \| 0.4146 \| 4.0 \| 1480 \| 0.4447 \| 0.6743 \| 0.7708 \| 0.8730 \| 0.9185 \| 0.7105 \| 0.8995 \| 0.3146 \| 0.9137 \| 0.7890 \| 0.8495 \| 0.8499 \| 0.6032 \| 0.7433 \| 0.2770 \| 0.7908 \| 0.6761 \| 0.7800 \| \| 0.247 \| 4.05 \| 1500 \| 0.4617 \| 0.6677 \| 0.7749 \| 0.8645 \| 0.9282 \| 0.7519 \| 0.8744 \| 0.3599 \| 0.8824 \| 0.8310 \| 0.7966 \| 0.8370 \| 0.6169 \| 0.7111 \| 0.3129 \| 0.7859 \| 0.6736 \| 0.7364 \| \| 0.2868 \| 4.11 \| 1520 \| 0.4976 \| 0.6640 \| 0.7671 \| 0.8623 \| 0.9411 \| 0.7546 \| 0.8310 \| 0.3615 \| 0.8860 \| 0.8316 \| 0.7639 \| 0.8324 \| 0.6275 \| 0.7132 \| 0.3215 \| 0.7919 \| 0.6548 \| 0.7071 \| \| 0.4645 \| 4.16 \| 1540 \| 0.4701 \| 0.6657 \| 0.7674 \| 0.8686 \| 0.9253 \| 0.7647 \| 0.8576 \| 0.2678 \| 0.9047 \| 0.8506 \| 0.8010 \| 0.8455 \| 0.6336 \| 0.7184 \| 0.2481 \| 0.7931 \| 0.6830 \| 0.7384 \| \| 0.3623 \| 4.22 \| 1560 \| 0.4887 \| 0.6773 \| 0.7871 \| 0.8734 \| 0.9318 \| 0.8109 \| 0.8683 \| 0.3052 \| 0.8794 \| 0.8817 \| 0.8324 \| 0.8523 \| 0.6352 \| 0.7358 \| 0.2812 \| 0.7979 \| 0.6737 \| 0.7650 \| \| 0.8344 \| 4.27 \| 1580 \| 0.4911 \| 0.6732 \| 0.7857 \| 0.8728 \| 0.9205 \| 0.8140 \| 0.8770 \| 0.2531 \| 0.8766 \| 0.9037 \| 0.8552 \| 0.8564 \| 0.6502 \| 0.7171 \| 0.2384 \| 0.7906 \| 0.6723 \| 0.7875 \| \| 0.1409 \| 4.32 \| 1600 \| 0.4735 \| 0.6764 \| 0.7763 \| 0.8757 \| 0.9316 \| 0.8224 \| 0.8617 \| 0.2534 \| 0.9103 \| 0.8249 \| 0.8299 \| 0.8535 \| 0.6488 \| 0.7286 \| 0.2430 \| 0.8013 \| 0.6948 \| 0.7645 \| \| 0.4398 \| 4.38 \| 1620 \| 0.4830 \| 0.6820 \| 0.7941 \| 0.8709 \| 0.9065 \| 0.7114 \| 0.8315 \| 0.5040 \| 0.9072 \| 0.8489 \| 0.8494 \| 0.8530 \| 0.5943 \| 0.7336 \| 0.3566 \| 0.7883 \| 0.6695 \| 0.7789 \| \| 0.3379 \| 4.43 \| 1640 \| 0.4664 \| 0.6838 \| 0.7842 \| 0.8749 \| 0.9217 \| 0.6983 \| 0.8737 \| 0.4312 \| 0.9116 \| 0.8084 \| 0.8444 \| 0.8576 \| 0.5941 \| 0.7437 \| 0.3459 \| 0.7933 \| 0.6760 \| 0.7760 \| \| 0.2342 \| 4.49 \| 1660 \| 0.4703 \| 0.6771 \| 0.7869 \| 0.8721 \| 0.9355 \| 0.7352 \| 0.8944 \| 0.4283 \| 0.8918 \| 0.8368 \| 0.7864 \| 0.8629 \| 0.5971 \| 0.7208 \| 0.3525 \| 0.7961 \| 0.6644 \| 0.7461 \| \| 0.148 \| 4.54 \| 1680 \| 0.5671 \| 0.6553 \| 0.7752 \| 0.8594 \| 0.9377 \| 0.7633 \| 0.8931 \| 0.3852 \| 0.8725 \| 0.8710 \| 0.7036 \| 0.8569 \| 0.6201 \| 0.7142 \| 0.3288 \| 0.7899 \| 0.6168 \| 0.6603 \| \| 0.202 \| 4.59 \| 1700 \| 0.5108 \| 0.6819 \| 0.7964 \| 0.8695 \| 0.9365 \| 0.7900 \| 0.8888 \| 0.4566 \| 0.8726 \| 0.8431 \| 0.7876 \| 0.8467 \| 0.6424 \| 0.7405 \| 0.3440 \| 0.7963 \| 0.6810 \| 0.7222 \| \| 0.2107 \| 4.65 \| 1720 \| 0.4934 \| 0.6838 \| 0.7900 \| 0.8730 \| 0.9253 \| 0.7301 \| 0.8546 \| 0.4374 \| 0.8957 \| 0.8634 \| 0.8239 \| 0.8512 \| 0.5960 \| 0.7502 \| 0.3568 \| 0.7942 \| 0.6805 \| 0.7574 \| \| 0.5085 \| 4.7 \| 1740 \| 0.5234 \| 0.6806 \| 0.7843 \| 0.8705 \| 0.9371 \| 0.7440 \| 0.8956 \| 0.3814 \| 0.8739 \| 0.8448 \| 0.8133 \| 0.8413 \| 0.6311 \| 0.7240 \| 0.3318 \| 0.7942 \| 0.6990 \| 0.7432 \| \| 0.3162 \| 4.76 \| 1760 \| 0.5976 \| 0.6440 \| 0.7734 \| 0.8483 \| 0.9272 \| 0.7952 \| 0.9161 \| 0.3980 \| 0.8581 \| 0.8645 \| 0.6544 \| 0.8406 \| 0.6433 \| 0.7053 \| 0.3131 \| 0.7712 \| 0.6232 \| 0.6116 \| \| 0.4468 \| 4.81 \| 1780 \| 0.5528 \| 0.6616 \| 0.7922 \| 0.8563 \| 0.9287 \| 0.7599 \| 0.8737 \| 0.5399 \| 0.8717 \| 0.9086 \| 0.6627 \| 0.8518 \| 0.6196 \| 0.7356 \| 0.3876 \| 0.7842 \| 0.6112 \| 0.6411 \| \| 0.2914 \| 4.86 \| 1800 \| 0.4448 \| 0.6855 \| 0.8009 \| 0.8731 \| 0.9382 \| 0.7935 \| 0.8643 \| 0.4820 \| 0.8858 \| 0.8662 \| 0.7763 \| 0.8616 \| 0.6218 \| 0.7468 \| 0.3700 \| 0.7976 \| 0.6694 \| 0.7314 \| \| 0.3376 \| 4.92 \| 1820 \| 0.4391 \| 0.6927 \| 0.7955 \| 0.8774 \| 0.9252 \| 0.7407 \| 0.8542 \| 0.4768 \| 0.9156 \| 0.8381 \| 0.8182 \| 0.8606 \| 0.6084 \| 0.7608 \| 0.3708 \| 0.7959 \| 0.6706 \| 0.7822 \| \| 0.3751 \| 4.97 \| 1840 \| 0.4395 \| 0.7040 \| 0.8084 \| 0.8803 \| 0.9272 \| 0.7596 \| 0.8446 \| 0.4874 \| 0.8938 \| 0.9010 \| 0.8449 \| 0.8613 \| 0.6312 \| 0.7617 \| 0.3956 \| 0.7935 \| 0.6819 \| 0.8028 \| \| 0.178 \| 5.03 \| 1860 \| 0.4407 \| 0.6937 \| 0.8031 \| 0.8773 \| 0.9406 \| 0.7685 \| 0.8876 \| 0.4798 \| 0.8827 \| 0.8525 \| 0.8103 \| 0.8658 \| 0.6382 \| 0.7346 \| 0.3686 \| 0.7968 \| 0.6835 \| 0.7681 \| \| 0.3075 \| 5.08 \| 1880 \| 0.4485 \| 0.6878 \| 0.7883 \| 0.8770 \| 0.9411 \| 0.6814 \| 0.8326 \| 0.5002 \| 0.9071 \| 0.8429 \| 0.8130 \| 0.8644 \| 0.5854 \| 0.7454 \| 0.3662 \| 0.7967 \| 0.6784 \| 0.7783 \| \| 0.3155 \| 5.14 \| 1900 \| 0.4399 \| 0.6962 \| 0.8050 \| 0.8761 \| 0.9352 \| 0.8200 \| 0.8642 \| 0.4813 \| 0.8897 \| 0.8217 \| 0.8226 \| 0.8543 \| 0.6421 \| 0.7495 \| 0.3825 \| 0.7953 \| 0.6951 \| 0.7549 \| \| 0.2081 \| 5.19 \| 1920 \| 0.4378 \| 0.7054 \| 0.8064 \| 0.8827 \| 0.9331 \| 0.8320 \| 0.8833 \| 0.4178 \| 0.9041 \| 0.8469 \| 0.8278 \| 0.8627 \| 0.6702 \| 0.7516 \| 0.3508 \| 0.7990 \| 0.7127 \| 0.7910 \| \| 0.4906 \| 5.24 \| 1940 \| 0.4397 \| 0.7017 \| 0.8146 \| 0.8772 \| 0.9188 \| 0.8495 \| 0.8683 \| 0.4437 \| 0.8827 \| 0.8972 \| 0.8419 \| 0.8578 \| 0.6533 \| 0.7541 \| 0.3838 \| 0.7843 \| 0.7012 \| 0.7773 \| \| 0.1855 \| 5.3 \| 1960 \| 0.4616 \| 0.6914 \| 0.8004 \| 0.8745 \| 0.9245 \| 0.7732 \| 0.8977 \| 0.4276 \| 0.8822 \| 0.8784 \| 0.8191 \| 0.8531 \| 0.6409 \| 0.7521 \| 0.3624 \| 0.7931 \| 0.6883 \| 0.7500 \| \| 0.3019 \| 5.35 \| 1980 \| 0.4658 \| 0.6902 \| 0.7901 \| 0.8740 \| 0.9221 \| 0.7511 \| 0.8538 \| 0.4708 \| 0.9197 \| 0.7969 \| 0.8167 \| 0.8518 \| 0.6226 \| 0.7643 \| 0.3793 \| 0.7932 \| 0.6694 \| 0.7510 \| \| 0.2349 \| 5.41 \| 2000 \| 0.4969 \| 0.6752 \| 0.7835 \| 0.8682 \| 0.9260 \| 0.7555 \| 0.8678 \| 0.4031 \| 0.8963 \| 0.8608 \| 0.7746 \| 0.8603 \| 0.6412 \| 0.7587 \| 0.3488 \| 0.7958 \| 0.6117 \| 0.7098 \| \| 0.6845 \| 5.46 \| 2020 \| 0.4809 \| 0.6869 \| 0.8029 \| 0.8713 \| 0.9326 \| 0.8102 \| 0.8850 \| 0.4438 \| 0.8600 \| 0.8531 \| 0.8357 \| 0.8624 \| 0.6586 \| 0.7590 \| 0.3593 \| 0.7824 \| 0.6246 \| 0.7619 \| \| 0.1687 \| 5.51 \| 2040 \| 0.4282 \| 0.7010 \| 0.8068 \| 0.8790 \| 0.9320 \| 0.8177 \| 0.8642 \| 0.4669 \| 0.9015 \| 0.8591 \| 0.8059 \| 0.8592 \| 0.6517 \| 0.7646 \| 0.3818 \| 0.7980 \| 0.6817 \| 0.7702 \| \| 0.3555 \| 5.57 \| 2060 \| 0.4627 \| 0.6923 \| 0.7981 \| 0.8755 \| 0.9458 \| 0.7103 \| 0.8504 \| 0.5134 \| 0.8782 \| 0.8827 \| 0.8058 \| 0.8554 \| 0.6083 \| 0.7531 \| 0.3919 \| 0.7967 \| 0.6811 \| 0.7593 \| \| 0.3006 \| 5.62 \| 2080 \| 0.4758 \| 0.6888 \| 0.8039 \| 0.8736 \| 0.9239 \| 0.7116 \| 0.8500 \| 0.5832 \| 0.8970 \| 0.8409 \| 0.8206 \| 0.8595 \| 0.5948 \| 0.7377 \| 0.3947 \| 0.7952 \| 0.6844 \| 0.7553 \| \| 0.1909 \| 5.68 \| 2100 \| 0.5164 \| 0.6708 \| 0.7887 \| 0.8634 \| 0.9366 \| 0.7535 \| 0.8412 \| 0.5040 \| 0.8853 \| 0.8875 \| 0.7126 \| 0.8649 \| 0.6044 \| 0.7471 \| 0.3775 \| 0.7730 \| 0.6505 \| 0.6781 \| \| 0.1298 \| 5.73 \| 2120 \| 0.4719 \| 0.6907 \| 0.8048 \| 0.8754 \| 0.9197 \| 0.7386 \| 0.8630 \| 0.5636 \| 0.9034 \| 0.7945 \| 0.8508 \| 0.8587 \| 0.5945 \| 0.7715 \| 0.3663 \| 0.7952 \| 0.6657 \| 0.7833 \| \| 0.4167 \| 5.78 \| 2140 \| 0.4801 \| 0.6937 \| 0.8060 \| 0.8764 \| 0.9225 \| 0.7367 \| 0.8686 \| 0.5372 \| 0.8945 \| 0.8355 \| 0.8471 \| 0.8622 \| 0.6013 \| 0.7672 \| 0.3903 \| 0.7943 \| 0.6654 \| 0.7749 \| \| 0.1717 \| 5.84 \| 2160 \| 0.5276 \| 0.6703 \| 0.7827 \| 0.8624 \| 0.9348 \| 0.7363 \| 0.8846 \| 0.4353 \| 0.8702 \| 0.8796 \| 0.7382 \| 0.8528 \| 0.6274 \| 0.7190 \| 0.3811 \| 0.7778 \| 0.6236 \| 0.7102 \| \| 0.2303 \| 5.89 \| 2180 \| 0.4999 \| 0.6868 \| 0.7950 \| 0.8726 \| 0.9112 \| 0.7915 \| 0.8782 \| 0.4238 \| 0.9146 \| 0.8532 \| 0.7925 \| 0.8551 \| 0.6426 \| 0.7221 \| 0.3567 \| 0.7900 \| 0.6791 \| 0.7622 \| \| 0.3475 \| 5.95 \| 2200 \| 0.4783 \| 0.6961 \| 0.8122 \| 0.8730 \| 0.9255 \| 0.8479 \| 0.8630 \| 0.5174 \| 0.8952 \| 0.8707 \| 0.7654 \| 0.8586 \| 0.6580 \| 0.7578 \| 0.3956 \| 0.7845 \| 0.6948 \| 0.7237 \| \| 0.3662 \| 6.0 \| 2220 \| 0.5238 \| 0.6894 \| 0.7961 \| 0.8685 \| 0.9335 \| 0.8246 \| 0.8653 \| 0.4771 \| 0.8993 \| 0.8467 \| 0.7261 \| 0.8543 \| 0.6671 \| 0.7621 \| 0.3943 \| 0.7742 \| 0.6805 \| 0.6932 \| \| 0.318 \| 6.05 \| 2240 \| 0.4639 \| 0.7007 \| 0.8073 \| 0.8766 \| 0.9228 \| 0.8070 \| 0.8638 \| 0.4879 \| 0.9013 \| 0.8522 \| 0.8162 \| 0.8630 \| 0.6605 \| 0.7610 \| 0.3921 \| 0.7846 \| 0.6852 \| 0.7586 \| \| 0.2406 \| 6.11 \| 2260 \| 0.4532 \| 0.7060 \| 0.8107 \| 0.8807 \| 0.9294 \| 0.8086 \| 0.8812 \| 0.4703 \| 0.8904 \| 0.8375 \| 0.8575 \| 0.8600 \| 0.6627 \| 0.7584 \| 0.3876 \| 0.7963 \| 0.6931 \| 0.7843 \| \| 0.2521 \| 6.16 \| 2280 \| 0.5303 \| 0.6836 \| 0.8013 \| 0.8649 \| 0.9314 \| 0.7973 \| 0.8723 \| 0.5140 \| 0.8745 \| 0.8990 \| 0.7206 \| 0.8617 \| 0.6634 \| 0.7422 \| 0.3974 \| 0.7653 \| 0.6672 \| 0.6877 \| \| 0.3682 \| 6.22 \| 2300 \| 0.4872 \| 0.6991 \| 0.8096 \| 0.8769 \| 0.9385 \| 0.8007 \| 0.8556 \| 0.5189 \| 0.8812 \| 0.8445 \| 0.8276 \| 0.8604 \| 0.6454 \| 0.7445 \| 0.3880 \| 0.7897 \| 0.6958 \| 0.7700 \| \| 0.2375 \| 6.27 \| 2320 \| 0.5122 \| 0.7005 \| 0.8031 \| 0.8764 \| 0.9361 \| 0.7812 \| 0.8391 \| 0.5068 \| 0.8956 \| 0.8495 \| 0.8133 \| 0.8528 \| 0.6484 \| 0.7545 \| 0.4079 \| 0.7950 \| 0.6965 \| 0.7482 \| \| 0.2016 \| 6.32 \| 2340 \| 0.5179 \| 0.6681 \| 0.7813 \| 0.8652 \| 0.9287 \| 0.8025 \| 0.9013 \| 0.3811 \| 0.9038 \| 0.8525 \| 0.6991 \| 0.8573 \| 0.6532 \| 0.7251 \| 0.3362 \| 0.7960 \| 0.6402 \| 0.6690 \| \| 0.3004 \| 6.38 \| 2360 \| 0.5304 \| 0.6753 \| 0.7917 \| 0.8656 \| 0.9263 \| 0.8587 \| 0.8450 \| 0.4287 \| 0.9053 \| 0.8642 \| 0.7137 \| 0.8554 \| 0.6586 \| 0.7352 \| 0.3698 \| 0.7921 \| 0.6325 \| 0.6834 \| \| 0.2964 \| 6.43 \| 2380 \| 0.4926 \| 0.7003 \| 0.8086 \| 0.8749 \| 0.9319 \| 0.8082 \| 0.8491 \| 0.5135 \| 0.8856 \| 0.8568 \| 0.8154 \| 0.8478 \| 0.6560 \| 0.7508 \| 0.4095 \| 0.7935 \| 0.6932 \| 0.7513 \| \| 0.3581 \| 6.49 \| 2400 \| 0.4978 \| 0.7056 \| 0.8147 \| 0.8789 \| 0.9219 \| 0.8106 \| 0.8758 \| 0.4859 \| 0.8868 \| 0.8750 \| 0.8467 \| 0.8554 \| 0.6623 \| 0.7478 \| 0.4092 \| 0.7976 \| 0.6903 \| 0.7767 \| \| 0.2314 \| 6.54 \| 2420 \| 0.5135 \| 0.7069 \| 0.8124 \| 0.8806 \| 0.9216 \| 0.8201 \| 0.8698 \| 0.4748 \| 0.8957 \| 0.8311 \| 0.8739 \| 0.8529 \| 0.6531 \| 0.7548 \| 0.3895 \| 0.7970 \| 0.7054 \| 0.7959 \| \| 0.2579 \| 6.59 \| 2440 \| 0.5198 \| 0.7065 \| 0.8177 \| 0.8774 \| 0.9268 \| 0.8008 \| 0.8579 \| 0.5449 \| 0.8749 \| 0.8501 \| 0.8685 \| 0.8587 \| 0.6586 \| 0.7613 \| 0.4115 \| 0.7841 \| 0.7070 \| 0.7645 \| \| 0.2868 \| 6.65 \| 2460 \| 0.4945 \| 0.7088 \| 0.8165 \| 0.8816 \| 0.9211 \| 0.7457 \| 0.8820 \| 0.5451 \| 0.8926 \| 0.8669 \| 0.8625 \| 0.8590 \| 0.6359 \| 0.7593 \| 0.4065 \| 0.7987 \| 0.7092 \| 0.7932 \| \| 0.1662 \| 6.7 \| 2480 \| 0.5108 \| 0.6747 \| 0.7882 \| 0.8665 \| 0.9180 \| 0.7134 \| 0.8785 \| 0.4941 \| 0.8982 \| 0.8366 \| 0.7787 \| 0.8438 \| 0.5949 \| 0.7428 \| 0.3568 \| 0.7933 \| 0.6736 \| 0.7176 \| \| 0.4887 \| 6.76 \| 2500 \| 0.5402 \| 0.6787 \| 0.7846 \| 0.8676 \| 0.9325 \| 0.7387 \| 0.8802 \| 0.4523 \| 0.8937 \| 0.8354 \| 0.7598 \| 0.8441 \| 0.6263 \| 0.7582 \| 0.3668 \| 0.7947 \| 0.6628 \| 0.6979 \| \| 0.2958 \| 6.81 \| 2520 \| 0.5463 \| 0.6879 \| 0.8021 \| 0.8693 \| 0.9166 \| 0.7788 \| 0.8735 \| 0.4952 \| 0.8866 \| 0.8606 \| 0.8033 \| 0.8506 \| 0.6427 \| 0.7519 \| 0.3907 \| 0.7843 \| 0.6571 \| 0.7384 \| \| 0.1797 \| 6.86 \| 2540 \| 0.5422 \| 0.6755 \| 0.7921 \| 0.8630 \| 0.9257 \| 0.8059 \| 0.8971 \| 0.4600 \| 0.8825 \| 0.8415 \| 0.7323 \| 0.8440 \| 0.6593 \| 0.7343 \| 0.3841 \| 0.7896 \| 0.6389 \| 0.6784 \| \| 0.3753 \| 6.92 \| 2560 \| 0.5063 \| 0.6908 \| 0.8078 \| 0.8715 \| 0.9315 \| 0.8338 \| 0.8600 \| 0.5039 \| 0.8815 \| 0.8582 \| 0.7853 \| 0.8502 \| 0.6637 \| 0.7301 \| 0.3682 \| 0.7913 \| 0.6859 \| 0.7463 \| \| 0.2522 \| 6.97 \| 2580 \| 0.5076 \| 0.7051 \| 0.8176 \| 0.8795 \| 0.9245 \| 0.8097 \| 0.8640 \| 0.5244 \| 0.8831 \| 0.8414 \| 0.8761 \| 0.8574 \| 0.6570 \| 0.7438 \| 0.3786 \| 0.7951 \| 0.7094 \| 0.7947 \| \| 0.1963 \| 7.03 \| 2600 \| 0.5412 \| 0.6953 \| 0.8033 \| 0.8755 \| 0.9257 \| 0.8008 \| 0.8806 \| 0.4512 \| 0.8876 \| 0.8389 \| 0.8382 \| 0.8524 \| 0.6578 \| 0.7383 \| 0.3740 \| 0.7959 \| 0.6813 \| 0.7676 \| \| 0.2533 \| 7.08 \| 2620 \| 0.5306 \| 0.6941 \| 0.8020 \| 0.8749 \| 0.9250 \| 0.8002 \| 0.8596 \| 0.4599 \| 0.8929 \| 0.8457 \| 0.8310 \| 0.8526 \| 0.6567 \| 0.7543 \| 0.3649 \| 0.7948 \| 0.6773 \| 0.7584 \| \| 0.5541 \| 7.14 \| 2640 \| 0.4998 \| 0.6890 \| 0.8018 \| 0.8720 \| 0.9232 \| 0.7654 \| 0.8556 \| 0.5372 \| 0.8919 \| 0.7927 \| 0.8463 \| 0.8573 \| 0.6352 \| 0.7635 \| 0.3538 \| 0.7833 \| 0.6576 \| 0.7724 \| \| 0.0754 \| 7.19 \| 2660 \| 0.5106 \| 0.6958 \| 0.8093 \| 0.8759 \| 0.9283 \| 0.8220 \| 0.8579 \| 0.4752 \| 0.8801 \| 0.8556 \| 0.8459 \| 0.8570 \| 0.6494 \| 0.7530 \| 0.3634 \| 0.7918 \| 0.6893 \| 0.7669 \| \| 0.2814 \| 7.24 \| 2680 \| 0.4975 \| 0.6984 \| 0.8098 \| 0.8768 \| 0.9245 \| 0.8033 \| 0.8694 \| 0.4664 \| 0.8791 \| 0.8741 \| 0.8522 \| 0.8568 \| 0.6600 \| 0.7555 \| 0.3510 \| 0.7891 \| 0.6977 \| 0.7788 \| \| 0.2554 \| 7.3 \| 2700 \| 0.5054 \| 0.7003 \| 0.8036 \| 0.8779 \| 0.9225 \| 0.8051 \| 0.8610 \| 0.4625 \| 0.9101 \| 0.8438 \| 0.8204 \| 0.8561 \| 0.6545 \| 0.7509 \| 0.3953 \| 0.7986 \| 0.6869 \| 0.7602 \| \| 0.3146 \| 7.35 \| 2720 \| 0.5127 \| 0.6946 \| 0.7991 \| 0.8764 \| 0.9263 \| 0.7836 \| 0.8618 \| 0.4574 \| 0.9023 \| 0.8321 \| 0.8299 \| 0.8564 \| 0.6548 \| 0.7525 \| 0.3664 \| 0.7994 \| 0.6725 \| 0.7600 \| \| 0.2087 \| 7.41 \| 2740 \| 0.5040 \| 0.6965 \| 0.8015 \| 0.8755 \| 0.9326 \| 0.7905 \| 0.8362 \| 0.4804 \| 0.8916 \| 0.8476 \| 0.8315 \| 0.8541 \| 0.6544 \| 0.7533 \| 0.3868 \| 0.7943 \| 0.6721 \| 0.7607 \| \| 0.1496 \| 7.46 \| 2760 \| 0.5244 \| 0.6893 \| 0.7867 \| 0.8743 \| 0.9272 \| 0.7775 \| 0.8650 \| 0.4209 \| 0.9172 \| 0.7854 \| 0.8139 \| 0.8556 \| 0.6555 \| 0.7573 \| 0.3754 \| 0.7983 \| 0.6397 \| 0.7434 \| \| 0.3823 \| 7.51 \| 2780 \| 0.5747 \| 0.6768 \| 0.7897 \| 0.8643 \| 0.9148 \| 0.7911 \| 0.8751 \| 0.4695 \| 0.9054 \| 0.8193 \| 0.7525 \| 0.8540 \| 0.6638 \| 0.7402 \| 0.3878 \| 0.7889 \| 0.6162 \| 0.6866 \| \| 0.2446 \| 7.57 \| 2800 \| 0.6275 \| 0.6678 \| 0.7875 \| 0.8619 \| 0.9218 \| 0.7070 \| 0.8815 \| 0.5210 \| 0.8876 \| 0.8579 \| 0.7355 \| 0.8564 \| 0.6162 \| 0.7259 \| 0.3794 \| 0.7888 \| 0.6316 \| 0.6763 \| \| 0.2835 \| 7.62 \| 2820 \| 0.5051 \| 0.6959 \| 0.8041 \| 0.8762 \| 0.9263 \| 0.8025 \| 0.8453 \| 0.5165 \| 0.9079 \| 0.7984 \| 0.8319 \| 0.8567 \| 0.6381 \| 0.7513 \| 0.3942 \| 0.7988 \| 0.6717 \| 0.7606 \| \| 0.2461 \| 7.68 \| 2840 \| 0.4727 \| 0.7052 \| 0.8061 \| 0.8823 \| 0.9331 \| 0.7872 \| 0.8752 \| 0.4974 \| 0.9138 \| 0.8080 \| 0.8281 \| 0.8625 \| 0.6577 \| 0.7555 \| 0.3805 \| 0.8062 \| 0.6868 \| 0.7876 \| \| 1.5004 \| 7.73 \| 2860 \| 0.4791 \| 0.7056 \| 0.8100 \| 0.8830 \| 0.9410 \| 0.8027 \| 0.8831 \| 0.4808 \| 0.8950 \| 0.8375 \| 0.8298 \| 0.8652 \| 0.6591 \| 0.7512 \| 0.3775 \| 0.8080 \| 0.6986 \| 0.7794 \| \| 0.1986 \| 7.78 \| 2880 \| 0.5078 \| 0.6965 \| 0.7987 \| 0.8790 \| 0.9429 \| 0.7843 \| 0.8732 \| 0.4093 \| 0.8797 \| 0.8623 \| 0.8391 \| 0.8571 \| 0.6569 \| 0.7405 \| 0.3438 \| 0.7997 \| 0.6984 \| 0.7788 \| \| 0.2339 \| 7.84 \| 2900 \| 0.5000 \| 0.7044 \| 0.8077 \| 0.8810 \| 0.9319 \| 0.7377 \| 0.8550 \| 0.5302 \| 0.9025 \| 0.8697 \| 0.8269 \| 0.8614 \| 0.6325 \| 0.7542 \| 0.4047 \| 0.8033 \| 0.6984 \| 0.7766 \| \| 0.0837 \| 7.89 \| 2920 \| 0.5007 \| 0.6982 \| 0.8144 \| 0.8763 \| 0.9253 \| 0.7582 \| 0.8479 \| 0.6030 \| 0.8950 \| 0.8469 \| 0.8248 \| 0.8550 \| 0.6169 \| 0.7484 \| 0.4139 \| 0.8027 \| 0.6928 \| 0.7577 \| \| 1.3492 \| 7.95 \| 2940 \| 0.5037 \| 0.7013 \| 0.8103 \| 0.8780 \| 0.9140 \| 0.7773 \| 0.8419 \| 0.5456 \| 0.9124 \| 0.8252 \| 0.8556 \| 0.8571 \| 0.6288 \| 0.7564 \| 0.4051 \| 0.7975 \| 0.6892 \| 0.7750 \| \| 0.1609 \| 8.0 \| 2960 \| 0.5388 \| 0.6951 \| 0.8070 \| 0.8771 \| 0.9309 \| 0.7180 \| 0.8600 \| 0.5458 \| 0.8846 \| 0.8751 \| 0.8346 \| 0.8616 \| 0.6048 \| 0.7611 \| 0.3913 \| 0.7982 \| 0.6846 \| 0.7640 \| \| 0.1974 \| 8.05 \| 2980 \| 0.5616 \| 0.6876 \| 0.7942 \| 0.8735 \| 0.9369 \| 0.7196 \| 0.8774 \| 0.4704 \| 0.8778 \| 0.8559 \| 0.8217 \| 0.8551 \| 0.6205 \| 0.7453 \| 0.3603 \| 0.7912 \| 0.6828 \| 0.7575 \| \| 0.3758 \| 8.11 \| 3000 \| 0.5371 \| 0.6905 \| 0.7959 \| 0.8751 \| 0.9300 \| 0.7476 \| 0.8519 \| 0.4906 \| 0.9060 \| 0.8422 \| 0.8033 \| 0.8609 \| 0.6354 \| 0.7528 \| 0.3878 \| 0.8035 \| 0.6576 \| 0.7357 \| \| 0.3258 \| 8.16 \| 3020 \| 0.5377 \| 0.7041 \| 0.8142 \| 0.8800 \| 0.9247 \| 0.8074 \| 0.8684 \| 0.4980 \| 0.8955 \| 0.8712 \| 0.8341 \| 0.8620 \| 0.6547 \| 0.7613 \| 0.4021 \| 0.8047 \| 0.6799 \| 0.7639 \| \| 0.6562 \| 8.22 \| 3040 \| 0.5174 \| 0.6983 \| 0.8014 \| 0.8770 \| 0.9314 \| 0.7726 \| 0.8735 \| 0.5109 \| 0.9061 \| 0.7972 \| 0.8180 \| 0.8600 \| 0.6557 \| 0.7687 \| 0.3960 \| 0.7985 \| 0.6545 \| 0.7546 \| \| 0.1986 \| 8.27 \| 3060 \| 0.4938 \| 0.6974 \| 0.8105 \| 0.8764 \| 0.9298 \| 0.8153 \| 0.8806 \| 0.5178 \| 0.8897 \| 0.8100 \| 0.8299 \| 0.8614 \| 0.6635 \| 0.7664 \| 0.3697 \| 0.7956 \| 0.6648 \| 0.7607 \| \| 0.2218 \| 8.32 \| 3080 \| 0.4929 \| 0.6988 \| 0.8076 \| 0.8781 \| 0.9372 \| 0.8038 \| 0.8684 \| 0.4851 \| 0.8902 \| 0.8650 \| 0.8035 \| 0.8626 \| 0.6487 \| 0.7563 \| 0.4011 \| 0.8030 \| 0.6678 \| 0.7521 \| \| 0.181 \| 8.38 \| 3100 \| 0.4854 \| 0.7063 \| 0.8118 \| 0.8812 \| 0.9257 \| 0.7996 \| 0.8745 \| 0.5019 \| 0.8993 \| 0.8189 \| 0.8630 \| 0.8637 \| 0.6552 \| 0.7577 \| 0.4015 \| 0.7980 \| 0.6787 \| 0.7892 \| \| 0.204 \| 8.43 \| 3120 \| 0.4932 \| 0.7113 \| 0.8182 \| 0.8835 \| 0.9217 \| 0.7920 \| 0.8898 \| 0.5004 \| 0.8925 \| 0.8545 \| 0.8763 \| 0.8663 \| 0.6615 \| 0.7517 \| 0.3951 \| 0.7976 \| 0.7067 \| 0.8001 \| \| 0.5453 \| 8.49 \| 3140 \| 0.4829 \| 0.7143 \| 0.8229 \| 0.8869 \| 0.9246 \| 0.8194 \| 0.8835 \| 0.5282 \| 0.9107 \| 0.8404 \| 0.8534 \| 0.8713 \| 0.6598 \| 0.7619 \| 0.3889 \| 0.8103 \| 0.6973 \| 0.8106 \| \| 0.2292 \| 8.54 \| 3160 \| 0.5237 \| 0.7038 \| 0.8241 \| 0.8793 \| 0.9210 \| 0.8151 \| 0.8620 \| 0.5617 \| 0.8857 \| 0.8758 \| 0.8471 \| 0.8655 \| 0.6544 \| 0.7576 \| 0.3918 \| 0.8016 \| 0.6845 \| 0.7710 \| \| 0.1385 \| 8.59 \| 3180 \| 0.5481 \| 0.6862 \| 0.8014 \| 0.8701 \| 0.9265 \| 0.7939 \| 0.8747 \| 0.5152 \| 0.8964 \| 0.8391 \| 0.7637 \| 0.8588 \| 0.6542 \| 0.7545 \| 0.3946 \| 0.7982 \| 0.6452 \| 0.6975 \| \| 0.1635 \| 8.65 \| 3200 \| 0.5343 \| 0.6881 \| 0.7996 \| 0.8714 \| 0.9318 \| 0.8101 \| 0.8753 \| 0.4698 \| 0.8906 \| 0.8485 \| 0.7714 \| 0.8524 \| 0.6505 \| 0.7575 \| 0.3919 \| 0.7995 \| 0.6584 \| 0.7066 \| \| 0.4739 \| 8.7 \| 3220 \| 0.5714 \| 0.6824 \| 0.7937 \| 0.8679 \| 0.9211 \| 0.7951 \| 0.8765 \| 0.4737 \| 0.9050 \| 0.8307 \| 0.7536 \| 0.8483 \| 0.6485 \| 0.7458 \| 0.3918 \| 0.7968 \| 0.6535 \| 0.6920 \| \| 0.0793 \| 8.76 \| 3240 \| 0.5943 \| 0.6928 \| 0.8056 \| 0.8730 \| 0.9282 \| 0.8230 \| 0.8639 \| 0.4809 \| 0.8898 \| 0.8667 \| 0.7871 \| 0.8574 \| 0.6578 \| 0.7553 \| 0.4043 \| 0.7971 \| 0.6536 \| 0.7243 \| \| 0.457 \| 8.81 \| 3260 \| 0.5463 \| 0.6962 \| 0.8103 \| 0.8747 \| 0.9296 \| 0.8083 \| 0.8663 \| 0.5222 \| 0.8885 \| 0.8611 \| 0.7962 \| 0.8615 \| 0.6589 \| 0.7576 \| 0.4144 \| 0.8003 \| 0.6528 \| 0.7283 \| \| 0.1746 \| 8.86 \| 3280 \| 0.5066 \| 0.7015 \| 0.8137 \| 0.8776 \| 0.9288 \| 0.8112 \| 0.8883 \| 0.5120 \| 0.8900 \| 0.8623 \| 0.8032 \| 0.8597 \| 0.6556 \| 0.7580 \| 0.4177 \| 0.8038 \| 0.6769 \| 0.7386 \| \| 0.1672 \| 8.92 \| 3300 \| 0.4937 \| 0.7096 \| 0.8195 \| 0.8820 \| 0.9303 \| 0.8124 \| 0.8993 \| 0.5266 \| 0.8841 \| 0.8154 \| 0.8682 \| 0.8624 \| 0.6627 \| 0.7619 \| 0.3900 \| 0.7968 \| 0.6986 \| 0.7950 \| \| 0.2551 \| 8.97 \| 3320 \| 0.4960 \| 0.7167 \| 0.8159 \| 0.8871 \| 0.9345 \| 0.7941 \| 0.8738 \| 0.4865 \| 0.8973 \| 0.8495 \| 0.8758 \| 0.8699 \| 0.6624 \| 0.7631 \| 0.4167 \| 0.8062 \| 0.7013 \| 0.7974 \| \| 0.2257 \| 9.03 \| 3340 \| 0.4759 \| 0.7055 \| 0.8053 \| 0.8823 \| 0.9389 \| 0.7972 \| 0.8856 \| 0.4653 \| 0.9050 \| 0.8305 \| 0.8146 \| 0.8699 \| 0.6631 \| 0.7645 \| 0.4127 \| 0.8071 \| 0.6584 \| 0.7628 \| \| 0.1426 \| 9.08 \| 3360 \| 0.5225 \| 0.7002 \| 0.8077 \| 0.8786 \| 0.9387 \| 0.8276 \| 0.8668 \| 0.4760 \| 0.9021 \| 0.8812 \| 0.7617 \| 0.8689 \| 0.6713 \| 0.7618 \| 0.4178 \| 0.8108 \| 0.6443 \| 0.7265 \| \| 0.3053 \| 9.14 \| 3380 \| 0.5660 \| 0.6966 \| 0.8077 \| 0.8762 \| 0.9376 \| 0.8388 \| 0.8694 \| 0.5149 \| 0.9038 \| 0.8209 \| 0.7682 \| 0.8671 \| 0.6636 \| 0.7515 \| 0.4205 \| 0.8039 \| 0.6474 \| 0.7219 \| \| 0.1548 \| 9.19 \| 3400 \| 0.5813 \| 0.6893 \| 0.8127 \| 0.8702 \| 0.9234 \| 0.8438 \| 0.8660 \| 0.5554 \| 0.8943 \| 0.8522 \| 0.7538 \| 0.8627 \| 0.6629 \| 0.7515 \| 0.4097 \| 0.7951 \| 0.6362 \| 0.7066 \| \| 0.1211 \| 9.24 \| 3420 \| 0.5769 \| 0.6932 \| 0.8118 \| 0.8727 \| 0.9283 \| 0.8104 \| 0.8924 \| 0.5413 \| 0.8906 \| 0.8706 \| 0.7492 \| 0.8634 \| 0.6655 \| 0.7570 \| 0.4123 \| 0.7995 \| 0.6412 \| 0.7131 \| \| 0.3147 \| 9.3 \| 3440 \| 0.5796 \| 0.6837 \| 0.7944 \| 0.8694 \| 0.9430 \| 0.8004 \| 0.8910 \| 0.4942 \| 0.8914 \| 0.7999 \| 0.7407 \| 0.8596 \| 0.6598 \| 0.7527 \| 0.3965 \| 0.7944 \| 0.6143 \| 0.7083 \| \| 0.1144 \| 9.35 \| 3460 \| 0.5141 \| 0.7011 \| 0.8072 \| 0.8787 \| 0.9328 \| 0.8200 \| 0.8415 \| 0.5128 \| 0.9064 \| 0.8054 \| 0.8311 \| 0.8622 \| 0.6524 \| 0.7557 \| 0.4135 \| 0.8022 \| 0.6547 \| 0.7668 \| \| 0.1403 \| 9.41 \| 3480 \| 0.5173 \| 0.6984 \| 0.8031 \| 0.8770 \| 0.9355 \| 0.7785 \| 0.8427 \| 0.5184 \| 0.8989 \| 0.8227 \| 0.8251 \| 0.8596 \| 0.6557 \| 0.7544 \| 0.3990 \| 0.7994 \| 0.6599 \| 0.7611 \| \| 0.203 \| 9.46 \| 3500 \| 0.5448 \| 0.6956 \| 0.8058 \| 0.8747 \| 0.9276 \| 0.8036 \| 0.8666 \| 0.5026 \| 0.8981 \| 0.8497 \| 0.7924 \| 0.8585 \| 0.6576 \| 0.7538 \| 0.4119 \| 0.8012 \| 0.6598 \| 0.7268 \| \| 0.1282 \| 9.51 \| 3520 \| 0.5381 \| 0.6883 \| 0.7928 \| 0.8737 \| 0.9430 \| 0.7925 \| 0.8682 \| 0.4397 \| 0.8971 \| 0.8504 \| 0.7585 \| 0.8612 \| 0.6569 \| 0.7461 \| 0.3839 \| 0.8005 \| 0.6522 \| 0.7175 \| \| 0.432 \| 9.57 \| 3540 \| 0.5318 \| 0.6937 \| 0.8023 \| 0.8754 \| 0.9268 \| 0.8147 \| 0.8637 \| 0.4540 \| 0.8954 \| 0.8362 \| 0.8253 \| 0.8571 \| 0.6500 \| 0.7432 \| 0.3879 \| 0.7980 \| 0.6640 \| 0.7557 \| \| 0.2516 \| 9.62 \| 3560 \| 0.5506 \| 0.6840 \| 0.7978 \| 0.8681 \| 0.9232 \| 0.8109 \| 0.8477 \| 0.5013 \| 0.8985 \| 0.8223 \| 0.7809 \| 0.8549 \| 0.6578 \| 0.7348 \| 0.3866 \| 0.7868 \| 0.6453 \| 0.7217 \| \| 0.4764 \| 9.68 \| 3580 \| 0.5261 \| 0.7026 \| 0.8114 \| 0.8799 \| 0.9304 \| 0.8107 \| 0.8580 \| 0.5347 \| 0.9048 \| 0.7993 \| 0.8418 \| 0.8653 \| 0.6570 \| 0.7500 \| 0.3826 \| 0.7991 \| 0.6800 \| 0.7842 \| \| 0.2307 \| 9.73 \| 3600 \| 0.5296 \| 0.7008 \| 0.8118 \| 0.8791 \| 0.9377 \| 0.8005 \| 0.8662 \| 0.5038 \| 0.8850 \| 0.8763 \| 0.8130 \| 0.8678 \| 0.6570 \| 0.7503 \| 0.4018 \| 0.8025 \| 0.6632 \| 0.7633 \| \| 0.1737 \| 9.78 \| 3620 \| 0.5454 \| 0.7018 \| 0.8109 \| 0.8783 \| 0.9224 \| 0.7941 \| 0.8902 \| 0.4868 \| 0.8924 \| 0.8574 \| 0.8328 \| 0.8626 \| 0.6616 \| 0.7485 \| 0.4094 \| 0.8002 \| 0.6707 \| 0.7595 \| \| 0.1987 \| 9.84 \| 3640 \| 0.5651 \| 0.6953 \| 0.7997 \| 0.8760 \| 0.9312 \| 0.7764 \| 0.8770 \| 0.4707 \| 0.9034 \| 0.8563 \| 0.7825 \| 0.8672 \| 0.6606 \| 0.7450 \| 0.4049 \| 0.7976 \| 0.6536 \| 0.7379 \| \| 0.2626 \| 9.89 \| 3660 \| 0.5389 \| 0.7021 \| 0.8095 \| 0.8786 \| 0.9281 \| 0.8088 \| 0.8662 \| 0.4890 \| 0.8949 \| 0.8447 \| 0.8350 \| 0.8625 \| 0.6628 \| 0.7507 \| 0.4134 \| 0.8023 \| 0.6652 \| 0.7577 \| \| 0.228 \| 9.95 \| 3680 \| 0.4990 \| 0.7072 \| 0.8153 \| 0.8809 \| 0.9265 \| 0.8167 \| 0.8577 \| 0.5368 \| 0.9022 \| 0.8071 \| 0.8602 \| 0.8640 \| 0.6599 \| 0.7581 \| 0.4045 \| 0.7984 \| 0.6771 \| 0.7882 \| \| 0.202 \| 10.0 \| 3700 \| 0.5157 \| 0.7034 \| 0.8153 \| 0.8797 \| 0.9390 \| 0.8201 \| 0.8618 \| 0.5079 \| 0.8794 \| 0.8709 \| 0.8278 \| 0.8647 \| 0.6624 \| 0.7616 \| 0.3828 \| 0.7975 \| 0.6802 \| 0.7747 \| \| 0.1267 \| 10.05 \| 3720 \| 0.6238 \| 0.6908 \| 0.7911 \| 0.8720 \| 0.9357 \| 0.7617 \| 0.8816 \| 0.4644 \| 0.9074 \| 0.8577 \| 0.7292 \| 0.8644 \| 0.6666 \| 0.7559 \| 0.3939 \| 0.7830 \| 0.6742 \| 0.6974 \| \| 0.201 \| 10.11 \| 3740 \| 0.5198 \| 0.7118 \| 0.8110 \| 0.8851 \| 0.9465 \| 0.7879 \| 0.8955 \| 0.4572 \| 0.8783 \| 0.8490 \| 0.8626 \| 0.8647 \| 0.6697 \| 0.7411 \| 0.3811 \| 0.8006 \| 0.7150 \| 0.8104 \| \| 0.1652 \| 10.16 \| 3760 \| 0.4975 \| 0.7185 \| 0.8179 \| 0.8882 \| 0.9393 \| 0.8016 \| 0.8422 \| 0.5026 \| 0.9001 \| 0.8738 \| 0.8657 \| 0.8708 \| 0.6646 \| 0.7568 \| 0.4102 \| 0.8077 \| 0.7127 \| 0.8068 \| \| 0.2556 \| 10.22 \| 3780 \| 0.5185 \| 0.7079 \| 0.8096 \| 0.8823 \| 0.9310 \| 0.7939 \| 0.8767 \| 0.4982 \| 0.9101 \| 0.8376 \| 0.8200 \| 0.8702 \| 0.6698 \| 0.7605 \| 0.4202 \| 0.8064 \| 0.6650 \| 0.7630 \| \| 0.1816 \| 10.27 \| 3800 \| 0.5099 \| 0.7049 \| 0.8087 \| 0.8808 \| 0.9357 \| 0.8126 \| 0.8794 \| 0.5079 \| 0.9117 \| 0.8190 \| 0.7943 \| 0.8725 \| 0.6798 \| 0.7567 \| 0.4192 \| 0.8061 \| 0.6405 \| 0.7595 \| \| 0.1798 \| 10.32 \| 3820 \| 0.5190 \| 0.6953 \| 0.7978 \| 0.8763 \| 0.9429 \| 0.7971 \| 0.8612 \| 0.4771 \| 0.9003 \| 0.8153 \| 0.7909 \| 0.8689 \| 0.6755 \| 0.7517 \| 0.3761 \| 0.7908 \| 0.6493 \| 0.7546 \| \| 0.2387 \| 10.38 \| 3840 \| 0.5195 \| 0.7007 \| 0.8070 \| 0.8796 \| 0.9452 \| 0.8050 \| 0.8572 \| 0.5082 \| 0.8902 \| 0.8114 \| 0.8315 \| 0.8690 \| 0.6623 \| 0.7578 \| 0.3843 \| 0.7979 \| 0.6553 \| 0.7786 \| \| 0.1978 \| 10.43 \| 3860 \| 0.5542 \| 0.6970 \| 0.8079 \| 0.8778 \| 0.9321 \| 0.8004 \| 0.8992 \| 0.4805 \| 0.8880 \| 0.8324 \| 0.8223 \| 0.8678 \| 0.6601 \| 0.7516 \| 0.3669 \| 0.7947 \| 0.6669 \| 0.7709 \| \| 1.1434 \| 10.49 \| 3880 \| 0.5309 \| 0.6989 \| 0.8092 \| 0.8791 \| 0.9322 \| 0.8335 \| 0.8746 \| 0.4651 \| 0.8949 \| 0.8429 \| 0.8215 \| 0.8673 \| 0.6571 \| 0.7474 \| 0.3863 \| 0.8007 \| 0.6581 \| 0.7754 \| \| 0.1303 \| 10.54 \| 3900 \| 0.5046 \| 0.7093 \| 0.8109 \| 0.8836 \| 0.9322 \| 0.8073 \| 0.8619 \| 0.4903 \| 0.9087 \| 0.8338 \| 0.8418 \| 0.8694 \| 0.6775 \| 0.7593 \| 0.3962 \| 0.8053 \| 0.6635 \| 0.7943 \| \| 0.1852 \| 10.59 \| 3920 \| 0.5232 \| 0.7062 \| 0.8088 \| 0.8817 \| 0.9322 \| 0.8051 \| 0.8746 \| 0.4951 \| 0.9094 \| 0.8222 \| 0.8227 \| 0.8691 \| 0.6798 \| 0.7631 \| 0.3979 \| 0.8042 \| 0.6553 \| 0.7743 \| \| 0.163 \| 10.65 \| 3940 \| 0.5616 \| 0.6985 \| 0.8148 \| 0.8759 \| 0.9250 \| 0.8139 \| 0.8405 \| 0.5471 \| 0.8947 \| 0.8755 \| 0.8069 \| 0.8628 \| 0.6576 \| 0.7535 \| 0.4040 \| 0.7985 \| 0.6562 \| 0.7571 \| \| 0.1246 \| 10.7 \| 3960 \| 0.5562 \| 0.6947 \| 0.8048 \| 0.8743 \| 0.9323 \| 0.8112 \| 0.8646 \| 0.5051 \| 0.9011 \| 0.8549 \| 0.7646 \| 0.8614 \| 0.6642 \| 0.7561 \| 0.4115 \| 0.8013 \| 0.6496 \| 0.7191 \| \| 0.1551 \| 10.76 \| 3980 \| 0.5385 \| 0.7000 \| 0.8061 \| 0.8782 \| 0.9366 \| 0.8124 \| 0.8729 \| 0.4912 \| 0.8993 \| 0.8277 \| 0.8029 \| 0.8658 \| 0.6646 \| 0.7624 \| 0.4025 \| 0.8009 \| 0.6574 \| 0.7464 \| \| 0.1331 \| 10.81 \| 4000 \| 0.5253 \| 0.6981 \| 0.8251 \| 0.8747 \| 0.9290 \| 0.8215 \| 0.8772 \| 0.6042 \| 0.8728 \| 0.8741 \| 0.7972 \| 0.8673 \| 0.6590 \| 0.7676 \| 0.3934 \| 0.7926 \| 0.6708 \| 0.7360 \| \| 0.164 \| 10.86 \| 4020 \| 0.5408 \| 0.6896 \| 0.7965 \| 0.8722 \| 0.9387 \| 0.8077 \| 0.8678 \| 0.4792 \| 0.9052 \| 0.8495 \| 0.7271 \| 0.8630 \| 0.6566 \| 0.7652 \| 0.3907 \| 0.7904 \| 0.6769 \| 0.6844 \| \| 0.2992 \| 10.92 \| 4040 \| 0.4891 \| 0.7085 \| 0.8211 \| 0.8822 \| 0.9322 \| 0.8341 \| 0.8662 \| 0.5303 \| 0.8922 \| 0.8592 \| 0.8337 \| 0.8665 \| 0.6560 \| 0.7673 \| 0.3975 \| 0.8026 \| 0.6946 \| 0.7751 \| \| 0.5583 \| 10.97 \| 4060 \| 0.5178 \| 0.7032 \| 0.8113 \| 0.8791 \| 0.9242 \| 0.8140 \| 0.8637 \| 0.5165 \| 0.9088 \| 0.8310 \| 0.8207 \| 0.8600 \| 0.6629 \| 0.7628 \| 0.3986 \| 0.8043 \| 0.6801 \| 0.7539 \| \| 0.2979 \| 11.03 \| 4080 \| 0.5387 \| 0.7078 \| 0.8218 \| 0.8806 \| 0.9227 \| 0.8195 \| 0.8675 \| 0.5477 \| 0.8942 \| 0.8591 \| 0.8423 \| 0.8631 \| 0.6687 \| 0.7587 \| 0.3998 \| 0.8031 \| 0.6887 \| 0.7723 \| \| 0.1316 \| 11.08 \| 4100 \| 0.5345 \| 0.7043 \| 0.8156 \| 0.8810 \| 0.9374 \| 0.8271 \| 0.8597 \| 0.5116 \| 0.8893 \| 0.8535 \| 0.8303 \| 0.8655 \| 0.6618 \| 0.7547 \| 0.3989 \| 0.8088 \| 0.6779 \| 0.7628 \| \| 0.0826 \| 11.14 \| 4120 \| 0.5548 \| 0.7032 \| 0.8100 \| 0.8807 \| 0.9285 \| 0.8053 \| 0.8655 \| 0.4684 \| 0.8945 \| 0.8613 \| 0.8462 \| 0.8631 \| 0.6734 \| 0.7537 \| 0.3760 \| 0.8062 \| 0.6754 \| 0.7744 \| \| 0.2202 \| 11.19 \| 4140 \| 0.5560 \| 0.6969 \| 0.8014 \| 0.8780 \| 0.9305 \| 0.7836 \| 0.8645 \| 0.4524 \| 0.8979 \| 0.8550 \| 0.8258 \| 0.8633 \| 0.6689 \| 0.7484 \| 0.3774 \| 0.8052 \| 0.6585 \| 0.7567 \| \| 0.1173 \| 11.24 \| 4160 \| 0.5449 \| 0.6980 \| 0.8126 \| 0.8764 \| 0.9357 \| 0.7982 \| 0.8568 \| 0.5453 \| 0.8808 \| 0.8448 \| 0.8266 \| 0.8590 \| 0.6650 \| 0.7564 \| 0.3648 \| 0.8001 \| 0.6832 \| 0.7575 \| \| 0.2042 \| 11.3 \| 4180 \| 0.5187 \| 0.7145 \| 0.8163 \| 0.8859 \| 0.9255 \| 0.7955 \| 0.8716 \| 0.4897 \| 0.9028 \| 0.8533 \| 0.8760 \| 0.8640 \| 0.6608 \| 0.7610 \| 0.3982 \| 0.8069 \| 0.7113 \| 0.7992 \| \| 0.3217 \| 11.35 \| 4200 \| 0.5622 \| 0.7025 \| 0.8106 \| 0.8797 \| 0.9297 \| 0.7967 \| 0.8600 \| 0.5008 \| 0.8966 \| 0.8600 \| 0.8306 \| 0.8646 \| 0.6606 \| 0.7551 \| 0.3964 \| 0.8045 \| 0.6758 \| 0.7605 \| \| 0.1931 \| 11.41 \| 4220 \| 0.5558 \| 0.7066 \| 0.8141 \| 0.8818 \| 0.9319 \| 0.8162 \| 0.8842 \| 0.4977 \| 0.8970 \| 0.8410 \| 0.8305 \| 0.8651 \| 0.6655 \| 0.7627 \| 0.4046 \| 0.8084 \| 0.6798 \| 0.7601 \| \| 0.223 \| 11.46 \| 4240 \| 0.5849 \| 0.6760 \| 0.7929 \| 0.8630 \| 0.9468 \| 0.8051 \| 0.8890 \| 0.5197 \| 0.8878 \| 0.8614 \| 0.6407 \| 0.8646 \| 0.6706 \| 0.7622 \| 0.4149 \| 0.7891 \| 0.6286 \| 0.6018 \| \| 0.3508 \| 11.51 \| 4260 \| 0.5701 \| 0.6909 \| 0.8025 \| 0.8698 \| 0.9422 \| 0.8224 \| 0.8727 \| 0.4983 \| 0.8817 \| 0.8765 \| 0.7240 \| 0.8629 \| 0.6726 \| 0.7613 \| 0.4103 \| 0.7803 \| 0.6710 \| 0.6782 \| \| 0.1145 \| 11.57 \| 4280 \| 0.5226 \| 0.7036 \| 0.8121 \| 0.8782 \| 0.9378 \| 0.7925 \| 0.8828 \| 0.5170 \| 0.8844 \| 0.8744 \| 0.7958 \| 0.8613 \| 0.6645 \| 0.7536 \| 0.3927 \| 0.7948 \| 0.7167 \| 0.7411 \| \| 0.3087 \| 11.62 \| 4300 \| 0.5339 \| 0.7019 \| 0.8148 \| 0.8772 \| 0.9450 \| 0.8022 \| 0.8851 \| 0.5208 \| 0.8639 \| 0.8785 \| 0.8079 \| 0.8580 \| 0.6705 \| 0.7572 \| 0.3803 \| 0.7963 \| 0.7067 \| 0.7441 \| \| 0.1138 \| 11.68 \| 4320 \| 0.5449 \| 0.6969 \| 0.8052 \| 0.8741 \| 0.9323 \| 0.7961 \| 0.8831 \| 0.4897 \| 0.8868 \| 0.8640 \| 0.7846 \| 0.8520 \| 0.6703 \| 0.7525 \| 0.3768 \| 0.7932 \| 0.7094 \| 0.7238 \| \| 0.1641 \| 11.73 \| 4340 \| 0.5402 \| 0.6999 \| 0.8097 \| 0.8747 \| 0.9219 \| 0.8045 \| 0.8844 \| 0.5193 \| 0.8954 \| 0.8346 \| 0.8082 \| 0.8543 \| 0.6716 \| 0.7546 \| 0.3918 \| 0.7904 \| 0.6985 \| 0.7380 \| \| 0.2034 \| 11.78 \| 4360 \| 0.5265 \| 0.7109 \| 0.8187 \| 0.8813 \| 0.9356 \| 0.8192 \| 0.8710 \| 0.5384 \| 0.8934 \| 0.8642 \| 0.8093 \| 0.8606 \| 0.6745 \| 0.7612 \| 0.4153 \| 0.8029 \| 0.7009 \| 0.7611 \| \| 0.1204 \| 11.84 \| 4380 \| 0.5285 \| 0.7083 \| 0.8137 \| 0.8804 \| 0.9312 \| 0.8182 \| 0.8727 \| 0.5095 \| 0.9028 \| 0.8634 \| 0.7984 \| 0.8569 \| 0.6800 \| 0.7551 \| 0.4044 \| 0.8060 \| 0.7009 \| 0.7549 \| \| 0.2684 \| 11.89 \| 4400 \| 0.5641 \| 0.7045 \| 0.8047 \| 0.8788 \| 0.9394 \| 0.8446 \| 0.8709 \| 0.4669 \| 0.9120 \| 0.8363 \| 0.7625 \| 0.8480 \| 0.6745 \| 0.7552 \| 0.4116 \| 0.8117 \| 0.6998 \| 0.7306 \| \| 0.1795 \| 11.95 \| 4420 \| 0.5086 \| 0.7092 \| 0.8107 \| 0.8820 \| 0.9428 \| 0.8323 \| 0.8628 \| 0.4895 \| 0.9014 \| 0.8426 \| 0.8037 \| 0.8559 \| 0.6713 \| 0.7506 \| 0.4089 \| 0.8097 \| 0.7006 \| 0.7676 \| \| 0.1273 \| 12.0 \| 4440 \| 0.5752 \| 0.6985 \| 0.8105 \| 0.8744 \| 0.9416 \| 0.8068 \| 0.8657 \| 0.5308 \| 0.8750 \| 0.8667 \| 0.7870 \| 0.8485 \| 0.6587 \| 0.7526 \| 0.3897 \| 0.7958 \| 0.7133 \| 0.7308 \| \| 0.2277 \| 12.05 \| 4460 \| 0.5786 \| 0.7005 \| 0.8037 \| 0.8758 \| 0.9380 \| 0.7862 \| 0.8540 \| 0.5036 \| 0.8940 \| 0.8676 \| 0.7829 \| 0.8503 \| 0.6653 \| 0.7464 \| 0.3983 \| 0.7974 \| 0.7158 \| 0.7299 \| \| 0.2065 \| 12.11 \| 4480 \| 0.5759 \| 0.7021 \| 0.8088 \| 0.8768 \| 0.9290 \| 0.8154 \| 0.8812 \| 0.5009 \| 0.9027 \| 0.8534 \| 0.7787 \| 0.8523 \| 0.6619 \| 0.7602 \| 0.4053 \| 0.8003 \| 0.7089 \| 0.7255 \| \| 0.2858 \| 12.16 \| 4500 \| 0.5469 \| 0.7040 \| 0.8112 \| 0.8769 \| 0.9366 \| 0.8173 \| 0.8560 \| 0.5284 \| 0.8907 \| 0.8453 \| 0.8040 \| 0.8505 \| 0.6637 \| 0.7556 \| 0.4078 \| 0.7983 \| 0.7124 \| 0.7399 \| \| 0.1869 \| 12.22 \| 4520 \| 0.5156 \| 0.7109 \| 0.8204 \| 0.8819 \| 0.9231 \| 0.7980 \| 0.8745 \| 0.5247 \| 0.8903 \| 0.8808 \| 0.8513 \| 0.8637 \| 0.6648 \| 0.7594 \| 0.4164 \| 0.8009 \| 0.6947 \| 0.7764 \| \| 0.2882 \| 12.27 \| 4540 \| 0.5421 \| 0.7132 \| 0.8164 \| 0.8840 \| 0.9265 \| 0.7913 \| 0.8751 \| 0.5107 \| 0.8990 \| 0.8471 \| 0.8647 \| 0.8649 \| 0.6703 \| 0.7584 \| 0.4149 \| 0.8046 \| 0.6920 \| 0.7875 \| \| 0.1855 \| 12.32 \| 4560 \| 0.5286 \| 0.7110 \| 0.8187 \| 0.8825 \| 0.9296 \| 0.8065 \| 0.8719 \| 0.5405 \| 0.8963 \| 0.8363 \| 0.8496 \| 0.8648 \| 0.6624 \| 0.7625 \| 0.4237 \| 0.8042 \| 0.6811 \| 0.7779 \| \| 0.0765 \| 12.38 \| 4580 \| 0.5463 \| 0.7092 \| 0.8190 \| 0.8808 \| 0.9320 \| 0.8074 \| 0.8703 \| 0.5498 \| 0.8895 \| 0.8471 \| 0.8371 \| 0.8629 \| 0.6658 \| 0.7656 \| 0.4163 \| 0.8007 \| 0.6839 \| 0.7691 \| \| 0.1501 \| 12.43 \| 4600 \| 0.5543 \| 0.7090 \| 0.8188 \| 0.8810 \| 0.9258 \| 0.8169 \| 0.8863 \| 0.5025 \| 0.8877 \| 0.8735 \| 0.8390 \| 0.8625 \| 0.6698 \| 0.7602 \| 0.4107 \| 0.8006 \| 0.6909 \| 0.7683 \| \| 0.2011 \| 12.49 \| 4620 \| 0.5402 \| 0.7070 \| 0.8079 \| 0.8805 \| 0.9348 \| 0.8114 \| 0.8769 \| 0.4842 \| 0.9007 \| 0.8217 \| 0.8256 \| 0.8575 \| 0.6747 \| 0.7604 \| 0.4062 \| 0.8045 \| 0.6908 \| 0.7547 \| \| 0.2811 \| 12.54 \| 4640 \| 0.5623 \| 0.7109 \| 0.8198 \| 0.8818 \| 0.9324 \| 0.8165 \| 0.8614 \| 0.5483 \| 0.8918 \| 0.8414 \| 0.8468 \| 0.8635 \| 0.6722 \| 0.7605 \| 0.4088 \| 0.8010 \| 0.6916 \| 0.7786 \| \| 0.1678 \| 12.59 \| 4660 \| 0.5521 \| 0.7139 \| 0.8219 \| 0.8838 \| 0.9264 \| 0.8094 \| 0.8663 \| 0.5321 \| 0.8902 \| 0.8496 \| 0.8796 \| 0.8646 \| 0.6716 \| 0.7621 \| 0.3920 \| 0.7980 \| 0.7056 \| 0.8031 \| \| 0.4329 \| 12.65 \| 4680 \| 0.5468 \| 0.7142 \| 0.8160 \| 0.8847 \| 0.9335 \| 0.8008 \| 0.8607 \| 0.5045 \| 0.8952 \| 0.8510 \| 0.8665 \| 0.8646 \| 0.6709 \| 0.7608 \| 0.4045 \| 0.8032 \| 0.7002 \| 0.7948 \| \| 0.1534 \| 12.7 \| 4700 \| 0.5267 \| 0.7164 \| 0.8163 \| 0.8861 \| 0.9338 \| 0.7933 \| 0.8596 \| 0.5049 \| 0.8984 \| 0.8540 \| 0.8706 \| 0.8655 \| 0.6674 \| 0.7596 \| 0.4144 \| 0.8073 \| 0.7055 \| 0.7948 \| \| 0.2642 \| 12.76 \| 4720 \| 0.5106 \| 0.7123 \| 0.8187 \| 0.8840 \| 0.9309 \| 0.7976 \| 0.8623 \| 0.5285 \| 0.8956 \| 0.8617 \| 0.8544 \| 0.8660 \| 0.6639 \| 0.7622 \| 0.4075 \| 0.8060 \| 0.6961 \| 0.7842 \| \| 0.1096 \| 12.81 \| 4740 \| 0.5154 \| 0.7123 \| 0.8249 \| 0.8833 \| 0.9280 \| 0.8116 \| 0.8661 \| 0.5616 \| 0.8884 \| 0.8482 \| 0.8702 \| 0.8654 \| 0.6624 \| 0.7613 \| 0.3998 \| 0.8021 \| 0.6971 \| 0.7983 \| \| 0.1454 \| 12.86 \| 4760 \| 0.5147 \| 0.7008 \| 0.8098 \| 0.8793 \| 0.9414 \| 0.7752 \| 0.8858 \| 0.5114 \| 0.8818 \| 0.8572 \| 0.8157 \| 0.8708 \| 0.6553 \| 0.7575 \| 0.4072 \| 0.8022 \| 0.6539 \| 0.7587 \| \| 0.2267 \| 12.92 \| 4780 \| 0.5824 \| 0.6934 \| 0.8007 \| 0.8725 \| 0.9436 \| 0.8237 \| 0.8761 \| 0.4947 \| 0.8987 \| 0.8511 \| 0.7170 \| 0.8607 \| 0.6729 \| 0.7670 \| 0.4157 \| 0.7944 \| 0.6573 \| 0.6861 \| \| 0.1403 \| 12.97 \| 4800 \| 0.5346 \| 0.6917 \| 0.8006 \| 0.8732 \| 0.9364 \| 0.8246 \| 0.8715 \| 0.4715 \| 0.9050 \| 0.8746 \| 0.7207 \| 0.8641 \| 0.6758 \| 0.7634 \| 0.4065 \| 0.8034 \| 0.6448 \| 0.6841 \| \| 0.1457 \| 13.03 \| 4820 \| 0.5468 \| 0.6870 \| 0.7989 \| 0.8712 \| 0.9394 \| 0.8268 \| 0.8813 \| 0.4657 \| 0.8959 \| 0.8684 \| 0.7148 \| 0.8580 \| 0.6738 \| 0.7553 \| 0.3897 \| 0.8040 \| 0.6482 \| 0.6803 \| \| 0.1959 \| 13.08 \| 4840 \| 0.5889 \| 0.6759 \| 0.7947 \| 0.8621 \| 0.9351 \| 0.8170 \| 0.8737 \| 0.5248 \| 0.8975 \| 0.8713 \| 0.6434 \| 0.8585 \| 0.6715 \| 0.7555 \| 0.4070 \| 0.7859 \| 0.6381 \| 0.6145 \| \| 0.1888 \| 13.14 \| 4860 \| 0.5391 \| 0.6928 \| 0.8006 \| 0.8722 \| 0.9397 \| 0.8170 \| 0.8741 \| 0.4950 \| 0.8998 \| 0.8562 \| 0.7222 \| 0.8578 \| 0.6780 \| 0.7546 \| 0.4108 \| 0.7973 \| 0.6634 \| 0.6878 \| \| 0.1244 \| 13.19 \| 4880 \| 0.5000 \| 0.7118 \| 0.8144 \| 0.8825 \| 0.9449 \| 0.8240 \| 0.8686 \| 0.5138 \| 0.8952 \| 0.8501 \| 0.8041 \| 0.8595 \| 0.6834 \| 0.7673 \| 0.4042 \| 0.8061 \| 0.6907 \| 0.7714 \| \| 0.3245 \| 13.24 \| 4900 \| 0.5033 \| 0.7139 \| 0.8223 \| 0.8849 \| 0.9299 \| 0.8268 \| 0.8769 \| 0.5158 \| 0.8960 \| 0.8649 \| 0.8461 \| 0.8697 \| 0.6746 \| 0.7589 \| 0.4030 \| 0.8043 \| 0.6851 \| 0.8016 \| \| 0.0893 \| 13.3 \| 4920 \| 0.4766 \| 0.7166 \| 0.8242 \| 0.8851 \| 0.9350 \| 0.7987 \| 0.8822 \| 0.5494 \| 0.8856 \| 0.8620 \| 0.8563 \| 0.8683 \| 0.6626 \| 0.7724 \| 0.4184 \| 0.8008 \| 0.7026 \| 0.7915 \| \| 0.2461 \| 13.35 \| 4940 \| 0.5196 \| 0.6961 \| 0.8123 \| 0.8744 \| 0.9329 \| 0.8239 \| 0.8973 \| 0.5374 \| 0.8951 \| 0.8583 \| 0.7414 \| 0.8647 \| 0.6666 \| 0.7676 \| 0.4128 \| 0.7991 \| 0.6568 \| 0.7053 \| \| 0.3947 \| 13.41 \| 4960 \| 0.5974 \| 0.6791 \| 0.7939 \| 0.8654 \| 0.9323 \| 0.8005 \| 0.8964 \| 0.4953 \| 0.9010 \| 0.8603 \| 0.6714 \| 0.8626 \| 0.6691 \| 0.7586 \| 0.3970 \| 0.7883 \| 0.6390 \| 0.6388 \| \| 0.1945 \| 13.46 \| 4980 \| 0.4965 \| 0.7104 \| 0.8219 \| 0.8826 \| 0.9362 \| 0.8034 \| 0.8888 \| 0.5460 \| 0.8855 \| 0.8719 \| 0.8215 \| 0.8665 \| 0.6693 \| 0.7727 \| 0.3846 \| 0.8019 \| 0.7001 \| 0.7779 \| \| 0.8697 \| 13.51 \| 5000 \| 0.4927 \| 0.7097 \| 0.8193 \| 0.8825 \| 0.9399 \| 0.8246 \| 0.8839 \| 0.5265 \| 0.8868 \| 0.8474 \| 0.8256 \| 0.8650 \| 0.6742 \| 0.7690 \| 0.3734 \| 0.8006 \| 0.7016 \| 0.7839 \| \| 0.0942 \| 13.57 \| 5020 \| 0.5281 \| 0.7076 \| 0.8089 \| 0.8813 \| 0.9373 \| 0.8192 \| 0.8604 \| 0.4780 \| 0.9039 \| 0.8605 \| 0.8031 \| 0.8639 \| 0.6776 \| 0.7577 \| 0.3921 \| 0.7985 \| 0.6956 \| 0.7679 \| \| 0.1212 \| 13.62 \| 5040 \| 0.5164 \| 0.7183 \| 0.8175 \| 0.8877 \| 0.9287 \| 0.8103 \| 0.8648 \| 0.4851 \| 0.9055 \| 0.8453 \| 0.8827 \| 0.8680 \| 0.6716 \| 0.7601 \| 0.3956 \| 0.8045 \| 0.7173 \| 0.8110 \| \| 0.3011 \| 13.68 \| 5060 \| 0.5389 \| 0.7126 \| 0.8143 \| 0.8840 \| 0.9352 \| 0.7830 \| 0.8725 \| 0.4934 \| 0.8849 \| 0.8541 \| 0.8770 \| 0.8611 \| 0.6721 \| 0.7540 \| 0.3804 \| 0.7997 \| 0.7164 \| 0.8049 \| \| 0.2132 \| 13.73 \| 5080 \| 0.5279 \| 0.7108 \| 0.8182 \| 0.8830 \| 0.9269 \| 0.7763 \| 0.8784 \| 0.5231 \| 0.8880 \| 0.8677 \| 0.8672 \| 0.8637 \| 0.6580 \| 0.7550 \| 0.3864 \| 0.7984 \| 0.7173 \| 0.7966 \| \| 0.2289 \| 13.78 \| 5100 \| 0.5667 \| 0.7119 \| 0.8215 \| 0.8828 \| 0.9288 \| 0.7987 \| 0.8858 \| 0.5180 \| 0.8767 \| 0.8629 \| 0.8797 \| 0.8621 \| 0.6699 \| 0.7561 \| 0.3804 \| 0.7964 \| 0.7181 \| 0.8002 \| \| 0.1043 \| 13.84 \| 5120 \| 0.5473 \| 0.7141 \| 0.8230 \| 0.8839 \| 0.9303 \| 0.8010 \| 0.8678 \| 0.5227 \| 0.8784 \| 0.8807 \| 0.8801 \| 0.8649 \| 0.6716 \| 0.7646 \| 0.3833 \| 0.7966 \| 0.7173 \| 0.8007 \| \| 0.2199 \| 13.89 \| 5140 \| 0.5189 \| 0.7166 \| 0.8209 \| 0.8856 \| 0.9313 \| 0.7987 \| 0.8622 \| 0.5373 \| 0.8949 \| 0.8429 \| 0.8790 \| 0.8648 \| 0.6692 \| 0.7645 \| 0.3953 \| 0.8028 \| 0.7168 \| 0.8031 \| \| 0.0932 \| 13.95 \| 5160 \| 0.5387 \| 0.7148 \| 0.8209 \| 0.8848 \| 0.9297 \| 0.8056 \| 0.8698 \| 0.5252 \| 0.8906 \| 0.8443 \| 0.8809 \| 0.8653 \| 0.6700 \| 0.7620 \| 0.3899 \| 0.7998 \| 0.7128 \| 0.8036 \| \| 0.1623 \| 14.0 \| 5180 \| 0.5524 \| 0.7165 \| 0.8219 \| 0.8856 \| 0.9333 \| 0.8106 \| 0.8697 \| 0.5145 \| 0.8853 \| 0.8578 \| 0.8819 \| 0.8653 \| 0.6740 \| 0.7647 \| 0.3905 \| 0.8010 \| 0.7178 \| 0.8020 \| \| 0.0626 \| 14.05 \| 5200 \| 0.5311 \| 0.7172 \| 0.8227 \| 0.8859 \| 0.9294 \| 0.8223 \| 0.8721 \| 0.5080 \| 0.8927 \| 0.8637 \| 0.8706 \| 0.8666 \| 0.6749 \| 0.7642 \| 0.3996 \| 0.8023 \| 0.7128 \| 0.7999 \| \| 1.7311 \| 14.11 \| 5220 \| 0.5445 \| 0.7139 \| 0.8295 \| 0.8830 \| 0.9237 \| 0.8192 \| 0.8860 \| 0.5533 \| 0.8765 \| 0.8684 \| 0.8794 \| 0.8651 \| 0.6716 \| 0.7664 \| 0.3903 \| 0.7962 \| 0.7103 \| 0.7972 \| \| 0.1861 \| 14.16 \| 5240 \| 0.5975 \| 0.6976 \| 0.8143 \| 0.8760 \| 0.9291 \| 0.7984 \| 0.8981 \| 0.5213 \| 0.8766 \| 0.8598 \| 0.8166 \| 0.8654 \| 0.6672 \| 0.7612 \| 0.3828 \| 0.7952 \| 0.6638 \| 0.7477 \| \| 0.2007 \| 14.22 \| 5260 \| 0.5331 \| 0.7162 \| 0.8156 \| 0.8866 \| 0.9317 \| 0.8013 \| 0.8842 \| 0.4812 \| 0.8993 \| 0.8364 \| 0.8754 \| 0.8666 \| 0.6722 \| 0.7657 \| 0.3968 \| 0.8055 \| 0.7088 \| 0.7978 \| \| 0.1575 \| 14.27 \| 5280 \| 0.5513 \| 0.7118 \| 0.8166 \| 0.8838 \| 0.9339 \| 0.8226 \| 0.8685 \| 0.4718 \| 0.8880 \| 0.8788 \| 0.8525 \| 0.8655 \| 0.6706 \| 0.7593 \| 0.3990 \| 0.8010 \| 0.7020 \| 0.7853 \| \| 0.1569 \| 14.32 \| 5300 \| 0.5492 \| 0.7172 \| 0.8262 \| 0.8861 \| 0.9245 \| 0.8175 \| 0.8864 \| 0.5106 \| 0.8877 \| 0.8790 \| 0.8779 \| 0.8671 \| 0.6691 \| 0.7647 \| 0.3992 \| 0.8027 \| 0.7159 \| 0.8019 \| \| 0.2031 \| 14.38 \| 5320 \| 0.5493 \| 0.7185 \| 0.8141 \| 0.8883 \| 0.9315 \| 0.7878 \| 0.8691 \| 0.4781 \| 0.9072 \| 0.8440 \| 0.8806 \| 0.8674 \| 0.6735 \| 0.7644 \| 0.3924 \| 0.8078 \| 0.7183 \| 0.8057 \| \| 0.103 \| 14.43 \| 5340 \| 0.5587 \| 0.7156 \| 0.8207 \| 0.8856 \| 0.9318 \| 0.7886 \| 0.8804 \| 0.5193 \| 0.8899 \| 0.8720 \| 0.8627 \| 0.8662 \| 0.6653 \| 0.7655 \| 0.4027 \| 0.8051 \| 0.7102 \| 0.7938 \| \| 0.2542 \| 14.49 \| 5360 \| 0.5641 \| 0.7139 \| 0.8220 \| 0.8840 \| 0.9326 \| 0.7971 \| 0.8976 \| 0.5245 \| 0.8824 \| 0.8672 \| 0.8529 \| 0.8645 \| 0.6695 \| 0.7665 \| 0.3989 \| 0.8021 \| 0.7136 \| 0.7825 \| \| 0.1785 \| 14.54 \| 5380 \| 0.5444 \| 0.7116 \| 0.8231 \| 0.8824 \| 0.9338 \| 0.8160 \| 0.8885 \| 0.5364 \| 0.8805 \| 0.8647 \| 0.8420 \| 0.8638 \| 0.6712 \| 0.7654 \| 0.3904 \| 0.7995 \| 0.7144 \| 0.7768 \| \| 0.1191 \| 14.59 \| 5400 \| 0.5167 \| 0.7168 \| 0.8189 \| 0.8874 \| 0.9391 \| 0.7911 \| 0.8697 \| 0.5050 \| 0.8919 \| 0.8745 \| 0.8608 \| 0.8727 \| 0.6679 \| 0.7601 \| 0.3963 \| 0.8043 \| 0.7122 \| 0.8041 \| \| 0.147 \| 14.65 \| 5420 \| 0.5700 \| 0.7025 \| 0.8119 \| 0.8802 \| 0.9345 \| 0.8138 \| 0.8727 \| 0.4860 \| 0.8877 \| 0.8510 \| 0.8373 \| 0.8656 \| 0.6679 \| 0.7542 \| 0.3762 \| 0.8026 \| 0.6853 \| 0.7656 \| \| 0.3545 \| 14.7 \| 5440 \| 0.5473 \| 0.7036 \| 0.8157 \| 0.8802 \| 0.9316 \| 0.8189 \| 0.8559 \| 0.5025 \| 0.8869 \| 0.8748 \| 0.8389 \| 0.8662 \| 0.6664 \| 0.7580 \| 0.3780 \| 0.8012 \| 0.6869 \| 0.7685 \| \| 0.1947 \| 14.76 \| 5460 \| 0.5036 \| 0.7158 \| 0.8139 \| 0.8886 \| 0.9412 \| 0.8081 \| 0.8616 \| 0.4515 \| 0.8973 \| 0.8696 \| 0.8683 \| 0.8740 \| 0.6681 \| 0.7505 \| 0.3915 \| 0.8079 \| 0.7101 \| 0.8085 \| \| 0.1545 \| 14.81 \| 5480 \| 0.5430 \| 0.7140 \| 0.8196 \| 0.8850 \| 0.9300 \| 0.8214 \| 0.8490 \| 0.4726 \| 0.8855 \| 0.8980 \| 0.8804 \| 0.8668 \| 0.6682 \| 0.7467 \| 0.4002 \| 0.8001 \| 0.7119 \| 0.8043 \| \| 0.1854 \| 14.86 \| 5500 \| 0.5379 \| 0.7159 \| 0.8230 \| 0.8858 \| 0.9298 \| 0.8248 \| 0.8609 \| 0.5100 \| 0.8904 \| 0.8643 \| 0.8807 \| 0.8649 \| 0.6702 \| 0.7501 \| 0.3928 \| 0.8047 \| 0.7253 \| 0.8033 \| \| 0.7851 \| 14.92 \| 5520 \| 0.5318 \| 0.7118 \| 0.8193 \| 0.8842 \| 0.9328 \| 0.8164 \| 0.8700 \| 0.5075 \| 0.8907 \| 0.8591 \| 0.8584 \| 0.8675 \| 0.6700 \| 0.7544 \| 0.3964 \| 0.8049 \| 0.7030 \| 0.7867 \| \| 0.1866 \| 14.97 \| 5540 \| 0.5382 \| 0.7025 \| 0.8114 \| 0.8797 \| 0.9390 \| 0.7935 \| 0.8645 \| 0.5080 \| 0.8879 \| 0.8801 \| 0.8070 \| 0.8687 \| 0.6702 \| 0.7570 \| 0.4004 \| 0.8060 \| 0.6687 \| 0.7467 \| \| 0.2979 \| 15.03 \| 5560 \| 0.5545 \| 0.7107 \| 0.8179 \| 0.8830 \| 0.9320 \| 0.7922 \| 0.8796 \| 0.5252 \| 0.8922 \| 0.8641 \| 0.8397 \| 0.8642 \| 0.6717 \| 0.7624 \| 0.3955 \| 0.8067 \| 0.7031 \| 0.7715 \| \| 0.1962 \| 15.08 \| 5580 \| 0.5273 \| 0.7225 \| 0.8270 \| 0.8900 \| 0.9313 \| 0.7884 \| 0.8483 \| 0.5552 \| 0.8960 \| 0.8643 \| 0.9056 \| 0.8730 \| 0.6749 \| 0.7600 \| 0.3920 \| 0.8094 \| 0.7187 \| 0.8298 \| \| 0.1601 \| 15.14 \| 5600 \| 0.5257 \| 0.7258 \| 0.8288 \| 0.8917 \| 0.9288 \| 0.8094 \| 0.8736 \| 0.5365 \| 0.8994 \| 0.8363 \| 0.9176 \| 0.8714 \| 0.6785 \| 0.7648 \| 0.3888 \| 0.8113 \| 0.7269 \| 0.8391 \| \| 0.1676 \| 15.19 \| 5620 \| 0.5463 \| 0.7204 \| 0.8266 \| 0.8886 \| 0.9257 \| 0.7966 \| 0.8770 \| 0.5368 \| 0.8944 \| 0.8520 \| 0.9036 \| 0.8701 \| 0.6790 \| 0.7626 \| 0.3802 \| 0.8070 \| 0.7154 \| 0.8284 \| \| 0.0922 \| 15.24 \| 5640 \| 0.5255 \| 0.7156 \| 0.8236 \| 0.8861 \| 0.9295 \| 0.8067 \| 0.8726 \| 0.5232 \| 0.8891 \| 0.8609 \| 0.8831 \| 0.8684 \| 0.6777 \| 0.7625 \| 0.3750 \| 0.8051 \| 0.7093 \| 0.8110 \| \| 0.2047 \| 15.3 \| 5660 \| 0.5494 \| 0.7112 \| 0.8137 \| 0.8840 \| 0.9341 \| 0.7945 \| 0.8725 \| 0.4989 \| 0.8963 \| 0.8446 \| 0.8551 \| 0.8640 \| 0.6778 \| 0.7621 \| 0.3802 \| 0.8056 \| 0.7018 \| 0.7872 \| \| 0.111 \| 15.35 \| 5680 \| 0.5560 \| 0.7114 \| 0.8163 \| 0.8836 \| 0.9316 \| 0.7924 \| 0.8645 \| 0.5130 \| 0.8935 \| 0.8603 \| 0.8587 \| 0.8660 \| 0.6701 \| 0.7613 \| 0.3943 \| 0.8031 \| 0.6969 \| 0.7882 \| \| 0.1209 \| 15.41 \| 5700 \| 0.5347 \| 0.7110 \| 0.8180 \| 0.8833 \| 0.9330 \| 0.8130 \| 0.8500 \| 0.5268 \| 0.8949 \| 0.8525 \| 0.8558 \| 0.8657 \| 0.6675 \| 0.7604 \| 0.3979 \| 0.8035 \| 0.6961 \| 0.7855 \| \| 0.2232 \| 15.46 \| 5720 \| 0.5374 \| 0.7129 \| 0.8212 \| 0.8845 \| 0.9311 \| 0.8104 \| 0.8556 \| 0.5364 \| 0.8941 \| 0.8541 \| 0.8664 \| 0.8668 \| 0.6703 \| 0.7612 \| 0.3832 \| 0.8043 \| 0.7098 \| 0.7945 \| \| 0.107 \| 15.51 \| 5740 \| 0.5326 \| 0.7150 \| 0.8181 \| 0.8858 \| 0.9378 \| 0.8054 \| 0.8587 \| 0.5058 \| 0.8927 \| 0.8687 \| 0.8577 \| 0.8662 \| 0.6705 \| 0.7613 \| 0.4002 \| 0.8081 \| 0.7074 \| 0.7910 \| \| 0.1721 \| 15.57 \| 5760 \| 0.5521 \| 0.7180 \| 0.8209 \| 0.8867 \| 0.9280 \| 0.8192 \| 0.8672 \| 0.5088 \| 0.9022 \| 0.8469 \| 0.8739 \| 0.8654 \| 0.6727 \| 0.7622 \| 0.4117 \| 0.8085 \| 0.7097 \| 0.7957 \| \| 0.07 \| 15.62 \| 5780 \| 0.5626 \| 0.7155 \| 0.8151 \| 0.8858 \| 0.9318 \| 0.7941 \| 0.8799 \| 0.4922 \| 0.9019 \| 0.8496 \| 0.8564 \| 0.8645 \| 0.6715 \| 0.7626 \| 0.4140 \| 0.8103 \| 0.7028 \| 0.7831 \| \| 0.1276 \| 15.68 \| 5800 \| 0.5635 \| 0.7130 \| 0.8164 \| 0.8843 \| 0.9299 \| 0.7855 \| 0.8918 \| 0.4966 \| 0.8929 \| 0.8661 \| 0.8522 \| 0.8644 \| 0.6693 \| 0.7593 \| 0.4055 \| 0.8062 \| 0.7064 \| 0.7799 \| \| 0.1052 \| 15.73 \| 5820 \| 0.5672 \| 0.7146 \| 0.8165 \| 0.8849 \| 0.9305 \| 0.8068 \| 0.8792 \| 0.4870 \| 0.8979 \| 0.8617 \| 0.8522 \| 0.8616 \| 0.6754 \| 0.7642 \| 0.4041 \| 0.8091 \| 0.7085 \| 0.7796 \| \| 0.1162 \| 15.78 \| 5840 \| 0.5444 \| 0.7236 \| 0.8235 \| 0.8894 \| 0.9312 \| 0.8066 \| 0.8719 \| 0.5166 \| 0.9017 \| 0.8552 \| 0.8810 \| 0.8663 \| 0.6741 \| 0.7667 \| 0.4209 \| 0.8130 \| 0.7225 \| 0.8020 \| \| 0.1426 \| 15.84 \| 5860 \| 0.5171 \| 0.7213 \| 0.8194 \| 0.8883 \| 0.9372 \| 0.7994 \| 0.8742 \| 0.5217 \| 0.9028 \| 0.8361 \| 0.8643 \| 0.8645 \| 0.6745 \| 0.7669 \| 0.4170 \| 0.8128 \| 0.7183 \| 0.7952 \| \| 0.1844 \| 15.89 \| 5880 \| 0.5518 \| 0.7200 \| 0.8189 \| 0.8878 \| 0.9326 \| 0.8036 \| 0.8469 \| 0.5145 \| 0.9060 \| 0.8580 \| 0.8709 \| 0.8658 \| 0.6754 \| 0.7581 \| 0.4150 \| 0.8109 \| 0.7170 \| 0.7978 \| \| 0.2945 \| 15.95 \| 5900 \| 0.5565 \| 0.7206 \| 0.8200 \| 0.8878 \| 0.9276 \| 0.7941 \| 0.8755 \| 0.5107 \| 0.9054 \| 0.8554 \| 0.8714 \| 0.8668 \| 0.6768 \| 0.7584 \| 0.4143 \| 0.8087 \| 0.7191 \| 0.8003 \| \| 0.145 \| 16.0 \| 5920 \| 0.5249 \| 0.7216 \| 0.8128 \| 0.8894 \| 0.9296 \| 0.7719 \| 0.8671 \| 0.4800 \| 0.9160 \| 0.8482 \| 0.8765 \| 0.8674 \| 0.6718 \| 0.7571 \| 0.4172 \| 0.8110 \| 0.7219 \| 0.8047 \| \| 0.1149 \| 16.05 \| 5940 \| 0.5109 \| 0.7248 \| 0.8192 \| 0.8917 \| 0.9357 \| 0.7882 \| 0.8875 \| 0.4793 \| 0.9042 \| 0.8622 \| 0.8774 \| 0.8719 \| 0.6709 \| 0.7587 \| 0.4165 \| 0.8130 \| 0.7274 \| 0.8153 \| \| 0.2172 \| 16.11 \| 5960 \| 0.5528 \| 0.7198 \| 0.8167 \| 0.8887 \| 0.9409 \| 0.7893 \| 0.8765 \| 0.4869 \| 0.8986 \| 0.8756 \| 0.8493 \| 0.8699 \| 0.6693 \| 0.7596 \| 0.4152 \| 0.8100 \| 0.7168 \| 0.7982 \| \| 0.1285 \| 16.16 \| 5980 \| 0.5572 \| 0.7186 \| 0.8251 \| 0.8873 \| 0.9344 \| 0.8110 \| 0.8495 \| 0.5442 \| 0.8940 \| 0.8703 \| 0.8722 \| 0.8704 \| 0.6669 \| 0.7590 \| 0.4014 \| 0.8054 \| 0.7181 \| 0.8086 \| \| 0.5695 \| 16.22 \| 6000 \| 0.5555 \| 0.7170 \| 0.8217 \| 0.8864 \| 0.9343 \| 0.7986 \| 0.8786 \| 0.5190 \| 0.8893 \| 0.8661 \| 0.8662 \| 0.8676 \| 0.6697 \| 0.7586 \| 0.3989 \| 0.8037 \| 0.7181 \| 0.8027 \| \| 0.1586 \| 16.27 \| 6020 \| 0.5338 \| 0.7082 \| 0.8202 \| 0.8818 \| 0.9302 \| 0.8060 \| 0.8668 \| 0.5346 \| 0.8891 \| 0.8778 \| 0.8368 \| 0.8673 \| 0.6684 \| 0.7633 \| 0.4013 \| 0.8058 \| 0.6830 \| 0.7686 \| \| 0.0858 \| 16.32 \| 6040 \| 0.5418 \| 0.7179 \| 0.8201 \| 0.8874 \| 0.9287 \| 0.7893 \| 0.8787 \| 0.5203 \| 0.9025 \| 0.8470 \| 0.8741 \| 0.8666 \| 0.6710 \| 0.7677 \| 0.3967 \| 0.8107 \| 0.7141 \| 0.7987 \| \| 0.0694 \| 16.38 \| 6060 \| 0.6288 \| 0.6944 \| 0.8039 \| 0.8737 \| 0.9360 \| 0.7864 \| 0.8595 \| 0.5333 \| 0.8966 \| 0.8448 \| 0.7708 \| 0.8571 \| 0.6652 \| 0.7609 \| 0.3960 \| 0.8011 \| 0.6690 \| 0.7116 \| \| 0.1827 \| 16.43 \| 6080 \| 0.5731 \| 0.7078 \| 0.8186 \| 0.8819 \| 0.9333 \| 0.7980 \| 0.8807 \| 0.5254 \| 0.8835 \| 0.8632 \| 0.8459 \| 0.8653 \| 0.6728 \| 0.7609 \| 0.3815 \| 0.8048 \| 0.6939 \| 0.7753 \| \| 0.2024 \| 16.49 \| 6100 \| 0.5922 \| 0.7009 \| 0.8011 \| 0.8790 \| 0.9363 \| 0.7873 \| 0.8584 \| 0.4856 \| 0.9086 \| 0.8194 \| 0.8118 \| 0.8614 \| 0.6736 \| 0.7591 \| 0.3908 \| 0.8061 \| 0.6679 \| 0.7474 \| \| 0.0942 \| 16.54 \| 6120 \| 0.6118 \| 0.6925 \| 0.7965 \| 0.8734 \| 0.9301 \| 0.7877 \| 0.8613 \| 0.4843 \| 0.9110 \| 0.8342 \| 0.7667 \| 0.8607 \| 0.6680 \| 0.7506 \| 0.3992 \| 0.7971 \| 0.6670 \| 0.7049 \| \| 0.7384 \| 16.59 \| 6140 \| 0.5846 \| 0.6992 \| 0.8076 \| 0.8771 \| 0.9340 \| 0.8140 \| 0.8651 \| 0.4822 \| 0.8928 \| 0.8693 \| 0.7958 \| 0.8603 \| 0.6683 \| 0.7503 \| 0.4057 \| 0.8055 \| 0.6736 \| 0.7303 \| \| 0.1003 \| 16.65 \| 6160 \| 0.5793 \| 0.6939 \| 0.8053 \| 0.8734 \| 0.9294 \| 0.8115 \| 0.8627 \| 0.5136 \| 0.9012 \| 0.8538 \| 0.7648 \| 0.8618 \| 0.6648 \| 0.7553 \| 0.4015 \| 0.7961 \| 0.6773 \| 0.7009 \| \| 0.0913 \| 16.7 \| 6180 \| 0.5787 \| 0.6959 \| 0.8056 \| 0.8741 \| 0.9301 \| 0.8184 \| 0.8740 \| 0.5007 \| 0.9024 \| 0.8561 \| 0.7577 \| 0.8667 \| 0.6704 \| 0.7628 \| 0.4020 \| 0.7908 \| 0.6815 \| 0.6972 \| \| 0.2068 \| 16.76 \| 6200 \| 0.5772 \| 0.7098 \| 0.8132 \| 0.8812 \| 0.9262 \| 0.7967 \| 0.8868 \| 0.5004 \| 0.9024 \| 0.8626 \| 0.8175 \| 0.8672 \| 0.6705 \| 0.7588 \| 0.4099 \| 0.7945 \| 0.7189 \| 0.7485 \| \| 0.2168 \| 16.81 \| 6220 \| 0.5423 \| 0.7131 \| 0.8174 \| 0.8835 \| 0.9271 \| 0.8112 \| 0.8737 \| 0.5133 \| 0.9047 \| 0.8578 \| 0.8342 \| 0.8654 \| 0.6691 \| 0.7563 \| 0.4170 \| 0.8039 \| 0.7128 \| 0.7674 \| \| 2.61 \| 16.86 \| 6240 \| 0.5607 \| 0.7120 \| 0.8119 \| 0.8848 \| 0.9325 \| 0.8034 \| 0.8904 \| 0.4739 \| 0.9058 \| 0.8401 \| 0.8370 \| 0.8660 \| 0.6706 \| 0.7606 \| 0.4059 \| 0.8095 \| 0.7006 \| 0.7711 \| \| 0.0699 \| 16.92 \| 6260 \| 0.5302 \| 0.7170 \| 0.8227 \| 0.8856 \| 0.9317 \| 0.8285 \| 0.8699 \| 0.5276 \| 0.9004 \| 0.8582 \| 0.8428 \| 0.8639 \| 0.6700 \| 0.7642 \| 0.4255 \| 0.8123 \| 0.7100 \| 0.7728 \| \| 0.1728 \| 16.97 \| 6280 \| 0.5543 \| 0.7149 \| 0.8196 \| 0.8841 \| 0.9306 \| 0.8019 \| 0.8793 \| 0.5493 \| 0.9028 \| 0.8313 \| 0.8419 \| 0.8643 \| 0.6714 \| 0.7624 \| 0.4212 \| 0.8069 \| 0.7044 \| 0.7737 \| \| 0.0756 \| 17.03 \| 6300 \| 0.5593 \| 0.7152 \| 0.8238 \| 0.8845 \| 0.9300 \| 0.8031 \| 0.8610 \| 0.5741 \| 0.9001 \| 0.8487 \| 0.8493 \| 0.8665 \| 0.6692 \| 0.7661 \| 0.4136 \| 0.8078 \| 0.7034 \| 0.7798 \| \| 0.1633 \| 17.08 \| 6320 \| 0.5958 \| 0.7161 \| 0.8222 \| 0.8845 \| 0.9316 \| 0.7930 \| 0.8729 \| 0.5574 \| 0.8959 \| 0.8599 \| 0.8446 \| 0.8650 \| 0.6699 \| 0.7637 \| 0.4271 \| 0.8080 \| 0.7070 \| 0.7721 \| \| 0.1015 \| 17.14 \| 6340 \| 0.6030 \| 0.7137 \| 0.8161 \| 0.8825 \| 0.9302 \| 0.8032 \| 0.8629 \| 0.5468 \| 0.9068 \| 0.8275 \| 0.8353 \| 0.8626 \| 0.6709 \| 0.7570 \| 0.4303 \| 0.8015 \| 0.7070 \| 0.7666 \| \| 0.2928 \| 17.19 \| 6360 \| 0.5675 \| 0.7120 \| 0.8159 \| 0.8815 \| 0.9330 \| 0.7991 \| 0.8788 \| 0.5261 \| 0.8977 \| 0.8680 \| 0.8083 \| 0.8564 \| 0.6667 \| 0.7601 \| 0.4344 \| 0.8090 \| 0.7142 \| 0.7429 \| \| 0.9543 \| 17.24 \| 6380 \| 0.6129 \| 0.7033 \| 0.8100 \| 0.8784 \| 0.9339 \| 0.7862 \| 0.8748 \| 0.5222 \| 0.8977 \| 0.8671 \| 0.7883 \| 0.8650 \| 0.6657 \| 0.7507 \| 0.4321 \| 0.8055 \| 0.6784 \| 0.7259 \| \| 0.1715 \| 17.3 \| 6400 \| 0.6306 \| 0.7011 \| 0.8094 \| 0.8775 \| 0.9307 \| 0.7823 \| 0.8702 \| 0.5349 \| 0.9003 \| 0.8522 \| 0.7950 \| 0.8653 \| 0.6656 \| 0.7501 \| 0.4185 \| 0.8027 \| 0.6771 \| 0.7282 \| \| 0.089 \| 17.35 \| 6420 \| 0.6377 \| 0.7018 \| 0.8100 \| 0.8777 \| 0.9312 \| 0.8045 \| 0.8458 \| 0.5439 \| 0.9063 \| 0.8376 \| 0.8008 \| 0.8650 \| 0.6677 \| 0.7543 \| 0.4192 \| 0.8031 \| 0.6721 \| 0.7314 \| \| 0.1369 \| 17.41 \| 6440 \| 0.6227 \| 0.7024 \| 0.8119 \| 0.8780 \| 0.9306 \| 0.8143 \| 0.8489 \| 0.5448 \| 0.9054 \| 0.8375 \| 0.8021 \| 0.8644 \| 0.6668 \| 0.7544 \| 0.4227 \| 0.8049 \| 0.6707 \| 0.7328 \| \| 0.2959 \| 17.46 \| 6460 \| 0.5957 \| 0.7049 \| 0.8095 \| 0.8788 \| 0.9301 \| 0.7926 \| 0.8749 \| 0.5265 \| 0.9059 \| 0.8350 \| 0.8015 \| 0.8633 \| 0.6696 \| 0.7549 \| 0.4315 \| 0.8039 \| 0.6765 \| 0.7347 \| \| 0.0673 \| 17.51 \| 6480 \| 0.5617 \| 0.7096 \| 0.8129 \| 0.8818 \| 0.9328 \| 0.7848 \| 0.8726 \| 0.5238 \| 0.9020 \| 0.8588 \| 0.8152 \| 0.8663 \| 0.6678 \| 0.7582 \| 0.4309 \| 0.8056 \| 0.6866 \| 0.7519 \| \| 0.1281 \| 17.57 \| 6500 \| 0.5787 \| 0.7047 \| 0.8158 \| 0.8775 \| 0.9287 \| 0.7978 \| 0.8652 \| 0.5508 \| 0.8919 \| 0.8742 \| 0.8023 \| 0.8567 \| 0.6662 \| 0.7588 \| 0.4207 \| 0.8024 \| 0.6924 \| 0.7359 \| \| 0.6911 \| 17.62 \| 6520 \| 0.5914 \| 0.7092 \| 0.8187 \| 0.8813 \| 0.9280 \| 0.7934 \| 0.8578 \| 0.5551 \| 0.8957 \| 0.8608 \| 0.8399 \| 0.8628 \| 0.6644 \| 0.7599 \| 0.3992 \| 0.8019 \| 0.7084 \| 0.7679 \| \| 0.1595 \| 17.68 \| 6540 \| 0.5951 \| 0.7027 \| 0.8148 \| 0.8784 \| 0.9254 \| 0.8011 \| 0.8575 \| 0.5508 \| 0.9020 \| 0.8535 \| 0.8134 \| 0.8633 \| 0.6660 \| 0.7572 \| 0.4000 \| 0.8046 \| 0.6849 \| 0.7426 \| \| 0.1599 \| 17.73 \| 6560 \| 0.5909 \| 0.7014 \| 0.8164 \| 0.8778 \| 0.9282 \| 0.8115 \| 0.8872 \| 0.5408 \| 0.8927 \| 0.8541 \| 0.8002 \| 0.8629 \| 0.6664 \| 0.7665 \| 0.4051 \| 0.8072 \| 0.6693 \| 0.7324 \| \| 0.1609 \| 17.78 \| 6580 \| 0.5970 \| 0.7023 \| 0.8116 \| 0.8792 \| 0.9278 \| 0.8104 \| 0.8748 \| 0.4994 \| 0.9016 \| 0.8631 \| 0.8040 \| 0.8643 \| 0.6685 \| 0.7621 \| 0.4073 \| 0.8103 \| 0.6680 \| 0.7354 \| \| 0.2268 \| 17.84 \| 6600 \| 0.5891 \| 0.7019 \| 0.8071 \| 0.8790 \| 0.9338 \| 0.7934 \| 0.8844 \| 0.4920 \| 0.9004 \| 0.8478 \| 0.7981 \| 0.8637 \| 0.6727 \| 0.7583 \| 0.4075 \| 0.8092 \| 0.6684 \| 0.7338 \| \| 0.3312 \| 17.89 \| 6620 \| 0.6018 \| 0.7021 \| 0.8152 \| 0.8781 \| 0.9277 \| 0.8099 \| 0.8892 \| 0.5217 \| 0.8928 \| 0.8652 \| 0.7999 \| 0.8640 \| 0.6716 \| 0.7630 \| 0.4066 \| 0.8064 \| 0.6695 \| 0.7338 \| \| 0.2164 \| 17.95 \| 6640 \| 0.5721 \| 0.7131 \| 0.8196 \| 0.8843 \| 0.9272 \| 0.8000 \| 0.8862 \| 0.5169 \| 0.8985 \| 0.8654 \| 0.8430 \| 0.8673 \| 0.6684 \| 0.7671 \| 0.4175 \| 0.8098 \| 0.6918 \| 0.7695 \| \| 0.2132 \| 18.0 \| 6660 \| 0.5972 \| 0.7115 \| 0.8158 \| 0.8836 \| 0.9412 \| 0.7924 \| 0.8815 \| 0.5187 \| 0.8921 \| 0.8696 \| 0.8154 \| 0.8624 \| 0.6670 \| 0.7689 \| 0.4141 \| 0.8147 \| 0.7044 \| 0.7492 \| \| 0.1357 \| 18.05 \| 6680 \| 0.5733 \| 0.7108 \| 0.8082 \| 0.8849 \| 0.9360 \| 0.7686 \| 0.8793 \| 0.4753 \| 0.9030 \| 0.8510 \| 0.8440 \| 0.8637 \| 0.6611 \| 0.7649 \| 0.3977 \| 0.8113 \| 0.7041 \| 0.7730 \| \| 0.1595 \| 18.11 \| 6700 \| 0.5729 \| 0.7153 \| 0.8200 \| 0.8859 \| 0.9330 \| 0.7988 \| 0.8632 \| 0.5240 \| 0.8974 \| 0.8688 \| 0.8551 \| 0.8666 \| 0.6606 \| 0.7684 \| 0.4131 \| 0.8104 \| 0.7052 \| 0.7831 \| \| 0.3169 \| 18.16 \| 6720 \| 0.5930 \| 0.7149 \| 0.8162 \| 0.8862 \| 0.9301 \| 0.7785 \| 0.8761 \| 0.5033 \| 0.9015 \| 0.8655 \| 0.8586 \| 0.8670 \| 0.6611 \| 0.7626 \| 0.4076 \| 0.8094 \| 0.7090 \| 0.7875 \| \| 0.143 \| 18.22 \| 6740 \| 0.5853 \| 0.7158 \| 0.8170 \| 0.8864 \| 0.9291 \| 0.7698 \| 0.8828 \| 0.5153 \| 0.9000 \| 0.8485 \| 0.8731 \| 0.8663 \| 0.6623 \| 0.7586 \| 0.4031 \| 0.8080 \| 0.7151 \| 0.7974 \| \| 0.7411 \| 18.27 \| 6760 \| 0.5810 \| 0.7124 \| 0.8171 \| 0.8845 \| 0.9276 \| 0.8054 \| 0.8677 \| 0.5153 \| 0.9056 \| 0.8466 \| 0.8515 \| 0.8666 \| 0.6692 \| 0.7603 \| 0.4065 \| 0.8094 \| 0.6960 \| 0.7790 \| \| 0.1648 \| 18.32 \| 6780 \| 0.5773 \| 0.7061 \| 0.8120 \| 0.8816 \| 0.9271 \| 0.7893 \| 0.8766 \| 0.5072 \| 0.9058 \| 0.8545 \| 0.8238 \| 0.8679 \| 0.6679 \| 0.7608 \| 0.4047 \| 0.8091 \| 0.6790 \| 0.7531 \| \| 0.2575 \| 18.38 \| 6800 \| 0.5514 \| 0.7221 \| 0.8238 \| 0.8892 \| 0.9317 \| 0.7913 \| 0.8867 \| 0.5168 \| 0.8949 \| 0.8637 \| 0.8814 \| 0.8683 \| 0.6709 \| 0.7613 \| 0.4087 \| 0.8110 \| 0.7296 \| 0.8045 \| \| 0.1961 \| 18.43 \| 6820 \| 0.5768 \| 0.7222 \| 0.8244 \| 0.8891 \| 0.9306 \| 0.7966 \| 0.8749 \| 0.5171 \| 0.8953 \| 0.8734 \| 0.8827 \| 0.8679 \| 0.6705 \| 0.7612 \| 0.4152 \| 0.8114 \| 0.7256 \| 0.8035 \| \| 0.1617 \| 18.49 \| 6840 \| 0.5591 \| 0.7236 \| 0.8224 \| 0.8899 \| 0.9328 \| 0.7914 \| 0.8782 \| 0.5112 \| 0.9008 \| 0.8664 \| 0.8759 \| 0.8680 \| 0.6708 \| 0.7669 \| 0.4179 \| 0.8128 \| 0.7251 \| 0.8040 \| \| 0.2819 \| 18.54 \| 6860 \| 0.5806 \| 0.7132 \| 0.8183 \| 0.8847 \| 0.9261 \| 0.7942 \| 0.8849 \| 0.5169 \| 0.9034 \| 0.8563 \| 0.8465 \| 0.8683 \| 0.6696 \| 0.7663 \| 0.4157 \| 0.8112 \| 0.6892 \| 0.7720 \| \| 0.1305 \| 18.59 \| 6880 \| 0.5868 \| 0.7124 \| 0.8181 \| 0.8842 \| 0.9320 \| 0.7913 \| 0.8783 \| 0.5234 \| 0.8966 \| 0.8645 \| 0.8406 \| 0.8682 \| 0.6677 \| 0.7665 \| 0.4158 \| 0.8101 \| 0.6899 \| 0.7687 \| \| 0.1813 \| 18.65 \| 6900 \| 0.5757 \| 0.7134 \| 0.8165 \| 0.8853 \| 0.9263 \| 0.7889 \| 0.8840 \| 0.5132 \| 0.9095 \| 0.8499 \| 0.8432 \| 0.8690 \| 0.6650 \| 0.7660 \| 0.4176 \| 0.8119 \| 0.6934 \| 0.7712 \| \| 0.0823 \| 18.7 \| 6920 \| 0.5687 \| 0.7163 \| 0.8202 \| 0.8859 \| 0.9305 \| 0.7884 \| 0.8794 \| 0.5210 \| 0.8960 \| 0.8686 \| 0.8577 \| 0.8687 \| 0.6690 \| 0.7631 \| 0.4220 \| 0.8102 \| 0.7019 \| 0.7789 \| \| 0.1101 \| 18.76 \| 6940 \| 0.5771 \| 0.7175 \| 0.8233 \| 0.8862 \| 0.9296 \| 0.8044 \| 0.8818 \| 0.5249 \| 0.8942 \| 0.8688 \| 0.8595 \| 0.8683 \| 0.6717 \| 0.7608 \| 0.4202 \| 0.8085 \| 0.7055 \| 0.7871 \| \| 0.2333 \| 18.81 \| 6960 \| 0.5566 \| 0.7193 \| 0.8222 \| 0.8881 \| 0.9359 \| 0.7946 \| 0.8759 \| 0.5261 \| 0.8964 \| 0.8671 \| 0.8595 \| 0.8719 \| 0.6701 \| 0.7633 \| 0.4214 \| 0.8122 \| 0.7076 \| 0.7886 \| \| 0.0968 \| 18.86 \| 6980 \| 0.5836 \| 0.7185 \| 0.8233 \| 0.8872 \| 0.9315 \| 0.8056 \| 0.8643 \| 0.5285 \| 0.8966 \| 0.8667 \| 0.8697 \| 0.8694 \| 0.6666 \| 0.7598 \| 0.4158 \| 0.8082 \| 0.7122 \| 0.7976 \| \| 0.16 \| 18.92 \| 7000 \| 0.5752 \| 0.7158 \| 0.8195 \| 0.8862 \| 0.9326 \| 0.7931 \| 0.8713 \| 0.5191 \| 0.8980 \| 0.8684 \| 0.8538 \| 0.8695 \| 0.6647 \| 0.7645 \| 0.4235 \| 0.8113 \| 0.6968 \| 0.7802 \| \| 0.1579 \| 18.97 \| 7020 \| 0.6036 \| 0.7103 \| 0.8210 \| 0.8824 \| 0.9313 \| 0.7935 \| 0.8632 \| 0.5605 \| 0.8922 \| 0.8669 \| 0.8393 \| 0.8678 \| 0.6634 \| 0.7607 \| 0.4160 \| 0.8059 \| 0.6876 \| 0.7707 \| \| 0.1677 \| 19.03 \| 7040 \| 0.5808 \| 0.7113 \| 0.8212 \| 0.8829 \| 0.9289 \| 0.8068 \| 0.8631 \| 0.5528 \| 0.8978 \| 0.8586 \| 0.8404 \| 0.8669 \| 0.6631 \| 0.7616 \| 0.4201 \| 0.8072 \| 0.6886 \| 0.7714 \| \| 0.1879 \| 19.08 \| 7060 \| 0.5763 \| 0.7170 \| 0.8221 \| 0.8859 \| 0.9326 \| 0.7825 \| 0.8758 \| 0.5463 \| 0.8913 \| 0.8593 \| 0.8672 \| 0.8671 \| 0.6637 \| 0.7588 \| 0.4211 \| 0.8066 \| 0.7085 \| 0.7934 \| \| 0.1272 \| 19.14 \| 7080 \| 0.5822 \| 0.7121 \| 0.8200 \| 0.8833 \| 0.9302 \| 0.7935 \| 0.8770 \| 0.5450 \| 0.8960 \| 0.8608 \| 0.8378 \| 0.8673 \| 0.6653 \| 0.7628 \| 0.4268 \| 0.8087 \| 0.6860 \| 0.7678 \| \| 0.188 \| 19.19 \| 7100 \| 0.6020 \| 0.7103 \| 0.8159 \| 0.8828 \| 0.9306 \| 0.8042 \| 0.8661 \| 0.5175 \| 0.9005 \| 0.8577 \| 0.8350 \| 0.8663 \| 0.6672 \| 0.7600 \| 0.4219 \| 0.8086 \| 0.6823 \| 0.7655 \| \| 0.1206 \| 19.24 \| 7120 \| 0.5927 \| 0.7106 \| 0.8173 \| 0.8827 \| 0.9365 \| 0.8142 \| 0.8713 \| 0.5191 \| 0.8931 \| 0.8589 \| 0.8277 \| 0.8639 \| 0.6675 \| 0.7655 \| 0.4221 \| 0.8103 \| 0.6845 \| 0.7603 \| \| 0.1531 \| 19.3 \| 7140 \| 0.6357 \| 0.7089 \| 0.8169 \| 0.8820 \| 0.9312 \| 0.8196 \| 0.8886 \| 0.5226 \| 0.9018 \| 0.8407 \| 0.8141 \| 0.8650 \| 0.6661 \| 0.7690 \| 0.4261 \| 0.8122 \| 0.6761 \| 0.7475 \| \| 0.0871 \| 19.35 \| 7160 \| 0.6291 \| 0.7126 \| 0.8197 \| 0.8837 \| 0.9291 \| 0.8144 \| 0.8843 \| 0.5163 \| 0.8985 \| 0.8630 \| 0.8323 \| 0.8669 \| 0.6698 \| 0.7668 \| 0.4257 \| 0.8107 \| 0.6845 \| 0.7636 \| \| 0.079 \| 19.41 \| 7180 \| 0.5888 \| 0.7124 \| 0.8137 \| 0.8843 \| 0.9329 \| 0.7816 \| 0.8718 \| 0.5038 \| 0.9018 \| 0.8695 \| 0.8345 \| 0.8683 \| 0.6695 \| 0.7641 \| 0.4233 \| 0.8108 \| 0.6851 \| 0.7654 \| \| 0.148 \| 19.46 \| 7200 \| 0.6259 \| 0.7126 \| 0.8116 \| 0.8847 \| 0.9339 \| 0.7905 \| 0.8603 \| 0.4939 \| 0.9076 \| 0.8582 \| 0.8370 \| 0.8676 \| 0.6691 \| 0.7635 \| 0.4242 \| 0.8122 \| 0.6853 \| 0.7662 \| \| 0.1276 \| 19.51 \| 7220 \| 0.6049 \| 0.7123 \| 0.8164 \| 0.8839 \| 0.9373 \| 0.8043 \| 0.8574 \| 0.5181 \| 0.8955 \| 0.8636 \| 0.8388 \| 0.8660 \| 0.6685 \| 0.7649 \| 0.4208 \| 0.8100 \| 0.6876 \| 0.7680 \| \| 0.0878 \| 19.57 \| 7240 \| 0.5910 \| 0.7150 \| 0.8162 \| 0.8857 \| 0.9336 \| 0.7844 \| 0.8623 \| 0.5235 \| 0.9030 \| 0.8534 \| 0.8531 \| 0.8663 \| 0.6678 \| 0.7644 \| 0.4077 \| 0.8092 \| 0.7061 \| 0.7838 \| \| 0.2596 \| 19.62 \| 7260 \| 0.5838 \| 0.7179 \| 0.8185 \| 0.8870 \| 0.9337 \| 0.7965 \| 0.8655 \| 0.5124 \| 0.9019 \| 0.8616 \| 0.8580 \| 0.8673 \| 0.6723 \| 0.7672 \| 0.4136 \| 0.8109 \| 0.7066 \| 0.7875 \| \| 0.0873 \| 19.68 \| 7280 \| 0.5732 \| 0.7253 \| 0.8273 \| 0.8899 \| 0.9265 \| 0.8041 \| 0.8811 \| 0.5270 \| 0.9002 \| 0.8660 \| 0.8859 \| 0.8680 \| 0.6728 \| 0.7687 \| 0.4244 \| 0.8108 \| 0.7248 \| 0.8074 \| \| 0.2127 \| 19.73 \| 7300 \| 0.5882 \| 0.7235 \| 0.8260 \| 0.8892 \| 0.9249 \| 0.7916 \| 0.8881 \| 0.5309 \| 0.9009 \| 0.8635 \| 0.8822 \| 0.8671 \| 0.6701 \| 0.7647 \| 0.4173 \| 0.8107 \| 0.7289 \| 0.8057 \| \| 0.1186 \| 19.78 \| 7320 \| 0.5851 \| 0.7234 \| 0.8251 \| 0.8891 \| 0.9316 \| 0.8028 \| 0.8566 \| 0.5462 \| 0.9038 \| 0.8595 \| 0.8751 \| 0.8667 \| 0.6694 \| 0.7657 \| 0.4174 \| 0.8112 \| 0.7291 \| 0.8043 \| \| 1.8503 \| 19.84 \| 7340 \| 0.6085 \| 0.7138 \| 0.8217 \| 0.8839 \| 0.9318 \| 0.7936 \| 0.8725 \| 0.5484 \| 0.8934 \| 0.8761 \| 0.8364 \| 0.8661 \| 0.6688 \| 0.7681 \| 0.4153 \| 0.8074 \| 0.7009 \| 0.7702 \| \| 1.9456 \| 19.89 \| 7360 \| 0.6852 \| 0.6999 \| 0.8127 \| 0.8757 \| 0.9372 \| 0.7887 \| 0.8814 \| 0.5482 \| 0.8823 \| 0.8730 \| 0.7784 \| 0.8593 \| 0.6682 \| 0.7665 \| 0.4103 \| 0.8020 \| 0.6740 \| 0.7186 \| \| 0.0961 \| 19.95 \| 7380 \| 0.6292 \| 0.7030 \| 0.8143 \| 0.8781 \| 0.9328 \| 0.8002 \| 0.8746 \| 0.5323 \| 0.8908 \| 0.8770 \| 0.7924 \| 0.8628 \| 0.6691 \| 0.7645 \| 0.4129 \| 0.8055 \| 0.6791 \| 0.7270 \| \| 0.2522 \| 20.0 \| 7400 \| 0.6386 \| 0.7016 \| 0.8164 \| 0.8770 \| 0.9316 \| 0.8003 \| 0.8730 \| 0.5499 \| 0.8869 \| 0.8828 \| 0.7901 \| 0.8627 \| 0.6672 \| 0.7661 \| 0.4089 \| 0.8034 \| 0.6767 \| 0.7262 \| \| 0.1623 \| 20.05 \| 7420 \| 0.6480 \| 0.7035 \| 0.8118 \| 0.8792 \| 0.9333 \| 0.7838 \| 0.8896 \| 0.5216 \| 0.8954 \| 0.8669 \| 0.7921 \| 0.8637 \| 0.6659 \| 0.7665 \| 0.4135 \| 0.8092 \| 0.6790 \| 0.7267 \| \| 0.1648 \| 20.11 \| 7440 \| 0.6506 \| 0.7023 \| 0.8108 \| 0.8781 \| 0.9338 \| 0.7922 \| 0.8661 \| 0.5337 \| 0.8989 \| 0.8618 \| 0.7888 \| 0.8626 \| 0.6675 \| 0.7630 \| 0.4151 \| 0.8075 \| 0.6755 \| 0.7248 \| \| 0.1676 \| 20.16 \| 7460 \| 0.6525 \| 0.7020 \| 0.8119 \| 0.8779 \| 0.9305 \| 0.7910 \| 0.8584 \| 0.5395 \| 0.8995 \| 0.8708 \| 0.7938 \| 0.8637 \| 0.6686 \| 0.7612 \| 0.4130 \| 0.8071 \| 0.6746 \| 0.7261 \| \| 0.1036 \| 20.22 \| 7480 \| 0.6309 \| 0.7013 \| 0.8048 \| 0.8789 \| 0.9343 \| 0.7790 \| 0.8725 \| 0.4928 \| 0.9041 \| 0.8599 \| 0.7909 \| 0.8628 \| 0.6691 \| 0.7629 \| 0.4011 \| 0.8099 \| 0.6773 \| 0.7257 \| \| 0.0918 \| 20.27 \| 7500 \| 0.6292 \| 0.7024 \| 0.8080 \| 0.8788 \| 0.9338 \| 0.7875 \| 0.8729 \| 0.5081 \| 0.9014 \| 0.8603 \| 0.7917 \| 0.8623 \| 0.6706 \| 0.7616 \| 0.4103 \| 0.8102 \| 0.6754 \| 0.7265 \| \| 0.2906 \| 20.32 \| 7520 \| 0.6243 \| 0.7052 \| 0.8096 \| 0.8807 \| 0.9384 \| 0.7924 \| 0.8675 \| 0.5085 \| 0.9013 \| 0.8650 \| 0.7937 \| 0.8651 \| 0.6708 \| 0.7639 \| 0.4192 \| 0.8150 \| 0.6747 \| 0.7275 \| \| 0.184 \| 20.38 \| 7540 \| 0.6176 \| 0.7045 \| 0.8137 \| 0.8796 \| 0.9276 \| 0.8040 \| 0.8813 \| 0.5235 \| 0.9042 \| 0.8587 \| 0.7963 \| 0.8642 \| 0.6698 \| 0.7653 \| 0.4154 \| 0.8106 \| 0.6755 \| 0.7304 \| \| 0.0804 \| 20.43 \| 7560 \| 0.5853 \| 0.7082 \| 0.8151 \| 0.8819 \| 0.9305 \| 0.8037 \| 0.8768 \| 0.5146 \| 0.9027 \| 0.8695 \| 0.8082 \| 0.8664 \| 0.6690 \| 0.7690 \| 0.4176 \| 0.8119 \| 0.6826 \| 0.7409 \| \| 0.1249 \| 20.49 \| 7580 \| 0.6032 \| 0.7065 \| 0.8139 \| 0.8823 \| 0.9403 \| 0.7796 \| 0.8905 \| 0.5151 \| 0.8912 \| 0.8813 \| 0.7996 \| 0.8715 \| 0.6676 \| 0.7676 \| 0.4128 \| 0.8153 \| 0.6776 \| 0.7331 \| \| 0.0544 \| 20.54 \| 7600 \| 0.6024 \| 0.7060 \| 0.8151 \| 0.8819 \| 0.9372 \| 0.8066 \| 0.8847 \| 0.5206 \| 0.8982 \| 0.8606 \| 0.7977 \| 0.8701 \| 0.6694 \| 0.7685 \| 0.4089 \| 0.8148 \| 0.6788 \| 0.7312 \| \| 0.0863 \| 20.59 \| 7620 \| 0.5935 \| 0.7068 \| 0.8137 \| 0.8821 \| 0.9401 \| 0.7984 \| 0.8703 \| 0.5322 \| 0.9012 \| 0.8576 \| 0.7960 \| 0.8678 \| 0.6710 \| 0.7732 \| 0.4074 \| 0.8165 \| 0.6812 \| 0.7303 \| \| 0.3792 \| 20.65 \| 7640 \| 0.6329 \| 0.7074 \| 0.8157 \| 0.8814 \| 0.9301 \| 0.8079 \| 0.8703 \| 0.5180 \| 0.9023 \| 0.8766 \| 0.8045 \| 0.8660 \| 0.6709 \| 0.7707 \| 0.4139 \| 0.8127 \| 0.6815 \| 0.7361 \| \| 1.3909 \| 20.7 \| 7660 \| 0.6040 \| 0.7091 \| 0.8183 \| 0.8822 \| 0.9332 \| 0.7971 \| 0.8748 \| 0.5360 \| 0.8952 \| 0.8784 \| 0.8134 \| 0.8686 \| 0.6701 \| 0.7696 \| 0.4179 \| 0.8115 \| 0.6806 \| 0.7458 \| \| 0.1323 \| 20.76 \| 7680 \| 0.6181 \| 0.7114 \| 0.8177 \| 0.8834 \| 0.9331 \| 0.7969 \| 0.8679 \| 0.5273 \| 0.8970 \| 0.8704 \| 0.8316 \| 0.8687 \| 0.6708 \| 0.7649 \| 0.4197 \| 0.8099 \| 0.6853 \| 0.7607 \| \| 0.3078 \| 20.81 \| 7700 \| 0.6129 \| 0.7091 \| 0.8135 \| 0.8828 \| 0.9315 \| 0.7961 \| 0.8618 \| 0.5012 \| 0.9016 \| 0.8754 \| 0.8267 \| 0.8686 \| 0.6687 \| 0.7623 \| 0.4146 \| 0.8088 \| 0.6837 \| 0.7570 \| \| 0.1756 \| 20.86 \| 7720 \| 0.5944 \| 0.7105 \| 0.8148 \| 0.8834 \| 0.9331 \| 0.7884 \| 0.8776 \| 0.5083 \| 0.8976 \| 0.8696 \| 0.8294 \| 0.8686 \| 0.6702 \| 0.7630 \| 0.4171 \| 0.8099 \| 0.6866 \| 0.7579 \| \| 0.1629 \| 20.92 \| 7740 \| 0.6044 \| 0.7115 \| 0.8185 \| 0.8833 \| 0.9312 \| 0.8068 \| 0.8659 \| 0.5289 \| 0.8995 \| 0.8656 \| 0.8313 \| 0.8691 \| 0.6721 \| 0.7627 \| 0.4218 \| 0.8090 \| 0.6857 \| 0.7599 \| \| 0.2369 \| 20.97 \| 7760 \| 0.5983 \| 0.7118 \| 0.8121 \| 0.8846 \| 0.9318 \| 0.7858 \| 0.8817 \| 0.4914 \| 0.9058 \| 0.8487 \| 0.8392 \| 0.8689 \| 0.6706 \| 0.7652 \| 0.4127 \| 0.8103 \| 0.6880 \| 0.7670 \| \| 0.1395 \| 21.03 \| 7780 \| 0.6233 \| 0.7111 \| 0.8117 \| 0.8843 \| 0.9363 \| 0.7813 \| 0.8855 \| 0.4988 \| 0.9000 \| 0.8407 \| 0.8391 \| 0.8679 \| 0.6704 \| 0.7670 \| 0.4118 \| 0.8106 \| 0.6841 \| 0.7660 \| \| 0.1381 \| 21.08 \| 7800 \| 0.6096 \| 0.7104 \| 0.8142 \| 0.8833 \| 0.9312 \| 0.7804 \| 0.8797 \| 0.5074 \| 0.8994 \| 0.8715 \| 0.8295 \| 0.8696 \| 0.6709 \| 0.7652 \| 0.4156 \| 0.8089 \| 0.6843 \| 0.7583 \| \| 0.2 \| 21.14 \| 7820 \| 0.6285 \| 0.7089 \| 0.8189 \| 0.8817 \| 0.9331 \| 0.8010 \| 0.8722 \| 0.5470 \| 0.8953 \| 0.8697 \| 0.8138 \| 0.8692 \| 0.6699 \| 0.7668 \| 0.4205 \| 0.8083 \| 0.6784 \| 0.7489 \| \| 0.1102 \| 21.19 \| 7840 \| 0.6080 \| 0.7149 \| 0.8199 \| 0.8853 \| 0.9309 \| 0.7885 \| 0.8815 \| 0.5360 \| 0.9009 \| 0.8618 \| 0.8398 \| 0.8702 \| 0.6735 \| 0.7681 \| 0.4225 \| 0.8126 \| 0.6894 \| 0.7681 \| \| 0.1476 \| 21.24 \| 7860 \| 0.6102 \| 0.7093 \| 0.8163 \| 0.8824 \| 0.9323 \| 0.7863 \| 0.8800 \| 0.5283 \| 0.8970 \| 0.8715 \| 0.8187 \| 0.8690 \| 0.6705 \| 0.7657 \| 0.4184 \| 0.8098 \| 0.6800 \| 0.7518 \| \| 0.0475 \| 21.3 \| 7880 \| 0.6285 \| 0.7078 \| 0.8160 \| 0.8811 \| 0.9292 \| 0.7978 \| 0.8854 \| 0.5321 \| 0.9005 \| 0.8560 \| 0.8108 \| 0.8682 \| 0.6730 \| 0.7670 \| 0.4194 \| 0.8072 \| 0.6758 \| 0.7439 \| \| 0.1551 \| 21.35 \| 7900 \| 0.6299 \| 0.7080 \| 0.8168 \| 0.8816 \| 0.9310 \| 0.8004 \| 0.8913 \| 0.5193 \| 0.8943 \| 0.8660 \| 0.8154 \| 0.8688 \| 0.6750 \| 0.7644 \| 0.4144 \| 0.8080 \| 0.6772 \| 0.7482 \| \| 0.2911 \| 21.41 \| 7920 \| 0.6102 \| 0.7114 \| 0.8188 \| 0.8835 \| 0.9340 \| 0.8066 \| 0.8715 \| 0.5397 \| 0.8986 \| 0.8502 \| 0.8310 \| 0.8685 \| 0.6744 \| 0.7685 \| 0.4109 \| 0.8103 \| 0.6857 \| 0.7611 \| \| 0.1838 \| 21.46 \| 7940 \| 0.5847 \| 0.7129 \| 0.8095 \| 0.8853 \| 0.9376 \| 0.7645 \| 0.8754 \| 0.5018 \| 0.9060 \| 0.8405 \| 0.8409 \| 0.8675 \| 0.6675 \| 0.7661 \| 0.4112 \| 0.8104 \| 0.6954 \| 0.7721 \| \| 0.1123 \| 21.51 \| 7960 \| 0.5571 \| 0.7188 \| 0.8210 \| 0.8875 \| 0.9322 \| 0.8042 \| 0.8765 \| 0.5155 \| 0.9021 \| 0.8626 \| 0.8541 \| 0.8688 \| 0.6738 \| 0.7691 \| 0.4197 \| 0.8137 \| 0.7050 \| 0.7815 \| \| 0.1224 \| 21.57 \| 7980 \| 0.5748 \| 0.7154 \| 0.8187 \| 0.8858 \| 0.9340 \| 0.8043 \| 0.8794 \| 0.5081 \| 0.8982 \| 0.8640 \| 0.8430 \| 0.8683 \| 0.6763 \| 0.7656 \| 0.4144 \| 0.8116 \| 0.6985 \| 0.7733 \| \| 0.0828 \| 21.62 \| 8000 \| 0.6015 \| 0.7069 \| 0.8133 \| 0.8809 \| 0.9327 \| 0.8017 \| 0.8742 \| 0.5108 \| 0.8995 \| 0.8676 \| 0.8064 \| 0.8677 \| 0.6759 \| 0.7646 \| 0.4124 \| 0.8071 \| 0.6806 \| 0.7400 \| \| 0.141 \| 21.68 \| 8020 \| 0.5877 \| 0.7097 \| 0.8177 \| 0.8823 \| 0.9341 \| 0.8095 \| 0.8788 \| 0.5266 \| 0.8962 \| 0.8645 \| 0.8142 \| 0.8680 \| 0.6759 \| 0.7701 \| 0.4151 \| 0.8103 \| 0.6850 \| 0.7432 \| \| 0.1893 \| 21.73 \| 8040 \| 0.5991 \| 0.7073 \| 0.8117 \| 0.8815 \| 0.9321 \| 0.7786 \| 0.8743 \| 0.5240 \| 0.9050 \| 0.8590 \| 0.8086 \| 0.8683 \| 0.6719 \| 0.7683 \| 0.4125 \| 0.8092 \| 0.6828 \| 0.7383 \| \| 0.2463 \| 21.78 \| 8060 \| 0.5847 \| 0.7071 \| 0.8146 \| 0.8809 \| 0.9335 \| 0.8030 \| 0.8688 \| 0.5378 \| 0.9031 \| 0.8547 \| 0.8014 \| 0.8670 \| 0.6737 \| 0.7701 \| 0.4110 \| 0.8084 \| 0.6848 \| 0.7351 \| \| 0.072 \| 21.84 \| 8080 \| 0.6718 \| 0.7055 \| 0.8147 \| 0.8801 \| 0.9321 \| 0.7943 \| 0.8692 \| 0.5318 \| 0.8971 \| 0.8763 \| 0.8021 \| 0.8681 \| 0.6727 \| 0.7667 \| 0.4099 \| 0.8069 \| 0.6783 \| 0.7359 \| \| 0.0983 \| 21.89 \| 8100 \| 0.6329 \| 0.7064 \| 0.8145 \| 0.8809 \| 0.9296 \| 0.8044 \| 0.8810 \| 0.5115 \| 0.8996 \| 0.8656 \| 0.8096 \| 0.8680 \| 0.6746 \| 0.7654 \| 0.4076 \| 0.8073 \| 0.6821 \| 0.7394 \| \| 0.2275 \| 21.95 \| 8120 \| 0.6321 \| 0.7061 \| 0.8120 \| 0.8811 \| 0.9317 \| 0.7865 \| 0.8864 \| 0.5106 \| 0.9007 \| 0.8606 \| 0.8074 \| 0.8682 \| 0.6722 \| 0.7664 \| 0.4082 \| 0.8085 \| 0.6808 \| 0.7386 \| \| 0.1424 \| 22.0 \| 8140 \| 0.6322 \| 0.7065 \| 0.8122 \| 0.8815 \| 0.9345 \| 0.7917 \| 0.8777 \| 0.5021 \| 0.8966 \| 0.8682 \| 0.8144 \| 0.8680 \| 0.6755 \| 0.7669 \| 0.4064 \| 0.8106 \| 0.6744 \| 0.7437 \| \| 0.1075 \| 22.05 \| 8160 \| 0.6205 \| 0.7062 \| 0.8165 \| 0.8809 \| 0.9326 \| 0.7969 \| 0.8742 \| 0.5308 \| 0.8931 \| 0.8755 \| 0.8125 \| 0.8685 \| 0.6725 \| 0.7675 \| 0.4105 \| 0.8101 \| 0.6720 \| 0.7423 \| \| 0.088 \| 22.11 \| 8180 \| 0.6247 \| 0.7052 \| 0.8112 \| 0.8807 \| 0.9349 \| 0.7730 \| 0.8796 \| 0.5242 \| 0.8976 \| 0.8611 \| 0.8081 \| 0.8681 \| 0.6701 \| 0.7657 \| 0.4104 \| 0.8100 \| 0.6723 \| 0.7398 \| \| 0.2148 \| 22.16 \| 8200 \| 0.6264 \| 0.7070 \| 0.8140 \| 0.8818 \| 0.9315 \| 0.8007 \| 0.8831 \| 0.5053 \| 0.8995 \| 0.8655 \| 0.8125 \| 0.8689 \| 0.6747 \| 0.7666 \| 0.4100 \| 0.8113 \| 0.6751 \| 0.7421 \| \| 0.1816 \| 22.22 \| 8220 \| 0.6494 \| 0.7068 \| 0.8132 \| 0.8816 \| 0.9284 \| 0.7953 \| 0.8800 \| 0.5036 \| 0.9019 \| 0.8639 \| 0.8192 \| 0.8682 \| 0.6744 \| 0.7653 \| 0.4074 \| 0.8100 \| 0.6745 \| 0.7476 \| \| 0.1059 \| 22.27 \| 8240 \| 0.6124 \| 0.7088 \| 0.8150 \| 0.8827 \| 0.9289 \| 0.8077 \| 0.8816 \| 0.5060 \| 0.9042 \| 0.8533 \| 0.8235 \| 0.8684 \| 0.6774 \| 0.7693 \| 0.4074 \| 0.8121 \| 0.6767 \| 0.7503 \| \| 0.1387 \| 22.32 \| 8260 \| 0.6376 \| 0.7070 \| 0.8149 \| 0.8815 \| 0.9340 \| 0.7960 \| 0.8797 \| 0.5223 \| 0.8968 \| 0.8644 \| 0.8110 \| 0.8691 \| 0.6763 \| 0.7688 \| 0.4060 \| 0.8102 \| 0.6746 \| 0.7436 \| \| 0.3907 \| 22.38 \| 8280 \| 0.6208 \| 0.7050 \| 0.8143 \| 0.8803 \| 0.9302 \| 0.7992 \| 0.8879 \| 0.5138 \| 0.8979 \| 0.8708 \| 0.8002 \| 0.8683 \| 0.6746 \| 0.7660 \| 0.4076 \| 0.8089 \| 0.6741 \| 0.7356 \| \| 0.1376 \| 22.43 \| 8300 \| 0.6203 \| 0.7060 \| 0.8132 \| 0.8809 \| 0.9299 \| 0.7943 \| 0.8723 \| 0.5208 \| 0.9032 \| 0.8616 \| 0.8101 \| 0.8686 \| 0.6754 \| 0.7661 \| 0.4084 \| 0.8093 \| 0.6742 \| 0.7401 \| \| 0.1202 \| 22.49 \| 8320 \| 0.6072 \| 0.7067 \| 0.8132 \| 0.8816 \| 0.9304 \| 0.8010 \| 0.8882 \| 0.5135 \| 0.9045 \| 0.8414 \| 0.8133 \| 0.8684 \| 0.6759 \| 0.7683 \| 0.4057 \| 0.8106 \| 0.6761 \| 0.7418 \| \| 0.1391 \| 22.54 \| 8340 \| 0.6402 \| 0.7062 \| 0.8132 \| 0.8807 \| 0.9283 \| 0.8123 \| 0.8665 \| 0.5124 \| 0.9065 \| 0.8565 \| 0.8098 \| 0.8681 \| 0.6780 \| 0.7651 \| 0.4054 \| 0.8063 \| 0.6798 \| 0.7407 \| \| 0.0847 \| 22.59 \| 8360 \| 0.6071 \| 0.7095 \| 0.8180 \| 0.8826 \| 0.9312 \| 0.8173 \| 0.8706 \| 0.5239 \| 0.8995 \| 0.8565 \| 0.8268 \| 0.8679 \| 0.6782 \| 0.7671 \| 0.4064 \| 0.8106 \| 0.6819 \| 0.7541 \| \| 0.1487 \| 22.65 \| 8380 \| 0.6051 \| 0.7089 \| 0.8160 \| 0.8823 \| 0.9335 \| 0.8133 \| 0.8686 \| 0.5156 \| 0.8993 \| 0.8627 \| 0.8187 \| 0.8687 \| 0.6788 \| 0.7660 \| 0.4086 \| 0.8097 \| 0.6796 \| 0.7509 \| \| 0.1683 \| 22.7 \| 8400 \| 0.6426 \| 0.7090 \| 0.8136 \| 0.8826 \| 0.9356 \| 0.7975 \| 0.8708 \| 0.5141 \| 0.9002 \| 0.8577 \| 0.8192 \| 0.8680 \| 0.6773 \| 0.7673 \| 0.4095 \| 0.8109 \| 0.6792 \| 0.7509 \| \| 0.0552 \| 22.76 \| 8420 \| 0.6230 \| 0.7076 \| 0.8156 \| 0.8815 \| 0.9319 \| 0.7963 \| 0.8687 \| 0.5280 \| 0.8982 \| 0.8691 \| 0.8166 \| 0.8690 \| 0.6761 \| 0.7666 \| 0.4095 \| 0.8092 \| 0.6753 \| 0.7475 \| \| 1.8276 \| 22.81 \| 8440 \| 0.6169 \| 0.7089 \| 0.8159 \| 0.8823 \| 0.9345 \| 0.8091 \| 0.8806 \| 0.5308 \| 0.9019 \| 0.8406 \| 0.8138 \| 0.8680 \| 0.6786 \| 0.7711 \| 0.4098 \| 0.8118 \| 0.6761 \| 0.7468 \| \| 0.069 \| 22.86 \| 8460 \| 0.6010 \| 0.7101 \| 0.8186 \| 0.8829 \| 0.9330 \| 0.8154 \| 0.8825 \| 0.5262 \| 0.8980 \| 0.8535 \| 0.8215 \| 0.8685 \| 0.6771 \| 0.7699 \| 0.4113 \| 0.8121 \| 0.6799 \| 0.7517 \| \| 0.2116 \| 22.92 \| 8480 \| 0.6090 \| 0.7095 \| 0.8164 \| 0.8825 \| 0.9331 \| 0.8052 \| 0.8833 \| 0.5195 \| 0.8989 \| 0.8588 \| 0.8157 \| 0.8685 \| 0.6770 \| 0.7690 \| 0.4147 \| 0.8113 \| 0.6792 \| 0.7469 \| \| 0.2707 \| 22.97 \| 8500 \| 0.6086 \| 0.7098 \| 0.8186 \| 0.8822 \| 0.9338 \| 0.8160 \| 0.8696 \| 0.5288 \| 0.8965 \| 0.8734 \| 0.8124 \| 0.8682 \| 0.6769 \| 0.7711 \| 0.4186 \| 0.8113 \| 0.6787 \| 0.7437 \| \| 1.9017 \| 23.03 \| 8520 \| 0.6366 \| 0.7075 \| 0.8146 \| 0.8810 \| 0.9340 \| 0.8076 \| 0.8718 \| 0.5253 \| 0.9000 \| 0.8598 \| 0.8040 \| 0.8671 \| 0.6775 \| 0.7683 \| 0.4149 \| 0.8084 \| 0.6767 \| 0.7397 \| \| 0.5376 \| 23.08 \| 8540 \| 0.6105 \| 0.7078 \| 0.8158 \| 0.8810 \| 0.9323 \| 0.8165 \| 0.8637 \| 0.5240 \| 0.9006 \| 0.8655 \| 0.8077 \| 0.8673 \| 0.6770 \| 0.7679 \| 0.4160 \| 0.8078 \| 0.6767 \| 0.7421 \| \| 0.1984 \| 23.14 \| 8560 \| 0.6390 \| 0.7063 \| 0.8142 \| 0.8799 \| 0.9299 \| 0.7995 \| 0.8657 \| 0.5335 \| 0.9027 \| 0.8696 \| 0.7981 \| 0.8675 \| 0.6774 \| 0.7673 \| 0.4177 \| 0.8058 \| 0.6743 \| 0.7341 \| \| 0.1297 \| 23.19 \| 8580 \| 0.6062 \| 0.7109 \| 0.8188 \| 0.8826 \| 0.9327 \| 0.8114 \| 0.8771 \| 0.5381 \| 0.9004 \| 0.8581 \| 0.8136 \| 0.8674 \| 0.6788 \| 0.7736 \| 0.4171 \| 0.8114 \| 0.6828 \| 0.7454 \| \| 0.1256 \| 23.24 \| 8600 \| 0.6117 \| 0.7098 \| 0.8167 \| 0.8820 \| 0.9329 \| 0.8076 \| 0.8649 \| 0.5336 \| 0.9009 \| 0.8606 \| 0.8161 \| 0.8680 \| 0.6787 \| 0.7690 \| 0.4151 \| 0.8084 \| 0.6819 \| 0.7475 \| \| 0.2178 \| 23.3 \| 8620 \| 0.6301 \| 0.7063 \| 0.8063 \| 0.8813 \| 0.9354 \| 0.7755 \| 0.8659 \| 0.4904 \| 0.9053 \| 0.8642 \| 0.8075 \| 0.8668 \| 0.6739 \| 0.7661 \| 0.4111 \| 0.8087 \| 0.6767 \| 0.7409 \| \| 0.12 \| 23.35 \| 8640 \| 0.5954 \| 0.7134 \| 0.8183 \| 0.8845 \| 0.9305 \| 0.8061 \| 0.8892 \| 0.5131 \| 0.9020 \| 0.8594 \| 0.8282 \| 0.8681 \| 0.6795 \| 0.7728 \| 0.4139 \| 0.8125 \| 0.6910 \| 0.7563 \| \| 1.6866 \| 23.41 \| 8660 \| 0.6285 \| 0.7073 \| 0.8171 \| 0.8808 \| 0.9342 \| 0.8003 \| 0.8867 \| 0.5319 \| 0.8915 \| 0.8707 \| 0.8042 \| 0.8674 \| 0.6780 \| 0.7715 \| 0.4115 \| 0.8086 \| 0.6755 \| 0.7385 \| \| 0.8764 \| 23.46 \| 8680 \| 0.6196 \| 0.7069 \| 0.8179 \| 0.8805 \| 0.9319 \| 0.8104 \| 0.8803 \| 0.5430 \| 0.8968 \| 0.8597 \| 0.8030 \| 0.8670 \| 0.6774 \| 0.7718 \| 0.4108 \| 0.8087 \| 0.6755 \| 0.7376 \| \| 0.2846 \| 23.51 \| 8700 \| 0.6429 \| 0.7054 \| 0.8089 \| 0.8801 \| 0.9338 \| 0.7897 \| 0.8778 \| 0.5126 \| 0.9054 \| 0.8470 \| 0.7960 \| 0.8662 \| 0.6773 \| 0.7671 \| 0.4131 \| 0.8070 \| 0.6741 \| 0.7328 \| \| 0.1733 \| 23.57 \| 8720 \| 0.6716 \| 0.7060 \| 0.8137 \| 0.8801 \| 0.9312 \| 0.7954 \| 0.8775 \| 0.5342 \| 0.9026 \| 0.8564 \| 0.7982 \| 0.8679 \| 0.6766 \| 0.7678 \| 0.4128 \| 0.8065 \| 0.6765 \| 0.7339 \| \| 0.1889 \| 23.62 \| 8740 \| 0.6285 \| 0.7086 \| 0.8183 \| 0.8816 \| 0.9327 \| 0.8064 \| 0.8815 \| 0.5367 \| 0.8958 \| 0.8666 \| 0.8085 \| 0.8681 \| 0.6788 \| 0.7732 \| 0.4114 \| 0.8103 \| 0.6773 \| 0.7407 \| \| 0.2335 \| 23.68 \| 8760 \| 0.6187 \| 0.7077 \| 0.8179 \| 0.8812 \| 0.9290 \| 0.8058 \| 0.8765 \| 0.5372 \| 0.8993 \| 0.8645 \| 0.8128 \| 0.8692 \| 0.6764 \| 0.7698 \| 0.4107 \| 0.8081 \| 0.6760 \| 0.7438 \| \| 0.1434 \| 23.73 \| 8780 \| 0.6220 \| 0.7068 \| 0.8185 \| 0.8804 \| 0.9287 \| 0.8154 \| 0.8699 \| 0.5404 \| 0.8982 \| 0.8675 \| 0.8094 \| 0.8688 \| 0.6771 \| 0.7681 \| 0.4102 \| 0.8063 \| 0.6748 \| 0.7424 \| \| 0.1091 \| 23.78 \| 8800 \| 0.6053 \| 0.7097 \| 0.8177 \| 0.8824 \| 0.9306 \| 0.7995 \| 0.8773 \| 0.5373 \| 0.9012 \| 0.8613 \| 0.8165 \| 0.8697 \| 0.6777 \| 0.7712 \| 0.4128 \| 0.8101 \| 0.6800 \| 0.7462 \| \| 0.0441 \| 23.84 \| 8820 \| 0.6099 \| 0.7090 \| 0.8185 \| 0.8819 \| 0.9339 \| 0.8164 \| 0.8647 \| 0.5389 \| 0.8970 \| 0.8614 \| 0.8173 \| 0.8684 \| 0.6783 \| 0.7700 \| 0.4109 \| 0.8097 \| 0.6781 \| 0.7478 \| \| 0.0642 \| 23.89 \| 8840 \| 0.6071 \| 0.7085 \| 0.8166 \| 0.8815 \| 0.9342 \| 0.8128 \| 0.8618 \| 0.5345 \| 0.8997 \| 0.8641 \| 0.8094 \| 0.8681 \| 0.6780 \| 0.7694 \| 0.4140 \| 0.8089 \| 0.6784 \| 0.7430 \| \| 0.1659 \| 23.95 \| 8860 \| 0.5899 \| 0.7092 \| 0.8138 \| 0.8825 \| 0.9322 \| 0.8027 \| 0.8705 \| 0.4997 \| 0.9026 \| 0.8791 \| 0.8101 \| 0.8693 \| 0.6781 \| 0.7697 \| 0.4154 \| 0.8109 \| 0.6780 \| 0.7430 \| \| 0.1801 \| 24.0 \| 8880 \| 0.6425 \| 0.7073 \| 0.8119 \| 0.8814 \| 0.9312 \| 0.7967 \| 0.8706 \| 0.5050 \| 0.9036 \| 0.8643 \| 0.8116 \| 0.8687 \| 0.6768 \| 0.7656 \| 0.4120 \| 0.8072 \| 0.6767 \| 0.7441 \| \| 1.0472 \| 24.05 \| 8900 \| 0.6368 \| 0.7085 \| 0.8126 \| 0.8822 \| 0.9331 \| 0.8066 \| 0.8658 \| 0.5075 \| 0.9060 \| 0.8547 \| 0.8142 \| 0.8683 \| 0.6777 \| 0.7685 \| 0.4122 \| 0.8102 \| 0.6772 \| 0.7457 \| \| 0.2152 \| 24.11 \| 8920 \| 0.6309 \| 0.7080 \| 0.8133 \| 0.8818 \| 0.9332 \| 0.8037 \| 0.8715 \| 0.5062 \| 0.9010 \| 0.8646 \| 0.8131 \| 0.8683 \| 0.6775 \| 0.7679 \| 0.4117 \| 0.8097 \| 0.6756 \| 0.7451 \| \| 0.0434 \| 24.16 \| 8940 \| 0.6352 \| 0.7078 \| 0.8145 \| 0.8816 \| 0.9339 \| 0.7984 \| 0.8811 \| 0.5156 \| 0.8965 \| 0.8632 \| 0.8130 \| 0.8682 \| 0.6770 \| 0.7683 \| 0.4116 \| 0.8089 \| 0.6758 \| 0.7451 \| \| 0.1156 \| 24.22 \| 8960 \| 0.6161 \| 0.7095 \| 0.8189 \| 0.8825 \| 0.9301 \| 0.8131 \| 0.8746 \| 0.5325 \| 0.9002 \| 0.8620 \| 0.8200 \| 0.8690 \| 0.6765 \| 0.7718 \| 0.4122 \| 0.8118 \| 0.6779 \| 0.7471 \| \| 0.1483 \| 24.27 \| 8980 \| 0.6298 \| 0.7072 \| 0.8137 \| 0.8813 \| 0.9332 \| 0.8052 \| 0.8798 \| 0.5192 \| 0.9018 \| 0.8486 \| 0.8082 \| 0.8675 \| 0.6770 \| 0.7689 \| 0.4101 \| 0.8089 \| 0.6762 \| 0.7418 \| \| 0.1716 \| 24.32 \| 9000 \| 0.6275 \| 0.7076 \| 0.8139 \| 0.8815 \| 0.9328 \| 0.8087 \| 0.8726 \| 0.5286 \| 0.9052 \| 0.8344 \| 0.8148 \| 0.8679 \| 0.6765 \| 0.7689 \| 0.4102 \| 0.8087 \| 0.6753 \| 0.7457 \| \| 0.0314 \| 24.38 \| 9020 \| 0.6365 \| 0.7065 \| 0.8143 \| 0.8808 \| 0.9320 \| 0.8008 \| 0.8773 \| 0.5204 \| 0.8994 \| 0.8663 \| 0.8041 \| 0.8678 \| 0.6762 \| 0.7681 \| 0.4103 \| 0.8087 \| 0.6759 \| 0.7385 \| \| 0.1488 \| 24.43 \| 9040 \| 0.6421 \| 0.7080 \| 0.8135 \| 0.8818 \| 0.9341 \| 0.8048 \| 0.8730 \| 0.5076 \| 0.8997 \| 0.8636 \| 0.8120 \| 0.8674 \| 0.6777 \| 0.7686 \| 0.4114 \| 0.8103 \| 0.6769 \| 0.7434 \| \| 0.1511 \| 24.49 \| 9060 \| 0.6465 \| 0.7060 \| 0.8128 \| 0.8805 \| 0.9321 \| 0.7908 \| 0.8723 \| 0.5162 \| 0.8979 \| 0.8728 \| 0.8077 \| 0.8685 \| 0.6759 \| 0.7654 \| 0.4117 \| 0.8071 \| 0.6732 \| 0.7402 \| \| 0.1712 \| 24.54 \| 9080 \| 0.6452 \| 0.7064 \| 0.8146 \| 0.8806 \| 0.9298 \| 0.7991 \| 0.8749 \| 0.5260 \| 0.9005 \| 0.8626 \| 0.8096 \| 0.8685 \| 0.6755 \| 0.7657 \| 0.4104 \| 0.8066 \| 0.6762 \| 0.7418 \| \| 0.0786 \| 24.59 \| 9100 \| 0.6148 \| 0.7074 \| 0.8186 \| 0.8810 \| 0.9290 \| 0.8139 \| 0.8767 \| 0.5383 \| 0.8993 \| 0.8645 \| 0.8088 \| 0.8689 \| 0.6755 \| 0.7693 \| 0.4112 \| 0.8083 \| 0.6780 \| 0.7409 \| \| 0.1503 \| 24.65 \| 9120 \| 0.6358 \| 0.7075 \| 0.8137 \| 0.8814 \| 0.9325 \| 0.7985 \| 0.8723 \| 0.5160 \| 0.9009 \| 0.8665 \| 0.8091 \| 0.8684 \| 0.6763 \| 0.7678 \| 0.4128 \| 0.8088 \| 0.6769 \| 0.7417 \| \| 0.2824 \| 24.7 \| 9140 \| 0.6273 \| 0.7067 \| 0.8133 \| 0.8808 \| 0.9353 \| 0.7995 \| 0.8688 \| 0.5238 \| 0.8989 \| 0.8643 \| 0.8028 \| 0.8673 \| 0.6767 \| 0.7680 \| 0.4128 \| 0.8084 \| 0.6761 \| 0.7379 \| \| 0.417 \| 24.76 \| 9160 \| 0.6413 \| 0.7065 \| 0.8109 \| 0.8807 \| 0.9298 \| 0.8041 \| 0.8759 \| 0.5149 \| 0.9101 \| 0.8339 \| 0.8073 \| 0.8674 \| 0.6767 \| 0.7664 \| 0.4127 \| 0.8058 \| 0.6754 \| 0.7408 \| \| 0.0708 \| 24.81 \| 9180 \| 0.6532 \| 0.7076 \| 0.8142 \| 0.8813 \| 0.9317 \| 0.8104 \| 0.8704 \| 0.5146 \| 0.9022 \| 0.8588 \| 0.8116 \| 0.8681 \| 0.6766 \| 0.7668 \| 0.4127 \| 0.8076 \| 0.6780 \| 0.7437 \| \| 0.1626 \| 24.86 \| 9200 \| 0.6461 \| 0.7077 \| 0.8118 \| 0.8816 \| 0.9331 \| 0.8007 \| 0.8708 \| 0.5031 \| 0.9031 \| 0.8606 \| 0.8110 \| 0.8682 \| 0.6774 \| 0.7663 \| 0.4120 \| 0.8079 \| 0.6783 \| 0.7435 \| \| 0.0988 \| 24.92 \| 9220 \| 0.6357 \| 0.7069 \| 0.8125 \| 0.8809 \| 0.9379 \| 0.8022 \| 0.8645 \| 0.5140 \| 0.8966 \| 0.8692 \| 0.8035 \| 0.8664 \| 0.6774 \| 0.7685 \| 0.4127 \| 0.8093 \| 0.6759 \| 0.7382 \| \| 0.1384 \| 24.97 \| 9240 \| 0.6325 \| 0.7077 \| 0.8137 \| 0.8816 \| 0.9348 \| 0.8020 \| 0.8775 \| 0.5017 \| 0.8953 \| 0.8739 \| 0.8105 \| 0.8677 \| 0.6774 \| 0.7684 \| 0.4116 \| 0.8094 \| 0.6762 \| 0.7429 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b3-ade-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b3-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.7613 - Mean Iou: 0.7092 - Mean Accuracy: 0.8104 - Overall Accuracy: 0.8790 - Accuracy Water: 0.9352 - Accuracy Whitewater: 0.8067 - Accuracy Sediment: 0.8732 - Accuracy Other Natural Terrain: 0.5054 - Accuracy Vegetation: 0.8997 - Accuracy Development: 0.8714 - Accuracy Unknown: 0.7814 - Iou Water: 0.8677 - Iou Whitewater: 0.6795 - Iou Sediment: 0.7649 - Iou Other Natural Terrain: 0.4259 - Iou Vegetation: 0.7883 - Iou Development: 0.7211 - Iou Unknown: 0.7170 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7642 \| 0.05 \| 20 \| 1.6699 \| 0.1741 \| 0.2887 \| 0.4511 \| 0.3629 \| 0.3020 \| 0.0122 \| 0.0013 \| 0.8998 \| 0.1317 \| 0.3106 \| 0.3310 \| 0.0708 \| 0.0112 \| 0.0013 \| 0.3953 \| 0.1007 \| 0.3084 \| \| 1.6158 \| 0.11 \| 40 \| 1.3903 \| 0.1804 \| 0.2783 \| 0.5516 \| 0.6957 \| 0.0198 \| 0.1032 \| 0.0000 \| 0.9605 \| 0.1077 \| 0.0616 \| 0.5309 \| 0.0184 \| 0.0965 \| 0.0000 \| 0.4589 \| 0.0973 \| 0.0606 \| \| 1.3168 \| 0.16 \| 60 \| 1.1710 \| 0.2583 \| 0.3483 \| 0.6425 \| 0.8324 \| 0.0359 \| 0.0669 \| 0.0 \| 0.9578 \| 0.1157 \| 0.4296 \| 0.6688 \| 0.0344 \| 0.0630 \| 0.0 \| 0.5089 \| 0.1094 \| 0.4233 \| \| 1.1024 \| 0.22 \| 80 \| 1.0398 \| 0.3143 \| 0.4032 \| 0.6865 \| 0.8815 \| 0.1083 \| 0.1413 \| 0.0 \| 0.9619 \| 0.2673 \| 0.4620 \| 0.6970 \| 0.1041 \| 0.1261 \| 0.0 \| 0.5725 \| 0.2452 \| 0.4549 \| \| 1.0384 \| 0.27 \| 100 \| 0.9307 \| 0.3388 \| 0.4315 \| 0.7113 \| 0.8919 \| 0.0379 \| 0.3662 \| 0.0 \| 0.9582 \| 0.2753 \| 0.4913 \| 0.7137 \| 0.0374 \| 0.2526 \| 0.0 \| 0.6316 \| 0.2550 \| 0.4813 \| \| 0.9056 \| 0.32 \| 120 \| 0.8649 \| 0.3988 \| 0.5060 \| 0.7415 \| 0.9191 \| 0.1051 \| 0.4270 \| 0.0 \| 0.8743 \| 0.7201 \| 0.4965 \| 0.7159 \| 0.1038 \| 0.3178 \| 0.0 \| 0.6739 \| 0.4951 \| 0.4849 \| \| 1.1867 \| 0.38 \| 140 \| 0.8470 \| 0.4027 \| 0.5076 \| 0.7418 \| 0.8363 \| 0.0329 \| 0.6586 \| 0.0 \| 0.9529 \| 0.5761 \| 0.4960 \| 0.7494 \| 0.0326 \| 0.4722 \| 0.0 \| 0.6188 \| 0.4643 \| 0.4815 \| \| 1.2778 \| 0.43 \| 160 \| 0.8108 \| 0.4419 \| 0.5491 \| 0.7656 \| 0.8973 \| 0.1895 \| 0.5864 \| 0.0 \| 0.9145 \| 0.7679 \| 0.4885 \| 0.7758 \| 0.1848 \| 0.4732 \| 0.0 \| 0.6536 \| 0.5269 \| 0.4791 \| \| 0.8217 \| 0.49 \| 180 \| 0.7507 \| 0.4544 \| 0.5750 \| 0.7728 \| 0.8801 \| 0.1928 \| 0.7543 \| 0.0 \| 0.8893 \| 0.7924 \| 0.5161 \| 0.7912 \| 0.1858 \| 0.5100 \| 0.0 \| 0.6678 \| 0.5398 \| 0.4859 \| \| 0.9801 \| 0.54 \| 200 \| 0.7149 \| 0.4827 \| 0.5995 \| 0.7819 \| 0.9016 \| 0.3829 \| 0.7254 \| 0.0 \| 0.8848 \| 0.7904 \| 0.5117 \| 0.8007 \| 0.3571 \| 0.5615 \| 0.0 \| 0.6774 \| 0.4859 \| 0.4966 \| \| 0.7374 \| 0.59 \| 220 \| 0.6885 \| 0.4950 \| 0.6159 \| 0.7894 \| 0.9068 \| 0.3910 \| 0.8448 \| 0.0 \| 0.8656 \| 0.7859 \| 0.5169 \| 0.7839 \| 0.3448 \| 0.5749 \| 0.0 \| 0.6942 \| 0.5774 \| 0.4895 \| \| 1.0931 \| 0.65 \| 240 \| 0.6884 \| 0.4889 \| 0.6134 \| 0.7885 \| 0.9106 \| 0.3515 \| 0.8590 \| 0.0 \| 0.8554 \| 0.8118 \| 0.5059 \| 0.7804 \| 0.3041 \| 0.5561 \| 0.0 \| 0.7017 \| 0.5858 \| 0.4941 \| \| 0.7106 \| 0.7 \| 260 \| 0.8052 \| 0.4413 \| 0.5511 \| 0.7563 \| 0.9400 \| 0.3677 \| 0.3526 \| 0.0 \| 0.8507 \| 0.8081 \| 0.5382 \| 0.7137 \| 0.3061 \| 0.2825 \| 0.0 \| 0.6967 \| 0.5709 \| 0.5193 \| \| 0.7133 \| 0.76 \| 280 \| 0.6507 \| 0.5368 \| 0.6542 \| 0.8106 \| 0.8931 \| 0.6564 \| 0.8631 \| 0.0 \| 0.9353 \| 0.6824 \| 0.5491 \| 0.8105 \| 0.5066 \| 0.5893 \| 0.0 \| 0.7211 \| 0.5953 \| 0.5350 \| \| 0.5858 \| 0.81 \| 300 \| 0.6587 \| 0.5212 \| 0.6453 \| 0.7979 \| 0.9158 \| 0.6788 \| 0.6528 \| 0.0 \| 0.8872 \| 0.8580 \| 0.5241 \| 0.8226 \| 0.5180 \| 0.5725 \| 0.0 \| 0.6814 \| 0.5427 \| 0.5113 \| \| 1.9447 \| 0.86 \| 320 \| 0.6674 \| 0.5300 \| 0.6268 \| 0.8098 \| 0.9182 \| 0.4960 \| 0.7161 \| 0.0 \| 0.9369 \| 0.7516 \| 0.5691 \| 0.8130 \| 0.4323 \| 0.6061 \| 0.0 \| 0.6974 \| 0.6098 \| 0.5515 \| \| 0.6724 \| 0.92 \| 340 \| 0.6814 \| 0.5191 \| 0.6635 \| 0.7901 \| 0.8573 \| 0.6785 \| 0.8412 \| 0.0 \| 0.8680 \| 0.8745 \| 0.5251 \| 0.7797 \| 0.5249 \| 0.5634 \| 0.0 \| 0.7007 \| 0.5512 \| 0.5139 \| \| 0.6738 \| 0.97 \| 360 \| 0.6131 \| 0.5509 \| 0.6663 \| 0.8173 \| 0.9235 \| 0.6190 \| 0.8401 \| 0.0 \| 0.8883 \| 0.8535 \| 0.5396 \| 0.8125 \| 0.5326 \| 0.6451 \| 0.0 \| 0.7219 \| 0.6215 \| 0.5229 \| \| 0.7131 \| 1.03 \| 380 \| 0.6163 \| 0.5582 \| 0.6734 \| 0.8172 \| 0.8994 \| 0.7309 \| 0.8445 \| 0.0 \| 0.9282 \| 0.7832 \| 0.5272 \| 0.8228 \| 0.5820 \| 0.6580 \| 0.0 \| 0.7059 \| 0.6249 \| 0.5137 \| \| 0.8373 \| 1.08 \| 400 \| 0.6077 \| 0.5569 \| 0.6737 \| 0.8216 \| 0.9115 \| 0.7745 \| 0.8120 \| 0.0 \| 0.9381 \| 0.7219 \| 0.5579 \| 0.8242 \| 0.5463 \| 0.6524 \| 0.0 \| 0.7230 \| 0.6089 \| 0.5435 \| \| 0.7344 \| 1.14 \| 420 \| 0.6830 \| 0.5195 \| 0.6628 \| 0.7866 \| 0.9541 \| 0.6517 \| 0.8366 \| 0.0 \| 0.7106 \| 0.8978 \| 0.5890 \| 0.7943 \| 0.5367 \| 0.5415 \| 0.0 \| 0.6433 \| 0.5580 \| 0.5626 \| \| 0.4357 \| 1.19 \| 440 \| 0.5908 \| 0.5761 \| 0.6867 \| 0.8298 \| 0.9183 \| 0.7028 \| 0.8313 \| 0.0 \| 0.9032 \| 0.8332 \| 0.6181 \| 0.8259 \| 0.5906 \| 0.6593 \| 0.0 \| 0.7274 \| 0.6289 \| 0.6005 \| \| 0.3423 \| 1.24 \| 460 \| 0.5857 \| 0.5864 \| 0.7004 \| 0.8332 \| 0.9054 \| 0.7249 \| 0.8626 \| 0.0 \| 0.8887 \| 0.8351 \| 0.6862 \| 0.8155 \| 0.6248 \| 0.6348 \| 0.0 \| 0.7415 \| 0.6395 \| 0.6484 \| \| 0.5952 \| 1.3 \| 480 \| 0.6290 \| 0.5592 \| 0.6560 \| 0.8170 \| 0.9176 \| 0.7224 \| 0.7925 \| 0.0 \| 0.9532 \| 0.6852 \| 0.5208 \| 0.8244 \| 0.6165 \| 0.6594 \| 0.0 \| 0.7002 \| 0.6048 \| 0.5091 \| \| 0.7312 \| 1.35 \| 500 \| 0.6103 \| 0.5637 \| 0.6829 \| 0.8213 \| 0.9303 \| 0.7779 \| 0.8384 \| 0.0 \| 0.8961 \| 0.8243 \| 0.5137 \| 0.8265 \| 0.6301 \| 0.6668 \| 0.0 \| 0.7254 \| 0.5968 \| 0.5000 \| \| 0.4683 \| 1.41 \| 520 \| 0.6372 \| 0.5599 \| 0.6809 \| 0.8165 \| 0.9056 \| 0.7946 \| 0.8165 \| 0.0 \| 0.9156 \| 0.8230 \| 0.5109 \| 0.8273 \| 0.6414 \| 0.6765 \| 0.0 \| 0.7153 \| 0.5598 \| 0.4988 \| \| 0.3688 \| 1.46 \| 540 \| 0.6608 \| 0.5537 \| 0.6561 \| 0.8129 \| 0.9313 \| 0.7464 \| 0.6851 \| 0.0005 \| 0.9196 \| 0.7613 \| 0.5485 \| 0.7956 \| 0.6248 \| 0.5633 \| 0.0005 \| 0.7172 \| 0.6407 \| 0.5340 \| \| 0.3681 \| 1.51 \| 560 \| 0.5841 \| 0.5800 \| 0.7074 \| 0.8296 \| 0.9114 \| 0.8080 \| 0.8613 \| 0.0000 \| 0.8767 \| 0.8714 \| 0.6232 \| 0.8230 \| 0.6089 \| 0.6616 \| 0.0000 \| 0.7287 \| 0.6480 \| 0.5899 \| \| 0.455 \| 1.57 \| 580 \| 0.6379 \| 0.5682 \| 0.6749 \| 0.8230 \| 0.9313 \| 0.7373 \| 0.8058 \| 0.0008 \| 0.9130 \| 0.8057 \| 0.5305 \| 0.8181 \| 0.6047 \| 0.6666 \| 0.0008 \| 0.7166 \| 0.6519 \| 0.5186 \| \| 0.57 \| 1.62 \| 600 \| 0.6002 \| 0.5727 \| 0.6983 \| 0.8273 \| 0.9134 \| 0.8255 \| 0.8873 \| 0.0001 \| 0.9089 \| 0.8164 \| 0.5364 \| 0.8227 \| 0.5932 \| 0.6616 \| 0.0001 \| 0.7306 \| 0.6692 \| 0.5317 \| \| 0.3516 \| 1.68 \| 620 \| 0.5615 \| 0.5862 \| 0.7111 \| 0.8336 \| 0.9078 \| 0.8340 \| 0.8216 \| 0.0012 \| 0.8920 \| 0.8649 \| 0.6558 \| 0.8358 \| 0.5994 \| 0.6911 \| 0.0012 \| 0.7225 \| 0.6421 \| 0.6113 \| \| 0.4446 \| 1.73 \| 640 \| 0.5702 \| 0.5957 \| 0.6972 \| 0.8386 \| 0.9039 \| 0.7710 \| 0.8483 \| 0.0002 \| 0.9370 \| 0.7354 \| 0.6850 \| 0.8382 \| 0.6356 \| 0.6933 \| 0.0002 \| 0.7234 \| 0.6237 \| 0.6553 \| \| 1.1138 \| 1.78 \| 660 \| 0.5697 \| 0.5979 \| 0.7156 \| 0.8434 \| 0.9065 \| 0.7799 \| 0.8291 \| 0.0001 \| 0.8949 \| 0.8463 \| 0.7525 \| 0.8289 \| 0.6005 \| 0.6542 \| 0.0001 \| 0.7518 \| 0.6442 \| 0.7056 \| \| 0.5918 \| 1.84 \| 680 \| 0.5167 \| 0.5994 \| 0.7094 \| 0.8458 \| 0.9394 \| 0.7790 \| 0.8572 \| 0.0047 \| 0.8996 \| 0.8256 \| 0.6606 \| 0.8389 \| 0.5879 \| 0.6878 \| 0.0047 \| 0.7481 \| 0.6835 \| 0.6452 \| \| 0.4778 \| 1.89 \| 700 \| 0.5767 \| 0.5960 \| 0.7142 \| 0.8340 \| 0.8730 \| 0.8111 \| 0.8841 \| 0.0080 \| 0.9204 \| 0.8301 \| 0.6728 \| 0.8068 \| 0.6549 \| 0.6153 \| 0.0080 \| 0.7425 \| 0.6861 \| 0.6583 \| \| 0.6689 \| 1.95 \| 720 \| 0.5420 \| 0.6104 \| 0.7221 \| 0.8482 \| 0.9085 \| 0.8333 \| 0.8307 \| 0.0255 \| 0.9173 \| 0.7881 \| 0.7511 \| 0.8325 \| 0.6055 \| 0.7094 \| 0.0254 \| 0.7499 \| 0.6525 \| 0.6974 \| \| 1.893 \| 2.0 \| 740 \| 0.5951 \| 0.5883 \| 0.7054 \| 0.8367 \| 0.9266 \| 0.7935 \| 0.7975 \| 0.0057 \| 0.9013 \| 0.9111 \| 0.6018 \| 0.8317 \| 0.6187 \| 0.6962 \| 0.0057 \| 0.7446 \| 0.6347 \| 0.5865 \| \| 0.3762 \| 2.05 \| 760 \| 0.6041 \| 0.5633 \| 0.6763 \| 0.8229 \| 0.9138 \| 0.6893 \| 0.8762 \| 0.0087 \| 0.9142 \| 0.7735 \| 0.5580 \| 0.8233 \| 0.5721 \| 0.6527 \| 0.0087 \| 0.7272 \| 0.6313 \| 0.5274 \| \| 0.5576 \| 2.11 \| 780 \| 0.5651 \| 0.5721 \| 0.7097 \| 0.8199 \| 0.8804 \| 0.8350 \| 0.8177 \| 0.0152 \| 0.8769 \| 0.9241 \| 0.6184 \| 0.8135 \| 0.6197 \| 0.6973 \| 0.0152 \| 0.7296 \| 0.5934 \| 0.5359 \| \| 0.4714 \| 2.16 \| 800 \| 0.4983 \| 0.6253 \| 0.7352 \| 0.8582 \| 0.9377 \| 0.8134 \| 0.8719 \| 0.0410 \| 0.8881 \| 0.8385 \| 0.7560 \| 0.8409 \| 0.6150 \| 0.7200 \| 0.0409 \| 0.7729 \| 0.6906 \| 0.6967 \| \| 1.2051 \| 2.22 \| 820 \| 0.5054 \| 0.6172 \| 0.7256 \| 0.8501 \| 0.9141 \| 0.7940 \| 0.8392 \| 0.0436 \| 0.9049 \| 0.8325 \| 0.7506 \| 0.8408 \| 0.6495 \| 0.7252 \| 0.0435 \| 0.7561 \| 0.6197 \| 0.6853 \| \| 0.2421 \| 2.27 \| 840 \| 0.5026 \| 0.6112 \| 0.7294 \| 0.8491 \| 0.9194 \| 0.8360 \| 0.8872 \| 0.0346 \| 0.8828 \| 0.7663 \| 0.7797 \| 0.8333 \| 0.6152 \| 0.6798 \| 0.0345 \| 0.7621 \| 0.6667 \| 0.6868 \| \| 0.6917 \| 2.32 \| 860 \| 0.4947 \| 0.6065 \| 0.7343 \| 0.8447 \| 0.9111 \| 0.8352 \| 0.8533 \| 0.0498 \| 0.8766 \| 0.8971 \| 0.7168 \| 0.8411 \| 0.6384 \| 0.6910 \| 0.0496 \| 0.7628 \| 0.6024 \| 0.6599 \| \| 0.2269 \| 2.38 \| 880 \| 0.4963 \| 0.6099 \| 0.7354 \| 0.8426 \| 0.9023 \| 0.8730 \| 0.8372 \| 0.1139 \| 0.9161 \| 0.8633 \| 0.6419 \| 0.8383 \| 0.6218 \| 0.7367 \| 0.1128 \| 0.7614 \| 0.5984 \| 0.5996 \| \| 0.6035 \| 2.43 \| 900 \| 0.4550 \| 0.6421 \| 0.7362 \| 0.8638 \| 0.9284 \| 0.7679 \| 0.8624 \| 0.0968 \| 0.9286 \| 0.8148 \| 0.7544 \| 0.8509 \| 0.6474 \| 0.7274 \| 0.0964 \| 0.7718 \| 0.6700 \| 0.7305 \| \| 0.8465 \| 2.49 \| 920 \| 0.4764 \| 0.6396 \| 0.7425 \| 0.8606 \| 0.9218 \| 0.7772 \| 0.8555 \| 0.0980 \| 0.9038 \| 0.8710 \| 0.7704 \| 0.8516 \| 0.6517 \| 0.7149 \| 0.0978 \| 0.7614 \| 0.6709 \| 0.7288 \| \| 0.3546 \| 2.54 \| 940 \| 0.4636 \| 0.6444 \| 0.7360 \| 0.8683 \| 0.9343 \| 0.7923 \| 0.8181 \| 0.0691 \| 0.9320 \| 0.7953 \| 0.8108 \| 0.8502 \| 0.6426 \| 0.7042 \| 0.0690 \| 0.7811 \| 0.6783 \| 0.7854 \| \| 0.5057 \| 2.59 \| 960 \| 0.4754 \| 0.6315 \| 0.7412 \| 0.8617 \| 0.9241 \| 0.8575 \| 0.8383 \| 0.0538 \| 0.9121 \| 0.8026 \| 0.7999 \| 0.8512 \| 0.6429 \| 0.6996 \| 0.0537 \| 0.7765 \| 0.6575 \| 0.7393 \| \| 0.2862 \| 2.65 \| 980 \| 0.5106 \| 0.6088 \| 0.7152 \| 0.8436 \| 0.9366 \| 0.7928 \| 0.8561 \| 0.0851 \| 0.9149 \| 0.8273 \| 0.5938 \| 0.8461 \| 0.6602 \| 0.7275 \| 0.0849 \| 0.7500 \| 0.6152 \| 0.5776 \| \| 0.4181 \| 2.7 \| 1000 \| 0.5597 \| 0.6053 \| 0.7262 \| 0.8386 \| 0.9201 \| 0.8461 \| 0.8863 \| 0.1007 \| 0.9030 \| 0.8624 \| 0.5651 \| 0.8481 \| 0.6616 \| 0.7152 \| 0.1005 \| 0.7379 \| 0.6313 \| 0.5422 \| \| 0.3954 \| 2.76 \| 1020 \| 0.5037 \| 0.6259 \| 0.7259 \| 0.8496 \| 0.9245 \| 0.8067 \| 0.8656 \| 0.1011 \| 0.9178 \| 0.7763 \| 0.6895 \| 0.8392 \| 0.6596 \| 0.7198 \| 0.1007 \| 0.7450 \| 0.6707 \| 0.6467 \| \| 0.254 \| 2.81 \| 1040 \| 0.5001 \| 0.6446 \| 0.7660 \| 0.8607 \| 0.9098 \| 0.8624 \| 0.8650 \| 0.1116 \| 0.8660 \| 0.9136 \| 0.8339 \| 0.8409 \| 0.6434 \| 0.7097 \| 0.1109 \| 0.7618 \| 0.6799 \| 0.7653 \| \| 0.4925 \| 2.86 \| 1060 \| 0.5392 \| 0.6221 \| 0.7218 \| 0.8537 \| 0.9332 \| 0.7817 \| 0.8101 \| 0.0580 \| 0.9194 \| 0.8478 \| 0.7023 \| 0.8312 \| 0.6484 \| 0.6910 \| 0.0578 \| 0.7736 \| 0.6751 \| 0.6773 \| \| 0.3821 \| 2.92 \| 1080 \| 0.5041 \| 0.6211 \| 0.7373 \| 0.8515 \| 0.9228 \| 0.8788 \| 0.8460 \| 0.0918 \| 0.9179 \| 0.8416 \| 0.6624 \| 0.8409 \| 0.6212 \| 0.7112 \| 0.0913 \| 0.7629 \| 0.6833 \| 0.6368 \| \| 0.3027 \| 2.97 \| 1100 \| 0.4728 \| 0.6427 \| 0.7526 \| 0.8604 \| 0.9333 \| 0.7614 \| 0.8818 \| 0.1308 \| 0.8640 \| 0.9228 \| 0.7739 \| 0.8447 \| 0.6419 \| 0.7208 \| 0.1296 \| 0.7681 \| 0.6637 \| 0.7300 \| \| 0.3572 \| 3.03 \| 1120 \| 0.5109 \| 0.6388 \| 0.7469 \| 0.8545 \| 0.9342 \| 0.8335 \| 0.9024 \| 0.1647 \| 0.8906 \| 0.8025 \| 0.7001 \| 0.8405 \| 0.6553 \| 0.7219 \| 0.1612 \| 0.7568 \| 0.6722 \| 0.6640 \| \| 0.6269 \| 3.08 \| 1140 \| 0.4645 \| 0.6641 \| 0.7651 \| 0.8679 \| 0.9289 \| 0.8038 \| 0.8241 \| 0.2209 \| 0.9024 \| 0.8788 \| 0.7965 \| 0.8590 \| 0.6555 \| 0.7373 \| 0.2170 \| 0.7714 \| 0.6514 \| 0.7571 \| \| 0.6726 \| 3.14 \| 1160 \| 0.5041 \| 0.6440 \| 0.7509 \| 0.8537 \| 0.9274 \| 0.8540 \| 0.8209 \| 0.2448 \| 0.9249 \| 0.8419 \| 0.6420 \| 0.8467 \| 0.6484 \| 0.7265 \| 0.2219 \| 0.7558 \| 0.6836 \| 0.6248 \| \| 0.2253 \| 3.19 \| 1180 \| 0.4808 \| 0.6661 \| 0.7738 \| 0.8672 \| 0.9238 \| 0.8341 \| 0.8564 \| 0.2223 \| 0.8885 \| 0.8999 \| 0.7918 \| 0.8512 \| 0.6724 \| 0.7252 \| 0.2170 \| 0.7739 \| 0.6637 \| 0.7590 \| \| 0.1953 \| 3.24 \| 1200 \| 0.4971 \| 0.6561 \| 0.7559 \| 0.8637 \| 0.9387 \| 0.8074 \| 0.8676 \| 0.1940 \| 0.8993 \| 0.8488 \| 0.7360 \| 0.8437 \| 0.6742 \| 0.7212 \| 0.1899 \| 0.7770 \| 0.6727 \| 0.7137 \| \| 0.3769 \| 3.3 \| 1220 \| 0.4940 \| 0.6666 \| 0.7711 \| 0.8688 \| 0.9114 \| 0.7625 \| 0.8894 \| 0.2404 \| 0.8942 \| 0.8456 \| 0.8539 \| 0.8469 \| 0.6319 \| 0.7291 \| 0.2308 \| 0.7824 \| 0.6923 \| 0.7527 \| \| 0.2919 \| 3.35 \| 1240 \| 0.5256 \| 0.6579 \| 0.7656 \| 0.8620 \| 0.9147 \| 0.8240 \| 0.8073 \| 0.2330 \| 0.8878 \| 0.8364 \| 0.8558 \| 0.8452 \| 0.6436 \| 0.7307 \| 0.2249 \| 0.7696 \| 0.6866 \| 0.7049 \| \| 0.8137 \| 3.41 \| 1260 \| 0.4615 \| 0.6636 \| 0.7540 \| 0.8717 \| 0.9342 \| 0.7923 \| 0.8602 \| 0.1674 \| 0.9233 \| 0.7903 \| 0.8106 \| 0.8536 \| 0.6677 \| 0.7304 \| 0.1640 \| 0.7837 \| 0.6665 \| 0.7792 \| \| 0.5517 \| 3.46 \| 1280 \| 0.4785 \| 0.6581 \| 0.7697 \| 0.8593 \| 0.9169 \| 0.8348 \| 0.9019 \| 0.2548 \| 0.8847 \| 0.8347 \| 0.7602 \| 0.8331 \| 0.6732 \| 0.7226 \| 0.2237 \| 0.7744 \| 0.6886 \| 0.6912 \| \| 0.3323 \| 3.51 \| 1300 \| 0.4658 \| 0.6783 \| 0.7893 \| 0.8657 \| 0.8912 \| 0.8488 \| 0.8672 \| 0.3312 \| 0.9038 \| 0.8458 \| 0.8372 \| 0.8292 \| 0.6626 \| 0.7546 \| 0.3087 \| 0.7827 \| 0.6763 \| 0.7342 \| \| 0.2235 \| 3.57 \| 1320 \| 0.4687 \| 0.6690 \| 0.7668 \| 0.8669 \| 0.9418 \| 0.8131 \| 0.8607 \| 0.2613 \| 0.8989 \| 0.8500 \| 0.7420 \| 0.8448 \| 0.6721 \| 0.7273 \| 0.2491 \| 0.7778 \| 0.6867 \| 0.7250 \| \| 0.4178 \| 3.62 \| 1340 \| 0.5271 \| 0.6617 \| 0.7577 \| 0.8631 \| 0.9271 \| 0.8110 \| 0.8500 \| 0.2745 \| 0.9291 \| 0.7756 \| 0.7368 \| 0.8565 \| 0.6700 \| 0.7388 \| 0.2480 \| 0.7648 \| 0.6509 \| 0.7031 \| \| 0.1709 \| 3.68 \| 1360 \| 0.4917 \| 0.6743 \| 0.7839 \| 0.8666 \| 0.9345 \| 0.8278 \| 0.8188 \| 0.3626 \| 0.8856 \| 0.8878 \| 0.7699 \| 0.8586 \| 0.6593 \| 0.7338 \| 0.3077 \| 0.7715 \| 0.6556 \| 0.7334 \| \| 0.5981 \| 3.73 \| 1380 \| 0.5301 \| 0.6598 \| 0.7651 \| 0.8619 \| 0.9562 \| 0.8015 \| 0.8527 \| 0.3087 \| 0.8823 \| 0.8672 \| 0.6870 \| 0.8548 \| 0.6651 \| 0.7469 \| 0.2630 \| 0.7759 \| 0.6539 \| 0.6593 \| \| 0.3507 \| 3.78 \| 1400 \| 0.5341 \| 0.6544 \| 0.7687 \| 0.8543 \| 0.9212 \| 0.7396 \| 0.8167 \| 0.4255 \| 0.8876 \| 0.8486 \| 0.7416 \| 0.8517 \| 0.6158 \| 0.7268 \| 0.3144 \| 0.7615 \| 0.6660 \| 0.6448 \| \| 0.3053 \| 3.84 \| 1420 \| 0.5660 \| 0.6511 \| 0.7660 \| 0.8510 \| 0.9112 \| 0.7759 \| 0.8743 \| 0.3550 \| 0.8915 \| 0.8701 \| 0.6838 \| 0.8407 \| 0.6537 \| 0.7418 \| 0.3087 \| 0.7673 \| 0.6443 \| 0.6014 \| \| 0.4962 \| 3.89 \| 1440 \| 0.5701 \| 0.6535 \| 0.7465 \| 0.8620 \| 0.9387 \| 0.7989 \| 0.8546 \| 0.2405 \| 0.9323 \| 0.7459 \| 0.7148 \| 0.8556 \| 0.6701 \| 0.7382 \| 0.2139 \| 0.7709 \| 0.6388 \| 0.6870 \| \| 0.6165 \| 3.95 \| 1460 \| 0.4963 \| 0.6711 \| 0.7622 \| 0.8720 \| 0.9393 \| 0.7786 \| 0.8285 \| 0.2492 \| 0.9198 \| 0.8354 \| 0.7850 \| 0.8648 \| 0.6480 \| 0.7461 \| 0.2351 \| 0.7754 \| 0.6862 \| 0.7418 \| \| 0.2898 \| 4.0 \| 1480 \| 0.4906 \| 0.6751 \| 0.7688 \| 0.8691 \| 0.9254 \| 0.7811 \| 0.8763 \| 0.3229 \| 0.9206 \| 0.7502 \| 0.8053 \| 0.8583 \| 0.6574 \| 0.7458 \| 0.2937 \| 0.7713 \| 0.6572 \| 0.7421 \| \| 0.2248 \| 4.05 \| 1500 \| 0.5393 \| 0.6627 \| 0.7700 \| 0.8636 \| 0.9304 \| 0.7995 \| 0.8683 \| 0.2900 \| 0.8898 \| 0.8543 \| 0.7578 \| 0.8540 \| 0.6586 \| 0.7258 \| 0.2434 \| 0.7721 \| 0.6835 \| 0.7014 \| \| 0.2432 \| 4.11 \| 1520 \| 0.5233 \| 0.6732 \| 0.7773 \| 0.8627 \| 0.9456 \| 0.7776 \| 0.8200 \| 0.4175 \| 0.8811 \| 0.8671 \| 0.7321 \| 0.8384 \| 0.6516 \| 0.7257 \| 0.3281 \| 0.7739 \| 0.7027 \| 0.6919 \| \| 0.3847 \| 4.16 \| 1540 \| 0.5011 \| 0.6842 \| 0.7816 \| 0.8757 \| 0.9203 \| 0.7606 \| 0.8733 \| 0.3186 \| 0.9076 \| 0.8372 \| 0.8534 \| 0.8533 \| 0.6504 \| 0.7369 \| 0.2841 \| 0.7927 \| 0.6897 \| 0.7826 \| \| 0.3696 \| 4.22 \| 1560 \| 0.4968 \| 0.6889 \| 0.7971 \| 0.8767 \| 0.9334 \| 0.8285 \| 0.8607 \| 0.3609 \| 0.8816 \| 0.8655 \| 0.8492 \| 0.8566 \| 0.6483 \| 0.7309 \| 0.3169 \| 0.7953 \| 0.6897 \| 0.7848 \| \| 0.6256 \| 4.27 \| 1580 \| 0.5060 \| 0.6920 \| 0.7930 \| 0.8755 \| 0.9256 \| 0.7798 \| 0.8598 \| 0.3865 \| 0.8937 \| 0.8652 \| 0.8407 \| 0.8563 \| 0.6671 \| 0.7406 \| 0.3277 \| 0.7866 \| 0.6882 \| 0.7773 \| \| 0.123 \| 4.32 \| 1600 \| 0.5031 \| 0.6911 \| 0.7886 \| 0.8762 \| 0.9247 \| 0.7878 \| 0.8605 \| 0.3802 \| 0.9060 \| 0.7956 \| 0.8651 \| 0.8568 \| 0.6607 \| 0.7431 \| 0.3339 \| 0.7893 \| 0.6757 \| 0.7782 \| \| 0.4976 \| 4.38 \| 1620 \| 0.5683 \| 0.6833 \| 0.7880 \| 0.8669 \| 0.9163 \| 0.8146 \| 0.8619 \| 0.4185 \| 0.9166 \| 0.8540 \| 0.7338 \| 0.8554 \| 0.6671 \| 0.7501 \| 0.3581 \| 0.7683 \| 0.6807 \| 0.7033 \| \| 0.3203 \| 4.43 \| 1640 \| 0.5254 \| 0.6852 \| 0.7749 \| 0.8705 \| 0.9330 \| 0.7844 \| 0.8444 \| 0.3818 \| 0.9296 \| 0.8045 \| 0.7469 \| 0.8568 \| 0.6690 \| 0.7506 \| 0.3494 \| 0.7741 \| 0.6708 \| 0.7259 \| \| 0.233 \| 4.49 \| 1660 \| 0.5000 \| 0.7018 \| 0.8034 \| 0.8800 \| 0.9299 \| 0.8099 \| 0.8661 \| 0.4532 \| 0.9113 \| 0.8396 \| 0.8138 \| 0.8593 \| 0.6544 \| 0.7502 \| 0.3850 \| 0.8005 \| 0.6767 \| 0.7866 \| \| 0.131 \| 4.54 \| 1680 \| 0.5944 \| 0.6698 \| 0.7886 \| 0.8628 \| 0.9372 \| 0.7772 \| 0.8888 \| 0.4697 \| 0.8819 \| 0.8800 \| 0.6857 \| 0.8514 \| 0.6482 \| 0.7408 \| 0.3710 \| 0.7992 \| 0.6191 \| 0.6589 \| \| 0.1867 \| 4.59 \| 1700 \| 0.5355 \| 0.6948 \| 0.8107 \| 0.8731 \| 0.9344 \| 0.7717 \| 0.8889 \| 0.5399 \| 0.8620 \| 0.8469 \| 0.8311 \| 0.8511 \| 0.6522 \| 0.7434 \| 0.3764 \| 0.7892 \| 0.6924 \| 0.7588 \| \| 0.2121 \| 4.65 \| 1720 \| 0.5226 \| 0.6934 \| 0.7864 \| 0.8759 \| 0.9256 \| 0.7900 \| 0.8240 \| 0.3943 \| 0.9170 \| 0.7991 \| 0.8549 \| 0.8562 \| 0.6568 \| 0.7473 \| 0.3600 \| 0.7847 \| 0.6623 \| 0.7868 \| \| 0.4442 \| 4.7 \| 1740 \| 0.5122 \| 0.7049 \| 0.8078 \| 0.8802 \| 0.9236 \| 0.8008 \| 0.8868 \| 0.4509 \| 0.8927 \| 0.8270 \| 0.8730 \| 0.8555 \| 0.6574 \| 0.7461 \| 0.3940 \| 0.7971 \| 0.6929 \| 0.7914 \| \| 0.2561 \| 4.76 \| 1760 \| 0.5097 \| 0.6952 \| 0.8068 \| 0.8723 \| 0.9096 \| 0.8027 \| 0.8991 \| 0.4735 \| 0.8852 \| 0.8207 \| 0.8569 \| 0.8460 \| 0.6619 \| 0.7383 \| 0.3849 \| 0.7870 \| 0.6949 \| 0.7534 \| \| 0.3744 \| 4.81 \| 1780 \| 0.5762 \| 0.6562 \| 0.7702 \| 0.8561 \| 0.9452 \| 0.7934 \| 0.8702 \| 0.4003 \| 0.8877 \| 0.8651 \| 0.6295 \| 0.8485 \| 0.6679 \| 0.7432 \| 0.3079 \| 0.7800 \| 0.6413 \| 0.6049 \| \| 0.2373 \| 4.86 \| 1800 \| 0.5477 \| 0.6547 \| 0.7715 \| 0.8550 \| 0.9341 \| 0.8386 \| 0.8405 \| 0.4085 \| 0.9097 \| 0.8517 \| 0.6177 \| 0.8506 \| 0.6647 \| 0.7467 \| 0.3169 \| 0.7802 \| 0.6353 \| 0.5885 \| \| 0.1851 \| 4.92 \| 1820 \| 0.5771 \| 0.6565 \| 0.7735 \| 0.8503 \| 0.9038 \| 0.8391 \| 0.8573 \| 0.4305 \| 0.9152 \| 0.7979 \| 0.6707 \| 0.8329 \| 0.6692 \| 0.7400 \| 0.3561 \| 0.7732 \| 0.6264 \| 0.5974 \| \| 0.3411 \| 4.97 \| 1840 \| 0.5119 \| 0.6813 \| 0.7933 \| 0.8647 \| 0.9168 \| 0.8103 \| 0.8401 \| 0.4585 \| 0.9003 \| 0.8885 \| 0.7387 \| 0.8526 \| 0.6616 \| 0.7445 \| 0.3726 \| 0.7722 \| 0.6832 \| 0.6821 \| \| 0.1627 \| 5.03 \| 1860 \| 0.5401 \| 0.6720 \| 0.7865 \| 0.8627 \| 0.9415 \| 0.7899 \| 0.9051 \| 0.4505 \| 0.8736 \| 0.8287 \| 0.7158 \| 0.8537 \| 0.6649 \| 0.7325 \| 0.3189 \| 0.7719 \| 0.6777 \| 0.6844 \| \| 0.4794 \| 5.08 \| 1880 \| 0.5325 \| 0.6793 \| 0.7883 \| 0.8638 \| 0.9325 \| 0.7814 \| 0.8045 \| 0.5115 \| 0.8987 \| 0.8550 \| 0.7343 \| 0.8504 \| 0.6476 \| 0.7384 \| 0.3844 \| 0.7738 \| 0.6850 \| 0.6754 \| \| 0.2968 \| 5.14 \| 1900 \| 0.5264 \| 0.6856 \| 0.7945 \| 0.8692 \| 0.9215 \| 0.8237 \| 0.8716 \| 0.4383 \| 0.9035 \| 0.8371 \| 0.7659 \| 0.8560 \| 0.6579 \| 0.7421 \| 0.3546 \| 0.7767 \| 0.7052 \| 0.7065 \| \| 0.1931 \| 5.19 \| 1920 \| 0.4982 \| 0.6967 \| 0.8119 \| 0.8715 \| 0.9218 \| 0.8092 \| 0.8836 \| 0.5354 \| 0.8854 \| 0.8679 \| 0.7801 \| 0.8595 \| 0.6635 \| 0.7479 \| 0.4057 \| 0.7762 \| 0.7074 \| 0.7163 \| \| 0.5028 \| 5.24 \| 1940 \| 0.4865 \| 0.7072 \| 0.8092 \| 0.8816 \| 0.9241 \| 0.8274 \| 0.8591 \| 0.4211 \| 0.8943 \| 0.8659 \| 0.8723 \| 0.8576 \| 0.6624 \| 0.7439 \| 0.3886 \| 0.7961 \| 0.7090 \| 0.7929 \| \| 0.1652 \| 5.3 \| 1960 \| 0.5541 \| 0.6710 \| 0.7825 \| 0.8574 \| 0.8865 \| 0.7954 \| 0.8853 \| 0.3600 \| 0.8946 \| 0.8783 \| 0.7775 \| 0.8322 \| 0.6733 \| 0.7533 \| 0.3282 \| 0.7663 \| 0.6931 \| 0.6504 \| \| 0.3028 \| 5.35 \| 1980 \| 0.4632 \| 0.6915 \| 0.7915 \| 0.8730 \| 0.9299 \| 0.8132 \| 0.8737 \| 0.3976 \| 0.9063 \| 0.8558 \| 0.7641 \| 0.8598 \| 0.6714 \| 0.7551 \| 0.3663 \| 0.7806 \| 0.6894 \| 0.7178 \| \| 0.2153 \| 5.41 \| 2000 \| 0.6220 \| 0.6541 \| 0.7599 \| 0.8520 \| 0.9176 \| 0.7605 \| 0.8618 \| 0.3876 \| 0.9163 \| 0.8224 \| 0.6535 \| 0.8475 \| 0.6598 \| 0.7495 \| 0.3470 \| 0.7667 \| 0.6098 \| 0.5987 \| \| 0.5976 \| 5.46 \| 2020 \| 0.5749 \| 0.6739 \| 0.7944 \| 0.8628 \| 0.9262 \| 0.8053 \| 0.8888 \| 0.4578 \| 0.8673 \| 0.8466 \| 0.7687 \| 0.8499 \| 0.6627 \| 0.7494 \| 0.3538 \| 0.7848 \| 0.6277 \| 0.6892 \| \| 0.1812 \| 5.51 \| 2040 \| 0.5282 \| 0.6862 \| 0.7879 \| 0.8738 \| 0.9364 \| 0.7998 \| 0.8519 \| 0.3850 \| 0.8983 \| 0.8406 \| 0.8033 \| 0.8570 \| 0.6632 \| 0.7337 \| 0.3472 \| 0.7966 \| 0.6566 \| 0.7492 \| \| 0.3064 \| 5.57 \| 2060 \| 0.5309 \| 0.6847 \| 0.7931 \| 0.8699 \| 0.9108 \| 0.8068 \| 0.8459 \| 0.3914 \| 0.8923 \| 0.8551 \| 0.8496 \| 0.8434 \| 0.6659 \| 0.7385 \| 0.3538 \| 0.7964 \| 0.6594 \| 0.7352 \| \| 0.2951 \| 5.62 \| 2080 \| 0.5739 \| 0.6811 \| 0.7996 \| 0.8617 \| 0.8914 \| 0.8086 \| 0.8350 \| 0.5265 \| 0.8970 \| 0.7884 \| 0.8501 \| 0.8313 \| 0.6658 \| 0.7353 \| 0.4000 \| 0.7862 \| 0.6409 \| 0.7082 \| \| 0.2031 \| 5.68 \| 2100 \| 0.5522 \| 0.6730 \| 0.7927 \| 0.8585 \| 0.9065 \| 0.8260 \| 0.8216 \| 0.4632 \| 0.8839 \| 0.8735 \| 0.7741 \| 0.8449 \| 0.6658 \| 0.7263 \| 0.3915 \| 0.7747 \| 0.6401 \| 0.6673 \| \| 0.1091 \| 5.73 \| 2120 \| 0.5696 \| 0.6742 \| 0.7839 \| 0.8621 \| 0.9269 \| 0.8129 \| 0.8489 \| 0.4785 \| 0.9088 \| 0.7822 \| 0.7290 \| 0.8612 \| 0.6758 \| 0.7399 \| 0.3564 \| 0.7655 \| 0.6399 \| 0.6809 \| \| 0.6339 \| 5.78 \| 2140 \| 0.5735 \| 0.6845 \| 0.7946 \| 0.8695 \| 0.9315 \| 0.8040 \| 0.8301 \| 0.4774 \| 0.8990 \| 0.8546 \| 0.7657 \| 0.8610 \| 0.6691 \| 0.7390 \| 0.3747 \| 0.7893 \| 0.6461 \| 0.7126 \| \| 0.1977 \| 5.84 \| 2160 \| 0.6636 \| 0.6630 \| 0.7802 \| 0.8553 \| 0.9485 \| 0.7973 \| 0.8691 \| 0.4899 \| 0.8769 \| 0.8494 \| 0.6304 \| 0.8548 \| 0.6756 \| 0.7360 \| 0.3940 \| 0.7771 \| 0.6022 \| 0.6014 \| \| 0.1821 \| 5.89 \| 2180 \| 0.5528 \| 0.6861 \| 0.7945 \| 0.8705 \| 0.9207 \| 0.8272 \| 0.8640 \| 0.4390 \| 0.9102 \| 0.8252 \| 0.7750 \| 0.8518 \| 0.6572 \| 0.7439 \| 0.3868 \| 0.7954 \| 0.6522 \| 0.7155 \| \| 0.3178 \| 5.95 \| 2200 \| 0.4989 \| 0.7168 \| 0.8208 \| 0.8843 \| 0.9219 \| 0.8031 \| 0.8626 \| 0.5303 \| 0.9022 \| 0.8588 \| 0.8670 \| 0.8654 \| 0.6787 \| 0.7565 \| 0.4089 \| 0.7958 \| 0.6937 \| 0.8186 \| \| 0.1903 \| 6.0 \| 2220 \| 0.5606 \| 0.6787 \| 0.7902 \| 0.8636 \| 0.9309 \| 0.8103 \| 0.8611 \| 0.5126 \| 0.9116 \| 0.8291 \| 0.6759 \| 0.8525 \| 0.6757 \| 0.7541 \| 0.3701 \| 0.7789 \| 0.6681 \| 0.6514 \| \| 0.2833 \| 6.05 \| 2240 \| 0.5620 \| 0.6807 \| 0.7983 \| 0.8644 \| 0.9268 \| 0.8434 \| 0.8579 \| 0.5070 \| 0.9044 \| 0.8698 \| 0.6787 \| 0.8547 \| 0.6758 \| 0.7542 \| 0.3781 \| 0.7802 \| 0.6688 \| 0.6529 \| \| 0.2418 \| 6.11 \| 2260 \| 0.5505 \| 0.6805 \| 0.7898 \| 0.8647 \| 0.9422 \| 0.7859 \| 0.8901 \| 0.5280 \| 0.8952 \| 0.7832 \| 0.7041 \| 0.8573 \| 0.6716 \| 0.7501 \| 0.3849 \| 0.7738 \| 0.6539 \| 0.6721 \| \| 0.2252 \| 6.16 \| 2280 \| 0.5652 \| 0.6728 \| 0.7915 \| 0.8613 \| 0.9286 \| 0.8299 \| 0.8828 \| 0.4556 \| 0.8881 \| 0.8772 \| 0.6783 \| 0.8577 \| 0.6723 \| 0.7418 \| 0.3651 \| 0.7720 \| 0.6520 \| 0.6488 \| \| 0.3011 \| 6.22 \| 2300 \| 0.5430 \| 0.6779 \| 0.7898 \| 0.8644 \| 0.9412 \| 0.8307 \| 0.8624 \| 0.4695 \| 0.8928 \| 0.8345 \| 0.6974 \| 0.8553 \| 0.6649 \| 0.7418 \| 0.3685 \| 0.7744 \| 0.6718 \| 0.6684 \| \| 0.2122 \| 6.27 \| 2320 \| 0.5227 \| 0.6807 \| 0.7919 \| 0.8644 \| 0.9413 \| 0.8013 \| 0.8616 \| 0.5139 \| 0.8971 \| 0.8590 \| 0.6692 \| 0.8619 \| 0.6775 \| 0.7510 \| 0.3981 \| 0.7753 \| 0.6577 \| 0.6438 \| \| 0.1844 \| 6.32 \| 2340 \| 0.5499 \| 0.6706 \| 0.7838 \| 0.8614 \| 0.9320 \| 0.7995 \| 0.9013 \| 0.4303 \| 0.8958 \| 0.8736 \| 0.6541 \| 0.8609 \| 0.6771 \| 0.7307 \| 0.3629 \| 0.7736 \| 0.6543 \| 0.6349 \| \| 0.2772 \| 6.38 \| 2360 \| 0.5676 \| 0.6693 \| 0.7903 \| 0.8585 \| 0.9294 \| 0.8483 \| 0.8680 \| 0.4617 \| 0.8903 \| 0.8894 \| 0.6452 \| 0.8541 \| 0.6733 \| 0.7376 \| 0.3695 \| 0.7694 \| 0.6555 \| 0.6254 \| \| 0.2566 \| 6.43 \| 2380 \| 0.6250 \| 0.6619 \| 0.7766 \| 0.8533 \| 0.9367 \| 0.8065 \| 0.8631 \| 0.4641 \| 0.8907 \| 0.8596 \| 0.6153 \| 0.8483 \| 0.6630 \| 0.7507 \| 0.3953 \| 0.7679 \| 0.6294 \| 0.5787 \| \| 0.3323 \| 6.49 \| 2400 \| 0.5067 \| 0.7154 \| 0.8210 \| 0.8836 \| 0.9223 \| 0.8125 \| 0.9008 \| 0.4915 \| 0.8880 \| 0.8616 \| 0.8704 \| 0.8611 \| 0.6731 \| 0.7533 \| 0.4140 \| 0.7975 \| 0.7088 \| 0.7998 \| \| 0.2489 \| 6.54 \| 2420 \| 0.5678 \| 0.7036 \| 0.8133 \| 0.8760 \| 0.9063 \| 0.8346 \| 0.8668 \| 0.5156 \| 0.9032 \| 0.7811 \| 0.8853 \| 0.8540 \| 0.6566 \| 0.7593 \| 0.4189 \| 0.7852 \| 0.6809 \| 0.7702 \| \| 0.2311 \| 6.59 \| 2440 \| 0.4916 \| 0.7172 \| 0.8204 \| 0.8842 \| 0.9310 \| 0.7975 \| 0.8724 \| 0.5405 \| 0.8926 \| 0.8430 \| 0.8657 \| 0.8610 \| 0.6657 \| 0.7604 \| 0.4291 \| 0.8003 \| 0.7109 \| 0.7931 \| \| 0.2477 \| 6.65 \| 2460 \| 0.5204 \| 0.7035 \| 0.8050 \| 0.8789 \| 0.9197 \| 0.7999 \| 0.8689 \| 0.4751 \| 0.9077 \| 0.7987 \| 0.8651 \| 0.8574 \| 0.6639 \| 0.7600 \| 0.3805 \| 0.7907 \| 0.6869 \| 0.7853 \| \| 0.1485 \| 6.7 \| 2480 \| 0.4915 \| 0.7107 \| 0.8163 \| 0.8813 \| 0.9236 \| 0.7980 \| 0.8706 \| 0.5387 \| 0.9014 \| 0.8269 \| 0.8550 \| 0.8622 \| 0.6579 \| 0.7607 \| 0.4010 \| 0.7895 \| 0.7009 \| 0.8027 \| \| 0.4349 \| 6.76 \| 2500 \| 0.5276 \| 0.7002 \| 0.7970 \| 0.8775 \| 0.9329 \| 0.7774 \| 0.8702 \| 0.4441 \| 0.8984 \| 0.8198 \| 0.8364 \| 0.8511 \| 0.6592 \| 0.7567 \| 0.3786 \| 0.7927 \| 0.6918 \| 0.7714 \| \| 0.3179 \| 6.81 \| 2520 \| 0.5154 \| 0.7088 \| 0.8161 \| 0.8808 \| 0.9203 \| 0.8226 \| 0.8750 \| 0.4807 \| 0.8934 \| 0.8627 \| 0.8581 \| 0.8562 \| 0.6544 \| 0.7548 \| 0.3973 \| 0.7935 \| 0.7139 \| 0.7916 \| \| 0.1755 \| 6.86 \| 2540 \| 0.5192 \| 0.7066 \| 0.8041 \| 0.8798 \| 0.9429 \| 0.7978 \| 0.8730 \| 0.4760 \| 0.8888 \| 0.8054 \| 0.8447 \| 0.8578 \| 0.6745 \| 0.7443 \| 0.3984 \| 0.7910 \| 0.6896 \| 0.7907 \| \| 0.3205 \| 6.92 \| 2560 \| 0.5411 \| 0.7057 \| 0.8132 \| 0.8799 \| 0.9279 \| 0.8140 \| 0.8539 \| 0.4790 \| 0.8854 \| 0.8720 \| 0.8599 \| 0.8584 \| 0.6575 \| 0.7472 \| 0.3997 \| 0.7957 \| 0.6975 \| 0.7837 \| \| 0.2455 \| 6.97 \| 2580 \| 0.5374 \| 0.7049 \| 0.8050 \| 0.8813 \| 0.9305 \| 0.8131 \| 0.8690 \| 0.4408 \| 0.8994 \| 0.8181 \| 0.8642 \| 0.8580 \| 0.6640 \| 0.7500 \| 0.3693 \| 0.7973 \| 0.7041 \| 0.7917 \| \| 0.1735 \| 7.03 \| 2600 \| 0.5765 \| 0.6996 \| 0.8064 \| 0.8777 \| 0.9328 \| 0.8060 \| 0.8527 \| 0.4451 \| 0.8809 \| 0.8905 \| 0.8367 \| 0.8585 \| 0.6614 \| 0.7508 \| 0.3731 \| 0.7923 \| 0.6896 \| 0.7711 \| \| 0.2041 \| 7.08 \| 2620 \| 0.5683 \| 0.6950 \| 0.8024 \| 0.8727 \| 0.9287 \| 0.7972 \| 0.8557 \| 0.5188 \| 0.8987 \| 0.8203 \| 0.7976 \| 0.8582 \| 0.6629 \| 0.7510 \| 0.3927 \| 0.7829 \| 0.6852 \| 0.7325 \| \| 0.8444 \| 7.14 \| 2640 \| 0.5634 \| 0.7047 \| 0.8150 \| 0.8789 \| 0.9227 \| 0.8060 \| 0.8404 \| 0.5489 \| 0.8972 \| 0.8200 \| 0.8697 \| 0.8613 \| 0.6505 \| 0.7530 \| 0.3844 \| 0.7876 \| 0.6964 \| 0.7995 \| \| 0.0665 \| 7.19 \| 2660 \| 0.6066 \| 0.6905 \| 0.7964 \| 0.8716 \| 0.9297 \| 0.8205 \| 0.8462 \| 0.4586 \| 0.8991 \| 0.8252 \| 0.7952 \| 0.8595 \| 0.6615 \| 0.7441 \| 0.3687 \| 0.7771 \| 0.6958 \| 0.7269 \| \| 0.2395 \| 7.24 \| 2680 \| 0.5959 \| 0.6956 \| 0.8116 \| 0.8710 \| 0.9214 \| 0.8399 \| 0.8723 \| 0.5090 \| 0.8846 \| 0.8723 \| 0.7816 \| 0.8600 \| 0.6627 \| 0.7525 \| 0.3950 \| 0.7708 \| 0.7096 \| 0.7183 \| \| 0.2261 \| 7.3 \| 2700 \| 0.6236 \| 0.6986 \| 0.7994 \| 0.8737 \| 0.9228 \| 0.8204 \| 0.8664 \| 0.4665 \| 0.9133 \| 0.8226 \| 0.7837 \| 0.8597 \| 0.6700 \| 0.7553 \| 0.4027 \| 0.7777 \| 0.7046 \| 0.7206 \| \| 0.2801 \| 7.35 \| 2720 \| 0.6171 \| 0.6922 \| 0.7981 \| 0.8709 \| 0.9289 \| 0.7876 \| 0.8769 \| 0.5005 \| 0.9021 \| 0.8327 \| 0.7577 \| 0.8623 \| 0.6730 \| 0.7564 \| 0.3879 \| 0.7792 \| 0.6906 \| 0.6958 \| \| 0.1989 \| 7.41 \| 2740 \| 0.6196 \| 0.6891 \| 0.7930 \| 0.8688 \| 0.9366 \| 0.8017 \| 0.8474 \| 0.4827 \| 0.8997 \| 0.8451 \| 0.7376 \| 0.8572 \| 0.6661 \| 0.7588 \| 0.3950 \| 0.7761 \| 0.6902 \| 0.6806 \| \| 0.1384 \| 7.46 \| 2760 \| 0.5358 \| 0.6956 \| 0.7983 \| 0.8731 \| 0.9348 \| 0.7960 \| 0.8832 \| 0.4893 \| 0.9028 \| 0.8235 \| 0.7587 \| 0.8634 \| 0.6720 \| 0.7613 \| 0.4028 \| 0.7837 \| 0.6886 \| 0.6974 \| \| 0.3099 \| 7.51 \| 2780 \| 0.5289 \| 0.6903 \| 0.8027 \| 0.8684 \| 0.9217 \| 0.8230 \| 0.8747 \| 0.5106 \| 0.8992 \| 0.8399 \| 0.7498 \| 0.8586 \| 0.6657 \| 0.7409 \| 0.4050 \| 0.7746 \| 0.6982 \| 0.6892 \| \| 0.2237 \| 7.57 \| 2800 \| 0.6377 \| 0.6770 \| 0.7940 \| 0.8621 \| 0.9389 \| 0.8274 \| 0.9028 \| 0.4578 \| 0.8726 \| 0.8858 \| 0.6727 \| 0.8530 \| 0.6822 \| 0.7126 \| 0.3779 \| 0.7717 \| 0.6929 \| 0.6486 \| \| 0.2499 \| 7.62 \| 2820 \| 0.6043 \| 0.6864 \| 0.7913 \| 0.8675 \| 0.9328 \| 0.8219 \| 0.8395 \| 0.4609 \| 0.9035 \| 0.8488 \| 0.7320 \| 0.8536 \| 0.6633 \| 0.7578 \| 0.3877 \| 0.7766 \| 0.6927 \| 0.6732 \| \| 0.1981 \| 7.68 \| 2840 \| 0.6478 \| 0.6858 \| 0.7856 \| 0.8661 \| 0.9310 \| 0.7797 \| 0.8623 \| 0.4875 \| 0.9099 \| 0.7917 \| 0.7374 \| 0.8521 \| 0.6655 \| 0.7638 \| 0.3883 \| 0.7693 \| 0.6831 \| 0.6786 \| \| 1.2055 \| 7.73 \| 2860 \| 0.5979 \| 0.6911 \| 0.7992 \| 0.8706 \| 0.9300 \| 0.8253 \| 0.8816 \| 0.4654 \| 0.8909 \| 0.8219 \| 0.7795 \| 0.8527 \| 0.6682 \| 0.7587 \| 0.3706 \| 0.7798 \| 0.6934 \| 0.7141 \| \| 0.177 \| 7.78 \| 2880 \| 0.5908 \| 0.6825 \| 0.7887 \| 0.8733 \| 0.9374 \| 0.8157 \| 0.8902 \| 0.3178 \| 0.8718 \| 0.8589 \| 0.8291 \| 0.8494 \| 0.6710 \| 0.7346 \| 0.2802 \| 0.7931 \| 0.6877 \| 0.7617 \| \| 0.1597 \| 7.84 \| 2900 \| 0.5456 \| 0.6964 \| 0.8091 \| 0.8749 \| 0.9183 \| 0.8190 \| 0.8836 \| 0.4531 \| 0.8842 \| 0.8753 \| 0.8304 \| 0.8540 \| 0.6721 \| 0.7388 \| 0.3674 \| 0.7920 \| 0.6876 \| 0.7632 \| \| 0.0895 \| 7.89 \| 2920 \| 0.5558 \| 0.7070 \| 0.8120 \| 0.8793 \| 0.9242 \| 0.8089 \| 0.8605 \| 0.5186 \| 0.9046 \| 0.8327 \| 0.8346 \| 0.8596 \| 0.6662 \| 0.7577 \| 0.4105 \| 0.7944 \| 0.6913 \| 0.7691 \| \| 1.3217 \| 7.95 \| 2940 \| 0.6992 \| 0.6776 \| 0.7911 \| 0.8600 \| 0.9214 \| 0.8120 \| 0.8512 \| 0.5140 \| 0.8996 \| 0.8351 \| 0.7045 \| 0.8574 \| 0.6686 \| 0.7577 \| 0.4098 \| 0.7632 \| 0.6431 \| 0.6432 \| \| 0.1388 \| 8.0 \| 2960 \| 0.6492 \| 0.6768 \| 0.7845 \| 0.8607 \| 0.9357 \| 0.8100 \| 0.8588 \| 0.4899 \| 0.8971 \| 0.8021 \| 0.6977 \| 0.8596 \| 0.6762 \| 0.7552 \| 0.4046 \| 0.7614 \| 0.6291 \| 0.6513 \| \| 0.1877 \| 8.05 \| 2980 \| 0.6229 \| 0.6875 \| 0.7901 \| 0.8687 \| 0.9413 \| 0.8166 \| 0.8688 \| 0.4622 \| 0.9071 \| 0.8412 \| 0.6936 \| 0.8604 \| 0.6896 \| 0.7563 \| 0.3977 \| 0.7819 \| 0.6606 \| 0.6663 \| \| 0.3116 \| 8.11 \| 3000 \| 0.5704 \| 0.6917 \| 0.7952 \| 0.8714 \| 0.9274 \| 0.8182 \| 0.8547 \| 0.4501 \| 0.9069 \| 0.8421 \| 0.7672 \| 0.8611 \| 0.6716 \| 0.7554 \| 0.3837 \| 0.7788 \| 0.6890 \| 0.7022 \| \| 0.2879 \| 8.16 \| 3020 \| 0.5835 \| 0.7101 \| 0.8126 \| 0.8825 \| 0.9291 \| 0.8085 \| 0.8748 \| 0.4732 \| 0.8971 \| 0.8594 \| 0.8460 \| 0.8624 \| 0.6764 \| 0.7618 \| 0.3972 \| 0.8020 \| 0.6937 \| 0.7770 \| \| 0.5737 \| 8.22 \| 3040 \| 0.6887 \| 0.6726 \| 0.7863 \| 0.8600 \| 0.9237 \| 0.8025 \| 0.8875 \| 0.4794 \| 0.9041 \| 0.8379 \| 0.6691 \| 0.8562 \| 0.6769 \| 0.7674 \| 0.3815 \| 0.7770 \| 0.6306 \| 0.6186 \| \| 0.1903 \| 8.27 \| 3060 \| 0.6567 \| 0.6771 \| 0.7978 \| 0.8621 \| 0.9350 \| 0.8183 \| 0.8513 \| 0.5467 \| 0.8830 \| 0.8406 \| 0.7096 \| 0.8605 \| 0.6709 \| 0.7651 \| 0.3852 \| 0.7770 \| 0.6328 \| 0.6483 \| \| 0.2059 \| 8.32 \| 3080 \| 0.6863 \| 0.6680 \| 0.7786 \| 0.8598 \| 0.9374 \| 0.8010 \| 0.8678 \| 0.4307 \| 0.8956 \| 0.8557 \| 0.6621 \| 0.8551 \| 0.6724 \| 0.7583 \| 0.3706 \| 0.7836 \| 0.6266 \| 0.6095 \| \| 0.134 \| 8.38 \| 3100 \| 0.6730 \| 0.6726 \| 0.7862 \| 0.8615 \| 0.9281 \| 0.8169 \| 0.8717 \| 0.4374 \| 0.8947 \| 0.8647 \| 0.6900 \| 0.8577 \| 0.6701 \| 0.7512 \| 0.3684 \| 0.7750 \| 0.6505 \| 0.6353 \| \| 0.1744 \| 8.43 \| 3120 \| 0.6429 \| 0.6826 \| 0.7952 \| 0.8652 \| 0.9261 \| 0.8063 \| 0.8860 \| 0.4900 \| 0.8978 \| 0.8551 \| 0.7051 \| 0.8608 \| 0.6784 \| 0.7613 \| 0.3879 \| 0.7774 \| 0.6671 \| 0.6451 \| \| 0.4322 \| 8.49 \| 3140 \| 0.5696 \| 0.7130 \| 0.8214 \| 0.8841 \| 0.9220 \| 0.8150 \| 0.8894 \| 0.5038 \| 0.8975 \| 0.8703 \| 0.8518 \| 0.8658 \| 0.6691 \| 0.7633 \| 0.4034 \| 0.8054 \| 0.7030 \| 0.7812 \| \| 0.2194 \| 8.54 \| 3160 \| 0.5893 \| 0.7189 \| 0.8264 \| 0.8856 \| 0.9297 \| 0.8216 \| 0.8633 \| 0.5246 \| 0.8828 \| 0.8793 \| 0.8839 \| 0.8673 \| 0.6742 \| 0.7623 \| 0.4170 \| 0.7991 \| 0.7138 \| 0.7984 \| \| 0.1172 \| 8.59 \| 3180 \| 0.5640 \| 0.7158 \| 0.8153 \| 0.8856 \| 0.9243 \| 0.7961 \| 0.8757 \| 0.4922 \| 0.9074 \| 0.8395 \| 0.8720 \| 0.8658 \| 0.6747 \| 0.7642 \| 0.4004 \| 0.8027 \| 0.7061 \| 0.7968 \| \| 0.1652 \| 8.65 \| 3200 \| 0.5842 \| 0.6962 \| 0.8040 \| 0.8712 \| 0.9302 \| 0.8237 \| 0.8609 \| 0.5237 \| 0.9023 \| 0.8380 \| 0.7494 \| 0.8603 \| 0.6589 \| 0.7763 \| 0.4185 \| 0.7767 \| 0.6953 \| 0.6875 \| \| 0.4658 \| 8.7 \| 3220 \| 0.6697 \| 0.6758 \| 0.7783 \| 0.8636 \| 0.9338 \| 0.8064 \| 0.8823 \| 0.4319 \| 0.9122 \| 0.7787 \| 0.7028 \| 0.8632 \| 0.6699 \| 0.7520 \| 0.3790 \| 0.7664 \| 0.6411 \| 0.6587 \| \| 0.0752 \| 8.76 \| 3240 \| 0.6035 \| 0.7060 \| 0.8125 \| 0.8813 \| 0.9218 \| 0.8450 \| 0.8659 \| 0.4448 \| 0.9000 \| 0.8520 \| 0.8579 \| 0.8620 \| 0.6622 \| 0.7580 \| 0.3709 \| 0.7931 \| 0.7034 \| 0.7926 \| \| 0.3356 \| 8.81 \| 3260 \| 0.5770 \| 0.7120 \| 0.8166 \| 0.8844 \| 0.9343 \| 0.8245 \| 0.8798 \| 0.4381 \| 0.8787 \| 0.8943 \| 0.8664 \| 0.8636 \| 0.6692 \| 0.7580 \| 0.3873 \| 0.7999 \| 0.7092 \| 0.7968 \| \| 0.1724 \| 8.86 \| 3280 \| 0.5592 \| 0.7136 \| 0.8141 \| 0.8845 \| 0.9307 \| 0.8032 \| 0.8869 \| 0.4732 \| 0.8946 \| 0.8451 \| 0.8653 \| 0.8623 \| 0.6718 \| 0.7598 \| 0.3997 \| 0.8022 \| 0.7091 \| 0.7905 \| \| 0.158 \| 8.92 \| 3300 \| 0.5446 \| 0.7085 \| 0.8110 \| 0.8828 \| 0.9316 \| 0.8088 \| 0.8938 \| 0.4891 \| 0.9008 \| 0.7943 \| 0.8588 \| 0.8628 \| 0.6714 \| 0.7629 \| 0.3823 \| 0.8021 \| 0.6885 \| 0.7896 \| \| 0.2343 \| 8.97 \| 3320 \| 0.5785 \| 0.7095 \| 0.8132 \| 0.8813 \| 0.9304 \| 0.8096 \| 0.8762 \| 0.4783 \| 0.8901 \| 0.8654 \| 0.8425 \| 0.8621 \| 0.6748 \| 0.7569 \| 0.4024 \| 0.7963 \| 0.7013 \| 0.7725 \| \| 0.2144 \| 9.03 \| 3340 \| 0.5870 \| 0.7055 \| 0.8064 \| 0.8802 \| 0.9282 \| 0.8202 \| 0.8745 \| 0.4448 \| 0.9035 \| 0.8486 \| 0.8252 \| 0.8576 \| 0.6765 \| 0.7567 \| 0.3876 \| 0.8005 \| 0.7014 \| 0.7579 \| \| 0.1379 \| 9.08 \| 3360 \| 0.5864 \| 0.7083 \| 0.8106 \| 0.8813 \| 0.9288 \| 0.8241 \| 0.8696 \| 0.4435 \| 0.8968 \| 0.8834 \| 0.8281 \| 0.8592 \| 0.6748 \| 0.7617 \| 0.4023 \| 0.8025 \| 0.6979 \| 0.7600 \| \| 0.335 \| 9.14 \| 3380 \| 0.6072 \| 0.6871 \| 0.7925 \| 0.8707 \| 0.9314 \| 0.8154 \| 0.8720 \| 0.4397 \| 0.9062 \| 0.8387 \| 0.7444 \| 0.8533 \| 0.6684 \| 0.7545 \| 0.3940 \| 0.7999 \| 0.6551 \| 0.6847 \| \| 0.1489 \| 9.19 \| 3400 \| 0.5636 \| 0.7076 \| 0.8125 \| 0.8803 \| 0.9247 \| 0.8143 \| 0.8720 \| 0.4925 \| 0.8996 \| 0.8409 \| 0.8434 \| 0.8571 \| 0.6642 \| 0.7563 \| 0.4017 \| 0.7987 \| 0.7074 \| 0.7683 \| \| 0.1118 \| 9.24 \| 3420 \| 0.5699 \| 0.7112 \| 0.8188 \| 0.8824 \| 0.9313 \| 0.7996 \| 0.8835 \| 0.4937 \| 0.8760 \| 0.8831 \| 0.8648 \| 0.8635 \| 0.6695 \| 0.7542 \| 0.3980 \| 0.7961 \| 0.7081 \| 0.7886 \| \| 0.2613 \| 9.3 \| 3440 \| 0.5491 \| 0.7160 \| 0.8154 \| 0.8853 \| 0.9373 \| 0.7939 \| 0.8859 \| 0.5014 \| 0.8951 \| 0.8444 \| 0.8495 \| 0.8663 \| 0.6746 \| 0.7597 \| 0.4109 \| 0.8012 \| 0.7032 \| 0.7961 \| \| 0.1139 \| 9.35 \| 3460 \| 0.5690 \| 0.7072 \| 0.8052 \| 0.8839 \| 0.9280 \| 0.7892 \| 0.8610 \| 0.4264 \| 0.9060 \| 0.8652 \| 0.8606 \| 0.8616 \| 0.6554 \| 0.7589 \| 0.3670 \| 0.8032 \| 0.7104 \| 0.7943 \| \| 0.128 \| 9.41 \| 3480 \| 0.5414 \| 0.7183 \| 0.8197 \| 0.8861 \| 0.9360 \| 0.7843 \| 0.8709 \| 0.5102 \| 0.8850 \| 0.8804 \| 0.8710 \| 0.8629 \| 0.6689 \| 0.7694 \| 0.4104 \| 0.8038 \| 0.7141 \| 0.7983 \| \| 0.187 \| 9.46 \| 3500 \| 0.5634 \| 0.7112 \| 0.8119 \| 0.8827 \| 0.9281 \| 0.8073 \| 0.8583 \| 0.5098 \| 0.9113 \| 0.8225 \| 0.8460 \| 0.8624 \| 0.6713 \| 0.7650 \| 0.4111 \| 0.8040 \| 0.6927 \| 0.7722 \| \| 0.1191 \| 9.51 \| 3520 \| 0.5511 \| 0.7118 \| 0.8156 \| 0.8833 \| 0.9328 \| 0.8120 \| 0.8616 \| 0.4826 \| 0.8900 \| 0.8745 \| 0.8556 \| 0.8633 \| 0.6729 \| 0.7560 \| 0.3983 \| 0.8014 \| 0.7061 \| 0.7843 \| \| 0.4297 \| 9.57 \| 3540 \| 0.5802 \| 0.7006 \| 0.7967 \| 0.8801 \| 0.9276 \| 0.8095 \| 0.8714 \| 0.4200 \| 0.9130 \| 0.7672 \| 0.8685 \| 0.8612 \| 0.6770 \| 0.7381 \| 0.3544 \| 0.7939 \| 0.6826 \| 0.7970 \| \| 0.2728 \| 9.62 \| 3560 \| 0.5485 \| 0.7178 \| 0.8280 \| 0.8843 \| 0.9207 \| 0.8378 \| 0.8643 \| 0.5383 \| 0.8932 \| 0.8698 \| 0.8720 \| 0.8608 \| 0.6697 \| 0.7499 \| 0.4192 \| 0.8001 \| 0.7244 \| 0.8006 \| \| 0.5411 \| 9.68 \| 3580 \| 0.6300 \| 0.7000 \| 0.8024 \| 0.8732 \| 0.9223 \| 0.7995 \| 0.8569 \| 0.5270 \| 0.9113 \| 0.7974 \| 0.8021 \| 0.8620 \| 0.6733 \| 0.7490 \| 0.4075 \| 0.7735 \| 0.7035 \| 0.7310 \| \| 0.2359 \| 9.73 \| 3600 \| 0.5608 \| 0.6990 \| 0.8111 \| 0.8740 \| 0.9251 \| 0.8178 \| 0.8712 \| 0.5368 \| 0.8979 \| 0.8466 \| 0.7821 \| 0.8635 \| 0.6726 \| 0.7488 \| 0.4263 \| 0.7908 \| 0.6774 \| 0.7137 \| \| 0.1735 \| 9.78 \| 3620 \| 0.5859 \| 0.6998 \| 0.8132 \| 0.8744 \| 0.9253 \| 0.8187 \| 0.8722 \| 0.5364 \| 0.8913 \| 0.8545 \| 0.7939 \| 0.8603 \| 0.6693 \| 0.7457 \| 0.4366 \| 0.7965 \| 0.6678 \| 0.7221 \| \| 0.1954 \| 9.84 \| 3640 \| 0.6579 \| 0.6788 \| 0.7805 \| 0.8646 \| 0.9368 \| 0.7730 \| 0.8630 \| 0.4399 \| 0.9025 \| 0.8462 \| 0.7018 \| 0.8585 \| 0.6737 \| 0.7425 \| 0.3960 \| 0.7802 \| 0.6567 \| 0.6437 \| \| 0.2474 \| 9.89 \| 3660 \| 0.5547 \| 0.7076 \| 0.8115 \| 0.8793 \| 0.9328 \| 0.8057 \| 0.8560 \| 0.5065 \| 0.8919 \| 0.8565 \| 0.8314 \| 0.8576 \| 0.6795 \| 0.7413 \| 0.4163 \| 0.8001 \| 0.7013 \| 0.7571 \| \| 0.2478 \| 9.95 \| 3680 \| 0.5778 \| 0.6993 \| 0.8030 \| 0.8745 \| 0.9296 \| 0.8235 \| 0.8403 \| 0.4924 \| 0.9045 \| 0.8343 \| 0.7963 \| 0.8558 \| 0.6762 \| 0.7462 \| 0.3948 \| 0.7867 \| 0.7038 \| 0.7318 \| \| 0.1857 \| 10.0 \| 3700 \| 0.5824 \| 0.6996 \| 0.8034 \| 0.8754 \| 0.9331 \| 0.8167 \| 0.8510 \| 0.4584 \| 0.8921 \| 0.8765 \| 0.7962 \| 0.8572 \| 0.6699 \| 0.7504 \| 0.3932 \| 0.7864 \| 0.7060 \| 0.7339 \| \| 0.1102 \| 10.05 \| 3720 \| 0.6500 \| 0.6879 \| 0.7825 \| 0.8689 \| 0.9331 \| 0.7378 \| 0.8607 \| 0.4543 \| 0.9084 \| 0.8347 \| 0.7483 \| 0.8571 \| 0.6603 \| 0.7488 \| 0.3909 \| 0.7729 \| 0.6937 \| 0.6916 \| \| 0.1427 \| 10.11 \| 3740 \| 0.5802 \| 0.7147 \| 0.8234 \| 0.8816 \| 0.9328 \| 0.7885 \| 0.8885 \| 0.5626 \| 0.8761 \| 0.8680 \| 0.8475 \| 0.8632 \| 0.6756 \| 0.7543 \| 0.4283 \| 0.7925 \| 0.7077 \| 0.7810 \| \| 0.1652 \| 10.16 \| 3760 \| 0.5950 \| 0.7155 \| 0.8094 \| 0.8857 \| 0.9367 \| 0.7904 \| 0.8237 \| 0.4910 \| 0.9086 \| 0.8436 \| 0.8716 \| 0.8638 \| 0.6698 \| 0.7525 \| 0.4112 \| 0.8042 \| 0.7072 \| 0.8000 \| \| 0.1775 \| 10.22 \| 3780 \| 0.5329 \| 0.7040 \| 0.8063 \| 0.8783 \| 0.9256 \| 0.8012 \| 0.8744 \| 0.4887 \| 0.9103 \| 0.8444 \| 0.7995 \| 0.8641 \| 0.6837 \| 0.7596 \| 0.4166 \| 0.7994 \| 0.6632 \| 0.7417 \| \| 0.171 \| 10.27 \| 3800 \| 0.5276 \| 0.7048 \| 0.8099 \| 0.8780 \| 0.9434 \| 0.7878 \| 0.8639 \| 0.5423 \| 0.8881 \| 0.8459 \| 0.7977 \| 0.8636 \| 0.6780 \| 0.7581 \| 0.4305 \| 0.7999 \| 0.6630 \| 0.7404 \| \| 0.1445 \| 10.32 \| 3820 \| 0.5358 \| 0.7005 \| 0.8175 \| 0.8752 \| 0.9294 \| 0.8102 \| 0.8479 \| 0.5871 \| 0.8890 \| 0.8576 \| 0.8013 \| 0.8623 \| 0.6748 \| 0.7650 \| 0.4096 \| 0.7985 \| 0.6626 \| 0.7310 \| \| 0.164 \| 10.38 \| 3840 \| 0.5509 \| 0.7138 \| 0.8202 \| 0.8830 \| 0.9317 \| 0.8165 \| 0.8737 \| 0.5448 \| 0.8952 \| 0.8290 \| 0.8504 \| 0.8646 \| 0.6748 \| 0.7633 \| 0.4240 \| 0.8023 \| 0.6916 \| 0.7759 \| \| 0.172 \| 10.43 \| 3860 \| 0.5750 \| 0.7131 \| 0.8161 \| 0.8833 \| 0.9307 \| 0.7920 \| 0.8881 \| 0.5110 \| 0.8915 \| 0.8344 \| 0.8648 \| 0.8634 \| 0.6728 \| 0.7570 \| 0.3961 \| 0.7966 \| 0.7096 \| 0.7961 \| \| 0.9783 \| 10.49 \| 3880 \| 0.6087 \| 0.7004 \| 0.8098 \| 0.8772 \| 0.9175 \| 0.8388 \| 0.8794 \| 0.4381 \| 0.8962 \| 0.8719 \| 0.8264 \| 0.8535 \| 0.6610 \| 0.7513 \| 0.3832 \| 0.7953 \| 0.6982 \| 0.7601 \| \| 0.1288 \| 10.54 \| 3900 \| 0.5240 \| 0.7195 \| 0.8230 \| 0.8853 \| 0.9195 \| 0.8076 \| 0.8856 \| 0.5266 \| 0.9002 \| 0.8372 \| 0.8842 \| 0.8612 \| 0.6755 \| 0.7584 \| 0.4267 \| 0.8032 \| 0.7134 \| 0.7981 \| \| 0.1404 \| 10.59 \| 3920 \| 0.5173 \| 0.7066 \| 0.8156 \| 0.8777 \| 0.9208 \| 0.8130 \| 0.8600 \| 0.5573 \| 0.9068 \| 0.8372 \| 0.8142 \| 0.8564 \| 0.6665 \| 0.7663 \| 0.4185 \| 0.7969 \| 0.6999 \| 0.7418 \| \| 0.2075 \| 10.65 \| 3940 \| 0.5605 \| 0.7054 \| 0.8160 \| 0.8770 \| 0.9290 \| 0.8152 \| 0.8608 \| 0.5407 \| 0.8912 \| 0.8797 \| 0.7959 \| 0.8569 \| 0.6722 \| 0.7550 \| 0.4321 \| 0.8001 \| 0.6952 \| 0.7262 \| \| 0.0764 \| 10.7 \| 3960 \| 0.5575 \| 0.7052 \| 0.8058 \| 0.8787 \| 0.9405 \| 0.8024 \| 0.8748 \| 0.4783 \| 0.8943 \| 0.8612 \| 0.7891 \| 0.8576 \| 0.6738 \| 0.7555 \| 0.4185 \| 0.8013 \| 0.7004 \| 0.7294 \| \| 0.1381 \| 10.76 \| 3980 \| 0.6212 \| 0.6932 \| 0.7998 \| 0.8703 \| 0.9258 \| 0.8209 \| 0.8836 \| 0.4909 \| 0.9076 \| 0.8328 \| 0.7371 \| 0.8563 \| 0.6728 \| 0.7648 \| 0.4115 \| 0.7841 \| 0.6864 \| 0.6766 \| \| 0.1283 \| 10.81 \| 4000 \| 0.5661 \| 0.6961 \| 0.8044 \| 0.8710 \| 0.9393 \| 0.8002 \| 0.8737 \| 0.5322 \| 0.8879 \| 0.8644 \| 0.7328 \| 0.8558 \| 0.6722 \| 0.7631 \| 0.4355 \| 0.7882 \| 0.6814 \| 0.6768 \| \| 0.1478 \| 10.86 \| 4020 \| 0.5682 \| 0.7079 \| 0.8085 \| 0.8811 \| 0.9397 \| 0.8064 \| 0.8768 \| 0.4765 \| 0.8955 \| 0.8540 \| 0.8108 \| 0.8590 \| 0.6730 \| 0.7612 \| 0.4063 \| 0.8041 \| 0.6991 \| 0.7529 \| \| 0.2952 \| 10.92 \| 4040 \| 0.5359 \| 0.7250 \| 0.8293 \| 0.8888 \| 0.9325 \| 0.8091 \| 0.8560 \| 0.5720 \| 0.8976 \| 0.8615 \| 0.8764 \| 0.8724 \| 0.6781 \| 0.7756 \| 0.4162 \| 0.8019 \| 0.7216 \| 0.8091 \| \| 0.5411 \| 10.97 \| 4060 \| 0.5361 \| 0.7190 \| 0.8235 \| 0.8858 \| 0.9223 \| 0.8110 \| 0.8714 \| 0.5594 \| 0.9099 \| 0.8197 \| 0.8711 \| 0.8685 \| 0.6779 \| 0.7689 \| 0.4029 \| 0.7984 \| 0.7110 \| 0.8057 \| \| 0.2301 \| 11.03 \| 4080 \| 0.5714 \| 0.7126 \| 0.8216 \| 0.8823 \| 0.9264 \| 0.8299 \| 0.8798 \| 0.5285 \| 0.8972 \| 0.8570 \| 0.8323 \| 0.8606 \| 0.6722 \| 0.7591 \| 0.4231 \| 0.8066 \| 0.7008 \| 0.7656 \| \| 0.1374 \| 11.08 \| 4100 \| 0.6145 \| 0.6982 \| 0.8072 \| 0.8744 \| 0.9313 \| 0.8243 \| 0.8528 \| 0.5064 \| 0.8976 \| 0.8603 \| 0.7777 \| 0.8588 \| 0.6655 \| 0.7586 \| 0.4031 \| 0.7903 \| 0.6957 \| 0.7157 \| \| 0.0696 \| 11.14 \| 4120 \| 0.6681 \| 0.6889 \| 0.7887 \| 0.8713 \| 0.9370 \| 0.7977 \| 0.8783 \| 0.4220 \| 0.9029 \| 0.8375 \| 0.7457 \| 0.8601 \| 0.6768 \| 0.7550 \| 0.3695 \| 0.7831 \| 0.6903 \| 0.6872 \| \| 0.1682 \| 11.19 \| 4140 \| 0.6977 \| 0.6822 \| 0.7875 \| 0.8675 \| 0.9324 \| 0.8060 \| 0.8618 \| 0.4379 \| 0.9069 \| 0.8523 \| 0.7155 \| 0.8623 \| 0.6758 \| 0.7521 \| 0.3759 \| 0.7823 \| 0.6688 \| 0.6581 \| \| 0.094 \| 11.24 \| 4160 \| 0.6576 \| 0.6958 \| 0.8044 \| 0.8724 \| 0.9350 \| 0.8088 \| 0.8627 \| 0.5259 \| 0.8956 \| 0.8432 \| 0.7598 \| 0.8656 \| 0.6738 \| 0.7526 \| 0.4046 \| 0.7805 \| 0.6950 \| 0.6984 \| \| 0.1509 \| 11.3 \| 4180 \| 0.6880 \| 0.6966 \| 0.8021 \| 0.8720 \| 0.9248 \| 0.8019 \| 0.8660 \| 0.5110 \| 0.9091 \| 0.8516 \| 0.7502 \| 0.8669 \| 0.6753 \| 0.7664 \| 0.4210 \| 0.7793 \| 0.6824 \| 0.6852 \| \| 0.2837 \| 11.35 \| 4200 \| 0.6709 \| 0.6965 \| 0.8002 \| 0.8720 \| 0.9336 \| 0.7865 \| 0.8636 \| 0.5164 \| 0.9019 \| 0.8536 \| 0.7456 \| 0.8683 \| 0.6763 \| 0.7670 \| 0.4232 \| 0.7782 \| 0.6790 \| 0.6838 \| \| 0.1695 \| 11.41 \| 4220 \| 0.6810 \| 0.6960 \| 0.8041 \| 0.8721 \| 0.9325 \| 0.8124 \| 0.8749 \| 0.5153 \| 0.8988 \| 0.8507 \| 0.7444 \| 0.8695 \| 0.6771 \| 0.7619 \| 0.4223 \| 0.7803 \| 0.6784 \| 0.6828 \| \| 0.1717 \| 11.46 \| 4240 \| 0.6574 \| 0.6890 \| 0.8055 \| 0.8690 \| 0.9305 \| 0.8075 \| 0.8640 \| 0.5508 \| 0.8933 \| 0.8580 \| 0.7346 \| 0.8650 \| 0.6748 \| 0.7546 \| 0.4148 \| 0.7894 \| 0.6507 \| 0.6737 \| \| 0.2947 \| 11.51 \| 4260 \| 0.6866 \| 0.6883 \| 0.7972 \| 0.8703 \| 0.9338 \| 0.8128 \| 0.8784 \| 0.4646 \| 0.8942 \| 0.8533 \| 0.7435 \| 0.8638 \| 0.6768 \| 0.7540 \| 0.3961 \| 0.7886 \| 0.6586 \| 0.6802 \| \| 0.1125 \| 11.57 \| 4280 \| 0.6372 \| 0.6874 \| 0.7962 \| 0.8695 \| 0.9286 \| 0.7964 \| 0.8834 \| 0.4716 \| 0.9004 \| 0.8624 \| 0.7303 \| 0.8649 \| 0.6792 \| 0.7534 \| 0.3993 \| 0.7891 \| 0.6568 \| 0.6689 \| \| 0.2224 \| 11.62 \| 4300 \| 0.6711 \| 0.6870 \| 0.8007 \| 0.8668 \| 0.9369 \| 0.7884 \| 0.8636 \| 0.5381 \| 0.8829 \| 0.8759 \| 0.7193 \| 0.8609 \| 0.6738 \| 0.7665 \| 0.4119 \| 0.7823 \| 0.6553 \| 0.6586 \| \| 0.1141 \| 11.68 \| 4320 \| 0.6735 \| 0.6876 \| 0.7964 \| 0.8681 \| 0.9282 \| 0.7929 \| 0.8708 \| 0.5022 \| 0.8997 \| 0.8422 \| 0.7391 \| 0.8626 \| 0.6761 \| 0.7528 \| 0.3917 \| 0.7769 \| 0.6745 \| 0.6788 \| \| 0.1375 \| 11.73 \| 4340 \| 0.6837 \| 0.6863 \| 0.7983 \| 0.8666 \| 0.9258 \| 0.8016 \| 0.8788 \| 0.5143 \| 0.8961 \| 0.8359 \| 0.7355 \| 0.8606 \| 0.6774 \| 0.7453 \| 0.4008 \| 0.7761 \| 0.6699 \| 0.6742 \| \| 0.169 \| 11.78 \| 4360 \| 0.6585 \| 0.6925 \| 0.7968 \| 0.8712 \| 0.9429 \| 0.8017 \| 0.8572 \| 0.5097 \| 0.9070 \| 0.8599 \| 0.6992 \| 0.8650 \| 0.6872 \| 0.7562 \| 0.4293 \| 0.7933 \| 0.6490 \| 0.6676 \| \| 0.1052 \| 11.84 \| 4380 \| 0.6623 \| 0.6951 \| 0.8108 \| 0.8711 \| 0.9314 \| 0.8442 \| 0.8677 \| 0.5472 \| 0.9004 \| 0.8746 \| 0.7099 \| 0.8670 \| 0.6841 \| 0.7572 \| 0.4333 \| 0.7878 \| 0.6607 \| 0.6754 \| \| 0.2518 \| 11.89 \| 4400 \| 0.6526 \| 0.6826 \| 0.7901 \| 0.8648 \| 0.9440 \| 0.8438 \| 0.8729 \| 0.4834 \| 0.9067 \| 0.8347 \| 0.6452 \| 0.8557 \| 0.6809 \| 0.7546 \| 0.4202 \| 0.7815 \| 0.6648 \| 0.6201 \| \| 0.1708 \| 11.95 \| 4420 \| 0.6365 \| 0.6918 \| 0.8027 \| 0.8692 \| 0.9400 \| 0.8431 \| 0.8710 \| 0.5182 \| 0.8936 \| 0.8393 \| 0.7140 \| 0.8647 \| 0.6812 \| 0.7509 \| 0.4215 \| 0.7762 \| 0.6746 \| 0.6736 \| \| 0.1352 \| 12.0 \| 4440 \| 0.5239 \| 0.7166 \| 0.8241 \| 0.8839 \| 0.9382 \| 0.8144 \| 0.8535 \| 0.5460 \| 0.8817 \| 0.8874 \| 0.8472 \| 0.8663 \| 0.6748 \| 0.7577 \| 0.4402 \| 0.8035 \| 0.6969 \| 0.7769 \| \| 0.2215 \| 12.05 \| 4460 \| 0.5723 \| 0.7126 \| 0.8105 \| 0.8812 \| 0.9360 \| 0.8086 \| 0.8765 \| 0.5050 \| 0.9054 \| 0.8426 \| 0.7994 \| 0.8729 \| 0.6912 \| 0.7601 \| 0.4197 \| 0.7850 \| 0.7110 \| 0.7482 \| \| 0.1835 \| 12.11 \| 4480 \| 0.5951 \| 0.7038 \| 0.8079 \| 0.8764 \| 0.9286 \| 0.8200 \| 0.8768 \| 0.4997 \| 0.9033 \| 0.8435 \| 0.7837 \| 0.8646 \| 0.6764 \| 0.7581 \| 0.4137 \| 0.7838 \| 0.7070 \| 0.7228 \| \| 0.2029 \| 12.16 \| 4500 \| 0.6254 \| 0.7049 \| 0.8123 \| 0.8756 \| 0.9360 \| 0.8250 \| 0.8460 \| 0.5341 \| 0.8887 \| 0.8671 \| 0.7890 \| 0.8630 \| 0.6719 \| 0.7603 \| 0.4181 \| 0.7786 \| 0.7167 \| 0.7254 \| \| 0.1549 \| 12.22 \| 4520 \| 0.6314 \| 0.7073 \| 0.8139 \| 0.8782 \| 0.9258 \| 0.7967 \| 0.8786 \| 0.5177 \| 0.8901 \| 0.8628 \| 0.8257 \| 0.8652 \| 0.6710 \| 0.7511 \| 0.4073 \| 0.7822 \| 0.7200 \| 0.7542 \| \| 0.2682 \| 12.27 \| 4540 \| 0.6696 \| 0.7040 \| 0.8131 \| 0.8745 \| 0.9259 \| 0.8000 \| 0.8625 \| 0.5390 \| 0.8867 \| 0.8774 \| 0.8001 \| 0.8650 \| 0.6781 \| 0.7544 \| 0.4102 \| 0.7729 \| 0.7174 \| 0.7298 \| \| 0.1751 \| 12.32 \| 4560 \| 0.6386 \| 0.7053 \| 0.8165 \| 0.8751 \| 0.9265 \| 0.8053 \| 0.8722 \| 0.5559 \| 0.8859 \| 0.8757 \| 0.7936 \| 0.8665 \| 0.6761 \| 0.7562 \| 0.4201 \| 0.7745 \| 0.7174 \| 0.7264 \| \| 0.0681 \| 12.38 \| 4580 \| 0.6112 \| 0.7075 \| 0.8127 \| 0.8770 \| 0.9252 \| 0.8008 \| 0.8658 \| 0.5365 \| 0.9002 \| 0.8601 \| 0.8001 \| 0.8671 \| 0.6788 \| 0.7623 \| 0.4154 \| 0.7788 \| 0.7181 \| 0.7324 \| \| 0.1016 \| 12.43 \| 4600 \| 0.6245 \| 0.7053 \| 0.8111 \| 0.8769 \| 0.9251 \| 0.8187 \| 0.8781 \| 0.5013 \| 0.8986 \| 0.8562 \| 0.7999 \| 0.8659 \| 0.6752 \| 0.7600 \| 0.4042 \| 0.7804 \| 0.7226 \| 0.7289 \| \| 0.1233 \| 12.49 \| 4620 \| 0.6009 \| 0.7065 \| 0.8072 \| 0.8787 \| 0.9320 \| 0.8111 \| 0.8669 \| 0.4872 \| 0.9005 \| 0.8360 \| 0.8165 \| 0.8679 \| 0.6797 \| 0.7621 \| 0.3988 \| 0.7836 \| 0.7122 \| 0.7408 \| \| 0.2694 \| 12.54 \| 4640 \| 0.6410 \| 0.7066 \| 0.8082 \| 0.8787 \| 0.9336 \| 0.8113 \| 0.8681 \| 0.4848 \| 0.8956 \| 0.8512 \| 0.8130 \| 0.8656 \| 0.6820 \| 0.7604 \| 0.3959 \| 0.7846 \| 0.7101 \| 0.7476 \| \| 0.167 \| 12.59 \| 4660 \| 0.6926 \| 0.6951 \| 0.7996 \| 0.8719 \| 0.9271 \| 0.8188 \| 0.8598 \| 0.4841 \| 0.9079 \| 0.8389 \| 0.7609 \| 0.8642 \| 0.6753 \| 0.7625 \| 0.4034 \| 0.7781 \| 0.6853 \| 0.6971 \| \| 0.33 \| 12.65 \| 4680 \| 0.6355 \| 0.7048 \| 0.8086 \| 0.8789 \| 0.9300 \| 0.8155 \| 0.8647 \| 0.4891 \| 0.9046 \| 0.8525 \| 0.8039 \| 0.8676 \| 0.6775 \| 0.7614 \| 0.4098 \| 0.7950 \| 0.6840 \| 0.7382 \| \| 0.1355 \| 12.7 \| 4700 \| 0.5896 \| 0.7248 \| 0.8201 \| 0.8894 \| 0.9348 \| 0.8012 \| 0.8679 \| 0.4971 \| 0.9002 \| 0.8607 \| 0.8787 \| 0.8669 \| 0.6813 \| 0.7594 \| 0.4294 \| 0.8087 \| 0.7242 \| 0.8034 \| \| 0.2499 \| 12.76 \| 4720 \| 0.5623 \| 0.7264 \| 0.8232 \| 0.8898 \| 0.9282 \| 0.8038 \| 0.8683 \| 0.5214 \| 0.9097 \| 0.8563 \| 0.8750 \| 0.8676 \| 0.6758 \| 0.7634 \| 0.4414 \| 0.8102 \| 0.7230 \| 0.8030 \| \| 0.1029 \| 12.81 \| 4740 \| 0.6712 \| 0.7012 \| 0.8100 \| 0.8733 \| 0.9299 \| 0.7999 \| 0.8721 \| 0.5470 \| 0.8969 \| 0.8772 \| 0.7470 \| 0.8675 \| 0.6750 \| 0.7622 \| 0.4465 \| 0.7826 \| 0.6886 \| 0.6863 \| \| 0.1231 \| 12.86 \| 4760 \| 0.7289 \| 0.6920 \| 0.8010 \| 0.8693 \| 0.9323 \| 0.7921 \| 0.8824 \| 0.5139 \| 0.8931 \| 0.8699 \| 0.7231 \| 0.8641 \| 0.6757 \| 0.7559 \| 0.4293 \| 0.7811 \| 0.6739 \| 0.6644 \| \| 0.2009 \| 12.92 \| 4780 \| 0.7378 \| 0.6887 \| 0.7979 \| 0.8672 \| 0.9382 \| 0.8301 \| 0.8803 \| 0.5180 \| 0.9033 \| 0.8375 \| 0.6782 \| 0.8617 \| 0.6827 \| 0.7636 \| 0.4322 \| 0.7816 \| 0.6604 \| 0.6385 \| \| 0.1391 \| 12.97 \| 4800 \| 0.6546 \| 0.6991 \| 0.7956 \| 0.8739 \| 0.9334 \| 0.7969 \| 0.8673 \| 0.4618 \| 0.9095 \| 0.8435 \| 0.7570 \| 0.8628 \| 0.6840 \| 0.7659 \| 0.4076 \| 0.7813 \| 0.6990 \| 0.6933 \| \| 0.1298 \| 13.03 \| 4820 \| 0.6830 \| 0.6940 \| 0.7989 \| 0.8709 \| 0.9401 \| 0.8336 \| 0.8854 \| 0.4483 \| 0.8887 \| 0.8719 \| 0.7243 \| 0.8627 \| 0.6936 \| 0.7557 \| 0.3974 \| 0.7755 \| 0.6930 \| 0.6803 \| \| 0.1843 \| 13.08 \| 4840 \| 0.7086 \| 0.7003 \| 0.8017 \| 0.8742 \| 0.9299 \| 0.8174 \| 0.8665 \| 0.4689 \| 0.9055 \| 0.8676 \| 0.7561 \| 0.8648 \| 0.6865 \| 0.7617 \| 0.4069 \| 0.7793 \| 0.7020 \| 0.7011 \| \| 0.1717 \| 13.14 \| 4860 \| 0.7067 \| 0.6857 \| 0.7925 \| 0.8671 \| 0.9345 \| 0.8209 \| 0.8780 \| 0.4611 \| 0.8993 \| 0.8443 \| 0.7094 \| 0.8618 \| 0.6842 \| 0.7541 \| 0.4024 \| 0.7795 \| 0.6640 \| 0.6537 \| \| 0.1198 \| 13.19 \| 4880 \| 0.6974 \| 0.6874 \| 0.7955 \| 0.8660 \| 0.9389 \| 0.8013 \| 0.8552 \| 0.5258 \| 0.8956 \| 0.8557 \| 0.6961 \| 0.8599 \| 0.6824 \| 0.7611 \| 0.4257 \| 0.7790 \| 0.6610 \| 0.6424 \| \| 0.3224 \| 13.24 \| 4900 \| 0.7392 \| 0.6852 \| 0.7930 \| 0.8664 \| 0.9267 \| 0.8058 \| 0.8745 \| 0.4755 \| 0.9041 \| 0.8543 \| 0.7103 \| 0.8625 \| 0.6817 \| 0.7580 \| 0.4026 \| 0.7775 \| 0.6629 \| 0.6512 \| \| 0.0703 \| 13.3 \| 4920 \| 0.6311 \| 0.6933 \| 0.8022 \| 0.8709 \| 0.9335 \| 0.8123 \| 0.8901 \| 0.4878 \| 0.8906 \| 0.8626 \| 0.7387 \| 0.8660 \| 0.6798 \| 0.7560 \| 0.4106 \| 0.7802 \| 0.6826 \| 0.6782 \| \| 0.2431 \| 13.35 \| 4940 \| 0.6244 \| 0.6827 \| 0.7976 \| 0.8660 \| 0.9368 \| 0.8237 \| 0.8843 \| 0.4969 \| 0.8942 \| 0.8755 \| 0.6720 \| 0.8667 \| 0.6838 \| 0.7580 \| 0.4172 \| 0.7888 \| 0.6334 \| 0.6315 \| \| 0.2872 \| 13.41 \| 4960 \| 0.6453 \| 0.6839 \| 0.8007 \| 0.8661 \| 0.9319 \| 0.8085 \| 0.8936 \| 0.5322 \| 0.8962 \| 0.8619 \| 0.6804 \| 0.8669 \| 0.6813 \| 0.7582 \| 0.4252 \| 0.7899 \| 0.6283 \| 0.6373 \| \| 0.1403 \| 13.46 \| 4980 \| 0.6293 \| 0.6834 \| 0.8007 \| 0.8648 \| 0.9383 \| 0.7919 \| 0.8843 \| 0.5445 \| 0.8806 \| 0.8801 \| 0.6849 \| 0.8623 \| 0.6767 \| 0.7656 \| 0.4277 \| 0.7883 \| 0.6326 \| 0.6307 \| \| 1.0722 \| 13.51 \| 5000 \| 0.6654 \| 0.6859 \| 0.7976 \| 0.8675 \| 0.9344 \| 0.8211 \| 0.8760 \| 0.4980 \| 0.8967 \| 0.8460 \| 0.7110 \| 0.8603 \| 0.6754 \| 0.7626 \| 0.4067 \| 0.7873 \| 0.6587 \| 0.6504 \| \| 0.1002 \| 13.57 \| 5020 \| 0.7546 \| 0.6814 \| 0.7922 \| 0.8656 \| 0.9375 \| 0.8112 \| 0.8670 \| 0.4721 \| 0.8929 \| 0.8712 \| 0.6935 \| 0.8587 \| 0.6765 \| 0.7573 \| 0.3976 \| 0.7869 \| 0.6532 \| 0.6392 \| \| 0.1098 \| 13.62 \| 5040 \| 0.7212 \| 0.6966 \| 0.8019 \| 0.8733 \| 0.9264 \| 0.8044 \| 0.8714 \| 0.5056 \| 0.9134 \| 0.8447 \| 0.7474 \| 0.8680 \| 0.6820 \| 0.7642 \| 0.4191 \| 0.7892 \| 0.6665 \| 0.6874 \| \| 0.2066 \| 13.68 \| 5060 \| 0.6863 \| 0.6966 \| 0.8103 \| 0.8722 \| 0.9330 \| 0.7999 \| 0.8691 \| 0.5697 \| 0.8934 \| 0.8613 \| 0.7454 \| 0.8675 \| 0.6773 \| 0.7620 \| 0.4325 \| 0.7898 \| 0.6612 \| 0.6862 \| \| 0.1899 \| 13.73 \| 5080 \| 0.6502 \| 0.6979 \| 0.8049 \| 0.8732 \| 0.9322 \| 0.7924 \| 0.8634 \| 0.5399 \| 0.9034 \| 0.8523 \| 0.7504 \| 0.8681 \| 0.6759 \| 0.7628 \| 0.4264 \| 0.7855 \| 0.6760 \| 0.6909 \| \| 0.1979 \| 13.78 \| 5100 \| 0.7042 \| 0.6964 \| 0.8077 \| 0.8715 \| 0.9303 \| 0.8046 \| 0.8646 \| 0.5369 \| 0.8919 \| 0.8739 \| 0.7514 \| 0.8670 \| 0.6755 \| 0.7604 \| 0.4293 \| 0.7819 \| 0.6746 \| 0.6859 \| \| 0.101 \| 13.84 \| 5120 \| 0.6623 \| 0.6886 \| 0.8036 \| 0.8679 \| 0.9312 \| 0.8124 \| 0.8591 \| 0.5298 \| 0.8907 \| 0.8811 \| 0.7211 \| 0.8646 \| 0.6761 \| 0.7561 \| 0.4335 \| 0.7892 \| 0.6432 \| 0.6575 \| \| 0.2066 \| 13.89 \| 5140 \| 0.6422 \| 0.6874 \| 0.7907 \| 0.8690 \| 0.9376 \| 0.7826 \| 0.8576 \| 0.4964 \| 0.9090 \| 0.8384 \| 0.7133 \| 0.8647 \| 0.6808 \| 0.7606 \| 0.4180 \| 0.7917 \| 0.6439 \| 0.6519 \| \| 0.0987 \| 13.95 \| 5160 \| 0.6607 \| 0.6876 \| 0.7963 \| 0.8682 \| 0.9312 \| 0.8007 \| 0.8677 \| 0.4967 \| 0.9030 \| 0.8649 \| 0.7095 \| 0.8636 \| 0.6820 \| 0.7596 \| 0.4225 \| 0.7914 \| 0.6458 \| 0.6484 \| \| 0.1414 \| 14.0 \| 5180 \| 0.6363 \| 0.6908 \| 0.8042 \| 0.8691 \| 0.9303 \| 0.8263 \| 0.8735 \| 0.5228 \| 0.8961 \| 0.8547 \| 0.7257 \| 0.8644 \| 0.6784 \| 0.7596 \| 0.4294 \| 0.7875 \| 0.6550 \| 0.6616 \| \| 0.0547 \| 14.05 \| 5200 \| 0.6666 \| 0.6897 \| 0.7980 \| 0.8699 \| 0.9303 \| 0.8190 \| 0.8796 \| 0.4665 \| 0.9009 \| 0.8681 \| 0.7216 \| 0.8671 \| 0.6806 \| 0.7619 \| 0.4074 \| 0.7841 \| 0.6626 \| 0.6640 \| \| 1.5168 \| 14.11 \| 5220 \| 0.6171 \| 0.7057 \| 0.8126 \| 0.8766 \| 0.9272 \| 0.8151 \| 0.8745 \| 0.5186 \| 0.8966 \| 0.8696 \| 0.7865 \| 0.8692 \| 0.6786 \| 0.7633 \| 0.4333 \| 0.7839 \| 0.6968 \| 0.7147 \| \| 0.1673 \| 14.16 \| 5240 \| 0.6295 \| 0.6897 \| 0.8097 \| 0.8675 \| 0.9364 \| 0.8264 \| 0.8935 \| 0.5600 \| 0.8800 \| 0.8731 \| 0.6989 \| 0.8651 \| 0.6819 \| 0.7547 \| 0.4471 \| 0.7880 \| 0.6358 \| 0.6552 \| \| 0.1493 \| 14.22 \| 5260 \| 0.6006 \| 0.6862 \| 0.7948 \| 0.8689 \| 0.9385 \| 0.8056 \| 0.8756 \| 0.4804 \| 0.8975 \| 0.8563 \| 0.7097 \| 0.8645 \| 0.6757 \| 0.7584 \| 0.4147 \| 0.7924 \| 0.6424 \| 0.6556 \| \| 0.0582 \| 14.27 \| 5280 \| 0.5851 \| 0.7049 \| 0.8050 \| 0.8796 \| 0.9356 \| 0.8082 \| 0.8594 \| 0.4799 \| 0.9075 \| 0.8467 \| 0.7975 \| 0.8590 \| 0.6705 \| 0.7559 \| 0.4123 \| 0.8048 \| 0.6970 \| 0.7349 \| \| 0.114 \| 14.32 \| 5300 \| 0.5824 \| 0.7205 \| 0.8271 \| 0.8869 \| 0.9228 \| 0.8209 \| 0.8661 \| 0.5326 \| 0.9004 \| 0.8765 \| 0.8705 \| 0.8676 \| 0.6727 \| 0.7602 \| 0.4219 \| 0.8059 \| 0.7183 \| 0.7972 \| \| 0.1722 \| 14.38 \| 5320 \| 0.6211 \| 0.7146 \| 0.8113 \| 0.8857 \| 0.9353 \| 0.7938 \| 0.8697 \| 0.4707 \| 0.9037 \| 0.8576 \| 0.8484 \| 0.8671 \| 0.6808 \| 0.7568 \| 0.4033 \| 0.8081 \| 0.7090 \| 0.7771 \| \| 0.0931 \| 14.43 \| 5340 \| 0.6304 \| 0.7134 \| 0.8145 \| 0.8833 \| 0.9351 \| 0.7942 \| 0.8683 \| 0.5071 \| 0.8974 \| 0.8728 \| 0.8267 \| 0.8641 \| 0.6812 \| 0.7580 \| 0.4198 \| 0.8058 \| 0.7037 \| 0.7615 \| \| 0.1883 \| 14.49 \| 5360 \| 0.6069 \| 0.7148 \| 0.8192 \| 0.8832 \| 0.9305 \| 0.8042 \| 0.8807 \| 0.5439 \| 0.9015 \| 0.8448 \| 0.8290 \| 0.8628 \| 0.6787 \| 0.7639 \| 0.4244 \| 0.8060 \| 0.7053 \| 0.7625 \| \| 0.1474 \| 14.54 \| 5380 \| 0.6856 \| 0.6956 \| 0.8127 \| 0.8697 \| 0.9282 \| 0.8139 \| 0.8909 \| 0.5721 \| 0.8863 \| 0.8652 \| 0.7324 \| 0.8595 \| 0.6753 \| 0.7588 \| 0.4309 \| 0.7811 \| 0.6875 \| 0.6764 \| \| 0.1547 \| 14.59 \| 5400 \| 0.7256 \| 0.6997 \| 0.8039 \| 0.8721 \| 0.9318 \| 0.7957 \| 0.8634 \| 0.5218 \| 0.8981 \| 0.8713 \| 0.7451 \| 0.8622 \| 0.6808 \| 0.7673 \| 0.4271 \| 0.7774 \| 0.6980 \| 0.6855 \| \| 0.1503 \| 14.65 \| 5420 \| 0.7249 \| 0.6986 \| 0.8017 \| 0.8730 \| 0.9313 \| 0.8156 \| 0.8755 \| 0.4876 \| 0.9032 \| 0.8462 \| 0.7522 \| 0.8629 \| 0.6729 \| 0.7658 \| 0.4166 \| 0.7789 \| 0.7031 \| 0.6896 \| \| 0.3028 \| 14.7 \| 5440 \| 0.7174 \| 0.6935 \| 0.8058 \| 0.8697 \| 0.9339 \| 0.8206 \| 0.8687 \| 0.4987 \| 0.8781 \| 0.8941 \| 0.7467 \| 0.8642 \| 0.6760 \| 0.7566 \| 0.4069 \| 0.7706 \| 0.6926 \| 0.6874 \| \| 0.161 \| 14.76 \| 5460 \| 0.6711 \| 0.6985 \| 0.8020 \| 0.8726 \| 0.9362 \| 0.8113 \| 0.8586 \| 0.4919 \| 0.8954 \| 0.8701 \| 0.7504 \| 0.8628 \| 0.6783 \| 0.7575 \| 0.4173 \| 0.7783 \| 0.7059 \| 0.6895 \| \| 0.1155 \| 14.81 \| 5480 \| 0.6929 \| 0.7092 \| 0.8132 \| 0.8781 \| 0.9297 \| 0.8222 \| 0.8547 \| 0.5190 \| 0.8997 \| 0.8725 \| 0.7948 \| 0.8689 \| 0.6824 \| 0.7599 \| 0.4231 \| 0.7809 \| 0.7219 \| 0.7272 \| \| 0.1656 \| 14.86 \| 5500 \| 0.6374 \| 0.7092 \| 0.8154 \| 0.8779 \| 0.9309 \| 0.8140 \| 0.8666 \| 0.5398 \| 0.8948 \| 0.8678 \| 0.7936 \| 0.8690 \| 0.6801 \| 0.7609 \| 0.4255 \| 0.7808 \| 0.7206 \| 0.7276 \| \| 1.1364 \| 14.92 \| 5520 \| 0.6663 \| 0.7064 \| 0.8114 \| 0.8770 \| 0.9361 \| 0.8201 \| 0.8679 \| 0.5215 \| 0.8919 \| 0.8507 \| 0.7917 \| 0.8670 \| 0.6756 \| 0.7590 \| 0.4192 \| 0.7799 \| 0.7176 \| 0.7264 \| \| 0.1626 \| 14.97 \| 5540 \| 0.6779 \| 0.7092 \| 0.8143 \| 0.8782 \| 0.9350 \| 0.8199 \| 0.8622 \| 0.5283 \| 0.8937 \| 0.8722 \| 0.7886 \| 0.8688 \| 0.6778 \| 0.7671 \| 0.4223 \| 0.7807 \| 0.7226 \| 0.7254 \| \| 0.2601 \| 15.03 \| 5560 \| 0.6393 \| 0.7047 \| 0.8080 \| 0.8766 \| 0.9358 \| 0.8112 \| 0.8806 \| 0.5048 \| 0.8977 \| 0.8597 \| 0.7664 \| 0.8673 \| 0.6785 \| 0.7661 \| 0.4178 \| 0.7828 \| 0.7132 \| 0.7075 \| \| 0.188 \| 15.08 \| 5580 \| 0.6080 \| 0.7148 \| 0.8125 \| 0.8833 \| 0.9362 \| 0.8070 \| 0.8606 \| 0.5002 \| 0.9046 \| 0.8576 \| 0.8209 \| 0.8707 \| 0.6787 \| 0.7652 \| 0.4151 \| 0.7921 \| 0.7264 \| 0.7551 \| \| 0.1492 \| 15.14 \| 5600 \| 0.6940 \| 0.7016 \| 0.7966 \| 0.8765 \| 0.9364 \| 0.8041 \| 0.8777 \| 0.4570 \| 0.9117 \| 0.8137 \| 0.7754 \| 0.8678 \| 0.6812 \| 0.7633 \| 0.4006 \| 0.7813 \| 0.7049 \| 0.7123 \| \| 0.1306 \| 15.19 \| 5620 \| 0.7043 \| 0.7040 \| 0.8105 \| 0.8753 \| 0.9296 \| 0.8196 \| 0.8822 \| 0.5192 \| 0.8983 \| 0.8576 \| 0.7668 \| 0.8675 \| 0.6825 \| 0.7640 \| 0.4176 \| 0.7791 \| 0.7123 \| 0.7048 \| \| 0.0968 \| 15.24 \| 5640 \| 0.7197 \| 0.6986 \| 0.8082 \| 0.8724 \| 0.9329 \| 0.8196 \| 0.8689 \| 0.5488 \| 0.9001 \| 0.8462 \| 0.7406 \| 0.8669 \| 0.6779 \| 0.7663 \| 0.4198 \| 0.7789 \| 0.6983 \| 0.6819 \| \| 0.1836 \| 15.3 \| 5660 \| 0.7781 \| 0.7031 \| 0.8063 \| 0.8744 \| 0.9356 \| 0.8022 \| 0.8591 \| 0.5408 \| 0.9025 \| 0.8474 \| 0.7565 \| 0.8657 \| 0.6758 \| 0.7670 \| 0.4257 \| 0.7782 \| 0.7116 \| 0.6975 \| \| 0.0926 \| 15.35 \| 5680 \| 0.7479 \| 0.7083 \| 0.8136 \| 0.8773 \| 0.9327 \| 0.7990 \| 0.8648 \| 0.5458 \| 0.8933 \| 0.8697 \| 0.7897 \| 0.8696 \| 0.6749 \| 0.7679 \| 0.4261 \| 0.7771 \| 0.7169 \| 0.7259 \| \| 0.1173 \| 15.41 \| 5700 \| 0.7123 \| 0.7082 \| 0.8120 \| 0.8772 \| 0.9352 \| 0.8126 \| 0.8648 \| 0.5350 \| 0.8968 \| 0.8624 \| 0.7771 \| 0.8663 \| 0.6769 \| 0.7659 \| 0.4329 \| 0.7819 \| 0.7198 \| 0.7139 \| \| 0.1977 \| 15.46 \| 5720 \| 0.6526 \| 0.7084 \| 0.8191 \| 0.8770 \| 0.9274 \| 0.8162 \| 0.8681 \| 0.5519 \| 0.8888 \| 0.8902 \| 0.7913 \| 0.8688 \| 0.6758 \| 0.7655 \| 0.4325 \| 0.7797 \| 0.7113 \| 0.7254 \| \| 0.096 \| 15.51 \| 5740 \| 0.6237 \| 0.7109 \| 0.8066 \| 0.8798 \| 0.9396 \| 0.7830 \| 0.8635 \| 0.4962 \| 0.8994 \| 0.8761 \| 0.7881 \| 0.8659 \| 0.6775 \| 0.7693 \| 0.4289 \| 0.7880 \| 0.7227 \| 0.7240 \| \| 0.1514 \| 15.57 \| 5760 \| 0.6790 \| 0.7061 \| 0.8115 \| 0.8763 \| 0.9263 \| 0.8342 \| 0.8704 \| 0.5164 \| 0.9070 \| 0.8550 \| 0.7710 \| 0.8656 \| 0.6743 \| 0.7730 \| 0.4308 \| 0.7834 \| 0.7113 \| 0.7043 \| \| 0.0453 \| 15.62 \| 5780 \| 0.6741 \| 0.7045 \| 0.8091 \| 0.8758 \| 0.9345 \| 0.8207 \| 0.8796 \| 0.5021 \| 0.8957 \| 0.8724 \| 0.7586 \| 0.8654 \| 0.6798 \| 0.7735 \| 0.4289 \| 0.7846 \| 0.7038 \| 0.6956 \| \| 0.1224 \| 15.68 \| 5800 \| 0.7243 \| 0.6900 \| 0.7975 \| 0.8688 \| 0.9333 \| 0.7996 \| 0.8867 \| 0.4814 \| 0.8940 \| 0.8740 \| 0.7132 \| 0.8647 \| 0.6823 \| 0.7650 \| 0.4163 \| 0.7812 \| 0.6668 \| 0.6540 \| \| 0.0927 \| 15.73 \| 5820 \| 0.7237 \| 0.6903 \| 0.7969 \| 0.8689 \| 0.9342 \| 0.8029 \| 0.8813 \| 0.4867 \| 0.8985 \| 0.8654 \| 0.7091 \| 0.8633 \| 0.6819 \| 0.7656 \| 0.4204 \| 0.7846 \| 0.6672 \| 0.6490 \| \| 0.1154 \| 15.78 \| 5840 \| 0.6878 \| 0.6922 \| 0.8016 \| 0.8690 \| 0.9342 \| 0.7988 \| 0.8671 \| 0.5313 \| 0.8968 \| 0.8735 \| 0.7098 \| 0.8639 \| 0.6824 \| 0.7651 \| 0.4400 \| 0.7879 \| 0.6582 \| 0.6482 \| \| 0.1408 \| 15.84 \| 5860 \| 0.6410 \| 0.6894 \| 0.8008 \| 0.8677 \| 0.9385 \| 0.7996 \| 0.8818 \| 0.5320 \| 0.8902 \| 0.8676 \| 0.6960 \| 0.8616 \| 0.6827 \| 0.7591 \| 0.4409 \| 0.7905 \| 0.6497 \| 0.6416 \| \| 0.1614 \| 15.89 \| 5880 \| 0.6993 \| 0.6902 \| 0.7988 \| 0.8685 \| 0.9335 \| 0.8126 \| 0.8511 \| 0.5153 \| 0.9032 \| 0.8700 \| 0.7061 \| 0.8627 \| 0.6823 \| 0.7575 \| 0.4358 \| 0.7892 \| 0.6553 \| 0.6485 \| \| 0.2869 \| 15.95 \| 5900 \| 0.7689 \| 0.6905 \| 0.8024 \| 0.8678 \| 0.9301 \| 0.8079 \| 0.8756 \| 0.5322 \| 0.8979 \| 0.8709 \| 0.7022 \| 0.8620 \| 0.6833 \| 0.7620 \| 0.4354 \| 0.7858 \| 0.6595 \| 0.6458 \| \| 0.139 \| 16.0 \| 5920 \| 0.7812 \| 0.6913 \| 0.7976 \| 0.8688 \| 0.9289 \| 0.7985 \| 0.8763 \| 0.4996 \| 0.9057 \| 0.8696 \| 0.7049 \| 0.8636 \| 0.6856 \| 0.7627 \| 0.4295 \| 0.7846 \| 0.6648 \| 0.6482 \| \| 0.0939 \| 16.05 \| 5940 \| 0.7038 \| 0.6927 \| 0.8014 \| 0.8701 \| 0.9300 \| 0.8017 \| 0.8775 \| 0.5124 \| 0.9019 \| 0.8705 \| 0.7161 \| 0.8671 \| 0.6822 \| 0.7667 \| 0.4266 \| 0.7854 \| 0.6648 \| 0.6564 \| \| 0.1643 \| 16.11 \| 5960 \| 0.7743 \| 0.6922 \| 0.8015 \| 0.8688 \| 0.9334 \| 0.8147 \| 0.8787 \| 0.5176 \| 0.8993 \| 0.8662 \| 0.7003 \| 0.8635 \| 0.6791 \| 0.7618 \| 0.4341 \| 0.7815 \| 0.6791 \| 0.6466 \| \| 0.1276 \| 16.16 \| 5980 \| 0.7730 \| 0.7013 \| 0.8108 \| 0.8735 \| 0.9302 \| 0.8330 \| 0.8632 \| 0.5387 \| 0.9018 \| 0.8648 \| 0.7436 \| 0.8659 \| 0.6750 \| 0.7678 \| 0.4333 \| 0.7818 \| 0.7032 \| 0.6824 \| \| 0.5234 \| 16.22 \| 6000 \| 0.7781 \| 0.7015 \| 0.8034 \| 0.8743 \| 0.9338 \| 0.7904 \| 0.8730 \| 0.4974 \| 0.8964 \| 0.8727 \| 0.7602 \| 0.8650 \| 0.6780 \| 0.7626 \| 0.4227 \| 0.7802 \| 0.7066 \| 0.6952 \| \| 0.153 \| 16.27 \| 6020 \| 0.7155 \| 0.7071 \| 0.8094 \| 0.8771 \| 0.9313 \| 0.8078 \| 0.8710 \| 0.5146 \| 0.9031 \| 0.8660 \| 0.7716 \| 0.8679 \| 0.6791 \| 0.7667 \| 0.4346 \| 0.7844 \| 0.7103 \| 0.7067 \| \| 0.0918 \| 16.32 \| 6040 \| 0.7164 \| 0.7049 \| 0.8093 \| 0.8758 \| 0.9283 \| 0.8091 \| 0.8751 \| 0.5270 \| 0.9064 \| 0.8570 \| 0.7621 \| 0.8673 \| 0.6792 \| 0.7667 \| 0.4297 \| 0.7834 \| 0.7079 \| 0.6999 \| \| 0.0636 \| 16.38 \| 6060 \| 0.8310 \| 0.6895 \| 0.7941 \| 0.8673 \| 0.9382 \| 0.7911 \| 0.8637 \| 0.5198 \| 0.9035 \| 0.8511 \| 0.6912 \| 0.8553 \| 0.6711 \| 0.7610 \| 0.4239 \| 0.7807 \| 0.6951 \| 0.6397 \| \| 0.15 \| 16.43 \| 6080 \| 0.6919 \| 0.7024 \| 0.8098 \| 0.8751 \| 0.9349 \| 0.8071 \| 0.8785 \| 0.5362 \| 0.8946 \| 0.8544 \| 0.7629 \| 0.8661 \| 0.6761 \| 0.7635 \| 0.4254 \| 0.7848 \| 0.6994 \| 0.7014 \| \| 0.1397 \| 16.49 \| 6100 \| 0.7529 \| 0.6905 \| 0.7951 \| 0.8702 \| 0.9370 \| 0.7902 \| 0.8655 \| 0.5048 \| 0.9066 \| 0.8432 \| 0.7181 \| 0.8666 \| 0.6776 \| 0.7660 \| 0.4135 \| 0.7859 \| 0.6617 \| 0.6622 \| \| 0.0939 \| 16.54 \| 6120 \| 0.8069 \| 0.6875 \| 0.7908 \| 0.8694 \| 0.9296 \| 0.7984 \| 0.8659 \| 0.4716 \| 0.9179 \| 0.8401 \| 0.7122 \| 0.8665 \| 0.6795 \| 0.7671 \| 0.4010 \| 0.7860 \| 0.6569 \| 0.6553 \| \| 0.6179 \| 16.59 \| 6140 \| 0.7314 \| 0.6876 \| 0.7951 \| 0.8700 \| 0.9324 \| 0.8198 \| 0.8660 \| 0.4583 \| 0.9070 \| 0.8694 \| 0.7130 \| 0.8660 \| 0.6785 \| 0.7674 \| 0.4001 \| 0.7918 \| 0.6544 \| 0.6551 \| \| 0.1015 \| 16.65 \| 6160 \| 0.7299 \| 0.6887 \| 0.8009 \| 0.8696 \| 0.9314 \| 0.8189 \| 0.8649 \| 0.4977 \| 0.8981 \| 0.8685 \| 0.7263 \| 0.8675 \| 0.6794 \| 0.7623 \| 0.4013 \| 0.7864 \| 0.6576 \| 0.6667 \| \| 0.0863 \| 16.7 \| 6180 \| 0.6746 \| 0.6980 \| 0.8068 \| 0.8737 \| 0.9299 \| 0.8224 \| 0.8665 \| 0.5073 \| 0.9009 \| 0.8643 \| 0.7562 \| 0.8688 \| 0.6769 \| 0.7616 \| 0.4054 \| 0.7817 \| 0.6951 \| 0.6965 \| \| 0.1738 \| 16.76 \| 6200 \| 0.6060 \| 0.7123 \| 0.8164 \| 0.8813 \| 0.9310 \| 0.8146 \| 0.8844 \| 0.5084 \| 0.8948 \| 0.8641 \| 0.8174 \| 0.8694 \| 0.6797 \| 0.7624 \| 0.4084 \| 0.7880 \| 0.7294 \| 0.7487 \| \| 0.2009 \| 16.81 \| 6220 \| 0.6513 \| 0.7078 \| 0.8044 \| 0.8800 \| 0.9336 \| 0.8120 \| 0.8611 \| 0.4601 \| 0.9109 \| 0.8631 \| 0.7903 \| 0.8692 \| 0.6798 \| 0.7673 \| 0.4001 \| 0.7875 \| 0.7233 \| 0.7272 \| \| 2.6765 \| 16.86 \| 6240 \| 0.7115 \| 0.7013 \| 0.7960 \| 0.8786 \| 0.9366 \| 0.7898 \| 0.8870 \| 0.4108 \| 0.9047 \| 0.8551 \| 0.7879 \| 0.8672 \| 0.6791 \| 0.7635 \| 0.3691 \| 0.7866 \| 0.7177 \| 0.7257 \| \| 0.0662 \| 16.92 \| 6260 \| 0.6028 \| 0.7107 \| 0.8123 \| 0.8808 \| 0.9364 \| 0.8211 \| 0.8591 \| 0.5004 \| 0.8994 \| 0.8649 \| 0.8050 \| 0.8684 \| 0.6741 \| 0.7666 \| 0.4136 \| 0.7891 \| 0.7246 \| 0.7387 \| \| 0.1372 \| 16.97 \| 6280 \| 0.6318 \| 0.7080 \| 0.8142 \| 0.8778 \| 0.9304 \| 0.8114 \| 0.8771 \| 0.5371 \| 0.8978 \| 0.8582 \| 0.7878 \| 0.8656 \| 0.6774 \| 0.7649 \| 0.4222 \| 0.7862 \| 0.7159 \| 0.7238 \| \| 0.0964 \| 17.03 \| 6300 \| 0.6379 \| 0.7076 \| 0.8136 \| 0.8780 \| 0.9301 \| 0.8130 \| 0.8666 \| 0.5375 \| 0.9036 \| 0.8663 \| 0.7778 \| 0.8669 \| 0.6728 \| 0.7716 \| 0.4315 \| 0.7900 \| 0.7053 \| 0.7149 \| \| 0.1279 \| 17.08 \| 6320 \| 0.6366 \| 0.7197 \| 0.8239 \| 0.8860 \| 0.9330 \| 0.7997 \| 0.8757 \| 0.5572 \| 0.8977 \| 0.8582 \| 0.8459 \| 0.8667 \| 0.6734 \| 0.7659 \| 0.4390 \| 0.8092 \| 0.7100 \| 0.7736 \| \| 0.0769 \| 17.14 \| 6340 \| 0.6694 \| 0.7059 \| 0.8111 \| 0.8761 \| 0.9289 \| 0.8014 \| 0.8739 \| 0.5607 \| 0.9071 \| 0.8316 \| 0.7741 \| 0.8661 \| 0.6741 \| 0.7654 \| 0.4358 \| 0.7845 \| 0.7054 \| 0.7097 \| \| 0.2735 \| 17.19 \| 6360 \| 0.6678 \| 0.7025 \| 0.8049 \| 0.8746 \| 0.9355 \| 0.7992 \| 0.8800 \| 0.5124 \| 0.9002 \| 0.8593 \| 0.7478 \| 0.8642 \| 0.6781 \| 0.7625 \| 0.4280 \| 0.7832 \| 0.7133 \| 0.6881 \| \| 1.1427 \| 17.24 \| 6380 \| 0.7853 \| 0.6887 \| 0.7947 \| 0.8684 \| 0.9392 \| 0.7967 \| 0.8571 \| 0.5001 \| 0.9002 \| 0.8685 \| 0.7011 \| 0.8631 \| 0.6789 \| 0.7582 \| 0.4184 \| 0.7845 \| 0.6719 \| 0.6461 \| \| 0.1354 \| 17.3 \| 6400 \| 0.7422 \| 0.6895 \| 0.8006 \| 0.8688 \| 0.9318 \| 0.7965 \| 0.8712 \| 0.5213 \| 0.8984 \| 0.8735 \| 0.7115 \| 0.8640 \| 0.6803 \| 0.7600 \| 0.4258 \| 0.7916 \| 0.6523 \| 0.6523 \| \| 0.077 \| 17.35 \| 6420 \| 0.7529 \| 0.6904 \| 0.8037 \| 0.8689 \| 0.9321 \| 0.8140 \| 0.8624 \| 0.5433 \| 0.8997 \| 0.8618 \| 0.7123 \| 0.8635 \| 0.6777 \| 0.7629 \| 0.4356 \| 0.7927 \| 0.6489 \| 0.6514 \| \| 0.1084 \| 17.41 \| 6440 \| 0.7545 \| 0.6923 \| 0.8042 \| 0.8697 \| 0.9293 \| 0.8130 \| 0.8644 \| 0.5499 \| 0.9059 \| 0.8473 \| 0.7197 \| 0.8643 \| 0.6784 \| 0.7672 \| 0.4362 \| 0.7916 \| 0.6503 \| 0.6579 \| \| 0.2807 \| 17.46 \| 6460 \| 0.7531 \| 0.6949 \| 0.8013 \| 0.8712 \| 0.9289 \| 0.7926 \| 0.8760 \| 0.5274 \| 0.9083 \| 0.8466 \| 0.7293 \| 0.8654 \| 0.6809 \| 0.7682 \| 0.4268 \| 0.7867 \| 0.6682 \| 0.6680 \| \| 0.0654 \| 17.51 \| 6480 \| 0.6718 \| 0.7027 \| 0.8091 \| 0.8760 \| 0.9327 \| 0.7899 \| 0.8828 \| 0.5345 \| 0.8987 \| 0.8595 \| 0.7658 \| 0.8670 \| 0.6807 \| 0.7666 \| 0.4298 \| 0.7942 \| 0.6800 \| 0.7005 \| \| 0.1048 \| 17.57 \| 6500 \| 0.6738 \| 0.6983 \| 0.8118 \| 0.8732 \| 0.9331 \| 0.8010 \| 0.8705 \| 0.5639 \| 0.8910 \| 0.8709 \| 0.7522 \| 0.8674 \| 0.6803 \| 0.7619 \| 0.4304 \| 0.7917 \| 0.6662 \| 0.6904 \| \| 0.381 \| 17.62 \| 6520 \| 0.7038 \| 0.6981 \| 0.8061 \| 0.8734 \| 0.9287 \| 0.7951 \| 0.8677 \| 0.5456 \| 0.9080 \| 0.8519 \| 0.7457 \| 0.8688 \| 0.6800 \| 0.7643 \| 0.4347 \| 0.7919 \| 0.6650 \| 0.6817 \| \| 0.1314 \| 17.68 \| 6540 \| 0.6728 \| 0.6980 \| 0.8106 \| 0.8735 \| 0.9289 \| 0.8133 \| 0.8745 \| 0.5446 \| 0.8990 \| 0.8648 \| 0.7494 \| 0.8688 \| 0.6785 \| 0.7631 \| 0.4341 \| 0.7936 \| 0.6643 \| 0.6838 \| \| 0.1491 \| 17.73 \| 6560 \| 0.6671 \| 0.6977 \| 0.8085 \| 0.8734 \| 0.9352 \| 0.7997 \| 0.8798 \| 0.5403 \| 0.8912 \| 0.8621 \| 0.7515 \| 0.8674 \| 0.6751 \| 0.7670 \| 0.4256 \| 0.7896 \| 0.6707 \| 0.6883 \| \| 0.1503 \| 17.78 \| 6580 \| 0.6852 \| 0.7015 \| 0.8107 \| 0.8753 \| 0.9295 \| 0.8117 \| 0.8676 \| 0.5280 \| 0.8995 \| 0.8754 \| 0.7631 \| 0.8684 \| 0.6735 \| 0.7691 \| 0.4218 \| 0.7877 \| 0.6913 \| 0.6990 \| \| 0.1663 \| 17.84 \| 6600 \| 0.7299 \| 0.6919 \| 0.7991 \| 0.8716 \| 0.9317 \| 0.8027 \| 0.8827 \| 0.4864 \| 0.9037 \| 0.8546 \| 0.7319 \| 0.8664 \| 0.6721 \| 0.7591 \| 0.4080 \| 0.7874 \| 0.6781 \| 0.6723 \| \| 0.3482 \| 17.89 \| 6620 \| 0.7122 \| 0.6898 \| 0.8034 \| 0.8694 \| 0.9314 \| 0.8109 \| 0.8731 \| 0.5298 \| 0.8994 \| 0.8683 \| 0.7107 \| 0.8663 \| 0.6715 \| 0.7638 \| 0.4228 \| 0.7885 \| 0.6630 \| 0.6530 \| \| 0.1922 \| 17.95 \| 6640 \| 0.6779 \| 0.7056 \| 0.8092 \| 0.8776 \| 0.9321 \| 0.8065 \| 0.8784 \| 0.5085 \| 0.9022 \| 0.8615 \| 0.7749 \| 0.8682 \| 0.6726 \| 0.7645 \| 0.4258 \| 0.7881 \| 0.7115 \| 0.7086 \| \| 0.1884 \| 18.0 \| 6660 \| 0.6645 \| 0.7198 \| 0.8220 \| 0.8866 \| 0.9359 \| 0.8106 \| 0.8779 \| 0.5209 \| 0.8947 \| 0.8665 \| 0.8474 \| 0.8658 \| 0.6723 \| 0.7630 \| 0.4309 \| 0.8081 \| 0.7190 \| 0.7798 \| \| 0.1226 \| 18.05 \| 6680 \| 0.6551 \| 0.7183 \| 0.8152 \| 0.8869 \| 0.9319 \| 0.7956 \| 0.8877 \| 0.4796 \| 0.9040 \| 0.8558 \| 0.8520 \| 0.8658 \| 0.6740 \| 0.7626 \| 0.4160 \| 0.8080 \| 0.7200 \| 0.7819 \| \| 0.0977 \| 18.11 \| 6700 \| 0.6134 \| 0.7066 \| 0.8160 \| 0.8774 \| 0.9320 \| 0.8233 \| 0.8675 \| 0.5421 \| 0.8964 \| 0.8781 \| 0.7726 \| 0.8663 \| 0.6676 \| 0.7659 \| 0.4381 \| 0.7908 \| 0.7092 \| 0.7088 \| \| 0.2765 \| 18.16 \| 6720 \| 0.6325 \| 0.7017 \| 0.8073 \| 0.8742 \| 0.9319 \| 0.8028 \| 0.8757 \| 0.5204 \| 0.8995 \| 0.8725 \| 0.7479 \| 0.8629 \| 0.6725 \| 0.7594 \| 0.4320 \| 0.7855 \| 0.7126 \| 0.6869 \| \| 0.1163 \| 18.22 \| 6740 \| 0.6932 \| 0.6974 \| 0.8006 \| 0.8713 \| 0.9360 \| 0.7784 \| 0.8745 \| 0.5415 \| 0.9007 \| 0.8373 \| 0.7357 \| 0.8616 \| 0.6728 \| 0.7599 \| 0.4262 \| 0.7782 \| 0.7096 \| 0.6736 \| \| 0.1935 \| 18.27 \| 6760 \| 0.6326 \| 0.7070 \| 0.8147 \| 0.8771 \| 0.9289 \| 0.8066 \| 0.8637 \| 0.5510 \| 0.8988 \| 0.8701 \| 0.7836 \| 0.8613 \| 0.6730 \| 0.7613 \| 0.4291 \| 0.7910 \| 0.7158 \| 0.7178 \| \| 0.1554 \| 18.32 \| 6780 \| 0.6887 \| 0.6979 \| 0.8034 \| 0.8722 \| 0.9319 \| 0.8002 \| 0.8747 \| 0.5152 \| 0.9026 \| 0.8717 \| 0.7276 \| 0.8616 \| 0.6731 \| 0.7622 \| 0.4303 \| 0.7850 \| 0.7034 \| 0.6696 \| \| 0.2316 \| 18.38 \| 6800 \| 0.6220 \| 0.7078 \| 0.8151 \| 0.8768 \| 0.9300 \| 0.8078 \| 0.8783 \| 0.5549 \| 0.8989 \| 0.8694 \| 0.7664 \| 0.8657 \| 0.6770 \| 0.7652 \| 0.4435 \| 0.7876 \| 0.7139 \| 0.7019 \| \| 0.1733 \| 18.43 \| 6820 \| 0.6711 \| 0.7142 \| 0.8159 \| 0.8810 \| 0.9347 \| 0.8079 \| 0.8685 \| 0.5294 \| 0.8971 \| 0.8690 \| 0.8044 \| 0.8676 \| 0.6785 \| 0.7619 \| 0.4403 \| 0.7905 \| 0.7253 \| 0.7351 \| \| 0.1224 \| 18.49 \| 6840 \| 0.6410 \| 0.7059 \| 0.8082 \| 0.8768 \| 0.9400 \| 0.7931 \| 0.8775 \| 0.5145 \| 0.8898 \| 0.8697 \| 0.7730 \| 0.8596 \| 0.6733 \| 0.7573 \| 0.4333 \| 0.7906 \| 0.7160 \| 0.7113 \| \| 0.1923 \| 18.54 \| 6860 \| 0.6620 \| 0.7044 \| 0.8150 \| 0.8766 \| 0.9239 \| 0.8152 \| 0.8822 \| 0.5231 \| 0.8951 \| 0.8793 \| 0.7865 \| 0.8678 \| 0.6766 \| 0.7616 \| 0.4224 \| 0.7881 \| 0.6969 \| 0.7173 \| \| 0.1202 \| 18.59 \| 6880 \| 0.7112 \| 0.7034 \| 0.8076 \| 0.8763 \| 0.9339 \| 0.7943 \| 0.8704 \| 0.5197 \| 0.8999 \| 0.8672 \| 0.7676 \| 0.8687 \| 0.6784 \| 0.7652 \| 0.4216 \| 0.7872 \| 0.6982 \| 0.7043 \| \| 0.1458 \| 18.65 \| 6900 \| 0.6784 \| 0.7092 \| 0.8119 \| 0.8786 \| 0.9271 \| 0.7945 \| 0.8805 \| 0.5373 \| 0.9076 \| 0.8470 \| 0.7893 \| 0.8697 \| 0.6761 \| 0.7665 \| 0.4236 \| 0.7841 \| 0.7202 \| 0.7240 \| \| 0.081 \| 18.7 \| 6920 \| 0.6600 \| 0.7079 \| 0.8181 \| 0.8779 \| 0.9298 \| 0.8092 \| 0.8810 \| 0.5475 \| 0.8891 \| 0.8767 \| 0.7935 \| 0.8696 \| 0.6776 \| 0.7622 \| 0.4296 \| 0.7868 \| 0.7054 \| 0.7242 \| \| 0.0973 \| 18.76 \| 6940 \| 0.7119 \| 0.7080 \| 0.8144 \| 0.8779 \| 0.9292 \| 0.8136 \| 0.8725 \| 0.5428 \| 0.9021 \| 0.8567 \| 0.7840 \| 0.8687 \| 0.6758 \| 0.7623 \| 0.4331 \| 0.7867 \| 0.7101 \| 0.7194 \| \| 0.1824 \| 18.81 \| 6960 \| 0.6751 \| 0.6980 \| 0.8063 \| 0.8733 \| 0.9315 \| 0.7980 \| 0.8794 \| 0.5285 \| 0.9009 \| 0.8668 \| 0.7388 \| 0.8677 \| 0.6747 \| 0.7631 \| 0.4375 \| 0.7902 \| 0.6740 \| 0.6789 \| \| 0.0786 \| 18.86 \| 6980 \| 0.7423 \| 0.6991 \| 0.8076 \| 0.8737 \| 0.9306 \| 0.8071 \| 0.8693 \| 0.5382 \| 0.9039 \| 0.8581 \| 0.7459 \| 0.8679 \| 0.6727 \| 0.7617 \| 0.4393 \| 0.7888 \| 0.6784 \| 0.6849 \| \| 0.1518 \| 18.92 \| 7000 \| 0.7237 \| 0.6994 \| 0.8069 \| 0.8740 \| 0.9324 \| 0.8023 \| 0.8753 \| 0.5306 \| 0.9024 \| 0.8620 \| 0.7431 \| 0.8668 \| 0.6725 \| 0.7641 \| 0.4475 \| 0.7942 \| 0.6693 \| 0.6812 \| \| 0.1411 \| 18.97 \| 7020 \| 0.7966 \| 0.6968 \| 0.8090 \| 0.8717 \| 0.9326 \| 0.7977 \| 0.8739 \| 0.5625 \| 0.8947 \| 0.8694 \| 0.7322 \| 0.8662 \| 0.6712 \| 0.7617 \| 0.4444 \| 0.7873 \| 0.6734 \| 0.6735 \| \| 0.1319 \| 19.03 \| 7040 \| 0.7241 \| 0.6968 \| 0.8087 \| 0.8718 \| 0.9274 \| 0.8138 \| 0.8690 \| 0.5488 \| 0.9029 \| 0.8643 \| 0.7344 \| 0.8664 \| 0.6683 \| 0.7650 \| 0.4403 \| 0.7857 \| 0.6774 \| 0.6747 \| \| 0.1517 \| 19.08 \| 7060 \| 0.7034 \| 0.6989 \| 0.8102 \| 0.8732 \| 0.9294 \| 0.7966 \| 0.8792 \| 0.5567 \| 0.8970 \| 0.8627 \| 0.7498 \| 0.8672 \| 0.6726 \| 0.7639 \| 0.4376 \| 0.7882 \| 0.6766 \| 0.6861 \| \| 0.1236 \| 19.14 \| 7080 \| 0.7254 \| 0.6991 \| 0.8084 \| 0.8739 \| 0.9297 \| 0.8008 \| 0.8771 \| 0.5359 \| 0.9011 \| 0.8675 \| 0.7469 \| 0.8683 \| 0.6720 \| 0.7652 \| 0.4412 \| 0.7914 \| 0.6715 \| 0.6842 \| \| 0.1812 \| 19.19 \| 7100 \| 0.7489 \| 0.6955 \| 0.8048 \| 0.8719 \| 0.9290 \| 0.7970 \| 0.8700 \| 0.5319 \| 0.9039 \| 0.8690 \| 0.7328 \| 0.8667 \| 0.6728 \| 0.7615 \| 0.4412 \| 0.7917 \| 0.6621 \| 0.6726 \| \| 0.1011 \| 19.24 \| 7120 \| 0.7168 \| 0.6946 \| 0.8074 \| 0.8715 \| 0.9343 \| 0.8158 \| 0.8696 \| 0.5449 \| 0.8974 \| 0.8649 \| 0.7248 \| 0.8652 \| 0.6718 \| 0.7659 \| 0.4412 \| 0.7946 \| 0.6574 \| 0.6660 \| \| 0.1236 \| 19.3 \| 7140 \| 0.7489 \| 0.6930 \| 0.8047 \| 0.8707 \| 0.9311 \| 0.8141 \| 0.8826 \| 0.5385 \| 0.9044 \| 0.8466 \| 0.7155 \| 0.8652 \| 0.6714 \| 0.7678 \| 0.4405 \| 0.7930 \| 0.6560 \| 0.6573 \| \| 0.087 \| 19.35 \| 7160 \| 0.7990 \| 0.6947 \| 0.8051 \| 0.8714 \| 0.9292 \| 0.8114 \| 0.8772 \| 0.5299 \| 0.9048 \| 0.8617 \| 0.7217 \| 0.8665 \| 0.6744 \| 0.7675 \| 0.4385 \| 0.7908 \| 0.6620 \| 0.6632 \| \| 0.0746 \| 19.41 \| 7180 \| 0.7367 \| 0.6960 \| 0.8054 \| 0.8719 \| 0.9284 \| 0.8010 \| 0.8743 \| 0.5300 \| 0.9044 \| 0.8740 \| 0.7257 \| 0.8673 \| 0.6767 \| 0.7663 \| 0.4423 \| 0.7916 \| 0.6616 \| 0.6662 \| \| 0.1389 \| 19.46 \| 7200 \| 0.8094 \| 0.6963 \| 0.8058 \| 0.8721 \| 0.9297 \| 0.8056 \| 0.8665 \| 0.5318 \| 0.9038 \| 0.8733 \| 0.7296 \| 0.8664 \| 0.6738 \| 0.7654 \| 0.4449 \| 0.7929 \| 0.6611 \| 0.6693 \| \| 0.1128 \| 19.51 \| 7220 \| 0.7732 \| 0.6950 \| 0.8047 \| 0.8718 \| 0.9341 \| 0.8098 \| 0.8604 \| 0.5435 \| 0.9039 \| 0.8530 \| 0.7285 \| 0.8648 \| 0.6725 \| 0.7671 \| 0.4374 \| 0.7931 \| 0.6613 \| 0.6688 \| \| 0.0658 \| 19.57 \| 7240 \| 0.7832 \| 0.6946 \| 0.8020 \| 0.8713 \| 0.9326 \| 0.7877 \| 0.8758 \| 0.5404 \| 0.9049 \| 0.8448 \| 0.7278 \| 0.8652 \| 0.6743 \| 0.7660 \| 0.4331 \| 0.7886 \| 0.6652 \| 0.6697 \| \| 0.1991 \| 19.62 \| 7260 \| 0.7704 \| 0.6952 \| 0.8050 \| 0.8718 \| 0.9329 \| 0.8080 \| 0.8705 \| 0.5356 \| 0.9022 \| 0.8591 \| 0.7266 \| 0.8655 \| 0.6748 \| 0.7656 \| 0.4362 \| 0.7917 \| 0.6646 \| 0.6680 \| \| 0.0798 \| 19.68 \| 7280 \| 0.7074 \| 0.6966 \| 0.8108 \| 0.8723 \| 0.9286 \| 0.8124 \| 0.8734 \| 0.5565 \| 0.8983 \| 0.8681 \| 0.7383 \| 0.8671 \| 0.6754 \| 0.7664 \| 0.4350 \| 0.7925 \| 0.6647 \| 0.6748 \| \| 0.2001 \| 19.73 \| 7300 \| 0.6872 \| 0.7027 \| 0.8135 \| 0.8747 \| 0.9288 \| 0.8011 \| 0.8833 \| 0.5605 \| 0.8961 \| 0.8659 \| 0.7586 \| 0.8658 \| 0.6776 \| 0.7633 \| 0.4302 \| 0.7871 \| 0.6996 \| 0.6953 \| \| 0.1103 \| 19.78 \| 7320 \| 0.7072 \| 0.7050 \| 0.8092 \| 0.8756 \| 0.9345 \| 0.7969 \| 0.8615 \| 0.5538 \| 0.9030 \| 0.8568 \| 0.7582 \| 0.8635 \| 0.6759 \| 0.7655 \| 0.4312 \| 0.7858 \| 0.7144 \| 0.6984 \| \| 1.6601 \| 19.84 \| 7340 \| 0.7160 \| 0.7033 \| 0.8113 \| 0.8748 \| 0.9334 \| 0.7963 \| 0.8750 \| 0.5583 \| 0.8968 \| 0.8674 \| 0.7517 \| 0.8640 \| 0.6758 \| 0.7652 \| 0.4315 \| 0.7862 \| 0.7071 \| 0.6933 \| \| 1.7574 \| 19.89 \| 7360 \| 0.7489 \| 0.6998 \| 0.8093 \| 0.8728 \| 0.9346 \| 0.8027 \| 0.8794 \| 0.5533 \| 0.8950 \| 0.8676 \| 0.7327 \| 0.8615 \| 0.6738 \| 0.7658 \| 0.4333 \| 0.7860 \| 0.7013 \| 0.6772 \| \| 0.09 \| 19.95 \| 7380 \| 0.6577 \| 0.7101 \| 0.8147 \| 0.8790 \| 0.9325 \| 0.7968 \| 0.8719 \| 0.5489 \| 0.9002 \| 0.8700 \| 0.7826 \| 0.8670 \| 0.6763 \| 0.7667 \| 0.4332 \| 0.7904 \| 0.7189 \| 0.7181 \| \| 0.2354 \| 20.0 \| 7400 \| 0.6462 \| 0.7126 \| 0.8219 \| 0.8804 \| 0.9318 \| 0.8027 \| 0.8722 \| 0.5738 \| 0.8921 \| 0.8781 \| 0.8026 \| 0.8668 \| 0.6768 \| 0.7677 \| 0.4277 \| 0.7936 \| 0.7176 \| 0.7380 \| \| 0.1215 \| 20.05 \| 7420 \| 0.6418 \| 0.7203 \| 0.8229 \| 0.8860 \| 0.9304 \| 0.7973 \| 0.8817 \| 0.5427 \| 0.8999 \| 0.8656 \| 0.8428 \| 0.8695 \| 0.6778 \| 0.7662 \| 0.4271 \| 0.8020 \| 0.7261 \| 0.7731 \| \| 0.1326 \| 20.11 \| 7440 \| 0.6310 \| 0.7183 \| 0.8203 \| 0.8844 \| 0.9333 \| 0.8062 \| 0.8694 \| 0.5379 \| 0.9006 \| 0.8700 \| 0.8247 \| 0.8687 \| 0.6762 \| 0.7660 \| 0.4323 \| 0.7982 \| 0.7285 \| 0.7584 \| \| 0.1656 \| 20.16 \| 7460 \| 0.6689 \| 0.7193 \| 0.8195 \| 0.8854 \| 0.9294 \| 0.8052 \| 0.8677 \| 0.5223 \| 0.9054 \| 0.8690 \| 0.8375 \| 0.8701 \| 0.6762 \| 0.7636 \| 0.4282 \| 0.7979 \| 0.7330 \| 0.7664 \| \| 0.0915 \| 20.22 \| 7480 \| 0.6288 \| 0.7211 \| 0.8199 \| 0.8874 \| 0.9298 \| 0.8059 \| 0.8792 \| 0.5091 \| 0.9073 \| 0.8569 \| 0.8508 \| 0.8688 \| 0.6745 \| 0.7635 \| 0.4236 \| 0.8049 \| 0.7304 \| 0.7820 \| \| 0.0714 \| 20.27 \| 7500 \| 0.6200 \| 0.7269 \| 0.8256 \| 0.8907 \| 0.9311 \| 0.8028 \| 0.8822 \| 0.5254 \| 0.9037 \| 0.8576 \| 0.8768 \| 0.8696 \| 0.6752 \| 0.7658 \| 0.4294 \| 0.8114 \| 0.7320 \| 0.8046 \| \| 0.2675 \| 20.32 \| 7520 \| 0.6206 \| 0.7266 \| 0.8236 \| 0.8909 \| 0.9326 \| 0.7991 \| 0.8770 \| 0.5145 \| 0.9055 \| 0.8624 \| 0.8741 \| 0.8695 \| 0.6746 \| 0.7692 \| 0.4282 \| 0.8128 \| 0.7305 \| 0.8017 \| \| 0.1737 \| 20.38 \| 7540 \| 0.6122 \| 0.7266 \| 0.8265 \| 0.8907 \| 0.9259 \| 0.8079 \| 0.8838 \| 0.5225 \| 0.9088 \| 0.8621 \| 0.8748 \| 0.8696 \| 0.6746 \| 0.7715 \| 0.4238 \| 0.8119 \| 0.7315 \| 0.8033 \| \| 0.0829 \| 20.43 \| 7560 \| 0.6066 \| 0.7261 \| 0.8264 \| 0.8910 \| 0.9338 \| 0.8110 \| 0.8824 \| 0.5125 \| 0.8984 \| 0.8716 \| 0.8754 \| 0.8705 \| 0.6742 \| 0.7717 \| 0.4179 \| 0.8123 \| 0.7317 \| 0.8042 \| \| 0.0829 \| 20.49 \| 7580 \| 0.6349 \| 0.7136 \| 0.8165 \| 0.8821 \| 0.9343 \| 0.7894 \| 0.8839 \| 0.5315 \| 0.8964 \| 0.8745 \| 0.8055 \| 0.8700 \| 0.6760 \| 0.7734 \| 0.4188 \| 0.7929 \| 0.7238 \| 0.7403 \| \| 0.0523 \| 20.54 \| 7600 \| 0.7175 \| 0.7086 \| 0.8114 \| 0.8784 \| 0.9310 \| 0.8067 \| 0.8763 \| 0.5279 \| 0.9061 \| 0.8521 \| 0.7794 \| 0.8692 \| 0.6779 \| 0.7724 \| 0.4220 \| 0.7854 \| 0.7187 \| 0.7150 \| \| 0.0771 \| 20.59 \| 7620 \| 0.6773 \| 0.7081 \| 0.8122 \| 0.8785 \| 0.9365 \| 0.8072 \| 0.8763 \| 0.5319 \| 0.8996 \| 0.8628 \| 0.7709 \| 0.8679 \| 0.6774 \| 0.7774 \| 0.4234 \| 0.7896 \| 0.7127 \| 0.7081 \| \| 0.4593 \| 20.65 \| 7640 \| 0.7130 \| 0.7001 \| 0.8051 \| 0.8751 \| 0.9288 \| 0.8155 \| 0.8759 \| 0.4955 \| 0.9106 \| 0.8654 \| 0.7442 \| 0.8692 \| 0.6768 \| 0.7745 \| 0.4197 \| 0.7890 \| 0.6900 \| 0.6817 \| \| 1.3661 \| 20.7 \| 7660 \| 0.6997 \| 0.6960 \| 0.8050 \| 0.8721 \| 0.9350 \| 0.8002 \| 0.8816 \| 0.5299 \| 0.8996 \| 0.8712 \| 0.7173 \| 0.8675 \| 0.6771 \| 0.7749 \| 0.4303 \| 0.7900 \| 0.6738 \| 0.6581 \| \| 0.1361 \| 20.76 \| 7680 \| 0.7710 \| 0.6942 \| 0.8043 \| 0.8712 \| 0.9334 \| 0.8141 \| 0.8666 \| 0.5209 \| 0.9003 \| 0.8784 \| 0.7168 \| 0.8663 \| 0.6784 \| 0.7681 \| 0.4296 \| 0.7900 \| 0.6704 \| 0.6570 \| \| 0.1341 \| 20.81 \| 7700 \| 0.7353 \| 0.6939 \| 0.8009 \| 0.8717 \| 0.9340 \| 0.8127 \| 0.8658 \| 0.4955 \| 0.9043 \| 0.8765 \| 0.7171 \| 0.8665 \| 0.6786 \| 0.7676 \| 0.4213 \| 0.7895 \| 0.6759 \| 0.6581 \| \| 0.1385 \| 20.86 \| 7720 \| 0.6858 \| 0.6975 \| 0.8045 \| 0.8735 \| 0.9329 \| 0.8072 \| 0.8827 \| 0.4990 \| 0.8995 \| 0.8725 \| 0.7377 \| 0.8672 \| 0.6793 \| 0.7653 \| 0.4218 \| 0.7893 \| 0.6842 \| 0.6757 \| \| 0.13 \| 20.92 \| 7740 \| 0.7104 \| 0.7030 \| 0.8086 \| 0.8756 \| 0.9307 \| 0.8123 \| 0.8740 \| 0.5147 \| 0.9034 \| 0.8713 \| 0.7540 \| 0.8664 \| 0.6789 \| 0.7676 \| 0.4285 \| 0.7894 \| 0.6999 \| 0.6901 \| \| 0.2066 \| 20.97 \| 7760 \| 0.7073 \| 0.7038 \| 0.8030 \| 0.8775 \| 0.9329 \| 0.8014 \| 0.8815 \| 0.4723 \| 0.9081 \| 0.8576 \| 0.7674 \| 0.8665 \| 0.6802 \| 0.7683 \| 0.4108 \| 0.7903 \| 0.7081 \| 0.7024 \| \| 0.1249 \| 21.03 \| 7780 \| 0.6910 \| 0.7139 \| 0.8107 \| 0.8829 \| 0.9368 \| 0.7983 \| 0.8835 \| 0.4947 \| 0.9036 \| 0.8429 \| 0.8148 \| 0.8669 \| 0.6799 \| 0.7686 \| 0.4185 \| 0.7969 \| 0.7212 \| 0.7452 \| \| 0.1122 \| 21.08 \| 7800 \| 0.6585 \| 0.7111 \| 0.8104 \| 0.8804 \| 0.9323 \| 0.8005 \| 0.8776 \| 0.5014 \| 0.9058 \| 0.8675 \| 0.7881 \| 0.8700 \| 0.6808 \| 0.7677 \| 0.4258 \| 0.7898 \| 0.7220 \| 0.7219 \| \| 0.1621 \| 21.14 \| 7820 \| 0.6931 \| 0.7090 \| 0.8118 \| 0.8783 \| 0.9329 \| 0.8013 \| 0.8827 \| 0.5265 \| 0.9025 \| 0.8719 \| 0.7647 \| 0.8706 \| 0.6802 \| 0.7684 \| 0.4347 \| 0.7855 \| 0.7195 \| 0.7045 \| \| 0.1049 \| 21.19 \| 7840 \| 0.6546 \| 0.7197 \| 0.8182 \| 0.8851 \| 0.9320 \| 0.7959 \| 0.8877 \| 0.5237 \| 0.9050 \| 0.8595 \| 0.8234 \| 0.8726 \| 0.6800 \| 0.7687 \| 0.4337 \| 0.7956 \| 0.7331 \| 0.7542 \| \| 0.1394 \| 21.24 \| 7860 \| 0.7061 \| 0.7146 \| 0.8144 \| 0.8814 \| 0.9335 \| 0.7983 \| 0.8808 \| 0.5293 \| 0.9036 \| 0.8617 \| 0.7939 \| 0.8714 \| 0.6785 \| 0.7672 \| 0.4368 \| 0.7876 \| 0.7312 \| 0.7299 \| \| 0.0459 \| 21.3 \| 7880 \| 0.7485 \| 0.7120 \| 0.8123 \| 0.8796 \| 0.9317 \| 0.7955 \| 0.8811 \| 0.5299 \| 0.9045 \| 0.8590 \| 0.7845 \| 0.8699 \| 0.6787 \| 0.7655 \| 0.4379 \| 0.7853 \| 0.7264 \| 0.7205 \| \| 0.1347 \| 21.35 \| 7900 \| 0.6853 \| 0.7143 \| 0.8153 \| 0.8816 \| 0.9327 \| 0.8045 \| 0.8828 \| 0.5189 \| 0.9005 \| 0.8653 \| 0.8021 \| 0.8700 \| 0.6786 \| 0.7632 \| 0.4344 \| 0.7897 \| 0.7281 \| 0.7363 \| \| 0.2338 \| 21.41 \| 7920 \| 0.6735 \| 0.7206 \| 0.8208 \| 0.8857 \| 0.9344 \| 0.8137 \| 0.8709 \| 0.5275 \| 0.9011 \| 0.8640 \| 0.8341 \| 0.8700 \| 0.6770 \| 0.7663 \| 0.4361 \| 0.7989 \| 0.7325 \| 0.7635 \| \| 0.1688 \| 21.46 \| 7940 \| 0.6418 \| 0.7210 \| 0.8133 \| 0.8872 \| 0.9371 \| 0.7777 \| 0.8804 \| 0.4946 \| 0.9067 \| 0.8563 \| 0.8403 \| 0.8695 \| 0.6771 \| 0.7692 \| 0.4278 \| 0.8027 \| 0.7297 \| 0.7708 \| \| 0.0947 \| 21.51 \| 7960 \| 0.6161 \| 0.7283 \| 0.8263 \| 0.8911 \| 0.9324 \| 0.8138 \| 0.8808 \| 0.5151 \| 0.9036 \| 0.8694 \| 0.8694 \| 0.8696 \| 0.6808 \| 0.7728 \| 0.4360 \| 0.8136 \| 0.7290 \| 0.7964 \| \| 0.1065 \| 21.57 \| 7980 \| 0.6244 \| 0.7253 \| 0.8246 \| 0.8891 \| 0.9328 \| 0.8065 \| 0.8800 \| 0.5268 \| 0.9026 \| 0.8679 \| 0.8555 \| 0.8686 \| 0.6796 \| 0.7694 \| 0.4365 \| 0.8107 \| 0.7262 \| 0.7859 \| \| 0.0763 \| 21.62 \| 8000 \| 0.7093 \| 0.7007 \| 0.8061 \| 0.8746 \| 0.9326 \| 0.8029 \| 0.8719 \| 0.5272 \| 0.9068 \| 0.8615 \| 0.7399 \| 0.8679 \| 0.6782 \| 0.7684 \| 0.4334 \| 0.7898 \| 0.6870 \| 0.6800 \| \| 0.13 \| 21.68 \| 8020 \| 0.6518 \| 0.7108 \| 0.8161 \| 0.8800 \| 0.9349 \| 0.8087 \| 0.8773 \| 0.5368 \| 0.8971 \| 0.8752 \| 0.7830 \| 0.8686 \| 0.6796 \| 0.7707 \| 0.4403 \| 0.7964 \| 0.7034 \| 0.7165 \| \| 0.1545 \| 21.73 \| 8040 \| 0.6582 \| 0.7096 \| 0.8114 \| 0.8790 \| 0.9321 \| 0.7886 \| 0.8799 \| 0.5305 \| 0.9037 \| 0.8671 \| 0.7782 \| 0.8679 \| 0.6783 \| 0.7673 \| 0.4368 \| 0.7918 \| 0.7128 \| 0.7126 \| \| 0.1939 \| 21.78 \| 8060 \| 0.6539 \| 0.7086 \| 0.8130 \| 0.8781 \| 0.9337 \| 0.8064 \| 0.8771 \| 0.5395 \| 0.9017 \| 0.8648 \| 0.7680 \| 0.8671 \| 0.6803 \| 0.7696 \| 0.4366 \| 0.7913 \| 0.7103 \| 0.7050 \| \| 0.073 \| 21.84 \| 8080 \| 0.7916 \| 0.6996 \| 0.8091 \| 0.8734 \| 0.9307 \| 0.7970 \| 0.8790 \| 0.5424 \| 0.8986 \| 0.8808 \| 0.7353 \| 0.8675 \| 0.6790 \| 0.7671 \| 0.4382 \| 0.7892 \| 0.6810 \| 0.6756 \| \| 0.085 \| 21.89 \| 8100 \| 0.7277 \| 0.7046 \| 0.8115 \| 0.8762 \| 0.9299 \| 0.8081 \| 0.8840 \| 0.5282 \| 0.9001 \| 0.8694 \| 0.7607 \| 0.8679 \| 0.6804 \| 0.7652 \| 0.4367 \| 0.7900 \| 0.6957 \| 0.6961 \| \| 0.2033 \| 21.95 \| 8120 \| 0.7420 \| 0.6993 \| 0.8078 \| 0.8734 \| 0.9324 \| 0.7945 \| 0.8860 \| 0.5394 \| 0.8983 \| 0.8674 \| 0.7368 \| 0.8677 \| 0.6798 \| 0.7670 \| 0.4328 \| 0.7884 \| 0.6832 \| 0.6758 \| \| 0.1325 \| 22.0 \| 8140 \| 0.7304 \| 0.6987 \| 0.8074 \| 0.8734 \| 0.9329 \| 0.7983 \| 0.8827 \| 0.5278 \| 0.8955 \| 0.8729 \| 0.7419 \| 0.8679 \| 0.6799 \| 0.7666 \| 0.4299 \| 0.7885 \| 0.6804 \| 0.6780 \| \| 0.0975 \| 22.05 \| 8160 \| 0.7002 \| 0.6988 \| 0.8116 \| 0.8730 \| 0.9310 \| 0.8059 \| 0.8824 \| 0.5541 \| 0.8942 \| 0.8757 \| 0.7382 \| 0.8684 \| 0.6799 \| 0.7680 \| 0.4371 \| 0.7902 \| 0.6729 \| 0.6754 \| \| 0.0684 \| 22.11 \| 8180 \| 0.7231 \| 0.6985 \| 0.8051 \| 0.8733 \| 0.9328 \| 0.7797 \| 0.8840 \| 0.5428 \| 0.9023 \| 0.8585 \| 0.7358 \| 0.8682 \| 0.6782 \| 0.7660 \| 0.4356 \| 0.7893 \| 0.6779 \| 0.6746 \| \| 0.1832 \| 22.16 \| 8200 \| 0.6781 \| 0.6992 \| 0.8090 \| 0.8739 \| 0.9302 \| 0.8037 \| 0.8828 \| 0.5384 \| 0.9013 \| 0.8647 \| 0.7418 \| 0.8689 \| 0.6809 \| 0.7669 \| 0.4350 \| 0.7930 \| 0.6709 \| 0.6787 \| \| 0.1687 \| 22.22 \| 8220 \| 0.7406 \| 0.7015 \| 0.8115 \| 0.8748 \| 0.9284 \| 0.8067 \| 0.8775 \| 0.5412 \| 0.8996 \| 0.8697 \| 0.7575 \| 0.8689 \| 0.6792 \| 0.7661 \| 0.4299 \| 0.7893 \| 0.6838 \| 0.6930 \| \| 0.0902 \| 22.27 \| 8240 \| 0.7015 \| 0.7096 \| 0.8115 \| 0.8791 \| 0.9286 \| 0.8025 \| 0.8744 \| 0.5226 \| 0.9084 \| 0.8584 \| 0.7857 \| 0.8695 \| 0.6790 \| 0.7681 \| 0.4297 \| 0.7887 \| 0.7137 \| 0.7183 \| \| 0.1202 \| 22.32 \| 8260 \| 0.7481 \| 0.7031 \| 0.8109 \| 0.8756 \| 0.9331 \| 0.8000 \| 0.8738 \| 0.5445 \| 0.8988 \| 0.8712 \| 0.7551 \| 0.8686 \| 0.6789 \| 0.7677 \| 0.4311 \| 0.7892 \| 0.6932 \| 0.6931 \| \| 0.6745 \| 22.38 \| 8280 \| 0.7041 \| 0.6983 \| 0.8084 \| 0.8734 \| 0.9323 \| 0.8016 \| 0.8815 \| 0.5337 \| 0.8974 \| 0.8764 \| 0.7356 \| 0.8690 \| 0.6773 \| 0.7668 \| 0.4315 \| 0.7893 \| 0.6776 \| 0.6765 \| \| 0.1366 \| 22.43 \| 8300 \| 0.7009 \| 0.7008 \| 0.8079 \| 0.8749 \| 0.9292 \| 0.7985 \| 0.8733 \| 0.5333 \| 0.9063 \| 0.8650 \| 0.7496 \| 0.8696 \| 0.6777 \| 0.7679 \| 0.4313 \| 0.7903 \| 0.6831 \| 0.6858 \| \| 0.1055 \| 22.49 \| 8320 \| 0.6737 \| 0.7011 \| 0.8084 \| 0.8751 \| 0.9311 \| 0.8031 \| 0.8851 \| 0.5314 \| 0.9032 \| 0.8519 \| 0.7531 \| 0.8693 \| 0.6787 \| 0.7670 \| 0.4311 \| 0.7911 \| 0.6825 \| 0.6879 \| \| 0.1172 \| 22.54 \| 8340 \| 0.7570 \| 0.6995 \| 0.8085 \| 0.8737 \| 0.9312 \| 0.8105 \| 0.8702 \| 0.5356 \| 0.9011 \| 0.8662 \| 0.7446 \| 0.8686 \| 0.6787 \| 0.7646 \| 0.4297 \| 0.7869 \| 0.6859 \| 0.6823 \| \| 0.0575 \| 22.59 \| 8360 \| 0.7264 \| 0.7014 \| 0.8089 \| 0.8745 \| 0.9325 \| 0.8079 \| 0.8722 \| 0.5356 \| 0.9002 \| 0.8633 \| 0.7506 \| 0.8679 \| 0.6790 \| 0.7652 \| 0.4312 \| 0.7867 \| 0.6940 \| 0.6861 \| \| 0.1153 \| 22.65 \| 8380 \| 0.7527 \| 0.6944 \| 0.8037 \| 0.8709 \| 0.9330 \| 0.8046 \| 0.8730 \| 0.5308 \| 0.9012 \| 0.8669 \| 0.7167 \| 0.8670 \| 0.6785 \| 0.7645 \| 0.4311 \| 0.7863 \| 0.6753 \| 0.6578 \| \| 0.1594 \| 22.7 \| 8400 \| 0.7645 \| 0.7028 \| 0.8075 \| 0.8752 \| 0.9365 \| 0.8001 \| 0.8687 \| 0.5303 \| 0.8990 \| 0.8659 \| 0.7518 \| 0.8655 \| 0.6773 \| 0.7656 \| 0.4298 \| 0.7871 \| 0.7047 \| 0.6897 \| \| 0.0405 \| 22.76 \| 8420 \| 0.7033 \| 0.7057 \| 0.8117 \| 0.8761 \| 0.9295 \| 0.8024 \| 0.8721 \| 0.5400 \| 0.9015 \| 0.8740 \| 0.7625 \| 0.8680 \| 0.6787 \| 0.7657 \| 0.4315 \| 0.7843 \| 0.7127 \| 0.6987 \| \| 1.7524 \| 22.81 \| 8440 \| 0.7290 \| 0.7005 \| 0.8068 \| 0.8731 \| 0.9365 \| 0.8086 \| 0.8835 \| 0.5363 \| 0.8979 \| 0.8512 \| 0.7335 \| 0.8609 \| 0.6775 \| 0.7657 \| 0.4288 \| 0.7854 \| 0.7108 \| 0.6743 \| \| 0.0614 \| 22.86 \| 8460 \| 0.7010 \| 0.7023 \| 0.8095 \| 0.8747 \| 0.9353 \| 0.8113 \| 0.8814 \| 0.5310 \| 0.8956 \| 0.8634 \| 0.7483 \| 0.8641 \| 0.6771 \| 0.7640 \| 0.4267 \| 0.7863 \| 0.7124 \| 0.6857 \| \| 0.2336 \| 22.92 \| 8480 \| 0.7311 \| 0.7009 \| 0.8066 \| 0.8738 \| 0.9347 \| 0.8007 \| 0.8797 \| 0.5287 \| 0.8985 \| 0.8621 \| 0.7420 \| 0.8637 \| 0.6761 \| 0.7632 \| 0.4252 \| 0.7846 \| 0.7136 \| 0.6799 \| \| 0.2301 \| 22.97 \| 8500 \| 0.7148 \| 0.7062 \| 0.8132 \| 0.8767 \| 0.9332 \| 0.8101 \| 0.8695 \| 0.5433 \| 0.8980 \| 0.8743 \| 0.7641 \| 0.8681 \| 0.6786 \| 0.7662 \| 0.4312 \| 0.7866 \| 0.7127 \| 0.7004 \| \| 1.6015 \| 23.03 \| 8520 \| 0.7963 \| 0.7041 \| 0.8103 \| 0.8751 \| 0.9339 \| 0.8077 \| 0.8721 \| 0.5419 \| 0.8994 \| 0.8681 \| 0.7486 \| 0.8656 \| 0.6782 \| 0.7641 \| 0.4308 \| 0.7837 \| 0.7169 \| 0.6894 \| \| 0.4187 \| 23.08 \| 8540 \| 0.7661 \| 0.7053 \| 0.8102 \| 0.8757 \| 0.9312 \| 0.8135 \| 0.8670 \| 0.5308 \| 0.9034 \| 0.8712 \| 0.7545 \| 0.8658 \| 0.6785 \| 0.7645 \| 0.4317 \| 0.7838 \| 0.7189 \| 0.6939 \| \| 0.1823 \| 23.14 \| 8560 \| 0.7773 \| 0.6978 \| 0.8045 \| 0.8713 \| 0.9323 \| 0.7983 \| 0.8697 \| 0.5399 \| 0.9030 \| 0.8697 \| 0.7185 \| 0.8616 \| 0.6736 \| 0.7637 \| 0.4306 \| 0.7817 \| 0.7118 \| 0.6614 \| \| 0.1152 \| 23.19 \| 8580 \| 0.7167 \| 0.7010 \| 0.8101 \| 0.8736 \| 0.9318 \| 0.8108 \| 0.8777 \| 0.5492 \| 0.8997 \| 0.8631 \| 0.7385 \| 0.8625 \| 0.6747 \| 0.7675 \| 0.4297 \| 0.7869 \| 0.7090 \| 0.6770 \| \| 0.1159 \| 23.24 \| 8600 \| 0.7670 \| 0.7014 \| 0.8082 \| 0.8737 \| 0.9340 \| 0.8076 \| 0.8658 \| 0.5403 \| 0.8995 \| 0.8698 \| 0.7407 \| 0.8628 \| 0.6750 \| 0.7647 \| 0.4303 \| 0.7847 \| 0.7130 \| 0.6796 \| \| 0.194 \| 23.3 \| 8620 \| 0.7899 \| 0.6987 \| 0.7988 \| 0.8731 \| 0.9357 \| 0.7832 \| 0.8648 \| 0.5035 \| 0.9065 \| 0.8646 \| 0.7331 \| 0.8614 \| 0.6729 \| 0.7627 \| 0.4245 \| 0.7849 \| 0.7113 \| 0.6732 \| \| 0.0968 \| 23.35 \| 8640 \| 0.7002 \| 0.7083 \| 0.8120 \| 0.8785 \| 0.9309 \| 0.8076 \| 0.8844 \| 0.5208 \| 0.9029 \| 0.8603 \| 0.7774 \| 0.8682 \| 0.6787 \| 0.7664 \| 0.4284 \| 0.7894 \| 0.7158 \| 0.7113 \| \| 1.4639 \| 23.41 \| 8660 \| 0.7585 \| 0.7071 \| 0.8116 \| 0.8774 \| 0.9342 \| 0.7974 \| 0.8794 \| 0.5378 \| 0.8991 \| 0.8670 \| 0.7663 \| 0.8678 \| 0.6798 \| 0.7667 \| 0.4287 \| 0.7874 \| 0.7146 \| 0.7046 \| \| 0.3679 \| 23.46 \| 8680 \| 0.7567 \| 0.7070 \| 0.8118 \| 0.8771 \| 0.9337 \| 0.8019 \| 0.8765 \| 0.5422 \| 0.9007 \| 0.8639 \| 0.7639 \| 0.8671 \| 0.6800 \| 0.7672 \| 0.4292 \| 0.7872 \| 0.7161 \| 0.7022 \| \| 0.2112 \| 23.51 \| 8700 \| 0.7798 \| 0.7002 \| 0.8010 \| 0.8733 \| 0.9346 \| 0.7861 \| 0.8768 \| 0.5191 \| 0.9075 \| 0.8516 \| 0.7316 \| 0.8612 \| 0.6765 \| 0.7631 \| 0.4289 \| 0.7846 \| 0.7132 \| 0.6742 \| \| 0.1242 \| 23.57 \| 8720 \| 0.8097 \| 0.7044 \| 0.8100 \| 0.8753 \| 0.9325 \| 0.7957 \| 0.8774 \| 0.5472 \| 0.9005 \| 0.8631 \| 0.7537 \| 0.8661 \| 0.6789 \| 0.7632 \| 0.4299 \| 0.7840 \| 0.7148 \| 0.6939 \| \| 0.1271 \| 23.62 \| 8740 \| 0.7291 \| 0.7089 \| 0.8146 \| 0.8785 \| 0.9324 \| 0.8063 \| 0.8788 \| 0.5404 \| 0.8987 \| 0.8673 \| 0.7783 \| 0.8689 \| 0.6798 \| 0.7681 \| 0.4287 \| 0.7886 \| 0.7144 \| 0.7140 \| \| 0.227 \| 23.68 \| 8760 \| 0.7247 \| 0.7100 \| 0.8172 \| 0.8786 \| 0.9300 \| 0.8121 \| 0.8768 \| 0.5467 \| 0.8971 \| 0.8725 \| 0.7851 \| 0.8694 \| 0.6788 \| 0.7661 \| 0.4293 \| 0.7859 \| 0.7208 \| 0.7195 \| \| 0.1366 \| 23.73 \| 8780 \| 0.7366 \| 0.7100 \| 0.8178 \| 0.8783 \| 0.9279 \| 0.8176 \| 0.8717 \| 0.5504 \| 0.8988 \| 0.8737 \| 0.7849 \| 0.8690 \| 0.6777 \| 0.7650 \| 0.4302 \| 0.7840 \| 0.7241 \| 0.7200 \| \| 0.0983 \| 23.78 \| 8800 \| 0.6922 \| 0.7121 \| 0.8167 \| 0.8797 \| 0.9298 \| 0.8021 \| 0.8783 \| 0.5441 \| 0.8989 \| 0.8696 \| 0.7943 \| 0.8703 \| 0.6800 \| 0.7660 \| 0.4312 \| 0.7861 \| 0.7253 \| 0.7257 \| \| 0.04 \| 23.84 \| 8820 \| 0.7027 \| 0.7118 \| 0.8164 \| 0.8795 \| 0.9321 \| 0.8111 \| 0.8738 \| 0.5436 \| 0.8987 \| 0.8643 \| 0.7915 \| 0.8690 \| 0.6799 \| 0.7668 \| 0.4308 \| 0.7867 \| 0.7253 \| 0.7241 \| \| 0.0622 \| 23.89 \| 8840 \| 0.7024 \| 0.7100 \| 0.8136 \| 0.8787 \| 0.9332 \| 0.8089 \| 0.8727 \| 0.5359 \| 0.9015 \| 0.8651 \| 0.7779 \| 0.8687 \| 0.6794 \| 0.7667 \| 0.4319 \| 0.7868 \| 0.7215 \| 0.7147 \| \| 0.1341 \| 23.95 \| 8860 \| 0.6925 \| 0.7084 \| 0.8081 \| 0.8790 \| 0.9332 \| 0.8001 \| 0.8796 \| 0.4940 \| 0.9048 \| 0.8682 \| 0.7765 \| 0.8687 \| 0.6787 \| 0.7658 \| 0.4232 \| 0.7883 \| 0.7207 \| 0.7131 \| \| 0.1644 \| 24.0 \| 8880 \| 0.7891 \| 0.7086 \| 0.8102 \| 0.8781 \| 0.9314 \| 0.7996 \| 0.8774 \| 0.5160 \| 0.9025 \| 0.8664 \| 0.7780 \| 0.8682 \| 0.6798 \| 0.7632 \| 0.4267 \| 0.7845 \| 0.7239 \| 0.7137 \| \| 1.0628 \| 24.05 \| 8900 \| 0.7730 \| 0.7101 \| 0.8108 \| 0.8792 \| 0.9332 \| 0.8048 \| 0.8727 \| 0.5139 \| 0.9035 \| 0.8645 \| 0.7829 \| 0.8681 \| 0.6801 \| 0.7653 \| 0.4277 \| 0.7873 \| 0.7252 \| 0.7171 \| \| 0.1389 \| 24.11 \| 8920 \| 0.7636 \| 0.7097 \| 0.8120 \| 0.8790 \| 0.9320 \| 0.8098 \| 0.8714 \| 0.5149 \| 0.9023 \| 0.8706 \| 0.7828 \| 0.8685 \| 0.6799 \| 0.7649 \| 0.4271 \| 0.7870 \| 0.7240 \| 0.7170 \| \| 0.0408 \| 24.16 \| 8940 \| 0.7707 \| 0.7100 \| 0.8134 \| 0.8787 \| 0.9327 \| 0.8057 \| 0.8759 \| 0.5304 \| 0.8987 \| 0.8672 \| 0.7835 \| 0.8681 \| 0.6802 \| 0.7641 \| 0.4277 \| 0.7853 \| 0.7261 \| 0.7186 \| \| 0.1 \| 24.22 \| 8960 \| 0.7071 \| 0.7121 \| 0.8173 \| 0.8799 \| 0.9289 \| 0.8129 \| 0.8731 \| 0.5437 \| 0.9021 \| 0.8664 \| 0.7940 \| 0.8697 \| 0.6786 \| 0.7677 \| 0.4310 \| 0.7877 \| 0.7259 \| 0.7245 \| \| 0.135 \| 24.27 \| 8980 \| 0.7501 \| 0.7109 \| 0.8137 \| 0.8791 \| 0.9321 \| 0.8073 \| 0.8764 \| 0.5357 \| 0.9032 \| 0.8589 \| 0.7822 \| 0.8686 \| 0.6794 \| 0.7658 \| 0.4296 \| 0.7862 \| 0.7281 \| 0.7187 \| \| 0.3517 \| 24.32 \| 9000 \| 0.7621 \| 0.7114 \| 0.8137 \| 0.8794 \| 0.9322 \| 0.8088 \| 0.8712 \| 0.5408 \| 0.9049 \| 0.8486 \| 0.7894 \| 0.8686 \| 0.6787 \| 0.7670 \| 0.4289 \| 0.7862 \| 0.7267 \| 0.7233 \| \| 0.0275 \| 24.38 \| 9020 \| 0.7665 \| 0.7061 \| 0.8118 \| 0.8769 \| 0.9333 \| 0.8019 \| 0.8751 \| 0.5371 \| 0.8984 \| 0.8716 \| 0.7653 \| 0.8685 \| 0.6792 \| 0.7659 \| 0.4293 \| 0.7863 \| 0.7107 \| 0.7030 \| \| 0.1118 \| 24.43 \| 9040 \| 0.7370 \| 0.7108 \| 0.8117 \| 0.8795 \| 0.9342 \| 0.8043 \| 0.8717 \| 0.5179 \| 0.9016 \| 0.8657 \| 0.7865 \| 0.8678 \| 0.6796 \| 0.7660 \| 0.4288 \| 0.7881 \| 0.7246 \| 0.7205 \| \| 0.1404 \| 24.49 \| 9060 \| 0.7741 \| 0.7094 \| 0.8119 \| 0.8784 \| 0.9324 \| 0.7972 \| 0.8693 \| 0.5348 \| 0.9025 \| 0.8685 \| 0.7786 \| 0.8688 \| 0.6795 \| 0.7652 \| 0.4313 \| 0.7860 \| 0.7210 \| 0.7140 \| \| 0.1383 \| 24.54 \| 9080 \| 0.7696 \| 0.7102 \| 0.8142 \| 0.8786 \| 0.9292 \| 0.8074 \| 0.8720 \| 0.5373 \| 0.9031 \| 0.8665 \| 0.7840 \| 0.8683 \| 0.6793 \| 0.7649 \| 0.4305 \| 0.7856 \| 0.7243 \| 0.7187 \| \| 0.0895 \| 24.59 \| 9100 \| 0.7283 \| 0.7106 \| 0.8164 \| 0.8790 \| 0.9297 \| 0.8120 \| 0.8752 \| 0.5472 \| 0.9017 \| 0.8647 \| 0.7841 \| 0.8695 \| 0.6782 \| 0.7668 \| 0.4318 \| 0.7866 \| 0.7231 \| 0.7185 \| \| 0.1423 \| 24.65 \| 9120 \| 0.7587 \| 0.7101 \| 0.8113 \| 0.8791 \| 0.9336 \| 0.8059 \| 0.8696 \| 0.5177 \| 0.9028 \| 0.8689 \| 0.7809 \| 0.8683 \| 0.6798 \| 0.7654 \| 0.4303 \| 0.7875 \| 0.7226 \| 0.7164 \| \| 0.2422 \| 24.7 \| 9140 \| 0.7617 \| 0.7083 \| 0.8116 \| 0.8777 \| 0.9357 \| 0.8067 \| 0.8668 \| 0.5347 \| 0.8999 \| 0.8668 \| 0.7706 \| 0.8672 \| 0.6792 \| 0.7651 \| 0.4330 \| 0.7865 \| 0.7188 \| 0.7086 \| \| 0.2002 \| 24.76 \| 9160 \| 0.8112 \| 0.7090 \| 0.8078 \| 0.8784 \| 0.9318 \| 0.8020 \| 0.8765 \| 0.5168 \| 0.9099 \| 0.8361 \| 0.7814 \| 0.8673 \| 0.6797 \| 0.7645 \| 0.4279 \| 0.7846 \| 0.7216 \| 0.7176 \| \| 0.0573 \| 24.81 \| 9180 \| 0.8119 \| 0.7100 \| 0.8115 \| 0.8790 \| 0.9326 \| 0.8155 \| 0.8656 \| 0.5155 \| 0.9044 \| 0.8623 \| 0.7843 \| 0.8677 \| 0.6781 \| 0.7643 \| 0.4283 \| 0.7864 \| 0.7256 \| 0.7192 \| \| 0.1477 \| 24.86 \| 9200 \| 0.7879 \| 0.7094 \| 0.8093 \| 0.8790 \| 0.9347 \| 0.8030 \| 0.8710 \| 0.5039 \| 0.9020 \| 0.8678 \| 0.7827 \| 0.8678 \| 0.6796 \| 0.7638 \| 0.4252 \| 0.7865 \| 0.7250 \| 0.7183 \| \| 0.085 \| 24.92 \| 9220 \| 0.7683 \| 0.7080 \| 0.8095 \| 0.8780 \| 0.9361 \| 0.8065 \| 0.8634 \| 0.5238 \| 0.9038 \| 0.8640 \| 0.7689 \| 0.8671 \| 0.6792 \| 0.7658 \| 0.4320 \| 0.7884 \| 0.7163 \| 0.7071 \| \| 0.1344 \| 24.97 \| 9240 \| 0.7613 \| 0.7092 \| 0.8104 \| 0.8790 \| 0.9352 \| 0.8067 \| 0.8732 \| 0.5054 \| 0.8997 \| 0.8714 \| 0.7814 \| 0.8677 \| 0.6795 \| 0.7649 \| 0.4259 \| 0.7883 \| 0.7211 \| 0.7170 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-ade-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5503 - Mean Iou: 0.7259 - Mean Accuracy: 0.8239 - Overall Accuracy: 0.8905 - Accuracy Water: 0.9420 - Accuracy Whitewater: 0.8275 - Accuracy Sediment: 0.8697 - Accuracy Other Natural Terrain: 0.5254 - Accuracy Vegetation: 0.9118 - Accuracy Development: 0.8725 - Accuracy Unknown: 0.8182 - Iou Water: 0.8743 - Iou Whitewater: 0.7005 - Iou Sediment: 0.7725 - Iou Other Natural Terrain: 0.4188 - Iou Vegetation: 0.8159 - Iou Development: 0.7204 - Iou Unknown: 0.7786 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7996 \| 0.05 \| 20 \| 1.6618 \| 0.1385 \| 0.2334 \| 0.4197 \| 0.2605 \| 0.0017 \| 0.0998 \| 0.0001 \| 0.9645 \| 0.0257 \| 0.2812 \| 0.2371 \| 0.0017 \| 0.0706 \| 0.0001 \| 0.3546 \| 0.0243 \| 0.2812 \| \| 1.6351 \| 0.11 \| 40 \| 1.3796 \| 0.2802 \| 0.3790 \| 0.6323 \| 0.7576 \| 0.0019 \| 0.3713 \| 0.0001 \| 0.9269 \| 0.2917 \| 0.3035 \| 0.6296 \| 0.0019 \| 0.2979 \| 0.0001 \| 0.4993 \| 0.2290 \| 0.3033 \| \| 1.3244 \| 0.16 \| 60 \| 1.1775 \| 0.2816 \| 0.3728 \| 0.6589 \| 0.8328 \| 0.0278 \| 0.2458 \| 0.0 \| 0.9754 \| 0.1749 \| 0.3532 \| 0.7031 \| 0.0278 \| 0.2039 \| 0.0 \| 0.5275 \| 0.1594 \| 0.3491 \| \| 1.141 \| 0.22 \| 80 \| 1.0487 \| 0.3248 \| 0.4152 \| 0.6952 \| 0.8715 \| 0.0146 \| 0.2582 \| 0.0 \| 0.9688 \| 0.3943 \| 0.3991 \| 0.7104 \| 0.0146 \| 0.2183 \| 0.0 \| 0.5762 \| 0.3599 \| 0.3942 \| \| 1.2046 \| 0.27 \| 100 \| 0.9807 \| 0.3916 \| 0.5008 \| 0.7341 \| 0.8654 \| 0.0558 \| 0.6314 \| 0.0 \| 0.9231 \| 0.6309 \| 0.3992 \| 0.7483 \| 0.0556 \| 0.4279 \| 0.0 \| 0.6178 \| 0.4942 \| 0.3973 \| \| 0.8813 \| 0.32 \| 120 \| 0.9001 \| 0.4088 \| 0.5210 \| 0.7502 \| 0.8914 \| 0.0256 \| 0.6221 \| 0.0 \| 0.8907 \| 0.7535 \| 0.4639 \| 0.7625 \| 0.0256 \| 0.4717 \| 0.0 \| 0.6289 \| 0.5149 \| 0.4577 \| \| 1.1054 \| 0.38 \| 140 \| 0.8345 \| 0.4071 \| 0.5236 \| 0.7503 \| 0.9017 \| 0.0017 \| 0.6190 \| 0.0 \| 0.8647 \| 0.8093 \| 0.4685 \| 0.7541 \| 0.0017 \| 0.4967 \| 0.0 \| 0.6349 \| 0.5003 \| 0.4621 \| \| 1.33 \| 0.43 \| 160 \| 0.8624 \| 0.4254 \| 0.5412 \| 0.7580 \| 0.8682 \| 0.0640 \| 0.6765 \| 0.0 \| 0.9082 \| 0.8024 \| 0.4692 \| 0.7719 \| 0.0639 \| 0.5188 \| 0.0 \| 0.6361 \| 0.5249 \| 0.4623 \| \| 0.9514 \| 0.49 \| 180 \| 0.7666 \| 0.4413 \| 0.5632 \| 0.7751 \| 0.8997 \| 0.0773 \| 0.7375 \| 0.0 \| 0.8850 \| 0.8480 \| 0.4949 \| 0.7864 \| 0.0770 \| 0.5149 \| 0.0 \| 0.6838 \| 0.5424 \| 0.4848 \| \| 0.9908 \| 0.54 \| 200 \| 0.7238 \| 0.4625 \| 0.5783 \| 0.7808 \| 0.9173 \| 0.1737 \| 0.7531 \| 0.0 \| 0.8696 \| 0.8350 \| 0.4994 \| 0.7847 \| 0.1722 \| 0.5914 \| 0.0 \| 0.6776 \| 0.5230 \| 0.4888 \| \| 0.6507 \| 0.59 \| 220 \| 0.7059 \| 0.4730 \| 0.5939 \| 0.7842 \| 0.9030 \| 0.2181 \| 0.8172 \| 0.0 \| 0.8698 \| 0.8533 \| 0.4961 \| 0.7760 \| 0.2161 \| 0.5692 \| 0.0 \| 0.6904 \| 0.5716 \| 0.4877 \| \| 0.8612 \| 0.65 \| 240 \| 0.6863 \| 0.4878 \| 0.6020 \| 0.7871 \| 0.9168 \| 0.2972 \| 0.8751 \| 0.0 \| 0.8585 \| 0.7589 \| 0.5076 \| 0.7607 \| 0.2871 \| 0.5770 \| 0.0 \| 0.6964 \| 0.5970 \| 0.4963 \| \| 0.817 \| 0.7 \| 260 \| 0.6994 \| 0.4870 \| 0.5971 \| 0.7853 \| 0.9158 \| 0.3467 \| 0.7023 \| 0.0 \| 0.8749 \| 0.7940 \| 0.5462 \| 0.7684 \| 0.3327 \| 0.4967 \| 0.0 \| 0.6952 \| 0.5854 \| 0.5306 \| \| 0.7013 \| 0.76 \| 280 \| 0.7039 \| 0.5090 \| 0.6147 \| 0.7952 \| 0.8864 \| 0.4188 \| 0.8107 \| 0.0 \| 0.9333 \| 0.7519 \| 0.5019 \| 0.7943 \| 0.3898 \| 0.6044 \| 0.0 \| 0.6824 \| 0.6012 \| 0.4910 \| \| 0.5296 \| 0.81 \| 300 \| 0.6780 \| 0.5184 \| 0.6354 \| 0.7942 \| 0.9253 \| 0.6229 \| 0.6595 \| 0.0 \| 0.8711 \| 0.8447 \| 0.5244 \| 0.7922 \| 0.5030 \| 0.5563 \| 0.0 \| 0.6795 \| 0.5932 \| 0.5049 \| \| 1.9473 \| 0.86 \| 320 \| 0.6378 \| 0.5484 \| 0.6550 \| 0.8145 \| 0.9153 \| 0.5907 \| 0.7930 \| 0.0 \| 0.9067 \| 0.8167 \| 0.5625 \| 0.8053 \| 0.5191 \| 0.6401 \| 0.0 \| 0.7114 \| 0.6272 \| 0.5354 \| \| 0.6526 \| 0.92 \| 340 \| 0.6640 \| 0.5198 \| 0.6270 \| 0.8036 \| 0.9080 \| 0.4719 \| 0.7448 \| 0.0 \| 0.9251 \| 0.8294 \| 0.5101 \| 0.8101 \| 0.4285 \| 0.6169 \| 0.0 \| 0.6985 \| 0.5846 \| 0.5003 \| \| 0.6158 \| 0.97 \| 360 \| 0.6036 \| 0.5635 \| 0.6660 \| 0.8236 \| 0.9305 \| 0.5957 \| 0.8159 \| 0.0 \| 0.8971 \| 0.8425 \| 0.5806 \| 0.8109 \| 0.5478 \| 0.6469 \| 0.0 \| 0.7266 \| 0.6656 \| 0.5467 \| \| 0.6889 \| 1.03 \| 380 \| 0.6122 \| 0.5689 \| 0.6857 \| 0.8245 \| 0.9078 \| 0.6870 \| 0.8587 \| 0.0 \| 0.8972 \| 0.8718 \| 0.5773 \| 0.8265 \| 0.5679 \| 0.6732 \| 0.0 \| 0.7144 \| 0.6527 \| 0.5475 \| \| 0.8398 \| 1.08 \| 400 \| 0.6046 \| 0.5639 \| 0.6609 \| 0.8259 \| 0.9239 \| 0.6264 \| 0.8207 \| 0.0 \| 0.9428 \| 0.7562 \| 0.5564 \| 0.8154 \| 0.5376 \| 0.6656 \| 0.0 \| 0.7300 \| 0.6566 \| 0.5419 \| \| 0.5525 \| 1.14 \| 420 \| 0.5844 \| 0.5614 \| 0.6918 \| 0.8149 \| 0.9346 \| 0.6915 \| 0.8565 \| 0.0001 \| 0.7892 \| 0.9305 \| 0.6401 \| 0.8060 \| 0.5956 \| 0.6503 \| 0.0001 \| 0.7033 \| 0.5758 \| 0.5986 \| \| 0.4518 \| 1.19 \| 440 \| 0.5928 \| 0.5694 \| 0.6943 \| 0.8232 \| 0.8681 \| 0.6488 \| 0.8886 \| 0.0001 \| 0.8696 \| 0.8152 \| 0.7697 \| 0.7924 \| 0.5603 \| 0.5927 \| 0.0001 \| 0.7465 \| 0.6463 \| 0.6476 \| \| 0.3196 \| 1.24 \| 460 \| 0.6074 \| 0.5595 \| 0.6550 \| 0.8218 \| 0.9200 \| 0.5712 \| 0.8242 \| 0.0 \| 0.9328 \| 0.7890 \| 0.5480 \| 0.8181 \| 0.5260 \| 0.6730 \| 0.0 \| 0.7156 \| 0.6673 \| 0.5162 \| \| 0.5027 \| 1.3 \| 480 \| 0.5926 \| 0.5682 \| 0.6860 \| 0.8250 \| 0.9250 \| 0.7513 \| 0.8576 \| 0.0 \| 0.9062 \| 0.8556 \| 0.5061 \| 0.8217 \| 0.5813 \| 0.6973 \| 0.0 \| 0.7260 \| 0.6568 \| 0.4940 \| \| 0.6623 \| 1.35 \| 500 \| 0.5957 \| 0.5612 \| 0.6748 \| 0.8241 \| 0.9321 \| 0.6650 \| 0.8496 \| 0.0 \| 0.9014 \| 0.8574 \| 0.5178 \| 0.8284 \| 0.5701 \| 0.6787 \| 0.0 \| 0.7315 \| 0.6148 \| 0.5048 \| \| 0.4123 \| 1.41 \| 520 \| 0.5802 \| 0.5710 \| 0.6924 \| 0.8242 \| 0.9141 \| 0.7787 \| 0.8525 \| 0.0 \| 0.9029 \| 0.8788 \| 0.5197 \| 0.8244 \| 0.6246 \| 0.6937 \| 0.0 \| 0.7247 \| 0.6218 \| 0.5080 \| \| 0.3567 \| 1.46 \| 540 \| 0.5760 \| 0.5750 \| 0.6763 \| 0.8265 \| 0.9232 \| 0.7055 \| 0.8190 \| 0.0002 \| 0.9256 \| 0.8169 \| 0.5436 \| 0.8258 \| 0.6074 \| 0.6963 \| 0.0002 \| 0.7149 \| 0.6564 \| 0.5244 \| \| 0.3404 \| 1.51 \| 560 \| 0.5725 \| 0.5788 \| 0.6787 \| 0.8325 \| 0.9322 \| 0.6995 \| 0.8212 \| 0.0021 \| 0.9249 \| 0.7782 \| 0.5930 \| 0.8140 \| 0.5872 \| 0.6826 \| 0.0021 \| 0.7438 \| 0.6502 \| 0.5719 \| \| 0.3542 \| 1.57 \| 580 \| 0.5759 \| 0.5872 \| 0.6949 \| 0.8336 \| 0.9302 \| 0.7720 \| 0.8318 \| 0.0004 \| 0.9124 \| 0.8626 \| 0.5549 \| 0.8286 \| 0.6374 \| 0.7063 \| 0.0004 \| 0.7300 \| 0.6646 \| 0.5429 \| \| 0.5647 \| 1.62 \| 600 \| 0.5635 \| 0.5926 \| 0.7132 \| 0.8380 \| 0.9124 \| 0.8427 \| 0.8749 \| 0.0003 \| 0.9089 \| 0.8359 \| 0.6171 \| 0.8388 \| 0.6198 \| 0.6904 \| 0.0003 \| 0.7343 \| 0.6800 \| 0.5846 \| \| 0.342 \| 1.68 \| 620 \| 0.5616 \| 0.5793 \| 0.7065 \| 0.8285 \| 0.9150 \| 0.8240 \| 0.8075 \| 0.0 \| 0.8730 \| 0.8915 \| 0.6343 \| 0.8351 \| 0.6019 \| 0.6871 \| 0.0 \| 0.7122 \| 0.6332 \| 0.5861 \| \| 0.4183 \| 1.73 \| 640 \| 0.5514 \| 0.5959 \| 0.6992 \| 0.8388 \| 0.9208 \| 0.7985 \| 0.8213 \| 0.0014 \| 0.9300 \| 0.7947 \| 0.6275 \| 0.8396 \| 0.6423 \| 0.6872 \| 0.0014 \| 0.7278 \| 0.6710 \| 0.6018 \| \| 1.0677 \| 1.78 \| 660 \| 0.5618 \| 0.5915 \| 0.6959 \| 0.8370 \| 0.9145 \| 0.7630 \| 0.8128 \| 0.0 \| 0.9274 \| 0.8135 \| 0.6402 \| 0.8335 \| 0.6267 \| 0.6889 \| 0.0 \| 0.7329 \| 0.6622 \| 0.5965 \| \| 0.5682 \| 1.84 \| 680 \| 0.5212 \| 0.6035 \| 0.7052 \| 0.8464 \| 0.9383 \| 0.7473 \| 0.8452 \| 0.0028 \| 0.9098 \| 0.8419 \| 0.6513 \| 0.8326 \| 0.6173 \| 0.6857 \| 0.0028 \| 0.7524 \| 0.6972 \| 0.6363 \| \| 0.4499 \| 1.89 \| 700 \| 0.5389 \| 0.6082 \| 0.7131 \| 0.8436 \| 0.9029 \| 0.7818 \| 0.8322 \| 0.0123 \| 0.9274 \| 0.8649 \| 0.6701 \| 0.8398 \| 0.6534 \| 0.6920 \| 0.0123 \| 0.7300 \| 0.6789 \| 0.6509 \| \| 0.737 \| 1.95 \| 720 \| 0.5390 \| 0.5997 \| 0.7012 \| 0.8387 \| 0.8985 \| 0.7270 \| 0.8226 \| 0.0193 \| 0.9179 \| 0.7850 \| 0.7382 \| 0.8268 \| 0.6141 \| 0.6959 \| 0.0193 \| 0.7329 \| 0.6829 \| 0.6258 \| \| 1.8862 \| 2.0 \| 740 \| 0.5632 \| 0.5918 \| 0.7112 \| 0.8369 \| 0.9257 \| 0.8057 \| 0.8401 \| 0.0134 \| 0.8963 \| 0.9235 \| 0.5735 \| 0.8326 \| 0.6244 \| 0.7105 \| 0.0134 \| 0.7381 \| 0.6613 \| 0.5624 \| \| 0.3969 \| 2.05 \| 760 \| 0.5738 \| 0.5775 \| 0.6803 \| 0.8329 \| 0.9267 \| 0.7258 \| 0.8365 \| 0.0115 \| 0.9479 \| 0.7698 \| 0.5435 \| 0.8327 \| 0.5740 \| 0.7178 \| 0.0115 \| 0.7364 \| 0.6421 \| 0.5283 \| \| 0.4485 \| 2.11 \| 780 \| 0.5115 \| 0.5808 \| 0.7162 \| 0.8347 \| 0.9213 \| 0.8359 \| 0.8539 \| 0.0257 \| 0.8887 \| 0.9209 \| 0.5672 \| 0.8416 \| 0.5746 \| 0.7114 \| 0.0256 \| 0.7521 \| 0.6147 \| 0.5459 \| \| 0.4601 \| 2.16 \| 800 \| 0.4928 \| 0.6289 \| 0.7265 \| 0.8589 \| 0.9338 \| 0.7416 \| 0.7906 \| 0.0709 \| 0.9098 \| 0.8631 \| 0.7759 \| 0.8394 \| 0.6178 \| 0.7066 \| 0.0707 \| 0.7757 \| 0.6895 \| 0.7030 \| \| 1.3914 \| 2.22 \| 820 \| 0.4974 \| 0.6289 \| 0.7243 \| 0.8595 \| 0.9320 \| 0.7422 \| 0.8269 \| 0.0654 \| 0.9166 \| 0.8002 \| 0.7869 \| 0.8399 \| 0.6236 \| 0.7058 \| 0.0652 \| 0.7781 \| 0.6824 \| 0.7073 \| \| 0.2324 \| 2.27 \| 840 \| 0.4771 \| 0.6282 \| 0.7488 \| 0.8591 \| 0.9165 \| 0.8484 \| 0.8886 \| 0.0381 \| 0.8783 \| 0.8598 \| 0.8117 \| 0.8444 \| 0.6400 \| 0.6924 \| 0.0380 \| 0.7777 \| 0.6837 \| 0.7214 \| \| 0.6388 \| 2.32 \| 860 \| 0.4670 \| 0.6300 \| 0.7361 \| 0.8591 \| 0.9277 \| 0.8268 \| 0.8403 \| 0.0739 \| 0.9251 \| 0.8473 \| 0.7111 \| 0.8454 \| 0.6490 \| 0.7112 \| 0.0731 \| 0.7831 \| 0.6738 \| 0.6743 \| \| 0.2188 \| 2.38 \| 880 \| 0.4928 \| 0.6232 \| 0.7423 \| 0.8471 \| 0.9248 \| 0.8602 \| 0.8602 \| 0.2115 \| 0.9274 \| 0.8505 \| 0.5618 \| 0.8433 \| 0.6290 \| 0.7404 \| 0.2050 \| 0.7739 \| 0.6265 \| 0.5444 \| \| 0.7092 \| 2.43 \| 900 \| 0.4844 \| 0.6309 \| 0.7335 \| 0.8565 \| 0.9195 \| 0.7766 \| 0.8661 \| 0.1365 \| 0.9419 \| 0.8232 \| 0.6709 \| 0.8537 \| 0.6358 \| 0.7335 \| 0.1323 \| 0.7738 \| 0.6501 \| 0.6374 \| \| 0.7643 \| 2.49 \| 920 \| 0.4768 \| 0.6334 \| 0.7428 \| 0.8560 \| 0.9253 \| 0.7818 \| 0.8491 \| 0.1362 \| 0.8976 \| 0.8848 \| 0.7245 \| 0.8473 \| 0.6349 \| 0.7250 \| 0.1338 \| 0.7687 \| 0.6468 \| 0.6771 \| \| 0.3122 \| 2.54 \| 940 \| 0.4602 \| 0.6392 \| 0.7361 \| 0.8620 \| 0.9343 \| 0.7936 \| 0.8124 \| 0.0915 \| 0.9176 \| 0.8384 \| 0.7647 \| 0.8443 \| 0.6415 \| 0.7129 \| 0.0901 \| 0.7736 \| 0.6969 \| 0.7151 \| \| 0.4749 \| 2.59 \| 960 \| 0.5159 \| 0.6405 \| 0.7421 \| 0.8649 \| 0.9295 \| 0.8029 \| 0.8561 \| 0.0751 \| 0.9145 \| 0.8401 \| 0.7769 \| 0.8443 \| 0.6460 \| 0.7174 \| 0.0742 \| 0.7883 \| 0.6921 \| 0.7210 \| \| 0.2705 \| 2.65 \| 980 \| 0.5420 \| 0.6110 \| 0.7160 \| 0.8431 \| 0.9321 \| 0.8193 \| 0.8397 \| 0.1128 \| 0.9387 \| 0.8182 \| 0.5512 \| 0.8466 \| 0.6527 \| 0.7419 \| 0.1109 \| 0.7489 \| 0.6416 \| 0.5345 \| \| 0.4277 \| 2.7 \| 1000 \| 0.5636 \| 0.5942 \| 0.7261 \| 0.8374 \| 0.9211 \| 0.8345 \| 0.8916 \| 0.0744 \| 0.8874 \| 0.9127 \| 0.5612 \| 0.8470 \| 0.6492 \| 0.6832 \| 0.0737 \| 0.7656 \| 0.6105 \| 0.5300 \| \| 0.3361 \| 2.76 \| 1020 \| 0.5560 \| 0.5980 \| 0.7126 \| 0.8379 \| 0.9340 \| 0.8012 \| 0.8863 \| 0.1015 \| 0.9195 \| 0.8318 \| 0.5139 \| 0.8424 \| 0.6616 \| 0.6936 \| 0.1003 \| 0.7576 \| 0.6233 \| 0.5075 \| \| 0.2131 \| 2.81 \| 1040 \| 0.4922 \| 0.6332 \| 0.7542 \| 0.8464 \| 0.9243 \| 0.8445 \| 0.8604 \| 0.2245 \| 0.8791 \| 0.9215 \| 0.6252 \| 0.8423 \| 0.6536 \| 0.7311 \| 0.2194 \| 0.7509 \| 0.6570 \| 0.5780 \| \| 0.4304 \| 2.86 \| 1060 \| 0.4797 \| 0.6432 \| 0.7414 \| 0.8561 \| 0.9357 \| 0.8259 \| 0.8261 \| 0.1822 \| 0.9262 \| 0.8392 \| 0.6541 \| 0.8442 \| 0.6658 \| 0.7358 \| 0.1796 \| 0.7624 \| 0.6887 \| 0.6260 \| \| 0.3788 \| 2.92 \| 1080 \| 0.4500 \| 0.6428 \| 0.7568 \| 0.8583 \| 0.9292 \| 0.8807 \| 0.8560 \| 0.1840 \| 0.9145 \| 0.8782 \| 0.6547 \| 0.8469 \| 0.6292 \| 0.7258 \| 0.1791 \| 0.7699 \| 0.7106 \| 0.6380 \| \| 0.3109 \| 2.97 \| 1100 \| 0.4402 \| 0.6453 \| 0.7467 \| 0.8584 \| 0.9378 \| 0.7490 \| 0.8789 \| 0.2150 \| 0.9112 \| 0.8963 \| 0.6385 \| 0.8503 \| 0.6480 \| 0.7422 \| 0.2072 \| 0.7725 \| 0.6728 \| 0.6245 \| \| 0.313 \| 3.03 \| 1120 \| 0.4730 \| 0.6509 \| 0.7636 \| 0.8611 \| 0.9233 \| 0.8228 \| 0.9004 \| 0.2175 \| 0.9036 \| 0.8874 \| 0.6900 \| 0.8466 \| 0.6430 \| 0.7358 \| 0.1968 \| 0.7787 \| 0.6857 \| 0.6697 \| \| 0.5267 \| 3.08 \| 1140 \| 0.4381 \| 0.6790 \| 0.7837 \| 0.8731 \| 0.9227 \| 0.8276 \| 0.8415 \| 0.2900 \| 0.9056 \| 0.8945 \| 0.8039 \| 0.8552 \| 0.6517 \| 0.7441 \| 0.2698 \| 0.7864 \| 0.6791 \| 0.7669 \| \| 0.6162 \| 3.14 \| 1160 \| 0.4643 \| 0.6700 \| 0.7670 \| 0.8663 \| 0.9274 \| 0.8280 \| 0.8118 \| 0.2924 \| 0.9304 \| 0.8529 \| 0.7259 \| 0.8506 \| 0.6576 \| 0.7353 \| 0.2801 \| 0.7738 \| 0.6960 \| 0.6968 \| \| 0.3309 \| 3.19 \| 1180 \| 0.4844 \| 0.6540 \| 0.7608 \| 0.8618 \| 0.9289 \| 0.8232 \| 0.8624 \| 0.2114 \| 0.9033 \| 0.8873 \| 0.7092 \| 0.8458 \| 0.6655 \| 0.7206 \| 0.1999 \| 0.7761 \| 0.6856 \| 0.6845 \| \| 0.2346 \| 3.24 \| 1200 \| 0.4521 \| 0.6686 \| 0.7638 \| 0.8681 \| 0.9423 \| 0.7894 \| 0.8419 \| 0.2557 \| 0.9073 \| 0.8754 \| 0.7347 \| 0.8413 \| 0.6693 \| 0.7318 \| 0.2380 \| 0.7906 \| 0.7006 \| 0.7088 \| \| 0.2851 \| 3.3 \| 1220 \| 0.4731 \| 0.6556 \| 0.7634 \| 0.8647 \| 0.9003 \| 0.6759 \| 0.8933 \| 0.2520 \| 0.8915 \| 0.8734 \| 0.8572 \| 0.8400 \| 0.5774 \| 0.7224 \| 0.2397 \| 0.7908 \| 0.7053 \| 0.7138 \| \| 0.293 \| 3.35 \| 1240 \| 0.4126 \| 0.6998 \| 0.7967 \| 0.8843 \| 0.9266 \| 0.8391 \| 0.8298 \| 0.3422 \| 0.9229 \| 0.8507 \| 0.8652 \| 0.8573 \| 0.6491 \| 0.7313 \| 0.3177 \| 0.8105 \| 0.7219 \| 0.8111 \| \| 0.839 \| 3.41 \| 1260 \| 0.4382 \| 0.6837 \| 0.7752 \| 0.8793 \| 0.9373 \| 0.7954 \| 0.8550 \| 0.2738 \| 0.9309 \| 0.8478 \| 0.7862 \| 0.8548 \| 0.6647 \| 0.7335 \| 0.2611 \| 0.8145 \| 0.7042 \| 0.7530 \| \| 0.5775 \| 3.46 \| 1280 \| 0.4951 \| 0.6536 \| 0.7549 \| 0.8610 \| 0.9445 \| 0.7814 \| 0.9085 \| 0.2600 \| 0.9057 \| 0.8165 \| 0.6675 \| 0.8380 \| 0.6630 \| 0.7178 \| 0.2207 \| 0.7940 \| 0.6989 \| 0.6427 \| \| 0.3429 \| 3.51 \| 1300 \| 0.4591 \| 0.6826 \| 0.7888 \| 0.8713 \| 0.9157 \| 0.8246 \| 0.8578 \| 0.3419 \| 0.9111 \| 0.9014 \| 0.7690 \| 0.8469 \| 0.6664 \| 0.7445 \| 0.3085 \| 0.7920 \| 0.6777 \| 0.7419 \| \| 0.2416 \| 3.57 \| 1320 \| 0.4521 \| 0.6707 \| 0.7700 \| 0.8722 \| 0.9411 \| 0.8200 \| 0.8904 \| 0.2413 \| 0.9090 \| 0.8340 \| 0.7542 \| 0.8469 \| 0.6624 \| 0.7226 \| 0.2227 \| 0.8006 \| 0.7015 \| 0.7381 \| \| 0.4017 \| 3.62 \| 1340 \| 0.4673 \| 0.6726 \| 0.7685 \| 0.8720 \| 0.9368 \| 0.7864 \| 0.8589 \| 0.2893 \| 0.9194 \| 0.8137 \| 0.7752 \| 0.8509 \| 0.6550 \| 0.7348 \| 0.2628 \| 0.8004 \| 0.6654 \| 0.7386 \| \| 0.1852 \| 3.68 \| 1360 \| 0.4635 \| 0.6838 \| 0.7842 \| 0.8742 \| 0.9347 \| 0.8221 \| 0.8274 \| 0.3451 \| 0.9135 \| 0.8714 \| 0.7755 \| 0.8598 \| 0.6648 \| 0.7542 \| 0.3115 \| 0.7953 \| 0.6643 \| 0.7366 \| \| 0.6558 \| 3.73 \| 1380 \| 0.5199 \| 0.6479 \| 0.7609 \| 0.8560 \| 0.9454 \| 0.8007 \| 0.8875 \| 0.3075 \| 0.8921 \| 0.8780 \| 0.6153 \| 0.8552 \| 0.6688 \| 0.7489 \| 0.2787 \| 0.7888 \| 0.6062 \| 0.5883 \| \| 0.3409 \| 3.78 \| 1400 \| 0.4640 \| 0.6676 \| 0.7790 \| 0.8633 \| 0.9285 \| 0.7885 \| 0.8312 \| 0.4431 \| 0.9145 \| 0.8346 \| 0.7125 \| 0.8583 \| 0.6600 \| 0.7396 \| 0.3493 \| 0.8009 \| 0.6203 \| 0.6446 \| \| 0.2649 \| 3.84 \| 1420 \| 0.5892 \| 0.6478 \| 0.7655 \| 0.8511 \| 0.9392 \| 0.7808 \| 0.8388 \| 0.4182 \| 0.8934 \| 0.8889 \| 0.5991 \| 0.8528 \| 0.6674 \| 0.7215 \| 0.3482 \| 0.7895 \| 0.5867 \| 0.5687 \| \| 0.4681 \| 3.89 \| 1440 \| 0.4774 \| 0.6900 \| 0.7848 \| 0.8785 \| 0.9377 \| 0.8266 \| 0.8489 \| 0.3595 \| 0.9327 \| 0.8117 \| 0.7766 \| 0.8532 \| 0.6745 \| 0.7194 \| 0.3210 \| 0.8169 \| 0.7024 \| 0.7428 \| \| 0.7559 \| 3.95 \| 1460 \| 0.4725 \| 0.6771 \| 0.7733 \| 0.8704 \| 0.9352 \| 0.8051 \| 0.8298 \| 0.3240 \| 0.9215 \| 0.8545 \| 0.7427 \| 0.8539 \| 0.6685 \| 0.7301 \| 0.3056 \| 0.7896 \| 0.6841 \| 0.7077 \| \| 0.3047 \| 4.0 \| 1480 \| 0.4709 \| 0.6773 \| 0.7762 \| 0.8686 \| 0.9153 \| 0.7712 \| 0.8651 \| 0.3327 \| 0.9098 \| 0.8260 \| 0.8129 \| 0.8451 \| 0.6611 \| 0.7425 \| 0.3060 \| 0.7887 \| 0.6874 \| 0.7101 \| \| 0.2191 \| 4.05 \| 1500 \| 0.4516 \| 0.6901 \| 0.7932 \| 0.8757 \| 0.9385 \| 0.8364 \| 0.8641 \| 0.3807 \| 0.9018 \| 0.8517 \| 0.7796 \| 0.8488 \| 0.6782 \| 0.7423 \| 0.3259 \| 0.8072 \| 0.6781 \| 0.7503 \| \| 0.3001 \| 4.11 \| 1520 \| 0.4885 \| 0.6808 \| 0.7846 \| 0.8677 \| 0.9408 \| 0.8009 \| 0.8662 \| 0.4246 \| 0.9019 \| 0.8494 \| 0.7082 \| 0.8505 \| 0.6773 \| 0.7501 \| 0.3428 \| 0.7870 \| 0.6753 \| 0.6823 \| \| 0.4489 \| 4.16 \| 1540 \| 0.4531 \| 0.6884 \| 0.7905 \| 0.8779 \| 0.9243 \| 0.8295 \| 0.8128 \| 0.3443 \| 0.9181 \| 0.8716 \| 0.8325 \| 0.8591 \| 0.6756 \| 0.7198 \| 0.2901 \| 0.8047 \| 0.6798 \| 0.7896 \| \| 0.3684 \| 4.22 \| 1560 \| 0.4794 \| 0.6871 \| 0.7968 \| 0.8723 \| 0.9387 \| 0.8436 \| 0.8621 \| 0.4160 \| 0.8944 \| 0.8819 \| 0.7407 \| 0.8562 \| 0.6723 \| 0.7477 \| 0.3495 \| 0.7952 \| 0.6789 \| 0.7101 \| \| 0.5706 \| 4.27 \| 1580 \| 0.5364 \| 0.6783 \| 0.7810 \| 0.8687 \| 0.9245 \| 0.8144 \| 0.8753 \| 0.3755 \| 0.9310 \| 0.8559 \| 0.6905 \| 0.8558 \| 0.6808 \| 0.7445 \| 0.3183 \| 0.7911 \| 0.6939 \| 0.6638 \| \| 0.1208 \| 4.32 \| 1600 \| 0.4386 \| 0.7019 \| 0.7988 \| 0.8822 \| 0.9263 \| 0.8024 \| 0.8679 \| 0.3790 \| 0.9054 \| 0.8363 \| 0.8744 \| 0.8585 \| 0.6713 \| 0.7511 \| 0.3355 \| 0.8077 \| 0.7271 \| 0.7618 \| \| 0.2512 \| 4.38 \| 1620 \| 0.5227 \| 0.6897 \| 0.7935 \| 0.8710 \| 0.9184 \| 0.8347 \| 0.8438 \| 0.4322 \| 0.9258 \| 0.8585 \| 0.7408 \| 0.8614 \| 0.6786 \| 0.7523 \| 0.3617 \| 0.7773 \| 0.6904 \| 0.7065 \| \| 0.3166 \| 4.43 \| 1640 \| 0.5045 \| 0.6884 \| 0.7824 \| 0.8706 \| 0.9340 \| 0.8140 \| 0.8594 \| 0.4231 \| 0.9338 \| 0.8053 \| 0.7069 \| 0.8569 \| 0.6783 \| 0.7576 \| 0.3741 \| 0.7811 \| 0.6863 \| 0.6844 \| \| 0.2665 \| 4.49 \| 1660 \| 0.5188 \| 0.6725 \| 0.7821 \| 0.8632 \| 0.9365 \| 0.8342 \| 0.8434 \| 0.4594 \| 0.9219 \| 0.8279 \| 0.6515 \| 0.8532 \| 0.6581 \| 0.7450 \| 0.4004 \| 0.7945 \| 0.6334 \| 0.6231 \| \| 0.1356 \| 4.54 \| 1680 \| 0.5240 \| 0.6725 \| 0.7858 \| 0.8641 \| 0.9459 \| 0.8062 \| 0.8686 \| 0.4517 \| 0.8929 \| 0.8764 \| 0.6592 \| 0.8543 \| 0.6672 \| 0.7614 \| 0.3837 \| 0.8082 \| 0.6011 \| 0.6317 \| \| 0.1726 \| 4.59 \| 1700 \| 0.4637 \| 0.6945 \| 0.8060 \| 0.8743 \| 0.9451 \| 0.7883 \| 0.8735 \| 0.4841 \| 0.8618 \| 0.8822 \| 0.8067 \| 0.8566 \| 0.6661 \| 0.7613 \| 0.3600 \| 0.7912 \| 0.6819 \| 0.7442 \| \| 0.2107 \| 4.65 \| 1720 \| 0.4839 \| 0.6852 \| 0.7843 \| 0.8710 \| 0.9202 \| 0.8059 \| 0.8504 \| 0.4318 \| 0.9322 \| 0.7602 \| 0.7896 \| 0.8540 \| 0.6601 \| 0.7440 \| 0.3630 \| 0.7887 \| 0.6634 \| 0.7233 \| \| 0.5774 \| 4.7 \| 1740 \| 0.4662 \| 0.7011 \| 0.8022 \| 0.8802 \| 0.9174 \| 0.7996 \| 0.8822 \| 0.4188 \| 0.9135 \| 0.8401 \| 0.8439 \| 0.8544 \| 0.6604 \| 0.7464 \| 0.3716 \| 0.8107 \| 0.7122 \| 0.7516 \| \| 0.2358 \| 4.76 \| 1760 \| 0.4472 \| 0.7068 \| 0.8107 \| 0.8828 \| 0.9311 \| 0.8246 \| 0.8927 \| 0.4489 \| 0.9046 \| 0.8607 \| 0.8122 \| 0.8597 \| 0.6797 \| 0.7467 \| 0.3761 \| 0.8137 \| 0.7021 \| 0.7692 \| \| 0.3879 \| 4.81 \| 1780 \| 0.4750 \| 0.6927 \| 0.8127 \| 0.8727 \| 0.9369 \| 0.8197 \| 0.8730 \| 0.5062 \| 0.8635 \| 0.9047 \| 0.7850 \| 0.8565 \| 0.6747 \| 0.7440 \| 0.3610 \| 0.7926 \| 0.6716 \| 0.7487 \| \| 0.2336 \| 4.86 \| 1800 \| 0.4364 \| 0.7032 \| 0.8038 \| 0.8804 \| 0.9344 \| 0.8177 \| 0.8543 \| 0.4869 \| 0.9251 \| 0.8339 \| 0.7744 \| 0.8552 \| 0.6703 \| 0.7628 \| 0.3852 \| 0.8153 \| 0.6992 \| 0.7345 \| \| 0.2303 \| 4.92 \| 1820 \| 0.4305 \| 0.7137 \| 0.8110 \| 0.8861 \| 0.9226 \| 0.8403 \| 0.8824 \| 0.4492 \| 0.9362 \| 0.8405 \| 0.8055 \| 0.8583 \| 0.6809 \| 0.7680 \| 0.3905 \| 0.8207 \| 0.7112 \| 0.7666 \| \| 0.347 \| 4.97 \| 1840 \| 0.4280 \| 0.7141 \| 0.8139 \| 0.8851 \| 0.9320 \| 0.8301 \| 0.8443 \| 0.4832 \| 0.9180 \| 0.8781 \| 0.8114 \| 0.8593 \| 0.6741 \| 0.7539 \| 0.4024 \| 0.8134 \| 0.7139 \| 0.7815 \| \| 0.1553 \| 5.03 \| 1860 \| 0.4500 \| 0.7075 \| 0.8165 \| 0.8814 \| 0.9396 \| 0.8204 \| 0.8990 \| 0.5335 \| 0.9019 \| 0.8580 \| 0.7632 \| 0.8591 \| 0.6739 \| 0.7626 \| 0.3980 \| 0.8150 \| 0.7091 \| 0.7347 \| \| 0.2451 \| 5.08 \| 1880 \| 0.4699 \| 0.6888 \| 0.7985 \| 0.8688 \| 0.9359 \| 0.7957 \| 0.8490 \| 0.5428 \| 0.9082 \| 0.8630 \| 0.6949 \| 0.8587 \| 0.6716 \| 0.7755 \| 0.3843 \| 0.7832 \| 0.6813 \| 0.6671 \| \| 0.3152 \| 5.14 \| 1900 \| 0.4433 \| 0.7119 \| 0.8179 \| 0.8849 \| 0.9226 \| 0.8324 \| 0.8624 \| 0.5160 \| 0.9239 \| 0.8426 \| 0.8253 \| 0.8586 \| 0.6740 \| 0.7557 \| 0.3693 \| 0.8188 \| 0.7217 \| 0.7851 \| \| 0.1741 \| 5.19 \| 1920 \| 0.4381 \| 0.7134 \| 0.8123 \| 0.8857 \| 0.9351 \| 0.8145 \| 0.8811 \| 0.4748 \| 0.9139 \| 0.8559 \| 0.8111 \| 0.8665 \| 0.6844 \| 0.7734 \| 0.3768 \| 0.8098 \| 0.7102 \| 0.7725 \| \| 0.3937 \| 5.24 \| 1940 \| 0.4335 \| 0.7107 \| 0.8141 \| 0.8829 \| 0.9302 \| 0.8452 \| 0.8654 \| 0.4312 \| 0.8917 \| 0.8908 \| 0.8439 \| 0.8573 \| 0.6885 \| 0.7681 \| 0.3561 \| 0.7981 \| 0.7114 \| 0.7955 \| \| 0.1683 \| 5.3 \| 1960 \| 0.4622 \| 0.6996 \| 0.8016 \| 0.8783 \| 0.9332 \| 0.8085 \| 0.8798 \| 0.4643 \| 0.9200 \| 0.8613 \| 0.7441 \| 0.8629 \| 0.6807 \| 0.7724 \| 0.3641 \| 0.8036 \| 0.7073 \| 0.7065 \| \| 0.2652 \| 5.35 \| 1980 \| 0.4333 \| 0.7100 \| 0.8111 \| 0.8843 \| 0.9312 \| 0.8416 \| 0.8774 \| 0.4394 \| 0.9141 \| 0.8674 \| 0.8064 \| 0.8667 \| 0.6845 \| 0.7734 \| 0.3851 \| 0.8110 \| 0.6899 \| 0.7596 \| \| 0.3099 \| 5.41 \| 2000 \| 0.5586 \| 0.6680 \| 0.7724 \| 0.8618 \| 0.9282 \| 0.7736 \| 0.8603 \| 0.4053 \| 0.9206 \| 0.8546 \| 0.6642 \| 0.8590 \| 0.6737 \| 0.7655 \| 0.3650 \| 0.7950 \| 0.6093 \| 0.6084 \| \| 0.6068 \| 5.46 \| 2020 \| 0.5672 \| 0.6591 \| 0.7804 \| 0.8593 \| 0.9372 \| 0.8178 \| 0.9053 \| 0.3834 \| 0.8801 \| 0.8836 \| 0.6553 \| 0.8622 \| 0.6745 \| 0.7522 \| 0.3090 \| 0.7906 \| 0.6129 \| 0.6120 \| \| 0.1649 \| 5.51 \| 2040 \| 0.5184 \| 0.6631 \| 0.7703 \| 0.8656 \| 0.9354 \| 0.8171 \| 0.8841 \| 0.3137 \| 0.9195 \| 0.8507 \| 0.6712 \| 0.8666 \| 0.6806 \| 0.7513 \| 0.2728 \| 0.7955 \| 0.6410 \| 0.6339 \| \| 0.3157 \| 5.57 \| 2060 \| 0.5451 \| 0.6690 \| 0.7875 \| 0.8620 \| 0.9427 \| 0.8082 \| 0.8730 \| 0.4344 \| 0.8739 \| 0.9014 \| 0.6790 \| 0.8628 \| 0.6760 \| 0.7532 \| 0.3472 \| 0.7876 \| 0.6179 \| 0.6383 \| \| 0.3131 \| 5.62 \| 2080 \| 0.5506 \| 0.6716 \| 0.7871 \| 0.8620 \| 0.9387 \| 0.8165 \| 0.8351 \| 0.5187 \| 0.9105 \| 0.8349 \| 0.6555 \| 0.8622 \| 0.6806 \| 0.7524 \| 0.3756 \| 0.7901 \| 0.6138 \| 0.6266 \| \| 0.182 \| 5.68 \| 2100 \| 0.5583 \| 0.6715 \| 0.7925 \| 0.8637 \| 0.9354 \| 0.8459 \| 0.8491 \| 0.4511 \| 0.8906 \| 0.8901 \| 0.6851 \| 0.8649 \| 0.6686 \| 0.7489 \| 0.3597 \| 0.7910 \| 0.6146 \| 0.6527 \| \| 0.1015 \| 5.73 \| 2120 \| 0.4312 \| 0.7065 \| 0.8055 \| 0.8834 \| 0.9359 \| 0.8468 \| 0.8577 \| 0.4344 \| 0.9218 \| 0.8473 \| 0.7947 \| 0.8651 \| 0.6778 \| 0.7628 \| 0.3601 \| 0.8067 \| 0.7145 \| 0.7588 \| \| 0.3909 \| 5.78 \| 2140 \| 0.4617 \| 0.6964 \| 0.8043 \| 0.8759 \| 0.9347 \| 0.8351 \| 0.8596 \| 0.4495 \| 0.8979 \| 0.8897 \| 0.7638 \| 0.8603 \| 0.6770 \| 0.7654 \| 0.3572 \| 0.7932 \| 0.6947 \| 0.7271 \| \| 0.1689 \| 5.84 \| 2160 \| 0.4988 \| 0.6993 \| 0.8062 \| 0.8769 \| 0.9449 \| 0.8028 \| 0.8856 \| 0.4745 \| 0.8807 \| 0.8810 \| 0.7739 \| 0.8537 \| 0.6741 \| 0.7485 \| 0.3827 \| 0.8025 \| 0.6884 \| 0.7451 \| \| 0.1827 \| 5.89 \| 2180 \| 0.5481 \| 0.6804 \| 0.7881 \| 0.8660 \| 0.9235 \| 0.8419 \| 0.8409 \| 0.4410 \| 0.9261 \| 0.8601 \| 0.6829 \| 0.8569 \| 0.6627 \| 0.7447 \| 0.3791 \| 0.7778 \| 0.6845 \| 0.6572 \| \| 0.3295 \| 5.95 \| 2200 \| 0.4630 \| 0.7049 \| 0.8220 \| 0.8793 \| 0.9256 \| 0.8432 \| 0.8667 \| 0.5525 \| 0.8974 \| 0.8611 \| 0.8078 \| 0.8630 \| 0.6639 \| 0.7531 \| 0.4023 \| 0.8034 \| 0.6889 \| 0.7596 \| \| 0.1909 \| 6.0 \| 2220 \| 0.4903 \| 0.6981 \| 0.8002 \| 0.8756 \| 0.9314 \| 0.8205 \| 0.8716 \| 0.4958 \| 0.9282 \| 0.8271 \| 0.7268 \| 0.8587 \| 0.6747 \| 0.7572 \| 0.3987 \| 0.8000 \| 0.7056 \| 0.6917 \| \| 0.294 \| 6.05 \| 2240 \| 0.5427 \| 0.6866 \| 0.7984 \| 0.8676 \| 0.9313 \| 0.8283 \| 0.8406 \| 0.5110 \| 0.9109 \| 0.8848 \| 0.6818 \| 0.8590 \| 0.6826 \| 0.7498 \| 0.3909 \| 0.7836 \| 0.6869 \| 0.6536 \| \| 0.2515 \| 6.11 \| 2260 \| 0.5008 \| 0.6957 \| 0.8006 \| 0.8741 \| 0.9383 \| 0.8152 \| 0.8909 \| 0.5185 \| 0.9178 \| 0.8102 \| 0.7130 \| 0.8617 \| 0.6824 \| 0.7637 \| 0.3920 \| 0.7969 \| 0.6972 \| 0.6757 \| \| 0.2324 \| 6.16 \| 2280 \| 0.4600 \| 0.7024 \| 0.8179 \| 0.8769 \| 0.9364 \| 0.8166 \| 0.8834 \| 0.5561 \| 0.8863 \| 0.8821 \| 0.7644 \| 0.8654 \| 0.6800 \| 0.7644 \| 0.3950 \| 0.7963 \| 0.6892 \| 0.7262 \| \| 0.3158 \| 6.22 \| 2300 \| 0.4765 \| 0.6958 \| 0.8090 \| 0.8738 \| 0.9341 \| 0.8288 \| 0.8889 \| 0.5295 \| 0.8971 \| 0.8324 \| 0.7521 \| 0.8590 \| 0.6710 \| 0.7602 \| 0.3843 \| 0.7922 \| 0.6894 \| 0.7145 \| \| 0.2189 \| 6.27 \| 2320 \| 0.4901 \| 0.6929 \| 0.8023 \| 0.8706 \| 0.9410 \| 0.8206 \| 0.8470 \| 0.5496 \| 0.9040 \| 0.8414 \| 0.7130 \| 0.8602 \| 0.6789 \| 0.7572 \| 0.3968 \| 0.7841 \| 0.6943 \| 0.6785 \| \| 0.1781 \| 6.32 \| 2340 \| 0.4782 \| 0.6890 \| 0.7950 \| 0.8716 \| 0.9310 \| 0.8302 \| 0.9101 \| 0.4230 \| 0.9085 \| 0.8508 \| 0.7116 \| 0.8592 \| 0.6882 \| 0.7522 \| 0.3529 \| 0.7885 \| 0.7063 \| 0.6755 \| \| 0.2585 \| 6.38 \| 2360 \| 0.4923 \| 0.7005 \| 0.8049 \| 0.8793 \| 0.9283 \| 0.8514 \| 0.8561 \| 0.4506 \| 0.9227 \| 0.8487 \| 0.7764 \| 0.8570 \| 0.6852 \| 0.7455 \| 0.3647 \| 0.8112 \| 0.6981 \| 0.7414 \| \| 0.2427 \| 6.43 \| 2380 \| 0.4996 \| 0.6936 \| 0.8071 \| 0.8733 \| 0.9416 \| 0.8346 \| 0.8637 \| 0.5122 \| 0.8907 \| 0.8682 \| 0.7385 \| 0.8580 \| 0.6864 \| 0.7578 \| 0.3903 \| 0.8046 \| 0.6503 \| 0.7078 \| \| 0.3861 \| 6.49 \| 2400 \| 0.5035 \| 0.7018 \| 0.8042 \| 0.8762 \| 0.9295 \| 0.8189 \| 0.8695 \| 0.5184 \| 0.9280 \| 0.8392 \| 0.7258 \| 0.8635 \| 0.6823 \| 0.7661 \| 0.4107 \| 0.7948 \| 0.7058 \| 0.6893 \| \| 0.2319 \| 6.54 \| 2420 \| 0.5015 \| 0.7052 \| 0.8113 \| 0.8770 \| 0.9234 \| 0.8489 \| 0.8623 \| 0.5606 \| 0.9325 \| 0.7943 \| 0.7574 \| 0.8624 \| 0.6760 \| 0.7643 \| 0.4198 \| 0.7921 \| 0.7051 \| 0.7169 \| \| 0.1962 \| 6.59 \| 2440 \| 0.4653 \| 0.7124 \| 0.8175 \| 0.8841 \| 0.9419 \| 0.8166 \| 0.8608 \| 0.5498 \| 0.9069 \| 0.8497 \| 0.7971 \| 0.8606 \| 0.6803 \| 0.7680 \| 0.3947 \| 0.8181 \| 0.7048 \| 0.7604 \| \| 0.2704 \| 6.65 \| 2460 \| 0.4642 \| 0.7087 \| 0.8070 \| 0.8838 \| 0.9310 \| 0.8264 \| 0.8837 \| 0.4730 \| 0.9280 \| 0.8015 \| 0.8055 \| 0.8591 \| 0.6857 \| 0.7674 \| 0.3697 \| 0.8158 \| 0.6980 \| 0.7654 \| \| 0.1438 \| 6.7 \| 2480 \| 0.5301 \| 0.6828 \| 0.7982 \| 0.8666 \| 0.9280 \| 0.8532 \| 0.8514 \| 0.4709 \| 0.9018 \| 0.8805 \| 0.7018 \| 0.8565 \| 0.6701 \| 0.7622 \| 0.3586 \| 0.7784 \| 0.6853 \| 0.6683 \| \| 0.3661 \| 6.76 \| 2500 \| 0.5201 \| 0.6848 \| 0.7910 \| 0.8679 \| 0.9398 \| 0.8114 \| 0.8760 \| 0.4659 \| 0.9017 \| 0.8442 \| 0.6978 \| 0.8554 \| 0.6779 \| 0.7657 \| 0.3610 \| 0.7814 \| 0.6880 \| 0.6640 \| \| 0.2653 \| 6.81 \| 2520 \| 0.5765 \| 0.6665 \| 0.7984 \| 0.8554 \| 0.9237 \| 0.8575 \| 0.8615 \| 0.5306 \| 0.8848 \| 0.9053 \| 0.6256 \| 0.8563 \| 0.6737 \| 0.7581 \| 0.3800 \| 0.7724 \| 0.6313 \| 0.5938 \| \| 0.1563 \| 6.86 \| 2540 \| 0.5453 \| 0.6770 \| 0.7881 \| 0.8628 \| 0.9408 \| 0.8165 \| 0.8736 \| 0.4846 \| 0.8994 \| 0.8492 \| 0.6528 \| 0.8572 \| 0.6864 \| 0.7601 \| 0.3829 \| 0.7809 \| 0.6520 \| 0.6195 \| \| 0.2804 \| 6.92 \| 2560 \| 0.5505 \| 0.6766 \| 0.7966 \| 0.8610 \| 0.9216 \| 0.8491 \| 0.8750 \| 0.4852 \| 0.8956 \| 0.8783 \| 0.6715 \| 0.8516 \| 0.6741 \| 0.7649 \| 0.3962 \| 0.7802 \| 0.6452 \| 0.6238 \| \| 0.2304 \| 6.97 \| 2580 \| 0.4455 \| 0.7107 \| 0.8093 \| 0.8830 \| 0.9368 \| 0.8223 \| 0.8703 \| 0.4649 \| 0.9057 \| 0.8460 \| 0.8188 \| 0.8645 \| 0.6942 \| 0.7683 \| 0.3803 \| 0.8019 \| 0.6960 \| 0.7697 \| \| 0.1759 \| 7.03 \| 2600 \| 0.5370 \| 0.6859 \| 0.7960 \| 0.8701 \| 0.9369 \| 0.8329 \| 0.8566 \| 0.4381 \| 0.8981 \| 0.8998 \| 0.7094 \| 0.8653 \| 0.6820 \| 0.7661 \| 0.3674 \| 0.7875 \| 0.6583 \| 0.6749 \| \| 0.2079 \| 7.08 \| 2620 \| 0.5014 \| 0.6916 \| 0.7991 \| 0.8711 \| 0.9347 \| 0.8112 \| 0.8740 \| 0.5012 \| 0.9079 \| 0.8548 \| 0.7101 \| 0.8660 \| 0.6894 \| 0.7706 \| 0.3897 \| 0.7867 \| 0.6665 \| 0.6724 \| \| 0.2464 \| 7.14 \| 2640 \| 0.5313 \| 0.6833 \| 0.7998 \| 0.8669 \| 0.9319 \| 0.8369 \| 0.8416 \| 0.5209 \| 0.9050 \| 0.8687 \| 0.6939 \| 0.8678 \| 0.6749 \| 0.7667 \| 0.3777 \| 0.7797 \| 0.6586 \| 0.6575 \| \| 0.0679 \| 7.19 \| 2660 \| 0.5012 \| 0.6878 \| 0.7945 \| 0.8698 \| 0.9303 \| 0.8397 \| 0.8561 \| 0.4667 \| 0.9163 \| 0.8310 \| 0.7213 \| 0.8590 \| 0.6773 \| 0.7661 \| 0.3821 \| 0.7905 \| 0.6814 \| 0.6579 \| \| 0.2287 \| 7.24 \| 2680 \| 0.5399 \| 0.6824 \| 0.8031 \| 0.8637 \| 0.9228 \| 0.8091 \| 0.8778 \| 0.5374 \| 0.8858 \| 0.8791 \| 0.7098 \| 0.8607 \| 0.6758 \| 0.7685 \| 0.3853 \| 0.7732 \| 0.6663 \| 0.6471 \| \| 0.2186 \| 7.3 \| 2700 \| 0.5803 \| 0.6891 \| 0.7935 \| 0.8700 \| 0.9341 \| 0.8192 \| 0.8781 \| 0.4739 \| 0.9185 \| 0.8475 \| 0.6833 \| 0.8650 \| 0.6901 \| 0.7697 \| 0.4044 \| 0.7889 \| 0.6537 \| 0.6519 \| \| 0.2762 \| 7.35 \| 2720 \| 0.5791 \| 0.6799 \| 0.7893 \| 0.8648 \| 0.9349 \| 0.8160 \| 0.8592 \| 0.4940 \| 0.9163 \| 0.8543 \| 0.6502 \| 0.8658 \| 0.6885 \| 0.7666 \| 0.3916 \| 0.7818 \| 0.6439 \| 0.6209 \| \| 0.185 \| 7.41 \| 2740 \| 0.5155 \| 0.6884 \| 0.7950 \| 0.8704 \| 0.9468 \| 0.8255 \| 0.8475 \| 0.4646 \| 0.8956 \| 0.8782 \| 0.7065 \| 0.8621 \| 0.6823 \| 0.7629 \| 0.3701 \| 0.7829 \| 0.6797 \| 0.6787 \| \| 0.1529 \| 7.46 \| 2760 \| 0.5215 \| 0.6802 \| 0.7893 \| 0.8672 \| 0.9248 \| 0.8309 \| 0.8764 \| 0.4373 \| 0.9220 \| 0.8504 \| 0.6837 \| 0.8582 \| 0.6872 \| 0.7597 \| 0.3669 \| 0.7949 \| 0.6466 \| 0.6479 \| \| 0.2866 \| 7.51 \| 2780 \| 0.4837 \| 0.7017 \| 0.8069 \| 0.8778 \| 0.9290 \| 0.8349 \| 0.8724 \| 0.4779 \| 0.9149 \| 0.8582 \| 0.7612 \| 0.8661 \| 0.6901 \| 0.7653 \| 0.3819 \| 0.7965 \| 0.6911 \| 0.7208 \| \| 0.2183 \| 7.57 \| 2800 \| 0.5563 \| 0.6749 \| 0.7957 \| 0.8633 \| 0.9363 \| 0.8242 \| 0.8763 \| 0.5241 \| 0.9018 \| 0.8704 \| 0.6367 \| 0.8688 \| 0.6848 \| 0.7624 \| 0.3946 \| 0.7942 \| 0.6070 \| 0.6125 \| \| 0.2455 \| 7.62 \| 2820 \| 0.4623 \| 0.7067 \| 0.8074 \| 0.8813 \| 0.9398 \| 0.8230 \| 0.8494 \| 0.4948 \| 0.9147 \| 0.8463 \| 0.7835 \| 0.8679 \| 0.6843 \| 0.7629 \| 0.3926 \| 0.8029 \| 0.6898 \| 0.7464 \| \| 0.1664 \| 7.68 \| 2840 \| 0.4660 \| 0.7028 \| 0.7985 \| 0.8806 \| 0.9395 \| 0.8033 \| 0.8812 \| 0.4409 \| 0.9158 \| 0.8221 \| 0.7864 \| 0.8630 \| 0.6901 \| 0.7662 \| 0.3531 \| 0.8021 \| 0.6947 \| 0.7501 \| \| 1.0029 \| 7.73 \| 2860 \| 0.4397 \| 0.7231 \| 0.8275 \| 0.8908 \| 0.9374 \| 0.8533 \| 0.8568 \| 0.5143 \| 0.9030 \| 0.8616 \| 0.8659 \| 0.8697 \| 0.6823 \| 0.7656 \| 0.3693 \| 0.8134 \| 0.7337 \| 0.8276 \| \| 0.2047 \| 7.78 \| 2880 \| 0.4525 \| 0.7203 \| 0.8150 \| 0.8896 \| 0.9485 \| 0.8296 \| 0.8770 \| 0.4709 \| 0.9067 \| 0.8402 \| 0.8319 \| 0.8628 \| 0.6917 \| 0.7703 \| 0.3786 \| 0.8198 \| 0.7211 \| 0.7977 \| \| 0.1632 \| 7.84 \| 2900 \| 0.4483 \| 0.7172 \| 0.8198 \| 0.8861 \| 0.9323 \| 0.8009 \| 0.8895 \| 0.5222 \| 0.9038 \| 0.8572 \| 0.8327 \| 0.8696 \| 0.6841 \| 0.7643 \| 0.4035 \| 0.8062 \| 0.7007 \| 0.7918 \| \| 0.072 \| 7.89 \| 2920 \| 0.4501 \| 0.7155 \| 0.8190 \| 0.8847 \| 0.9373 \| 0.8090 \| 0.8660 \| 0.5574 \| 0.9087 \| 0.8422 \| 0.8126 \| 0.8675 \| 0.6784 \| 0.7714 \| 0.4133 \| 0.8067 \| 0.6940 \| 0.7769 \| \| 0.9618 \| 7.95 \| 2940 \| 0.5323 \| 0.6991 \| 0.7988 \| 0.8759 \| 0.9291 \| 0.8388 \| 0.8511 \| 0.4605 \| 0.9285 \| 0.8381 \| 0.7453 \| 0.8670 \| 0.6856 \| 0.7605 \| 0.3777 \| 0.7853 \| 0.7145 \| 0.7035 \| \| 0.1425 \| 8.0 \| 2960 \| 0.4843 \| 0.6921 \| 0.8009 \| 0.8733 \| 0.9347 \| 0.7719 \| 0.8522 \| 0.5143 \| 0.8942 \| 0.8577 \| 0.7811 \| 0.8645 \| 0.6450 \| 0.7588 \| 0.3731 \| 0.7844 \| 0.7045 \| 0.7144 \| \| 0.1813 \| 8.05 \| 2980 \| 0.4979 \| 0.7072 \| 0.8054 \| 0.8825 \| 0.9384 \| 0.7601 \| 0.8637 \| 0.4972 \| 0.9082 \| 0.8651 \| 0.8054 \| 0.8662 \| 0.6573 \| 0.7656 \| 0.3857 \| 0.8013 \| 0.7092 \| 0.7650 \| \| 0.2996 \| 8.11 \| 3000 \| 0.4599 \| 0.7154 \| 0.8211 \| 0.8854 \| 0.9316 \| 0.8283 \| 0.8601 \| 0.5269 \| 0.9060 \| 0.8602 \| 0.8345 \| 0.8690 \| 0.6880 \| 0.7628 \| 0.3920 \| 0.8073 \| 0.7011 \| 0.7879 \| \| 0.2983 \| 8.16 \| 3020 \| 0.4657 \| 0.7168 \| 0.8177 \| 0.8876 \| 0.9388 \| 0.8314 \| 0.8762 \| 0.4802 \| 0.9060 \| 0.8649 \| 0.8265 \| 0.8734 \| 0.6929 \| 0.7619 \| 0.3872 \| 0.8092 \| 0.6967 \| 0.7967 \| \| 0.512 \| 8.22 \| 3040 \| 0.4672 \| 0.7148 \| 0.8119 \| 0.8864 \| 0.9414 \| 0.7956 \| 0.8628 \| 0.5067 \| 0.9141 \| 0.8484 \| 0.8144 \| 0.8713 \| 0.6848 \| 0.7671 \| 0.3808 \| 0.8064 \| 0.6993 \| 0.7937 \| \| 0.182 \| 8.27 \| 3060 \| 0.4480 \| 0.7153 \| 0.8190 \| 0.8851 \| 0.9432 \| 0.8298 \| 0.8509 \| 0.5410 \| 0.9032 \| 0.8446 \| 0.8200 \| 0.8692 \| 0.6906 \| 0.7711 \| 0.3787 \| 0.8038 \| 0.7074 \| 0.7867 \| \| 0.1986 \| 8.32 \| 3080 \| 0.5153 \| 0.7015 \| 0.8026 \| 0.8773 \| 0.9438 \| 0.7877 \| 0.8787 \| 0.4991 \| 0.9038 \| 0.8646 \| 0.7408 \| 0.8691 \| 0.6709 \| 0.7734 \| 0.3863 \| 0.7858 \| 0.7162 \| 0.7085 \| \| 0.1252 \| 8.38 \| 3100 \| 0.5256 \| 0.7018 \| 0.8026 \| 0.8768 \| 0.9358 \| 0.8417 \| 0.8622 \| 0.4587 \| 0.9148 \| 0.8675 \| 0.7376 \| 0.8674 \| 0.6960 \| 0.7640 \| 0.3816 \| 0.7857 \| 0.7131 \| 0.7050 \| \| 0.1778 \| 8.43 \| 3120 \| 0.5156 \| 0.7006 \| 0.8025 \| 0.8762 \| 0.9295 \| 0.7772 \| 0.8867 \| 0.4904 \| 0.9104 \| 0.8760 \| 0.7474 \| 0.8714 \| 0.6709 \| 0.7701 \| 0.3884 \| 0.7796 \| 0.7155 \| 0.7081 \| \| 0.4537 \| 8.49 \| 3140 \| 0.4896 \| 0.7111 \| 0.8117 \| 0.8850 \| 0.9302 \| 0.7755 \| 0.8865 \| 0.4924 \| 0.9149 \| 0.8773 \| 0.8049 \| 0.8734 \| 0.6599 \| 0.7760 \| 0.3906 \| 0.8035 \| 0.7110 \| 0.7636 \| \| 0.2145 \| 8.54 \| 3160 \| 0.4882 \| 0.7216 \| 0.8248 \| 0.8874 \| 0.9386 \| 0.8280 \| 0.8589 \| 0.5382 \| 0.9001 \| 0.8789 \| 0.8309 \| 0.8747 \| 0.6816 \| 0.7719 \| 0.4142 \| 0.8002 \| 0.7277 \| 0.7810 \| \| 0.122 \| 8.59 \| 3180 \| 0.5472 \| 0.7025 \| 0.8031 \| 0.8754 \| 0.9395 \| 0.8099 \| 0.8762 \| 0.5051 \| 0.9096 \| 0.8586 \| 0.7224 \| 0.8657 \| 0.6846 \| 0.7729 \| 0.4120 \| 0.7849 \| 0.7169 \| 0.6803 \| \| 0.1508 \| 8.65 \| 3200 \| 0.5601 \| 0.6966 \| 0.8057 \| 0.8721 \| 0.9367 \| 0.8412 \| 0.8686 \| 0.5247 \| 0.9049 \| 0.8520 \| 0.7121 \| 0.8637 \| 0.6709 \| 0.7671 \| 0.3982 \| 0.7770 \| 0.7219 \| 0.6773 \| \| 0.4993 \| 8.7 \| 3220 \| 0.5737 \| 0.6972 \| 0.7957 \| 0.8731 \| 0.9402 \| 0.8048 \| 0.8753 \| 0.4891 \| 0.9151 \| 0.8364 \| 0.7090 \| 0.8643 \| 0.6825 \| 0.7628 \| 0.3978 \| 0.7795 \| 0.7202 \| 0.6736 \| \| 0.0767 \| 8.76 \| 3240 \| 0.5454 \| 0.7052 \| 0.8102 \| 0.8760 \| 0.9274 \| 0.8521 \| 0.8674 \| 0.5045 \| 0.9141 \| 0.8621 \| 0.7441 \| 0.8693 \| 0.6900 \| 0.7596 \| 0.4048 \| 0.7759 \| 0.7264 \| 0.7102 \| \| 0.2786 \| 8.81 \| 3260 \| 0.5146 \| 0.7033 \| 0.8035 \| 0.8766 \| 0.9393 \| 0.8303 \| 0.8532 \| 0.4791 \| 0.9087 \| 0.8694 \| 0.7443 \| 0.8675 \| 0.6943 \| 0.7525 \| 0.3987 \| 0.7831 \| 0.7178 \| 0.7093 \| \| 0.1633 \| 8.86 \| 3280 \| 0.4591 \| 0.7194 \| 0.8222 \| 0.8865 \| 0.9428 \| 0.8341 \| 0.8836 \| 0.5065 \| 0.8904 \| 0.8704 \| 0.8274 \| 0.8671 \| 0.6946 \| 0.7677 \| 0.3988 \| 0.8039 \| 0.7112 \| 0.7924 \| \| 0.1259 \| 8.92 \| 3300 \| 0.4320 \| 0.7223 \| 0.8275 \| 0.8895 \| 0.9368 \| 0.8330 \| 0.9041 \| 0.5151 \| 0.8898 \| 0.8378 \| 0.8757 \| 0.8727 \| 0.6900 \| 0.7687 \| 0.3766 \| 0.8055 \| 0.7210 \| 0.8215 \| \| 0.2201 \| 8.97 \| 3320 \| 0.4566 \| 0.7287 \| 0.8239 \| 0.8938 \| 0.9394 \| 0.8272 \| 0.8730 \| 0.4734 \| 0.9048 \| 0.8717 \| 0.8778 \| 0.8750 \| 0.6905 \| 0.7656 \| 0.3990 \| 0.8140 \| 0.7268 \| 0.8300 \| \| 0.2125 \| 9.03 \| 3340 \| 0.4679 \| 0.7176 \| 0.8216 \| 0.8858 \| 0.9358 \| 0.8377 \| 0.8983 \| 0.4901 \| 0.8962 \| 0.8793 \| 0.8140 \| 0.8647 \| 0.6957 \| 0.7710 \| 0.3897 \| 0.8068 \| 0.7199 \| 0.7753 \| \| 0.1314 \| 9.08 \| 3360 \| 0.4641 \| 0.7203 \| 0.8144 \| 0.8878 \| 0.9404 \| 0.8227 \| 0.8681 \| 0.4839 \| 0.9150 \| 0.8544 \| 0.8164 \| 0.8645 \| 0.6968 \| 0.7780 \| 0.3938 \| 0.8116 \| 0.7206 \| 0.7770 \| \| 0.2678 \| 9.14 \| 3380 \| 0.5029 \| 0.7158 \| 0.8139 \| 0.8847 \| 0.9369 \| 0.8421 \| 0.8687 \| 0.4804 \| 0.9142 \| 0.8587 \| 0.7962 \| 0.8680 \| 0.6944 \| 0.7741 \| 0.3978 \| 0.8013 \| 0.7197 \| 0.7554 \| \| 0.1653 \| 9.19 \| 3400 \| 0.5625 \| 0.7036 \| 0.8104 \| 0.8762 \| 0.9346 \| 0.8486 \| 0.8761 \| 0.5090 \| 0.9074 \| 0.8631 \| 0.7343 \| 0.8683 \| 0.6925 \| 0.7689 \| 0.3983 \| 0.7838 \| 0.7123 \| 0.7009 \| \| 0.1075 \| 9.24 \| 3420 \| 0.5050 \| 0.7067 \| 0.8133 \| 0.8773 \| 0.9398 \| 0.8176 \| 0.8944 \| 0.5225 \| 0.8919 \| 0.8846 \| 0.7425 \| 0.8704 \| 0.6955 \| 0.7710 \| 0.4031 \| 0.7823 \| 0.7195 \| 0.7049 \| \| 0.2607 \| 9.3 \| 3440 \| 0.5197 \| 0.7070 \| 0.8086 \| 0.8785 \| 0.9407 \| 0.8058 \| 0.8881 \| 0.5119 \| 0.9015 \| 0.8580 \| 0.7543 \| 0.8664 \| 0.6911 \| 0.7765 \| 0.3871 \| 0.7863 \| 0.7193 \| 0.7219 \| \| 0.111 \| 9.35 \| 3460 \| 0.5327 \| 0.7099 \| 0.8098 \| 0.8817 \| 0.9416 \| 0.8412 \| 0.8594 \| 0.4685 \| 0.9082 \| 0.8837 \| 0.7658 \| 0.8725 \| 0.6938 \| 0.7697 \| 0.3851 \| 0.7902 \| 0.7220 \| 0.7362 \| \| 0.1358 \| 9.41 \| 3480 \| 0.4572 \| 0.7143 \| 0.8155 \| 0.8857 \| 0.9449 \| 0.8100 \| 0.8780 \| 0.4886 \| 0.8912 \| 0.8628 \| 0.8328 \| 0.8675 \| 0.6818 \| 0.7675 \| 0.3769 \| 0.8055 \| 0.7211 \| 0.7794 \| \| 0.1794 \| 9.46 \| 3500 \| 0.4778 \| 0.7072 \| 0.8141 \| 0.8799 \| 0.9367 \| 0.8324 \| 0.8530 \| 0.5274 \| 0.9060 \| 0.8690 \| 0.7742 \| 0.8703 \| 0.6888 \| 0.7636 \| 0.3918 \| 0.7955 \| 0.7094 \| 0.7308 \| \| 0.1146 \| 9.51 \| 3520 \| 0.5337 \| 0.6935 \| 0.7966 \| 0.8740 \| 0.9459 \| 0.8011 \| 0.8545 \| 0.4980 \| 0.9119 \| 0.8569 \| 0.7083 \| 0.8687 \| 0.6794 \| 0.7643 \| 0.3924 \| 0.7935 \| 0.6795 \| 0.6768 \| \| 0.4693 \| 9.57 \| 3540 \| 0.5688 \| 0.6864 \| 0.7860 \| 0.8732 \| 0.9407 \| 0.7510 \| 0.8634 \| 0.4659 \| 0.9212 \| 0.8391 \| 0.7205 \| 0.8703 \| 0.6482 \| 0.7612 \| 0.3688 \| 0.7911 \| 0.6820 \| 0.6830 \| \| 0.2297 \| 9.62 \| 3560 \| 0.5465 \| 0.7049 \| 0.8135 \| 0.8772 \| 0.9337 \| 0.8205 \| 0.8839 \| 0.5210 \| 0.8966 \| 0.8817 \| 0.7569 \| 0.8679 \| 0.6903 \| 0.7676 \| 0.3856 \| 0.7855 \| 0.7209 \| 0.7163 \| \| 0.3738 \| 9.68 \| 3580 \| 0.5458 \| 0.7063 \| 0.8052 \| 0.8797 \| 0.9394 \| 0.8195 \| 0.8574 \| 0.5006 \| 0.9146 \| 0.8267 \| 0.7783 \| 0.8682 \| 0.6861 \| 0.7628 \| 0.3779 \| 0.7898 \| 0.7244 \| 0.7348 \| \| 0.2401 \| 9.73 \| 3600 \| 0.5446 \| 0.7028 \| 0.8113 \| 0.8772 \| 0.9306 \| 0.8440 \| 0.8732 \| 0.5133 \| 0.9136 \| 0.8654 \| 0.7392 \| 0.8709 \| 0.6858 \| 0.7633 \| 0.4003 \| 0.7900 \| 0.7039 \| 0.7054 \| \| 0.1552 \| 9.78 \| 3620 \| 0.5462 \| 0.7034 \| 0.8091 \| 0.8772 \| 0.9337 \| 0.8208 \| 0.8948 \| 0.5019 \| 0.9061 \| 0.8639 \| 0.7422 \| 0.8720 \| 0.6944 \| 0.7614 \| 0.4068 \| 0.7898 \| 0.6974 \| 0.7019 \| \| 0.1767 \| 9.84 \| 3640 \| 0.6458 \| 0.6895 \| 0.7931 \| 0.8700 \| 0.9378 \| 0.8240 \| 0.8680 \| 0.4922 \| 0.9234 \| 0.8316 \| 0.6745 \| 0.8725 \| 0.6978 \| 0.7662 \| 0.4067 \| 0.7840 \| 0.6572 \| 0.6423 \| \| 0.2452 \| 9.89 \| 3660 \| 0.5251 \| 0.6978 \| 0.8087 \| 0.8739 \| 0.9411 \| 0.8178 \| 0.8852 \| 0.5412 \| 0.8968 \| 0.8593 \| 0.7194 \| 0.8721 \| 0.6928 \| 0.7677 \| 0.4042 \| 0.7878 \| 0.6807 \| 0.6794 \| \| 0.218 \| 9.95 \| 3680 \| 0.5541 \| 0.6987 \| 0.8074 \| 0.8745 \| 0.9378 \| 0.8340 \| 0.8495 \| 0.5413 \| 0.9072 \| 0.8368 \| 0.7451 \| 0.8711 \| 0.6906 \| 0.7643 \| 0.3786 \| 0.7824 \| 0.7028 \| 0.7010 \| \| 0.1928 \| 10.0 \| 3700 \| 0.5603 \| 0.7023 \| 0.8083 \| 0.8778 \| 0.9418 \| 0.8415 \| 0.8670 \| 0.4924 \| 0.9043 \| 0.8692 \| 0.7416 \| 0.8697 \| 0.6857 \| 0.7684 \| 0.3845 \| 0.7907 \| 0.7082 \| 0.7089 \| \| 0.0984 \| 10.05 \| 3720 \| 0.6013 \| 0.6959 \| 0.7949 \| 0.8758 \| 0.9430 \| 0.7542 \| 0.8797 \| 0.4777 \| 0.9055 \| 0.8645 \| 0.7396 \| 0.8699 \| 0.6738 \| 0.7583 \| 0.3702 \| 0.7868 \| 0.7053 \| 0.7073 \| \| 0.1346 \| 10.11 \| 3740 \| 0.5829 \| 0.7016 \| 0.8074 \| 0.8764 \| 0.9393 \| 0.7869 \| 0.8904 \| 0.5164 \| 0.8944 \| 0.8757 \| 0.7488 \| 0.8710 \| 0.6825 \| 0.7643 \| 0.3911 \| 0.7843 \| 0.7127 \| 0.7055 \| \| 0.1479 \| 10.16 \| 3760 \| 0.4795 \| 0.7208 \| 0.8207 \| 0.8893 \| 0.9386 \| 0.7929 \| 0.8455 \| 0.5388 \| 0.9065 \| 0.8620 \| 0.8604 \| 0.8707 \| 0.6719 \| 0.7647 \| 0.4008 \| 0.8139 \| 0.7273 \| 0.7960 \| \| 0.193 \| 10.22 \| 3780 \| 0.4772 \| 0.7096 \| 0.8125 \| 0.8833 \| 0.9302 \| 0.7916 \| 0.8914 \| 0.5130 \| 0.9141 \| 0.8452 \| 0.8021 \| 0.8722 \| 0.6818 \| 0.7675 \| 0.4099 \| 0.8108 \| 0.6772 \| 0.7481 \| \| 0.1574 \| 10.27 \| 3800 \| 0.4449 \| 0.7268 \| 0.8243 \| 0.8923 \| 0.9417 \| 0.8150 \| 0.8765 \| 0.5202 \| 0.9099 \| 0.8649 \| 0.8421 \| 0.8742 \| 0.6931 \| 0.7703 \| 0.4116 \| 0.8200 \| 0.7169 \| 0.8017 \| \| 0.1357 \| 10.32 \| 3820 \| 0.4419 \| 0.7214 \| 0.8302 \| 0.8891 \| 0.9352 \| 0.8044 \| 0.8781 \| 0.5679 \| 0.8897 \| 0.8569 \| 0.8792 \| 0.8756 \| 0.6765 \| 0.7712 \| 0.3742 \| 0.8061 \| 0.7319 \| 0.8142 \| \| 0.1049 \| 10.38 \| 3840 \| 0.4425 \| 0.7260 \| 0.8296 \| 0.8915 \| 0.9362 \| 0.7928 \| 0.8675 \| 0.5635 \| 0.8963 \| 0.8647 \| 0.8861 \| 0.8760 \| 0.6718 \| 0.7747 \| 0.3990 \| 0.8098 \| 0.7364 \| 0.8142 \| \| 0.1607 \| 10.43 \| 3860 \| 0.4764 \| 0.7204 \| 0.8283 \| 0.8885 \| 0.9317 \| 0.8047 \| 0.8821 \| 0.5544 \| 0.8937 \| 0.8585 \| 0.8735 \| 0.8748 \| 0.6710 \| 0.7674 \| 0.3788 \| 0.8028 \| 0.7337 \| 0.8141 \| \| 0.7998 \| 10.49 \| 3880 \| 0.4903 \| 0.7190 \| 0.8258 \| 0.8866 \| 0.9293 \| 0.8216 \| 0.8807 \| 0.5352 \| 0.8990 \| 0.8687 \| 0.8463 \| 0.8689 \| 0.6759 \| 0.7684 \| 0.4070 \| 0.8060 \| 0.7214 \| 0.7852 \| \| 0.1199 \| 10.54 \| 3900 \| 0.4547 \| 0.7258 \| 0.8253 \| 0.8905 \| 0.9312 \| 0.8032 \| 0.8797 \| 0.5204 \| 0.9023 \| 0.8627 \| 0.8772 \| 0.8707 \| 0.6839 \| 0.7741 \| 0.4092 \| 0.8106 \| 0.7323 \| 0.7998 \| \| 0.1326 \| 10.59 \| 3920 \| 0.4905 \| 0.7125 \| 0.8102 \| 0.8818 \| 0.9367 \| 0.7898 \| 0.8574 \| 0.5258 \| 0.9087 \| 0.8482 \| 0.8050 \| 0.8691 \| 0.6801 \| 0.7665 \| 0.4044 \| 0.7903 \| 0.7306 \| 0.7463 \| \| 0.1629 \| 10.65 \| 3940 \| 0.5135 \| 0.7051 \| 0.8160 \| 0.8778 \| 0.9379 \| 0.8330 \| 0.8334 \| 0.5501 \| 0.8931 \| 0.8747 \| 0.7895 \| 0.8722 \| 0.6742 \| 0.7511 \| 0.3941 \| 0.7827 \| 0.7289 \| 0.7323 \| \| 0.0679 \| 10.7 \| 3960 \| 0.5245 \| 0.7076 \| 0.8094 \| 0.8792 \| 0.9409 \| 0.8088 \| 0.8733 \| 0.5049 \| 0.8983 \| 0.8658 \| 0.7735 \| 0.8711 \| 0.6837 \| 0.7620 \| 0.3979 \| 0.7853 \| 0.7317 \| 0.7214 \| \| 0.1393 \| 10.76 \| 3980 \| 0.5436 \| 0.7136 \| 0.8117 \| 0.8829 \| 0.9367 \| 0.8293 \| 0.8717 \| 0.4982 \| 0.9166 \| 0.8495 \| 0.7798 \| 0.8723 \| 0.6868 \| 0.7678 \| 0.4089 \| 0.7928 \| 0.7266 \| 0.7397 \| \| 0.1078 \| 10.81 \| 4000 \| 0.5010 \| 0.7127 \| 0.8149 \| 0.8819 \| 0.9452 \| 0.8207 \| 0.8718 \| 0.5382 \| 0.9047 \| 0.8634 \| 0.7601 \| 0.8705 \| 0.6890 \| 0.7707 \| 0.4062 \| 0.7944 \| 0.7293 \| 0.7291 \| \| 0.1262 \| 10.86 \| 4020 \| 0.5119 \| 0.7137 \| 0.8120 \| 0.8831 \| 0.9401 \| 0.8343 \| 0.8624 \| 0.4949 \| 0.9146 \| 0.8643 \| 0.7732 \| 0.8707 \| 0.6901 \| 0.7673 \| 0.4050 \| 0.7960 \| 0.7303 \| 0.7366 \| \| 0.2813 \| 10.92 \| 4040 \| 0.4873 \| 0.7121 \| 0.8212 \| 0.8824 \| 0.9391 \| 0.8373 \| 0.8584 \| 0.5629 \| 0.9044 \| 0.8678 \| 0.7788 \| 0.8733 \| 0.6904 \| 0.7699 \| 0.3986 \| 0.7993 \| 0.7094 \| 0.7439 \| \| 0.6835 \| 10.97 \| 4060 \| 0.5088 \| 0.6994 \| 0.8073 \| 0.8751 \| 0.9275 \| 0.8088 \| 0.8660 \| 0.5367 \| 0.9130 \| 0.8390 \| 0.7598 \| 0.8694 \| 0.6796 \| 0.7653 \| 0.3894 \| 0.7855 \| 0.6999 \| 0.7069 \| \| 0.24 \| 11.03 \| 4080 \| 0.5099 \| 0.7101 \| 0.8181 \| 0.8817 \| 0.9348 \| 0.8374 \| 0.8767 \| 0.5382 \| 0.9085 \| 0.8531 \| 0.7782 \| 0.8722 \| 0.6903 \| 0.7680 \| 0.3917 \| 0.7992 \| 0.7114 \| 0.7378 \| \| 0.1172 \| 11.08 \| 4100 \| 0.5336 \| 0.7054 \| 0.8088 \| 0.8794 \| 0.9448 \| 0.8377 \| 0.8661 \| 0.5007 \| 0.9066 \| 0.8568 \| 0.7493 \| 0.8678 \| 0.6831 \| 0.7684 \| 0.3967 \| 0.7963 \| 0.7119 \| 0.7139 \| \| 0.0705 \| 11.14 \| 4120 \| 0.5258 \| 0.7049 \| 0.8014 \| 0.8798 \| 0.9424 \| 0.8152 \| 0.8762 \| 0.4608 \| 0.9168 \| 0.8534 \| 0.7447 \| 0.8689 \| 0.6900 \| 0.7707 \| 0.3883 \| 0.7960 \| 0.7123 \| 0.7084 \| \| 0.1683 \| 11.19 \| 4140 \| 0.4890 \| 0.7091 \| 0.8063 \| 0.8829 \| 0.9440 \| 0.7922 \| 0.8761 \| 0.4739 \| 0.9035 \| 0.8588 \| 0.7957 \| 0.8690 \| 0.6781 \| 0.7642 \| 0.3927 \| 0.8021 \| 0.7156 \| 0.7418 \| \| 0.0792 \| 11.24 \| 4160 \| 0.5043 \| 0.7072 \| 0.8172 \| 0.8798 \| 0.9436 \| 0.8273 \| 0.8587 \| 0.5521 \| 0.8918 \| 0.8655 \| 0.7812 \| 0.8713 \| 0.6821 \| 0.7606 \| 0.3962 \| 0.7943 \| 0.7169 \| 0.7292 \| \| 0.1486 \| 11.3 \| 4180 \| 0.5367 \| 0.7052 \| 0.8043 \| 0.8783 \| 0.9389 \| 0.7943 \| 0.8553 \| 0.5066 \| 0.9108 \| 0.8652 \| 0.7592 \| 0.8733 \| 0.6778 \| 0.7633 \| 0.4170 \| 0.7877 \| 0.7134 \| 0.7040 \| \| 0.2621 \| 11.35 \| 4200 \| 0.5333 \| 0.7016 \| 0.8055 \| 0.8770 \| 0.9428 \| 0.8055 \| 0.8440 \| 0.5177 \| 0.9030 \| 0.8714 \| 0.7542 \| 0.8717 \| 0.6815 \| 0.7596 \| 0.3952 \| 0.7884 \| 0.7123 \| 0.7029 \| \| 0.1573 \| 11.41 \| 4220 \| 0.5311 \| 0.7036 \| 0.8070 \| 0.8775 \| 0.9407 \| 0.8258 \| 0.8659 \| 0.4995 \| 0.9045 \| 0.8626 \| 0.7499 \| 0.8707 \| 0.6917 \| 0.7638 \| 0.3966 \| 0.7893 \| 0.7121 \| 0.7007 \| \| 0.1706 \| 11.46 \| 4240 \| 0.5298 \| 0.7062 \| 0.8133 \| 0.8774 \| 0.9385 \| 0.8210 \| 0.8889 \| 0.5300 \| 0.8954 \| 0.8700 \| 0.7495 \| 0.8715 \| 0.6947 \| 0.7709 \| 0.4077 \| 0.7856 \| 0.7115 \| 0.7016 \| \| 0.2682 \| 11.51 \| 4260 \| 0.5481 \| 0.7082 \| 0.8057 \| 0.8801 \| 0.9444 \| 0.8204 \| 0.8799 \| 0.4890 \| 0.9099 \| 0.8406 \| 0.7554 \| 0.8715 \| 0.6969 \| 0.7734 \| 0.3951 \| 0.7902 \| 0.7176 \| 0.7128 \| \| 0.1008 \| 11.57 \| 4280 \| 0.5343 \| 0.7053 \| 0.8131 \| 0.8770 \| 0.9272 \| 0.7950 \| 0.8888 \| 0.5527 \| 0.9074 \| 0.8655 \| 0.7551 \| 0.8723 \| 0.6802 \| 0.7748 \| 0.4058 \| 0.7848 \| 0.7189 \| 0.7000 \| \| 0.2386 \| 11.62 \| 4300 \| 0.5017 \| 0.7097 \| 0.8228 \| 0.8813 \| 0.9308 \| 0.7722 \| 0.8942 \| 0.5822 \| 0.8842 \| 0.8695 \| 0.8265 \| 0.8662 \| 0.6711 \| 0.7772 \| 0.3790 \| 0.8012 \| 0.7206 \| 0.7526 \| \| 0.1102 \| 11.68 \| 4320 \| 0.4944 \| 0.7106 \| 0.8179 \| 0.8823 \| 0.9286 \| 0.8126 \| 0.8744 \| 0.5304 \| 0.9009 \| 0.8469 \| 0.8317 \| 0.8592 \| 0.6791 \| 0.7732 \| 0.3770 \| 0.8077 \| 0.7172 \| 0.7611 \| \| 0.1461 \| 11.73 \| 4340 \| 0.5308 \| 0.7016 \| 0.8080 \| 0.8756 \| 0.9270 \| 0.8166 \| 0.8748 \| 0.5144 \| 0.9086 \| 0.8492 \| 0.7654 \| 0.8572 \| 0.6779 \| 0.7672 \| 0.3964 \| 0.7956 \| 0.7171 \| 0.6998 \| \| 0.1593 \| 11.78 \| 4360 \| 0.5414 \| 0.7097 \| 0.8131 \| 0.8799 \| 0.9415 \| 0.8112 \| 0.8727 \| 0.5428 \| 0.9044 \| 0.8635 \| 0.7555 \| 0.8653 \| 0.6940 \| 0.7638 \| 0.4048 \| 0.7962 \| 0.7219 \| 0.7224 \| \| 0.1039 \| 11.84 \| 4380 \| 0.5111 \| 0.7156 \| 0.8199 \| 0.8830 \| 0.9364 \| 0.8319 \| 0.8651 \| 0.5438 \| 0.9069 \| 0.8736 \| 0.7819 \| 0.8673 \| 0.6925 \| 0.7635 \| 0.4138 \| 0.7998 \| 0.7295 \| 0.7431 \| \| 0.3453 \| 11.89 \| 4400 \| 0.5305 \| 0.7131 \| 0.8093 \| 0.8818 \| 0.9432 \| 0.8346 \| 0.8722 \| 0.4977 \| 0.9165 \| 0.8497 \| 0.7513 \| 0.8652 \| 0.6879 \| 0.7682 \| 0.4254 \| 0.7981 \| 0.7278 \| 0.7194 \| \| 0.15 \| 11.95 \| 4420 \| 0.4693 \| 0.7259 \| 0.8316 \| 0.8903 \| 0.9435 \| 0.8364 \| 0.8837 \| 0.5534 \| 0.8908 \| 0.8672 \| 0.8460 \| 0.8715 \| 0.6885 \| 0.7678 \| 0.4070 \| 0.8116 \| 0.7273 \| 0.8075 \| \| 0.1132 \| 12.0 \| 4440 \| 0.4752 \| 0.7248 \| 0.8355 \| 0.8893 \| 0.9381 \| 0.8157 \| 0.8643 \| 0.6057 \| 0.8898 \| 0.8787 \| 0.8560 \| 0.8722 \| 0.6864 \| 0.7675 \| 0.3969 \| 0.8100 \| 0.7267 \| 0.8141 \| \| 0.2272 \| 12.05 \| 4460 \| 0.4776 \| 0.7244 \| 0.8240 \| 0.8911 \| 0.9364 \| 0.7727 \| 0.8572 \| 0.5785 \| 0.9150 \| 0.8516 \| 0.8565 \| 0.8748 \| 0.6708 \| 0.7655 \| 0.4108 \| 0.8158 \| 0.7212 \| 0.8117 \| \| 0.1862 \| 12.11 \| 4480 \| 0.4954 \| 0.7204 \| 0.8241 \| 0.8878 \| 0.9394 \| 0.8316 \| 0.8658 \| 0.5470 \| 0.9084 \| 0.8582 \| 0.8186 \| 0.8730 \| 0.6965 \| 0.7638 \| 0.4046 \| 0.8122 \| 0.7081 \| 0.7845 \| \| 0.1436 \| 12.16 \| 4500 \| 0.5070 \| 0.7154 \| 0.8182 \| 0.8840 \| 0.9417 \| 0.8228 \| 0.8489 \| 0.5516 \| 0.9087 \| 0.8635 \| 0.7903 \| 0.8700 \| 0.6895 \| 0.7569 \| 0.4171 \| 0.8040 \| 0.7163 \| 0.7537 \| \| 0.1581 \| 12.22 \| 4520 \| 0.4918 \| 0.7174 \| 0.8263 \| 0.8842 \| 0.9284 \| 0.8167 \| 0.8722 \| 0.5734 \| 0.9050 \| 0.8823 \| 0.8058 \| 0.8716 \| 0.6850 \| 0.7606 \| 0.4183 \| 0.8006 \| 0.7239 \| 0.7619 \| \| 0.2003 \| 12.27 \| 4540 \| 0.5508 \| 0.7075 \| 0.8139 \| 0.8776 \| 0.9303 \| 0.8128 \| 0.8467 \| 0.5666 \| 0.9128 \| 0.8689 \| 0.7590 \| 0.8691 \| 0.6917 \| 0.7535 \| 0.4125 \| 0.7878 \| 0.7209 \| 0.7167 \| \| 0.1785 \| 12.32 \| 4560 \| 0.4795 \| 0.7141 \| 0.8262 \| 0.8825 \| 0.9354 \| 0.8445 \| 0.8594 \| 0.5835 \| 0.9014 \| 0.8716 \| 0.7876 \| 0.8715 \| 0.6871 \| 0.7638 \| 0.4103 \| 0.7987 \| 0.7186 \| 0.7488 \| \| 0.0645 \| 12.38 \| 4580 \| 0.4897 \| 0.7221 \| 0.8265 \| 0.8875 \| 0.9328 \| 0.8254 \| 0.8690 \| 0.5660 \| 0.9127 \| 0.8652 \| 0.8145 \| 0.8731 \| 0.6958 \| 0.7662 \| 0.4194 \| 0.8097 \| 0.7179 \| 0.7727 \| \| 0.0784 \| 12.43 \| 4600 \| 0.5016 \| 0.7248 \| 0.8310 \| 0.8896 \| 0.9303 \| 0.8241 \| 0.8822 \| 0.5576 \| 0.9062 \| 0.8807 \| 0.8362 \| 0.8728 \| 0.6910 \| 0.7655 \| 0.4182 \| 0.8151 \| 0.7209 \| 0.7901 \| \| 0.1183 \| 12.49 \| 4620 \| 0.5362 \| 0.7072 \| 0.8020 \| 0.8802 \| 0.9433 \| 0.8042 \| 0.8626 \| 0.4774 \| 0.9161 \| 0.8566 \| 0.7538 \| 0.8702 \| 0.6923 \| 0.7646 \| 0.3956 \| 0.7930 \| 0.7202 \| 0.7145 \| \| 0.2538 \| 12.54 \| 4640 \| 0.5996 \| 0.7075 \| 0.8150 \| 0.8784 \| 0.9358 \| 0.8371 \| 0.8669 \| 0.5344 \| 0.9051 \| 0.8757 \| 0.7496 \| 0.8722 \| 0.6942 \| 0.7627 \| 0.4062 \| 0.7872 \| 0.7139 \| 0.7161 \| \| 0.1557 \| 12.59 \| 4660 \| 0.5350 \| 0.7070 \| 0.8149 \| 0.8787 \| 0.9377 \| 0.8244 \| 0.8555 \| 0.5539 \| 0.9038 \| 0.8654 \| 0.7638 \| 0.8742 \| 0.6887 \| 0.7628 \| 0.4033 \| 0.7875 \| 0.7079 \| 0.7249 \| \| 0.3497 \| 12.65 \| 4680 \| 0.4915 \| 0.7138 \| 0.8195 \| 0.8835 \| 0.9416 \| 0.8156 \| 0.8645 \| 0.5468 \| 0.8973 \| 0.8716 \| 0.7994 \| 0.8758 \| 0.6877 \| 0.7662 \| 0.4042 \| 0.7962 \| 0.7115 \| 0.7552 \| \| 0.1298 \| 12.7 \| 4700 \| 0.4880 \| 0.7154 \| 0.8223 \| 0.8841 \| 0.9379 \| 0.7987 \| 0.8712 \| 0.5789 \| 0.9026 \| 0.8717 \| 0.7947 \| 0.8782 \| 0.6819 \| 0.7713 \| 0.4105 \| 0.7964 \| 0.7150 \| 0.7545 \| \| 0.248 \| 12.76 \| 4720 \| 0.5498 \| 0.7106 \| 0.8102 \| 0.8817 \| 0.9356 \| 0.8214 \| 0.8667 \| 0.5055 \| 0.9203 \| 0.8617 \| 0.7605 \| 0.8763 \| 0.6887 \| 0.7685 \| 0.4113 \| 0.7928 \| 0.7108 \| 0.7255 \| \| 0.0969 \| 12.81 \| 4740 \| 0.5653 \| 0.7107 \| 0.8169 \| 0.8805 \| 0.9369 \| 0.8377 \| 0.8712 \| 0.5441 \| 0.9098 \| 0.8652 \| 0.7536 \| 0.8739 \| 0.6900 \| 0.7678 \| 0.4176 \| 0.7918 \| 0.7133 \| 0.7204 \| \| 0.1095 \| 12.86 \| 4760 \| 0.5436 \| 0.7105 \| 0.8125 \| 0.8808 \| 0.9459 \| 0.8153 \| 0.8896 \| 0.5127 \| 0.8978 \| 0.8735 \| 0.7524 \| 0.8727 \| 0.6978 \| 0.7675 \| 0.4101 \| 0.7922 \| 0.7139 \| 0.7190 \| \| 0.1964 \| 12.92 \| 4780 \| 0.6304 \| 0.7005 \| 0.8044 \| 0.8752 \| 0.9413 \| 0.8388 \| 0.8647 \| 0.5172 \| 0.9168 \| 0.8495 \| 0.7027 \| 0.8674 \| 0.6873 \| 0.7677 \| 0.4157 \| 0.7904 \| 0.7023 \| 0.6725 \| \| 0.1341 \| 12.97 \| 4800 \| 0.5768 \| 0.7055 \| 0.8045 \| 0.8782 \| 0.9402 \| 0.8154 \| 0.8773 \| 0.4902 \| 0.9136 \| 0.8653 \| 0.7298 \| 0.8686 \| 0.6967 \| 0.7681 \| 0.4123 \| 0.7939 \| 0.7056 \| 0.6930 \| \| 0.1123 \| 13.03 \| 4820 \| 0.5759 \| 0.7002 \| 0.8034 \| 0.8755 \| 0.9434 \| 0.8259 \| 0.8765 \| 0.4800 \| 0.9013 \| 0.8750 \| 0.7221 \| 0.8651 \| 0.6934 \| 0.7657 \| 0.3973 \| 0.7897 \| 0.7014 \| 0.6886 \| \| 0.1658 \| 13.08 \| 4840 \| 0.5776 \| 0.7006 \| 0.8076 \| 0.8748 \| 0.9364 \| 0.8288 \| 0.8806 \| 0.5232 \| 0.9092 \| 0.8625 \| 0.7121 \| 0.8665 \| 0.6883 \| 0.7674 \| 0.4129 \| 0.7891 \| 0.7019 \| 0.6778 \| \| 0.1839 \| 13.14 \| 4860 \| 0.5867 \| 0.6981 \| 0.8042 \| 0.8744 \| 0.9386 \| 0.8375 \| 0.8730 \| 0.4946 \| 0.9098 \| 0.8683 \| 0.7075 \| 0.8647 \| 0.6890 \| 0.7616 \| 0.4011 \| 0.7914 \| 0.7040 \| 0.6747 \| \| 0.1099 \| 13.19 \| 4880 \| 0.6082 \| 0.6983 \| 0.8013 \| 0.8742 \| 0.9445 \| 0.8159 \| 0.8635 \| 0.5103 \| 0.9103 \| 0.8655 \| 0.6990 \| 0.8639 \| 0.6907 \| 0.7644 \| 0.4066 \| 0.7923 \| 0.7000 \| 0.6699 \| \| 0.3081 \| 13.24 \| 4900 \| 0.5948 \| 0.6993 \| 0.8048 \| 0.8745 \| 0.9346 \| 0.8352 \| 0.8682 \| 0.5033 \| 0.9140 \| 0.8640 \| 0.7146 \| 0.8655 \| 0.6920 \| 0.7625 \| 0.4031 \| 0.7891 \| 0.7025 \| 0.6804 \| \| 0.0714 \| 13.3 \| 4920 \| 0.5051 \| 0.7049 \| 0.8191 \| 0.8782 \| 0.9342 \| 0.8449 \| 0.8754 \| 0.5468 \| 0.8989 \| 0.8811 \| 0.7522 \| 0.8685 \| 0.6846 \| 0.7704 \| 0.3944 \| 0.7956 \| 0.7036 \| 0.7175 \| \| 0.2305 \| 13.35 \| 4940 \| 0.5408 \| 0.7004 \| 0.8093 \| 0.8756 \| 0.9396 \| 0.8220 \| 0.8793 \| 0.5384 \| 0.9057 \| 0.8616 \| 0.7183 \| 0.8691 \| 0.6900 \| 0.7697 \| 0.3954 \| 0.7909 \| 0.7016 \| 0.6861 \| \| 0.2512 \| 13.41 \| 4960 \| 0.5822 \| 0.6990 \| 0.8107 \| 0.8738 \| 0.9390 \| 0.8140 \| 0.8907 \| 0.5550 \| 0.8980 \| 0.8683 \| 0.7096 \| 0.8679 \| 0.6899 \| 0.7657 \| 0.4019 \| 0.7876 \| 0.7041 \| 0.6757 \| \| 0.1393 \| 13.46 \| 4980 \| 0.5820 \| 0.6959 \| 0.8083 \| 0.8723 \| 0.9446 \| 0.8042 \| 0.8774 \| 0.5541 \| 0.8882 \| 0.8804 \| 0.7092 \| 0.8667 \| 0.6888 \| 0.7699 \| 0.3841 \| 0.7838 \| 0.7022 \| 0.6755 \| \| 0.9497 \| 13.51 \| 5000 \| 0.5431 \| 0.6950 \| 0.8085 \| 0.8726 \| 0.9424 \| 0.8437 \| 0.8893 \| 0.5207 \| 0.8900 \| 0.8553 \| 0.7182 \| 0.8657 \| 0.6915 \| 0.7660 \| 0.3743 \| 0.7847 \| 0.7006 \| 0.6824 \| \| 0.0806 \| 13.57 \| 5020 \| 0.5681 \| 0.6932 \| 0.8071 \| 0.8730 \| 0.9460 \| 0.8298 \| 0.8792 \| 0.5086 \| 0.8840 \| 0.8783 \| 0.7235 \| 0.8651 \| 0.6882 \| 0.7591 \| 0.3640 \| 0.7898 \| 0.6952 \| 0.6910 \| \| 0.1022 \| 13.62 \| 5040 \| 0.6025 \| 0.7020 \| 0.8031 \| 0.8773 \| 0.9384 \| 0.8149 \| 0.8617 \| 0.5091 \| 0.9205 \| 0.8461 \| 0.7313 \| 0.8709 \| 0.6938 \| 0.7583 \| 0.3988 \| 0.7930 \| 0.7026 \| 0.6969 \| \| 0.184 \| 13.68 \| 5060 \| 0.5221 \| 0.7129 \| 0.8152 \| 0.8834 \| 0.9440 \| 0.8107 \| 0.8484 \| 0.5483 \| 0.9078 \| 0.8577 \| 0.7891 \| 0.8723 \| 0.6916 \| 0.7579 \| 0.4009 \| 0.8017 \| 0.7134 \| 0.7525 \| \| 0.1923 \| 13.73 \| 5080 \| 0.5278 \| 0.7074 \| 0.8231 \| 0.8794 \| 0.9363 \| 0.8139 \| 0.8365 \| 0.6253 \| 0.8986 \| 0.8638 \| 0.7869 \| 0.8725 \| 0.6876 \| 0.7527 \| 0.3841 \| 0.7960 \| 0.7094 \| 0.7491 \| \| 0.1851 \| 13.78 \| 5100 \| 0.5243 \| 0.7208 \| 0.8293 \| 0.8880 \| 0.9352 \| 0.8263 \| 0.8504 \| 0.5776 \| 0.9032 \| 0.8726 \| 0.8400 \| 0.8708 \| 0.6909 \| 0.7572 \| 0.4059 \| 0.8167 \| 0.7142 \| 0.7900 \| \| 0.0883 \| 13.84 \| 5120 \| 0.5024 \| 0.7236 \| 0.8229 \| 0.8902 \| 0.9409 \| 0.7976 \| 0.8571 \| 0.5421 \| 0.9083 \| 0.8774 \| 0.8370 \| 0.8729 \| 0.6898 \| 0.7625 \| 0.4175 \| 0.8193 \| 0.7105 \| 0.7929 \| \| 0.195 \| 13.89 \| 5140 \| 0.4746 \| 0.7218 \| 0.8266 \| 0.8886 \| 0.9399 \| 0.8212 \| 0.8697 \| 0.5583 \| 0.9008 \| 0.8562 \| 0.8400 \| 0.8729 \| 0.6952 \| 0.7671 \| 0.4038 \| 0.8141 \| 0.7114 \| 0.7878 \| \| 0.0844 \| 13.95 \| 5160 \| 0.4909 \| 0.7205 \| 0.8265 \| 0.8880 \| 0.9351 \| 0.8371 \| 0.8583 \| 0.5528 \| 0.9070 \| 0.8559 \| 0.8395 \| 0.8718 \| 0.6946 \| 0.7642 \| 0.3979 \| 0.8136 \| 0.7127 \| 0.7886 \| \| 0.1474 \| 14.0 \| 5180 \| 0.4922 \| 0.7258 \| 0.8272 \| 0.8905 \| 0.9388 \| 0.8234 \| 0.8750 \| 0.5452 \| 0.9064 \| 0.8615 \| 0.8401 \| 0.8720 \| 0.6999 \| 0.7722 \| 0.4129 \| 0.8181 \| 0.7126 \| 0.7933 \| \| 0.0503 \| 14.05 \| 5200 \| 0.5318 \| 0.7121 \| 0.8123 \| 0.8824 \| 0.9386 \| 0.8375 \| 0.8687 \| 0.4913 \| 0.9146 \| 0.8767 \| 0.7582 \| 0.8721 \| 0.6998 \| 0.7690 \| 0.4109 \| 0.7996 \| 0.7093 \| 0.7243 \| \| 1.5633 \| 14.11 \| 5220 \| 0.5514 \| 0.7080 \| 0.8110 \| 0.8790 \| 0.9361 \| 0.8298 \| 0.8660 \| 0.5116 \| 0.9110 \| 0.8762 \| 0.7465 \| 0.8721 \| 0.6993 \| 0.7625 \| 0.4142 \| 0.7913 \| 0.7101 \| 0.7068 \| \| 0.1624 \| 14.16 \| 5240 \| 0.5814 \| 0.7004 \| 0.8080 \| 0.8748 \| 0.9385 \| 0.8203 \| 0.8895 \| 0.5267 \| 0.9042 \| 0.8668 \| 0.7101 \| 0.8666 \| 0.6915 \| 0.7616 \| 0.4128 \| 0.7906 \| 0.7032 \| 0.6764 \| \| 0.1234 \| 14.22 \| 5260 \| 0.5338 \| 0.7057 \| 0.8118 \| 0.8776 \| 0.9384 \| 0.8265 \| 0.8866 \| 0.5304 \| 0.9078 \| 0.8708 \| 0.7222 \| 0.8691 \| 0.6993 \| 0.7745 \| 0.4113 \| 0.7951 \| 0.7052 \| 0.6853 \| \| 0.0554 \| 14.27 \| 5280 \| 0.6325 \| 0.7015 \| 0.8086 \| 0.8754 \| 0.9377 \| 0.8343 \| 0.8675 \| 0.5338 \| 0.9147 \| 0.8722 \| 0.6998 \| 0.8688 \| 0.6954 \| 0.7702 \| 0.4123 \| 0.7921 \| 0.7013 \| 0.6701 \| \| 0.115 \| 14.32 \| 5300 \| 0.4993 \| 0.7210 \| 0.8234 \| 0.8861 \| 0.9333 \| 0.8439 \| 0.8784 \| 0.5337 \| 0.9141 \| 0.8679 \| 0.7922 \| 0.8755 \| 0.6996 \| 0.7750 \| 0.4152 \| 0.7987 \| 0.7285 \| 0.7545 \| \| 0.1561 \| 14.38 \| 5320 \| 0.5592 \| 0.7135 \| 0.8152 \| 0.8818 \| 0.9352 \| 0.8277 \| 0.8701 \| 0.5345 \| 0.9173 \| 0.8638 \| 0.7574 \| 0.8746 \| 0.7009 \| 0.7720 \| 0.4173 \| 0.7938 \| 0.7157 \| 0.7203 \| \| 0.0848 \| 14.43 \| 5340 \| 0.5579 \| 0.7164 \| 0.8164 \| 0.8833 \| 0.9436 \| 0.8026 \| 0.8806 \| 0.5433 \| 0.9054 \| 0.8765 \| 0.7631 \| 0.8745 \| 0.6958 \| 0.7746 \| 0.4219 \| 0.7952 \| 0.7242 \| 0.7287 \| \| 0.1941 \| 14.49 \| 5360 \| 0.5586 \| 0.7189 \| 0.8199 \| 0.8843 \| 0.9371 \| 0.8163 \| 0.8892 \| 0.5516 \| 0.9127 \| 0.8632 \| 0.7692 \| 0.8737 \| 0.6961 \| 0.7774 \| 0.4221 \| 0.7964 \| 0.7319 \| 0.7347 \| \| 0.1339 \| 14.54 \| 5380 \| 0.5690 \| 0.7114 \| 0.8206 \| 0.8800 \| 0.9383 \| 0.8260 \| 0.8833 \| 0.5868 \| 0.9054 \| 0.8599 \| 0.7444 \| 0.8714 \| 0.6967 \| 0.7769 \| 0.4115 \| 0.7933 \| 0.7164 \| 0.7138 \| \| 0.1054 \| 14.59 \| 5400 \| 0.5522 \| 0.7119 \| 0.8216 \| 0.8797 \| 0.9407 \| 0.8214 \| 0.8717 \| 0.5864 \| 0.8963 \| 0.8839 \| 0.7510 \| 0.8725 \| 0.6988 \| 0.7761 \| 0.4120 \| 0.7897 \| 0.7169 \| 0.7175 \| \| 0.1314 \| 14.65 \| 5420 \| 0.5695 \| 0.7134 \| 0.8164 \| 0.8815 \| 0.9420 \| 0.8324 \| 0.8740 \| 0.5469 \| 0.9087 \| 0.8569 \| 0.7540 \| 0.8724 \| 0.6957 \| 0.7754 \| 0.4228 \| 0.7945 \| 0.7145 \| 0.7183 \| \| 0.2918 \| 14.7 \| 5440 \| 0.5720 \| 0.7115 \| 0.8167 \| 0.8806 \| 0.9385 \| 0.8318 \| 0.8726 \| 0.5263 \| 0.9036 \| 0.8930 \| 0.7509 \| 0.8738 \| 0.6959 \| 0.7796 \| 0.4111 \| 0.7905 \| 0.7138 \| 0.7155 \| \| 0.1543 \| 14.76 \| 5460 \| 0.5569 \| 0.7137 \| 0.8163 \| 0.8817 \| 0.9396 \| 0.8374 \| 0.8688 \| 0.5230 \| 0.9078 \| 0.8829 \| 0.7549 \| 0.8741 \| 0.6978 \| 0.7713 \| 0.4232 \| 0.7927 \| 0.7180 \| 0.7187 \| \| 0.1186 \| 14.81 \| 5480 \| 0.5482 \| 0.7212 \| 0.8233 \| 0.8853 \| 0.9366 \| 0.8389 \| 0.8538 \| 0.5453 \| 0.9084 \| 0.8849 \| 0.7954 \| 0.8771 \| 0.6978 \| 0.7658 \| 0.4222 \| 0.7920 \| 0.7386 \| 0.7551 \| \| 0.1624 \| 14.86 \| 5500 \| 0.5372 \| 0.7189 \| 0.8240 \| 0.8842 \| 0.9355 \| 0.8337 \| 0.8733 \| 0.5587 \| 0.9046 \| 0.8694 \| 0.7930 \| 0.8756 \| 0.6953 \| 0.7717 \| 0.4070 \| 0.7904 \| 0.7386 \| 0.7533 \| \| 0.9141 \| 14.92 \| 5520 \| 0.5415 \| 0.7166 \| 0.8202 \| 0.8832 \| 0.9415 \| 0.8160 \| 0.8734 \| 0.5625 \| 0.9007 \| 0.8602 \| 0.7873 \| 0.8744 \| 0.6917 \| 0.7683 \| 0.4067 \| 0.7896 \| 0.7359 \| 0.7495 \| \| 0.1429 \| 14.97 \| 5540 \| 0.5310 \| 0.7171 \| 0.8185 \| 0.8837 \| 0.9397 \| 0.8161 \| 0.8610 \| 0.5489 \| 0.9098 \| 0.8795 \| 0.7743 \| 0.8751 \| 0.6908 \| 0.7675 \| 0.4220 \| 0.7939 \| 0.7309 \| 0.7396 \| \| 0.21 \| 15.03 \| 5560 \| 0.4918 \| 0.7230 \| 0.8230 \| 0.8871 \| 0.9395 \| 0.8298 \| 0.8797 \| 0.5404 \| 0.9100 \| 0.8671 \| 0.7944 \| 0.8748 \| 0.6930 \| 0.7726 \| 0.4246 \| 0.7999 \| 0.7373 \| 0.7586 \| \| 0.1884 \| 15.08 \| 5580 \| 0.5099 \| 0.7153 \| 0.8160 \| 0.8831 \| 0.9437 \| 0.8006 \| 0.8602 \| 0.5582 \| 0.9087 \| 0.8716 \| 0.7686 \| 0.8741 \| 0.6895 \| 0.7719 \| 0.4206 \| 0.7963 \| 0.7214 \| 0.7331 \| \| 0.1516 \| 15.14 \| 5600 \| 0.5335 \| 0.7137 \| 0.8168 \| 0.8823 \| 0.9372 \| 0.8281 \| 0.8823 \| 0.5498 \| 0.9161 \| 0.8459 \| 0.7585 \| 0.8757 \| 0.6937 \| 0.7763 \| 0.4186 \| 0.7949 \| 0.7140 \| 0.7230 \| \| 0.1574 \| 15.19 \| 5620 \| 0.5654 \| 0.7136 \| 0.8156 \| 0.8818 \| 0.9410 \| 0.8196 \| 0.8757 \| 0.5507 \| 0.9120 \| 0.8582 \| 0.7521 \| 0.8756 \| 0.6989 \| 0.7708 \| 0.4237 \| 0.7942 \| 0.7134 \| 0.7186 \| \| 0.0803 \| 15.24 \| 5640 \| 0.5721 \| 0.7136 \| 0.8178 \| 0.8815 \| 0.9429 \| 0.8285 \| 0.8653 \| 0.5589 \| 0.9080 \| 0.8754 \| 0.7458 \| 0.8739 \| 0.6983 \| 0.7693 \| 0.4272 \| 0.7956 \| 0.7165 \| 0.7142 \| \| 0.1424 \| 15.3 \| 5660 \| 0.5583 \| 0.7127 \| 0.8150 \| 0.8812 \| 0.9406 \| 0.8168 \| 0.8676 \| 0.5656 \| 0.9163 \| 0.8526 \| 0.7456 \| 0.8734 \| 0.6944 \| 0.7721 \| 0.4269 \| 0.7956 \| 0.7123 \| 0.7142 \| \| 0.0757 \| 15.35 \| 5680 \| 0.5655 \| 0.7106 \| 0.8140 \| 0.8803 \| 0.9388 \| 0.8168 \| 0.8697 \| 0.5482 \| 0.9116 \| 0.8631 \| 0.7501 \| 0.8729 \| 0.6917 \| 0.7703 \| 0.4162 \| 0.7925 \| 0.7139 \| 0.7164 \| \| 0.1092 \| 15.41 \| 5700 \| 0.5550 \| 0.7114 \| 0.8160 \| 0.8808 \| 0.9429 \| 0.8282 \| 0.8617 \| 0.5558 \| 0.9075 \| 0.8621 \| 0.7535 \| 0.8742 \| 0.6944 \| 0.7703 \| 0.4152 \| 0.7926 \| 0.7138 \| 0.7195 \| \| 0.1833 \| 15.46 \| 5720 \| 0.4969 \| 0.7304 \| 0.8307 \| 0.8930 \| 0.9412 \| 0.8311 \| 0.8812 \| 0.5391 \| 0.9056 \| 0.8764 \| 0.8401 \| 0.8759 \| 0.6980 \| 0.7712 \| 0.4282 \| 0.8201 \| 0.7182 \| 0.8013 \| \| 0.0929 \| 15.51 \| 5740 \| 0.5019 \| 0.7272 \| 0.8228 \| 0.8918 \| 0.9443 \| 0.8274 \| 0.8651 \| 0.5131 \| 0.9135 \| 0.8714 \| 0.8244 \| 0.8757 \| 0.6980 \| 0.7731 \| 0.4210 \| 0.8170 \| 0.7180 \| 0.7873 \| \| 0.1537 \| 15.57 \| 5760 \| 0.5682 \| 0.7139 \| 0.8192 \| 0.8818 \| 0.9327 \| 0.8587 \| 0.8672 \| 0.5456 \| 0.9196 \| 0.8503 \| 0.7602 \| 0.8732 \| 0.6913 \| 0.7723 \| 0.4284 \| 0.7955 \| 0.7165 \| 0.7204 \| \| 0.0488 \| 15.62 \| 5780 \| 0.5516 \| 0.7133 \| 0.8158 \| 0.8819 \| 0.9407 \| 0.8418 \| 0.8711 \| 0.5235 \| 0.9096 \| 0.8678 \| 0.7562 \| 0.8725 \| 0.6953 \| 0.7739 \| 0.4228 \| 0.7961 \| 0.7140 \| 0.7185 \| \| 0.1074 \| 15.68 \| 5800 \| 0.5703 \| 0.7111 \| 0.8162 \| 0.8808 \| 0.9394 \| 0.8297 \| 0.8875 \| 0.5129 \| 0.8991 \| 0.8886 \| 0.7560 \| 0.8723 \| 0.6930 \| 0.7699 \| 0.4142 \| 0.7925 \| 0.7174 \| 0.7185 \| \| 0.0859 \| 15.73 \| 5820 \| 0.6073 \| 0.7116 \| 0.8095 \| 0.8817 \| 0.9371 \| 0.8186 \| 0.8766 \| 0.5036 \| 0.9199 \| 0.8565 \| 0.7546 \| 0.8715 \| 0.6931 \| 0.7697 \| 0.4136 \| 0.7964 \| 0.7204 \| 0.7164 \| \| 0.1068 \| 15.78 \| 5840 \| 0.5386 \| 0.7113 \| 0.8205 \| 0.8807 \| 0.9382 \| 0.8395 \| 0.8582 \| 0.5640 \| 0.9029 \| 0.8745 \| 0.7664 \| 0.8724 \| 0.6948 \| 0.7691 \| 0.3998 \| 0.7936 \| 0.7235 \| 0.7259 \| \| 0.1288 \| 15.84 \| 5860 \| 0.5640 \| 0.7078 \| 0.8112 \| 0.8790 \| 0.9459 \| 0.8185 \| 0.8664 \| 0.5460 \| 0.9050 \| 0.8530 \| 0.7438 \| 0.8705 \| 0.6968 \| 0.7707 \| 0.3983 \| 0.7905 \| 0.7155 \| 0.7125 \| \| 0.161 \| 15.89 \| 5880 \| 0.6023 \| 0.7055 \| 0.8088 \| 0.8782 \| 0.9439 \| 0.8222 \| 0.8378 \| 0.5346 \| 0.9084 \| 0.8665 \| 0.7484 \| 0.8716 \| 0.6953 \| 0.7624 \| 0.3912 \| 0.7886 \| 0.7156 \| 0.7141 \| \| 0.2896 \| 15.95 \| 5900 \| 0.6422 \| 0.7098 \| 0.8131 \| 0.8799 \| 0.9374 \| 0.8238 \| 0.8658 \| 0.5354 \| 0.9128 \| 0.8696 \| 0.7469 \| 0.8726 \| 0.6964 \| 0.7694 \| 0.4089 \| 0.7913 \| 0.7165 \| 0.7133 \| \| 0.1331 \| 16.0 \| 5920 \| 0.6165 \| 0.7120 \| 0.8111 \| 0.8815 \| 0.9381 \| 0.8166 \| 0.8853 \| 0.5089 \| 0.9154 \| 0.8665 \| 0.7471 \| 0.8742 \| 0.6978 \| 0.7667 \| 0.4211 \| 0.7942 \| 0.7162 \| 0.7140 \| \| 0.0851 \| 16.05 \| 5940 \| 0.5548 \| 0.7146 \| 0.8151 \| 0.8835 \| 0.9402 \| 0.8268 \| 0.8766 \| 0.5103 \| 0.9110 \| 0.8780 \| 0.7630 \| 0.8772 \| 0.6979 \| 0.7719 \| 0.4141 \| 0.7961 \| 0.7195 \| 0.7256 \| \| 0.1627 \| 16.11 \| 5960 \| 0.6263 \| 0.7120 \| 0.8142 \| 0.8817 \| 0.9388 \| 0.8262 \| 0.8748 \| 0.5333 \| 0.9158 \| 0.8616 \| 0.7488 \| 0.8774 \| 0.6959 \| 0.7727 \| 0.4138 \| 0.7927 \| 0.7140 \| 0.7176 \| \| 0.1197 \| 16.16 \| 5980 \| 0.5825 \| 0.7085 \| 0.8212 \| 0.8792 \| 0.9366 \| 0.8377 \| 0.8605 \| 0.5824 \| 0.9000 \| 0.8640 \| 0.7672 \| 0.8767 \| 0.6925 \| 0.7708 \| 0.3867 \| 0.7857 \| 0.7185 \| 0.7288 \| \| 0.5273 \| 16.22 \| 6000 \| 0.5988 \| 0.7157 \| 0.8174 \| 0.8830 \| 0.9368 \| 0.8146 \| 0.8820 \| 0.5475 \| 0.9120 \| 0.8567 \| 0.7720 \| 0.8767 \| 0.6938 \| 0.7706 \| 0.4224 \| 0.7928 \| 0.7219 \| 0.7321 \| \| 0.1381 \| 16.27 \| 6020 \| 0.5692 \| 0.7150 \| 0.8190 \| 0.8827 \| 0.9362 \| 0.8343 \| 0.8639 \| 0.5474 \| 0.9134 \| 0.8709 \| 0.7665 \| 0.8773 \| 0.6931 \| 0.7721 \| 0.4248 \| 0.7940 \| 0.7158 \| 0.7276 \| \| 0.0793 \| 16.32 \| 6040 \| 0.5893 \| 0.7136 \| 0.8163 \| 0.8818 \| 0.9345 \| 0.8222 \| 0.8708 \| 0.5475 \| 0.9168 \| 0.8616 \| 0.7604 \| 0.8758 \| 0.6929 \| 0.7744 \| 0.4245 \| 0.7928 \| 0.7118 \| 0.7232 \| \| 0.0582 \| 16.38 \| 6060 \| 0.7212 \| 0.7032 \| 0.8038 \| 0.8757 \| 0.9439 \| 0.8061 \| 0.8635 \| 0.5485 \| 0.9181 \| 0.8428 \| 0.7036 \| 0.8632 \| 0.6901 \| 0.7688 \| 0.4265 \| 0.7936 \| 0.7034 \| 0.6770 \| \| 0.1339 \| 16.43 \| 6080 \| 0.5848 \| 0.7123 \| 0.8164 \| 0.8810 \| 0.9412 \| 0.8312 \| 0.8795 \| 0.5399 \| 0.9070 \| 0.8696 \| 0.7461 \| 0.8715 \| 0.6968 \| 0.7737 \| 0.4204 \| 0.7956 \| 0.7149 \| 0.7131 \| \| 0.1311 \| 16.49 \| 6100 \| 0.6171 \| 0.7109 \| 0.8072 \| 0.8811 \| 0.9419 \| 0.8082 \| 0.8586 \| 0.5156 \| 0.9201 \| 0.8596 \| 0.7466 \| 0.8714 \| 0.6964 \| 0.7690 \| 0.4151 \| 0.7955 \| 0.7154 \| 0.7138 \| \| 0.0856 \| 16.54 \| 6120 \| 0.6195 \| 0.7095 \| 0.8073 \| 0.8804 \| 0.9374 \| 0.8099 \| 0.8548 \| 0.5201 \| 0.9239 \| 0.8550 \| 0.7499 \| 0.8722 \| 0.6938 \| 0.7662 \| 0.4083 \| 0.7932 \| 0.7162 \| 0.7163 \| \| 0.8163 \| 16.59 \| 6140 \| 0.5405 \| 0.7141 \| 0.8122 \| 0.8836 \| 0.9403 \| 0.8288 \| 0.8689 \| 0.5015 \| 0.9177 \| 0.8631 \| 0.7647 \| 0.8734 \| 0.6956 \| 0.7713 \| 0.4100 \| 0.7994 \| 0.7193 \| 0.7294 \| \| 0.0893 \| 16.65 \| 6160 \| 0.5658 \| 0.7105 \| 0.8122 \| 0.8809 \| 0.9414 \| 0.8283 \| 0.8689 \| 0.5119 \| 0.9088 \| 0.8746 \| 0.7517 \| 0.8725 \| 0.6944 \| 0.7686 \| 0.4096 \| 0.7936 \| 0.7184 \| 0.7168 \| \| 0.0869 \| 16.7 \| 6180 \| 0.5834 \| 0.7103 \| 0.8113 \| 0.8811 \| 0.9394 \| 0.8424 \| 0.8676 \| 0.4995 \| 0.9163 \| 0.8702 \| 0.7437 \| 0.8731 \| 0.6978 \| 0.7695 \| 0.4088 \| 0.7950 \| 0.7158 \| 0.7120 \| \| 0.161 \| 16.76 \| 6200 \| 0.5759 \| 0.7121 \| 0.8129 \| 0.8817 \| 0.9404 \| 0.8337 \| 0.8744 \| 0.5100 \| 0.9125 \| 0.8678 \| 0.7516 \| 0.8738 \| 0.6992 \| 0.7728 \| 0.4140 \| 0.7951 \| 0.7147 \| 0.7154 \| \| 0.1898 \| 16.81 \| 6220 \| 0.5838 \| 0.7121 \| 0.8098 \| 0.8821 \| 0.9413 \| 0.8366 \| 0.8608 \| 0.5007 \| 0.9211 \| 0.8593 \| 0.7492 \| 0.8740 \| 0.6970 \| 0.7721 \| 0.4164 \| 0.7967 \| 0.7128 \| 0.7156 \| \| 2.3534 \| 16.86 \| 6240 \| 0.5930 \| 0.7118 \| 0.8086 \| 0.8822 \| 0.9427 \| 0.8268 \| 0.8857 \| 0.4846 \| 0.9158 \| 0.8565 \| 0.7483 \| 0.8732 \| 0.6989 \| 0.7740 \| 0.4120 \| 0.7968 \| 0.7125 \| 0.7153 \| \| 0.0658 \| 16.92 \| 6260 \| 0.5076 \| 0.7169 \| 0.8225 \| 0.8842 \| 0.9412 \| 0.8316 \| 0.8670 \| 0.5666 \| 0.9066 \| 0.8665 \| 0.7779 \| 0.8747 \| 0.6946 \| 0.7772 \| 0.4169 \| 0.8013 \| 0.7137 \| 0.7397 \| \| 0.1386 \| 16.97 \| 6280 \| 0.5100 \| 0.7244 \| 0.8309 \| 0.8893 \| 0.9373 \| 0.8286 \| 0.8770 \| 0.5876 \| 0.9056 \| 0.8446 \| 0.8356 \| 0.8735 \| 0.6964 \| 0.7752 \| 0.4061 \| 0.8133 \| 0.7103 \| 0.7960 \| \| 0.0797 \| 17.03 \| 6300 \| 0.4916 \| 0.7254 \| 0.8309 \| 0.8904 \| 0.9378 \| 0.8263 \| 0.8680 \| 0.5825 \| 0.9079 \| 0.8548 \| 0.8389 \| 0.8751 \| 0.6940 \| 0.7768 \| 0.4061 \| 0.8155 \| 0.7121 \| 0.7983 \| \| 0.1281 \| 17.08 \| 6320 \| 0.4981 \| 0.7263 \| 0.8313 \| 0.8909 \| 0.9397 \| 0.8092 \| 0.8823 \| 0.5861 \| 0.9015 \| 0.8531 \| 0.8472 \| 0.8762 \| 0.6908 \| 0.7721 \| 0.4094 \| 0.8148 \| 0.7163 \| 0.8045 \| \| 0.0712 \| 17.14 \| 6340 \| 0.5308 \| 0.7242 \| 0.8318 \| 0.8892 \| 0.9362 \| 0.8222 \| 0.8747 \| 0.5963 \| 0.9033 \| 0.8473 \| 0.8428 \| 0.8729 \| 0.6944 \| 0.7704 \| 0.4005 \| 0.8126 \| 0.7158 \| 0.8030 \| \| 0.1443 \| 17.19 \| 6360 \| 0.5330 \| 0.7112 \| 0.8118 \| 0.8815 \| 0.9431 \| 0.8179 \| 0.8822 \| 0.5203 \| 0.9094 \| 0.8550 \| 0.7545 \| 0.8727 \| 0.6979 \| 0.7716 \| 0.4045 \| 0.7951 \| 0.7158 \| 0.7210 \| \| 0.7862 \| 17.24 \| 6380 \| 0.6242 \| 0.7111 \| 0.8107 \| 0.8811 \| 0.9461 \| 0.8333 \| 0.8621 \| 0.5086 \| 0.9098 \| 0.8705 \| 0.7442 \| 0.8721 \| 0.7009 \| 0.7679 \| 0.4137 \| 0.7949 \| 0.7152 \| 0.7128 \| \| 0.1323 \| 17.3 \| 6400 \| 0.6169 \| 0.7062 \| 0.8104 \| 0.8782 \| 0.9392 \| 0.8061 \| 0.8697 \| 0.5477 \| 0.9125 \| 0.8703 \| 0.7276 \| 0.8739 \| 0.6952 \| 0.7672 \| 0.4245 \| 0.7943 \| 0.6948 \| 0.6935 \| \| 0.0704 \| 17.35 \| 6420 \| 0.6165 \| 0.7112 \| 0.8108 \| 0.8808 \| 0.9378 \| 0.8084 \| 0.8616 \| 0.5438 \| 0.9205 \| 0.8516 \| 0.7521 \| 0.8733 \| 0.6905 \| 0.7665 \| 0.4271 \| 0.7943 \| 0.7113 \| 0.7151 \| \| 0.1044 \| 17.41 \| 6440 \| 0.5954 \| 0.7101 \| 0.8119 \| 0.8807 \| 0.9396 \| 0.8048 \| 0.8641 \| 0.5539 \| 0.9155 \| 0.8492 \| 0.7560 \| 0.8735 \| 0.6838 \| 0.7672 \| 0.4176 \| 0.7936 \| 0.7167 \| 0.7183 \| \| 0.4188 \| 17.46 \| 6460 \| 0.6219 \| 0.7138 \| 0.8113 \| 0.8822 \| 0.9381 \| 0.8040 \| 0.8722 \| 0.5351 \| 0.9202 \| 0.8501 \| 0.7597 \| 0.8739 \| 0.6925 \| 0.7673 \| 0.4190 \| 0.7933 \| 0.7264 \| 0.7242 \| \| 0.0606 \| 17.51 \| 6480 \| 0.5436 \| 0.7196 \| 0.8189 \| 0.8850 \| 0.9411 \| 0.8160 \| 0.8758 \| 0.5394 \| 0.9080 \| 0.8697 \| 0.7826 \| 0.8745 \| 0.6983 \| 0.7684 \| 0.4206 \| 0.7967 \| 0.7355 \| 0.7431 \| \| 0.1067 \| 17.57 \| 6500 \| 0.5200 \| 0.7233 \| 0.8264 \| 0.8882 \| 0.9433 \| 0.8147 \| 0.8653 \| 0.5683 \| 0.9000 \| 0.8729 \| 0.8203 \| 0.8740 \| 0.6962 \| 0.7670 \| 0.4042 \| 0.8055 \| 0.7336 \| 0.7828 \| \| 0.3848 \| 17.62 \| 6520 \| 0.4962 \| 0.7292 \| 0.8336 \| 0.8920 \| 0.9366 \| 0.8121 \| 0.8657 \| 0.5910 \| 0.9033 \| 0.8612 \| 0.8653 \| 0.8755 \| 0.6931 \| 0.7688 \| 0.3959 \| 0.8123 \| 0.7385 \| 0.8205 \| \| 0.1252 \| 17.68 \| 6540 \| 0.5172 \| 0.7192 \| 0.8187 \| 0.8850 \| 0.9383 \| 0.8123 \| 0.8679 \| 0.5446 \| 0.9126 \| 0.8695 \| 0.7854 \| 0.8739 \| 0.6940 \| 0.7705 \| 0.4168 \| 0.7979 \| 0.7371 \| 0.7439 \| \| 0.1498 \| 17.73 \| 6560 \| 0.4809 \| 0.7283 \| 0.8310 \| 0.8920 \| 0.9402 \| 0.8245 \| 0.8852 \| 0.5427 \| 0.8983 \| 0.8750 \| 0.8509 \| 0.8728 \| 0.6941 \| 0.7754 \| 0.4045 \| 0.8164 \| 0.7263 \| 0.8084 \| \| 0.1339 \| 17.78 \| 6580 \| 0.4834 \| 0.7283 \| 0.8310 \| 0.8921 \| 0.9358 \| 0.8345 \| 0.8709 \| 0.5393 \| 0.9060 \| 0.8791 \| 0.8517 \| 0.8737 \| 0.6922 \| 0.7721 \| 0.4075 \| 0.8162 \| 0.7265 \| 0.8096 \| \| 0.155 \| 17.84 \| 6600 \| 0.5174 \| 0.7280 \| 0.8253 \| 0.8921 \| 0.9397 \| 0.8201 \| 0.8806 \| 0.5166 \| 0.9097 \| 0.8698 \| 0.8405 \| 0.8729 \| 0.6928 \| 0.7705 \| 0.4115 \| 0.8164 \| 0.7283 \| 0.8032 \| \| 0.3213 \| 17.89 \| 6620 \| 0.5081 \| 0.7286 \| 0.8303 \| 0.8922 \| 0.9377 \| 0.8294 \| 0.8755 \| 0.5476 \| 0.9070 \| 0.8652 \| 0.8499 \| 0.8738 \| 0.6948 \| 0.7714 \| 0.4071 \| 0.8164 \| 0.7258 \| 0.8106 \| \| 0.178 \| 17.95 \| 6640 \| 0.5023 \| 0.7329 \| 0.8289 \| 0.8945 \| 0.9379 \| 0.8278 \| 0.8713 \| 0.5284 \| 0.9133 \| 0.8571 \| 0.8664 \| 0.8737 \| 0.6960 \| 0.7717 \| 0.4138 \| 0.8183 \| 0.7347 \| 0.8219 \| \| 0.1809 \| 18.0 \| 6660 \| 0.5378 \| 0.7303 \| 0.8290 \| 0.8932 \| 0.9422 \| 0.8208 \| 0.8670 \| 0.5306 \| 0.9038 \| 0.8885 \| 0.8499 \| 0.8736 \| 0.6950 \| 0.7706 \| 0.4134 \| 0.8182 \| 0.7297 \| 0.8116 \| \| 0.1183 \| 18.05 \| 6680 \| 0.5358 \| 0.7305 \| 0.8232 \| 0.8940 \| 0.9387 \| 0.8151 \| 0.8823 \| 0.4934 \| 0.9152 \| 0.8635 \| 0.8547 \| 0.8726 \| 0.6962 \| 0.7696 \| 0.4086 \| 0.8196 \| 0.7322 \| 0.8144 \| \| 0.0902 \| 18.11 \| 6700 \| 0.5166 \| 0.7308 \| 0.8300 \| 0.8935 \| 0.9395 \| 0.8267 \| 0.8612 \| 0.5466 \| 0.9113 \| 0.8730 \| 0.8521 \| 0.8743 \| 0.6937 \| 0.7691 \| 0.4176 \| 0.8206 \| 0.7297 \| 0.8106 \| \| 0.2487 \| 18.16 \| 6720 \| 0.5290 \| 0.7296 \| 0.8283 \| 0.8928 \| 0.9401 \| 0.8130 \| 0.8690 \| 0.5405 \| 0.9087 \| 0.8849 \| 0.8418 \| 0.8745 \| 0.6961 \| 0.7675 \| 0.4223 \| 0.8203 \| 0.7235 \| 0.8032 \| \| 0.1186 \| 18.22 \| 6740 \| 0.5202 \| 0.7302 \| 0.8264 \| 0.8933 \| 0.9429 \| 0.7918 \| 0.8686 \| 0.5522 \| 0.9070 \| 0.8609 \| 0.8612 \| 0.8746 \| 0.6945 \| 0.7690 \| 0.4091 \| 0.8174 \| 0.7308 \| 0.8161 \| \| 0.3732 \| 18.27 \| 6760 \| 0.5339 \| 0.7253 \| 0.8236 \| 0.8912 \| 0.9418 \| 0.8295 \| 0.8555 \| 0.5244 \| 0.9130 \| 0.8635 \| 0.8371 \| 0.8738 \| 0.7020 \| 0.7671 \| 0.4021 \| 0.8184 \| 0.7166 \| 0.7974 \| \| 0.155 \| 18.32 \| 6780 \| 0.5497 \| 0.7263 \| 0.8239 \| 0.8913 \| 0.9405 \| 0.8221 \| 0.8754 \| 0.5133 \| 0.9112 \| 0.8795 \| 0.8255 \| 0.8741 \| 0.7025 \| 0.7702 \| 0.4144 \| 0.8192 \| 0.7174 \| 0.7866 \| \| 0.2159 \| 18.38 \| 6800 \| 0.5251 \| 0.7267 \| 0.8279 \| 0.8913 \| 0.9412 \| 0.8193 \| 0.8767 \| 0.5469 \| 0.9052 \| 0.8675 \| 0.8383 \| 0.8737 \| 0.7002 \| 0.7723 \| 0.4077 \| 0.8191 \| 0.7180 \| 0.7958 \| \| 0.1727 \| 18.43 \| 6820 \| 0.5323 \| 0.7267 \| 0.8290 \| 0.8914 \| 0.9391 \| 0.8435 \| 0.8636 \| 0.5414 \| 0.9093 \| 0.8668 \| 0.8397 \| 0.8741 \| 0.7019 \| 0.7696 \| 0.4110 \| 0.8198 \| 0.7153 \| 0.7952 \| \| 0.1184 \| 18.49 \| 6840 \| 0.5390 \| 0.7279 \| 0.8275 \| 0.8919 \| 0.9443 \| 0.8292 \| 0.8675 \| 0.5370 \| 0.9058 \| 0.8745 \| 0.8344 \| 0.8733 \| 0.7014 \| 0.7688 \| 0.4164 \| 0.8206 \| 0.7187 \| 0.7961 \| \| 0.1718 \| 18.54 \| 6860 \| 0.5446 \| 0.7227 \| 0.8228 \| 0.8885 \| 0.9388 \| 0.8258 \| 0.8711 \| 0.5280 \| 0.9106 \| 0.8750 \| 0.8106 \| 0.8737 \| 0.7009 \| 0.7685 \| 0.4147 \| 0.8117 \| 0.7202 \| 0.7690 \| \| 0.1154 \| 18.59 \| 6880 \| 0.5651 \| 0.7153 \| 0.8143 \| 0.8835 \| 0.9458 \| 0.8170 \| 0.8670 \| 0.5288 \| 0.9084 \| 0.8668 \| 0.7665 \| 0.8726 \| 0.6994 \| 0.7697 \| 0.4155 \| 0.7994 \| 0.7197 \| 0.7306 \| \| 0.1404 \| 18.65 \| 6900 \| 0.5538 \| 0.7159 \| 0.8190 \| 0.8833 \| 0.9356 \| 0.8293 \| 0.8771 \| 0.5495 \| 0.9156 \| 0.8586 \| 0.7676 \| 0.8738 \| 0.6984 \| 0.7709 \| 0.4208 \| 0.7993 \| 0.7173 \| 0.7309 \| \| 0.071 \| 18.7 \| 6920 \| 0.5250 \| 0.7262 \| 0.8285 \| 0.8901 \| 0.9375 \| 0.8250 \| 0.8717 \| 0.5567 \| 0.9094 \| 0.8740 \| 0.8249 \| 0.8751 \| 0.7000 \| 0.7706 \| 0.4210 \| 0.8148 \| 0.7190 \| 0.7828 \| \| 0.0938 \| 18.76 \| 6940 \| 0.5374 \| 0.7237 \| 0.8247 \| 0.8881 \| 0.9400 \| 0.8258 \| 0.8701 \| 0.5568 \| 0.9119 \| 0.8683 \| 0.7999 \| 0.8746 \| 0.7015 \| 0.7696 \| 0.4281 \| 0.8101 \| 0.7185 \| 0.7633 \| \| 0.1624 \| 18.81 \| 6960 \| 0.5468 \| 0.7202 \| 0.8220 \| 0.8855 \| 0.9412 \| 0.8236 \| 0.8749 \| 0.5559 \| 0.9097 \| 0.8739 \| 0.7748 \| 0.8744 \| 0.7019 \| 0.7724 \| 0.4289 \| 0.8040 \| 0.7197 \| 0.7398 \| \| 0.0766 \| 18.86 \| 6980 \| 0.5889 \| 0.7146 \| 0.8156 \| 0.8817 \| 0.9370 \| 0.8305 \| 0.8660 \| 0.5483 \| 0.9193 \| 0.8562 \| 0.7518 \| 0.8734 \| 0.7006 \| 0.7685 \| 0.4292 \| 0.7948 \| 0.7190 \| 0.7164 \| \| 0.1392 \| 18.92 \| 7000 \| 0.5337 \| 0.7193 \| 0.8191 \| 0.8855 \| 0.9409 \| 0.8197 \| 0.8699 \| 0.5424 \| 0.9119 \| 0.8666 \| 0.7826 \| 0.8728 \| 0.6962 \| 0.7700 \| 0.4286 \| 0.8044 \| 0.7190 \| 0.7442 \| \| 0.1355 \| 18.97 \| 7020 \| 0.5454 \| 0.7258 \| 0.8283 \| 0.8901 \| 0.9425 \| 0.8168 \| 0.8598 \| 0.5748 \| 0.9060 \| 0.8705 \| 0.8279 \| 0.8743 \| 0.6964 \| 0.7664 \| 0.4196 \| 0.8154 \| 0.7179 \| 0.7909 \| \| 0.1311 \| 19.03 \| 7040 \| 0.5109 \| 0.7277 \| 0.8286 \| 0.8915 \| 0.9404 \| 0.8328 \| 0.8597 \| 0.5547 \| 0.9111 \| 0.8634 \| 0.8379 \| 0.8740 \| 0.6958 \| 0.7679 \| 0.4189 \| 0.8177 \| 0.7200 \| 0.7995 \| \| 0.1482 \| 19.08 \| 7060 \| 0.5200 \| 0.7294 \| 0.8293 \| 0.8921 \| 0.9414 \| 0.8118 \| 0.8670 \| 0.5599 \| 0.9054 \| 0.8759 \| 0.8438 \| 0.8746 \| 0.6977 \| 0.7689 \| 0.4223 \| 0.8174 \| 0.7217 \| 0.8031 \| \| 0.1097 \| 19.14 \| 7080 \| 0.5579 \| 0.7150 \| 0.8173 \| 0.8821 \| 0.9386 \| 0.8159 \| 0.8658 \| 0.5675 \| 0.9150 \| 0.8629 \| 0.7555 \| 0.8742 \| 0.6979 \| 0.7698 \| 0.4300 \| 0.7960 \| 0.7167 \| 0.7205 \| \| 0.1646 \| 19.19 \| 7100 \| 0.5838 \| 0.7139 \| 0.8143 \| 0.8815 \| 0.9400 \| 0.8129 \| 0.8633 \| 0.5555 \| 0.9159 \| 0.8606 \| 0.7518 \| 0.8733 \| 0.6975 \| 0.7666 \| 0.4313 \| 0.7950 \| 0.7159 \| 0.7175 \| \| 0.0971 \| 19.24 \| 7120 \| 0.5568 \| 0.7135 \| 0.8168 \| 0.8816 \| 0.9445 \| 0.8272 \| 0.8667 \| 0.5603 \| 0.9081 \| 0.8585 \| 0.7521 \| 0.8726 \| 0.6968 \| 0.7699 \| 0.4247 \| 0.7961 \| 0.7161 \| 0.7186 \| \| 0.1318 \| 19.3 \| 7140 \| 0.6116 \| 0.7129 \| 0.8136 \| 0.8814 \| 0.9422 \| 0.8247 \| 0.8791 \| 0.5414 \| 0.9141 \| 0.8462 \| 0.7472 \| 0.8726 \| 0.6966 \| 0.7730 \| 0.4221 \| 0.7947 \| 0.7176 \| 0.7139 \| \| 0.0763 \| 19.35 \| 7160 \| 0.5854 \| 0.7149 \| 0.8149 \| 0.8826 \| 0.9390 \| 0.8274 \| 0.8725 \| 0.5344 \| 0.9174 \| 0.8576 \| 0.7558 \| 0.8733 \| 0.6960 \| 0.7707 \| 0.4267 \| 0.7965 \| 0.7198 \| 0.7214 \| \| 0.0788 \| 19.41 \| 7180 \| 0.5573 \| 0.7174 \| 0.8149 \| 0.8842 \| 0.9420 \| 0.8117 \| 0.8622 \| 0.5320 \| 0.9159 \| 0.8796 \| 0.7609 \| 0.8743 \| 0.6977 \| 0.7706 \| 0.4311 \| 0.8002 \| 0.7221 \| 0.7262 \| \| 0.1318 \| 19.46 \| 7200 \| 0.6123 \| 0.7159 \| 0.8151 \| 0.8830 \| 0.9387 \| 0.8202 \| 0.8640 \| 0.5288 \| 0.9166 \| 0.8842 \| 0.7533 \| 0.8745 \| 0.6989 \| 0.7705 \| 0.4289 \| 0.7975 \| 0.7230 \| 0.7179 \| \| 0.1114 \| 19.51 \| 7220 \| 0.5467 \| 0.7182 \| 0.8213 \| 0.8847 \| 0.9439 \| 0.8315 \| 0.8570 \| 0.5607 \| 0.9081 \| 0.8738 \| 0.7739 \| 0.8732 \| 0.6985 \| 0.7708 \| 0.4228 \| 0.8032 \| 0.7214 \| 0.7373 \| \| 0.07 \| 19.57 \| 7240 \| 0.5694 \| 0.7138 \| 0.8176 \| 0.8817 \| 0.9386 \| 0.8233 \| 0.8625 \| 0.5745 \| 0.9159 \| 0.8512 \| 0.7575 \| 0.8729 \| 0.6989 \| 0.7690 \| 0.4191 \| 0.7970 \| 0.7168 \| 0.7230 \| \| 0.1917 \| 19.62 \| 7260 \| 0.5537 \| 0.7195 \| 0.8173 \| 0.8859 \| 0.9437 \| 0.8205 \| 0.8595 \| 0.5427 \| 0.9160 \| 0.8555 \| 0.7832 \| 0.8731 \| 0.7001 \| 0.7673 \| 0.4260 \| 0.8061 \| 0.7163 \| 0.7480 \| \| 0.0786 \| 19.68 \| 7280 \| 0.5282 \| 0.7266 \| 0.8297 \| 0.8899 \| 0.9354 \| 0.8340 \| 0.8717 \| 0.5637 \| 0.9123 \| 0.8692 \| 0.8213 \| 0.8734 \| 0.7018 \| 0.7706 \| 0.4258 \| 0.8159 \| 0.7188 \| 0.7801 \| \| 0.1788 \| 19.73 \| 7300 \| 0.5386 \| 0.7247 \| 0.8293 \| 0.8889 \| 0.9368 \| 0.8228 \| 0.8783 \| 0.5741 \| 0.9068 \| 0.8675 \| 0.8190 \| 0.8735 \| 0.7034 \| 0.7712 \| 0.4134 \| 0.8130 \| 0.7181 \| 0.7804 \| \| 0.1096 \| 19.78 \| 7320 \| 0.5480 \| 0.7266 \| 0.8267 \| 0.8909 \| 0.9418 \| 0.8234 \| 0.8574 \| 0.5573 \| 0.9114 \| 0.8640 \| 0.8312 \| 0.8734 \| 0.7014 \| 0.7679 \| 0.4138 \| 0.8179 \| 0.7169 \| 0.7953 \| \| 1.5805 \| 19.84 \| 7340 \| 0.5748 \| 0.7261 \| 0.8253 \| 0.8906 \| 0.9431 \| 0.8027 \| 0.8709 \| 0.5585 \| 0.9086 \| 0.8687 \| 0.8245 \| 0.8736 \| 0.6984 \| 0.7696 \| 0.4153 \| 0.8171 \| 0.7187 \| 0.7903 \| \| 1.7115 \| 19.89 \| 7360 \| 0.5969 \| 0.7266 \| 0.8303 \| 0.8905 \| 0.9425 \| 0.8219 \| 0.8725 \| 0.5765 \| 0.9044 \| 0.8711 \| 0.8233 \| 0.8739 \| 0.7003 \| 0.7707 \| 0.4141 \| 0.8172 \| 0.7201 \| 0.7899 \| \| 0.0866 \| 19.95 \| 7380 \| 0.5321 \| 0.7292 \| 0.8317 \| 0.8920 \| 0.9398 \| 0.8248 \| 0.8647 \| 0.5692 \| 0.9078 \| 0.8798 \| 0.8358 \| 0.8751 \| 0.7000 \| 0.7697 \| 0.4220 \| 0.8199 \| 0.7211 \| 0.7965 \| \| 0.2194 \| 20.0 \| 7400 \| 0.5505 \| 0.7289 \| 0.8303 \| 0.8920 \| 0.9425 \| 0.8285 \| 0.8649 \| 0.5543 \| 0.9055 \| 0.8832 \| 0.8333 \| 0.8743 \| 0.7002 \| 0.7694 \| 0.4222 \| 0.8199 \| 0.7208 \| 0.7956 \| \| 0.1087 \| 20.05 \| 7420 \| 0.5341 \| 0.7300 \| 0.8288 \| 0.8929 \| 0.9402 \| 0.8256 \| 0.8784 \| 0.5351 \| 0.9097 \| 0.8758 \| 0.8370 \| 0.8742 \| 0.7021 \| 0.7717 \| 0.4235 \| 0.8221 \| 0.7200 \| 0.7968 \| \| 0.126 \| 20.11 \| 7440 \| 0.5485 \| 0.7276 \| 0.8256 \| 0.8913 \| 0.9412 \| 0.8205 \| 0.8598 \| 0.5495 \| 0.9151 \| 0.8677 \| 0.8256 \| 0.8742 \| 0.7018 \| 0.7672 \| 0.4241 \| 0.8185 \| 0.7189 \| 0.7885 \| \| 0.1614 \| 20.16 \| 7460 \| 0.5406 \| 0.7284 \| 0.8246 \| 0.8922 \| 0.9410 \| 0.8192 \| 0.8571 \| 0.5357 \| 0.9163 \| 0.8660 \| 0.8369 \| 0.8741 \| 0.7034 \| 0.7652 \| 0.4218 \| 0.8208 \| 0.7172 \| 0.7964 \| \| 0.0881 \| 20.22 \| 7480 \| 0.5345 \| 0.7282 \| 0.8212 \| 0.8927 \| 0.9437 \| 0.8140 \| 0.8735 \| 0.5126 \| 0.9175 \| 0.8540 \| 0.8334 \| 0.8737 \| 0.7033 \| 0.7695 \| 0.4166 \| 0.8223 \| 0.7164 \| 0.7957 \| \| 0.0598 \| 20.27 \| 7500 \| 0.5295 \| 0.7292 \| 0.8264 \| 0.8926 \| 0.9387 \| 0.8281 \| 0.8747 \| 0.5295 \| 0.9167 \| 0.8614 \| 0.8358 \| 0.8739 \| 0.7031 \| 0.7726 \| 0.4197 \| 0.8219 \| 0.7171 \| 0.7961 \| \| 0.2735 \| 20.32 \| 7520 \| 0.5292 \| 0.7294 \| 0.8250 \| 0.8929 \| 0.9416 \| 0.8190 \| 0.8668 \| 0.5309 \| 0.9165 \| 0.8646 \| 0.8356 \| 0.8740 \| 0.7014 \| 0.7724 \| 0.4220 \| 0.8230 \| 0.7171 \| 0.7958 \| \| 0.1385 \| 20.38 \| 7540 \| 0.5413 \| 0.7287 \| 0.8247 \| 0.8924 \| 0.9373 \| 0.8115 \| 0.8671 \| 0.5391 \| 0.9209 \| 0.8626 \| 0.8344 \| 0.8739 \| 0.6977 \| 0.7710 \| 0.4253 \| 0.8216 \| 0.7153 \| 0.7961 \| \| 0.0755 \| 20.43 \| 7560 \| 0.5195 \| 0.7286 \| 0.8275 \| 0.8927 \| 0.9411 \| 0.8251 \| 0.8726 \| 0.5339 \| 0.9118 \| 0.8729 \| 0.8349 \| 0.8744 \| 0.6969 \| 0.7717 \| 0.4212 \| 0.8233 \| 0.7166 \| 0.7965 \| \| 0.0906 \| 20.49 \| 7580 \| 0.5124 \| 0.7289 \| 0.8287 \| 0.8927 \| 0.9415 \| 0.8096 \| 0.8768 \| 0.5495 \| 0.9084 \| 0.8819 \| 0.8332 \| 0.8749 \| 0.6968 \| 0.7740 \| 0.4196 \| 0.8234 \| 0.7184 \| 0.7954 \| \| 0.042 \| 20.54 \| 7600 \| 0.5236 \| 0.7280 \| 0.8265 \| 0.8917 \| 0.9388 \| 0.8250 \| 0.8719 \| 0.5447 \| 0.9173 \| 0.8612 \| 0.8264 \| 0.8743 \| 0.6990 \| 0.7736 \| 0.4233 \| 0.8198 \| 0.7185 \| 0.7874 \| \| 0.07 \| 20.59 \| 7620 \| 0.5167 \| 0.7294 \| 0.8273 \| 0.8931 \| 0.9423 \| 0.8160 \| 0.8627 \| 0.5535 \| 0.9156 \| 0.8655 \| 0.8354 \| 0.8751 \| 0.6981 \| 0.7748 \| 0.4189 \| 0.8237 \| 0.7189 \| 0.7963 \| \| 0.3463 \| 20.65 \| 7640 \| 0.5487 \| 0.7202 \| 0.8196 \| 0.8867 \| 0.9400 \| 0.8278 \| 0.8703 \| 0.5256 \| 0.9147 \| 0.8751 \| 0.7839 \| 0.8750 \| 0.7002 \| 0.7753 \| 0.4198 \| 0.8069 \| 0.7190 \| 0.7451 \| \| 1.3278 \| 20.7 \| 7660 \| 0.5206 \| 0.7261 \| 0.8251 \| 0.8910 \| 0.9440 \| 0.8036 \| 0.8725 \| 0.5500 \| 0.9080 \| 0.8751 \| 0.8224 \| 0.8765 \| 0.6975 \| 0.7747 \| 0.4158 \| 0.8169 \| 0.7185 \| 0.7830 \| \| 0.0927 \| 20.76 \| 7680 \| 0.5543 \| 0.7179 \| 0.8190 \| 0.8849 \| 0.9415 \| 0.8215 \| 0.8581 \| 0.5538 \| 0.9142 \| 0.8695 \| 0.7746 \| 0.8764 \| 0.6997 \| 0.7696 \| 0.4219 \| 0.8024 \| 0.7191 \| 0.7364 \| \| 0.2095 \| 20.81 \| 7700 \| 0.5537 \| 0.7187 \| 0.8184 \| 0.8857 \| 0.9393 \| 0.8291 \| 0.8589 \| 0.5333 \| 0.9178 \| 0.8714 \| 0.7791 \| 0.8766 \| 0.7009 \| 0.7684 \| 0.4209 \| 0.8037 \| 0.7186 \| 0.7416 \| \| 0.1448 \| 20.86 \| 7720 \| 0.5224 \| 0.7306 \| 0.8271 \| 0.8936 \| 0.9408 \| 0.8154 \| 0.8759 \| 0.5356 \| 0.9140 \| 0.8660 \| 0.8420 \| 0.8764 \| 0.7017 \| 0.7709 \| 0.4236 \| 0.8226 \| 0.7195 \| 0.7999 \| \| 0.1207 \| 20.92 \| 7740 \| 0.5309 \| 0.7301 \| 0.8263 \| 0.8931 \| 0.9410 \| 0.8200 \| 0.8619 \| 0.5352 \| 0.9152 \| 0.8713 \| 0.8396 \| 0.8752 \| 0.7022 \| 0.7691 \| 0.4258 \| 0.8221 \| 0.7186 \| 0.7977 \| \| 0.1776 \| 20.97 \| 7760 \| 0.5330 \| 0.7285 \| 0.8198 \| 0.8934 \| 0.9418 \| 0.8182 \| 0.8697 \| 0.4839 \| 0.9194 \| 0.8639 \| 0.8415 \| 0.8740 \| 0.7016 \| 0.7706 \| 0.4123 \| 0.8227 \| 0.7194 \| 0.7989 \| \| 0.1048 \| 21.03 \| 7780 \| 0.5440 \| 0.7290 \| 0.8230 \| 0.8931 \| 0.9448 \| 0.8097 \| 0.8735 \| 0.5200 \| 0.9125 \| 0.8580 \| 0.8422 \| 0.8739 \| 0.6989 \| 0.7721 \| 0.4185 \| 0.8225 \| 0.7175 \| 0.7992 \| \| 0.1082 \| 21.08 \| 7800 \| 0.5301 \| 0.7297 \| 0.8274 \| 0.8932 \| 0.9400 \| 0.8203 \| 0.8686 \| 0.5293 \| 0.9122 \| 0.8801 \| 0.8413 \| 0.8759 \| 0.7000 \| 0.7707 \| 0.4212 \| 0.8222 \| 0.7181 \| 0.7997 \| \| 0.1496 \| 21.14 \| 7820 \| 0.5470 \| 0.7287 \| 0.8299 \| 0.8926 \| 0.9427 \| 0.8256 \| 0.8717 \| 0.5486 \| 0.9066 \| 0.8808 \| 0.8333 \| 0.8759 \| 0.6996 \| 0.7722 \| 0.4174 \| 0.8217 \| 0.7175 \| 0.7969 \| \| 0.0932 \| 21.19 \| 7840 \| 0.5195 \| 0.7300 \| 0.8295 \| 0.8933 \| 0.9406 \| 0.8178 \| 0.8741 \| 0.5493 \| 0.9109 \| 0.8735 \| 0.8402 \| 0.8766 \| 0.7004 \| 0.7741 \| 0.4181 \| 0.8228 \| 0.7193 \| 0.7990 \| \| 0.1466 \| 21.24 \| 7860 \| 0.5228 \| 0.7288 \| 0.8293 \| 0.8921 \| 0.9391 \| 0.8230 \| 0.8679 \| 0.5565 \| 0.9131 \| 0.8748 \| 0.8304 \| 0.8764 \| 0.6989 \| 0.7710 \| 0.4269 \| 0.8202 \| 0.7167 \| 0.7915 \| \| 0.0394 \| 21.3 \| 7880 \| 0.5633 \| 0.7241 \| 0.8231 \| 0.8886 \| 0.9386 \| 0.8253 \| 0.8721 \| 0.5429 \| 0.9158 \| 0.8617 \| 0.8054 \| 0.8757 \| 0.7003 \| 0.7688 \| 0.4307 \| 0.8103 \| 0.7161 \| 0.7666 \| \| 0.1345 \| 21.35 \| 7900 \| 0.5410 \| 0.7306 \| 0.8282 \| 0.8932 \| 0.9397 \| 0.8250 \| 0.8754 \| 0.5366 \| 0.9131 \| 0.8665 \| 0.8408 \| 0.8755 \| 0.7008 \| 0.7683 \| 0.4301 \| 0.8215 \| 0.7172 \| 0.8007 \| \| 0.1801 \| 21.41 \| 7920 \| 0.5387 \| 0.7290 \| 0.8278 \| 0.8923 \| 0.9413 \| 0.8294 \| 0.8634 \| 0.5482 \| 0.9129 \| 0.8609 \| 0.8388 \| 0.8738 \| 0.6983 \| 0.7694 \| 0.4262 \| 0.8216 \| 0.7163 \| 0.7973 \| \| 0.1575 \| 21.46 \| 7940 \| 0.5452 \| 0.7284 \| 0.8204 \| 0.8928 \| 0.9441 \| 0.7959 \| 0.8741 \| 0.5224 \| 0.9173 \| 0.8516 \| 0.8372 \| 0.8734 \| 0.6961 \| 0.7709 \| 0.4232 \| 0.8224 \| 0.7152 \| 0.7974 \| \| 0.0942 \| 21.51 \| 7960 \| 0.5162 \| 0.7301 \| 0.8321 \| 0.8932 \| 0.9397 \| 0.8254 \| 0.8756 \| 0.5561 \| 0.9070 \| 0.8756 \| 0.8452 \| 0.8771 \| 0.6995 \| 0.7750 \| 0.4166 \| 0.8214 \| 0.7190 \| 0.8022 \| \| 0.1019 \| 21.57 \| 7980 \| 0.5306 \| 0.7286 \| 0.8285 \| 0.8924 \| 0.9416 \| 0.8238 \| 0.8743 \| 0.5455 \| 0.9090 \| 0.8676 \| 0.8375 \| 0.8748 \| 0.7000 \| 0.7735 \| 0.4162 \| 0.8208 \| 0.7178 \| 0.7974 \| \| 0.0743 \| 21.62 \| 8000 \| 0.5440 \| 0.7282 \| 0.8264 \| 0.8921 \| 0.9427 \| 0.8218 \| 0.8664 \| 0.5419 \| 0.9118 \| 0.8679 \| 0.8320 \| 0.8748 \| 0.7005 \| 0.7706 \| 0.4207 \| 0.8202 \| 0.7173 \| 0.7933 \| \| 0.1217 \| 21.68 \| 8020 \| 0.5120 \| 0.7295 \| 0.8311 \| 0.8927 \| 0.9427 \| 0.8248 \| 0.8734 \| 0.5578 \| 0.9046 \| 0.8748 \| 0.8400 \| 0.8754 \| 0.7003 \| 0.7741 \| 0.4189 \| 0.8219 \| 0.7183 \| 0.7975 \| \| 0.1475 \| 21.73 \| 8040 \| 0.5327 \| 0.7275 \| 0.8246 \| 0.8919 \| 0.9418 \| 0.8002 \| 0.8690 \| 0.5502 \| 0.9134 \| 0.8645 \| 0.8334 \| 0.8755 \| 0.6968 \| 0.7715 \| 0.4204 \| 0.8197 \| 0.7174 \| 0.7913 \| \| 0.1826 \| 21.78 \| 8060 \| 0.5325 \| 0.7262 \| 0.8273 \| 0.8908 \| 0.9416 \| 0.8221 \| 0.8712 \| 0.5580 \| 0.9108 \| 0.8645 \| 0.8227 \| 0.8756 \| 0.6983 \| 0.7754 \| 0.4152 \| 0.8174 \| 0.7178 \| 0.7840 \| \| 0.0675 \| 21.84 \| 8080 \| 0.5753 \| 0.7282 \| 0.8306 \| 0.8921 \| 0.9397 \| 0.8173 \| 0.8692 \| 0.5628 \| 0.9076 \| 0.8811 \| 0.8362 \| 0.8760 \| 0.6965 \| 0.7727 \| 0.4177 \| 0.8204 \| 0.7172 \| 0.7972 \| \| 0.0812 \| 21.89 \| 8100 \| 0.5417 \| 0.7295 \| 0.8309 \| 0.8926 \| 0.9372 \| 0.8265 \| 0.8756 \| 0.5521 \| 0.9108 \| 0.8727 \| 0.8413 \| 0.8749 \| 0.6972 \| 0.7732 \| 0.4221 \| 0.8216 \| 0.7196 \| 0.7983 \| \| 0.1776 \| 21.95 \| 8120 \| 0.5303 \| 0.7287 \| 0.8295 \| 0.8921 \| 0.9402 \| 0.8105 \| 0.8765 \| 0.5650 \| 0.9096 \| 0.8716 \| 0.8329 \| 0.8756 \| 0.6965 \| 0.7742 \| 0.4219 \| 0.8203 \| 0.7202 \| 0.7924 \| \| 0.119 \| 22.0 \| 8140 \| 0.5318 \| 0.7263 \| 0.8259 \| 0.8904 \| 0.9404 \| 0.8202 \| 0.8735 \| 0.5467 \| 0.9111 \| 0.8700 \| 0.8195 \| 0.8752 \| 0.6995 \| 0.7739 \| 0.4228 \| 0.8153 \| 0.7206 \| 0.7768 \| \| 0.0873 \| 22.05 \| 8160 \| 0.5227 \| 0.7298 \| 0.8328 \| 0.8926 \| 0.9396 \| 0.8222 \| 0.8697 \| 0.5743 \| 0.9073 \| 0.8764 \| 0.8402 \| 0.8753 \| 0.7002 \| 0.7743 \| 0.4176 \| 0.8221 \| 0.7213 \| 0.7978 \| \| 0.0634 \| 22.11 \| 8180 \| 0.5273 \| 0.7281 \| 0.8285 \| 0.8919 \| 0.9413 \| 0.7973 \| 0.8735 \| 0.5803 \| 0.9108 \| 0.8627 \| 0.8335 \| 0.8752 \| 0.6951 \| 0.7736 \| 0.4190 \| 0.8209 \| 0.7190 \| 0.7940 \| \| 0.1767 \| 22.16 \| 8200 \| 0.5275 \| 0.7300 \| 0.8306 \| 0.8928 \| 0.9388 \| 0.8289 \| 0.8729 \| 0.5560 \| 0.9123 \| 0.8680 \| 0.8378 \| 0.8745 \| 0.7004 \| 0.7738 \| 0.4224 \| 0.8225 \| 0.7194 \| 0.7969 \| \| 0.1508 \| 22.22 \| 8220 \| 0.5532 \| 0.7289 \| 0.8291 \| 0.8921 \| 0.9385 \| 0.8246 \| 0.8679 \| 0.5526 \| 0.9118 \| 0.8693 \| 0.8388 \| 0.8738 \| 0.6998 \| 0.7710 \| 0.4227 \| 0.8205 \| 0.7178 \| 0.7968 \| \| 0.0866 \| 22.27 \| 8240 \| 0.5304 \| 0.7303 \| 0.8280 \| 0.8930 \| 0.9380 \| 0.8240 \| 0.8680 \| 0.5412 \| 0.9161 \| 0.8676 \| 0.8415 \| 0.8747 \| 0.7010 \| 0.7729 \| 0.4240 \| 0.8219 \| 0.7197 \| 0.7978 \| \| 0.1141 \| 22.32 \| 8260 \| 0.5599 \| 0.7296 \| 0.8305 \| 0.8925 \| 0.9413 \| 0.8189 \| 0.8704 \| 0.5594 \| 0.9070 \| 0.8785 \| 0.8376 \| 0.8754 \| 0.6997 \| 0.7724 \| 0.4208 \| 0.8206 \| 0.7200 \| 0.7979 \| \| 0.5142 \| 22.38 \| 8280 \| 0.5377 \| 0.7294 \| 0.8281 \| 0.8926 \| 0.9413 \| 0.8232 \| 0.8723 \| 0.5388 \| 0.9106 \| 0.8792 \| 0.8310 \| 0.8753 \| 0.7005 \| 0.7727 \| 0.4233 \| 0.8208 \| 0.7195 \| 0.7935 \| \| 0.1262 \| 22.43 \| 8300 \| 0.5415 \| 0.7208 \| 0.8213 \| 0.8865 \| 0.9406 \| 0.8204 \| 0.8620 \| 0.5525 \| 0.9135 \| 0.8714 \| 0.7885 \| 0.8750 \| 0.6993 \| 0.7717 \| 0.4248 \| 0.8064 \| 0.7194 \| 0.7492 \| \| 0.0996 \| 22.49 \| 8320 \| 0.5172 \| 0.7284 \| 0.8277 \| 0.8919 \| 0.9414 \| 0.8244 \| 0.8787 \| 0.5501 \| 0.9114 \| 0.8573 \| 0.8309 \| 0.8752 \| 0.7005 \| 0.7751 \| 0.4204 \| 0.8189 \| 0.7196 \| 0.7891 \| \| 0.099 \| 22.54 \| 8340 \| 0.5433 \| 0.7298 \| 0.8289 \| 0.8927 \| 0.9408 \| 0.8299 \| 0.8624 \| 0.5486 \| 0.9124 \| 0.8681 \| 0.8401 \| 0.8751 \| 0.7008 \| 0.7688 \| 0.4232 \| 0.8205 \| 0.7204 \| 0.7997 \| \| 0.0542 \| 22.59 \| 8360 \| 0.5318 \| 0.7291 \| 0.8300 \| 0.8922 \| 0.9415 \| 0.8288 \| 0.8653 \| 0.5631 \| 0.9094 \| 0.8622 \| 0.8401 \| 0.8746 \| 0.6998 \| 0.7707 \| 0.4204 \| 0.8199 \| 0.7200 \| 0.7983 \| \| 0.107 \| 22.65 \| 8380 \| 0.5395 \| 0.7293 \| 0.8302 \| 0.8924 \| 0.9412 \| 0.8340 \| 0.8674 \| 0.5524 \| 0.9095 \| 0.8701 \| 0.8367 \| 0.8749 \| 0.7002 \| 0.7702 \| 0.4215 \| 0.8205 \| 0.7204 \| 0.7977 \| \| 0.1479 \| 22.7 \| 8400 \| 0.5555 \| 0.7297 \| 0.8283 \| 0.8928 \| 0.9433 \| 0.8251 \| 0.8648 \| 0.5496 \| 0.9110 \| 0.8681 \| 0.8365 \| 0.8746 \| 0.6999 \| 0.7724 \| 0.4213 \| 0.8219 \| 0.7201 \| 0.7974 \| \| 0.042 \| 22.76 \| 8420 \| 0.5373 \| 0.7259 \| 0.8257 \| 0.8900 \| 0.9398 \| 0.8162 \| 0.8614 \| 0.5572 \| 0.9135 \| 0.8759 \| 0.8161 \| 0.8753 \| 0.6993 \| 0.7712 \| 0.4241 \| 0.8147 \| 0.7199 \| 0.7769 \| \| 1.2058 \| 22.81 \| 8440 \| 0.5498 \| 0.7249 \| 0.8244 \| 0.8896 \| 0.9424 \| 0.8223 \| 0.8755 \| 0.5537 \| 0.9130 \| 0.8528 \| 0.8112 \| 0.8738 \| 0.6991 \| 0.7754 \| 0.4188 \| 0.8148 \| 0.7187 \| 0.7736 \| \| 0.0554 \| 22.86 \| 8460 \| 0.5314 \| 0.7270 \| 0.8267 \| 0.8910 \| 0.9414 \| 0.8247 \| 0.8741 \| 0.5495 \| 0.9117 \| 0.8640 \| 0.8216 \| 0.8742 \| 0.6997 \| 0.7747 \| 0.4202 \| 0.8176 \| 0.7213 \| 0.7815 \| \| 0.171 \| 22.92 \| 8480 \| 0.5404 \| 0.7260 \| 0.8255 \| 0.8904 \| 0.9416 \| 0.8163 \| 0.8787 \| 0.5466 \| 0.9099 \| 0.8679 \| 0.8173 \| 0.8745 \| 0.6992 \| 0.7735 \| 0.4193 \| 0.8160 \| 0.7215 \| 0.7777 \| \| 0.2158 \| 22.97 \| 8500 \| 0.5370 \| 0.7286 \| 0.8289 \| 0.8922 \| 0.9415 \| 0.8259 \| 0.8658 \| 0.5471 \| 0.9091 \| 0.8797 \| 0.8330 \| 0.8750 \| 0.6999 \| 0.7725 \| 0.4179 \| 0.8207 \| 0.7215 \| 0.7925 \| \| 1.52 \| 23.03 \| 8520 \| 0.5842 \| 0.7270 \| 0.8247 \| 0.8914 \| 0.9417 \| 0.8265 \| 0.8659 \| 0.5366 \| 0.9155 \| 0.8610 \| 0.8258 \| 0.8743 \| 0.6995 \| 0.7703 \| 0.4172 \| 0.8186 \| 0.7198 \| 0.7890 \| \| 0.529 \| 23.08 \| 8540 \| 0.5676 \| 0.7283 \| 0.8253 \| 0.8923 \| 0.9416 \| 0.8326 \| 0.8613 \| 0.5270 \| 0.9158 \| 0.8643 \| 0.8343 \| 0.8738 \| 0.6996 \| 0.7691 \| 0.4192 \| 0.8207 \| 0.7197 \| 0.7960 \| \| 0.1741 \| 23.14 \| 8560 \| 0.5727 \| 0.7221 \| 0.8205 \| 0.8879 \| 0.9415 \| 0.8098 \| 0.8613 \| 0.5479 \| 0.9152 \| 0.8696 \| 0.7984 \| 0.8745 \| 0.6984 \| 0.7692 \| 0.4202 \| 0.8103 \| 0.7188 \| 0.7631 \| \| 0.1051 \| 23.19 \| 8580 \| 0.5467 \| 0.7276 \| 0.8296 \| 0.8913 \| 0.9389 \| 0.8303 \| 0.8751 \| 0.5555 \| 0.9109 \| 0.8711 \| 0.8250 \| 0.8750 \| 0.6998 \| 0.7760 \| 0.4177 \| 0.8184 \| 0.7212 \| 0.7850 \| \| 0.1127 \| 23.24 \| 8600 \| 0.5468 \| 0.7260 \| 0.8249 \| 0.8904 \| 0.9407 \| 0.8258 \| 0.8640 \| 0.5454 \| 0.9146 \| 0.8641 \| 0.8196 \| 0.8748 \| 0.7002 \| 0.7715 \| 0.4207 \| 0.8156 \| 0.7195 \| 0.7796 \| \| 0.17 \| 23.3 \| 8620 \| 0.5703 \| 0.7214 \| 0.8138 \| 0.8882 \| 0.9441 \| 0.8009 \| 0.8589 \| 0.5086 \| 0.9188 \| 0.8665 \| 0.7993 \| 0.8735 \| 0.6976 \| 0.7684 \| 0.4193 \| 0.8102 \| 0.7193 \| 0.7613 \| \| 0.0949 \| 23.35 \| 8640 \| 0.5267 \| 0.7298 \| 0.8273 \| 0.8934 \| 0.9404 \| 0.8271 \| 0.8779 \| 0.5269 \| 0.9136 \| 0.8633 \| 0.8415 \| 0.8755 \| 0.7009 \| 0.7761 \| 0.4150 \| 0.8221 \| 0.7202 \| 0.7990 \| \| 1.5673 \| 23.41 \| 8660 \| 0.5401 \| 0.7268 \| 0.8274 \| 0.8911 \| 0.9420 \| 0.8186 \| 0.8733 \| 0.5551 \| 0.9094 \| 0.8699 \| 0.8240 \| 0.8759 \| 0.6996 \| 0.7749 \| 0.4144 \| 0.8171 \| 0.7199 \| 0.7859 \| \| 0.5701 \| 23.46 \| 8680 \| 0.5517 \| 0.7261 \| 0.8286 \| 0.8905 \| 0.9412 \| 0.8296 \| 0.8681 \| 0.5617 \| 0.9091 \| 0.8678 \| 0.8223 \| 0.8753 \| 0.6996 \| 0.7738 \| 0.4140 \| 0.8161 \| 0.7191 \| 0.7845 \| \| 0.1587 \| 23.51 \| 8700 \| 0.5709 \| 0.7235 \| 0.8183 \| 0.8894 \| 0.9442 \| 0.8075 \| 0.8675 \| 0.5310 \| 0.9175 \| 0.8494 \| 0.8108 \| 0.8736 \| 0.6984 \| 0.7708 \| 0.4167 \| 0.8137 \| 0.7158 \| 0.7756 \| \| 0.1153 \| 23.57 \| 8720 \| 0.5978 \| 0.7220 \| 0.8225 \| 0.8878 \| 0.9406 \| 0.8162 \| 0.8667 \| 0.5568 \| 0.9136 \| 0.8619 \| 0.8018 \| 0.8750 \| 0.6997 \| 0.7707 \| 0.4151 \| 0.8095 \| 0.7182 \| 0.7659 \| \| 0.1148 \| 23.62 \| 8740 \| 0.5372 \| 0.7284 \| 0.8294 \| 0.8921 \| 0.9412 \| 0.8239 \| 0.8748 \| 0.5533 \| 0.9077 \| 0.8684 \| 0.8366 \| 0.8752 \| 0.6995 \| 0.7751 \| 0.4134 \| 0.8196 \| 0.7194 \| 0.7963 \| \| 0.2087 \| 23.68 \| 8760 \| 0.5470 \| 0.7285 \| 0.8302 \| 0.8920 \| 0.9373 \| 0.8269 \| 0.8707 \| 0.5554 \| 0.9108 \| 0.8709 \| 0.8395 \| 0.8751 \| 0.6990 \| 0.7723 \| 0.4165 \| 0.8190 \| 0.7194 \| 0.7982 \| \| 0.1216 \| 23.73 \| 8780 \| 0.5484 \| 0.7280 \| 0.8299 \| 0.8916 \| 0.9382 \| 0.8336 \| 0.8610 \| 0.5569 \| 0.9117 \| 0.8697 \| 0.8380 \| 0.8754 \| 0.6995 \| 0.7699 \| 0.4164 \| 0.8179 \| 0.7188 \| 0.7979 \| \| 0.098 \| 23.78 \| 8800 \| 0.5326 \| 0.7289 \| 0.8286 \| 0.8924 \| 0.9391 \| 0.8182 \| 0.8663 \| 0.5531 \| 0.9118 \| 0.8679 \| 0.8436 \| 0.8758 \| 0.6996 \| 0.7723 \| 0.4154 \| 0.8195 \| 0.7197 \| 0.8001 \| \| 0.0423 \| 23.84 \| 8820 \| 0.5410 \| 0.7278 \| 0.8294 \| 0.8917 \| 0.9413 \| 0.8324 \| 0.8598 \| 0.5582 \| 0.9090 \| 0.8654 \| 0.8397 \| 0.8746 \| 0.6993 \| 0.7712 \| 0.4144 \| 0.8190 \| 0.7185 \| 0.7977 \| \| 0.0599 \| 23.89 \| 8840 \| 0.5354 \| 0.7263 \| 0.8275 \| 0.8908 \| 0.9418 \| 0.8331 \| 0.8599 \| 0.5525 \| 0.9103 \| 0.8680 \| 0.8272 \| 0.8744 \| 0.6991 \| 0.7719 \| 0.4149 \| 0.8170 \| 0.7184 \| 0.7886 \| \| 0.1217 \| 23.95 \| 8860 \| 0.5390 \| 0.7278 \| 0.8243 \| 0.8921 \| 0.9395 \| 0.8286 \| 0.8653 \| 0.5150 \| 0.9166 \| 0.8740 \| 0.8311 \| 0.8750 \| 0.7013 \| 0.7723 \| 0.4158 \| 0.8192 \| 0.7193 \| 0.7916 \| \| 0.1271 \| 24.0 \| 8880 \| 0.5720 \| 0.7230 \| 0.8223 \| 0.8885 \| 0.9396 \| 0.8296 \| 0.8644 \| 0.5324 \| 0.9142 \| 0.8678 \| 0.8078 \| 0.8749 \| 0.7004 \| 0.7687 \| 0.4200 \| 0.8101 \| 0.7180 \| 0.7691 \| \| 0.8749 \| 24.05 \| 8900 \| 0.5618 \| 0.7229 \| 0.8224 \| 0.8885 \| 0.9406 \| 0.8369 \| 0.8630 \| 0.5319 \| 0.9148 \| 0.8648 \| 0.8049 \| 0.8747 \| 0.7003 \| 0.7712 \| 0.4194 \| 0.8108 \| 0.7179 \| 0.7660 \| \| 0.1267 \| 24.11 \| 8920 \| 0.5620 \| 0.7189 \| 0.8196 \| 0.8855 \| 0.9403 \| 0.8298 \| 0.8642 \| 0.5377 \| 0.9132 \| 0.8705 \| 0.7815 \| 0.8750 \| 0.6998 \| 0.7708 \| 0.4212 \| 0.8035 \| 0.7181 \| 0.7437 \| \| 0.0353 \| 24.16 \| 8940 \| 0.5602 \| 0.7189 \| 0.8200 \| 0.8855 \| 0.9423 \| 0.8229 \| 0.8692 \| 0.5499 \| 0.9107 \| 0.8636 \| 0.7818 \| 0.8745 \| 0.6997 \| 0.7715 \| 0.4203 \| 0.8038 \| 0.7180 \| 0.7448 \| \| 0.0954 \| 24.22 \| 8960 \| 0.5401 \| 0.7248 \| 0.8285 \| 0.8894 \| 0.9394 \| 0.8352 \| 0.8624 \| 0.5651 \| 0.9097 \| 0.8692 \| 0.8182 \| 0.8758 \| 0.6992 \| 0.7730 \| 0.4175 \| 0.8130 \| 0.7193 \| 0.7760 \| \| 0.1345 \| 24.27 \| 8980 \| 0.5673 \| 0.7198 \| 0.8213 \| 0.8861 \| 0.9410 \| 0.8262 \| 0.8680 \| 0.5563 \| 0.9134 \| 0.8585 \| 0.7854 \| 0.8746 \| 0.6991 \| 0.7717 \| 0.4203 \| 0.8054 \| 0.7180 \| 0.7495 \| \| 0.182 \| 24.32 \| 9000 \| 0.5590 \| 0.7199 \| 0.8217 \| 0.8861 \| 0.9403 \| 0.8270 \| 0.8610 \| 0.5642 \| 0.9147 \| 0.8526 \| 0.7916 \| 0.8746 \| 0.6987 \| 0.7706 \| 0.4196 \| 0.8054 \| 0.7174 \| 0.7530 \| \| 0.0283 \| 24.38 \| 9020 \| 0.5669 \| 0.7185 \| 0.8202 \| 0.8851 \| 0.9408 \| 0.8212 \| 0.8673 \| 0.5536 \| 0.9121 \| 0.8696 \| 0.7770 \| 0.8747 \| 0.6992 \| 0.7720 \| 0.4202 \| 0.8031 \| 0.7189 \| 0.7413 \| \| 0.1126 \| 24.43 \| 9040 \| 0.5652 \| 0.7233 \| 0.8221 \| 0.8886 \| 0.9419 \| 0.8274 \| 0.8676 \| 0.5325 \| 0.9121 \| 0.8682 \| 0.8051 \| 0.8740 \| 0.7003 \| 0.7725 \| 0.4194 \| 0.8111 \| 0.7195 \| 0.7659 \| \| 0.1226 \| 24.49 \| 9060 \| 0.5617 \| 0.7205 \| 0.8208 \| 0.8866 \| 0.9417 \| 0.8152 \| 0.8606 \| 0.5532 \| 0.9116 \| 0.8708 \| 0.7928 \| 0.8749 \| 0.6993 \| 0.7694 \| 0.4200 \| 0.8063 \| 0.7191 \| 0.7547 \| \| 0.1244 \| 24.54 \| 9080 \| 0.5755 \| 0.7207 \| 0.8229 \| 0.8865 \| 0.9391 \| 0.8244 \| 0.8632 \| 0.5605 \| 0.9126 \| 0.8655 \| 0.7949 \| 0.8748 \| 0.6991 \| 0.7693 \| 0.4193 \| 0.8059 \| 0.7196 \| 0.7567 \| \| 0.0556 \| 24.59 \| 9100 \| 0.5516 \| 0.7217 \| 0.8259 \| 0.8872 \| 0.9387 \| 0.8315 \| 0.8668 \| 0.5669 \| 0.9103 \| 0.8669 \| 0.8002 \| 0.8752 \| 0.6991 \| 0.7720 \| 0.4162 \| 0.8079 \| 0.7197 \| 0.7617 \| \| 0.1242 \| 24.65 \| 9120 \| 0.5604 \| 0.7243 \| 0.8230 \| 0.8893 \| 0.9423 \| 0.8217 \| 0.8642 \| 0.5392 \| 0.9121 \| 0.8700 \| 0.8113 \| 0.8745 \| 0.6998 \| 0.7707 \| 0.4201 \| 0.8128 \| 0.7196 \| 0.7727 \| \| 0.2209 \| 24.7 \| 9140 \| 0.5639 \| 0.7218 \| 0.8229 \| 0.8876 \| 0.9436 \| 0.8224 \| 0.8605 \| 0.5561 \| 0.9094 \| 0.8689 \| 0.7992 \| 0.8741 \| 0.6989 \| 0.7700 \| 0.4189 \| 0.8094 \| 0.7187 \| 0.7628 \| \| 0.1885 \| 24.76 \| 9160 \| 0.5806 \| 0.7212 \| 0.8184 \| 0.8873 \| 0.9400 \| 0.8232 \| 0.8684 \| 0.5415 \| 0.9211 \| 0.8368 \| 0.7980 \| 0.8741 \| 0.6996 \| 0.7702 \| 0.4207 \| 0.8076 \| 0.7150 \| 0.7609 \| \| 0.0536 \| 24.81 \| 9180 \| 0.5671 \| 0.7228 \| 0.8232 \| 0.8883 \| 0.9408 \| 0.8333 \| 0.8617 \| 0.5446 \| 0.9136 \| 0.8618 \| 0.8064 \| 0.8742 \| 0.6989 \| 0.7693 \| 0.4201 \| 0.8104 \| 0.7190 \| 0.7678 \| \| 0.1423 \| 24.86 \| 9200 \| 0.5636 \| 0.7233 \| 0.8210 \| 0.8887 \| 0.9412 \| 0.8229 \| 0.8660 \| 0.5305 \| 0.9146 \| 0.8657 \| 0.8061 \| 0.8743 \| 0.7000 \| 0.7699 \| 0.4206 \| 0.8109 \| 0.7196 \| 0.7676 \| \| 0.0816 \| 24.92 \| 9220 \| 0.5686 \| 0.7222 \| 0.8216 \| 0.8880 \| 0.9433 \| 0.8247 \| 0.8596 \| 0.5472 \| 0.9134 \| 0.8637 \| 0.7993 \| 0.8741 \| 0.6991 \| 0.7707 \| 0.4196 \| 0.8104 \| 0.7191 \| 0.7627 \| \| 0.132 \| 24.97 \| 9240 \| 0.5503 \| 0.7259 \| 0.8239 \| 0.8905 \| 0.9420 \| 0.8275 \| 0.8697 \| 0.5254 \| 0.9118 \| 0.8725 \| 0.8182 \| 0.8743 \| 0.7005 \| 0.7725 \| 0.4188 \| 0.8159 \| 0.7204 \| 0.7786 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
unreal-hug/segformer-b3-finetuned-segments-outputs	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b3-finetuned-segments-outputs This model is a fine-tuned version of [nvidia/mit-b3](https://huggingface.co/nvidia/mit-b3) on the unreal-hug/REAL_DATASET_SEG_401_6_lbls dataset. It achieves the following results on the evaluation set: - Loss: 0.3002 - Mean Iou: 0.2829 - Mean Accuracy: 0.3326 - Overall Accuracy: 0.6026 - Accuracy Unlabeled: nan - Accuracy Lv: 0.7852 - Accuracy Rv: 0.5699 - Accuracy Ra: 0.5380 - Accuracy La: 0.6208 - Accuracy Vs: 0.0 - Accuracy As: 0.0 - Accuracy Mk: 0.0004 - Accuracy Tk: nan - Accuracy Asd: 0.1783 - Accuracy Vsd: 0.1873 - Accuracy Ak: 0.4458 - Iou Unlabeled: 0.0 - Iou Lv: 0.7310 - Iou Rv: 0.5182 - Iou Ra: 0.5178 - Iou La: 0.5526 - Iou Vs: 0.0 - Iou As: 0.0 - Iou Mk: 0.0004 - Iou Tk: nan - Iou Asd: 0.1728 - Iou Vsd: 0.1827 - Iou Ak: 0.4361 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Lv \| Accuracy Rv \| Accuracy Ra \| Accuracy La \| Accuracy Vs \| Accuracy As \| Accuracy Mk \| Accuracy Tk \| Accuracy Asd \| Accuracy Vsd \| Accuracy Ak \| Iou Unlabeled \| Iou Lv \| Iou Rv \| Iou Ra \| Iou La \| Iou Vs \| Iou As \| Iou Mk \| Iou Tk \| Iou Asd \| Iou Vsd \| Iou Ak \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:------------:\|:------------:\|:-----------:\|:-------------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:-------:\|:-------:\|:------:\| \| 0.4253 \| 0.62 \| 100 \| 0.4599 \| 0.1588 \| 0.2152 \| 0.4965 \| nan \| 0.8879 \| 0.0778 \| 0.1004 \| 0.5637 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0120 \| 0.0509 \| 0.4590 \| 0.0 \| 0.6799 \| 0.0770 \| 0.0985 \| 0.3899 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0120 \| 0.0509 \| 0.4386 \| \| 0.3839 \| 1.25 \| 200 \| 0.3598 \| 0.2325 \| 0.2929 \| 0.5740 \| nan \| 0.8720 \| 0.4761 \| 0.6272 \| 0.2194 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0102 \| 0.2038 \| 0.5201 \| 0.0 \| 0.8020 \| 0.4259 \| 0.4142 \| 0.2085 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0102 \| 0.1964 \| 0.4999 \| \| 0.4634 \| 1.88 \| 300 \| 0.3361 \| 0.3031 \| 0.3870 \| 0.6197 \| nan \| 0.7362 \| 0.7347 \| 0.2986 \| 0.7550 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.3070 \| 0.4629 \| 0.5752 \| 0.0 \| 0.6984 \| 0.5947 \| 0.2894 \| 0.5089 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.2756 \| 0.4265 \| 0.5410 \| \| 0.147 \| 2.5 \| 400 \| 0.3123 \| 0.3081 \| 0.3772 \| 0.5772 \| nan \| 0.6525 \| 0.4740 \| 0.6282 \| 0.5966 \| 0.0 \| 0.0 \| 0.0002 \| nan \| 0.2846 \| 0.5934 \| 0.5425 \| 0.0 \| 0.6202 \| 0.4429 \| 0.5296 \| 0.5133 \| 0.0 \| 0.0 \| 0.0002 \| nan \| 0.2597 \| 0.5196 \| 0.5033 \| \| 0.2044 \| 3.12 \| 500 \| 0.3104 \| 0.2918 \| 0.3459 \| 0.5719 \| nan \| 0.7327 \| 0.5989 \| 0.5243 \| 0.4087 \| 0.0 \| 0.0 \| 0.0046 \| nan \| 0.0585 \| 0.5632 \| 0.5678 \| 0.0 \| 0.6887 \| 0.5466 \| 0.4931 \| 0.3770 \| 0.0 \| 0.0 \| 0.0045 \| nan \| 0.0583 \| 0.4945 \| 0.5471 \| \| 0.3223 \| 3.75 \| 600 \| 0.3078 \| 0.3341 \| 0.4038 \| 0.6417 \| nan \| 0.6870 \| 0.5831 \| 0.7323 \| 0.7609 \| 0.0019 \| 0.0 \| 0.0267 \| nan \| 0.2290 \| 0.4286 \| 0.5887 \| 0.0 \| 0.6482 \| 0.5377 \| 0.6608 \| 0.6435 \| 0.0019 \| 0.0 \| 0.0255 \| nan \| 0.2199 \| 0.3893 \| 0.5488 \| \| 0.275 \| 4.38 \| 700 \| 0.3081 \| 0.3007 \| 0.3562 \| 0.5801 \| nan \| 0.7267 \| 0.3140 \| 0.5325 \| 0.6536 \| 0.0024 \| 0.0 \| 0.0 \| nan \| 0.2228 \| 0.5105 \| 0.5992 \| 0.0 \| 0.6833 \| 0.2982 \| 0.5065 \| 0.5827 \| 0.0024 \| 0.0 \| 0.0 \| nan \| 0.2110 \| 0.4492 \| 0.5741 \| \| 0.2679 \| 5.0 \| 800 \| 0.3002 \| 0.2829 \| 0.3326 \| 0.6026 \| nan \| 0.7852 \| 0.5699 \| 0.5380 \| 0.6208 \| 0.0 \| 0.0 \| 0.0004 \| nan \| 0.1783 \| 0.1873 \| 0.4458 \| 0.0 \| 0.7310 \| 0.5182 \| 0.5178 \| 0.5526 \| 0.0 \| 0.0 \| 0.0004 \| nan \| 0.1728 \| 0.1827 \| 0.4361 \| \| 0.3721 \| 5.62 \| 900 \| 0.3100 \| 0.3449 \| 0.4111 \| 0.6774 \| nan \| 0.8066 \| 0.6839 \| 0.6907 \| 0.6722 \| 0.0004 \| 0.0 \| 0.0002 \| nan \| 0.2097 \| 0.5078 \| 0.5401 \| 0.0 \| 0.7558 \| 0.6115 \| 0.6389 \| 0.6063 \| 0.0004 \| 0.0 \| 0.0002 \| nan \| 0.2043 \| 0.4613 \| 0.5147 \| \| 0.2418 \| 6.25 \| 1000 \| 0.3161 \| 0.3769 \| 0.4608 \| 0.7076 \| nan \| 0.7978 \| 0.6939 \| 0.6991 \| 0.7553 \| 0.1402 \| 0.0 \| 0.0 \| nan \| 0.2148 \| 0.6464 \| 0.6604 \| 0.0 \| 0.7465 \| 0.6110 \| 0.6455 \| 0.6508 \| 0.1308 \| 0.0 \| 0.0 \| nan \| 0.2046 \| 0.5357 \| 0.6210 \| \| 0.5517 \| 6.88 \| 1100 \| 0.3622 \| 0.1738 \| 0.2011 \| 0.3603 \| nan \| 0.5002 \| 0.2451 \| 0.4020 \| 0.3224 \| 0.0287 \| 0.0 \| 0.0143 \| nan \| 0.1725 \| 0.1302 \| 0.1956 \| 0.0 \| 0.4829 \| 0.2368 \| 0.3610 \| 0.3027 \| 0.0279 \| 0.0 \| 0.0139 \| nan \| 0.1660 \| 0.1262 \| 0.1944 \| \| 0.2611 \| 7.5 \| 1200 \| 0.3240 \| 0.3572 \| 0.4346 \| 0.6530 \| nan \| 0.7703 \| 0.6570 \| 0.6721 \| 0.5853 \| 0.1717 \| 0.0 \| 0.0561 \| nan \| 0.3176 \| 0.5672 \| 0.5490 \| 0.0 \| 0.7190 \| 0.5879 \| 0.5838 \| 0.5265 \| 0.1576 \| 0.0 \| 0.0520 \| nan \| 0.2832 \| 0.4852 \| 0.5341 \| \| 0.2422 \| 8.12 \| 1300 \| 0.3206 \| 0.3382 \| 0.4095 \| 0.6283 \| nan \| 0.7598 \| 0.5413 \| 0.6799 \| 0.5747 \| 0.1393 \| 0.0 \| 0.1071 \| nan \| 0.2918 \| 0.4583 \| 0.5432 \| 0.0 \| 0.7139 \| 0.4894 \| 0.5792 \| 0.5128 \| 0.1306 \| 0.0 \| 0.0900 \| nan \| 0.2601 \| 0.4134 \| 0.5313 \| \| 0.2 \| 8.75 \| 1400 \| 0.3110 \| 0.3299 \| 0.3976 \| 0.5977 \| nan \| 0.6984 \| 0.4791 \| 0.6668 \| 0.6132 \| 0.2240 \| 0.0 \| 0.0000 \| nan \| 0.3035 \| 0.4994 \| 0.4917 \| 0.0 \| 0.6626 \| 0.4281 \| 0.5904 \| 0.5516 \| 0.2026 \| 0.0 \| 0.0000 \| nan \| 0.2767 \| 0.4409 \| 0.4754 \| \| 0.1095 \| 9.38 \| 1500 \| 0.3375 \| 0.2732 \| 0.3235 \| 0.5205 \| nan \| 0.5957 \| 0.4483 \| 0.5939 \| 0.5724 \| 0.1094 \| 0.0 \| 0.0005 \| nan \| 0.2502 \| 0.2124 \| 0.4518 \| 0.0 \| 0.5689 \| 0.4004 \| 0.5432 \| 0.5122 \| 0.1038 \| 0.0 \| 0.0005 \| nan \| 0.2293 \| 0.2068 \| 0.4398 \| \| 0.2373 \| 10.0 \| 1600 \| 0.3453 \| 0.3066 \| 0.3658 \| 0.5723 \| nan \| 0.6940 \| 0.5507 \| 0.5989 \| 0.5415 \| 0.2547 \| 0.0 \| 0.0 \| nan \| 0.1549 \| 0.4018 \| 0.4611 \| 0.0 \| 0.6560 \| 0.5007 \| 0.5402 \| 0.4888 \| 0.2231 \| 0.0 \| 0.0 \| nan \| 0.1519 \| 0.3680 \| 0.4442 \| \| 0.0756 \| 10.62 \| 1700 \| 0.3413 \| 0.3699 \| 0.4457 \| 0.6868 \| nan \| 0.7934 \| 0.6758 \| 0.6577 \| 0.7146 \| 0.2091 \| 0.0 \| 0.0075 \| nan \| 0.2043 \| 0.5427 \| 0.6520 \| 0.0 \| 0.7465 \| 0.6060 \| 0.6120 \| 0.6207 \| 0.1863 \| 0.0 \| 0.0071 \| nan \| 0.1908 \| 0.4923 \| 0.6071 \| \| 0.1072 \| 11.25 \| 1800 \| 0.3736 \| 0.2889 \| 0.3434 \| 0.5518 \| nan \| 0.6798 \| 0.5118 \| 0.6135 \| 0.5297 \| 0.1772 \| 0.0 \| 0.0195 \| nan \| 0.1954 \| 0.3432 \| 0.3636 \| 0.0 \| 0.6444 \| 0.4854 \| 0.5561 \| 0.4786 \| 0.1539 \| 0.0 \| 0.0183 \| nan \| 0.1788 \| 0.3106 \| 0.3523 \| \| 0.1216 \| 11.88 \| 1900 \| 0.3648 \| 0.3248 \| 0.3879 \| 0.6056 \| nan \| 0.7039 \| 0.5606 \| 0.6138 \| 0.6566 \| 0.1644 \| 0.0 \| 0.0080 \| nan \| 0.2637 \| 0.3991 \| 0.5087 \| 0.0 \| 0.6665 \| 0.5153 \| 0.5725 \| 0.5704 \| 0.1453 \| 0.0 \| 0.0074 \| nan \| 0.2402 \| 0.3677 \| 0.4877 \| \| 0.1401 \| 12.5 \| 2000 \| 0.3436 \| 0.3537 \| 0.4292 \| 0.6524 \| nan \| 0.7521 \| 0.6339 \| 0.6030 \| 0.7209 \| 0.1334 \| 0.0 \| 0.0988 \| nan \| 0.3603 \| 0.4304 \| 0.5592 \| 0.0 \| 0.7059 \| 0.5504 \| 0.5546 \| 0.6319 \| 0.1235 \| 0.0 \| 0.0846 \| nan \| 0.3103 \| 0.3901 \| 0.5391 \| \| 0.1436 \| 13.12 \| 2100 \| 0.3869 \| 0.3156 \| 0.3744 \| 0.5828 \| nan \| 0.7025 \| 0.4233 \| 0.5510 \| 0.6780 \| 0.1886 \| 0.0 \| 0.0510 \| nan \| 0.2666 \| 0.3543 \| 0.5291 \| 0.0 \| 0.6640 \| 0.3923 \| 0.5214 \| 0.5994 \| 0.1688 \| 0.0 \| 0.0440 \| nan \| 0.2386 \| 0.3359 \| 0.5075 \| \| 0.0907 \| 13.75 \| 2200 \| 0.3739 \| 0.3237 \| 0.3853 \| 0.6046 \| nan \| 0.7534 \| 0.5218 \| 0.6138 \| 0.5515 \| 0.2576 \| 0.0 \| 0.0377 \| nan \| 0.2211 \| 0.3392 \| 0.5574 \| 0.0 \| 0.7090 \| 0.4937 \| 0.5742 \| 0.4980 \| 0.2077 \| 0.0 \| 0.0343 \| nan \| 0.2079 \| 0.3158 \| 0.5206 \| \| 0.147 \| 14.38 \| 2300 \| 0.3751 \| 0.3667 \| 0.4460 \| 0.6265 \| nan \| 0.6614 \| 0.6418 \| 0.5923 \| 0.7208 \| 0.2728 \| 0.0 \| 0.0884 \| nan \| 0.2801 \| 0.5884 \| 0.6142 \| 0.0 \| 0.6267 \| 0.5779 \| 0.5584 \| 0.6181 \| 0.2302 \| 0.0 \| 0.0739 \| nan \| 0.2553 \| 0.5113 \| 0.5816 \| \| 0.0612 \| 15.0 \| 2400 \| 0.3993 \| 0.3152 \| 0.3777 \| 0.5802 \| nan \| 0.6818 \| 0.5538 \| 0.6054 \| 0.5973 \| 0.1225 \| 0.0 \| 0.0486 \| nan \| 0.3157 \| 0.4393 \| 0.4124 \| 0.0 \| 0.6439 \| 0.5163 \| 0.5435 \| 0.5331 \| 0.1134 \| 0.0 \| 0.0438 \| nan \| 0.2698 \| 0.3983 \| 0.4056 \| \| 0.0854 \| 15.62 \| 2500 \| 0.4168 \| 0.3039 \| 0.3621 \| 0.5569 \| nan \| 0.6689 \| 0.4421 \| 0.5384 \| 0.5871 \| 0.1719 \| 0.0 \| 0.0233 \| nan \| 0.2696 \| 0.3985 \| 0.5212 \| 0.0 \| 0.6317 \| 0.4223 \| 0.4957 \| 0.5199 \| 0.1508 \| 0.0 \| 0.0213 \| nan \| 0.2457 \| 0.3702 \| 0.4855 \| \| 0.0806 \| 16.25 \| 2600 \| 0.4017 \| 0.3460 \| 0.4169 \| 0.6201 \| nan \| 0.7083 \| 0.6388 \| 0.6258 \| 0.5904 \| 0.1749 \| 0.0 \| 0.1096 \| nan \| 0.2301 \| 0.4998 \| 0.5915 \| 0.0 \| 0.6659 \| 0.5768 \| 0.5736 \| 0.5358 \| 0.1552 \| 0.0 \| 0.0903 \| nan \| 0.2099 \| 0.4466 \| 0.5522 \| \| 0.137 \| 16.88 \| 2700 \| 0.4268 \| 0.2834 \| 0.3348 \| 0.5474 \| nan \| 0.6984 \| 0.4311 \| 0.5213 \| 0.5677 \| 0.0688 \| 0.0 \| 0.0219 \| nan \| 0.1758 \| 0.4672 \| 0.3961 \| 0.0 \| 0.6564 \| 0.4077 \| 0.4842 \| 0.5061 \| 0.0638 \| 0.0 \| 0.0208 \| nan \| 0.1653 \| 0.4276 \| 0.3855 \| \| 0.0375 \| 17.5 \| 2800 \| 0.4117 \| 0.2816 \| 0.3339 \| 0.5291 \| nan \| 0.6131 \| 0.4906 \| 0.6136 \| 0.5158 \| 0.0881 \| 0.0 \| 0.0292 \| nan \| 0.2010 \| 0.3391 \| 0.4484 \| 0.0 \| 0.5803 \| 0.4398 \| 0.5575 \| 0.4677 \| 0.0809 \| 0.0 \| 0.0272 \| nan \| 0.1899 \| 0.3179 \| 0.4369 \| \| 0.0654 \| 18.12 \| 2900 \| 0.4334 \| 0.3470 \| 0.4190 \| 0.6392 \| nan \| 0.7536 \| 0.6040 \| 0.6625 \| 0.6205 \| 0.1722 \| 0.0 \| 0.1006 \| nan \| 0.3133 \| 0.4067 \| 0.5566 \| 0.0 \| 0.7052 \| 0.5599 \| 0.5923 \| 0.5496 \| 0.1515 \| 0.0 \| 0.0809 \| nan \| 0.2670 \| 0.3782 \| 0.5320 \| \| 0.0759 \| 18.75 \| 3000 \| 0.4226 \| 0.3140 \| 0.3770 \| 0.5661 \| nan \| 0.6390 \| 0.5546 \| 0.6119 \| 0.5289 \| 0.1559 \| 0.0 \| 0.0158 \| nan \| 0.2478 \| 0.4546 \| 0.5611 \| 0.0 \| 0.6063 \| 0.5000 \| 0.5449 \| 0.4774 \| 0.1370 \| 0.0 \| 0.0148 \| nan \| 0.2238 \| 0.4182 \| 0.5319 \| \| 0.1047 \| 19.38 \| 3100 \| 0.4350 \| 0.3058 \| 0.3639 \| 0.5608 \| nan \| 0.6803 \| 0.5207 \| 0.5750 \| 0.5243 \| 0.1947 \| 0.0 \| 0.0335 \| nan \| 0.2706 \| 0.3744 \| 0.4656 \| 0.0 \| 0.6424 \| 0.4914 \| 0.5193 \| 0.4712 \| 0.1700 \| 0.0 \| 0.0307 \| nan \| 0.2409 \| 0.3498 \| 0.4479 \| \| 0.146 \| 20.0 \| 3200 \| 0.4320 \| 0.3138 \| 0.3796 \| 0.5634 \| nan \| 0.6526 \| 0.4673 \| 0.5958 \| 0.5859 \| 0.2021 \| 0.0 \| 0.0287 \| nan \| 0.2886 \| 0.4822 \| 0.4933 \| 0.0 \| 0.6188 \| 0.4135 \| 0.5438 \| 0.5232 \| 0.1710 \| 0.0 \| 0.0244 \| nan \| 0.2502 \| 0.4367 \| 0.4706 \| \| 0.1012 \| 20.62 \| 3300 \| 0.4231 \| 0.3294 \| 0.3967 \| 0.5944 \| nan \| 0.6824 \| 0.5358 \| 0.6163 \| 0.5851 \| 0.1819 \| 0.0 \| 0.0243 \| nan \| 0.3027 \| 0.4514 \| 0.5866 \| 0.0 \| 0.6449 \| 0.4899 \| 0.5645 \| 0.5214 \| 0.1589 \| 0.0 \| 0.0213 \| nan \| 0.2605 \| 0.4193 \| 0.5423 \| \| 0.1004 \| 21.25 \| 3400 \| 0.4312 \| 0.3369 \| 0.4078 \| 0.6181 \| nan \| 0.7167 \| 0.5900 \| 0.6539 \| 0.5973 \| 0.1753 \| 0.0 \| 0.0330 \| nan \| 0.2538 \| 0.5161 \| 0.5419 \| 0.0 \| 0.6767 \| 0.5234 \| 0.5867 \| 0.5300 \| 0.1515 \| 0.0 \| 0.0276 \| nan \| 0.2273 \| 0.4649 \| 0.5176 \| \| 0.0837 \| 21.88 \| 3500 \| 0.4385 \| 0.3202 \| 0.3844 \| 0.5932 \| nan \| 0.6960 \| 0.5322 \| 0.6045 \| 0.5847 \| 0.1779 \| 0.0 \| 0.0238 \| nan \| 0.2458 \| 0.3876 \| 0.5910 \| 0.0 \| 0.6549 \| 0.4828 \| 0.5517 \| 0.5181 \| 0.1554 \| 0.0 \| 0.0210 \| nan \| 0.2195 \| 0.3639 \| 0.5549 \| \| 0.1212 \| 22.5 \| 3600 \| 0.4473 \| 0.3209 \| 0.3857 \| 0.5969 \| nan \| 0.7202 \| 0.5315 \| 0.5947 \| 0.5830 \| 0.1908 \| 0.0 \| 0.0382 \| nan \| 0.2426 \| 0.4183 \| 0.5379 \| 0.0 \| 0.6752 \| 0.4757 \| 0.5356 \| 0.5134 \| 0.1673 \| 0.0 \| 0.0335 \| nan \| 0.2203 \| 0.3885 \| 0.5200 \| \| 0.0698 \| 23.12 \| 3700 \| 0.4587 \| 0.3033 \| 0.3629 \| 0.5581 \| nan \| 0.6604 \| 0.5113 \| 0.5777 \| 0.5497 \| 0.1981 \| 0.0 \| 0.0128 \| nan \| 0.2450 \| 0.3808 \| 0.4930 \| 0.0 \| 0.6252 \| 0.4590 \| 0.5288 \| 0.4903 \| 0.1688 \| 0.0 \| 0.0121 \| nan \| 0.2188 \| 0.3569 \| 0.4760 \| \| 0.1282 \| 23.75 \| 3800 \| 0.4509 \| 0.3262 \| 0.3922 \| 0.5981 \| nan \| 0.6936 \| 0.5414 \| 0.6098 \| 0.6114 \| 0.1966 \| 0.0 \| 0.0250 \| nan \| 0.2791 \| 0.3966 \| 0.5680 \| 0.0 \| 0.6536 \| 0.4908 \| 0.5585 \| 0.5406 \| 0.1666 \| 0.0 \| 0.0219 \| nan \| 0.2447 \| 0.3730 \| 0.5383 \| \| 0.0473 \| 24.38 \| 3900 \| 0.4496 \| 0.3334 \| 0.4008 \| 0.6063 \| nan \| 0.7051 \| 0.5613 \| 0.6237 \| 0.5998 \| 0.1989 \| 0.0 \| 0.0330 \| nan \| 0.2805 \| 0.4479 \| 0.5579 \| 0.0 \| 0.6636 \| 0.5091 \| 0.5670 \| 0.5331 \| 0.1698 \| 0.0 \| 0.0286 \| nan \| 0.2470 \| 0.4166 \| 0.5329 \| \| 0.069 \| 25.0 \| 4000 \| 0.4442 \| 0.3404 \| 0.4109 \| 0.6170 \| nan \| 0.7116 \| 0.5806 \| 0.6320 \| 0.6083 \| 0.2084 \| 0.0 \| 0.0391 \| nan \| 0.2758 \| 0.4698 \| 0.5837 \| 0.0 \| 0.6682 \| 0.5204 \| 0.5734 \| 0.5400 \| 0.1764 \| 0.0 \| 0.0335 \| nan \| 0.2434 \| 0.4342 \| 0.5547 \| ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "unlabeled", "lv", "rv", "ra", "la", "vs", "as", "mk", "tk", "asd", "vsd", "ak" ]
jhaberbe/segformer-b0-finetuned-lipid-droplets-v2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-lipid-droplets-v2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jhaberbe/lipid-droplets-v4 dataset. It achieves the following results on the evaluation set: - Loss: 0.1330 - Mean Iou: 0.004 - Mean Accuracy: 0.008 - Overall Accuracy: 0.008 - Accuracy Unlabeled: nan - Accuracy Lipid: 0.008 - Iou Unlabeled: 0.0 - Iou Lipid: 0.008 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments - lr_scheduler_type: linear - num_epochs: 100 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Lipid \| Iou Unlabeled \| Iou Lipid \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:--------------:\|:-------------:\|:---------:\| \| 0.5568 \| 5.0 \| 20 \| 0.6918 \| 0.0435 \| 0.0870 \| 0.0870 \| nan \| 0.0870 \| 0.0 \| 0.0870 \| \| 0.4064 \| 10.0 \| 40 \| 0.6370 \| 0.0311 \| 0.0622 \| 0.0622 \| nan \| 0.0622 \| 0.0 \| 0.0622 \| \| 0.298 \| 15.0 \| 60 \| 0.5943 \| 0.0174 \| 0.0348 \| 0.0348 \| nan \| 0.0348 \| 0.0 \| 0.0348 \| \| 0.2508 \| 20.0 \| 80 \| 0.4472 \| 0.0069 \| 0.0138 \| 0.0138 \| nan \| 0.0138 \| 0.0 \| 0.0138 \| \| 0.2184 \| 25.0 \| 100 \| 0.4683 \| 0.0079 \| 0.0159 \| 0.0159 \| nan \| 0.0159 \| 0.0 \| 0.0159 \| \| 0.2213 \| 30.0 \| 120 \| 0.4272 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1669 \| 35.0 \| 140 \| 0.2754 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1871 \| 40.0 \| 160 \| 0.2788 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1202 \| 45.0 \| 180 \| 0.2453 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1081 \| 50.0 \| 200 \| 0.2138 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1062 \| 55.0 \| 220 \| 0.2132 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1026 \| 60.0 \| 240 \| 0.1336 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1009 \| 65.0 \| 260 \| 0.1952 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.07 \| 70.0 \| 280 \| 0.1577 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.0626 \| 75.0 \| 300 \| 0.1556 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.0723 \| 80.0 \| 320 \| 0.1446 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.0669 \| 85.0 \| 340 \| 0.1151 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.1126 \| 90.0 \| 360 \| 0.1668 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.077 \| 95.0 \| 380 \| 0.1536 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| \| 0.0758 \| 100.0 \| 400 \| 0.1330 \| 0.004 \| 0.008 \| 0.008 \| nan \| 0.008 \| 0.0 \| 0.008 \| ### Framework versions - Transformers 4.49.0 - Pytorch 2.6.0+cu124 - Datasets 3.4.1 - Tokenizers 0.21.1	[ "unlabeled", "lipid" ]
peldrak/segformer-b1-cityscapes-1024-1024-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b1-cityscapes-1024-1024-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b1-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_1024-1024 dataset. It achieves the following results on the evaluation set: - Loss: 2.5474 - Mean Iou: 0.0921 - Mean Accuracy: 0.1657 - Overall Accuracy: 0.2898 - Accuracy Water: 0.2424 - Accuracy Whitewater: 0.0057 - Accuracy Sediment: 0.0888 - Accuracy Other Natural Terrain: 0.0004 - Accuracy Vegetation: 0.5622 - Accuracy Development: 0.0893 - Accuracy Unknown: 0.1710 - Iou Water: 0.1575 - Iou Whitewater: 0.0056 - Iou Sediment: 0.0508 - Iou Other Natural Terrain: 0.0004 - Iou Vegetation: 0.2586 - Iou Development: 0.0526 - Iou Unknown: 0.1194 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7427 \| 0.06 \| 20 \| 1.8825 \| 0.0796 \| 0.1466 \| 0.2315 \| 0.2548 \| 0.0314 \| 0.0690 \| 0.0497 \| 0.3398 \| 0.0290 \| 0.2524 \| 0.1635 \| 0.0211 \| 0.0344 \| 0.0180 \| 0.1846 \| 0.0235 \| 0.1117 \| \| 1.7921 \| 0.12 \| 40 \| 1.8459 \| 0.0827 \| 0.1502 \| 0.2699 \| 0.3189 \| 0.0123 \| 0.0740 \| 0.0291 \| 0.4616 \| 0.0181 \| 0.1374 \| 0.1913 \| 0.0103 \| 0.0344 \| 0.0142 \| 0.2278 \| 0.0162 \| 0.0849 \| \| 1.8009 \| 0.19 \| 60 \| 1.7866 \| 0.0789 \| 0.1542 \| 0.3069 \| 0.2496 \| 0.0024 \| 0.0483 \| 0.0140 \| 0.6947 \| 0.0167 \| 0.0540 \| 0.1653 \| 0.0024 \| 0.0309 \| 0.0106 \| 0.2831 \| 0.0154 \| 0.0446 \| \| 1.5943 \| 0.25 \| 80 \| 1.7816 \| 0.0797 \| 0.1602 \| 0.3213 \| 0.2001 \| 0.0002 \| 0.0511 \| 0.0054 \| 0.7825 \| 0.0091 \| 0.0728 \| 0.1456 \| 0.0002 \| 0.0354 \| 0.0047 \| 0.3049 \| 0.0084 \| 0.0588 \| \| 1.586 \| 0.31 \| 100 \| 1.7419 \| 0.0907 \| 0.1723 \| 0.3435 \| 0.2724 \| 0.0000 \| 0.0293 \| 0.0028 \| 0.7600 \| 0.0137 \| 0.1276 \| 0.1841 \| 0.0000 \| 0.0244 \| 0.0026 \| 0.3186 \| 0.0129 \| 0.0926 \| \| 1.5631 \| 0.37 \| 120 \| 1.7361 \| 0.0892 \| 0.1706 \| 0.3388 \| 0.2614 \| 0.0000 \| 0.0507 \| 0.0041 \| 0.7740 \| 0.0414 \| 0.0624 \| 0.1830 \| 0.0000 \| 0.0368 \| 0.0038 \| 0.3137 \| 0.0351 \| 0.0522 \| \| 1.6901 \| 0.43 \| 140 \| 1.7256 \| 0.0938 \| 0.1700 \| 0.3286 \| 0.3303 \| 0.0 \| 0.0249 \| 0.0012 \| 0.6387 \| 0.0528 \| 0.1422 \| 0.2057 \| 0.0 \| 0.0206 \| 0.0012 \| 0.2824 \| 0.0420 \| 0.1042 \| \| 1.4699 \| 0.49 \| 160 \| 1.7267 \| 0.0887 \| 0.1694 \| 0.3508 \| 0.4261 \| 0.0 \| 0.0281 \| 0.0001 \| 0.6751 \| 0.0156 \| 0.0409 \| 0.2457 \| 0.0 \| 0.0230 \| 0.0001 \| 0.2992 \| 0.0145 \| 0.0382 \| \| 1.8037 \| 0.56 \| 180 \| 1.7113 \| 0.0712 \| 0.1570 \| 0.3340 \| 0.1785 \| 0.0 \| 0.0045 \| 0.0 \| 0.8693 \| 0.0060 \| 0.0408 \| 0.1382 \| 0.0 \| 0.0044 \| 0.0 \| 0.3141 \| 0.0058 \| 0.0362 \| \| 1.3546 \| 0.62 \| 200 \| 1.7069 \| 0.0858 \| 0.1646 \| 0.3278 \| 0.2438 \| 0.0000 \| 0.0187 \| 0.0001 \| 0.7388 \| 0.0329 \| 0.1178 \| 0.1683 \| 0.0000 \| 0.0157 \| 0.0001 \| 0.3056 \| 0.0274 \| 0.0838 \| \| 1.3771 \| 0.68 \| 220 \| 1.7337 \| 0.0867 \| 0.1672 \| 0.3216 \| 0.2627 \| 0.0 \| 0.0092 \| 0.0 \| 0.6509 \| 0.0007 \| 0.2470 \| 0.1702 \| 0.0 \| 0.0085 \| 0.0 \| 0.2931 \| 0.0007 \| 0.1345 \| \| 1.6641 \| 0.74 \| 240 \| 1.7529 \| 0.0773 \| 0.1515 \| 0.3133 \| 0.3316 \| 0.0 \| 0.0028 \| 0.0 \| 0.6381 \| 0.0201 \| 0.0676 \| 0.1955 \| 0.0 \| 0.0027 \| 0.0 \| 0.2650 \| 0.0177 \| 0.0599 \| \| 1.3933 \| 0.8 \| 260 \| 1.7354 \| 0.0753 \| 0.1550 \| 0.3255 \| 0.2746 \| 0.0 \| 0.0109 \| 0.0 \| 0.7509 \| 0.0303 \| 0.0184 \| 0.1807 \| 0.0 \| 0.0101 \| 0.0 \| 0.2925 \| 0.0257 \| 0.0181 \| \| 1.3034 \| 0.86 \| 280 \| 1.7112 \| 0.0738 \| 0.1530 \| 0.3261 \| 0.3203 \| 0.0 \| 0.0085 \| 0.0 \| 0.7152 \| 0.0062 \| 0.0207 \| 0.1926 \| 0.0 \| 0.0078 \| 0.0 \| 0.2894 \| 0.0060 \| 0.0204 \| \| 1.2058 \| 0.93 \| 300 \| 1.7280 \| 0.0679 \| 0.1433 \| 0.3043 \| 0.3039 \| 0.0 \| 0.0229 \| 0.0 \| 0.6658 \| 0.0012 \| 0.0094 \| 0.1777 \| 0.0 \| 0.0182 \| 0.0 \| 0.2690 \| 0.0012 \| 0.0093 \| \| 1.1554 \| 0.99 \| 320 \| 1.7276 \| 0.0729 \| 0.1508 \| 0.3220 \| 0.3469 \| 0.0 \| 0.0069 \| 0.0 \| 0.6760 \| 0.0002 \| 0.0259 \| 0.2007 \| 0.0 \| 0.0065 \| 0.0 \| 0.2776 \| 0.0002 \| 0.0256 \| \| 1.6148 \| 1.05 \| 340 \| 1.7418 \| 0.0667 \| 0.1482 \| 0.3149 \| 0.1769 \| 0.0 \| 0.0075 \| 0.0 \| 0.8113 \| 0.0034 \| 0.0380 \| 0.1286 \| 0.0 \| 0.0069 \| 0.0 \| 0.2912 \| 0.0033 \| 0.0372 \| \| 1.442 \| 1.11 \| 360 \| 1.7121 \| 0.0744 \| 0.1506 \| 0.3145 \| 0.2856 \| 0.0 \| 0.0133 \| 0.0 \| 0.6952 \| 0.0055 \| 0.0543 \| 0.1778 \| 0.0 \| 0.0117 \| 0.0 \| 0.2762 \| 0.0053 \| 0.0499 \| \| 1.4486 \| 1.17 \| 380 \| 1.7370 \| 0.0837 \| 0.1618 \| 0.3289 \| 0.2799 \| 0.0 \| 0.0112 \| 0.0 \| 0.7192 \| 0.0158 \| 0.1065 \| 0.1792 \| 0.0 \| 0.0103 \| 0.0 \| 0.2937 \| 0.0145 \| 0.0880 \| \| 1.5646 \| 1.23 \| 400 \| 1.7584 \| 0.0761 \| 0.1590 \| 0.3299 \| 0.1877 \| 0.0 \| 0.0175 \| 0.0 \| 0.8306 \| 0.0091 \| 0.0684 \| 0.1389 \| 0.0 \| 0.0152 \| 0.0 \| 0.3121 \| 0.0085 \| 0.0579 \| \| 1.5106 \| 1.3 \| 420 \| 1.7569 \| 0.0862 \| 0.1689 \| 0.3373 \| 0.2383 \| 0.0 \| 0.0061 \| 0.0 \| 0.7567 \| 0.0007 \| 0.1805 \| 0.1641 \| 0.0 \| 0.0059 \| 0.0 \| 0.3107 \| 0.0007 \| 0.1221 \| \| 1.4118 \| 1.36 \| 440 \| 1.7727 \| 0.0909 \| 0.1638 \| 0.3099 \| 0.4866 \| 0.0 \| 0.0534 \| 0.0 \| 0.4186 \| 0.0133 \| 0.1745 \| 0.2383 \| 0.0 \| 0.0291 \| 0.0 \| 0.2289 \| 0.0122 \| 0.1279 \| \| 1.3642 \| 1.42 \| 460 \| 1.7686 \| 0.0888 \| 0.1618 \| 0.3072 \| 0.4294 \| 0.0 \| 0.0723 \| 0.0 \| 0.4766 \| 0.0063 \| 0.1480 \| 0.2240 \| 0.0 \| 0.0349 \| 0.0 \| 0.2425 \| 0.0061 \| 0.1145 \| \| 1.2209 \| 1.48 \| 480 \| 1.7662 \| 0.0853 \| 0.1596 \| 0.3239 \| 0.4314 \| 0.0 \| 0.0157 \| 0.0 \| 0.5653 \| 0.0236 \| 0.0810 \| 0.2260 \| 0.0 \| 0.0130 \| 0.0 \| 0.2662 \| 0.0206 \| 0.0711 \| \| 1.282 \| 1.54 \| 500 \| 1.7852 \| 0.0737 \| 0.1489 \| 0.3138 \| 0.3484 \| 0.0 \| 0.0039 \| 0.0 \| 0.6363 \| 0.0027 \| 0.0506 \| 0.1949 \| 0.0 \| 0.0038 \| 0.0 \| 0.2657 \| 0.0026 \| 0.0491 \| \| 1.5329 \| 1.6 \| 520 \| 1.7933 \| 0.0805 \| 0.1571 \| 0.3080 \| 0.6583 \| 0.0 \| 0.0065 \| 0.0 \| 0.2585 \| 0.0036 \| 0.1729 \| 0.2633 \| 0.0 \| 0.0061 \| 0.0 \| 0.1704 \| 0.0035 \| 0.1200 \| \| 1.2103 \| 1.67 \| 540 \| 1.7737 \| 0.0640 \| 0.1462 \| 0.2950 \| 0.8102 \| 0.0 \| 0.0026 \| 0.0 \| 0.1025 \| 0.0009 \| 0.1073 \| 0.2782 \| 0.0 \| 0.0026 \| 0.0 \| 0.0814 \| 0.0009 \| 0.0850 \| \| 1.8162 \| 1.73 \| 560 \| 1.7517 \| 0.0743 \| 0.1471 \| 0.3045 \| 0.5700 \| 0.0 \| 0.0098 \| 0.0 \| 0.3852 \| 0.0009 \| 0.0637 \| 0.2421 \| 0.0 \| 0.0092 \| 0.0 \| 0.2069 \| 0.0008 \| 0.0615 \| \| 1.025 \| 1.79 \| 580 \| 1.8348 \| 0.0816 \| 0.1545 \| 0.2964 \| 0.2551 \| 0.0 \| 0.0770 \| 0.0 \| 0.6298 \| 0.0240 \| 0.0958 \| 0.1600 \| 0.0 \| 0.0450 \| 0.0 \| 0.2598 \| 0.0204 \| 0.0862 \| \| 1.1312 \| 1.85 \| 600 \| 1.8402 \| 0.0792 \| 0.1531 \| 0.3109 \| 0.3223 \| 0.0 \| 0.0317 \| 0.0 \| 0.6312 \| 0.0001 \| 0.0865 \| 0.1840 \| 0.0 \| 0.0248 \| 0.0 \| 0.2669 \| 0.0001 \| 0.0788 \| \| 1.1274 \| 1.91 \| 620 \| 1.8421 \| 0.0832 \| 0.1601 \| 0.3074 \| 0.2177 \| 0.0 \| 0.0548 \| 0.0 \| 0.6773 \| 0.0025 \| 0.1683 \| 0.1468 \| 0.0 \| 0.0319 \| 0.0 \| 0.2850 \| 0.0024 \| 0.1166 \| \| 1.1055 \| 1.98 \| 640 \| 1.7654 \| 0.0803 \| 0.1627 \| 0.3317 \| 0.1895 \| 0.0 \| 0.0095 \| 0.0 \| 0.8118 \| 0.0056 \| 0.1222 \| 0.1393 \| 0.0 \| 0.0083 \| 0.0 \| 0.3106 \| 0.0052 \| 0.0987 \| \| 1.1188 \| 2.04 \| 660 \| 1.8422 \| 0.0823 \| 0.1558 \| 0.2978 \| 0.5807 \| 0.0 \| 0.0147 \| 0.0 \| 0.2851 \| 0.0102 \| 0.2001 \| 0.2444 \| 0.0 \| 0.0124 \| 0.0 \| 0.1810 \| 0.0093 \| 0.1290 \| \| 0.7184 \| 2.1 \| 680 \| 1.8740 \| 0.0917 \| 0.1657 \| 0.3167 \| 0.4052 \| 0.0 \| 0.0350 \| 0.0 \| 0.5128 \| 0.0088 \| 0.1982 \| 0.2098 \| 0.0 \| 0.0267 \| 0.0 \| 0.2607 \| 0.0079 \| 0.1365 \| \| 1.2916 \| 2.16 \| 700 \| 1.8449 \| 0.0847 \| 0.1575 \| 0.3021 \| 0.5341 \| 0.0 \| 0.0752 \| 0.0 \| 0.3741 \| 0.0021 \| 0.1168 \| 0.2344 \| 0.0 \| 0.0443 \| 0.0 \| 0.2149 \| 0.0020 \| 0.0970 \| \| 0.6976 \| 2.22 \| 720 \| 1.7893 \| 0.0721 \| 0.1450 \| 0.2963 \| 0.6304 \| 0.0 \| 0.0225 \| 0.0 \| 0.2984 \| 0.0003 \| 0.0630 \| 0.2516 \| 0.0 \| 0.0181 \| 0.0 \| 0.1790 \| 0.0003 \| 0.0554 \| \| 1.1275 \| 2.28 \| 740 \| 1.8876 \| 0.0706 \| 0.1484 \| 0.3091 \| 0.2006 \| 0.0 \| 0.0136 \| 0.0 \| 0.7549 \| 0.0000 \| 0.0695 \| 0.1367 \| 0.0 \| 0.0119 \| 0.0 \| 0.2826 \| 0.0000 \| 0.0629 \| \| 1.5611 \| 2.35 \| 760 \| 1.8761 \| 0.0751 \| 0.1551 \| 0.3135 \| 0.1745 \| 0.0 \| 0.0443 \| 0.0 \| 0.7801 \| 0.0004 \| 0.0863 \| 0.1261 \| 0.0 \| 0.0318 \| 0.0 \| 0.2922 \| 0.0004 \| 0.0755 \| \| 1.201 \| 2.41 \| 780 \| 1.8303 \| 0.0836 \| 0.1568 \| 0.3151 \| 0.4073 \| 0.0 \| 0.0241 \| 0.0 \| 0.5490 \| 0.0000 \| 0.1172 \| 0.2130 \| 0.0 \| 0.0197 \| 0.0 \| 0.2529 \| 0.0000 \| 0.0998 \| \| 1.4296 \| 2.47 \| 800 \| 1.9374 \| 0.0814 \| 0.1671 \| 0.2968 \| 0.1477 \| 0.0 \| 0.1866 \| 0.0 \| 0.7053 \| 0.0002 \| 0.1299 \| 0.1101 \| 0.0 \| 0.0674 \| 0.0 \| 0.2865 \| 0.0002 \| 0.1059 \| \| 1.5941 \| 2.53 \| 820 \| 1.7920 \| 0.0835 \| 0.1571 \| 0.3130 \| 0.5515 \| 0.0 \| 0.0383 \| 0.0 \| 0.4058 \| 0.0000 \| 0.1040 \| 0.2453 \| 0.0 \| 0.0289 \| 0.0 \| 0.2209 \| 0.0000 \| 0.0895 \| \| 1.2717 \| 2.59 \| 840 \| 1.8179 \| 0.0831 \| 0.1554 \| 0.3017 \| 0.5128 \| 0.0 \| 0.0696 \| 0.0 \| 0.4023 \| 0.0035 \| 0.0997 \| 0.2333 \| 0.0 \| 0.0432 \| 0.0 \| 0.2209 \| 0.0033 \| 0.0810 \| \| 1.196 \| 2.65 \| 860 \| 1.7919 \| 0.0801 \| 0.1547 \| 0.3110 \| 0.3174 \| 0.0 \| 0.0501 \| 0.0 \| 0.6370 \| 0.0032 \| 0.0750 \| 0.1857 \| 0.0 \| 0.0359 \| 0.0 \| 0.2678 \| 0.0031 \| 0.0685 \| \| 1.5205 \| 2.72 \| 880 \| 1.8334 \| 0.0797 \| 0.1537 \| 0.3107 \| 0.5407 \| 0.0 \| 0.0486 \| 0.0 \| 0.4290 \| 0.0002 \| 0.0577 \| 0.2459 \| 0.0 \| 0.0346 \| 0.0 \| 0.2232 \| 0.0002 \| 0.0538 \| \| 1.0475 \| 2.78 \| 900 \| 1.8858 \| 0.0776 \| 0.1603 \| 0.3232 \| 0.1588 \| 0.0 \| 0.0307 \| 0.0 \| 0.8139 \| 0.0000 \| 0.1184 \| 0.1204 \| 0.0 \| 0.0240 \| 0.0 \| 0.3045 \| 0.0000 \| 0.0944 \| \| 0.9236 \| 2.84 \| 920 \| 1.8694 \| 0.0796 \| 0.1590 \| 0.3029 \| 0.2343 \| 0.0 \| 0.1254 \| 0.0 \| 0.6789 \| 0.0000 \| 0.0743 \| 0.1565 \| 0.0 \| 0.0567 \| 0.0 \| 0.2739 \| 0.0000 \| 0.0702 \| \| 1.3107 \| 2.9 \| 940 \| 1.9179 \| 0.0725 \| 0.1642 \| 0.2894 \| 0.0833 \| 0.0 \| 0.2223 \| 0.0 \| 0.7647 \| 0.0196 \| 0.0596 \| 0.0714 \| 0.0 \| 0.0698 \| 0.0 \| 0.2935 \| 0.0168 \| 0.0562 \| \| 1.3332 \| 2.96 \| 960 \| 1.9296 \| 0.0870 \| 0.1760 \| 0.2810 \| 0.1602 \| 0.0 \| 0.2863 \| 0.0 \| 0.6105 \| 0.0482 \| 0.1269 \| 0.1227 \| 0.0 \| 0.0717 \| 0.0 \| 0.2780 \| 0.0356 \| 0.1015 \| \| 1.1538 \| 3.02 \| 980 \| 1.9083 \| 0.0957 \| 0.1770 \| 0.2917 \| 0.2992 \| 0.0 \| 0.2183 \| 0.0 \| 0.4992 \| 0.0400 \| 0.1820 \| 0.1798 \| 0.0 \| 0.0688 \| 0.0 \| 0.2593 \| 0.0307 \| 0.1315 \| \| 1.2567 \| 3.09 \| 1000 \| 1.9463 \| 0.0901 \| 0.1665 \| 0.2863 \| 0.2720 \| 0.0 \| 0.1567 \| 0.0 \| 0.5214 \| 0.0286 \| 0.1865 \| 0.1659 \| 0.0 \| 0.0587 \| 0.0 \| 0.2524 \| 0.0235 \| 0.1305 \| \| 2.0597 \| 3.15 \| 1020 \| 2.0138 \| 0.0890 \| 0.1645 \| 0.2909 \| 0.2633 \| 0.0 \| 0.1284 \| 0.0 \| 0.5505 \| 0.0160 \| 0.1936 \| 0.1622 \| 0.0 \| 0.0542 \| 0.0 \| 0.2558 \| 0.0139 \| 0.1370 \| \| 2.0843 \| 3.21 \| 1040 \| 1.9628 \| 0.0704 \| 0.1601 \| 0.3155 \| 0.0540 \| 0.0 \| 0.0710 \| 0.0 \| 0.8901 \| 0.0052 \| 0.1007 \| 0.0495 \| 0.0 \| 0.0444 \| 0.0 \| 0.3132 \| 0.0049 \| 0.0807 \| \| 1.3543 \| 3.27 \| 1060 \| 1.8943 \| 0.0811 \| 0.1666 \| 0.2752 \| 0.2039 \| 0.0000 \| 0.2750 \| 0.0 \| 0.5811 \| 0.0265 \| 0.0794 \| 0.1430 \| 0.0000 \| 0.0689 \| 0.0 \| 0.2666 \| 0.0220 \| 0.0673 \| \| 2.0191 \| 3.33 \| 1080 \| 2.0161 \| 0.0805 \| 0.1575 \| 0.2934 \| 0.2472 \| 0.0 \| 0.1395 \| 0.0 \| 0.6297 \| 0.0114 \| 0.0748 \| 0.1574 \| 0.0 \| 0.0611 \| 0.0 \| 0.2637 \| 0.0101 \| 0.0710 \| \| 1.4898 \| 3.4 \| 1100 \| 1.8683 \| 0.0806 \| 0.1662 \| 0.3192 \| 0.1115 \| 0.0 \| 0.0843 \| 0.0 \| 0.8282 \| 0.0075 \| 0.1321 \| 0.0910 \| 0.0 \| 0.0511 \| 0.0 \| 0.3076 \| 0.0069 \| 0.1073 \| \| 0.9367 \| 3.46 \| 1120 \| 1.8911 \| 0.0758 \| 0.1650 \| 0.3228 \| 0.0762 \| 0.0 \| 0.0675 \| 0.0 \| 0.8790 \| 0.0004 \| 0.1321 \| 0.0666 \| 0.0 \| 0.0438 \| 0.0 \| 0.3155 \| 0.0004 \| 0.1042 \| \| 1.3668 \| 3.52 \| 1140 \| 1.9307 \| 0.0806 \| 0.1667 \| 0.3127 \| 0.1210 \| 0.0 \| 0.1233 \| 0.0 \| 0.7956 \| 0.0018 \| 0.1255 \| 0.0959 \| 0.0 \| 0.0622 \| 0.0 \| 0.3010 \| 0.0018 \| 0.1033 \| \| 1.1984 \| 3.58 \| 1160 \| 1.8903 \| 0.0812 \| 0.1621 \| 0.3041 \| 0.1816 \| 0.0 \| 0.1245 \| 0.0 \| 0.7156 \| 0.0003 \| 0.1124 \| 0.1266 \| 0.0 \| 0.0585 \| 0.0 \| 0.2858 \| 0.0003 \| 0.0970 \| \| 1.7071 \| 3.64 \| 1180 \| 1.8973 \| 0.0829 \| 0.1663 \| 0.3058 \| 0.1938 \| 0.0 \| 0.1589 \| 0.0 \| 0.7067 \| 0.0003 \| 0.1045 \| 0.1370 \| 0.0 \| 0.0612 \| 0.0 \| 0.2893 \| 0.0003 \| 0.0927 \| \| 1.2376 \| 3.7 \| 1200 \| 1.9039 \| 0.0843 \| 0.1673 \| 0.2886 \| 0.2410 \| 0.0 \| 0.2258 \| 0.0 \| 0.5877 \| 0.0023 \| 0.1146 \| 0.1576 \| 0.0 \| 0.0637 \| 0.0 \| 0.2704 \| 0.0022 \| 0.0962 \| \| 1.8254 \| 3.77 \| 1220 \| 1.9488 \| 0.0786 \| 0.1623 \| 0.2576 \| 0.2029 \| 0.0 \| 0.2982 \| 0.0 \| 0.5057 \| 0.0007 \| 0.1290 \| 0.1425 \| 0.0 \| 0.0595 \| 0.0 \| 0.2446 \| 0.0007 \| 0.1029 \| \| 1.6526 \| 3.83 \| 1240 \| 1.9132 \| 0.0827 \| 0.1652 \| 0.3175 \| 0.1793 \| 0.0 \| 0.0922 \| 0.0 \| 0.7625 \| 0.0004 \| 0.1216 \| 0.1345 \| 0.0 \| 0.0472 \| 0.0 \| 0.2971 \| 0.0004 \| 0.1000 \| \| 0.8048 \| 3.89 \| 1260 \| 1.9137 \| 0.0911 \| 0.1709 \| 0.3328 \| 0.2434 \| 0.0000 \| 0.0467 \| 0.0 \| 0.7435 \| 0.0302 \| 0.1325 \| 0.1748 \| 0.0000 \| 0.0310 \| 0.0 \| 0.3015 \| 0.0252 \| 0.1053 \| \| 1.0575 \| 3.95 \| 1280 \| 1.8668 \| 0.0816 \| 0.1678 \| 0.3411 \| 0.1658 \| 0.0000 \| 0.0151 \| 0.0 \| 0.8614 \| 0.0053 \| 0.1267 \| 0.1304 \| 0.0000 \| 0.0132 \| 0.0 \| 0.3211 \| 0.0051 \| 0.1017 \| \| 1.6408 \| 4.01 \| 1300 \| 1.8628 \| 0.0812 \| 0.1670 \| 0.3376 \| 0.1618 \| 0.0001 \| 0.0072 \| 0.0 \| 0.8450 \| 0.0058 \| 0.1493 \| 0.1243 \| 0.0001 \| 0.0067 \| 0.0 \| 0.3224 \| 0.0056 \| 0.1094 \| \| 1.0086 \| 4.07 \| 1320 \| 1.9860 \| 0.0916 \| 0.1673 \| 0.3013 \| 0.2603 \| 0.0002 \| 0.0836 \| 0.0 \| 0.5787 \| 0.0273 \| 0.2212 \| 0.1635 \| 0.0002 \| 0.0449 \| 0.0 \| 0.2673 \| 0.0227 \| 0.1423 \| \| 1.1752 \| 4.14 \| 1340 \| 1.9976 \| 0.0900 \| 0.1674 \| 0.3049 \| 0.2185 \| 0.0000 \| 0.0731 \| 0.0 \| 0.6324 \| 0.0240 \| 0.2236 \| 0.1487 \| 0.0000 \| 0.0408 \| 0.0 \| 0.2747 \| 0.0207 \| 0.1450 \| \| 1.1378 \| 4.2 \| 1360 \| 1.9934 \| 0.0878 \| 0.1655 \| 0.2936 \| 0.1997 \| 0.0 \| 0.1110 \| 0.0 \| 0.6132 \| 0.0207 \| 0.2139 \| 0.1376 \| 0.0 \| 0.0485 \| 0.0 \| 0.2674 \| 0.0183 \| 0.1428 \| \| 0.7015 \| 4.26 \| 1380 \| 1.9514 \| 0.0793 \| 0.1605 \| 0.3024 \| 0.1178 \| 0.0000 \| 0.0738 \| 0.0 \| 0.7505 \| 0.0071 \| 0.1745 \| 0.0922 \| 0.0000 \| 0.0411 \| 0.0 \| 0.2875 \| 0.0067 \| 0.1275 \| \| 1.3922 \| 4.32 \| 1400 \| 1.9632 \| 0.0924 \| 0.1657 \| 0.2975 \| 0.3617 \| 0.0000 \| 0.0946 \| 0.0 \| 0.4752 \| 0.0259 \| 0.2023 \| 0.1954 \| 0.0000 \| 0.0500 \| 0.0 \| 0.2413 \| 0.0220 \| 0.1385 \| \| 1.3262 \| 4.38 \| 1420 \| 1.9521 \| 0.0828 \| 0.1592 \| 0.2847 \| 0.2606 \| 0.0 \| 0.1597 \| 0.0 \| 0.5639 \| 0.0080 \| 0.1218 \| 0.1608 \| 0.0 \| 0.0613 \| 0.0 \| 0.2526 \| 0.0076 \| 0.0971 \| \| 1.131 \| 4.44 \| 1440 \| 1.8747 \| 0.0840 \| 0.1544 \| 0.2889 \| 0.4477 \| 0.0000 \| 0.0985 \| 0.0 \| 0.4147 \| 0.0243 \| 0.0959 \| 0.2164 \| 0.0000 \| 0.0548 \| 0.0 \| 0.2124 \| 0.0203 \| 0.0843 \| \| 1.4707 \| 4.51 \| 1460 \| 1.9253 \| 0.0792 \| 0.1508 \| 0.2983 \| 0.2632 \| 0.0 \| 0.0387 \| 0.0 \| 0.6337 \| 0.0147 \| 0.1052 \| 0.1600 \| 0.0 \| 0.0295 \| 0.0 \| 0.2587 \| 0.0130 \| 0.0929 \| \| 1.2176 \| 4.57 \| 1480 \| 1.8738 \| 0.0861 \| 0.1566 \| 0.2946 \| 0.5159 \| 0.0 \| 0.0358 \| 0.0 \| 0.3366 \| 0.0209 \| 0.1870 \| 0.2300 \| 0.0 \| 0.0275 \| 0.0 \| 0.1935 \| 0.0175 \| 0.1343 \| \| 1.3537 \| 4.63 \| 1500 \| 2.0452 \| 0.0934 \| 0.1676 \| 0.2815 \| 0.3538 \| 0.0 \| 0.1502 \| 0.0 \| 0.4162 \| 0.0629 \| 0.1899 \| 0.1955 \| 0.0 \| 0.0567 \| 0.0 \| 0.2296 \| 0.0410 \| 0.1308 \| \| 1.7733 \| 4.69 \| 1520 \| 1.9579 \| 0.0968 \| 0.1720 \| 0.2965 \| 0.4003 \| 0.0 \| 0.1282 \| 0.0 \| 0.4208 \| 0.0567 \| 0.1981 \| 0.2137 \| 0.0 \| 0.0532 \| 0.0 \| 0.2366 \| 0.0409 \| 0.1332 \| \| 1.6974 \| 4.75 \| 1540 \| 2.0718 \| 0.0955 \| 0.1777 \| 0.2812 \| 0.3440 \| 0.0 \| 0.2437 \| 0.0 \| 0.4057 \| 0.0496 \| 0.2010 \| 0.2002 \| 0.0 \| 0.0678 \| 0.0 \| 0.2325 \| 0.0376 \| 0.1304 \| \| 1.1582 \| 4.81 \| 1560 \| 2.0188 \| 0.0881 \| 0.1732 \| 0.2645 \| 0.2747 \| 0.0 \| 0.3258 \| 0.0 \| 0.4345 \| 0.0260 \| 0.1515 \| 0.1759 \| 0.0 \| 0.0651 \| 0.0 \| 0.2361 \| 0.0219 \| 0.1177 \| \| 1.1255 \| 4.88 \| 1580 \| 1.8810 \| 0.0934 \| 0.1717 \| 0.3209 \| 0.4210 \| 0.0 \| 0.1285 \| 0.0 \| 0.5379 \| 0.0153 \| 0.0992 \| 0.2270 \| 0.0 \| 0.0582 \| 0.0 \| 0.2714 \| 0.0140 \| 0.0829 \| \| 1.0452 \| 4.94 \| 1600 \| 1.8951 \| 0.0928 \| 0.1739 \| 0.3227 \| 0.3062 \| 0.0 \| 0.1374 \| 0.0 \| 0.6444 \| 0.0050 \| 0.1245 \| 0.1924 \| 0.0 \| 0.0607 \| 0.0 \| 0.2892 \| 0.0048 \| 0.1023 \| \| 1.2638 \| 5.0 \| 1620 \| 1.9432 \| 0.0967 \| 0.1811 \| 0.3245 \| 0.2343 \| 0.0001 \| 0.1481 \| 0.0 \| 0.6873 \| 0.0157 \| 0.1823 \| 0.1599 \| 0.0001 \| 0.0662 \| 0.0 \| 0.3079 \| 0.0141 \| 0.1284 \| \| 2.1277 \| 5.06 \| 1640 \| 2.0224 \| 0.0933 \| 0.1833 \| 0.2847 \| 0.2659 \| 0.0001 \| 0.3267 \| 0.0 \| 0.5015 \| 0.0240 \| 0.1646 \| 0.1725 \| 0.0001 \| 0.0763 \| 0.0 \| 0.2637 \| 0.0207 \| 0.1197 \| \| 1.1585 \| 5.12 \| 1660 \| 2.0021 \| 0.0795 \| 0.1745 \| 0.2704 \| 0.1192 \| 0.0001 \| 0.3491 \| 0.0 \| 0.6186 \| 0.0176 \| 0.1168 \| 0.0965 \| 0.0001 \| 0.0753 \| 0.0 \| 0.2741 \| 0.0159 \| 0.0944 \| \| 1.273 \| 5.19 \| 1680 \| 1.9378 \| 0.0868 \| 0.1747 \| 0.3024 \| 0.1905 \| 0.0000 \| 0.2302 \| 0.0 \| 0.6840 \| 0.0289 \| 0.0892 \| 0.1392 \| 0.0000 \| 0.0735 \| 0.0 \| 0.2943 \| 0.0245 \| 0.0763 \| \| 1.0868 \| 5.25 \| 1700 \| 1.9264 \| 0.0953 \| 0.1812 \| 0.3182 \| 0.2354 \| 0.0001 \| 0.1936 \| 0.0 \| 0.6787 \| 0.0355 \| 0.1250 \| 0.1634 \| 0.0001 \| 0.0758 \| 0.0 \| 0.3042 \| 0.0293 \| 0.0945 \| \| 1.4384 \| 5.31 \| 1720 \| 2.0654 \| 0.0808 \| 0.1704 \| 0.3151 \| 0.0654 \| 0.0001 \| 0.1052 \| 0.0 \| 0.8387 \| 0.0274 \| 0.1557 \| 0.0582 \| 0.0001 \| 0.0594 \| 0.0 \| 0.3152 \| 0.0232 \| 0.1095 \| \| 1.0657 \| 5.37 \| 1740 \| 2.0194 \| 0.0902 \| 0.1804 \| 0.3035 \| 0.1016 \| 0.0001 \| 0.1810 \| 0.0 \| 0.7172 \| 0.0441 \| 0.2185 \| 0.0849 \| 0.0001 \| 0.0701 \| 0.0 \| 0.3025 \| 0.0342 \| 0.1397 \| \| 1.8975 \| 5.43 \| 1760 \| 2.0394 \| 0.0806 \| 0.1686 \| 0.3098 \| 0.0597 \| 0.0002 \| 0.0841 \| 0.0 \| 0.8139 \| 0.0351 \| 0.1871 \| 0.0537 \| 0.0002 \| 0.0487 \| 0.0 \| 0.3081 \| 0.0278 \| 0.1257 \| \| 1.7212 \| 5.49 \| 1780 \| 2.0332 \| 0.0924 \| 0.1671 \| 0.2998 \| 0.3021 \| 0.0 \| 0.0587 \| 0.0 \| 0.5190 \| 0.0310 \| 0.2589 \| 0.1811 \| 0.0 \| 0.0358 \| 0.0 \| 0.2493 \| 0.0260 \| 0.1543 \| \| 1.1061 \| 5.56 \| 1800 \| 2.0693 \| 0.0858 \| 0.1682 \| 0.2758 \| 0.1659 \| 0.0000 \| 0.2039 \| 0.0 \| 0.5704 \| 0.0223 \| 0.2150 \| 0.1241 \| 0.0000 \| 0.0595 \| 0.0 \| 0.2571 \| 0.0191 \| 0.1409 \| \| 1.4812 \| 5.62 \| 1820 \| 2.1053 \| 0.0864 \| 0.1649 \| 0.2704 \| 0.3566 \| 0.0 \| 0.2325 \| 0.0 \| 0.3920 \| 0.0149 \| 0.1580 \| 0.1907 \| 0.0 \| 0.0642 \| 0.0 \| 0.2196 \| 0.0136 \| 0.1170 \| \| 1.0818 \| 5.68 \| 1840 \| 2.0707 \| 0.0877 \| 0.1679 \| 0.2853 \| 0.2196 \| 0.0002 \| 0.1809 \| 0.0 \| 0.5627 \| 0.0102 \| 0.2018 \| 0.1412 \| 0.0002 \| 0.0650 \| 0.0 \| 0.2607 \| 0.0096 \| 0.1372 \| \| 0.9358 \| 5.74 \| 1860 \| 2.0936 \| 0.0848 \| 0.1628 \| 0.2843 \| 0.2572 \| 0.0000 \| 0.1770 \| 0.0 \| 0.5516 \| 0.0097 \| 0.1441 \| 0.1602 \| 0.0000 \| 0.0616 \| 0.0 \| 0.2567 \| 0.0091 \| 0.1064 \| \| 1.199 \| 5.8 \| 1880 \| 1.9525 \| 0.0819 \| 0.1577 \| 0.2963 \| 0.2184 \| 0.0000 \| 0.0944 \| 0.0 \| 0.6478 \| 0.0082 \| 0.1352 \| 0.1428 \| 0.0000 \| 0.0508 \| 0.0 \| 0.2719 \| 0.0079 \| 0.0997 \| \| 1.048 \| 5.86 \| 1900 \| 1.9222 \| 0.0826 \| 0.1615 \| 0.2753 \| 0.2509 \| 0.0000 \| 0.2194 \| 0.0 \| 0.5364 \| 0.0192 \| 0.1049 \| 0.1594 \| 0.0000 \| 0.0683 \| 0.0 \| 0.2431 \| 0.0165 \| 0.0907 \| \| 1.0685 \| 5.93 \| 1920 \| 1.9716 \| 0.0854 \| 0.1680 \| 0.2800 \| 0.2753 \| 0.0 \| 0.2537 \| 0.0 \| 0.5182 \| 0.0148 \| 0.1139 \| 0.1695 \| 0.0 \| 0.0726 \| 0.0 \| 0.2504 \| 0.0135 \| 0.0919 \| \| 1.2216 \| 5.99 \| 1940 \| 1.9925 \| 0.0955 \| 0.1782 \| 0.3026 \| 0.2450 \| 0.0000 \| 0.1818 \| 0.0 \| 0.5851 \| 0.0279 \| 0.2075 \| 0.1655 \| 0.0000 \| 0.0679 \| 0.0 \| 0.2777 \| 0.0225 \| 0.1345 \| \| 0.7619 \| 6.05 \| 1960 \| 1.9964 \| 0.0951 \| 0.1791 \| 0.2904 \| 0.2772 \| 0.0001 \| 0.2342 \| 0.0 \| 0.5036 \| 0.0276 \| 0.2107 \| 0.1751 \| 0.0001 \| 0.0737 \| 0.0 \| 0.2582 \| 0.0224 \| 0.1361 \| \| 1.6294 \| 6.11 \| 1980 \| 2.0974 \| 0.0895 \| 0.1738 \| 0.2725 \| 0.2014 \| 0.0002 \| 0.2397 \| 0.0 \| 0.5037 \| 0.0309 \| 0.2410 \| 0.1382 \| 0.0002 \| 0.0732 \| 0.0 \| 0.2484 \| 0.0242 \| 0.1422 \| \| 1.5114 \| 6.17 \| 2000 \| 2.0923 \| 0.0915 \| 0.1719 \| 0.2909 \| 0.2142 \| 0.0001 \| 0.1523 \| 0.0 \| 0.5666 \| 0.0255 \| 0.2444 \| 0.1458 \| 0.0001 \| 0.0644 \| 0.0 \| 0.2615 \| 0.0208 \| 0.1480 \| \| 1.1353 \| 6.23 \| 2020 \| 2.0203 \| 0.0923 \| 0.1743 \| 0.2946 \| 0.2039 \| 0.0000 \| 0.1754 \| 0.0 \| 0.5977 \| 0.0334 \| 0.2100 \| 0.1449 \| 0.0000 \| 0.0652 \| 0.0 \| 0.2727 \| 0.0257 \| 0.1380 \| \| 1.8952 \| 6.3 \| 2040 \| 2.0313 \| 0.0877 \| 0.1728 \| 0.2989 \| 0.1387 \| 0.0 \| 0.1634 \| 0.0 \| 0.6834 \| 0.0176 \| 0.2068 \| 0.1085 \| 0.0 \| 0.0625 \| 0.0 \| 0.2864 \| 0.0150 \| 0.1416 \| \| 1.2905 \| 6.36 \| 2060 \| 1.9667 \| 0.0841 \| 0.1578 \| 0.3052 \| 0.3201 \| 0.0 \| 0.0767 \| 0.0 \| 0.5958 \| 0.0075 \| 0.1045 \| 0.1881 \| 0.0 \| 0.0443 \| 0.0 \| 0.2623 \| 0.0068 \| 0.0872 \| \| 1.7452 \| 6.42 \| 2080 \| 2.1103 \| 0.0872 \| 0.1657 \| 0.2810 \| 0.3455 \| 0.0000 \| 0.2160 \| 0.0 \| 0.4542 \| 0.0198 \| 0.1244 \| 0.1960 \| 0.0000 \| 0.0700 \| 0.0 \| 0.2355 \| 0.0166 \| 0.0922 \| \| 1.1436 \| 6.48 \| 2100 \| 1.9898 \| 0.0952 \| 0.1775 \| 0.2917 \| 0.3756 \| 0.0001 \| 0.2366 \| 0.0 \| 0.4292 \| 0.0276 \| 0.1738 \| 0.2095 \| 0.0001 \| 0.0803 \| 0.0 \| 0.2334 \| 0.0224 \| 0.1205 \| \| 2.0888 \| 6.54 \| 2120 \| 2.1593 \| 0.0930 \| 0.1789 \| 0.2791 \| 0.3973 \| 0.0001 \| 0.2912 \| 0.0 \| 0.3510 \| 0.0191 \| 0.1933 \| 0.2126 \| 0.0001 \| 0.0775 \| 0.0 \| 0.2103 \| 0.0164 \| 0.1340 \| \| 1.3082 \| 6.6 \| 2140 \| 2.2548 \| 0.0821 \| 0.1820 \| 0.2356 \| 0.2074 \| 0.0000 \| 0.5113 \| 0.0 \| 0.3629 \| 0.0135 \| 0.1790 \| 0.1441 \| 0.0000 \| 0.0758 \| 0.0 \| 0.2152 \| 0.0121 \| 0.1273 \| \| 1.385 \| 6.67 \| 2160 \| 2.0697 \| 0.0867 \| 0.1773 \| 0.2687 \| 0.2334 \| 0.0003 \| 0.3582 \| 0.0 \| 0.4932 \| 0.0349 \| 0.1212 \| 0.1562 \| 0.0003 \| 0.0848 \| 0.0 \| 0.2470 \| 0.0272 \| 0.0917 \| \| 1.128 \| 6.73 \| 2180 \| 2.0355 \| 0.0865 \| 0.1755 \| 0.2834 \| 0.1978 \| 0.0001 \| 0.2929 \| 0.0 \| 0.5881 \| 0.0216 \| 0.1279 \| 0.1400 \| 0.0001 \| 0.0840 \| 0.0 \| 0.2678 \| 0.0189 \| 0.0945 \| \| 0.8255 \| 6.79 \| 2200 \| 2.0166 \| 0.0919 \| 0.1777 \| 0.2731 \| 0.2619 \| 0.0001 \| 0.2943 \| 0.0 \| 0.4631 \| 0.0556 \| 0.1692 \| 0.1705 \| 0.0001 \| 0.0797 \| 0.0 \| 0.2409 \| 0.0396 \| 0.1127 \| \| 1.2289 \| 6.85 \| 2220 \| 2.1772 \| 0.0783 \| 0.1711 \| 0.2654 \| 0.0768 \| 0.0003 \| 0.2993 \| 0.0 \| 0.6310 \| 0.0406 \| 0.1494 \| 0.0686 \| 0.0003 \| 0.0716 \| 0.0 \| 0.2734 \| 0.0308 \| 0.1030 \| \| 1.5759 \| 6.91 \| 2240 \| 2.1329 \| 0.0765 \| 0.1727 \| 0.2521 \| 0.1122 \| 0.0001 \| 0.3991 \| 0.0 \| 0.5528 \| 0.0174 \| 0.1274 \| 0.0894 \| 0.0001 \| 0.0782 \| 0.0 \| 0.2545 \| 0.0154 \| 0.0979 \| \| 1.1695 \| 6.98 \| 2260 \| 2.0725 \| 0.0822 \| 0.1706 \| 0.2695 \| 0.1509 \| 0.0001 \| 0.2981 \| 0.0 \| 0.5840 \| 0.0272 \| 0.1336 \| 0.1140 \| 0.0001 \| 0.0751 \| 0.0 \| 0.2628 \| 0.0217 \| 0.1019 \| \| 0.7619 \| 7.04 \| 2280 \| 2.0663 \| 0.0917 \| 0.1765 \| 0.2813 \| 0.4425 \| 0.0001 \| 0.2770 \| 0.0 \| 0.3296 \| 0.0210 \| 0.1654 \| 0.2290 \| 0.0001 \| 0.0708 \| 0.0 \| 0.2111 \| 0.0183 \| 0.1124 \| \| 0.7352 \| 7.1 \| 2300 \| 2.0411 \| 0.0894 \| 0.1814 \| 0.2752 \| 0.3029 \| 0.0001 \| 0.3764 \| 0.0 \| 0.4464 \| 0.0183 \| 0.1254 \| 0.1908 \| 0.0001 \| 0.0774 \| 0.0 \| 0.2442 \| 0.0165 \| 0.0966 \| \| 1.3103 \| 7.16 \| 2320 \| 2.0851 \| 0.0846 \| 0.1815 \| 0.2752 \| 0.1544 \| 0.0007 \| 0.3789 \| 0.0 \| 0.5892 \| 0.0238 \| 0.1234 \| 0.1214 \| 0.0007 \| 0.0827 \| 0.0 \| 0.2720 \| 0.0201 \| 0.0950 \| \| 0.8668 \| 7.22 \| 2340 \| 2.2051 \| 0.0875 \| 0.1810 \| 0.2563 \| 0.2861 \| 0.0002 \| 0.4178 \| 0.0 \| 0.3748 \| 0.0271 \| 0.1608 \| 0.1810 \| 0.0002 \| 0.0793 \| 0.0 \| 0.2174 \| 0.0225 \| 0.1123 \| \| 0.6523 \| 7.28 \| 2360 \| 2.4632 \| 0.0727 \| 0.1819 \| 0.2104 \| 0.1002 \| 0.0007 \| 0.6196 \| 0.0 \| 0.3693 \| 0.0090 \| 0.1749 \| 0.0841 \| 0.0007 \| 0.0734 \| 0.0 \| 0.2160 \| 0.0085 \| 0.1262 \| \| 0.8917 \| 7.35 \| 2380 \| 2.1261 \| 0.0860 \| 0.1773 \| 0.2620 \| 0.1878 \| 0.0005 \| 0.3437 \| 0.0 \| 0.4823 \| 0.0171 \| 0.2097 \| 0.1301 \| 0.0005 \| 0.0819 \| 0.0 \| 0.2393 \| 0.0155 \| 0.1348 \| \| 0.7867 \| 7.41 \| 2400 \| 2.0473 \| 0.0847 \| 0.1835 \| 0.2898 \| 0.1083 \| 0.0004 \| 0.3352 \| 0.0 \| 0.6827 \| 0.0189 \| 0.1394 \| 0.0922 \| 0.0004 \| 0.0867 \| 0.0 \| 0.2857 \| 0.0170 \| 0.1107 \| \| 1.0314 \| 7.47 \| 2420 \| 2.0464 \| 0.0855 \| 0.1811 \| 0.2781 \| 0.1576 \| 0.0004 \| 0.3554 \| 0.0 \| 0.5915 \| 0.0190 \| 0.1439 \| 0.1229 \| 0.0004 \| 0.0853 \| 0.0 \| 0.2665 \| 0.0170 \| 0.1065 \| \| 0.9484 \| 7.53 \| 2440 \| 2.2552 \| 0.0822 \| 0.1845 \| 0.2526 \| 0.1058 \| 0.0002 \| 0.4504 \| 0.0 \| 0.5201 \| 0.0337 \| 0.1810 \| 0.0880 \| 0.0002 \| 0.0827 \| 0.0 \| 0.2552 \| 0.0276 \| 0.1219 \| \| 0.8503 \| 7.59 \| 2460 \| 2.0861 \| 0.0850 \| 0.1750 \| 0.2682 \| 0.2770 \| 0.0001 \| 0.3575 \| 0.0 \| 0.4555 \| 0.0118 \| 0.1235 \| 0.1735 \| 0.0001 \| 0.0834 \| 0.0 \| 0.2294 \| 0.0113 \| 0.0974 \| \| 1.3355 \| 7.65 \| 2480 \| 2.2113 \| 0.0814 \| 0.1871 \| 0.2307 \| 0.2538 \| 0.0000 \| 0.5871 \| 0.0 \| 0.2992 \| 0.0162 \| 0.1537 \| 0.1646 \| 0.0000 \| 0.0812 \| 0.0 \| 0.1948 \| 0.0143 \| 0.1152 \| \| 0.9724 \| 7.72 \| 2500 \| 2.2209 \| 0.0836 \| 0.1844 \| 0.2336 \| 0.2605 \| 0.0001 \| 0.5234 \| 0.0 \| 0.2976 \| 0.0285 \| 0.1805 \| 0.1660 \| 0.0001 \| 0.0819 \| 0.0 \| 0.1896 \| 0.0225 \| 0.1249 \| \| 0.629 \| 7.78 \| 2520 \| 2.1704 \| 0.0873 \| 0.1753 \| 0.2635 \| 0.3693 \| 0.0001 \| 0.3482 \| 0.0 \| 0.3382 \| 0.0242 \| 0.1467 \| 0.2068 \| 0.0001 \| 0.0802 \| 0.0 \| 0.1949 \| 0.0213 \| 0.1080 \| \| 1.5578 \| 7.84 \| 2540 \| 2.1341 \| 0.0876 \| 0.1759 \| 0.2685 \| 0.1723 \| 0.0002 \| 0.3097 \| 0.0 \| 0.5351 \| 0.0425 \| 0.1717 \| 0.1228 \| 0.0002 \| 0.0809 \| 0.0 \| 0.2511 \| 0.0324 \| 0.1254 \| \| 1.1883 \| 7.9 \| 2560 \| 2.2429 \| 0.0837 \| 0.1847 \| 0.2471 \| 0.1794 \| 0.0000 \| 0.4949 \| 0.0 \| 0.4357 \| 0.0212 \| 0.1617 \| 0.1286 \| 0.0000 \| 0.0814 \| 0.0 \| 0.2392 \| 0.0181 \| 0.1186 \| \| 1.0963 \| 7.96 \| 2580 \| 2.1780 \| 0.0819 \| 0.1722 \| 0.2819 \| 0.1069 \| 0.0000 \| 0.2592 \| 0.0 \| 0.6716 \| 0.0353 \| 0.1327 \| 0.0887 \| 0.0000 \| 0.0745 \| 0.0 \| 0.2812 \| 0.0284 \| 0.1001 \| \| 0.7272 \| 8.02 \| 2600 \| 2.2164 \| 0.0866 \| 0.1777 \| 0.2515 \| 0.2455 \| 0.0002 \| 0.3999 \| 0.0 \| 0.4003 \| 0.0418 \| 0.1565 \| 0.1624 \| 0.0002 \| 0.0771 \| 0.0 \| 0.2171 \| 0.0327 \| 0.1167 \| \| 0.713 \| 8.09 \| 2620 \| 2.0933 \| 0.0907 \| 0.1751 \| 0.2822 \| 0.2059 \| 0.0002 \| 0.2502 \| 0.0 \| 0.5596 \| 0.0428 \| 0.1671 \| 0.1477 \| 0.0002 \| 0.0713 \| 0.0 \| 0.2568 \| 0.0329 \| 0.1258 \| \| 0.9504 \| 8.15 \| 2640 \| 2.1425 \| 0.0881 \| 0.1854 \| 0.2734 \| 0.1409 \| 0.0005 \| 0.3797 \| 0.0 \| 0.5712 \| 0.0385 \| 0.1670 \| 0.1119 \| 0.0005 \| 0.0833 \| 0.0 \| 0.2675 \| 0.0302 \| 0.1234 \| \| 0.7015 \| 8.21 \| 2660 \| 2.2624 \| 0.0895 \| 0.1898 \| 0.2721 \| 0.1439 \| 0.0004 \| 0.4164 \| 0.0 \| 0.5555 \| 0.0489 \| 0.1638 \| 0.1146 \| 0.0004 \| 0.0853 \| 0.0 \| 0.2720 \| 0.0363 \| 0.1179 \| \| 1.3879 \| 8.27 \| 2680 \| 2.1704 \| 0.0854 \| 0.1800 \| 0.2692 \| 0.3158 \| 0.0004 \| 0.4161 \| 0.0 \| 0.4278 \| 0.0198 \| 0.0802 \| 0.1946 \| 0.0004 \| 0.0834 \| 0.0 \| 0.2379 \| 0.0172 \| 0.0642 \| \| 1.9341 \| 8.33 \| 2700 \| 2.0624 \| 0.0917 \| 0.1796 \| 0.2794 \| 0.4111 \| 0.0002 \| 0.3291 \| 0.0 \| 0.3625 \| 0.0413 \| 0.1132 \| 0.2263 \| 0.0002 \| 0.0793 \| 0.0 \| 0.2173 \| 0.0313 \| 0.0877 \| \| 0.8986 \| 8.4 \| 2720 \| 2.0728 \| 0.0896 \| 0.1787 \| 0.2767 \| 0.3120 \| 0.0000 \| 0.3455 \| 0.0 \| 0.4515 \| 0.0318 \| 0.1098 \| 0.1939 \| 0.0000 \| 0.0798 \| 0.0 \| 0.2400 \| 0.0251 \| 0.0883 \| \| 1.1123 \| 8.46 \| 2740 \| 2.0546 \| 0.0981 \| 0.1845 \| 0.3010 \| 0.2391 \| 0.0004 \| 0.2432 \| 0.0 \| 0.5828 \| 0.0529 \| 0.1729 \| 0.1671 \| 0.0004 \| 0.0789 \| 0.0 \| 0.2719 \| 0.0388 \| 0.1297 \| \| 0.8823 \| 8.52 \| 2760 \| 2.0900 \| 0.0939 \| 0.1872 \| 0.2805 \| 0.3064 \| 0.0001 \| 0.3833 \| 0.0 \| 0.4471 \| 0.0348 \| 0.1385 \| 0.1949 \| 0.0001 \| 0.0817 \| 0.0 \| 0.2426 \| 0.0290 \| 0.1088 \| \| 1.9712 \| 8.58 \| 2780 \| 2.1037 \| 0.0914 \| 0.1869 \| 0.2780 \| 0.4241 \| 0.0001 \| 0.4141 \| 0.0 \| 0.3373 \| 0.0277 \| 0.1053 \| 0.2314 \| 0.0001 \| 0.0809 \| 0.0 \| 0.2170 \| 0.0238 \| 0.0867 \| \| 1.1848 \| 8.64 \| 2800 \| 2.1826 \| 0.0877 \| 0.1855 \| 0.2637 \| 0.4249 \| 0.0000 \| 0.4564 \| 0.0 \| 0.2826 \| 0.0312 \| 0.1030 \| 0.2259 \| 0.0000 \| 0.0794 \| 0.0 \| 0.2002 \| 0.0272 \| 0.0811 \| \| 1.2145 \| 8.7 \| 2820 \| 2.1050 \| 0.0934 \| 0.1820 \| 0.2917 \| 0.3056 \| 0.0005 \| 0.3071 \| 0.0 \| 0.5070 \| 0.0326 \| 0.1211 \| 0.1910 \| 0.0005 \| 0.0844 \| 0.0 \| 0.2553 \| 0.0278 \| 0.0948 \| \| 1.2435 \| 8.77 \| 2840 \| 2.2452 \| 0.0887 \| 0.1842 \| 0.2580 \| 0.3619 \| 0.0001 \| 0.4427 \| 0.0 \| 0.3091 \| 0.0357 \| 0.1402 \| 0.2075 \| 0.0001 \| 0.0795 \| 0.0 \| 0.1998 \| 0.0297 \| 0.1046 \| \| 1.0414 \| 8.83 \| 2860 \| 2.1275 \| 0.0972 \| 0.1828 \| 0.2881 \| 0.2935 \| 0.0003 \| 0.2693 \| 0.0 \| 0.4771 \| 0.0491 \| 0.1901 \| 0.1838 \| 0.0003 \| 0.0791 \| 0.0 \| 0.2460 \| 0.0378 \| 0.1334 \| \| 0.6266 \| 8.89 \| 2880 \| 2.2256 \| 0.0921 \| 0.1897 \| 0.2625 \| 0.2335 \| 0.0004 \| 0.4262 \| 0.0 \| 0.4120 \| 0.0279 \| 0.2282 \| 0.1576 \| 0.0004 \| 0.0808 \| 0.0 \| 0.2333 \| 0.0242 \| 0.1484 \| \| 1.5248 \| 8.95 \| 2900 \| 2.1062 \| 0.0943 \| 0.1758 \| 0.2959 \| 0.2620 \| 0.0016 \| 0.2051 \| 0.0 \| 0.5673 \| 0.0593 \| 0.1352 \| 0.1737 \| 0.0016 \| 0.0750 \| 0.0 \| 0.2662 \| 0.0409 \| 0.1023 \| \| 1.5811 \| 9.01 \| 2920 \| 2.1448 \| 0.0882 \| 0.1750 \| 0.2924 \| 0.1133 \| 0.0016 \| 0.1951 \| 0.0 \| 0.6839 \| 0.0523 \| 0.1785 \| 0.0912 \| 0.0016 \| 0.0732 \| 0.0 \| 0.2848 \| 0.0375 \| 0.1293 \| \| 1.2692 \| 9.07 \| 2940 \| 2.1815 \| 0.0904 \| 0.1823 \| 0.2472 \| 0.2603 \| 0.0014 \| 0.3960 \| 0.0 \| 0.3508 \| 0.1067 \| 0.1608 \| 0.1624 \| 0.0014 \| 0.0825 \| 0.0 \| 0.2090 \| 0.0606 \| 0.1166 \| \| 1.1308 \| 9.14 \| 2960 \| 2.1521 \| 0.0910 \| 0.1765 \| 0.2648 \| 0.2246 \| 0.0016 \| 0.3003 \| 0.0 \| 0.4631 \| 0.0658 \| 0.1801 \| 0.1478 \| 0.0016 \| 0.0804 \| 0.0 \| 0.2335 \| 0.0444 \| 0.1291 \| \| 0.8845 \| 9.2 \| 2980 \| 2.1660 \| 0.0860 \| 0.1733 \| 0.2698 \| 0.1913 \| 0.0011 \| 0.3017 \| 0.0000 \| 0.5465 \| 0.0685 \| 0.1042 \| 0.1342 \| 0.0011 \| 0.0817 \| 0.0000 \| 0.2606 \| 0.0459 \| 0.0786 \| \| 1.1346 \| 9.26 \| 3000 \| 2.2136 \| 0.0899 \| 0.1752 \| 0.2698 \| 0.2299 \| 0.0011 \| 0.2937 \| 0.0000 \| 0.4912 \| 0.0603 \| 0.1500 \| 0.1523 \| 0.0011 \| 0.0757 \| 0.0000 \| 0.2483 \| 0.0417 \| 0.1106 \| \| 0.8106 \| 9.32 \| 3020 \| 2.1581 \| 0.0882 \| 0.1671 \| 0.2883 \| 0.1636 \| 0.0020 \| 0.1425 \| 0.0 \| 0.6316 \| 0.0473 \| 0.1830 \| 0.1180 \| 0.0020 \| 0.0605 \| 0.0 \| 0.2735 \| 0.0326 \| 0.1308 \| \| 1.228 \| 9.38 \| 3040 \| 2.2617 \| 0.0897 \| 0.1685 \| 0.2635 \| 0.1792 \| 0.0020 \| 0.1896 \| 0.0 \| 0.5070 \| 0.1223 \| 0.1797 \| 0.1277 \| 0.0020 \| 0.0570 \| 0.0 \| 0.2476 \| 0.0628 \| 0.1307 \| \| 0.8976 \| 9.44 \| 3060 \| 2.3641 \| 0.0882 \| 0.1783 \| 0.2403 \| 0.2694 \| 0.0016 \| 0.3939 \| 0.0 \| 0.3090 \| 0.0580 \| 0.2161 \| 0.1679 \| 0.0016 \| 0.0734 \| 0.0 \| 0.1888 \| 0.0404 \| 0.1452 \| \| 0.9659 \| 9.51 \| 3080 \| 2.2229 \| 0.0949 \| 0.1690 \| 0.2958 \| 0.3514 \| 0.0002 \| 0.0546 \| 0.0 \| 0.4394 \| 0.0472 \| 0.2902 \| 0.1952 \| 0.0002 \| 0.0386 \| 0.0 \| 0.2280 \| 0.0338 \| 0.1689 \| \| 1.136 \| 9.57 \| 3100 \| 2.1174 \| 0.0940 \| 0.1688 \| 0.3066 \| 0.2731 \| 0.0002 \| 0.0690 \| 0.0 \| 0.5903 \| 0.0546 \| 0.1943 \| 0.1700 \| 0.0002 \| 0.0443 \| 0.0 \| 0.2677 \| 0.0409 \| 0.1350 \| \| 0.708 \| 9.63 \| 3120 \| 2.1371 \| 0.0975 \| 0.1798 \| 0.2986 \| 0.2301 \| 0.0001 \| 0.1810 \| 0.0 \| 0.5752 \| 0.0612 \| 0.2108 \| 0.1561 \| 0.0001 \| 0.0673 \| 0.0 \| 0.2702 \| 0.0465 \| 0.1423 \| \| 0.793 \| 9.69 \| 3140 \| 2.0887 \| 0.0959 \| 0.1760 \| 0.3187 \| 0.2190 \| 0.0002 \| 0.0813 \| 0.0 \| 0.6702 \| 0.0390 \| 0.2225 \| 0.1514 \| 0.0002 \| 0.0525 \| 0.0 \| 0.2893 \| 0.0319 \| 0.1457 \| \| 0.8062 \| 9.75 \| 3160 \| 2.1401 \| 0.0978 \| 0.1829 \| 0.2884 \| 0.3614 \| 0.0006 \| 0.2645 \| 0.0 \| 0.4066 \| 0.0348 \| 0.2124 \| 0.2042 \| 0.0006 \| 0.0776 \| 0.0 \| 0.2292 \| 0.0289 \| 0.1440 \| \| 0.8265 \| 9.81 \| 3180 \| 2.3054 \| 0.0827 \| 0.1775 \| 0.2372 \| 0.2360 \| 0.0010 \| 0.4626 \| 0.0 \| 0.3591 \| 0.0451 \| 0.1385 \| 0.1577 \| 0.0010 \| 0.0780 \| 0.0 \| 0.2065 \| 0.0342 \| 0.1016 \| \| 0.6089 \| 9.88 \| 3200 \| 2.2381 \| 0.0823 \| 0.1747 \| 0.2421 \| 0.1844 \| 0.0005 \| 0.4144 \| 0.0 \| 0.4348 \| 0.0635 \| 0.1251 \| 0.1332 \| 0.0005 \| 0.0767 \| 0.0 \| 0.2273 \| 0.0442 \| 0.0941 \| \| 1.009 \| 9.94 \| 3220 \| 2.0780 \| 0.0912 \| 0.1644 \| 0.2903 \| 0.4640 \| 0.0007 \| 0.1226 \| 0.0 \| 0.3637 \| 0.0415 \| 0.1585 \| 0.2273 \| 0.0006 \| 0.0565 \| 0.0 \| 0.2052 \| 0.0325 \| 0.1165 \| \| 0.9815 \| 10.0 \| 3240 \| 2.1157 \| 0.0945 \| 0.1670 \| 0.3016 \| 0.4483 \| 0.0008 \| 0.0829 \| 0.0 \| 0.4111 \| 0.0457 \| 0.1800 \| 0.2254 \| 0.0008 \| 0.0473 \| 0.0 \| 0.2225 \| 0.0348 \| 0.1303 \| \| 0.9546 \| 10.06 \| 3260 \| 2.3132 \| 0.0869 \| 0.1704 \| 0.2976 \| 0.1096 \| 0.0005 \| 0.1321 \| 0.0 \| 0.7122 \| 0.0499 \| 0.1883 \| 0.0890 \| 0.0005 \| 0.0634 \| 0.0 \| 0.2860 \| 0.0354 \| 0.1338 \| \| 1.3093 \| 10.12 \| 3280 \| 2.1718 \| 0.0912 \| 0.1668 \| 0.2894 \| 0.2031 \| 0.0001 \| 0.1031 \| 0.0 \| 0.5882 \| 0.0720 \| 0.2014 \| 0.1410 \| 0.0001 \| 0.0546 \| 0.0 \| 0.2548 \| 0.0481 \| 0.1397 \| \| 1.1204 \| 10.19 \| 3300 \| 2.2637 \| 0.0885 \| 0.1700 \| 0.2859 \| 0.1275 \| 0.0004 \| 0.1440 \| 0.0 \| 0.6431 \| 0.0793 \| 0.1954 \| 0.0996 \| 0.0004 \| 0.0633 \| 0.0 \| 0.2712 \| 0.0502 \| 0.1349 \| \| 0.7344 \| 10.25 \| 3320 \| 2.2933 \| 0.0953 \| 0.1826 \| 0.2811 \| 0.2440 \| 0.0006 \| 0.2863 \| 0.0000 \| 0.4921 \| 0.0497 \| 0.2052 \| 0.1637 \| 0.0006 \| 0.0788 \| 0.0000 \| 0.2475 \| 0.0378 \| 0.1383 \| \| 0.7001 \| 10.31 \| 3340 \| 2.2971 \| 0.0956 \| 0.1797 \| 0.2886 \| 0.2971 \| 0.0010 \| 0.2555 \| 0.0 \| 0.4836 \| 0.0339 \| 0.1866 \| 0.1858 \| 0.0010 \| 0.0739 \| 0.0 \| 0.2450 \| 0.0282 \| 0.1349 \| \| 1.2791 \| 10.37 \| 3360 \| 2.2248 \| 0.0972 \| 0.1771 \| 0.2917 \| 0.3003 \| 0.0031 \| 0.1961 \| 0.0 \| 0.4924 \| 0.0577 \| 0.1904 \| 0.1855 \| 0.0031 \| 0.0686 \| 0.0 \| 0.2507 \| 0.0409 \| 0.1313 \| \| 0.6365 \| 10.43 \| 3380 \| 2.2992 \| 0.0943 \| 0.1821 \| 0.2794 \| 0.3285 \| 0.0027 \| 0.3163 \| 0.0000 \| 0.4161 \| 0.0296 \| 0.1813 \| 0.1971 \| 0.0026 \| 0.0769 \| 0.0000 \| 0.2313 \| 0.0254 \| 0.1266 \| \| 1.0639 \| 10.49 \| 3400 \| 2.2714 \| 0.0963 \| 0.1814 \| 0.2830 \| 0.2462 \| 0.0034 \| 0.2628 \| 0.0 \| 0.5070 \| 0.0789 \| 0.1717 \| 0.1656 \| 0.0034 \| 0.0738 \| 0.0 \| 0.2542 \| 0.0540 \| 0.1229 \| \| 1.1245 \| 10.56 \| 3420 \| 2.2873 \| 0.0949 \| 0.1789 \| 0.2858 \| 0.2914 \| 0.0016 \| 0.2544 \| 0.0000 \| 0.4772 \| 0.0344 \| 0.1931 \| 0.1820 \| 0.0016 \| 0.0707 \| 0.0000 \| 0.2481 \| 0.0290 \| 0.1326 \| \| 1.2117 \| 10.62 \| 3440 \| 2.1983 \| 0.0974 \| 0.1808 \| 0.2789 \| 0.2443 \| 0.0015 \| 0.2380 \| 0.0001 \| 0.4812 \| 0.1028 \| 0.1980 \| 0.1623 \| 0.0015 \| 0.0699 \| 0.0001 \| 0.2452 \| 0.0635 \| 0.1397 \| \| 1.1684 \| 10.68 \| 3460 \| 2.2083 \| 0.0943 \| 0.1725 \| 0.2924 \| 0.2078 \| 0.0005 \| 0.1290 \| 0.0 \| 0.5895 \| 0.0996 \| 0.1812 \| 0.1464 \| 0.0005 \| 0.0578 \| 0.0 \| 0.2647 \| 0.0593 \| 0.1312 \| \| 0.4774 \| 10.74 \| 3480 \| 2.2234 \| 0.0938 \| 0.1688 \| 0.2904 \| 0.2671 \| 0.0005 \| 0.1227 \| 0.0 \| 0.5362 \| 0.0833 \| 0.1718 \| 0.1710 \| 0.0005 \| 0.0577 \| 0.0 \| 0.2493 \| 0.0529 \| 0.1252 \| \| 0.8949 \| 10.8 \| 3500 \| 2.1727 \| 0.0929 \| 0.1661 \| 0.3030 \| 0.3343 \| 0.0004 \| 0.0854 \| 0.0 \| 0.5350 \| 0.0494 \| 0.1581 \| 0.1950 \| 0.0004 \| 0.0515 \| 0.0 \| 0.2510 \| 0.0382 \| 0.1143 \| \| 0.9003 \| 10.86 \| 3520 \| 2.2040 \| 0.0902 \| 0.1673 \| 0.3000 \| 0.2256 \| 0.0008 \| 0.1172 \| 0.0 \| 0.6300 \| 0.0538 \| 0.1440 \| 0.1557 \| 0.0008 \| 0.0590 \| 0.0 \| 0.2720 \| 0.0387 \| 0.1056 \| \| 0.5902 \| 10.93 \| 3540 \| 2.2229 \| 0.0934 \| 0.1655 \| 0.3020 \| 0.3424 \| 0.0007 \| 0.0675 \| 0.0 \| 0.5169 \| 0.0522 \| 0.1786 \| 0.1943 \| 0.0007 \| 0.0487 \| 0.0 \| 0.2507 \| 0.0358 \| 0.1236 \| \| 1.3197 \| 10.99 \| 3560 \| 2.3103 \| 0.0944 \| 0.1703 \| 0.2871 \| 0.5224 \| 0.0007 \| 0.1013 \| 0.0 \| 0.2532 \| 0.0794 \| 0.2349 \| 0.2411 \| 0.0007 \| 0.0528 \| 0.0 \| 0.1696 \| 0.0486 \| 0.1479 \| \| 1.0529 \| 11.05 \| 3580 \| 2.2840 \| 0.0941 \| 0.1694 \| 0.2892 \| 0.2707 \| 0.0013 \| 0.1310 \| 0.0 \| 0.5239 \| 0.0738 \| 0.1849 \| 0.1695 \| 0.0013 \| 0.0623 \| 0.0 \| 0.2505 \| 0.0463 \| 0.1291 \| \| 1.3227 \| 11.11 \| 3600 \| 2.2555 \| 0.0902 \| 0.1614 \| 0.2848 \| 0.2811 \| 0.0012 \| 0.0797 \| 0.0000 \| 0.5177 \| 0.0975 \| 0.1523 \| 0.1706 \| 0.0012 \| 0.0520 \| 0.0000 \| 0.2447 \| 0.0543 \| 0.1083 \| \| 0.9854 \| 11.17 \| 3620 \| 2.2574 \| 0.0838 \| 0.1548 \| 0.2794 \| 0.2667 \| 0.0004 \| 0.0983 \| 0.0001 \| 0.5452 \| 0.0844 \| 0.0888 \| 0.1638 \| 0.0004 \| 0.0529 \| 0.0001 \| 0.2510 \| 0.0491 \| 0.0692 \| \| 0.9629 \| 11.23 \| 3640 \| 2.3912 \| 0.0839 \| 0.1670 \| 0.2437 \| 0.1880 \| 0.0003 \| 0.3012 \| 0.0001 \| 0.4385 \| 0.0927 \| 0.1480 \| 0.1316 \| 0.0003 \| 0.0701 \| 0.0001 \| 0.2213 \| 0.0533 \| 0.1107 \| \| 1.6319 \| 11.3 \| 3660 \| 2.3835 \| 0.0812 \| 0.1546 \| 0.2446 \| 0.3275 \| 0.0004 \| 0.2192 \| 0.0 \| 0.3445 \| 0.0876 \| 0.1029 \| 0.1865 \| 0.0004 \| 0.0609 \| 0.0 \| 0.1885 \| 0.0502 \| 0.0816 \| \| 1.3404 \| 11.36 \| 3680 \| 2.2488 \| 0.0883 \| 0.1587 \| 0.2734 \| 0.2444 \| 0.0010 \| 0.0675 \| 0.0000 \| 0.5026 \| 0.1247 \| 0.1703 \| 0.1497 \| 0.0010 \| 0.0401 \| 0.0000 \| 0.2381 \| 0.0635 \| 0.1255 \| \| 2.1793 \| 11.42 \| 3700 \| 2.4400 \| 0.0857 \| 0.1601 \| 0.2826 \| 0.1911 \| 0.0015 \| 0.0991 \| 0.0 \| 0.6079 \| 0.0974 \| 0.1237 \| 0.1294 \| 0.0015 \| 0.0500 \| 0.0 \| 0.2643 \| 0.0587 \| 0.0960 \| \| 0.8375 \| 11.48 \| 3720 \| 2.2692 \| 0.0896 \| 0.1609 \| 0.2628 \| 0.3071 \| 0.0016 \| 0.1383 \| 0.0000 \| 0.3931 \| 0.0942 \| 0.1924 \| 0.1735 \| 0.0016 \| 0.0530 \| 0.0000 \| 0.2101 \| 0.0549 \| 0.1339 \| \| 0.9356 \| 11.54 \| 3740 \| 2.2824 \| 0.0865 \| 0.1637 \| 0.2831 \| 0.1396 \| 0.0004 \| 0.0874 \| 0.0 \| 0.6269 \| 0.0884 \| 0.2034 \| 0.1068 \| 0.0004 \| 0.0421 \| 0.0 \| 0.2639 \| 0.0565 \| 0.1360 \| \| 1.5374 \| 11.6 \| 3760 \| 2.3601 \| 0.0861 \| 0.1650 \| 0.2679 \| 0.1683 \| 0.0005 \| 0.1923 \| 0.0 \| 0.5500 \| 0.0692 \| 0.1746 \| 0.1229 \| 0.0005 \| 0.0617 \| 0.0 \| 0.2460 \| 0.0469 \| 0.1244 \| \| 1.1037 \| 11.67 \| 3780 \| 2.2450 \| 0.0952 \| 0.1692 \| 0.3001 \| 0.2842 \| 0.0005 \| 0.0609 \| 0.0000 \| 0.5458 \| 0.0921 \| 0.2008 \| 0.1759 \| 0.0005 \| 0.0390 \| 0.0000 \| 0.2556 \| 0.0601 \| 0.1355 \| \| 0.7187 \| 11.73 \| 3800 \| 2.3687 \| 0.0918 \| 0.1733 \| 0.2767 \| 0.1648 \| 0.0018 \| 0.1806 \| 0.0001 \| 0.5646 \| 0.1178 \| 0.1833 \| 0.1222 \| 0.0018 \| 0.0652 \| 0.0001 \| 0.2590 \| 0.0641 \| 0.1298 \| \| 0.6374 \| 11.79 \| 3820 \| 2.3215 \| 0.0896 \| 0.1685 \| 0.2703 \| 0.2875 \| 0.0015 \| 0.2310 \| 0.0 \| 0.4466 \| 0.0548 \| 0.1579 \| 0.1801 \| 0.0015 \| 0.0662 \| 0.0 \| 0.2264 \| 0.0402 \| 0.1129 \| \| 0.6763 \| 11.85 \| 3840 \| 2.3248 \| 0.0882 \| 0.1616 \| 0.2806 \| 0.2657 \| 0.0022 \| 0.1314 \| 0.0000 \| 0.5227 \| 0.0633 \| 0.1457 \| 0.1701 \| 0.0022 \| 0.0530 \| 0.0000 \| 0.2476 \| 0.0419 \| 0.1026 \| \| 0.9619 \| 11.91 \| 3860 \| 2.3811 \| 0.0832 \| 0.1615 \| 0.2954 \| 0.1355 \| 0.0011 \| 0.0719 \| 0.0000 \| 0.7059 \| 0.0705 \| 0.1455 \| 0.1065 \| 0.0011 \| 0.0434 \| 0.0000 \| 0.2822 \| 0.0459 \| 0.1037 \| \| 0.7136 \| 11.98 \| 3880 \| 2.4328 \| 0.0815 \| 0.1622 \| 0.2862 \| 0.1072 \| 0.0014 \| 0.1176 \| 0.0000 \| 0.6910 \| 0.0541 \| 0.1642 \| 0.0883 \| 0.0014 \| 0.0526 \| 0.0000 \| 0.2772 \| 0.0392 \| 0.1117 \| \| 0.7002 \| 12.04 \| 3900 \| 2.2898 \| 0.0858 \| 0.1582 \| 0.2859 \| 0.2727 \| 0.0010 \| 0.1087 \| 0.0 \| 0.5477 \| 0.0372 \| 0.1404 \| 0.1735 \| 0.0010 \| 0.0511 \| 0.0 \| 0.2436 \| 0.0299 \| 0.1014 \| \| 0.6548 \| 12.1 \| 3920 \| 2.4942 \| 0.0802 \| 0.1590 \| 0.2749 \| 0.1196 \| 0.0004 \| 0.1405 \| 0.0001 \| 0.6459 \| 0.0615 \| 0.1451 \| 0.0963 \| 0.0004 \| 0.0560 \| 0.0001 \| 0.2635 \| 0.0416 \| 0.1034 \| \| 0.9047 \| 12.16 \| 3940 \| 2.4491 \| 0.0834 \| 0.1649 \| 0.2970 \| 0.1105 \| 0.0005 \| 0.0947 \| 0.0001 \| 0.7230 \| 0.0511 \| 0.1744 \| 0.0915 \| 0.0005 \| 0.0480 \| 0.0001 \| 0.2850 \| 0.0377 \| 0.1212 \| \| 1.1121 \| 12.22 \| 3960 \| 2.3520 \| 0.0932 \| 0.1733 \| 0.2978 \| 0.1661 \| 0.0008 \| 0.1029 \| 0.0002 \| 0.6354 \| 0.0766 \| 0.2311 \| 0.1253 \| 0.0008 \| 0.0517 \| 0.0002 \| 0.2701 \| 0.0544 \| 0.1502 \| \| 0.5705 \| 12.28 \| 3980 \| 2.3639 \| 0.0948 \| 0.1693 \| 0.2959 \| 0.2610 \| 0.0008 \| 0.0773 \| 0.0000 \| 0.5521 \| 0.0961 \| 0.1977 \| 0.1702 \| 0.0008 \| 0.0445 \| 0.0000 \| 0.2522 \| 0.0605 \| 0.1357 \| \| 0.8276 \| 12.35 \| 4000 \| 2.3847 \| 0.0994 \| 0.1776 \| 0.2940 \| 0.2441 \| 0.0010 \| 0.1043 \| 0.0002 \| 0.5238 \| 0.1116 \| 0.2586 \| 0.1630 \| 0.0010 \| 0.0582 \| 0.0002 \| 0.2499 \| 0.0640 \| 0.1595 \| \| 1.0314 \| 12.41 \| 4020 \| 2.3082 \| 0.0976 \| 0.1768 \| 0.2822 \| 0.2265 \| 0.0004 \| 0.0794 \| 0.0001 \| 0.4887 \| 0.1991 \| 0.2435 \| 0.1581 \| 0.0004 \| 0.0459 \| 0.0001 \| 0.2466 \| 0.0779 \| 0.1541 \| \| 1.2881 \| 12.47 \| 4040 \| 2.5251 \| 0.0910 \| 0.1770 \| 0.2607 \| 0.1486 \| 0.0008 \| 0.2418 \| 0.0001 \| 0.4991 \| 0.1398 \| 0.2087 \| 0.1134 \| 0.0008 \| 0.0697 \| 0.0001 \| 0.2453 \| 0.0691 \| 0.1388 \| \| 0.9524 \| 12.53 \| 4060 \| 2.3676 \| 0.0945 \| 0.1746 \| 0.2607 \| 0.3155 \| 0.0008 \| 0.2146 \| 0.0001 \| 0.3470 \| 0.1534 \| 0.1908 \| 0.1927 \| 0.0008 \| 0.0616 \| 0.0001 \| 0.2045 \| 0.0714 \| 0.1305 \| \| 1.1766 \| 12.59 \| 4080 \| 2.3117 \| 0.0942 \| 0.1699 \| 0.2826 \| 0.2901 \| 0.0004 \| 0.1447 \| 0.0001 \| 0.4796 \| 0.1071 \| 0.1676 \| 0.1816 \| 0.0004 \| 0.0561 \| 0.0001 \| 0.2435 \| 0.0615 \| 0.1161 \| \| 1.2512 \| 12.65 \| 4100 \| 2.3971 \| 0.0903 \| 0.1692 \| 0.2958 \| 0.1655 \| 0.0007 \| 0.0962 \| 0.0002 \| 0.6506 \| 0.0908 \| 0.1805 \| 0.1238 \| 0.0007 \| 0.0490 \| 0.0002 \| 0.2787 \| 0.0590 \| 0.1207 \| \| 1.1993 \| 12.72 \| 4120 \| 2.3127 \| 0.0906 \| 0.1638 \| 0.2971 \| 0.3037 \| 0.0003 \| 0.0853 \| 0.0001 \| 0.5382 \| 0.0367 \| 0.1823 \| 0.1852 \| 0.0003 \| 0.0444 \| 0.0001 \| 0.2537 \| 0.0285 \| 0.1222 \| \| 0.6311 \| 12.78 \| 4140 \| 2.4127 \| 0.0920 \| 0.1728 \| 0.3005 \| 0.1697 \| 0.0007 \| 0.1292 \| 0.0001 \| 0.6604 \| 0.0627 \| 0.1871 \| 0.1266 \| 0.0007 \| 0.0574 \| 0.0001 \| 0.2842 \| 0.0433 \| 0.1317 \| \| 0.8442 \| 12.84 \| 4160 \| 2.3645 \| 0.0908 \| 0.1715 \| 0.2831 \| 0.1772 \| 0.0006 \| 0.1695 \| 0.0003 \| 0.5925 \| 0.1065 \| 0.1540 \| 0.1293 \| 0.0006 \| 0.0650 \| 0.0003 \| 0.2698 \| 0.0598 \| 0.1110 \| \| 1.5585 \| 12.9 \| 4180 \| 2.3721 \| 0.0902 \| 0.1683 \| 0.2974 \| 0.1759 \| 0.0002 \| 0.0959 \| 0.0000 \| 0.6538 \| 0.0867 \| 0.1659 \| 0.1296 \| 0.0002 \| 0.0503 \| 0.0000 \| 0.2763 \| 0.0562 \| 0.1187 \| \| 0.6905 \| 12.96 \| 4200 \| 2.3057 \| 0.0885 \| 0.1663 \| 0.3028 \| 0.1666 \| 0.0004 \| 0.0503 \| 0.0000 \| 0.6802 \| 0.0753 \| 0.1911 \| 0.1231 \| 0.0004 \| 0.0369 \| 0.0000 \| 0.2773 \| 0.0538 \| 0.1277 \| \| 0.8511 \| 13.02 \| 4220 \| 2.4165 \| 0.0933 \| 0.1706 \| 0.3028 \| 0.1958 \| 0.0004 \| 0.0535 \| 0.0000 \| 0.6344 \| 0.0968 \| 0.2131 \| 0.1389 \| 0.0004 \| 0.0357 \| 0.0000 \| 0.2714 \| 0.0628 \| 0.1441 \| \| 0.9754 \| 13.09 \| 4240 \| 2.3954 \| 0.0959 \| 0.1745 \| 0.2974 \| 0.1973 \| 0.0004 \| 0.0808 \| 0.0001 \| 0.5954 \| 0.1115 \| 0.2360 \| 0.1403 \| 0.0004 \| 0.0444 \| 0.0001 \| 0.2675 \| 0.0682 \| 0.1504 \| \| 0.8437 \| 13.15 \| 4260 \| 2.3043 \| 0.0957 \| 0.1732 \| 0.3001 \| 0.2210 \| 0.0003 \| 0.0423 \| 0.0000 \| 0.5845 \| 0.1360 \| 0.2284 \| 0.1505 \| 0.0003 \| 0.0315 \| 0.0000 \| 0.2684 \| 0.0710 \| 0.1485 \| \| 1.3361 \| 13.21 \| 4280 \| 2.3090 \| 0.0997 \| 0.1781 \| 0.3066 \| 0.2458 \| 0.0008 \| 0.0648 \| 0.0001 \| 0.5759 \| 0.1175 \| 0.2420 \| 0.1650 \| 0.0008 \| 0.0411 \| 0.0001 \| 0.2707 \| 0.0700 \| 0.1502 \| \| 0.9563 \| 13.27 \| 4300 \| 2.3629 \| 0.0991 \| 0.1762 \| 0.2926 \| 0.3112 \| 0.0003 \| 0.1400 \| 0.0000 \| 0.4799 \| 0.1105 \| 0.1912 \| 0.1872 \| 0.0003 \| 0.0600 \| 0.0000 \| 0.2423 \| 0.0702 \| 0.1341 \| \| 1.2728 \| 13.33 \| 4320 \| 2.3783 \| 0.0976 \| 0.1804 \| 0.2947 \| 0.1751 \| 0.0011 \| 0.1438 \| 0.0001 \| 0.6032 \| 0.1324 \| 0.2074 \| 0.1294 \| 0.0011 \| 0.0623 \| 0.0001 \| 0.2739 \| 0.0746 \| 0.1421 \| \| 0.6909 \| 13.4 \| 4340 \| 2.5440 \| 0.0919 \| 0.1785 \| 0.3117 \| 0.0972 \| 0.0010 \| 0.0960 \| 0.0001 \| 0.7486 \| 0.0782 \| 0.2288 \| 0.0819 \| 0.0010 \| 0.0538 \| 0.0001 \| 0.3001 \| 0.0554 \| 0.1512 \| \| 0.6991 \| 13.46 \| 4360 \| 2.3756 \| 0.0968 \| 0.1761 \| 0.2959 \| 0.1919 \| 0.0018 \| 0.0855 \| 0.0001 \| 0.5969 \| 0.1498 \| 0.2063 \| 0.1364 \| 0.0018 \| 0.0501 \| 0.0001 \| 0.2714 \| 0.0749 \| 0.1429 \| \| 0.9829 \| 13.52 \| 4380 \| 2.4572 \| 0.0978 \| 0.1795 \| 0.2847 \| 0.1974 \| 0.0022 \| 0.1564 \| 0.0002 \| 0.5400 \| 0.1490 \| 0.2116 \| 0.1410 \| 0.0021 \| 0.0604 \| 0.0002 \| 0.2627 \| 0.0734 \| 0.1446 \| \| 0.6774 \| 13.58 \| 4400 \| 2.5422 \| 0.0870 \| 0.1686 \| 0.2986 \| 0.1391 \| 0.0050 \| 0.1243 \| 0.0002 \| 0.7061 \| 0.0660 \| 0.1392 \| 0.1101 \| 0.0049 \| 0.0575 \| 0.0002 \| 0.2888 \| 0.0448 \| 0.1029 \| \| 0.8168 \| 13.64 \| 4420 \| 2.4671 \| 0.0891 \| 0.1696 \| 0.2873 \| 0.1810 \| 0.0017 \| 0.1676 \| 0.0001 \| 0.6194 \| 0.0852 \| 0.1319 \| 0.1335 \| 0.0017 \| 0.0625 \| 0.0001 \| 0.2741 \| 0.0524 \| 0.0995 \| \| 0.5509 \| 13.7 \| 4440 \| 2.2986 \| 0.0859 \| 0.1617 \| 0.2970 \| 0.2357 \| 0.0025 \| 0.1115 \| 0.0001 \| 0.6305 \| 0.0366 \| 0.1150 \| 0.1581 \| 0.0025 \| 0.0541 \| 0.0001 \| 0.2699 \| 0.0297 \| 0.0870 \| \| 0.6996 \| 13.77 \| 4460 \| 2.2823 \| 0.0875 \| 0.1640 \| 0.2861 \| 0.2191 \| 0.0026 \| 0.1431 \| 0.0000 \| 0.5923 \| 0.0663 \| 0.1243 \| 0.1502 \| 0.0025 \| 0.0614 \| 0.0000 \| 0.2601 \| 0.0458 \| 0.0927 \| \| 0.8715 \| 13.83 \| 4480 \| 2.4323 \| 0.0841 \| 0.1627 \| 0.2836 \| 0.1270 \| 0.0010 \| 0.0997 \| 0.0000 \| 0.6615 \| 0.1092 \| 0.1407 \| 0.0996 \| 0.0009 \| 0.0550 \| 0.0000 \| 0.2742 \| 0.0596 \| 0.0994 \| \| 1.136 \| 13.89 \| 4500 \| 2.3223 \| 0.0951 \| 0.1769 \| 0.3002 \| 0.1663 \| 0.0025 \| 0.1188 \| 0.0003 \| 0.6488 \| 0.1129 \| 0.1884 \| 0.1272 \| 0.0025 \| 0.0573 \| 0.0002 \| 0.2831 \| 0.0656 \| 0.1297 \| \| 1.8833 \| 13.95 \| 4520 \| 2.3246 \| 0.1009 \| 0.1862 \| 0.2871 \| 0.2682 \| 0.0019 \| 0.2444 \| 0.0002 \| 0.4782 \| 0.1032 \| 0.2073 \| 0.1774 \| 0.0019 \| 0.0753 \| 0.0002 \| 0.2473 \| 0.0645 \| 0.1397 \| \| 0.7385 \| 14.01 \| 4540 \| 2.3992 \| 0.0977 \| 0.1844 \| 0.2978 \| 0.1708 \| 0.0011 \| 0.2031 \| 0.0001 \| 0.6186 \| 0.0885 \| 0.2087 \| 0.1295 \| 0.0011 \| 0.0743 \| 0.0001 \| 0.2774 \| 0.0608 \| 0.1407 \| \| 0.6723 \| 14.07 \| 4560 \| 2.2334 \| 0.1017 \| 0.1809 \| 0.3026 \| 0.2599 \| 0.0009 \| 0.1154 \| 0.0001 \| 0.5515 \| 0.1278 \| 0.2105 \| 0.1720 \| 0.0009 \| 0.0610 \| 0.0001 \| 0.2628 \| 0.0722 \| 0.1429 \| \| 1.0614 \| 14.14 \| 4580 \| 2.3511 \| 0.1023 \| 0.1827 \| 0.2961 \| 0.2592 \| 0.0009 \| 0.1354 \| 0.0002 \| 0.5143 \| 0.1335 \| 0.2356 \| 0.1697 \| 0.0009 \| 0.0664 \| 0.0002 \| 0.2537 \| 0.0749 \| 0.1504 \| \| 1.3077 \| 14.2 \| 4600 \| 2.3260 \| 0.0932 \| 0.1665 \| 0.2928 \| 0.3208 \| 0.0005 \| 0.1069 \| 0.0002 \| 0.5042 \| 0.0770 \| 0.1562 \| 0.1915 \| 0.0005 \| 0.0568 \| 0.0002 \| 0.2422 \| 0.0533 \| 0.1079 \| \| 0.942 \| 14.26 \| 4620 \| 2.3734 \| 0.0904 \| 0.1671 \| 0.2716 \| 0.2174 \| 0.0006 \| 0.1470 \| 0.0001 \| 0.5083 \| 0.1304 \| 0.1658 \| 0.1486 \| 0.0006 \| 0.0604 \| 0.0001 \| 0.2444 \| 0.0664 \| 0.1122 \| \| 0.5747 \| 14.32 \| 4640 \| 2.4132 \| 0.0884 \| 0.1668 \| 0.2751 \| 0.2023 \| 0.0008 \| 0.1774 \| 0.0001 \| 0.5510 \| 0.0962 \| 0.1399 \| 0.1417 \| 0.0008 \| 0.0632 \| 0.0001 \| 0.2543 \| 0.0584 \| 0.1003 \| \| 1.3231 \| 14.38 \| 4660 \| 2.5154 \| 0.0813 \| 0.1624 \| 0.2925 \| 0.1222 \| 0.0016 \| 0.1246 \| 0.0001 \| 0.7163 \| 0.0486 \| 0.1237 \| 0.0983 \| 0.0016 \| 0.0578 \| 0.0001 \| 0.2816 \| 0.0367 \| 0.0930 \| \| 0.6899 \| 14.44 \| 4680 \| 2.4012 \| 0.0876 \| 0.1624 \| 0.2926 \| 0.1992 \| 0.0008 \| 0.0717 \| 0.0000 \| 0.6320 \| 0.0986 \| 0.1345 \| 0.1390 \| 0.0008 \| 0.0487 \| 0.0000 \| 0.2706 \| 0.0556 \| 0.0983 \| \| 0.9723 \| 14.51 \| 4700 \| 2.5067 \| 0.0857 \| 0.1643 \| 0.2564 \| 0.1998 \| 0.0008 \| 0.2029 \| 0.0000 \| 0.4841 \| 0.1414 \| 0.1212 \| 0.1384 \| 0.0008 \| 0.0679 \| 0.0000 \| 0.2377 \| 0.0647 \| 0.0901 \| \| 0.8929 \| 14.57 \| 4720 \| 2.5418 \| 0.0836 \| 0.1641 \| 0.2756 \| 0.1579 \| 0.0011 \| 0.1925 \| 0.0001 \| 0.6089 \| 0.0579 \| 0.1301 \| 0.1192 \| 0.0011 \| 0.0661 \| 0.0001 \| 0.2646 \| 0.0384 \| 0.0955 \| \| 0.7103 \| 14.63 \| 4740 \| 2.5343 \| 0.0818 \| 0.1657 \| 0.2875 \| 0.0979 \| 0.0011 \| 0.1547 \| 0.0001 \| 0.7090 \| 0.0642 \| 0.1330 \| 0.0816 \| 0.0011 \| 0.0624 \| 0.0001 \| 0.2879 \| 0.0422 \| 0.0976 \| \| 0.6197 \| 14.69 \| 4760 \| 2.2958 \| 0.0892 \| 0.1666 \| 0.2965 \| 0.2397 \| 0.0026 \| 0.1410 \| 0.0001 \| 0.6107 \| 0.0428 \| 0.1292 \| 0.1597 \| 0.0026 \| 0.0602 \| 0.0001 \| 0.2732 \| 0.0320 \| 0.0967 \| \| 0.7828 \| 14.75 \| 4780 \| 2.3391 \| 0.0869 \| 0.1632 \| 0.3125 \| 0.2299 \| 0.0018 \| 0.0659 \| 0.0001 \| 0.6945 \| 0.0333 \| 0.1170 \| 0.1548 \| 0.0018 \| 0.0453 \| 0.0001 \| 0.2830 \| 0.0263 \| 0.0970 \| \| 1.3038 \| 14.81 \| 4800 \| 2.4024 \| 0.0910 \| 0.1725 \| 0.3021 \| 0.1768 \| 0.0007 \| 0.1422 \| 0.0002 \| 0.6747 \| 0.0679 \| 0.1449 \| 0.1309 \| 0.0007 \| 0.0682 \| 0.0002 \| 0.2848 \| 0.0497 \| 0.1026 \| \| 1.0379 \| 14.88 \| 4820 \| 2.3457 \| 0.0912 \| 0.1745 \| 0.2792 \| 0.2200 \| 0.0019 \| 0.2438 \| 0.0001 \| 0.5379 \| 0.0678 \| 0.1499 \| 0.1507 \| 0.0019 \| 0.0732 \| 0.0001 \| 0.2576 \| 0.0483 \| 0.1065 \| \| 0.5754 \| 14.94 \| 4840 \| 2.4147 \| 0.0895 \| 0.1771 \| 0.2854 \| 0.1724 \| 0.0011 \| 0.2614 \| 0.0001 \| 0.6113 \| 0.0641 \| 0.1295 \| 0.1293 \| 0.0011 \| 0.0766 \| 0.0001 \| 0.2720 \| 0.0497 \| 0.0975 \| \| 0.3951 \| 15.0 \| 4860 \| 2.3286 \| 0.0916 \| 0.1766 \| 0.2852 \| 0.2055 \| 0.0010 \| 0.2454 \| 0.0001 \| 0.5715 \| 0.0572 \| 0.1555 \| 0.1460 \| 0.0010 \| 0.0751 \| 0.0001 \| 0.2623 \| 0.0456 \| 0.1108 \| \| 1.0341 \| 15.06 \| 4880 \| 2.3346 \| 0.0953 \| 0.1755 \| 0.2835 \| 0.2788 \| 0.0017 \| 0.2079 \| 0.0001 \| 0.4887 \| 0.0879 \| 0.1637 \| 0.1769 \| 0.0017 \| 0.0687 \| 0.0001 \| 0.2475 \| 0.0572 \| 0.1153 \| \| 0.6588 \| 15.12 \| 4900 \| 2.3299 \| 0.0943 \| 0.1744 \| 0.2798 \| 0.3985 \| 0.0026 \| 0.2315 \| 0.0001 \| 0.3683 \| 0.0709 \| 0.1489 \| 0.2168 \| 0.0025 \| 0.0684 \| 0.0001 \| 0.2152 \| 0.0494 \| 0.1077 \| \| 0.6142 \| 15.19 \| 4920 \| 2.3002 \| 0.0948 \| 0.1772 \| 0.2803 \| 0.2710 \| 0.0010 \| 0.2368 \| 0.0001 \| 0.4715 \| 0.0573 \| 0.2024 \| 0.1719 \| 0.0010 \| 0.0725 \| 0.0001 \| 0.2399 \| 0.0435 \| 0.1348 \| \| 0.361 \| 15.25 \| 4940 \| 2.3368 \| 0.0951 \| 0.1759 \| 0.2750 \| 0.3457 \| 0.0026 \| 0.2410 \| 0.0002 \| 0.3852 \| 0.0728 \| 0.1840 \| 0.1983 \| 0.0026 \| 0.0739 \| 0.0002 \| 0.2138 \| 0.0495 \| 0.1271 \| \| 0.3199 \| 15.31 \| 4960 \| 2.3735 \| 0.0893 \| 0.1684 \| 0.2742 \| 0.2481 \| 0.0030 \| 0.2177 \| 0.0001 \| 0.5056 \| 0.0673 \| 0.1372 \| 0.1616 \| 0.0030 \| 0.0675 \| 0.0001 \| 0.2437 \| 0.0472 \| 0.1023 \| \| 0.6389 \| 15.37 \| 4980 \| 2.4451 \| 0.0857 \| 0.1658 \| 0.2824 \| 0.1898 \| 0.0033 \| 0.1934 \| 0.0001 \| 0.6084 \| 0.0508 \| 0.1147 \| 0.1363 \| 0.0033 \| 0.0663 \| 0.0001 \| 0.2615 \| 0.0369 \| 0.0955 \| \| 0.5647 \| 15.43 \| 5000 \| 2.2899 \| 0.0894 \| 0.1661 \| 0.2860 \| 0.2393 \| 0.0018 \| 0.1587 \| 0.0000 \| 0.5685 \| 0.0684 \| 0.1256 \| 0.1576 \| 0.0017 \| 0.0617 \| 0.0000 \| 0.2576 \| 0.0454 \| 0.1017 \| \| 0.6454 \| 15.49 \| 5020 \| 2.2879 \| 0.0893 \| 0.1681 \| 0.2854 \| 0.2682 \| 0.0018 \| 0.2017 \| 0.0000 \| 0.5367 \| 0.0351 \| 0.1332 \| 0.1698 \| 0.0017 \| 0.0657 \| 0.0000 \| 0.2540 \| 0.0273 \| 0.1064 \| \| 0.8589 \| 15.56 \| 5040 \| 2.2153 \| 0.0955 \| 0.1759 \| 0.2771 \| 0.3561 \| 0.0018 \| 0.2331 \| 0.0007 \| 0.3894 \| 0.0880 \| 0.1620 \| 0.2043 \| 0.0018 \| 0.0694 \| 0.0006 \| 0.2220 \| 0.0545 \| 0.1162 \| \| 1.0554 \| 15.62 \| 5060 \| 2.3358 \| 0.0942 \| 0.1740 \| 0.2855 \| 0.2250 \| 0.0039 \| 0.1793 \| 0.0002 \| 0.5508 \| 0.0984 \| 0.1603 \| 0.1533 \| 0.0038 \| 0.0670 \| 0.0002 \| 0.2620 \| 0.0588 \| 0.1141 \| \| 0.5047 \| 15.68 \| 5080 \| 2.3328 \| 0.0943 \| 0.1746 \| 0.2857 \| 0.2359 \| 0.0036 \| 0.1906 \| 0.0001 \| 0.5436 \| 0.0981 \| 0.1504 \| 0.1589 \| 0.0035 \| 0.0688 \| 0.0001 \| 0.2618 \| 0.0589 \| 0.1082 \| \| 0.7766 \| 15.74 \| 5100 \| 2.3900 \| 0.0917 \| 0.1706 \| 0.2787 \| 0.2151 \| 0.0011 \| 0.1755 \| 0.0004 \| 0.5385 \| 0.1040 \| 0.1597 \| 0.1489 \| 0.0011 \| 0.0634 \| 0.0004 \| 0.2582 \| 0.0580 \| 0.1122 \| \| 0.4915 \| 15.8 \| 5120 \| 2.2518 \| 0.0968 \| 0.1757 \| 0.2831 \| 0.3318 \| 0.0017 \| 0.1986 \| 0.0004 \| 0.4254 \| 0.0713 \| 0.2008 \| 0.1958 \| 0.0016 \| 0.0657 \| 0.0004 \| 0.2330 \| 0.0464 \| 0.1348 \| \| 1.0321 \| 15.86 \| 5140 \| 2.3537 \| 0.0926 \| 0.1694 \| 0.2921 \| 0.3192 \| 0.0013 \| 0.1661 \| 0.0002 \| 0.5062 \| 0.0493 \| 0.1437 \| 0.1892 \| 0.0013 \| 0.0641 \| 0.0002 \| 0.2496 \| 0.0387 \| 0.1054 \| \| 0.9717 \| 15.93 \| 5160 \| 2.4163 \| 0.0900 \| 0.1683 \| 0.2939 \| 0.1853 \| 0.0019 \| 0.1049 \| 0.0002 \| 0.6414 \| 0.1209 \| 0.1239 \| 0.1339 \| 0.0019 \| 0.0540 \| 0.0002 \| 0.2785 \| 0.0667 \| 0.0945 \| \| 1.1483 \| 15.99 \| 5180 \| 2.3992 \| 0.0934 \| 0.1681 \| 0.2976 \| 0.2972 \| 0.0018 \| 0.1182 \| 0.0003 \| 0.5456 \| 0.0571 \| 0.1565 \| 0.1780 \| 0.0018 \| 0.0579 \| 0.0002 \| 0.2569 \| 0.0439 \| 0.1148 \| \| 0.7633 \| 16.05 \| 5200 \| 2.3902 \| 0.0953 \| 0.1727 \| 0.2744 \| 0.3833 \| 0.0029 \| 0.1946 \| 0.0003 \| 0.3521 \| 0.1039 \| 0.1718 \| 0.2079 \| 0.0029 \| 0.0639 \| 0.0003 \| 0.2067 \| 0.0605 \| 0.1246 \| \| 0.9868 \| 16.11 \| 5220 \| 2.3667 \| 0.0950 \| 0.1705 \| 0.2876 \| 0.2645 \| 0.0042 \| 0.1267 \| 0.0002 \| 0.5245 \| 0.1112 \| 0.1623 \| 0.1679 \| 0.0041 \| 0.0605 \| 0.0002 \| 0.2522 \| 0.0619 \| 0.1179 \| \| 1.665 \| 16.17 \| 5240 \| 2.4106 \| 0.0958 \| 0.1734 \| 0.2706 \| 0.3365 \| 0.0039 \| 0.1871 \| 0.0003 \| 0.3743 \| 0.1321 \| 0.1799 \| 0.1935 \| 0.0038 \| 0.0648 \| 0.0003 \| 0.2136 \| 0.0662 \| 0.1284 \| \| 0.8707 \| 16.23 \| 5260 \| 2.4219 \| 0.0913 \| 0.1695 \| 0.2939 \| 0.2040 \| 0.0019 \| 0.1360 \| 0.0002 \| 0.6179 \| 0.0756 \| 0.1508 \| 0.1433 \| 0.0019 \| 0.0610 \| 0.0002 \| 0.2715 \| 0.0495 \| 0.1117 \| \| 0.8789 \| 16.3 \| 5280 \| 2.4731 \| 0.0961 \| 0.1769 \| 0.2815 \| 0.2710 \| 0.0016 \| 0.2192 \| 0.0002 \| 0.4805 \| 0.0844 \| 0.1814 \| 0.1735 \| 0.0016 \| 0.0695 \| 0.0002 \| 0.2458 \| 0.0520 \| 0.1305 \| \| 0.6493 \| 16.36 \| 5300 \| 2.3465 \| 0.0940 \| 0.1780 \| 0.2795 \| 0.2143 \| 0.0021 \| 0.2414 \| 0.0002 \| 0.5318 \| 0.0974 \| 0.1588 \| 0.1471 \| 0.0021 \| 0.0752 \| 0.0002 \| 0.2603 \| 0.0579 \| 0.1155 \| \| 1.2938 \| 16.42 \| 5320 \| 2.3734 \| 0.0978 \| 0.1806 \| 0.2887 \| 0.2183 \| 0.0013 \| 0.2017 \| 0.0002 \| 0.5458 \| 0.1005 \| 0.1966 \| 0.1495 \| 0.0013 \| 0.0723 \| 0.0002 \| 0.2660 \| 0.0586 \| 0.1368 \| \| 0.5075 \| 16.48 \| 5340 \| 2.4402 \| 0.0928 \| 0.1746 \| 0.2917 \| 0.1784 \| 0.0012 \| 0.1692 \| 0.0002 \| 0.6204 \| 0.0943 \| 0.1586 \| 0.1293 \| 0.0012 \| 0.0667 \| 0.0002 \| 0.2780 \| 0.0575 \| 0.1170 \| \| 0.6411 \| 16.54 \| 5360 \| 2.4467 \| 0.0945 \| 0.1835 \| 0.2927 \| 0.1244 \| 0.0019 \| 0.2154 \| 0.0003 \| 0.6490 \| 0.1015 \| 0.1919 \| 0.1002 \| 0.0019 \| 0.0735 \| 0.0003 \| 0.2909 \| 0.0589 \| 0.1358 \| \| 0.9615 \| 16.6 \| 5380 \| 2.3931 \| 0.0954 \| 0.1773 \| 0.2835 \| 0.2439 \| 0.0016 \| 0.2245 \| 0.0002 \| 0.5136 \| 0.0706 \| 0.1869 \| 0.1584 \| 0.0016 \| 0.0717 \| 0.0002 \| 0.2560 \| 0.0470 \| 0.1331 \| \| 1.6057 \| 16.67 \| 5400 \| 2.4518 \| 0.0954 \| 0.1736 \| 0.2926 \| 0.2004 \| 0.0050 \| 0.1224 \| 0.0002 \| 0.5902 \| 0.1016 \| 0.1955 \| 0.1389 \| 0.0049 \| 0.0597 \| 0.0002 \| 0.2695 \| 0.0585 \| 0.1362 \| \| 0.3852 \| 16.73 \| 5420 \| 2.3897 \| 0.0955 \| 0.1775 \| 0.2770 \| 0.2034 \| 0.0053 \| 0.2068 \| 0.0003 \| 0.5194 \| 0.1184 \| 0.1893 \| 0.1396 \| 0.0052 \| 0.0719 \| 0.0003 \| 0.2561 \| 0.0628 \| 0.1328 \| \| 1.1549 \| 16.79 \| 5440 \| 2.4024 \| 0.0932 \| 0.1785 \| 0.2660 \| 0.2010 \| 0.0029 \| 0.2719 \| 0.0002 \| 0.4808 \| 0.1128 \| 0.1799 \| 0.1399 \| 0.0029 \| 0.0745 \| 0.0002 \| 0.2469 \| 0.0607 \| 0.1271 \| \| 0.9315 \| 16.85 \| 5460 \| 2.4188 \| 0.0960 \| 0.1779 \| 0.2863 \| 0.2272 \| 0.0030 \| 0.2095 \| 0.0002 \| 0.5399 \| 0.0828 \| 0.1827 \| 0.1527 \| 0.0029 \| 0.0749 \| 0.0002 \| 0.2610 \| 0.0503 \| 0.1303 \| \| 0.7174 \| 16.91 \| 5480 \| 2.4277 \| 0.0952 \| 0.1775 \| 0.2866 \| 0.2400 \| 0.0020 \| 0.2246 \| 0.0002 \| 0.5341 \| 0.0664 \| 0.1753 \| 0.1573 \| 0.0019 \| 0.0742 \| 0.0002 \| 0.2614 \| 0.0444 \| 0.1271 \| \| 1.0713 \| 16.98 \| 5500 \| 2.4651 \| 0.0934 \| 0.1742 \| 0.3000 \| 0.1971 \| 0.0039 \| 0.1554 \| 0.0003 \| 0.6363 \| 0.0540 \| 0.1722 \| 0.1396 \| 0.0038 \| 0.0673 \| 0.0003 \| 0.2793 \| 0.0393 \| 0.1238 \| \| 1.1441 \| 17.04 \| 5520 \| 2.4613 \| 0.0894 \| 0.1711 \| 0.3005 \| 0.1796 \| 0.0032 \| 0.1529 \| 0.0002 \| 0.6664 \| 0.0309 \| 0.1644 \| 0.1314 \| 0.0032 \| 0.0636 \| 0.0002 \| 0.2855 \| 0.0249 \| 0.1166 \| \| 0.8423 \| 17.1 \| 5540 \| 2.4788 \| 0.0885 \| 0.1724 \| 0.2901 \| 0.1831 \| 0.0036 \| 0.2148 \| 0.0003 \| 0.6258 \| 0.0336 \| 0.1457 \| 0.1314 \| 0.0036 \| 0.0764 \| 0.0002 \| 0.2752 \| 0.0268 \| 0.1058 \| \| 0.5093 \| 17.16 \| 5560 \| 2.3703 \| 0.0927 \| 0.1728 \| 0.2859 \| 0.2026 \| 0.0056 \| 0.1789 \| 0.0013 \| 0.5793 \| 0.0850 \| 0.1570 \| 0.1416 \| 0.0055 \| 0.0660 \| 0.0012 \| 0.2688 \| 0.0539 \| 0.1119 \| \| 0.7901 \| 17.22 \| 5580 \| 2.3054 \| 0.0929 \| 0.1688 \| 0.3033 \| 0.3463 \| 0.0010 \| 0.1326 \| 0.0039 \| 0.5278 \| 0.0218 \| 0.1485 \| 0.1992 \| 0.0010 \| 0.0591 \| 0.0034 \| 0.2598 \| 0.0186 \| 0.1088 \| \| 0.4879 \| 17.28 \| 5600 \| 2.4043 \| 0.0899 \| 0.1728 \| 0.2741 \| 0.1989 \| 0.0056 \| 0.2464 \| 0.0011 \| 0.5419 \| 0.0692 \| 0.1467 \| 0.1385 \| 0.0055 \| 0.0719 \| 0.0010 \| 0.2584 \| 0.0469 \| 0.1069 \| \| 0.5424 \| 17.35 \| 5620 \| 2.3668 \| 0.0903 \| 0.1654 \| 0.2925 \| 0.2102 \| 0.0067 \| 0.0868 \| 0.0003 \| 0.6143 \| 0.1024 \| 0.1375 \| 0.1439 \| 0.0064 \| 0.0510 \| 0.0003 \| 0.2708 \| 0.0584 \| 0.1014 \| \| 1.029 \| 17.41 \| 5640 \| 2.4582 \| 0.0879 \| 0.1685 \| 0.2742 \| 0.2049 \| 0.0073 \| 0.2208 \| 0.0004 \| 0.5525 \| 0.0749 \| 0.1189 \| 0.1409 \| 0.0071 \| 0.0702 \| 0.0004 \| 0.2563 \| 0.0496 \| 0.0911 \| \| 1.4324 \| 17.47 \| 5660 \| 2.4479 \| 0.0898 \| 0.1739 \| 0.2576 \| 0.2181 \| 0.0089 \| 0.2917 \| 0.0014 \| 0.4563 \| 0.1065 \| 0.1341 \| 0.1480 \| 0.0086 \| 0.0747 \| 0.0012 \| 0.2385 \| 0.0571 \| 0.1004 \| \| 0.68 \| 17.53 \| 5680 \| 2.3606 \| 0.0934 \| 0.1670 \| 0.2886 \| 0.2677 \| 0.0075 \| 0.1073 \| 0.0004 \| 0.5369 \| 0.0988 \| 0.1505 \| 0.1677 \| 0.0072 \| 0.0582 \| 0.0004 \| 0.2526 \| 0.0571 \| 0.1104 \| \| 1.1386 \| 17.59 \| 5700 \| 2.4357 \| 0.0965 \| 0.1760 \| 0.2796 \| 0.2560 \| 0.0078 \| 0.1966 \| 0.0005 \| 0.4855 \| 0.1018 \| 0.1840 \| 0.1644 \| 0.0075 \| 0.0690 \| 0.0004 \| 0.2471 \| 0.0592 \| 0.1280 \| \| 0.8545 \| 17.65 \| 5720 \| 2.3860 \| 0.0942 \| 0.1717 \| 0.2790 \| 0.2785 \| 0.0120 \| 0.1937 \| 0.0005 \| 0.4842 \| 0.0870 \| 0.1462 \| 0.1735 \| 0.0114 \| 0.0680 \| 0.0004 \| 0.2423 \| 0.0540 \| 0.1094 \| \| 1.1515 \| 17.72 \| 5740 \| 2.3698 \| 0.0942 \| 0.1730 \| 0.2874 \| 0.2228 \| 0.0069 \| 0.1681 \| 0.0006 \| 0.5619 \| 0.0834 \| 0.1671 \| 0.1509 \| 0.0067 \| 0.0661 \| 0.0006 \| 0.2633 \| 0.0525 \| 0.1195 \| \| 1.2981 \| 17.78 \| 5760 \| 2.3964 \| 0.0921 \| 0.1715 \| 0.2836 \| 0.2263 \| 0.0087 \| 0.1944 \| 0.0004 \| 0.5566 \| 0.0739 \| 0.1403 \| 0.1517 \| 0.0083 \| 0.0685 \| 0.0004 \| 0.2614 \| 0.0482 \| 0.1061 \| \| 0.625 \| 17.84 \| 5780 \| 2.4018 \| 0.0937 \| 0.1691 \| 0.2869 \| 0.2982 \| 0.0054 \| 0.1506 \| 0.0004 \| 0.5026 \| 0.0861 \| 0.1401 \| 0.1794 \| 0.0052 \| 0.0645 \| 0.0003 \| 0.2487 \| 0.0534 \| 0.1045 \| \| 0.5097 \| 17.9 \| 5800 \| 2.5110 \| 0.0906 \| 0.1679 \| 0.2814 \| 0.2560 \| 0.0038 \| 0.1809 \| 0.0002 \| 0.5283 \| 0.0728 \| 0.1331 \| 0.1634 \| 0.0037 \| 0.0666 \| 0.0002 \| 0.2531 \| 0.0475 \| 0.0994 \| \| 0.732 \| 17.96 \| 5820 \| 2.4812 \| 0.0885 \| 0.1688 \| 0.2726 \| 0.1928 \| 0.0038 \| 0.2095 \| 0.0002 \| 0.5507 \| 0.0955 \| 0.1293 \| 0.1351 \| 0.0037 \| 0.0682 \| 0.0002 \| 0.2590 \| 0.0554 \| 0.0977 \| \| 0.7418 \| 18.02 \| 5840 \| 2.5086 \| 0.0852 \| 0.1710 \| 0.2698 \| 0.1510 \| 0.0034 \| 0.2659 \| 0.0002 \| 0.5778 \| 0.0580 \| 0.1408 \| 0.1140 \| 0.0034 \| 0.0737 \| 0.0002 \| 0.2637 \| 0.0404 \| 0.1010 \| \| 0.8145 \| 18.09 \| 5860 \| 2.5658 \| 0.0873 \| 0.1693 \| 0.2623 \| 0.2311 \| 0.0030 \| 0.2736 \| 0.0002 \| 0.4731 \| 0.0633 \| 0.1408 \| 0.1527 \| 0.0030 \| 0.0719 \| 0.0002 \| 0.2409 \| 0.0410 \| 0.1011 \| \| 0.5074 \| 18.15 \| 5880 \| 2.5342 \| 0.0878 \| 0.1678 \| 0.2767 \| 0.2232 \| 0.0034 \| 0.2180 \| 0.0003 \| 0.5434 \| 0.0506 \| 0.1359 \| 0.1484 \| 0.0034 \| 0.0696 \| 0.0002 \| 0.2551 \| 0.0375 \| 0.1002 \| \| 0.881 \| 18.21 \| 5900 \| 2.6408 \| 0.0848 \| 0.1615 \| 0.2955 \| 0.1674 \| 0.0048 \| 0.0946 \| 0.0002 \| 0.6829 \| 0.0478 \| 0.1329 \| 0.1219 \| 0.0047 \| 0.0519 \| 0.0002 \| 0.2762 \| 0.0344 \| 0.1040 \| \| 0.7297 \| 18.27 \| 5920 \| 2.3731 \| 0.0914 \| 0.1647 \| 0.2916 \| 0.2710 \| 0.0011 \| 0.0938 \| 0.0003 \| 0.5518 \| 0.0876 \| 0.1473 \| 0.1690 \| 0.0011 \| 0.0503 \| 0.0003 \| 0.2572 \| 0.0558 \| 0.1058 \| \| 0.5132 \| 18.33 \| 5940 \| 2.3858 \| 0.0886 \| 0.1603 \| 0.2977 \| 0.2875 \| 0.0014 \| 0.0451 \| 0.0003 \| 0.5728 \| 0.0792 \| 0.1357 \| 0.1744 \| 0.0014 \| 0.0324 \| 0.0003 \| 0.2603 \| 0.0521 \| 0.0995 \| \| 1.3629 \| 18.4 \| 5960 \| 2.3564 \| 0.0923 \| 0.1687 \| 0.2932 \| 0.2582 \| 0.0037 \| 0.1428 \| 0.0003 \| 0.5668 \| 0.0602 \| 0.1494 \| 0.1645 \| 0.0036 \| 0.0654 \| 0.0002 \| 0.2615 \| 0.0436 \| 0.1069 \| \| 1.3247 \| 18.46 \| 5980 \| 2.4504 \| 0.0924 \| 0.1677 \| 0.2987 \| 0.2677 \| 0.0072 \| 0.1220 \| 0.0003 \| 0.5847 \| 0.0485 \| 0.1435 \| 0.1676 \| 0.0070 \| 0.0607 \| 0.0003 \| 0.2626 \| 0.0372 \| 0.1117 \| \| 0.6212 \| 18.52 \| 6000 \| 2.3603 \| 0.0938 \| 0.1695 \| 0.2950 \| 0.3355 \| 0.0031 \| 0.1515 \| 0.0004 \| 0.5035 \| 0.0569 \| 0.1358 \| 0.1914 \| 0.0031 \| 0.0643 \| 0.0004 \| 0.2490 \| 0.0438 \| 0.1048 \| \| 0.7173 \| 18.58 \| 6020 \| 2.5744 \| 0.0890 \| 0.1663 \| 0.3011 \| 0.1863 \| 0.0047 \| 0.0923 \| 0.0002 \| 0.6777 \| 0.0792 \| 0.1240 \| 0.1322 \| 0.0046 \| 0.0522 \| 0.0002 \| 0.2805 \| 0.0520 \| 0.1015 \| \| 0.9319 \| 18.64 \| 6040 \| 2.3389 \| 0.0921 \| 0.1690 \| 0.2921 \| 0.1920 \| 0.0073 \| 0.1042 \| 0.0003 \| 0.6192 \| 0.1109 \| 0.1490 \| 0.1348 \| 0.0070 \| 0.0563 \| 0.0003 \| 0.2709 \| 0.0615 \| 0.1142 \| \| 0.7502 \| 18.7 \| 6060 \| 2.3302 \| 0.0922 \| 0.1695 \| 0.2743 \| 0.2355 \| 0.0088 \| 0.1786 \| 0.0005 \| 0.5093 \| 0.1146 \| 0.1390 \| 0.1535 \| 0.0085 \| 0.0670 \| 0.0005 \| 0.2474 \| 0.0611 \| 0.1070 \| \| 0.8709 \| 18.77 \| 6080 \| 2.5440 \| 0.0894 \| 0.1692 \| 0.2772 \| 0.1902 \| 0.0084 \| 0.1953 \| 0.0003 \| 0.5716 \| 0.0888 \| 0.1298 \| 0.1338 \| 0.0081 \| 0.0680 \| 0.0003 \| 0.2602 \| 0.0530 \| 0.1022 \| \| 0.799 \| 18.83 \| 6100 \| 2.5299 \| 0.0877 \| 0.1649 \| 0.2918 \| 0.1822 \| 0.0064 \| 0.1199 \| 0.0003 \| 0.6497 \| 0.0785 \| 0.1173 \| 0.1302 \| 0.0062 \| 0.0581 \| 0.0002 \| 0.2721 \| 0.0513 \| 0.0955 \| \| 1.0495 \| 18.89 \| 6120 \| 2.3060 \| 0.0912 \| 0.1665 \| 0.2783 \| 0.2490 \| 0.0060 \| 0.1502 \| 0.0019 \| 0.5207 \| 0.1045 \| 0.1329 \| 0.1591 \| 0.0058 \| 0.0605 \| 0.0017 \| 0.2529 \| 0.0578 \| 0.1008 \| \| 1.0396 \| 18.95 \| 6140 \| 2.5513 \| 0.0873 \| 0.1670 \| 0.2685 \| 0.1887 \| 0.0102 \| 0.2125 \| 0.0005 \| 0.5463 \| 0.0931 \| 0.1175 \| 0.1337 \| 0.0098 \| 0.0669 \| 0.0005 \| 0.2562 \| 0.0522 \| 0.0920 \| \| 0.7026 \| 19.01 \| 6160 \| 2.4817 \| 0.0892 \| 0.1654 \| 0.2850 \| 0.2094 \| 0.0061 \| 0.1416 \| 0.0004 \| 0.5865 \| 0.0648 \| 0.1493 \| 0.1437 \| 0.0059 \| 0.0605 \| 0.0004 \| 0.2617 \| 0.0423 \| 0.1100 \| \| 1.5401 \| 19.07 \| 6180 \| 2.4898 \| 0.0884 \| 0.1624 \| 0.2916 \| 0.2096 \| 0.0067 \| 0.0875 \| 0.0003 \| 0.6117 \| 0.0492 \| 0.1714 \| 0.1422 \| 0.0065 \| 0.0508 \| 0.0003 \| 0.2641 \| 0.0341 \| 0.1205 \| \| 0.8263 \| 19.14 \| 6200 \| 2.5073 \| 0.0903 \| 0.1626 \| 0.2910 \| 0.2853 \| 0.0113 \| 0.1044 \| 0.0003 \| 0.5477 \| 0.0514 \| 0.1378 \| 0.1735 \| 0.0107 \| 0.0559 \| 0.0003 \| 0.2560 \| 0.0344 \| 0.1016 \| \| 1.2726 \| 19.2 \| 6220 \| 2.4112 \| 0.0926 \| 0.1669 \| 0.3008 \| 0.2640 \| 0.0038 \| 0.0859 \| 0.0003 \| 0.5880 \| 0.0563 \| 0.1698 \| 0.1668 \| 0.0037 \| 0.0512 \| 0.0003 \| 0.2660 \| 0.0398 \| 0.1205 \| \| 2.2782 \| 19.26 \| 6240 \| 2.6347 \| 0.0913 \| 0.1694 \| 0.2889 \| 0.2131 \| 0.0094 \| 0.1566 \| 0.0003 \| 0.5952 \| 0.0763 \| 0.1349 \| 0.1463 \| 0.0090 \| 0.0659 \| 0.0003 \| 0.2685 \| 0.0492 \| 0.0997 \| \| 0.6347 \| 19.32 \| 6260 \| 2.6479 \| 0.0918 \| 0.1721 \| 0.2845 \| 0.1927 \| 0.0097 \| 0.1835 \| 0.0002 \| 0.5844 \| 0.0723 \| 0.1617 \| 0.1369 \| 0.0093 \| 0.0673 \| 0.0002 \| 0.2656 \| 0.0477 \| 0.1155 \| \| 0.8122 \| 19.38 \| 6280 \| 2.4288 \| 0.0979 \| 0.1727 \| 0.2880 \| 0.3129 \| 0.0048 \| 0.1222 \| 0.0003 \| 0.4595 \| 0.0920 \| 0.2170 \| 0.1829 \| 0.0047 \| 0.0601 \| 0.0002 \| 0.2377 \| 0.0543 \| 0.1452 \| \| 0.8806 \| 19.44 \| 6300 \| 2.5513 \| 0.0942 \| 0.1755 \| 0.2765 \| 0.2143 \| 0.0087 \| 0.2149 \| 0.0002 \| 0.5182 \| 0.0976 \| 0.1746 \| 0.1452 \| 0.0084 \| 0.0728 \| 0.0002 \| 0.2536 \| 0.0562 \| 0.1233 \| \| 0.8708 \| 19.51 \| 6320 \| 2.6340 \| 0.0903 \| 0.1724 \| 0.2756 \| 0.1653 \| 0.0092 \| 0.2061 \| 0.0002 \| 0.5741 \| 0.0988 \| 0.1534 \| 0.1221 \| 0.0088 \| 0.0709 \| 0.0002 \| 0.2637 \| 0.0559 \| 0.1106 \| \| 0.6142 \| 19.57 \| 6340 \| 2.7598 \| 0.0870 \| 0.1701 \| 0.2999 \| 0.1066 \| 0.0065 \| 0.1130 \| 0.0002 \| 0.7309 \| 0.0698 \| 0.1637 \| 0.0882 \| 0.0062 \| 0.0593 \| 0.0002 \| 0.2942 \| 0.0445 \| 0.1167 \| \| 0.9173 \| 19.63 \| 6360 \| 2.4875 \| 0.0937 \| 0.1776 \| 0.2793 \| 0.1825 \| 0.0092 \| 0.2302 \| 0.0003 \| 0.5523 \| 0.0714 \| 0.1972 \| 0.1310 \| 0.0088 \| 0.0737 \| 0.0003 \| 0.2604 \| 0.0465 \| 0.1352 \| \| 0.5102 \| 19.69 \| 6380 \| 2.5829 \| 0.0903 \| 0.1723 \| 0.2753 \| 0.1775 \| 0.0108 \| 0.2208 \| 0.0003 \| 0.5601 \| 0.0662 \| 0.1703 \| 0.1279 \| 0.0103 \| 0.0695 \| 0.0003 \| 0.2578 \| 0.0450 \| 0.1213 \| \| 0.943 \| 19.75 \| 6400 \| 2.5019 \| 0.0910 \| 0.1683 \| 0.2984 \| 0.2023 \| 0.0063 \| 0.1106 \| 0.0003 \| 0.6323 \| 0.0419 \| 0.1844 \| 0.1407 \| 0.0061 \| 0.0568 \| 0.0003 \| 0.2730 \| 0.0314 \| 0.1286 \| \| 1.1076 \| 19.81 \| 6420 \| 2.4278 \| 0.0950 \| 0.1709 \| 0.2889 \| 0.2779 \| 0.0044 \| 0.1422 \| 0.0003 \| 0.5099 \| 0.0629 \| 0.1989 \| 0.1708 \| 0.0044 \| 0.0609 \| 0.0003 \| 0.2507 \| 0.0433 \| 0.1344 \| \| 0.7576 \| 19.88 \| 6440 \| 2.5897 \| 0.0915 \| 0.1655 \| 0.2812 \| 0.2805 \| 0.0075 \| 0.1400 \| 0.0002 \| 0.5050 \| 0.0925 \| 0.1329 \| 0.1707 \| 0.0072 \| 0.0613 \| 0.0002 \| 0.2499 \| 0.0534 \| 0.0978 \| \| 0.7525 \| 19.94 \| 6460 \| 2.5138 \| 0.0899 \| 0.1650 \| 0.2919 \| 0.2084 \| 0.0107 \| 0.0970 \| 0.0003 \| 0.6184 \| 0.0889 \| 0.1317 \| 0.1415 \| 0.0102 \| 0.0531 \| 0.0002 \| 0.2720 \| 0.0544 \| 0.0979 \| \| 0.7327 \| 20.0 \| 6480 \| 2.4707 \| 0.0900 \| 0.1668 \| 0.2877 \| 0.1836 \| 0.0068 \| 0.0899 \| 0.0003 \| 0.6147 \| 0.1364 \| 0.1361 \| 0.1301 \| 0.0065 \| 0.0504 \| 0.0002 \| 0.2728 \| 0.0691 \| 0.1010 \| \| 0.7738 \| 20.06 \| 6500 \| 2.3824 \| 0.0897 \| 0.1627 \| 0.2870 \| 0.2565 \| 0.0070 \| 0.0981 \| 0.0003 \| 0.5589 \| 0.0953 \| 0.1226 \| 0.1606 \| 0.0068 \| 0.0510 \| 0.0003 \| 0.2609 \| 0.0563 \| 0.0924 \| \| 0.6216 \| 20.12 \| 6520 \| 2.4026 \| 0.0886 \| 0.1636 \| 0.2823 \| 0.2122 \| 0.0085 \| 0.1278 \| 0.0003 \| 0.5797 \| 0.0857 \| 0.1313 \| 0.1417 \| 0.0082 \| 0.0578 \| 0.0003 \| 0.2627 \| 0.0526 \| 0.0972 \| \| 0.7509 \| 20.19 \| 6540 \| 2.4826 \| 0.0874 \| 0.1620 \| 0.2775 \| 0.2231 \| 0.0062 \| 0.1444 \| 0.0002 \| 0.5551 \| 0.0753 \| 0.1296 \| 0.1454 \| 0.0060 \| 0.0609 \| 0.0002 \| 0.2567 \| 0.0468 \| 0.0956 \| \| 1.0616 \| 20.25 \| 6560 \| 2.6259 \| 0.0871 \| 0.1641 \| 0.2617 \| 0.1712 \| 0.0077 \| 0.1289 \| 0.0001 \| 0.5223 \| 0.1825 \| 0.1359 \| 0.1209 \| 0.0074 \| 0.0583 \| 0.0001 \| 0.2498 \| 0.0741 \| 0.0992 \| \| 0.7314 \| 20.31 \| 6580 \| 2.3701 \| 0.0900 \| 0.1626 \| 0.2717 \| 0.2693 \| 0.0125 \| 0.1219 \| 0.0004 \| 0.4832 \| 0.1341 \| 0.1166 \| 0.1647 \| 0.0118 \| 0.0606 \| 0.0004 \| 0.2414 \| 0.0630 \| 0.0878 \| \| 0.4321 \| 20.37 \| 6600 \| 2.6142 \| 0.0868 \| 0.1653 \| 0.2728 \| 0.1585 \| 0.0111 \| 0.1543 \| 0.0003 \| 0.5910 \| 0.1257 \| 0.1162 \| 0.1162 \| 0.0105 \| 0.0653 \| 0.0003 \| 0.2651 \| 0.0617 \| 0.0884 \| \| 0.792 \| 20.43 \| 6620 \| 2.6535 \| 0.0837 \| 0.1601 \| 0.2740 \| 0.1596 \| 0.0111 \| 0.1117 \| 0.0001 \| 0.6115 \| 0.1384 \| 0.0883 \| 0.1163 \| 0.0106 \| 0.0574 \| 0.0001 \| 0.2674 \| 0.0640 \| 0.0700 \| \| 0.4751 \| 20.49 \| 6640 \| 2.4702 \| 0.0870 \| 0.1612 \| 0.2698 \| 0.2142 \| 0.0128 \| 0.1450 \| 0.0003 \| 0.5355 \| 0.1047 \| 0.1159 \| 0.1427 \| 0.0121 \| 0.0619 \| 0.0003 \| 0.2502 \| 0.0552 \| 0.0868 \| \| 1.0791 \| 20.56 \| 6660 \| 2.5073 \| 0.0835 \| 0.1551 \| 0.2759 \| 0.2079 \| 0.0106 \| 0.0559 \| 0.0001 \| 0.5775 \| 0.1352 \| 0.0983 \| 0.1397 \| 0.0101 \| 0.0382 \| 0.0001 \| 0.2592 \| 0.0612 \| 0.0759 \| \| 1.3677 \| 20.62 \| 6680 \| 2.4888 \| 0.0905 \| 0.1640 \| 0.2790 \| 0.2208 \| 0.0063 \| 0.1079 \| 0.0002 \| 0.5422 \| 0.0996 \| 0.1707 \| 0.1457 \| 0.0061 \| 0.0548 \| 0.0002 \| 0.2541 \| 0.0526 \| 0.1197 \| \| 0.9143 \| 20.68 \| 6700 \| 2.5912 \| 0.0846 \| 0.1571 \| 0.2674 \| 0.2144 \| 0.0110 \| 0.1254 \| 0.0002 \| 0.5364 \| 0.1104 \| 0.1017 \| 0.1416 \| 0.0105 \| 0.0576 \| 0.0002 \| 0.2502 \| 0.0546 \| 0.0778 \| \| 0.7915 \| 20.74 \| 6720 \| 2.4391 \| 0.0904 \| 0.1639 \| 0.2724 \| 0.2690 \| 0.0085 \| 0.1475 \| 0.0004 \| 0.4810 \| 0.1042 \| 0.1369 \| 0.1663 \| 0.0082 \| 0.0629 \| 0.0004 \| 0.2402 \| 0.0544 \| 0.1003 \| \| 0.8164 \| 20.8 \| 6740 \| 2.5822 \| 0.0823 \| 0.1534 \| 0.2839 \| 0.2191 \| 0.0118 \| 0.0476 \| 0.0002 \| 0.6093 \| 0.0969 \| 0.0892 \| 0.1452 \| 0.0113 \| 0.0336 \| 0.0002 \| 0.2627 \| 0.0523 \| 0.0710 \| \| 1.1086 \| 20.86 \| 6760 \| 2.5223 \| 0.0876 \| 0.1602 \| 0.2871 \| 0.2243 \| 0.0106 \| 0.0883 \| 0.0003 \| 0.5940 \| 0.0716 \| 0.1323 \| 0.1485 \| 0.0101 \| 0.0501 \| 0.0003 \| 0.2619 \| 0.0444 \| 0.0977 \| \| 0.591 \| 20.93 \| 6780 \| 2.4851 \| 0.0870 \| 0.1638 \| 0.2718 \| 0.1947 \| 0.0113 \| 0.1674 \| 0.0003 \| 0.5588 \| 0.0977 \| 0.1162 \| 0.1353 \| 0.0107 \| 0.0654 \| 0.0003 \| 0.2565 \| 0.0535 \| 0.0877 \| \| 0.8041 \| 20.99 \| 6800 \| 2.5531 \| 0.0885 \| 0.1622 \| 0.2764 \| 0.2357 \| 0.0145 \| 0.1262 \| 0.0002 \| 0.5418 \| 0.1116 \| 0.1057 \| 0.1539 \| 0.0136 \| 0.0593 \| 0.0002 \| 0.2541 \| 0.0568 \| 0.0820 \| \| 0.7822 \| 21.05 \| 6820 \| 2.4582 \| 0.0856 \| 0.1568 \| 0.2891 \| 0.2453 \| 0.0093 \| 0.0657 \| 0.0003 \| 0.5960 \| 0.0745 \| 0.1065 \| 0.1571 \| 0.0089 \| 0.0425 \| 0.0002 \| 0.2616 \| 0.0451 \| 0.0834 \| \| 0.5546 \| 21.11 \| 6840 \| 2.3892 \| 0.0892 \| 0.1590 \| 0.2833 \| 0.3024 \| 0.0078 \| 0.0624 \| 0.0003 \| 0.5027 \| 0.1108 \| 0.1267 \| 0.1796 \| 0.0075 \| 0.0418 \| 0.0002 \| 0.2448 \| 0.0557 \| 0.0948 \| \| 0.5109 \| 21.17 \| 6860 \| 2.4529 \| 0.0875 \| 0.1596 \| 0.2892 \| 0.2662 \| 0.0068 \| 0.0987 \| 0.0003 \| 0.5715 \| 0.0615 \| 0.1125 \| 0.1679 \| 0.0066 \| 0.0529 \| 0.0002 \| 0.2576 \| 0.0393 \| 0.0879 \| \| 0.5951 \| 21.23 \| 6880 \| 2.4485 \| 0.0845 \| 0.1564 \| 0.2925 \| 0.2486 \| 0.0062 \| 0.0746 \| 0.0003 \| 0.6131 \| 0.0552 \| 0.0969 \| 0.1608 \| 0.0060 \| 0.0461 \| 0.0003 \| 0.2640 \| 0.0357 \| 0.0784 \| \| 0.3311 \| 21.3 \| 6900 \| 2.5297 \| 0.0859 \| 0.1592 \| 0.2901 \| 0.2331 \| 0.0058 \| 0.1001 \| 0.0003 \| 0.6081 \| 0.0520 \| 0.1148 \| 0.1540 \| 0.0056 \| 0.0535 \| 0.0003 \| 0.2641 \| 0.0350 \| 0.0885 \| \| 0.9244 \| 21.36 \| 6920 \| 2.5323 \| 0.0886 \| 0.1655 \| 0.2743 \| 0.2273 \| 0.0090 \| 0.1831 \| 0.0003 \| 0.5336 \| 0.0809 \| 0.1240 \| 0.1512 \| 0.0086 \| 0.0655 \| 0.0003 \| 0.2535 \| 0.0483 \| 0.0929 \| \| 0.5719 \| 21.42 \| 6940 \| 2.5135 \| 0.0870 \| 0.1633 \| 0.2710 \| 0.2151 \| 0.0093 \| 0.1759 \| 0.0002 \| 0.5388 \| 0.0904 \| 0.1132 \| 0.1450 \| 0.0089 \| 0.0649 \| 0.0002 \| 0.2535 \| 0.0503 \| 0.0860 \| \| 0.9843 \| 21.48 \| 6960 \| 2.5587 \| 0.0870 \| 0.1650 \| 0.2800 \| 0.1897 \| 0.0062 \| 0.1706 \| 0.0003 \| 0.5928 \| 0.0644 \| 0.1311 \| 0.1338 \| 0.0060 \| 0.0645 \| 0.0003 \| 0.2636 \| 0.0425 \| 0.0979 \| \| 0.9774 \| 21.54 \| 6980 \| 2.5804 \| 0.0857 \| 0.1591 \| 0.2908 \| 0.2062 \| 0.0058 \| 0.0729 \| 0.0002 \| 0.6325 \| 0.0794 \| 0.1166 \| 0.1414 \| 0.0057 \| 0.0462 \| 0.0002 \| 0.2701 \| 0.0468 \| 0.0893 \| \| 1.0551 \| 21.6 \| 7000 \| 2.5782 \| 0.0878 \| 0.1636 \| 0.2726 \| 0.2452 \| 0.0124 \| 0.1709 \| 0.0004 \| 0.5216 \| 0.1040 \| 0.0909 \| 0.1601 \| 0.0119 \| 0.0654 \| 0.0004 \| 0.2504 \| 0.0549 \| 0.0717 \| \| 0.8381 \| 21.67 \| 7020 \| 2.4811 \| 0.0907 \| 0.1638 \| 0.2779 \| 0.3268 \| 0.0104 \| 0.1412 \| 0.0004 \| 0.4592 \| 0.1065 \| 0.1023 \| 0.1914 \| 0.0100 \| 0.0618 \| 0.0003 \| 0.2363 \| 0.0561 \| 0.0786 \| \| 0.4787 \| 21.73 \| 7040 \| 2.4614 \| 0.0888 \| 0.1637 \| 0.2835 \| 0.2247 \| 0.0079 \| 0.1268 \| 0.0003 \| 0.5766 \| 0.0935 \| 0.1161 \| 0.1511 \| 0.0076 \| 0.0609 \| 0.0003 \| 0.2620 \| 0.0518 \| 0.0882 \| \| 1.195 \| 21.79 \| 7060 \| 2.5679 \| 0.0906 \| 0.1646 \| 0.2860 \| 0.3021 \| 0.0063 \| 0.1423 \| 0.0003 \| 0.5126 \| 0.0700 \| 0.1186 \| 0.1811 \| 0.0061 \| 0.0618 \| 0.0003 \| 0.2505 \| 0.0451 \| 0.0891 \| \| 0.8508 \| 21.85 \| 7080 \| 2.4986 \| 0.0926 \| 0.1692 \| 0.2868 \| 0.2279 \| 0.0072 \| 0.1430 \| 0.0002 \| 0.5656 \| 0.0888 \| 0.1515 \| 0.1518 \| 0.0069 \| 0.0642 \| 0.0002 \| 0.2636 \| 0.0519 \| 0.1095 \| \| 1.1062 \| 21.91 \| 7100 \| 2.5800 \| 0.0894 \| 0.1641 \| 0.2944 \| 0.2065 \| 0.0054 \| 0.0716 \| 0.0003 \| 0.6263 \| 0.0956 \| 0.1434 \| 0.1431 \| 0.0052 \| 0.0445 \| 0.0003 \| 0.2747 \| 0.0530 \| 0.1049 \| \| 0.4391 \| 21.98 \| 7120 \| 2.5523 \| 0.0837 \| 0.1585 \| 0.2896 \| 0.1786 \| 0.0051 \| 0.0616 \| 0.0007 \| 0.6566 \| 0.1037 \| 0.1035 \| 0.1291 \| 0.0050 \| 0.0397 \| 0.0006 \| 0.2784 \| 0.0541 \| 0.0793 \| \| 0.7019 \| 22.04 \| 7140 \| 2.5957 \| 0.0871 \| 0.1651 \| 0.2910 \| 0.1636 \| 0.0053 \| 0.1132 \| 0.0003 \| 0.6611 \| 0.0902 \| 0.1219 \| 0.1220 \| 0.0051 \| 0.0586 \| 0.0003 \| 0.2810 \| 0.0509 \| 0.0916 \| \| 0.683 \| 22.1 \| 7160 \| 2.4522 \| 0.0925 \| 0.1660 \| 0.2844 \| 0.3337 \| 0.0081 \| 0.1359 \| 0.0003 \| 0.4698 \| 0.0940 \| 0.1198 \| 0.1928 \| 0.0079 \| 0.0629 \| 0.0003 \| 0.2408 \| 0.0536 \| 0.0895 \| \| 0.6905 \| 22.16 \| 7180 \| 2.5751 \| 0.0901 \| 0.1667 \| 0.2881 \| 0.2121 \| 0.0060 \| 0.1312 \| 0.0002 \| 0.5986 \| 0.0936 \| 0.1251 \| 0.1462 \| 0.0058 \| 0.0638 \| 0.0002 \| 0.2682 \| 0.0532 \| 0.0934 \| \| 1.7315 \| 22.22 \| 7200 \| 2.4862 \| 0.0931 \| 0.1706 \| 0.2826 \| 0.2451 \| 0.0081 \| 0.1711 \| 0.0002 \| 0.5314 \| 0.0916 \| 0.1470 \| 0.1604 \| 0.0078 \| 0.0679 \| 0.0002 \| 0.2566 \| 0.0528 \| 0.1063 \| \| 0.8569 \| 22.28 \| 7220 \| 2.5400 \| 0.0910 \| 0.1695 \| 0.2742 \| 0.2478 \| 0.0075 \| 0.2048 \| 0.0002 \| 0.5025 \| 0.0904 \| 0.1331 \| 0.1609 \| 0.0072 \| 0.0694 \| 0.0002 \| 0.2491 \| 0.0523 \| 0.0978 \| \| 0.7981 \| 22.35 \| 7240 \| 2.5337 \| 0.0877 \| 0.1620 \| 0.2973 \| 0.2071 \| 0.0049 \| 0.0639 \| 0.0004 \| 0.6449 \| 0.0722 \| 0.1408 \| 0.1438 \| 0.0048 \| 0.0416 \| 0.0004 \| 0.2750 \| 0.0445 \| 0.1035 \| \| 1.4784 \| 22.41 \| 7260 \| 2.5892 \| 0.0917 \| 0.1686 \| 0.2824 \| 0.2310 \| 0.0097 \| 0.1620 \| 0.0003 \| 0.5514 \| 0.0885 \| 0.1372 \| 0.1543 \| 0.0093 \| 0.0671 \| 0.0003 \| 0.2587 \| 0.0512 \| 0.1010 \| \| 0.3945 \| 22.47 \| 7280 \| 2.5798 \| 0.0875 \| 0.1677 \| 0.2767 \| 0.1846 \| 0.0065 \| 0.1944 \| 0.0002 \| 0.5829 \| 0.0907 \| 0.1144 \| 0.1329 \| 0.0063 \| 0.0698 \| 0.0002 \| 0.2649 \| 0.0519 \| 0.0866 \| \| 0.537 \| 22.53 \| 7300 \| 2.5519 \| 0.0904 \| 0.1705 \| 0.2721 \| 0.2220 \| 0.0066 \| 0.2160 \| 0.0002 \| 0.5179 \| 0.1046 \| 0.1263 \| 0.1499 \| 0.0063 \| 0.0721 \| 0.0002 \| 0.2532 \| 0.0568 \| 0.0938 \| \| 1.2049 \| 22.59 \| 7320 \| 2.5849 \| 0.0928 \| 0.1682 \| 0.2851 \| 0.2635 \| 0.0073 \| 0.1427 \| 0.0002 \| 0.5309 \| 0.0989 \| 0.1340 \| 0.1669 \| 0.0070 \| 0.0667 \| 0.0002 \| 0.2558 \| 0.0544 \| 0.0988 \| \| 1.4805 \| 22.65 \| 7340 \| 2.6036 \| 0.0918 \| 0.1681 \| 0.2904 \| 0.2031 \| 0.0068 \| 0.1098 \| 0.0002 \| 0.6025 \| 0.0974 \| 0.1565 \| 0.1419 \| 0.0065 \| 0.0587 \| 0.0002 \| 0.2698 \| 0.0535 \| 0.1122 \| \| 0.9996 \| 22.72 \| 7360 \| 2.5430 \| 0.0908 \| 0.1704 \| 0.2774 \| 0.2882 \| 0.0079 \| 0.2301 \| 0.0004 \| 0.4840 \| 0.0659 \| 0.1162 \| 0.1771 \| 0.0076 \| 0.0721 \| 0.0004 \| 0.2454 \| 0.0445 \| 0.0884 \| \| 0.5535 \| 22.78 \| 7380 \| 2.4954 \| 0.0932 \| 0.1703 \| 0.2834 \| 0.2537 \| 0.0082 \| 0.1666 \| 0.0002 \| 0.5303 \| 0.0994 \| 0.1335 \| 0.1638 \| 0.0079 \| 0.0704 \| 0.0002 \| 0.2558 \| 0.0553 \| 0.0989 \| \| 0.7229 \| 22.84 \| 7400 \| 2.4221 \| 0.0931 \| 0.1682 \| 0.2959 \| 0.2650 \| 0.0061 \| 0.1209 \| 0.0003 \| 0.5726 \| 0.0691 \| 0.1436 \| 0.1684 \| 0.0060 \| 0.0633 \| 0.0003 \| 0.2639 \| 0.0452 \| 0.1049 \| \| 0.5559 \| 22.9 \| 7420 \| 2.4724 \| 0.0881 \| 0.1629 \| 0.2993 \| 0.2089 \| 0.0038 \| 0.0653 \| 0.0004 \| 0.6492 \| 0.0716 \| 0.1413 \| 0.1449 \| 0.0037 \| 0.0428 \| 0.0004 \| 0.2769 \| 0.0450 \| 0.1032 \| \| 1.0066 \| 22.96 \| 7440 \| 2.5138 \| 0.0935 \| 0.1713 \| 0.2816 \| 0.2357 \| 0.0060 \| 0.1675 \| 0.0002 \| 0.5317 \| 0.1066 \| 0.1512 \| 0.1560 \| 0.0058 \| 0.0694 \| 0.0002 \| 0.2570 \| 0.0573 \| 0.1086 \| \| 0.5317 \| 23.02 \| 7460 \| 2.6079 \| 0.0856 \| 0.1612 \| 0.2872 \| 0.1764 \| 0.0050 \| 0.0895 \| 0.0005 \| 0.6415 \| 0.1013 \| 0.1142 \| 0.1282 \| 0.0049 \| 0.0508 \| 0.0004 \| 0.2730 \| 0.0548 \| 0.0871 \| \| 0.4157 \| 23.09 \| 7480 \| 2.6431 \| 0.0885 \| 0.1646 \| 0.2794 \| 0.1903 \| 0.0050 \| 0.1195 \| 0.0005 \| 0.5837 \| 0.1258 \| 0.1272 \| 0.1348 \| 0.0049 \| 0.0595 \| 0.0005 \| 0.2633 \| 0.0617 \| 0.0947 \| \| 0.9733 \| 23.15 \| 7500 \| 2.7343 \| 0.0877 \| 0.1638 \| 0.2865 \| 0.1878 \| 0.0051 \| 0.1154 \| 0.0003 \| 0.6204 \| 0.0927 \| 0.1253 \| 0.1337 \| 0.0049 \| 0.0584 \| 0.0003 \| 0.2697 \| 0.0528 \| 0.0941 \| \| 0.7223 \| 23.21 \| 7520 \| 2.5498 \| 0.0881 \| 0.1639 \| 0.2934 \| 0.1895 \| 0.0053 \| 0.0944 \| 0.0003 \| 0.6428 \| 0.0735 \| 0.1417 \| 0.1350 \| 0.0051 \| 0.0515 \| 0.0003 \| 0.2746 \| 0.0459 \| 0.1043 \| \| 0.3346 \| 23.27 \| 7540 \| 2.5712 \| 0.0882 \| 0.1642 \| 0.2901 \| 0.1740 \| 0.0060 \| 0.0863 \| 0.0007 \| 0.6383 \| 0.0939 \| 0.1503 \| 0.1268 \| 0.0058 \| 0.0490 \| 0.0006 \| 0.2737 \| 0.0532 \| 0.1085 \| \| 1.4513 \| 23.33 \| 7560 \| 2.5253 \| 0.0906 \| 0.1623 \| 0.2927 \| 0.2654 \| 0.0056 \| 0.0537 \| 0.0003 \| 0.5592 \| 0.0858 \| 0.1665 \| 0.1659 \| 0.0054 \| 0.0375 \| 0.0003 \| 0.2570 \| 0.0506 \| 0.1177 \| \| 0.6786 \| 23.4 \| 7580 \| 2.5887 \| 0.0908 \| 0.1660 \| 0.2934 \| 0.2153 \| 0.0048 \| 0.0984 \| 0.0003 \| 0.6074 \| 0.0740 \| 0.1619 \| 0.1472 \| 0.0047 \| 0.0541 \| 0.0003 \| 0.2677 \| 0.0468 \| 0.1147 \| \| 1.1196 \| 23.46 \| 7600 \| 2.5941 \| 0.0901 \| 0.1675 \| 0.2876 \| 0.1964 \| 0.0050 \| 0.1416 \| 0.0005 \| 0.6037 \| 0.0735 \| 0.1521 \| 0.1380 \| 0.0048 \| 0.0637 \| 0.0005 \| 0.2675 \| 0.0467 \| 0.1093 \| \| 0.8367 \| 23.52 \| 7620 \| 2.6229 \| 0.0845 \| 0.1586 \| 0.3024 \| 0.2130 \| 0.0040 \| 0.0329 \| 0.0003 \| 0.6689 \| 0.0542 \| 0.1368 \| 0.1454 \| 0.0040 \| 0.0261 \| 0.0003 \| 0.2760 \| 0.0380 \| 0.1015 \| \| 1.1137 \| 23.58 \| 7640 \| 2.6543 \| 0.0858 \| 0.1603 \| 0.3024 \| 0.2074 \| 0.0055 \| 0.0465 \| 0.0003 \| 0.6682 \| 0.0459 \| 0.1484 \| 0.1432 \| 0.0053 \| 0.0335 \| 0.0003 \| 0.2765 \| 0.0334 \| 0.1081 \| \| 0.6378 \| 23.64 \| 7660 \| 2.5618 \| 0.0888 \| 0.1633 \| 0.2968 \| 0.2164 \| 0.0057 \| 0.0815 \| 0.0008 \| 0.6314 \| 0.0600 \| 0.1475 \| 0.1470 \| 0.0056 \| 0.0487 \| 0.0007 \| 0.2705 \| 0.0416 \| 0.1072 \| \| 0.7052 \| 23.7 \| 7680 \| 2.4830 \| 0.0918 \| 0.1690 \| 0.2880 \| 0.2150 \| 0.0082 \| 0.1474 \| 0.0003 \| 0.5840 \| 0.0744 \| 0.1541 \| 0.1464 \| 0.0078 \| 0.0654 \| 0.0003 \| 0.2642 \| 0.0480 \| 0.1106 \| \| 0.5572 \| 23.77 \| 7700 \| 2.5114 \| 0.0891 \| 0.1613 \| 0.2917 \| 0.2605 \| 0.0071 \| 0.0828 \| 0.0004 \| 0.5774 \| 0.0755 \| 0.1255 \| 0.1644 \| 0.0069 \| 0.0498 \| 0.0003 \| 0.2597 \| 0.0478 \| 0.0946 \| \| 0.6488 \| 23.83 \| 7720 \| 2.5755 \| 0.0892 \| 0.1645 \| 0.2890 \| 0.2177 \| 0.0104 \| 0.1212 \| 0.0004 \| 0.6037 \| 0.0751 \| 0.1232 \| 0.1477 \| 0.0099 \| 0.0602 \| 0.0003 \| 0.2654 \| 0.0478 \| 0.0933 \| \| 0.8679 \| 23.89 \| 7740 \| 2.4807 \| 0.0925 \| 0.1663 \| 0.2907 \| 0.2707 \| 0.0073 \| 0.1162 \| 0.0005 \| 0.5470 \| 0.0701 \| 0.1524 \| 0.1686 \| 0.0070 \| 0.0600 \| 0.0005 \| 0.2557 \| 0.0461 \| 0.1099 \| \| 0.5336 \| 23.95 \| 7760 \| 2.4614 \| 0.0941 \| 0.1690 \| 0.2919 \| 0.2759 \| 0.0055 \| 0.1294 \| 0.0006 \| 0.5347 \| 0.0596 \| 0.1775 \| 0.1705 \| 0.0054 \| 0.0626 \| 0.0005 \| 0.2543 \| 0.0416 \| 0.1236 \| \| 1.5362 \| 24.01 \| 7780 \| 2.5022 \| 0.0936 \| 0.1709 \| 0.2765 \| 0.2690 \| 0.0083 \| 0.1942 \| 0.0011 \| 0.4806 \| 0.0831 \| 0.1601 \| 0.1681 \| 0.0079 \| 0.0682 \| 0.0009 \| 0.2435 \| 0.0520 \| 0.1143 \| \| 1.0971 \| 24.07 \| 7800 \| 2.7071 \| 0.0894 \| 0.1665 \| 0.2773 \| 0.2165 \| 0.0102 \| 0.1692 \| 0.0004 \| 0.5540 \| 0.0954 \| 0.1199 \| 0.1472 \| 0.0097 \| 0.0666 \| 0.0004 \| 0.2564 \| 0.0549 \| 0.0907 \| \| 0.8342 \| 24.14 \| 7820 \| 2.5418 \| 0.0908 \| 0.1675 \| 0.2784 \| 0.2350 \| 0.0081 \| 0.1723 \| 0.0006 \| 0.5342 \| 0.0867 \| 0.1356 \| 0.1549 \| 0.0078 \| 0.0663 \| 0.0005 \| 0.2533 \| 0.0524 \| 0.1004 \| \| 1.1327 \| 24.2 \| 7840 \| 2.4654 \| 0.0934 \| 0.1684 \| 0.2800 \| 0.2390 \| 0.0108 \| 0.1300 \| 0.0010 \| 0.5244 \| 0.1200 \| 0.1535 \| 0.1566 \| 0.0103 \| 0.0630 \| 0.0009 \| 0.2518 \| 0.0615 \| 0.1098 \| \| 1.0622 \| 24.26 \| 7860 \| 2.5913 \| 0.0920 \| 0.1696 \| 0.2759 \| 0.2190 \| 0.0093 \| 0.1729 \| 0.0006 \| 0.5290 \| 0.1082 \| 0.1484 \| 0.1482 \| 0.0089 \| 0.0669 \| 0.0005 \| 0.2526 \| 0.0593 \| 0.1074 \| \| 0.9086 \| 24.32 \| 7880 \| 2.4869 \| 0.0917 \| 0.1652 \| 0.2868 \| 0.2524 \| 0.0081 \| 0.1098 \| 0.0004 \| 0.5503 \| 0.0889 \| 0.1462 \| 0.1618 \| 0.0078 \| 0.0575 \| 0.0004 \| 0.2550 \| 0.0527 \| 0.1064 \| \| 1.0119 \| 24.38 \| 7900 \| 2.5519 \| 0.0914 \| 0.1665 \| 0.2794 \| 0.2300 \| 0.0078 \| 0.1325 \| 0.0006 \| 0.5391 \| 0.1158 \| 0.1399 \| 0.1526 \| 0.0075 \| 0.0632 \| 0.0006 \| 0.2527 \| 0.0609 \| 0.1022 \| \| 0.2849 \| 24.44 \| 7920 \| 2.4643 \| 0.0925 \| 0.1684 \| 0.2840 \| 0.2205 \| 0.0057 \| 0.1310 \| 0.0005 \| 0.5563 \| 0.0976 \| 0.1669 \| 0.1483 \| 0.0055 \| 0.0626 \| 0.0005 \| 0.2575 \| 0.0557 \| 0.1174 \| \| 0.8735 \| 24.51 \| 7940 \| 2.5065 \| 0.0913 \| 0.1664 \| 0.2862 \| 0.2011 \| 0.0059 \| 0.0867 \| 0.0007 \| 0.5838 \| 0.1174 \| 0.1691 \| 0.1401 \| 0.0057 \| 0.0500 \| 0.0007 \| 0.2633 \| 0.0610 \| 0.1179 \| \| 0.9338 \| 24.57 \| 7960 \| 2.6178 \| 0.0890 \| 0.1662 \| 0.2839 \| 0.1856 \| 0.0075 \| 0.1374 \| 0.0004 \| 0.6041 \| 0.0907 \| 0.1380 \| 0.1327 \| 0.0072 \| 0.0616 \| 0.0003 \| 0.2671 \| 0.0529 \| 0.1015 \| \| 0.7667 \| 24.63 \| 7980 \| 2.5419 \| 0.0914 \| 0.1688 \| 0.2846 \| 0.2176 \| 0.0077 \| 0.1598 \| 0.0004 \| 0.5692 \| 0.0743 \| 0.1524 \| 0.1474 \| 0.0074 \| 0.0662 \| 0.0003 \| 0.2610 \| 0.0473 \| 0.1100 \| \| 0.7963 \| 24.69 \| 8000 \| 2.5820 \| 0.0930 \| 0.1696 \| 0.2827 \| 0.2170 \| 0.0071 \| 0.1402 \| 0.0003 \| 0.5519 \| 0.1039 \| 0.1668 \| 0.1470 \| 0.0069 \| 0.0644 \| 0.0003 \| 0.2573 \| 0.0578 \| 0.1173 \| \| 0.8028 \| 24.75 \| 8020 \| 2.5136 \| 0.0906 \| 0.1652 \| 0.2918 \| 0.2235 \| 0.0058 \| 0.1011 \| 0.0005 \| 0.5955 \| 0.0683 \| 0.1614 \| 0.1502 \| 0.0056 \| 0.0539 \| 0.0005 \| 0.2644 \| 0.0445 \| 0.1148 \| \| 0.898 \| 24.81 \| 8040 \| 2.5337 \| 0.0910 \| 0.1661 \| 0.2832 \| 0.2085 \| 0.0072 \| 0.1103 \| 0.0005 \| 0.5713 \| 0.1108 \| 0.1543 \| 0.1430 \| 0.0070 \| 0.0570 \| 0.0005 \| 0.2601 \| 0.0591 \| 0.1102 \| \| 1.0737 \| 24.88 \| 8060 \| 2.5945 \| 0.0901 \| 0.1677 \| 0.2783 \| 0.2191 \| 0.0086 \| 0.1759 \| 0.0003 \| 0.5493 \| 0.0866 \| 0.1341 \| 0.1479 \| 0.0082 \| 0.0670 \| 0.0003 \| 0.2564 \| 0.0520 \| 0.0992 \| \| 2.0492 \| 24.94 \| 8080 \| 2.5707 \| 0.0893 \| 0.1630 \| 0.2881 \| 0.2222 \| 0.0079 \| 0.0963 \| 0.0006 \| 0.5918 \| 0.0844 \| 0.1380 \| 0.1494 \| 0.0076 \| 0.0521 \| 0.0005 \| 0.2632 \| 0.0503 \| 0.1016 \| \| 1.1383 \| 25.0 \| 8100 \| 2.5474 \| 0.0921 \| 0.1657 \| 0.2898 \| 0.2424 \| 0.0057 \| 0.0888 \| 0.0004 \| 0.5622 \| 0.0893 \| 0.1710 \| 0.1575 \| 0.0056 \| 0.0508 \| 0.0004 \| 0.2586 \| 0.0526 \| 0.1194 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b0-cityscapes-1024-1024-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-cityscapes-1024-1024-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_1024-1024 dataset. It achieves the following results on the evaluation set: - Loss: 2.3192 - Mean Iou: 0.0833 - Mean Accuracy: 0.1642 - Overall Accuracy: 0.2455 - Accuracy Water: 0.2914 - Accuracy Whitewater: 0.0037 - Accuracy Sediment: 0.3099 - Accuracy Other Natural Terrain: 0.0001 - Accuracy Vegetation: 0.3596 - Accuracy Development: 0.0413 - Accuracy Unknown: 0.1431 - Iou Water: 0.1707 - Iou Whitewater: 0.0037 - Iou Sediment: 0.0683 - Iou Other Natural Terrain: 0.0001 - Iou Vegetation: 0.2030 - Iou Development: 0.0305 - Iou Unknown: 0.1068 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.8861 \| 0.06 \| 20 \| 1.8845 \| 0.0659 \| 0.1296 \| 0.2291 \| 0.1457 \| 0.0011 \| 0.0707 \| 0.0060 \| 0.4819 \| 0.0166 \| 0.1853 \| 0.1055 \| 0.0011 \| 0.0297 \| 0.0044 \| 0.2241 \| 0.0145 \| 0.0819 \| \| 1.7291 \| 0.12 \| 40 \| 1.8463 \| 0.0640 \| 0.1359 \| 0.2804 \| 0.1736 \| 0.0000 \| 0.0337 \| 0.0001 \| 0.6980 \| 0.0049 \| 0.0407 \| 0.1191 \| 0.0000 \| 0.0199 \| 0.0001 \| 0.2731 \| 0.0048 \| 0.0309 \| \| 1.7119 \| 0.19 \| 60 \| 1.7986 \| 0.0632 \| 0.1435 \| 0.3081 \| 0.1837 \| 0.0000 \| 0.0150 \| 0.0 \| 0.7964 \| 0.0002 \| 0.0094 \| 0.1267 \| 0.0000 \| 0.0126 \| 0.0 \| 0.2941 \| 0.0002 \| 0.0090 \| \| 1.6345 \| 0.25 \| 80 \| 1.7884 \| 0.0643 \| 0.1483 \| 0.3207 \| 0.1790 \| 0.0000 \| 0.0087 \| 0.0000 \| 0.8439 \| 0.0015 \| 0.0048 \| 0.1300 \| 0.0000 \| 0.0078 \| 0.0000 \| 0.3059 \| 0.0014 \| 0.0046 \| \| 1.6493 \| 0.31 \| 100 \| 1.7652 \| 0.0642 \| 0.1472 \| 0.3178 \| 0.1788 \| 0.0 \| 0.0035 \| 0.0 \| 0.8307 \| 0.0011 \| 0.0161 \| 0.1262 \| 0.0 \| 0.0033 \| 0.0 \| 0.3030 \| 0.0011 \| 0.0156 \| \| 1.604 \| 0.37 \| 120 \| 1.7542 \| 0.0639 \| 0.1458 \| 0.3172 \| 0.2174 \| 0.0 \| 0.0022 \| 0.0 \| 0.7983 \| 0.0001 \| 0.0025 \| 0.1422 \| 0.0 \| 0.0021 \| 0.0 \| 0.3007 \| 0.0001 \| 0.0025 \| \| 1.7089 \| 0.43 \| 140 \| 1.7419 \| 0.0634 \| 0.1469 \| 0.3205 \| 0.2058 \| 0.0 \| 0.0003 \| 0.0 \| 0.8216 \| 0.0002 \| 0.0002 \| 0.1407 \| 0.0 \| 0.0003 \| 0.0 \| 0.3026 \| 0.0002 \| 0.0002 \| \| 1.5858 \| 0.49 \| 160 \| 1.7409 \| 0.0722 \| 0.1558 \| 0.3391 \| 0.3157 \| 0.0 \| 0.0003 \| 0.0 \| 0.7743 \| 0.0 \| 0.0004 \| 0.1984 \| 0.0 \| 0.0003 \| 0.0 \| 0.3063 \| 0.0 \| 0.0004 \| \| 1.8367 \| 0.56 \| 180 \| 1.7457 \| 0.0586 \| 0.1462 \| 0.3200 \| 0.1299 \| 0.0 \| 0.0000 \| 0.0 \| 0.8936 \| 0.0 \| 0.0001 \| 0.1013 \| 0.0 \| 0.0000 \| 0.0 \| 0.3089 \| 0.0 \| 0.0001 \| \| 1.5003 \| 0.62 \| 200 \| 1.7316 \| 0.0621 \| 0.1451 \| 0.3167 \| 0.1928 \| 0.0 \| 0.0002 \| 0.0 \| 0.8217 \| 0.0 \| 0.0013 \| 0.1325 \| 0.0 \| 0.0002 \| 0.0 \| 0.3010 \| 0.0 \| 0.0013 \| \| 1.4764 \| 0.68 \| 220 \| 1.7230 \| 0.0652 \| 0.1467 \| 0.3175 \| 0.2144 \| 0.0 \| 0.0001 \| 0.0 \| 0.7958 \| 0.0 \| 0.0166 \| 0.1418 \| 0.0 \| 0.0001 \| 0.0 \| 0.2986 \| 0.0 \| 0.0162 \| \| 1.4441 \| 0.74 \| 240 \| 1.7117 \| 0.0705 \| 0.1488 \| 0.3225 \| 0.4041 \| 0.0 \| 0.0001 \| 0.0 \| 0.6344 \| 0.0 \| 0.0030 \| 0.2111 \| 0.0 \| 0.0001 \| 0.0 \| 0.2795 \| 0.0 \| 0.0030 \| \| 1.3824 \| 0.8 \| 260 \| 1.7400 \| 0.0608 \| 0.1455 \| 0.3175 \| 0.1619 \| 0.0 \| 0.0002 \| 0.0 \| 0.8531 \| 0.0001 \| 0.0031 \| 0.1157 \| 0.0 \| 0.0002 \| 0.0 \| 0.3068 \| 0.0001 \| 0.0030 \| \| 1.3713 \| 0.86 \| 280 \| 1.7200 \| 0.0582 \| 0.1437 \| 0.3133 \| 0.1263 \| 0.0 \| 0.0000 \| 0.0 \| 0.8724 \| 0.0 \| 0.0072 \| 0.0933 \| 0.0 \| 0.0000 \| 0.0 \| 0.3070 \| 0.0 \| 0.0071 \| \| 1.1588 \| 0.93 \| 300 \| 1.7061 \| 0.0610 \| 0.1481 \| 0.3234 \| 0.1490 \| 0.0 \| 0.0 \| 0.0 \| 0.8848 \| 0.0 \| 0.0027 \| 0.1108 \| 0.0 \| 0.0 \| 0.0 \| 0.3136 \| 0.0 \| 0.0027 \| \| 1.2732 \| 0.99 \| 320 \| 1.7087 \| 0.0676 \| 0.1485 \| 0.3234 \| 0.2892 \| 0.0 \| 0.0001 \| 0.0 \| 0.7495 \| 0.0 \| 0.0008 \| 0.1782 \| 0.0 \| 0.0001 \| 0.0 \| 0.2937 \| 0.0 \| 0.0008 \| \| 1.7221 \| 1.05 \| 340 \| 1.7302 \| 0.0565 \| 0.1426 \| 0.3116 \| 0.1151 \| 0.0 \| 0.0001 \| 0.0 \| 0.8798 \| 0.0 \| 0.0030 \| 0.0900 \| 0.0 \| 0.0001 \| 0.0 \| 0.3023 \| 0.0 \| 0.0029 \| \| 1.3866 \| 1.11 \| 360 \| 1.7305 \| 0.0622 \| 0.1506 \| 0.3293 \| 0.1547 \| 0.0 \| 0.0004 \| 0.0 \| 0.8991 \| 0.0 \| 0.0001 \| 0.1194 \| 0.0 \| 0.0004 \| 0.0 \| 0.3155 \| 0.0 \| 0.0001 \| \| 1.4549 \| 1.17 \| 380 \| 1.7296 \| 0.0685 \| 0.1529 \| 0.3333 \| 0.2555 \| 0.0 \| 0.0001 \| 0.0 \| 0.8142 \| 0.0000 \| 0.0004 \| 0.1697 \| 0.0 \| 0.0001 \| 0.0 \| 0.3091 \| 0.0000 \| 0.0004 \| \| 1.7025 \| 1.23 \| 400 \| 1.7432 \| 0.0694 \| 0.1512 \| 0.3286 \| 0.2981 \| 0.0 \| 0.0006 \| 0.0 \| 0.7567 \| 0.0005 \| 0.0022 \| 0.1818 \| 0.0 \| 0.0006 \| 0.0 \| 0.3007 \| 0.0005 \| 0.0022 \| \| 1.5523 \| 1.3 \| 420 \| 1.7220 \| 0.0691 \| 0.1464 \| 0.3145 \| 0.3111 \| 0.0 \| 0.0002 \| 0.0 \| 0.6889 \| 0.0 \| 0.0243 \| 0.1786 \| 0.0 \| 0.0002 \| 0.0 \| 0.2813 \| 0.0 \| 0.0236 \| \| 1.5707 \| 1.36 \| 440 \| 1.7620 \| 0.0644 \| 0.1406 \| 0.3049 \| 0.3011 \| 0.0 \| 0.0011 \| 0.0 \| 0.6768 \| 0.0 \| 0.0054 \| 0.1706 \| 0.0 \| 0.0011 \| 0.0 \| 0.2740 \| 0.0 \| 0.0054 \| \| 1.38 \| 1.42 \| 460 \| 1.7385 \| 0.0691 \| 0.1499 \| 0.3256 \| 0.3076 \| 0.0 \| 0.0007 \| 0.0 \| 0.7376 \| 0.0 \| 0.0031 \| 0.1856 \| 0.0 \| 0.0007 \| 0.0 \| 0.2939 \| 0.0 \| 0.0031 \| \| 1.3164 \| 1.48 \| 480 \| 1.7409 \| 0.0660 \| 0.1476 \| 0.3215 \| 0.2534 \| 0.0 \| 0.0009 \| 0.0 \| 0.7780 \| 0.0 \| 0.0012 \| 0.1608 \| 0.0 \| 0.0009 \| 0.0 \| 0.2996 \| 0.0 \| 0.0012 \| \| 1.2494 \| 1.54 \| 500 \| 1.7316 \| 0.0552 \| 0.1400 \| 0.3061 \| 0.1110 \| 0.0 \| 0.0 \| 0.0 \| 0.8667 \| 0.0 \| 0.0024 \| 0.0819 \| 0.0 \| 0.0 \| 0.0 \| 0.3023 \| 0.0 \| 0.0023 \| \| 1.6116 \| 1.6 \| 520 \| 1.7524 \| 0.0641 \| 0.1357 \| 0.2927 \| 0.4149 \| 0.0 \| 0.0000 \| 0.0 \| 0.5259 \| 0.0 \| 0.0093 \| 0.1948 \| 0.0 \| 0.0000 \| 0.0 \| 0.2444 \| 0.0 \| 0.0092 \| \| 1.2714 \| 1.67 \| 540 \| 1.7484 \| 0.0641 \| 0.1403 \| 0.3037 \| 0.2753 \| 0.0 \| 0.0000 \| 0.0 \| 0.6951 \| 0.0 \| 0.0115 \| 0.1552 \| 0.0 \| 0.0000 \| 0.0 \| 0.2822 \| 0.0 \| 0.0114 \| \| 1.8104 \| 1.73 \| 560 \| 1.7425 \| 0.0644 \| 0.1371 \| 0.2949 \| 0.5312 \| 0.0 \| 0.0 \| 0.0 \| 0.4207 \| 0.0 \| 0.0077 \| 0.2270 \| 0.0 \| 0.0 \| 0.0 \| 0.2162 \| 0.0 \| 0.0077 \| \| 1.1423 \| 1.79 \| 580 \| 1.7525 \| 0.0647 \| 0.1350 \| 0.2880 \| 0.3654 \| 0.0 \| 0.0004 \| 0.0 \| 0.5485 \| 0.0001 \| 0.0309 \| 0.1822 \| 0.0 \| 0.0004 \| 0.0 \| 0.2400 \| 0.0001 \| 0.0305 \| \| 1.4224 \| 1.85 \| 600 \| 1.7601 \| 0.0629 \| 0.1426 \| 0.3075 \| 0.1929 \| 0.0 \| 0.0 \| 0.0 \| 0.7812 \| 0.0 \| 0.0243 \| 0.1271 \| 0.0 \| 0.0 \| 0.0 \| 0.2891 \| 0.0 \| 0.0242 \| \| 1.1783 \| 1.91 \| 620 \| 1.7361 \| 0.0640 \| 0.1499 \| 0.3220 \| 0.1384 \| 0.0 \| 0.0 \| 0.0 \| 0.8751 \| 0.0 \| 0.0356 \| 0.1047 \| 0.0 \| 0.0 \| 0.0 \| 0.3088 \| 0.0 \| 0.0345 \| \| 1.3319 \| 1.98 \| 640 \| 1.7299 \| 0.0627 \| 0.1520 \| 0.3247 \| 0.0911 \| 0.0 \| 0.0 \| 0.0 \| 0.9219 \| 0.0 \| 0.0512 \| 0.0754 \| 0.0 \| 0.0 \| 0.0 \| 0.3146 \| 0.0 \| 0.0493 \| \| 1.0914 \| 2.04 \| 660 \| 1.7321 \| 0.0752 \| 0.1513 \| 0.3118 \| 0.2550 \| 0.0 \| 0.0007 \| 0.0 \| 0.6943 \| 0.0 \| 0.1093 \| 0.1561 \| 0.0 \| 0.0007 \| 0.0 \| 0.2823 \| 0.0 \| 0.0875 \| \| 0.8628 \| 2.1 \| 680 \| 1.7756 \| 0.0696 \| 0.1539 \| 0.3243 \| 0.1490 \| 0.0 \| 0.0013 \| 0.0 \| 0.8536 \| 0.0 \| 0.0738 \| 0.1113 \| 0.0 \| 0.0013 \| 0.0 \| 0.3076 \| 0.0 \| 0.0667 \| \| 1.3827 \| 2.16 \| 700 \| 1.7707 \| 0.0686 \| 0.1450 \| 0.3142 \| 0.4229 \| 0.0 \| 0.0 \| 0.0 \| 0.5902 \| 0.0 \| 0.0017 \| 0.2082 \| 0.0 \| 0.0 \| 0.0 \| 0.2702 \| 0.0 \| 0.0017 \| \| 0.7807 \| 2.22 \| 720 \| 1.7466 \| 0.0694 \| 0.1473 \| 0.3172 \| 0.6239 \| 0.0 \| 0.0001 \| 0.0 \| 0.4042 \| 0.0 \| 0.0026 \| 0.2545 \| 0.0 \| 0.0001 \| 0.0 \| 0.2289 \| 0.0 \| 0.0026 \| \| 1.2216 \| 2.28 \| 740 \| 1.7730 \| 0.0594 \| 0.1454 \| 0.3178 \| 0.1453 \| 0.0 \| 0.0002 \| 0.0 \| 0.8716 \| 0.0 \| 0.0006 \| 0.1082 \| 0.0 \| 0.0002 \| 0.0 \| 0.3068 \| 0.0 \| 0.0006 \| \| 1.4699 \| 2.35 \| 760 \| 1.7694 \| 0.0627 \| 0.1449 \| 0.3157 \| 0.2043 \| 0.0 \| 0.0004 \| 0.0 \| 0.8065 \| 0.0 \| 0.0031 \| 0.1368 \| 0.0 \| 0.0004 \| 0.0 \| 0.2987 \| 0.0 \| 0.0031 \| \| 1.231 \| 2.41 \| 780 \| 1.7579 \| 0.0748 \| 0.1543 \| 0.3318 \| 0.4052 \| 0.0 \| 0.0011 \| 0.0 \| 0.6554 \| 0.0 \| 0.0183 \| 0.2154 \| 0.0 \| 0.0011 \| 0.0 \| 0.2888 \| 0.0 \| 0.0181 \| \| 1.4296 \| 2.47 \| 800 \| 1.7458 \| 0.0744 \| 0.1560 \| 0.3312 \| 0.2563 \| 0.0 \| 0.0023 \| 0.0 \| 0.7820 \| 0.0001 \| 0.0511 \| 0.1647 \| 0.0 \| 0.0022 \| 0.0 \| 0.3054 \| 0.0001 \| 0.0482 \| \| 1.5059 \| 2.53 \| 820 \| 1.7709 \| 0.0746 \| 0.1482 \| 0.3113 \| 0.4060 \| 0.0 \| 0.0004 \| 0.0 \| 0.5683 \| 0.0 \| 0.0628 \| 0.2031 \| 0.0 \| 0.0004 \| 0.0 \| 0.2630 \| 0.0 \| 0.0553 \| \| 1.2971 \| 2.59 \| 840 \| 1.7470 \| 0.0730 \| 0.1522 \| 0.3262 \| 0.3347 \| 0.0 \| 0.0032 \| 0.0 \| 0.7027 \| 0.0000 \| 0.0245 \| 0.1899 \| 0.0 \| 0.0032 \| 0.0 \| 0.2943 \| 0.0000 \| 0.0237 \| \| 1.1884 \| 2.65 \| 860 \| 1.7288 \| 0.0691 \| 0.1519 \| 0.3262 \| 0.2181 \| 0.0 \| 0.0011 \| 0.0 \| 0.8135 \| 0.0 \| 0.0304 \| 0.1467 \| 0.0 \| 0.0011 \| 0.0 \| 0.3069 \| 0.0 \| 0.0291 \| \| 1.5982 \| 2.72 \| 880 \| 1.7602 \| 0.0722 \| 0.1545 \| 0.3347 \| 0.3168 \| 0.0 \| 0.0006 \| 0.0 \| 0.7546 \| 0.0 \| 0.0094 \| 0.1917 \| 0.0 \| 0.0006 \| 0.0 \| 0.3039 \| 0.0 \| 0.0094 \| \| 1.1007 \| 2.78 \| 900 \| 1.7704 \| 0.0775 \| 0.1568 \| 0.3297 \| 0.2977 \| 0.0 \| 0.0022 \| 0.0 \| 0.7283 \| 0.0 \| 0.0696 \| 0.1800 \| 0.0 \| 0.0022 \| 0.0 \| 0.2980 \| 0.0 \| 0.0624 \| \| 0.8959 \| 2.84 \| 920 \| 1.7832 \| 0.0718 \| 0.1488 \| 0.3198 \| 0.4142 \| 0.0 \| 0.0016 \| 0.0 \| 0.6092 \| 0.0 \| 0.0167 \| 0.2110 \| 0.0 \| 0.0016 \| 0.0 \| 0.2733 \| 0.0 \| 0.0166 \| \| 1.3374 \| 2.9 \| 940 \| 1.7697 \| 0.0685 \| 0.1477 \| 0.3199 \| 0.3160 \| 0.0 \| 0.0032 \| 0.0 \| 0.7101 \| 0.0 \| 0.0045 \| 0.1811 \| 0.0 \| 0.0032 \| 0.0 \| 0.2910 \| 0.0 \| 0.0045 \| \| 1.3204 \| 2.96 \| 960 \| 1.7765 \| 0.0650 \| 0.1490 \| 0.3209 \| 0.1715 \| 0.0 \| 0.0049 \| 0.0 \| 0.8451 \| 0.0001 \| 0.0212 \| 0.1211 \| 0.0 \| 0.0047 \| 0.0 \| 0.3081 \| 0.0001 \| 0.0209 \| \| 1.2273 \| 3.02 \| 980 \| 1.7831 \| 0.0705 \| 0.1473 \| 0.3168 \| 0.3600 \| 0.0 \| 0.0020 \| 0.0 \| 0.6521 \| 0.0005 \| 0.0163 \| 0.1921 \| 0.0 \| 0.0020 \| 0.0 \| 0.2835 \| 0.0005 \| 0.0155 \| \| 1.2813 \| 3.09 \| 1000 \| 1.7740 \| 0.0688 \| 0.1468 \| 0.3167 \| 0.3074 \| 0.0 \| 0.0024 \| 0.0 \| 0.7046 \| 0.0007 \| 0.0124 \| 0.1760 \| 0.0 \| 0.0023 \| 0.0 \| 0.2910 \| 0.0007 \| 0.0119 \| \| 1.9291 \| 3.15 \| 1020 \| 1.7569 \| 0.0762 \| 0.1485 \| 0.3085 \| 0.4133 \| 0.0 \| 0.0156 \| 0.0 \| 0.5522 \| 0.0036 \| 0.0550 \| 0.2058 \| 0.0 \| 0.0133 \| 0.0 \| 0.2633 \| 0.0034 \| 0.0475 \| \| 1.9878 \| 3.21 \| 1040 \| 1.8132 \| 0.0613 \| 0.1462 \| 0.3154 \| 0.1308 \| 0.0 \| 0.0064 \| 0.0 \| 0.8688 \| 0.0 \| 0.0173 \| 0.0963 \| 0.0 \| 0.0061 \| 0.0 \| 0.3106 \| 0.0 \| 0.0164 \| \| 1.2736 \| 3.27 \| 1060 \| 1.7852 \| 0.0694 \| 0.1486 \| 0.3107 \| 0.2063 \| 0.0 \| 0.0398 \| 0.0 \| 0.7715 \| 0.0001 \| 0.0227 \| 0.1328 \| 0.0 \| 0.0294 \| 0.0 \| 0.3026 \| 0.0001 \| 0.0211 \| \| 1.9794 \| 3.33 \| 1080 \| 1.9421 \| 0.0658 \| 0.1462 \| 0.3150 \| 0.2219 \| 0.0 \| 0.0118 \| 0.0 \| 0.7834 \| 0.0007 \| 0.0054 \| 0.1398 \| 0.0 \| 0.0107 \| 0.0 \| 0.3040 \| 0.0007 \| 0.0054 \| \| 1.4125 \| 3.4 \| 1100 \| 1.7944 \| 0.0726 \| 0.1499 \| 0.3160 \| 0.2943 \| 0.0 \| 0.0230 \| 0.0 \| 0.7050 \| 0.0029 \| 0.0238 \| 0.1722 \| 0.0 \| 0.0188 \| 0.0 \| 0.2913 \| 0.0027 \| 0.0234 \| \| 1.0537 \| 3.46 \| 1120 \| 1.7770 \| 0.0788 \| 0.1533 \| 0.3100 \| 0.2735 \| 0.0 \| 0.0290 \| 0.0 \| 0.6704 \| 0.0033 \| 0.0967 \| 0.1619 \| 0.0 \| 0.0230 \| 0.0 \| 0.2821 \| 0.0031 \| 0.0818 \| \| 1.343 \| 3.52 \| 1140 \| 1.7906 \| 0.0750 \| 0.1526 \| 0.3170 \| 0.2515 \| 0.0 \| 0.0218 \| 0.0 \| 0.7329 \| 0.0007 \| 0.0610 \| 0.1563 \| 0.0 \| 0.0187 \| 0.0 \| 0.2937 \| 0.0007 \| 0.0556 \| \| 1.1503 \| 3.58 \| 1160 \| 1.8162 \| 0.0695 \| 0.1486 \| 0.3131 \| 0.2272 \| 0.0 \| 0.0281 \| 0.0 \| 0.7604 \| 0.0 \| 0.0244 \| 0.1429 \| 0.0 \| 0.0238 \| 0.0 \| 0.2965 \| 0.0 \| 0.0235 \| \| 1.5837 \| 3.64 \| 1180 \| 1.7835 \| 0.0667 \| 0.1515 \| 0.3163 \| 0.1196 \| 0.0 \| 0.0333 \| 0.0 \| 0.8662 \| 0.0 \| 0.0411 \| 0.0895 \| 0.0 \| 0.0266 \| 0.0 \| 0.3121 \| 0.0 \| 0.0387 \| \| 1.2868 \| 3.7 \| 1200 \| 1.7880 \| 0.0822 \| 0.1608 \| 0.3251 \| 0.3394 \| 0.0 \| 0.0659 \| 0.0 \| 0.6708 \| 0.0000 \| 0.0494 \| 0.1948 \| 0.0 \| 0.0401 \| 0.0 \| 0.2935 \| 0.0000 \| 0.0473 \| \| 1.8643 \| 3.77 \| 1220 \| 1.8221 \| 0.0754 \| 0.1509 \| 0.2778 \| 0.3601 \| 0.0 \| 0.1695 \| 0.0 \| 0.4827 \| 0.0009 \| 0.0432 \| 0.1940 \| 0.0 \| 0.0521 \| 0.0 \| 0.2402 \| 0.0009 \| 0.0407 \| \| 1.5782 \| 3.83 \| 1240 \| 1.8637 \| 0.0693 \| 0.1529 \| 0.3187 \| 0.1813 \| 0.0 \| 0.0519 \| 0.0 \| 0.8237 \| 0.0 \| 0.0132 \| 0.1265 \| 0.0 \| 0.0370 \| 0.0 \| 0.3083 \| 0.0 \| 0.0131 \| \| 0.963 \| 3.89 \| 1260 \| 1.8246 \| 0.0752 \| 0.1594 \| 0.3409 \| 0.2742 \| 0.0 \| 0.0150 \| 0.0 \| 0.8115 \| 0.0073 \| 0.0079 \| 0.1794 \| 0.0 \| 0.0134 \| 0.0 \| 0.3184 \| 0.0069 \| 0.0079 \| \| 1.1015 \| 3.95 \| 1280 \| 1.8183 \| 0.0800 \| 0.1600 \| 0.3336 \| 0.2804 \| 0.0 \| 0.0156 \| 0.0 \| 0.7609 \| 0.0160 \| 0.0473 \| 0.1760 \| 0.0 \| 0.0136 \| 0.0 \| 0.3129 \| 0.0135 \| 0.0442 \| \| 1.5611 \| 4.01 \| 1300 \| 1.8247 \| 0.0750 \| 0.1580 \| 0.3310 \| 0.1998 \| 0.0 \| 0.0091 \| 0.0 \| 0.8254 \| 0.0 \| 0.0715 \| 0.1375 \| 0.0 \| 0.0084 \| 0.0 \| 0.3141 \| 0.0 \| 0.0648 \| \| 1.1339 \| 4.07 \| 1320 \| 1.8180 \| 0.0808 \| 0.1551 \| 0.3129 \| 0.4043 \| 0.0 \| 0.0542 \| 0.0 \| 0.5649 \| 0.0 \| 0.0626 \| 0.2147 \| 0.0 \| 0.0341 \| 0.0 \| 0.2602 \| 0.0 \| 0.0568 \| \| 1.2716 \| 4.14 \| 1340 \| 1.8436 \| 0.0777 \| 0.1564 \| 0.3247 \| 0.3038 \| 0.0 \| 0.0362 \| 0.0 \| 0.7137 \| 0.0 \| 0.0410 \| 0.1841 \| 0.0 \| 0.0262 \| 0.0 \| 0.2948 \| 0.0 \| 0.0388 \| \| 1.1798 \| 4.2 \| 1360 \| 1.8146 \| 0.0767 \| 0.1523 \| 0.3143 \| 0.3451 \| 0.0 \| 0.0397 \| 0.0 \| 0.6398 \| 0.0003 \| 0.0409 \| 0.1936 \| 0.0 \| 0.0276 \| 0.0 \| 0.2770 \| 0.0003 \| 0.0385 \| \| 0.8376 \| 4.26 \| 1380 \| 1.8708 \| 0.0604 \| 0.1453 \| 0.3153 \| 0.1452 \| 0.0 \| 0.0103 \| 0.0 \| 0.8619 \| 0.0 \| 0.0000 \| 0.1055 \| 0.0 \| 0.0095 \| 0.0 \| 0.3080 \| 0.0 \| 0.0000 \| \| 1.5248 \| 4.32 \| 1400 \| 1.8147 \| 0.0688 \| 0.1419 \| 0.2999 \| 0.4119 \| 0.0 \| 0.0299 \| 0.0 \| 0.5497 \| 0.0001 \| 0.0016 \| 0.2037 \| 0.0 \| 0.0236 \| 0.0 \| 0.2524 \| 0.0001 \| 0.0015 \| \| 1.3814 \| 4.38 \| 1420 \| 1.8651 \| 0.0644 \| 0.1378 \| 0.2946 \| 0.3105 \| 0.0 \| 0.0172 \| 0.0 \| 0.6324 \| 0.0 \| 0.0042 \| 0.1699 \| 0.0 \| 0.0147 \| 0.0 \| 0.2622 \| 0.0 \| 0.0042 \| \| 1.304 \| 4.44 \| 1440 \| 1.8240 \| 0.0654 \| 0.1456 \| 0.3102 \| 0.2004 \| 0.0 \| 0.0237 \| 0.0 \| 0.7846 \| 0.0001 \| 0.0103 \| 0.1316 \| 0.0 \| 0.0194 \| 0.0 \| 0.2966 \| 0.0001 \| 0.0103 \| \| 1.4806 \| 4.51 \| 1460 \| 1.8815 \| 0.0629 \| 0.1483 \| 0.3169 \| 0.1268 \| 0.0 \| 0.0182 \| 0.0 \| 0.8745 \| 0.0001 \| 0.0187 \| 0.0941 \| 0.0 \| 0.0157 \| 0.0 \| 0.3121 \| 0.0001 \| 0.0184 \| \| 1.3597 \| 4.57 \| 1480 \| 1.8008 \| 0.0759 \| 0.1487 \| 0.3079 \| 0.4315 \| 0.0 \| 0.0245 \| 0.0 \| 0.5339 \| 0.0006 \| 0.0502 \| 0.2145 \| 0.0 \| 0.0199 \| 0.0 \| 0.2509 \| 0.0006 \| 0.0454 \| \| 1.3743 \| 4.63 \| 1500 \| 1.8955 \| 0.0780 \| 0.1500 \| 0.3013 \| 0.4087 \| 0.0 \| 0.0589 \| 0.0 \| 0.5302 \| 0.0146 \| 0.0379 \| 0.2057 \| 0.0 \| 0.0355 \| 0.0 \| 0.2563 \| 0.0129 \| 0.0352 \| \| 1.7879 \| 4.69 \| 1520 \| 1.8403 \| 0.0745 \| 0.1520 \| 0.3148 \| 0.2328 \| 0.0 \| 0.0218 \| 0.0 \| 0.7413 \| 0.0022 \| 0.0658 \| 0.1466 \| 0.0 \| 0.0177 \| 0.0 \| 0.2973 \| 0.0021 \| 0.0575 \| \| 1.6943 \| 4.75 \| 1540 \| 1.8625 \| 0.0805 \| 0.1543 \| 0.2811 \| 0.4480 \| 0.0 \| 0.1561 \| 0.0 \| 0.3950 \| 0.0128 \| 0.0682 \| 0.2102 \| 0.0 \| 0.0540 \| 0.0 \| 0.2274 \| 0.0115 \| 0.0605 \| \| 1.1842 \| 4.81 \| 1560 \| 1.8600 \| 0.0712 \| 0.1497 \| 0.3112 \| 0.2533 \| 0.0 \| 0.0507 \| 0.0 \| 0.7292 \| 0.0 \| 0.0147 \| 0.1567 \| 0.0 \| 0.0328 \| 0.0 \| 0.2949 \| 0.0 \| 0.0141 \| \| 1.159 \| 4.88 \| 1580 \| 1.8618 \| 0.0791 \| 0.1576 \| 0.3165 \| 0.5192 \| 0.0 \| 0.0962 \| 0.0 \| 0.4852 \| 0.0 \| 0.0026 \| 0.2380 \| 0.0 \| 0.0470 \| 0.0 \| 0.2661 \| 0.0 \| 0.0026 \| \| 1.0552 \| 4.94 \| 1600 \| 1.8103 \| 0.0758 \| 0.1529 \| 0.3108 \| 0.3655 \| 0.0 \| 0.0783 \| 0.0 \| 0.6161 \| 0.0000 \| 0.0103 \| 0.1939 \| 0.0 \| 0.0436 \| 0.0 \| 0.2829 \| 0.0000 \| 0.0101 \| \| 1.346 \| 5.0 \| 1620 \| 1.8063 \| 0.0731 \| 0.1495 \| 0.3115 \| 0.3568 \| 0.0 \| 0.0496 \| 0.0 \| 0.6343 \| 0.0 \| 0.0055 \| 0.1889 \| 0.0 \| 0.0345 \| 0.0 \| 0.2825 \| 0.0 \| 0.0055 \| \| 1.9339 \| 5.06 \| 1640 \| 1.8102 \| 0.0776 \| 0.1565 \| 0.2989 \| 0.3297 \| 0.0000 \| 0.1477 \| 0.0 \| 0.5921 \| 0.0000 \| 0.0260 \| 0.1830 \| 0.0000 \| 0.0574 \| 0.0 \| 0.2779 \| 0.0000 \| 0.0248 \| \| 1.1321 \| 5.12 \| 1660 \| 1.8310 \| 0.0759 \| 0.1572 \| 0.3083 \| 0.2265 \| 0.0 \| 0.1143 \| 0.0 \| 0.7240 \| 0.0 \| 0.0358 \| 0.1454 \| 0.0 \| 0.0548 \| 0.0 \| 0.2963 \| 0.0 \| 0.0350 \| \| 1.2515 \| 5.19 \| 1680 \| 1.8100 \| 0.0704 \| 0.1512 \| 0.3033 \| 0.2208 \| 0.0 \| 0.1014 \| 0.0 \| 0.7297 \| 0.0 \| 0.0068 \| 0.1407 \| 0.0 \| 0.0521 \| 0.0 \| 0.2935 \| 0.0 \| 0.0068 \| \| 1.1359 \| 5.25 \| 1700 \| 1.7749 \| 0.0723 \| 0.1527 \| 0.3016 \| 0.2244 \| 0.0002 \| 0.1126 \| 0.0 \| 0.7132 \| 0.0 \| 0.0185 \| 0.1414 \| 0.0002 \| 0.0527 \| 0.0 \| 0.2939 \| 0.0 \| 0.0181 \| \| 1.6627 \| 5.31 \| 1720 \| 1.8711 \| 0.0694 \| 0.1528 \| 0.3085 \| 0.1403 \| 0.0002 \| 0.0824 \| 0.0 \| 0.8176 \| 0.0009 \| 0.0281 \| 0.1009 \| 0.0002 \| 0.0476 \| 0.0 \| 0.3097 \| 0.0009 \| 0.0264 \| \| 1.124 \| 5.37 \| 1740 \| 1.8617 \| 0.0805 \| 0.1651 \| 0.2998 \| 0.1854 \| 0.0001 \| 0.1870 \| 0.0 \| 0.7031 \| 0.0076 \| 0.0726 \| 0.1294 \| 0.0001 \| 0.0634 \| 0.0 \| 0.2975 \| 0.0070 \| 0.0656 \| \| 1.7872 \| 5.43 \| 1760 \| 1.8621 \| 0.0739 \| 0.1583 \| 0.3255 \| 0.1639 \| 0.0002 \| 0.0482 \| 0.0 \| 0.8451 \| 0.0008 \| 0.0498 \| 0.1194 \| 0.0002 \| 0.0341 \| 0.0 \| 0.3160 \| 0.0008 \| 0.0469 \| \| 1.6477 \| 5.49 \| 1780 \| 1.8163 \| 0.0747 \| 0.1498 \| 0.3009 \| 0.5470 \| 0.0001 \| 0.0793 \| 0.0 \| 0.4056 \| 0.0010 \| 0.0155 \| 0.2436 \| 0.0001 \| 0.0427 \| 0.0 \| 0.2210 \| 0.0010 \| 0.0149 \| \| 1.1661 \| 5.56 \| 1800 \| 1.8498 \| 0.0751 \| 0.1603 \| 0.2889 \| 0.2182 \| 0.0001 \| 0.2194 \| 0.0 \| 0.6516 \| 0.0000 \| 0.0329 \| 0.1435 \| 0.0001 \| 0.0648 \| 0.0 \| 0.2859 \| 0.0000 \| 0.0312 \| \| 1.6061 \| 5.62 \| 1820 \| 1.9553 \| 0.0727 \| 0.1440 \| 0.2792 \| 0.3904 \| 0.0001 \| 0.1073 \| 0.0 \| 0.4729 \| 0.0 \| 0.0373 \| 0.1908 \| 0.0001 \| 0.0496 \| 0.0 \| 0.2330 \| 0.0 \| 0.0351 \| \| 1.1103 \| 5.68 \| 1840 \| 1.8854 \| 0.0738 \| 0.1483 \| 0.2918 \| 0.2431 \| 0.0000 \| 0.0866 \| 0.0 \| 0.6503 \| 0.0 \| 0.0577 \| 0.1444 \| 0.0000 \| 0.0461 \| 0.0 \| 0.2728 \| 0.0 \| 0.0531 \| \| 0.9767 \| 5.74 \| 1860 \| 2.0567 \| 0.0706 \| 0.1468 \| 0.2783 \| 0.3443 \| 0.0 \| 0.1577 \| 0.0 \| 0.5204 \| 0.0 \| 0.0051 \| 0.1820 \| 0.0 \| 0.0600 \| 0.0 \| 0.2469 \| 0.0 \| 0.0049 \| \| 1.1671 \| 5.8 \| 1880 \| 1.8426 \| 0.0704 \| 0.1453 \| 0.2982 \| 0.2845 \| 0.0 \| 0.0602 \| 0.0 \| 0.6540 \| 0.0 \| 0.0182 \| 0.1644 \| 0.0 \| 0.0390 \| 0.0 \| 0.2722 \| 0.0 \| 0.0174 \| \| 1.1362 \| 5.86 \| 1900 \| 1.8727 \| 0.0786 \| 0.1564 \| 0.2906 \| 0.2595 \| 0.0 \| 0.1507 \| 0.0 \| 0.6111 \| 0.0012 \| 0.0722 \| 0.1604 \| 0.0 \| 0.0595 \| 0.0 \| 0.2639 \| 0.0012 \| 0.0654 \| \| 1.1346 \| 5.93 \| 1920 \| 1.8825 \| 0.0724 \| 0.1480 \| 0.2822 \| 0.2964 \| 0.0 \| 0.1404 \| 0.0 \| 0.5718 \| 0.0 \| 0.0278 \| 0.1693 \| 0.0 \| 0.0534 \| 0.0 \| 0.2579 \| 0.0 \| 0.0261 \| \| 1.2866 \| 5.99 \| 1940 \| 1.8417 \| 0.0739 \| 0.1474 \| 0.2971 \| 0.4617 \| 0.0000 \| 0.0793 \| 0.0 \| 0.4773 \| 0.0 \| 0.0132 \| 0.2179 \| 0.0000 \| 0.0428 \| 0.0 \| 0.2444 \| 0.0 \| 0.0123 \| \| 0.8512 \| 6.05 \| 1960 \| 1.9002 \| 0.0717 \| 0.1467 \| 0.3051 \| 0.5514 \| 0.0 \| 0.0463 \| 0.0 \| 0.4285 \| 0.0 \| 0.0005 \| 0.2404 \| 0.0 \| 0.0311 \| 0.0 \| 0.2300 \| 0.0 \| 0.0005 \| \| 1.6495 \| 6.11 \| 1980 \| 1.8824 \| 0.0756 \| 0.1525 \| 0.2984 \| 0.3608 \| 0.0001 \| 0.1215 \| 0.0 \| 0.5708 \| 0.0 \| 0.0142 \| 0.1928 \| 0.0001 \| 0.0527 \| 0.0 \| 0.2700 \| 0.0 \| 0.0134 \| \| 1.6191 \| 6.17 \| 2000 \| 1.8890 \| 0.0716 \| 0.1523 \| 0.3218 \| 0.2658 \| 0.0001 \| 0.0365 \| 0.0 \| 0.7576 \| 0.0 \| 0.0064 \| 0.1680 \| 0.0001 \| 0.0267 \| 0.0 \| 0.3004 \| 0.0 \| 0.0063 \| \| 1.2194 \| 6.23 \| 2020 \| 1.8449 \| 0.0785 \| 0.1561 \| 0.3209 \| 0.2904 \| 0.0000 \| 0.0387 \| 0.0 \| 0.7064 \| 0.0 \| 0.0573 \| 0.1731 \| 0.0000 \| 0.0277 \| 0.0 \| 0.2979 \| 0.0 \| 0.0511 \| \| 2.1405 \| 6.3 \| 2040 \| 1.8732 \| 0.0780 \| 0.1590 \| 0.3186 \| 0.1823 \| 0.0000 \| 0.0569 \| 0.0 \| 0.7856 \| 0.0 \| 0.0885 \| 0.1254 \| 0.0000 \| 0.0370 \| 0.0 \| 0.3112 \| 0.0 \| 0.0727 \| \| 1.3766 \| 6.36 \| 2060 \| 1.9390 \| 0.0775 \| 0.1488 \| 0.2977 \| 0.3824 \| 0.0000 \| 0.0589 \| 0.0 \| 0.5357 \| 0.0000 \| 0.0647 \| 0.1912 \| 0.0000 \| 0.0364 \| 0.0 \| 0.2611 \| 0.0000 \| 0.0537 \| \| 1.8031 \| 6.42 \| 2080 \| 2.0427 \| 0.0706 \| 0.1432 \| 0.2753 \| 0.5443 \| 0.0 \| 0.1149 \| 0.0 \| 0.3130 \| 0.0 \| 0.0302 \| 0.2314 \| 0.0 \| 0.0466 \| 0.0 \| 0.1894 \| 0.0 \| 0.0266 \| \| 1.5225 \| 6.48 \| 2100 \| 1.9234 \| 0.0718 \| 0.1476 \| 0.2708 \| 0.4583 \| 0.0002 \| 0.1798 \| 0.0 \| 0.3744 \| 0.0000 \| 0.0204 \| 0.2141 \| 0.0002 \| 0.0578 \| 0.0 \| 0.2123 \| 0.0000 \| 0.0185 \| \| 2.0039 \| 6.54 \| 2120 \| 2.0608 \| 0.0757 \| 0.1494 \| 0.2749 \| 0.4493 \| 0.0003 \| 0.1568 \| 0.0 \| 0.3843 \| 0.0 \| 0.0549 \| 0.2097 \| 0.0003 \| 0.0563 \| 0.0 \| 0.2186 \| 0.0 \| 0.0452 \| \| 1.2344 \| 6.6 \| 2140 \| 1.9443 \| 0.0769 \| 0.1547 \| 0.2815 \| 0.3412 \| 0.0003 \| 0.1891 \| 0.0 \| 0.5099 \| 0.0 \| 0.0425 \| 0.1822 \| 0.0003 \| 0.0620 \| 0.0 \| 0.2565 \| 0.0 \| 0.0375 \| \| 1.3553 \| 6.67 \| 2160 \| 1.9863 \| 0.0716 \| 0.1552 \| 0.2572 \| 0.3320 \| 0.0003 \| 0.3016 \| 0.0 \| 0.4286 \| 0.0001 \| 0.0239 \| 0.1805 \| 0.0003 \| 0.0676 \| 0.0 \| 0.2307 \| 0.0001 \| 0.0224 \| \| 1.2535 \| 6.73 \| 2180 \| 1.8980 \| 0.0762 \| 0.1544 \| 0.2845 \| 0.3707 \| 0.0002 \| 0.1828 \| 0.0 \| 0.4988 \| 0.0 \| 0.0280 \| 0.1926 \| 0.0002 \| 0.0615 \| 0.0 \| 0.2533 \| 0.0 \| 0.0261 \| \| 0.9112 \| 6.79 \| 2200 \| 1.8813 \| 0.0823 \| 0.1612 \| 0.2821 \| 0.3489 \| 0.0003 \| 0.2132 \| 0.0 \| 0.4791 \| 0.0035 \| 0.0835 \| 0.1899 \| 0.0003 \| 0.0633 \| 0.0 \| 0.2496 \| 0.0034 \| 0.0699 \| \| 1.2694 \| 6.85 \| 2220 \| 1.9963 \| 0.0716 \| 0.1578 \| 0.2535 \| 0.1966 \| 0.0004 \| 0.3225 \| 0.0 \| 0.5285 \| 0.0006 \| 0.0561 \| 0.1334 \| 0.0004 \| 0.0650 \| 0.0 \| 0.2511 \| 0.0006 \| 0.0505 \| \| 1.6296 \| 6.91 \| 2240 \| 2.0526 \| 0.0678 \| 0.1531 \| 0.2425 \| 0.2274 \| 0.0001 \| 0.3396 \| 0.0 \| 0.4721 \| 0.0001 \| 0.0323 \| 0.1450 \| 0.0001 \| 0.0639 \| 0.0 \| 0.2356 \| 0.0001 \| 0.0302 \| \| 1.2192 \| 6.98 \| 2260 \| 2.0198 \| 0.0701 \| 0.1516 \| 0.2786 \| 0.1618 \| 0.0001 \| 0.1786 \| 0.0 \| 0.6748 \| 0.0001 \| 0.0460 \| 0.1130 \| 0.0001 \| 0.0558 \| 0.0 \| 0.2797 \| 0.0001 \| 0.0422 \| \| 0.895 \| 7.04 \| 2280 \| 2.0046 \| 0.0724 \| 0.1495 \| 0.2515 \| 0.3469 \| 0.0002 \| 0.2518 \| 0.0 \| 0.3889 \| 0.0001 \| 0.0589 \| 0.1840 \| 0.0002 \| 0.0593 \| 0.0 \| 0.2112 \| 0.0001 \| 0.0523 \| \| 0.8771 \| 7.1 \| 2300 \| 2.0191 \| 0.0700 \| 0.1502 \| 0.2428 \| 0.3204 \| 0.0002 \| 0.3005 \| 0.0 \| 0.3835 \| 0.0001 \| 0.0466 \| 0.1767 \| 0.0002 \| 0.0614 \| 0.0 \| 0.2097 \| 0.0001 \| 0.0421 \| \| 1.5078 \| 7.16 \| 2320 \| 2.0128 \| 0.0762 \| 0.1540 \| 0.3000 \| 0.2920 \| 0.0003 \| 0.1208 \| 0.0 \| 0.6367 \| 0.0015 \| 0.0265 \| 0.1702 \| 0.0003 \| 0.0508 \| 0.0 \| 0.2860 \| 0.0015 \| 0.0245 \| \| 0.9779 \| 7.22 \| 2340 \| 1.9815 \| 0.0701 \| 0.1552 \| 0.2969 \| 0.1429 \| 0.0001 \| 0.1470 \| 0.0 \| 0.7647 \| 0.0008 \| 0.0307 \| 0.1047 \| 0.0001 \| 0.0566 \| 0.0 \| 0.2996 \| 0.0008 \| 0.0291 \| \| 0.7061 \| 7.28 \| 2360 \| 2.0633 \| 0.0710 \| 0.1630 \| 0.2788 \| 0.1382 \| 0.0002 \| 0.2831 \| 0.0 \| 0.6832 \| 0.0003 \| 0.0359 \| 0.1054 \| 0.0002 \| 0.0702 \| 0.0 \| 0.2876 \| 0.0003 \| 0.0332 \| \| 1.0347 \| 7.35 \| 2380 \| 1.8982 \| 0.0779 \| 0.1578 \| 0.2989 \| 0.2559 \| 0.0000 \| 0.1470 \| 0.0 \| 0.6556 \| 0.0076 \| 0.0383 \| 0.1599 \| 0.0000 \| 0.0573 \| 0.0 \| 0.2856 \| 0.0072 \| 0.0351 \| \| 0.9205 \| 7.41 \| 2400 \| 1.9085 \| 0.0788 \| 0.1591 \| 0.3010 \| 0.2863 \| 0.0003 \| 0.1543 \| 0.0 \| 0.6337 \| 0.0019 \| 0.0371 \| 0.1728 \| 0.0003 \| 0.0594 \| 0.0 \| 0.2832 \| 0.0019 \| 0.0341 \| \| 1.4883 \| 7.47 \| 2420 \| 1.9266 \| 0.0799 \| 0.1561 \| 0.3023 \| 0.4601 \| 0.0000 \| 0.1217 \| 0.0 \| 0.4785 \| 0.0019 \| 0.0307 \| 0.2232 \| 0.0000 \| 0.0485 \| 0.0 \| 0.2573 \| 0.0019 \| 0.0282 \| \| 1.0487 \| 7.53 \| 2440 \| 2.0717 \| 0.0714 \| 0.1667 \| 0.2383 \| 0.2763 \| 0.0001 \| 0.4682 \| 0.0 \| 0.3847 \| 0.0040 \| 0.0337 \| 0.1694 \| 0.0001 \| 0.0730 \| 0.0 \| 0.2223 \| 0.0039 \| 0.0308 \| \| 1.0096 \| 7.59 \| 2460 \| 2.0683 \| 0.0691 \| 0.1655 \| 0.2599 \| 0.1998 \| 0.0000 \| 0.3964 \| 0.0 \| 0.5556 \| 0.0 \| 0.0068 \| 0.1361 \| 0.0000 \| 0.0761 \| 0.0 \| 0.2649 \| 0.0 \| 0.0068 \| \| 1.4591 \| 7.65 \| 2480 \| 2.1577 \| 0.0639 \| 0.1669 \| 0.2094 \| 0.3781 \| 0.0000 \| 0.5843 \| 0.0 \| 0.1743 \| 0.0010 \| 0.0304 \| 0.2113 \| 0.0000 \| 0.0679 \| 0.0 \| 0.1395 \| 0.0010 \| 0.0276 \| \| 1.0155 \| 7.72 \| 2500 \| 1.9863 \| 0.0795 \| 0.1756 \| 0.2419 \| 0.3541 \| 0.0003 \| 0.4773 \| 0.0 \| 0.2825 \| 0.0041 \| 0.1107 \| 0.2031 \| 0.0003 \| 0.0723 \| 0.0 \| 0.1883 \| 0.0041 \| 0.0885 \| \| 0.7265 \| 7.78 \| 2520 \| 1.9173 \| 0.0833 \| 0.1621 \| 0.2965 \| 0.5488 \| 0.0003 \| 0.1638 \| 0.0 \| 0.3444 \| 0.0002 \| 0.0772 \| 0.2460 \| 0.0003 \| 0.0633 \| 0.0 \| 0.2080 \| 0.0002 \| 0.0652 \| \| 1.6125 \| 7.84 \| 2540 \| 1.8399 \| 0.0828 \| 0.1647 \| 0.3189 \| 0.2591 \| 0.0004 \| 0.1197 \| 0.0 \| 0.7134 \| 0.0 \| 0.0602 \| 0.1680 \| 0.0004 \| 0.0583 \| 0.0 \| 0.2995 \| 0.0 \| 0.0533 \| \| 1.2554 \| 7.9 \| 2560 \| 1.9574 \| 0.0825 \| 0.1812 \| 0.2880 \| 0.1739 \| 0.0002 \| 0.3715 \| 0.0 \| 0.6380 \| 0.0000 \| 0.0845 \| 0.1341 \| 0.0002 \| 0.0769 \| 0.0 \| 0.2942 \| 0.0000 \| 0.0723 \| \| 1.071 \| 7.96 \| 2580 \| 1.9401 \| 0.0835 \| 0.1778 \| 0.3044 \| 0.1276 \| 0.0002 \| 0.2544 \| 0.0 \| 0.7391 \| 0.0 \| 0.1231 \| 0.1040 \| 0.0002 \| 0.0700 \| 0.0 \| 0.3095 \| 0.0 \| 0.1007 \| \| 0.8214 \| 8.02 \| 2600 \| 2.0902 \| 0.0818 \| 0.1841 \| 0.2364 \| 0.2289 \| 0.0003 \| 0.5312 \| 0.0 \| 0.3413 \| 0.0008 \| 0.1863 \| 0.1576 \| 0.0003 \| 0.0766 \| 0.0 \| 0.2047 \| 0.0008 \| 0.1327 \| \| 0.8316 \| 8.09 \| 2620 \| 2.0393 \| 0.0822 \| 0.1732 \| 0.2480 \| 0.2963 \| 0.0002 \| 0.4115 \| 0.0 \| 0.3522 \| 0.0001 \| 0.1521 \| 0.1887 \| 0.0002 \| 0.0701 \| 0.0 \| 0.1989 \| 0.0001 \| 0.1172 \| \| 1.2964 \| 8.15 \| 2640 \| 2.0214 \| 0.0740 \| 0.1626 \| 0.2773 \| 0.1635 \| 0.0003 \| 0.2721 \| 0.0 \| 0.6466 \| 0.0003 \| 0.0554 \| 0.1173 \| 0.0003 \| 0.0692 \| 0.0 \| 0.2820 \| 0.0003 \| 0.0489 \| \| 0.734 \| 8.21 \| 2660 \| 1.9614 \| 0.0714 \| 0.1568 \| 0.2862 \| 0.1716 \| 0.0002 \| 0.2039 \| 0.0 \| 0.6936 \| 0.0018 \| 0.0266 \| 0.1191 \| 0.0002 \| 0.0649 \| 0.0 \| 0.2890 \| 0.0018 \| 0.0250 \| \| 1.4446 \| 8.27 \| 2680 \| 2.0550 \| 0.0697 \| 0.1494 \| 0.2648 \| 0.2821 \| 0.0002 \| 0.2290 \| 0.0 \| 0.5195 \| 0.0012 \| 0.0140 \| 0.1635 \| 0.0002 \| 0.0625 \| 0.0 \| 0.2470 \| 0.0011 \| 0.0134 \| \| 2.0041 \| 8.33 \| 2700 \| 2.1415 \| 0.0629 \| 0.1490 \| 0.2145 \| 0.2630 \| 0.0002 \| 0.4130 \| 0.0 \| 0.3360 \| 0.0066 \| 0.0245 \| 0.1559 \| 0.0002 \| 0.0647 \| 0.0 \| 0.1903 \| 0.0063 \| 0.0231 \| \| 1.1667 \| 8.4 \| 2720 \| 2.1074 \| 0.0588 \| 0.1542 \| 0.2060 \| 0.1640 \| 0.0001 \| 0.5055 \| 0.0 \| 0.3934 \| 0.0019 \| 0.0146 \| 0.1147 \| 0.0001 \| 0.0671 \| 0.0 \| 0.2142 \| 0.0018 \| 0.0139 \| \| 1.1758 \| 8.46 \| 2740 \| 1.9246 \| 0.0772 \| 0.1621 \| 0.2826 \| 0.2217 \| 0.0007 \| 0.2452 \| 0.0 \| 0.6144 \| 0.0060 \| 0.0469 \| 0.1444 \| 0.0007 \| 0.0706 \| 0.0 \| 0.2768 \| 0.0056 \| 0.0422 \| \| 1.0068 \| 8.52 \| 2760 \| 1.9632 \| 0.0778 \| 0.1558 \| 0.2812 \| 0.3390 \| 0.0005 \| 0.1950 \| 0.0 \| 0.5081 \| 0.0048 \| 0.0431 \| 0.1868 \| 0.0005 \| 0.0629 \| 0.0 \| 0.2512 \| 0.0046 \| 0.0383 \| \| 1.9331 \| 8.58 \| 2780 \| 2.0241 \| 0.0739 \| 0.1534 \| 0.2699 \| 0.3400 \| 0.0002 \| 0.2305 \| 0.0 \| 0.4709 \| 0.0004 \| 0.0319 \| 0.1858 \| 0.0002 \| 0.0649 \| 0.0 \| 0.2366 \| 0.0004 \| 0.0293 \| \| 1.4128 \| 8.64 \| 2800 \| 2.1741 \| 0.0627 \| 0.1565 \| 0.2125 \| 0.2488 \| 0.0001 \| 0.4947 \| 0.0 \| 0.3320 \| 0.0001 \| 0.0196 \| 0.1560 \| 0.0001 \| 0.0669 \| 0.0 \| 0.1973 \| 0.0001 \| 0.0184 \| \| 1.2888 \| 8.7 \| 2820 \| 1.9660 \| 0.0697 \| 0.1478 \| 0.2618 \| 0.3628 \| 0.0003 \| 0.2267 \| 0.0 \| 0.4344 \| 0.0020 \| 0.0087 \| 0.1883 \| 0.0003 \| 0.0606 \| 0.0 \| 0.2284 \| 0.0019 \| 0.0084 \| \| 1.4269 \| 8.77 \| 2840 \| 1.9877 \| 0.0715 \| 0.1536 \| 0.2669 \| 0.3027 \| 0.0005 \| 0.2565 \| 0.0 \| 0.5011 \| 0.0016 \| 0.0128 \| 0.1741 \| 0.0005 \| 0.0664 \| 0.0 \| 0.2455 \| 0.0016 \| 0.0122 \| \| 1.0118 \| 8.83 \| 2860 \| 2.0298 \| 0.0701 \| 0.1594 \| 0.2542 \| 0.2767 \| 0.0004 \| 0.3596 \| 0.0 \| 0.4677 \| 0.0001 \| 0.0112 \| 0.1679 \| 0.0004 \| 0.0705 \| 0.0 \| 0.2410 \| 0.0001 \| 0.0107 \| \| 0.8532 \| 8.89 \| 2880 \| 2.0014 \| 0.0642 \| 0.1485 \| 0.2322 \| 0.4438 \| 0.0004 \| 0.3387 \| 0.0 \| 0.2358 \| 0.0050 \| 0.0155 \| 0.2122 \| 0.0004 \| 0.0645 \| 0.0 \| 0.1531 \| 0.0049 \| 0.0146 \| \| 1.5067 \| 8.95 \| 2900 \| 1.9531 \| 0.0761 \| 0.1517 \| 0.2998 \| 0.2936 \| 0.0005 \| 0.0916 \| 0.0 \| 0.6344 \| 0.0071 \| 0.0350 \| 0.1710 \| 0.0005 \| 0.0463 \| 0.0 \| 0.2750 \| 0.0068 \| 0.0330 \| \| 1.7828 \| 9.01 \| 2920 \| 1.9161 \| 0.0771 \| 0.1591 \| 0.2909 \| 0.2444 \| 0.0005 \| 0.1909 \| 0.0 \| 0.6328 \| 0.0038 \| 0.0412 \| 0.1552 \| 0.0005 \| 0.0642 \| 0.0 \| 0.2786 \| 0.0037 \| 0.0377 \| \| 1.3337 \| 9.07 \| 2940 \| 2.0149 \| 0.0660 \| 0.1490 \| 0.2359 \| 0.5045 \| 0.0004 \| 0.3081 \| 0.0 \| 0.1820 \| 0.0083 \| 0.0396 \| 0.2284 \| 0.0004 \| 0.0607 \| 0.0 \| 0.1300 \| 0.0078 \| 0.0350 \| \| 1.2295 \| 9.14 \| 2960 \| 2.0247 \| 0.0722 \| 0.1491 \| 0.2708 \| 0.2629 \| 0.0003 \| 0.1864 \| 0.0 \| 0.5535 \| 0.0034 \| 0.0371 \| 0.1527 \| 0.0003 \| 0.0601 \| 0.0 \| 0.2551 \| 0.0033 \| 0.0337 \| \| 0.9722 \| 9.2 \| 2980 \| 1.9921 \| 0.0704 \| 0.1463 \| 0.2834 \| 0.2423 \| 0.0003 \| 0.1223 \| 0.0 \| 0.6316 \| 0.0002 \| 0.0276 \| 0.1437 \| 0.0003 \| 0.0522 \| 0.0 \| 0.2702 \| 0.0002 \| 0.0264 \| \| 1.1929 \| 9.26 \| 3000 \| 1.9781 \| 0.0740 \| 0.1467 \| 0.2809 \| 0.4390 \| 0.0004 \| 0.1221 \| 0.0 \| 0.4301 \| 0.0057 \| 0.0294 \| 0.2072 \| 0.0004 \| 0.0513 \| 0.0 \| 0.2262 \| 0.0055 \| 0.0276 \| \| 1.0166 \| 9.32 \| 3020 \| 2.0017 \| 0.0711 \| 0.1554 \| 0.2851 \| 0.1488 \| 0.0005 \| 0.1853 \| 0.0 \| 0.7068 \| 0.0000 \| 0.0461 \| 0.1060 \| 0.0005 \| 0.0596 \| 0.0 \| 0.2884 \| 0.0000 \| 0.0432 \| \| 1.8739 \| 9.38 \| 3040 \| 2.0575 \| 0.0717 \| 0.1607 \| 0.2413 \| 0.2353 \| 0.0006 \| 0.3946 \| 0.0 \| 0.4420 \| 0.0093 \| 0.0433 \| 0.1522 \| 0.0006 \| 0.0671 \| 0.0 \| 0.2324 \| 0.0085 \| 0.0409 \| \| 1.202 \| 9.44 \| 3060 \| 2.1478 \| 0.0734 \| 0.1578 \| 0.2451 \| 0.2921 \| 0.0006 \| 0.3440 \| 0.0 \| 0.4017 \| 0.0082 \| 0.0582 \| 0.1664 \| 0.0006 \| 0.0696 \| 0.0 \| 0.2166 \| 0.0077 \| 0.0528 \| \| 1.013 \| 9.51 \| 3080 \| 2.0686 \| 0.0796 \| 0.1590 \| 0.2539 \| 0.3571 \| 0.0007 \| 0.2792 \| 0.0 \| 0.3525 \| 0.0105 \| 0.1131 \| 0.1859 \| 0.0007 \| 0.0668 \| 0.0 \| 0.2017 \| 0.0097 \| 0.0927 \| \| 1.3451 \| 9.57 \| 3100 \| 2.0474 \| 0.0757 \| 0.1553 \| 0.2515 \| 0.3815 \| 0.0005 \| 0.2834 \| 0.0 \| 0.3400 \| 0.0101 \| 0.0718 \| 0.1915 \| 0.0005 \| 0.0659 \| 0.0 \| 0.1993 \| 0.0095 \| 0.0629 \| \| 0.7856 \| 9.63 \| 3120 \| 2.1633 \| 0.0707 \| 0.1551 \| 0.2390 \| 0.3499 \| 0.0006 \| 0.3542 \| 0.0 \| 0.3335 \| 0.0086 \| 0.0388 \| 0.1831 \| 0.0006 \| 0.0665 \| 0.0 \| 0.1994 \| 0.0082 \| 0.0368 \| \| 0.8838 \| 9.69 \| 3140 \| 2.0225 \| 0.0717 \| 0.1543 \| 0.2501 \| 0.2648 \| 0.0003 \| 0.3073 \| 0.0 \| 0.4591 \| 0.0061 \| 0.0428 \| 0.1554 \| 0.0003 \| 0.0650 \| 0.0 \| 0.2351 \| 0.0058 \| 0.0402 \| \| 0.8532 \| 9.75 \| 3160 \| 2.0512 \| 0.0727 \| 0.1604 \| 0.2669 \| 0.1586 \| 0.0003 \| 0.2890 \| 0.0 \| 0.6120 \| 0.0037 \| 0.0596 \| 0.1120 \| 0.0003 \| 0.0690 \| 0.0 \| 0.2695 \| 0.0036 \| 0.0543 \| \| 0.857 \| 9.81 \| 3180 \| 2.0278 \| 0.0799 \| 0.1642 \| 0.2581 \| 0.2294 \| 0.0006 \| 0.3138 \| 0.0 \| 0.4833 \| 0.0092 \| 0.1134 \| 0.1440 \| 0.0006 \| 0.0675 \| 0.0 \| 0.2477 \| 0.0085 \| 0.0911 \| \| 0.6752 \| 9.88 \| 3200 \| 2.1633 \| 0.0759 \| 0.1645 \| 0.2402 \| 0.2973 \| 0.0006 \| 0.4064 \| 0.0 \| 0.3589 \| 0.0072 \| 0.0809 \| 0.1745 \| 0.0006 \| 0.0679 \| 0.0 \| 0.2127 \| 0.0068 \| 0.0690 \| \| 1.0389 \| 9.94 \| 3220 \| 2.0071 \| 0.0783 \| 0.1545 \| 0.2527 \| 0.3661 \| 0.0001 \| 0.2423 \| 0.0 \| 0.3433 \| 0.0052 \| 0.1242 \| 0.1895 \| 0.0001 \| 0.0576 \| 0.0 \| 0.2017 \| 0.0050 \| 0.0943 \| \| 1.0672 \| 10.0 \| 3240 \| 1.9877 \| 0.0747 \| 0.1494 \| 0.2821 \| 0.3621 \| 0.0005 \| 0.1439 \| 0.0 \| 0.5040 \| 0.0031 \| 0.0321 \| 0.1880 \| 0.0005 \| 0.0558 \| 0.0 \| 0.2448 \| 0.0031 \| 0.0306 \| \| 0.9868 \| 10.06 \| 3260 \| 1.9871 \| 0.0788 \| 0.1600 \| 0.2966 \| 0.2190 \| 0.0015 \| 0.1627 \| 0.0 \| 0.6702 \| 0.0019 \| 0.0645 \| 0.1432 \| 0.0015 \| 0.0607 \| 0.0 \| 0.2847 \| 0.0018 \| 0.0594 \| \| 1.4275 \| 10.12 \| 3280 \| 2.1367 \| 0.0735 \| 0.1624 \| 0.2271 \| 0.2225 \| 0.0022 \| 0.4290 \| 0.0 \| 0.3771 \| 0.0109 \| 0.0954 \| 0.1438 \| 0.0022 \| 0.0679 \| 0.0 \| 0.2094 \| 0.0099 \| 0.0811 \| \| 1.4885 \| 10.19 \| 3300 \| 2.2407 \| 0.0706 \| 0.1709 \| 0.2187 \| 0.1517 \| 0.0011 \| 0.5417 \| 0.0 \| 0.3966 \| 0.0021 \| 0.1032 \| 0.1137 \| 0.0011 \| 0.0712 \| 0.0 \| 0.2211 \| 0.0021 \| 0.0851 \| \| 0.9295 \| 10.25 \| 3320 \| 2.2723 \| 0.0696 \| 0.1640 \| 0.2370 \| 0.2449 \| 0.0002 \| 0.4573 \| 0.0 \| 0.4175 \| 0.0031 \| 0.0252 \| 0.1621 \| 0.0002 \| 0.0683 \| 0.0 \| 0.2297 \| 0.0029 \| 0.0242 \| \| 0.7875 \| 10.31 \| 3340 \| 2.1294 \| 0.0695 \| 0.1500 \| 0.2543 \| 0.4361 \| 0.0005 \| 0.2674 \| 0.0 \| 0.3307 \| 0.0096 \| 0.0055 \| 0.2164 \| 0.0005 \| 0.0590 \| 0.0 \| 0.1966 \| 0.0088 \| 0.0055 \| \| 1.3611 \| 10.37 \| 3360 \| 2.0523 \| 0.0722 \| 0.1503 \| 0.2581 \| 0.4055 \| 0.0018 \| 0.2438 \| 0.0 \| 0.3709 \| 0.0164 \| 0.0138 \| 0.2065 \| 0.0018 \| 0.0569 \| 0.0 \| 0.2124 \| 0.0143 \| 0.0135 \| \| 0.8469 \| 10.43 \| 3380 \| 2.1821 \| 0.0669 \| 0.1519 \| 0.2361 \| 0.3343 \| 0.0010 \| 0.3610 \| 0.0 \| 0.3527 \| 0.0040 \| 0.0107 \| 0.1826 \| 0.0010 \| 0.0630 \| 0.0 \| 0.2072 \| 0.0039 \| 0.0104 \| \| 1.3711 \| 10.49 \| 3400 \| 2.0768 \| 0.0733 \| 0.1535 \| 0.2397 \| 0.3617 \| 0.0017 \| 0.3181 \| 0.0 \| 0.3164 \| 0.0050 \| 0.0716 \| 0.1892 \| 0.0017 \| 0.0593 \| 0.0 \| 0.1948 \| 0.0047 \| 0.0636 \| \| 1.3 \| 10.56 \| 3420 \| 2.1353 \| 0.0769 \| 0.1601 \| 0.2582 \| 0.2432 \| 0.0007 \| 0.3047 \| 0.0 \| 0.4892 \| 0.0002 \| 0.0831 \| 0.1543 \| 0.0007 \| 0.0598 \| 0.0 \| 0.2521 \| 0.0002 \| 0.0710 \| \| 1.2738 \| 10.62 \| 3440 \| 1.9808 \| 0.0841 \| 0.1595 \| 0.2975 \| 0.2976 \| 0.0008 \| 0.1228 \| 0.0 \| 0.5834 \| 0.0040 \| 0.1080 \| 0.1725 \| 0.0008 \| 0.0481 \| 0.0 \| 0.2761 \| 0.0039 \| 0.0871 \| \| 1.3445 \| 10.68 \| 3460 \| 1.9619 \| 0.0818 \| 0.1579 \| 0.3054 \| 0.2303 \| 0.0010 \| 0.0791 \| 0.0 \| 0.6835 \| 0.0107 \| 0.1010 \| 0.1488 \| 0.0010 \| 0.0389 \| 0.0 \| 0.2920 \| 0.0097 \| 0.0819 \| \| 0.558 \| 10.74 \| 3480 \| 2.1590 \| 0.0761 \| 0.1581 \| 0.2415 \| 0.4177 \| 0.0004 \| 0.3177 \| 0.0 \| 0.2439 \| 0.0026 \| 0.1245 \| 0.2057 \| 0.0004 \| 0.0614 \| 0.0 \| 0.1664 \| 0.0025 \| 0.0962 \| \| 0.9406 \| 10.8 \| 3500 \| 2.0455 \| 0.0759 \| 0.1544 \| 0.2590 \| 0.4762 \| 0.0006 \| 0.2435 \| 0.0 \| 0.2786 \| 0.0033 \| 0.0788 \| 0.2227 \| 0.0006 \| 0.0598 \| 0.0 \| 0.1782 \| 0.0030 \| 0.0672 \| \| 1.2031 \| 10.86 \| 3520 \| 2.0510 \| 0.0778 \| 0.1581 \| 0.2756 \| 0.3086 \| 0.0006 \| 0.2346 \| 0.0 \| 0.5085 \| 0.0034 \| 0.0514 \| 0.1786 \| 0.0006 \| 0.0630 \| 0.0 \| 0.2522 \| 0.0032 \| 0.0468 \| \| 0.6744 \| 10.93 \| 3540 \| 2.0232 \| 0.0796 \| 0.1606 \| 0.2789 \| 0.4825 \| 0.0004 \| 0.2323 \| 0.0 \| 0.3468 \| 0.0000 \| 0.0619 \| 0.2309 \| 0.0004 \| 0.0652 \| 0.0 \| 0.2057 \| 0.0000 \| 0.0553 \| \| 1.27 \| 10.99 \| 3560 \| 2.0996 \| 0.0724 \| 0.1569 \| 0.2714 \| 0.6372 \| 0.0003 \| 0.2248 \| 0.0 \| 0.1752 \| 0.0000 \| 0.0606 \| 0.2624 \| 0.0003 \| 0.0620 \| 0.0 \| 0.1287 \| 0.0000 \| 0.0534 \| \| 1.3063 \| 11.05 \| 3580 \| 2.1325 \| 0.0740 \| 0.1555 \| 0.2585 \| 0.3970 \| 0.0004 \| 0.2831 \| 0.0 \| 0.3642 \| 0.0011 \| 0.0425 \| 0.2096 \| 0.0004 \| 0.0649 \| 0.0 \| 0.2029 \| 0.0010 \| 0.0390 \| \| 1.3692 \| 11.11 \| 3600 \| 2.0786 \| 0.0778 \| 0.1553 \| 0.2532 \| 0.2623 \| 0.0008 \| 0.2545 \| 0.0 \| 0.4489 \| 0.0137 \| 0.1065 \| 0.1561 \| 0.0008 \| 0.0623 \| 0.0 \| 0.2318 \| 0.0118 \| 0.0817 \| \| 1.2372 \| 11.17 \| 3620 \| 2.0634 \| 0.0772 \| 0.1478 \| 0.2616 \| 0.3792 \| 0.0003 \| 0.1621 \| 0.0 \| 0.3857 \| 0.0110 \| 0.0964 \| 0.1896 \| 0.0003 \| 0.0523 \| 0.0 \| 0.2156 \| 0.0096 \| 0.0732 \| \| 1.0105 \| 11.23 \| 3640 \| 2.1236 \| 0.0732 \| 0.1559 \| 0.2283 \| 0.2241 \| 0.0003 \| 0.3615 \| 0.0 \| 0.3857 \| 0.0079 \| 0.1117 \| 0.1409 \| 0.0003 \| 0.0608 \| 0.0 \| 0.2217 \| 0.0074 \| 0.0812 \| \| 1.9306 \| 11.3 \| 3660 \| 2.1294 \| 0.0722 \| 0.1487 \| 0.2748 \| 0.2860 \| 0.0010 \| 0.1749 \| 0.0 \| 0.5540 \| 0.0066 \| 0.0186 \| 0.1663 \| 0.0010 \| 0.0528 \| 0.0 \| 0.2616 \| 0.0061 \| 0.0176 \| \| 1.633 \| 11.36 \| 3680 \| 2.0350 \| 0.0780 \| 0.1545 \| 0.2601 \| 0.4845 \| 0.0012 \| 0.2225 \| 0.0 \| 0.2733 \| 0.0279 \| 0.0722 \| 0.2241 \| 0.0012 \| 0.0582 \| 0.0 \| 0.1784 \| 0.0218 \| 0.0623 \| \| 2.3389 \| 11.42 \| 3700 \| 2.2283 \| 0.0718 \| 0.1501 \| 0.2615 \| 0.3625 \| 0.0009 \| 0.2357 \| 0.0 \| 0.4259 \| 0.0083 \| 0.0174 \| 0.1911 \| 0.0009 \| 0.0614 \| 0.0 \| 0.2249 \| 0.0075 \| 0.0169 \| \| 0.9497 \| 11.48 \| 3720 \| 2.0957 \| 0.0750 \| 0.1558 \| 0.2605 \| 0.4472 \| 0.0010 \| 0.2686 \| 0.0 \| 0.3232 \| 0.0139 \| 0.0368 \| 0.2207 \| 0.0010 \| 0.0657 \| 0.0 \| 0.1910 \| 0.0119 \| 0.0347 \| \| 1.0872 \| 11.54 \| 3740 \| 2.0729 \| 0.0750 \| 0.1530 \| 0.2504 \| 0.4257 \| 0.0005 \| 0.2633 \| 0.0 \| 0.2954 \| 0.0091 \| 0.0770 \| 0.2107 \| 0.0005 \| 0.0617 \| 0.0 \| 0.1786 \| 0.0081 \| 0.0653 \| \| 1.6307 \| 11.6 \| 3760 \| 2.1525 \| 0.0725 \| 0.1500 \| 0.2580 \| 0.3437 \| 0.0004 \| 0.2405 \| 0.0 \| 0.4251 \| 0.0088 \| 0.0314 \| 0.1890 \| 0.0004 \| 0.0595 \| 0.0 \| 0.2216 \| 0.0078 \| 0.0295 \| \| 1.1446 \| 11.67 \| 3780 \| 2.0838 \| 0.0730 \| 0.1432 \| 0.2639 \| 0.4860 \| 0.0013 \| 0.1291 \| 0.0 \| 0.3205 \| 0.0394 \| 0.0261 \| 0.2233 \| 0.0013 \| 0.0469 \| 0.0 \| 0.1876 \| 0.0282 \| 0.0240 \| \| 0.7505 \| 11.73 \| 3800 \| 2.1509 \| 0.0777 \| 0.1576 \| 0.2570 \| 0.3543 \| 0.0029 \| 0.2799 \| 0.0 \| 0.3926 \| 0.0350 \| 0.0385 \| 0.1980 \| 0.0028 \| 0.0642 \| 0.0 \| 0.2178 \| 0.0260 \| 0.0348 \| \| 0.7086 \| 11.79 \| 3820 \| 2.1302 \| 0.0721 \| 0.1548 \| 0.2545 \| 0.4882 \| 0.0014 \| 0.2913 \| 0.0 \| 0.2664 \| 0.0123 \| 0.0243 \| 0.2336 \| 0.0014 \| 0.0624 \| 0.0 \| 0.1740 \| 0.0107 \| 0.0223 \| \| 0.7406 \| 11.85 \| 3840 \| 2.2233 \| 0.0703 \| 0.1604 \| 0.2397 \| 0.2943 \| 0.0012 \| 0.4126 \| 0.0 \| 0.3886 \| 0.0086 \| 0.0175 \| 0.1794 \| 0.0012 \| 0.0681 \| 0.0 \| 0.2192 \| 0.0078 \| 0.0165 \| \| 1.1488 \| 11.91 \| 3860 \| 2.2180 \| 0.0708 \| 0.1579 \| 0.2727 \| 0.1719 \| 0.0009 \| 0.2649 \| 0.0 \| 0.6405 \| 0.0102 \| 0.0167 \| 0.1269 \| 0.0009 \| 0.0615 \| 0.0 \| 0.2814 \| 0.0091 \| 0.0158 \| \| 0.8223 \| 11.98 \| 3880 \| 2.1216 \| 0.0751 \| 0.1591 \| 0.2777 \| 0.2202 \| 0.0008 \| 0.2433 \| 0.0 \| 0.6067 \| 0.0124 \| 0.0303 \| 0.1482 \| 0.0008 \| 0.0644 \| 0.0 \| 0.2741 \| 0.0109 \| 0.0276 \| \| 0.9241 \| 12.04 \| 3900 \| 2.0549 \| 0.0744 \| 0.1468 \| 0.2704 \| 0.4414 \| 0.0009 \| 0.1536 \| 0.0 \| 0.3833 \| 0.0127 \| 0.0356 \| 0.2117 \| 0.0009 \| 0.0540 \| 0.0 \| 0.2111 \| 0.0110 \| 0.0317 \| \| 0.9703 \| 12.1 \| 3920 \| 2.1931 \| 0.0690 \| 0.1506 \| 0.2489 \| 0.2316 \| 0.0006 \| 0.2889 \| 0.0 \| 0.4976 \| 0.0071 \| 0.0285 \| 0.1491 \| 0.0006 \| 0.0613 \| 0.0 \| 0.2389 \| 0.0064 \| 0.0267 \| \| 0.9549 \| 12.16 \| 3940 \| 2.1163 \| 0.0750 \| 0.1518 \| 0.2520 \| 0.2759 \| 0.0016 \| 0.2498 \| 0.0 \| 0.4530 \| 0.0260 \| 0.0560 \| 0.1643 \| 0.0016 \| 0.0605 \| 0.0 \| 0.2283 \| 0.0200 \| 0.0506 \| \| 1.3023 \| 12.22 \| 3960 \| 2.0031 \| 0.0835 \| 0.1598 \| 0.2671 \| 0.3849 \| 0.0023 \| 0.2225 \| 0.0 \| 0.3828 \| 0.0458 \| 0.0804 \| 0.2012 \| 0.0022 \| 0.0657 \| 0.0 \| 0.2148 \| 0.0320 \| 0.0686 \| \| 0.6719 \| 12.28 \| 3980 \| 2.0786 \| 0.0788 \| 0.1512 \| 0.2653 \| 0.3172 \| 0.0025 \| 0.1793 \| 0.0 \| 0.4592 \| 0.0214 \| 0.0789 \| 0.1745 \| 0.0024 \| 0.0547 \| 0.0 \| 0.2378 \| 0.0170 \| 0.0650 \| \| 1.0164 \| 12.35 \| 4000 \| 2.0558 \| 0.0854 \| 0.1581 \| 0.2739 \| 0.2604 \| 0.0021 \| 0.1465 \| 0.0 \| 0.5070 \| 0.0320 \| 0.1584 \| 0.1581 \| 0.0021 \| 0.0472 \| 0.0 \| 0.2554 \| 0.0244 \| 0.1109 \| \| 1.1969 \| 12.41 \| 4020 \| 2.1007 \| 0.0780 \| 0.1568 \| 0.2481 \| 0.4571 \| 0.0019 \| 0.2707 \| 0.0 \| 0.2414 \| 0.0358 \| 0.0908 \| 0.2182 \| 0.0019 \| 0.0619 \| 0.0 \| 0.1630 \| 0.0267 \| 0.0744 \| \| 1.5241 \| 12.47 \| 4040 \| 2.2174 \| 0.0766 \| 0.1601 \| 0.2443 \| 0.2975 \| 0.0020 \| 0.3451 \| 0.0 \| 0.3796 \| 0.0111 \| 0.0857 \| 0.1720 \| 0.0020 \| 0.0682 \| 0.0 \| 0.2138 \| 0.0096 \| 0.0703 \| \| 1.1074 \| 12.53 \| 4060 \| 2.1514 \| 0.0749 \| 0.1529 \| 0.2505 \| 0.3863 \| 0.0012 \| 0.2692 \| 0.0 \| 0.3411 \| 0.0208 \| 0.0517 \| 0.1973 \| 0.0012 \| 0.0630 \| 0.0 \| 0.1996 \| 0.0167 \| 0.0468 \| \| 1.1782 \| 12.59 \| 4080 \| 2.2529 \| 0.0734 \| 0.1534 \| 0.2457 \| 0.3678 \| 0.0007 \| 0.3026 \| 0.0 \| 0.3410 \| 0.0110 \| 0.0505 \| 0.1923 \| 0.0007 \| 0.0616 \| 0.0 \| 0.2034 \| 0.0094 \| 0.0462 \| \| 1.3994 \| 12.65 \| 4100 \| 2.2668 \| 0.0701 \| 0.1545 \| 0.2284 \| 0.3260 \| 0.0009 \| 0.3823 \| 0.0 \| 0.3103 \| 0.0075 \| 0.0545 \| 0.1809 \| 0.0009 \| 0.0638 \| 0.0 \| 0.1891 \| 0.0067 \| 0.0494 \| \| 1.359 \| 12.72 \| 4120 \| 2.0507 \| 0.0823 \| 0.1601 \| 0.2662 \| 0.3834 \| 0.0008 \| 0.2417 \| 0.0 \| 0.3756 \| 0.0111 \| 0.1080 \| 0.2014 \| 0.0008 \| 0.0598 \| 0.0 \| 0.2176 \| 0.0099 \| 0.0864 \| \| 0.9446 \| 12.78 \| 4140 \| 2.1591 \| 0.0823 \| 0.1626 \| 0.2673 \| 0.2617 \| 0.0015 \| 0.2605 \| 0.0 \| 0.4949 \| 0.0210 \| 0.0986 \| 0.1592 \| 0.0015 \| 0.0646 \| 0.0 \| 0.2539 \| 0.0172 \| 0.0794 \| \| 0.9854 \| 12.84 \| 4160 \| 2.1391 \| 0.0810 \| 0.1667 \| 0.2723 \| 0.2060 \| 0.0007 \| 0.2916 \| 0.0 \| 0.5659 \| 0.0152 \| 0.0874 \| 0.1366 \| 0.0007 \| 0.0691 \| 0.0 \| 0.2725 \| 0.0127 \| 0.0755 \| \| 1.5397 \| 12.9 \| 4180 \| 2.2761 \| 0.0762 \| 0.1578 \| 0.2572 \| 0.2960 \| 0.0008 \| 0.2948 \| 0.0 \| 0.4433 \| 0.0022 \| 0.0676 \| 0.1710 \| 0.0008 \| 0.0646 \| 0.0 \| 0.2367 \| 0.0020 \| 0.0582 \| \| 0.8609 \| 12.96 \| 4200 \| 2.1571 \| 0.0764 \| 0.1554 \| 0.2645 \| 0.1929 \| 0.0035 \| 0.2246 \| 0.0 \| 0.5650 \| 0.0047 \| 0.0970 \| 0.1277 \| 0.0035 \| 0.0565 \| 0.0 \| 0.2633 \| 0.0042 \| 0.0800 \| \| 1.0142 \| 13.02 \| 4220 \| 2.1553 \| 0.0759 \| 0.1548 \| 0.2640 \| 0.2389 \| 0.0015 \| 0.2412 \| 0.0 \| 0.5296 \| 0.0056 \| 0.0671 \| 0.1504 \| 0.0015 \| 0.0569 \| 0.0 \| 0.2590 \| 0.0050 \| 0.0582 \| \| 1.3041 \| 13.09 \| 4240 \| 2.1012 \| 0.0783 \| 0.1567 \| 0.2599 \| 0.3092 \| 0.0015 \| 0.2589 \| 0.0 \| 0.4355 \| 0.0033 \| 0.0886 \| 0.1745 \| 0.0015 \| 0.0611 \| 0.0 \| 0.2341 \| 0.0030 \| 0.0737 \| \| 1.0004 \| 13.15 \| 4260 \| 2.0344 \| 0.0780 \| 0.1509 \| 0.2633 \| 0.3395 \| 0.0016 \| 0.1898 \| 0.0 \| 0.4278 \| 0.0058 \| 0.0921 \| 0.1785 \| 0.0016 \| 0.0555 \| 0.0 \| 0.2288 \| 0.0050 \| 0.0765 \| \| 1.4076 \| 13.21 \| 4280 \| 2.0499 \| 0.0805 \| 0.1627 \| 0.2607 \| 0.2586 \| 0.0018 \| 0.2915 \| 0.0 \| 0.4687 \| 0.0045 \| 0.1138 \| 0.1573 \| 0.0018 \| 0.0651 \| 0.0 \| 0.2439 \| 0.0041 \| 0.0914 \| \| 1.3287 \| 13.27 \| 4300 \| 2.2279 \| 0.0727 \| 0.1555 \| 0.2567 \| 0.3893 \| 0.0012 \| 0.2990 \| 0.0 \| 0.3695 \| 0.0036 \| 0.0261 \| 0.1999 \| 0.0012 \| 0.0681 \| 0.0 \| 0.2114 \| 0.0032 \| 0.0248 \| \| 1.526 \| 13.33 \| 4320 \| 2.2346 \| 0.0789 \| 0.1623 \| 0.2601 \| 0.2691 \| 0.0024 \| 0.3093 \| 0.0 \| 0.4702 \| 0.0138 \| 0.0713 \| 0.1639 \| 0.0024 \| 0.0687 \| 0.0 \| 0.2416 \| 0.0113 \| 0.0643 \| \| 0.8717 \| 13.4 \| 4340 \| 2.2357 \| 0.0773 \| 0.1601 \| 0.2808 \| 0.1789 \| 0.0007 \| 0.2154 \| 0.0 \| 0.6397 \| 0.0027 \| 0.0833 \| 0.1268 \| 0.0007 \| 0.0584 \| 0.0 \| 0.2796 \| 0.0025 \| 0.0729 \| \| 0.8392 \| 13.46 \| 4360 \| 2.1065 \| 0.0789 \| 0.1583 \| 0.2643 \| 0.3437 \| 0.0027 \| 0.2615 \| 0.0 \| 0.4226 \| 0.0056 \| 0.0717 \| 0.1885 \| 0.0027 \| 0.0637 \| 0.0 \| 0.2280 \| 0.0049 \| 0.0646 \| \| 1.0749 \| 13.52 \| 4380 \| 2.1874 \| 0.0804 \| 0.1650 \| 0.2444 \| 0.2414 \| 0.0057 \| 0.3572 \| 0.0 \| 0.4164 \| 0.0262 \| 0.1079 \| 0.1494 \| 0.0056 \| 0.0663 \| 0.0 \| 0.2323 \| 0.0211 \| 0.0884 \| \| 1.0865 \| 13.58 \| 4400 \| 2.1953 \| 0.0794 \| 0.1606 \| 0.2826 \| 0.2001 \| 0.0046 \| 0.2046 \| 0.0 \| 0.6265 \| 0.0103 \| 0.0778 \| 0.1341 \| 0.0045 \| 0.0579 \| 0.0 \| 0.2811 \| 0.0093 \| 0.0692 \| \| 1.2582 \| 13.64 \| 4420 \| 2.1724 \| 0.0739 \| 0.1536 \| 0.2640 \| 0.3085 \| 0.0020 \| 0.2492 \| 0.0 \| 0.4781 \| 0.0097 \| 0.0277 \| 0.1744 \| 0.0020 \| 0.0616 \| 0.0 \| 0.2441 \| 0.0086 \| 0.0266 \| \| 0.6317 \| 13.7 \| 4440 \| 2.1477 \| 0.0791 \| 0.1589 \| 0.2634 \| 0.3513 \| 0.0017 \| 0.2662 \| 0.0 \| 0.4077 \| 0.0034 \| 0.0817 \| 0.1898 \| 0.0017 \| 0.0634 \| 0.0 \| 0.2250 \| 0.0031 \| 0.0708 \| \| 0.831 \| 13.77 \| 4460 \| 2.1511 \| 0.0830 \| 0.1677 \| 0.2628 \| 0.2340 \| 0.0027 \| 0.3152 \| 0.0 \| 0.4896 \| 0.0164 \| 0.1163 \| 0.1514 \| 0.0027 \| 0.0673 \| 0.0 \| 0.2512 \| 0.0138 \| 0.0946 \| \| 0.9488 \| 13.83 \| 4480 \| 2.1286 \| 0.0800 \| 0.1544 \| 0.2856 \| 0.2357 \| 0.0008 \| 0.1262 \| 0.0 \| 0.6090 \| 0.0210 \| 0.0885 \| 0.1515 \| 0.0008 \| 0.0479 \| 0.0 \| 0.2654 \| 0.0177 \| 0.0767 \| \| 1.334 \| 13.89 \| 4500 \| 2.0940 \| 0.0798 \| 0.1557 \| 0.2968 \| 0.2063 \| 0.0012 \| 0.0936 \| 0.0 \| 0.6819 \| 0.0293 \| 0.0776 \| 0.1404 \| 0.0012 \| 0.0442 \| 0.0 \| 0.2820 \| 0.0226 \| 0.0683 \| \| 1.9654 \| 13.95 \| 4520 \| 2.3288 \| 0.0756 \| 0.1672 \| 0.2308 \| 0.3138 \| 0.0010 \| 0.4540 \| 0.0 \| 0.2946 \| 0.0065 \| 0.1008 \| 0.1802 \| 0.0010 \| 0.0709 \| 0.0 \| 0.1874 \| 0.0059 \| 0.0835 \| \| 0.8745 \| 14.01 \| 4540 \| 2.6084 \| 0.0690 \| 0.1758 \| 0.1963 \| 0.2431 \| 0.0006 \| 0.6515 \| 0.0 \| 0.2030 \| 0.0024 \| 0.1298 \| 0.1544 \| 0.0006 \| 0.0736 \| 0.0 \| 0.1495 \| 0.0022 \| 0.1030 \| \| 0.7627 \| 14.07 \| 4560 \| 2.0895 \| 0.0839 \| 0.1665 \| 0.2652 \| 0.2337 \| 0.0012 \| 0.2837 \| 0.0 \| 0.4963 \| 0.0217 \| 0.1292 \| 0.1540 \| 0.0012 \| 0.0649 \| 0.0 \| 0.2485 \| 0.0180 \| 0.1005 \| \| 1.063 \| 14.14 \| 4580 \| 2.1317 \| 0.0832 \| 0.1657 \| 0.2647 \| 0.3674 \| 0.0015 \| 0.2987 \| 0.0 \| 0.3783 \| 0.0149 \| 0.0990 \| 0.2011 \| 0.0015 \| 0.0678 \| 0.0 \| 0.2165 \| 0.0127 \| 0.0831 \| \| 1.2806 \| 14.2 \| 4600 \| 2.2320 \| 0.0814 \| 0.1709 \| 0.2574 \| 0.2909 \| 0.0004 \| 0.3807 \| 0.0 \| 0.4124 \| 0.0021 \| 0.1100 \| 0.1785 \| 0.0004 \| 0.0725 \| 0.0 \| 0.2285 \| 0.0019 \| 0.0882 \| \| 1.1727 \| 14.26 \| 4620 \| 2.1985 \| 0.0822 \| 0.1718 \| 0.2654 \| 0.2000 \| 0.0004 \| 0.3439 \| 0.0 \| 0.5226 \| 0.0059 \| 0.1299 \| 0.1419 \| 0.0004 \| 0.0710 \| 0.0 \| 0.2557 \| 0.0053 \| 0.1013 \| \| 0.6867 \| 14.32 \| 4640 \| 2.1458 \| 0.0808 \| 0.1559 \| 0.2814 \| 0.3048 \| 0.0007 \| 0.1624 \| 0.0 \| 0.5328 \| 0.0336 \| 0.0570 \| 0.1787 \| 0.0007 \| 0.0537 \| 0.0 \| 0.2530 \| 0.0273 \| 0.0522 \| \| 1.3208 \| 14.38 \| 4660 \| 2.1695 \| 0.0761 \| 0.1635 \| 0.2547 \| 0.3039 \| 0.0010 \| 0.3605 \| 0.0 \| 0.4223 \| 0.0077 \| 0.0491 \| 0.1805 \| 0.0010 \| 0.0700 \| 0.0 \| 0.2286 \| 0.0069 \| 0.0457 \| \| 0.759 \| 14.44 \| 4680 \| 2.1874 \| 0.0781 \| 0.1595 \| 0.2626 \| 0.3484 \| 0.0011 \| 0.2824 \| 0.0 \| 0.4141 \| 0.0171 \| 0.0535 \| 0.1921 \| 0.0010 \| 0.0679 \| 0.0 \| 0.2212 \| 0.0147 \| 0.0499 \| \| 0.9541 \| 14.51 \| 4700 \| 2.2597 \| 0.0754 \| 0.1678 \| 0.2402 \| 0.3435 \| 0.0011 \| 0.4417 \| 0.0 \| 0.3128 \| 0.0046 \| 0.0705 \| 0.1944 \| 0.0011 \| 0.0746 \| 0.0 \| 0.1898 \| 0.0041 \| 0.0636 \| \| 1.077 \| 14.57 \| 4720 \| 2.2937 \| 0.0776 \| 0.1705 \| 0.2417 \| 0.3362 \| 0.0013 \| 0.4473 \| 0.0 \| 0.3138 \| 0.0027 \| 0.0922 \| 0.1949 \| 0.0013 \| 0.0736 \| 0.0 \| 0.1898 \| 0.0024 \| 0.0815 \| \| 0.7476 \| 14.63 \| 4740 \| 2.1791 \| 0.0823 \| 0.1749 \| 0.2614 \| 0.2164 \| 0.0026 \| 0.3970 \| 0.0 \| 0.4949 \| 0.0120 \| 0.1017 \| 0.1498 \| 0.0026 \| 0.0754 \| 0.0 \| 0.2491 \| 0.0103 \| 0.0888 \| \| 0.7537 \| 14.69 \| 4760 \| 2.1591 \| 0.0830 \| 0.1680 \| 0.2883 \| 0.2016 \| 0.0022 \| 0.2393 \| 0.0 \| 0.6310 \| 0.0130 \| 0.0893 \| 0.1408 \| 0.0022 \| 0.0670 \| 0.0 \| 0.2810 \| 0.0112 \| 0.0787 \| \| 0.9401 \| 14.75 \| 4780 \| 2.2171 \| 0.0814 \| 0.1633 \| 0.2794 \| 0.2686 \| 0.0010 \| 0.2419 \| 0.0 \| 0.5426 \| 0.0073 \| 0.0815 \| 0.1668 \| 0.0009 \| 0.0670 \| 0.0 \| 0.2573 \| 0.0066 \| 0.0713 \| \| 1.4825 \| 14.81 \| 4800 \| 2.2918 \| 0.0804 \| 0.1748 \| 0.2514 \| 0.1990 \| 0.0007 \| 0.4249 \| 0.0 \| 0.4638 \| 0.0055 \| 0.1294 \| 0.1376 \| 0.0007 \| 0.0765 \| 0.0 \| 0.2383 \| 0.0051 \| 0.1043 \| \| 1.5315 \| 14.88 \| 4820 \| 2.2368 \| 0.0759 \| 0.1673 \| 0.2741 \| 0.1583 \| 0.0009 \| 0.3138 \| 0.0 \| 0.6324 \| 0.0206 \| 0.0448 \| 0.1173 \| 0.0009 \| 0.0723 \| 0.0 \| 0.2811 \| 0.0175 \| 0.0419 \| \| 0.6694 \| 14.94 \| 4840 \| 2.2276 \| 0.0750 \| 0.1579 \| 0.2677 \| 0.2687 \| 0.0008 \| 0.2656 \| 0.0 \| 0.5240 \| 0.0261 \| 0.0201 \| 0.1621 \| 0.0008 \| 0.0706 \| 0.0 \| 0.2499 \| 0.0221 \| 0.0194 \| \| 0.5532 \| 15.0 \| 4860 \| 2.2059 \| 0.0768 \| 0.1597 \| 0.2568 \| 0.2629 \| 0.0009 \| 0.3018 \| 0.0 \| 0.4715 \| 0.0253 \| 0.0556 \| 0.1590 \| 0.0009 \| 0.0716 \| 0.0 \| 0.2341 \| 0.0209 \| 0.0510 \| \| 1.1434 \| 15.06 \| 4880 \| 2.1645 \| 0.0786 \| 0.1559 \| 0.2810 \| 0.1998 \| 0.0007 \| 0.1559 \| 0.0 \| 0.6297 \| 0.0449 \| 0.0602 \| 0.1322 \| 0.0007 \| 0.0576 \| 0.0 \| 0.2724 \| 0.0337 \| 0.0539 \| \| 0.7281 \| 15.12 \| 4900 \| 2.1246 \| 0.0795 \| 0.1604 \| 0.2728 \| 0.2061 \| 0.0021 \| 0.2260 \| 0.0 \| 0.5843 \| 0.0452 \| 0.0587 \| 0.1361 \| 0.0021 \| 0.0672 \| 0.0 \| 0.2649 \| 0.0338 \| 0.0524 \| \| 0.7997 \| 15.19 \| 4920 \| 2.1387 \| 0.0768 \| 0.1635 \| 0.2565 \| 0.2576 \| 0.0013 \| 0.3407 \| 0.0 \| 0.4709 \| 0.0210 \| 0.0530 \| 0.1578 \| 0.0012 \| 0.0764 \| 0.0 \| 0.2350 \| 0.0180 \| 0.0489 \| \| 0.5646 \| 15.25 \| 4940 \| 2.1413 \| 0.0784 \| 0.1603 \| 0.2464 \| 0.3245 \| 0.0017 \| 0.3213 \| 0.0 \| 0.3595 \| 0.0311 \| 0.0843 \| 0.1778 \| 0.0017 \| 0.0759 \| 0.0 \| 0.1966 \| 0.0253 \| 0.0716 \| \| 0.4032 \| 15.31 \| 4960 \| 2.1944 \| 0.0809 \| 0.1593 \| 0.2785 \| 0.2081 \| 0.0019 \| 0.1873 \| 0.0 \| 0.6003 \| 0.0385 \| 0.0792 \| 0.1350 \| 0.0019 \| 0.0651 \| 0.0 \| 0.2665 \| 0.0304 \| 0.0677 \| \| 0.7978 \| 15.37 \| 4980 \| 2.2428 \| 0.0778 \| 0.1584 \| 0.2557 \| 0.2508 \| 0.0014 \| 0.2733 \| 0.0 \| 0.4786 \| 0.0533 \| 0.0516 \| 0.1558 \| 0.0014 \| 0.0689 \| 0.0 \| 0.2322 \| 0.0383 \| 0.0483 \| \| 0.6538 \| 15.43 \| 5000 \| 2.1427 \| 0.0822 \| 0.1589 \| 0.2563 \| 0.3499 \| 0.0021 \| 0.2385 \| 0.0 \| 0.3746 \| 0.0762 \| 0.0713 \| 0.1912 \| 0.0020 \| 0.0684 \| 0.0 \| 0.2017 \| 0.0470 \| 0.0653 \| \| 0.84 \| 15.49 \| 5020 \| 2.2383 \| 0.0806 \| 0.1633 \| 0.2657 \| 0.2757 \| 0.0007 \| 0.2852 \| 0.0 \| 0.4837 \| 0.0315 \| 0.0663 \| 0.1671 \| 0.0007 \| 0.0714 \| 0.0 \| 0.2370 \| 0.0265 \| 0.0613 \| \| 0.9228 \| 15.56 \| 5040 \| 2.2805 \| 0.0794 \| 0.1707 \| 0.2289 \| 0.3228 \| 0.0010 \| 0.4524 \| 0.0 \| 0.2657 \| 0.0492 \| 0.1041 \| 0.1856 \| 0.0010 \| 0.0719 \| 0.0 \| 0.1717 \| 0.0368 \| 0.0890 \| \| 1.3498 \| 15.62 \| 5060 \| 2.4028 \| 0.0721 \| 0.1633 \| 0.2243 \| 0.2297 \| 0.0015 \| 0.4570 \| 0.0 \| 0.3630 \| 0.0121 \| 0.0795 \| 0.1439 \| 0.0015 \| 0.0713 \| 0.0 \| 0.2058 \| 0.0107 \| 0.0713 \| \| 0.5784 \| 15.68 \| 5080 \| 2.3896 \| 0.0706 \| 0.1656 \| 0.2531 \| 0.1256 \| 0.0012 \| 0.3872 \| 0.0 \| 0.5848 \| 0.0164 \| 0.0440 \| 0.0933 \| 0.0012 \| 0.0757 \| 0.0 \| 0.2680 \| 0.0142 \| 0.0415 \| \| 1.091 \| 15.74 \| 5100 \| 2.2277 \| 0.0770 \| 0.1606 \| 0.2758 \| 0.2213 \| 0.0005 \| 0.2489 \| 0.0 \| 0.5897 \| 0.0192 \| 0.0447 \| 0.1409 \| 0.0005 \| 0.0692 \| 0.0 \| 0.2697 \| 0.0169 \| 0.0418 \| \| 0.5851 \| 15.8 \| 5120 \| 2.2066 \| 0.0738 \| 0.1553 \| 0.2449 \| 0.4165 \| 0.0015 \| 0.3097 \| 0.0 \| 0.2830 \| 0.0136 \| 0.0631 \| 0.2057 \| 0.0015 \| 0.0675 \| 0.0 \| 0.1723 \| 0.0120 \| 0.0578 \| \| 1.0812 \| 15.86 \| 5140 \| 2.1555 \| 0.0803 \| 0.1598 \| 0.2510 \| 0.3111 \| 0.0020 \| 0.2889 \| 0.0 \| 0.3887 \| 0.0381 \| 0.0895 \| 0.1770 \| 0.0019 \| 0.0659 \| 0.0 \| 0.2117 \| 0.0299 \| 0.0759 \| \| 1.0195 \| 15.93 \| 5160 \| 2.3062 \| 0.0754 \| 0.1603 \| 0.2421 \| 0.2181 \| 0.0017 \| 0.3517 \| 0.0 \| 0.4513 \| 0.0347 \| 0.0650 \| 0.1435 \| 0.0017 \| 0.0671 \| 0.0 \| 0.2293 \| 0.0275 \| 0.0585 \| \| 1.211 \| 15.99 \| 5180 \| 2.1650 \| 0.0796 \| 0.1555 \| 0.2557 \| 0.3756 \| 0.0008 \| 0.2385 \| 0.0 \| 0.3570 \| 0.0434 \| 0.0729 \| 0.1999 \| 0.0008 \| 0.0599 \| 0.0 \| 0.1984 \| 0.0335 \| 0.0646 \| \| 0.9168 \| 16.05 \| 5200 \| 2.2366 \| 0.0795 \| 0.1598 \| 0.2352 \| 0.3873 \| 0.0018 \| 0.3149 \| 0.0000 \| 0.2412 \| 0.0588 \| 0.1147 \| 0.2019 \| 0.0017 \| 0.0639 \| 0.0000 \| 0.1560 \| 0.0409 \| 0.0920 \| \| 1.0228 \| 16.11 \| 5220 \| 2.1563 \| 0.0801 \| 0.1560 \| 0.2519 \| 0.3567 \| 0.0012 \| 0.2499 \| 0.0 \| 0.3496 \| 0.0267 \| 0.1078 \| 0.1902 \| 0.0012 \| 0.0597 \| 0.0 \| 0.1978 \| 0.0222 \| 0.0896 \| \| 1.5907 \| 16.17 \| 5240 \| 2.2504 \| 0.0791 \| 0.1571 \| 0.2443 \| 0.4074 \| 0.0024 \| 0.2794 \| 0.0000 \| 0.2715 \| 0.0461 \| 0.0929 \| 0.2093 \| 0.0023 \| 0.0626 \| 0.0000 \| 0.1656 \| 0.0338 \| 0.0800 \| \| 0.9105 \| 16.23 \| 5260 \| 2.1652 \| 0.0784 \| 0.1496 \| 0.2639 \| 0.3407 \| 0.0016 \| 0.1640 \| 0.0 \| 0.4354 \| 0.0386 \| 0.0669 \| 0.1864 \| 0.0016 \| 0.0529 \| 0.0 \| 0.2194 \| 0.0293 \| 0.0594 \| \| 1.1089 \| 16.3 \| 5280 \| 2.3040 \| 0.0777 \| 0.1595 \| 0.2450 \| 0.3163 \| 0.0018 \| 0.3274 \| 0.0 \| 0.3684 \| 0.0354 \| 0.0675 \| 0.1826 \| 0.0018 \| 0.0663 \| 0.0 \| 0.2064 \| 0.0266 \| 0.0603 \| \| 0.7391 \| 16.36 \| 5300 \| 2.1224 \| 0.0816 \| 0.1627 \| 0.2672 \| 0.3403 \| 0.0025 \| 0.2704 \| 0.0000 \| 0.4322 \| 0.0416 \| 0.0517 \| 0.1937 \| 0.0025 \| 0.0694 \| 0.0000 \| 0.2263 \| 0.0315 \| 0.0478 \| \| 1.4772 \| 16.42 \| 5320 \| 2.2288 \| 0.0799 \| 0.1655 \| 0.2555 \| 0.3301 \| 0.0019 \| 0.3456 \| 0.0 \| 0.3894 \| 0.0284 \| 0.0630 \| 0.1922 \| 0.0019 \| 0.0719 \| 0.0 \| 0.2140 \| 0.0228 \| 0.0566 \| \| 0.8663 \| 16.48 \| 5340 \| 2.2519 \| 0.0792 \| 0.1605 \| 0.2654 \| 0.2623 \| 0.0011 \| 0.2651 \| 0.0 \| 0.5035 \| 0.0386 \| 0.0531 \| 0.1653 \| 0.0011 \| 0.0693 \| 0.0 \| 0.2404 \| 0.0291 \| 0.0490 \| \| 0.807 \| 16.54 \| 5360 \| 2.1716 \| 0.0839 \| 0.1708 \| 0.2482 \| 0.2503 \| 0.0055 \| 0.3670 \| 0.0000 \| 0.4089 \| 0.0552 \| 0.1085 \| 0.1609 \| 0.0054 \| 0.0749 \| 0.0000 \| 0.2194 \| 0.0373 \| 0.0895 \| \| 1.2995 \| 16.6 \| 5380 \| 2.2017 \| 0.0765 \| 0.1619 \| 0.2397 \| 0.3739 \| 0.0052 \| 0.3696 \| 0.0 \| 0.2898 \| 0.0288 \| 0.0657 \| 0.2020 \| 0.0051 \| 0.0706 \| 0.0 \| 0.1772 \| 0.0225 \| 0.0580 \| \| 1.6926 \| 16.67 \| 5400 \| 2.1448 \| 0.0802 \| 0.1536 \| 0.2727 \| 0.3279 \| 0.0024 \| 0.1642 \| 0.0000 \| 0.4800 \| 0.0502 \| 0.0507 \| 0.1828 \| 0.0024 \| 0.0569 \| 0.0000 \| 0.2363 \| 0.0369 \| 0.0463 \| \| 0.615 \| 16.73 \| 5420 \| 2.1582 \| 0.0812 \| 0.1592 \| 0.2477 \| 0.3167 \| 0.0027 \| 0.2725 \| 0.0000 \| 0.3695 \| 0.0727 \| 0.0805 \| 0.1825 \| 0.0027 \| 0.0657 \| 0.0000 \| 0.2016 \| 0.0468 \| 0.0687 \| \| 1.1683 \| 16.79 \| 5440 \| 2.2769 \| 0.0745 \| 0.1572 \| 0.2418 \| 0.3650 \| 0.0024 \| 0.3340 \| 0.0 \| 0.3205 \| 0.0325 \| 0.0464 \| 0.1963 \| 0.0024 \| 0.0700 \| 0.0 \| 0.1839 \| 0.0260 \| 0.0426 \| \| 1.0384 \| 16.85 \| 5460 \| 2.2634 \| 0.0776 \| 0.1595 \| 0.2526 \| 0.2786 \| 0.0021 \| 0.3045 \| 0.0 \| 0.4342 \| 0.0226 \| 0.0743 \| 0.1660 \| 0.0021 \| 0.0697 \| 0.0 \| 0.2204 \| 0.0197 \| 0.0655 \| \| 0.8 \| 16.91 \| 5480 \| 2.2689 \| 0.0758 \| 0.1561 \| 0.2496 \| 0.3065 \| 0.0021 \| 0.2948 \| 0.0 \| 0.4053 \| 0.0228 \| 0.0615 \| 0.1725 \| 0.0021 \| 0.0704 \| 0.0 \| 0.2100 \| 0.0197 \| 0.0557 \| \| 1.2025 \| 16.98 \| 5500 \| 2.2615 \| 0.0796 \| 0.1604 \| 0.2549 \| 0.2493 \| 0.0029 \| 0.2870 \| 0.0000 \| 0.4639 \| 0.0311 \| 0.0885 \| 0.1533 \| 0.0029 \| 0.0701 \| 0.0000 \| 0.2283 \| 0.0252 \| 0.0771 \| \| 1.3308 \| 17.04 \| 5520 \| 2.1973 \| 0.0830 \| 0.1657 \| 0.2554 \| 0.2714 \| 0.0056 \| 0.3138 \| 0.0000 \| 0.4278 \| 0.0300 \| 0.1116 \| 0.1631 \| 0.0054 \| 0.0728 \| 0.0000 \| 0.2226 \| 0.0242 \| 0.0929 \| \| 1.0709 \| 17.1 \| 5540 \| 2.3161 \| 0.0779 \| 0.1661 \| 0.2364 \| 0.2220 \| 0.0052 \| 0.4025 \| 0.0000 \| 0.4064 \| 0.0373 \| 0.0892 \| 0.1451 \| 0.0051 \| 0.0732 \| 0.0000 \| 0.2151 \| 0.0277 \| 0.0790 \| \| 0.65 \| 17.16 \| 5560 \| 2.2558 \| 0.0852 \| 0.1686 \| 0.2509 \| 0.2171 \| 0.0072 \| 0.3152 \| 0.0001 \| 0.4479 \| 0.0702 \| 0.1227 \| 0.1446 \| 0.0070 \| 0.0703 \| 0.0001 \| 0.2322 \| 0.0439 \| 0.0983 \| \| 0.9455 \| 17.22 \| 5580 \| 2.2064 \| 0.0844 \| 0.1601 \| 0.2620 \| 0.3783 \| 0.0029 \| 0.2259 \| 0.0000 \| 0.3563 \| 0.0387 \| 0.1189 \| 0.1970 \| 0.0029 \| 0.0655 \| 0.0000 \| 0.2003 \| 0.0299 \| 0.0950 \| \| 0.6224 \| 17.28 \| 5600 \| 2.1868 \| 0.0866 \| 0.1687 \| 0.2589 \| 0.2838 \| 0.0077 \| 0.3012 \| 0.0000 \| 0.4203 \| 0.0514 \| 0.1161 \| 0.1703 \| 0.0073 \| 0.0718 \| 0.0000 \| 0.2262 \| 0.0360 \| 0.0947 \| \| 0.6048 \| 17.35 \| 5620 \| 2.1606 \| 0.0852 \| 0.1597 \| 0.2799 \| 0.2184 \| 0.0038 \| 0.1351 \| 0.0002 \| 0.5840 \| 0.0802 \| 0.0958 \| 0.1413 \| 0.0037 \| 0.0517 \| 0.0002 \| 0.2670 \| 0.0488 \| 0.0835 \| \| 1.1478 \| 17.41 \| 5640 \| 2.3010 \| 0.0816 \| 0.1671 \| 0.2502 \| 0.2499 \| 0.0077 \| 0.3519 \| 0.0000 \| 0.4340 \| 0.0445 \| 0.0818 \| 0.1563 \| 0.0075 \| 0.0720 \| 0.0000 \| 0.2320 \| 0.0317 \| 0.0716 \| \| 1.5 \| 17.47 \| 5660 \| 2.3636 \| 0.0785 \| 0.1665 \| 0.2260 \| 0.2719 \| 0.0092 \| 0.4255 \| 0.0001 \| 0.3145 \| 0.0542 \| 0.0900 \| 0.1665 \| 0.0088 \| 0.0708 \| 0.0001 \| 0.1922 \| 0.0353 \| 0.0759 \| \| 0.6438 \| 17.53 \| 5680 \| 2.1987 \| 0.0828 \| 0.1552 \| 0.2842 \| 0.2781 \| 0.0024 \| 0.1171 \| 0.0000 \| 0.5614 \| 0.0489 \| 0.0781 \| 0.1663 \| 0.0024 \| 0.0456 \| 0.0000 \| 0.2605 \| 0.0359 \| 0.0693 \| \| 1.5145 \| 17.59 \| 5700 \| 2.4214 \| 0.0776 \| 0.1625 \| 0.2276 \| 0.3294 \| 0.0049 \| 0.3882 \| 0.0000 \| 0.2698 \| 0.0457 \| 0.0997 \| 0.1856 \| 0.0048 \| 0.0688 \| 0.0000 \| 0.1685 \| 0.0325 \| 0.0831 \| \| 0.9163 \| 17.65 \| 5720 \| 2.3241 \| 0.0806 \| 0.1618 \| 0.2415 \| 0.2414 \| 0.0043 \| 0.3212 \| 0.0001 \| 0.4085 \| 0.0564 \| 0.1009 \| 0.1509 \| 0.0042 \| 0.0665 \| 0.0001 \| 0.2174 \| 0.0382 \| 0.0865 \| \| 1.4738 \| 17.72 \| 5740 \| 2.4268 \| 0.0789 \| 0.1655 \| 0.2459 \| 0.1701 \| 0.0037 \| 0.3500 \| 0.0000 \| 0.4901 \| 0.0434 \| 0.1011 \| 0.1197 \| 0.0036 \| 0.0690 \| 0.0000 \| 0.2412 \| 0.0324 \| 0.0866 \| \| 1.3436 \| 17.78 \| 5760 \| 2.3791 \| 0.0762 \| 0.1636 \| 0.2331 \| 0.2666 \| 0.0021 \| 0.4065 \| 0.0000 \| 0.3600 \| 0.0342 \| 0.0756 \| 0.1630 \| 0.0020 \| 0.0698 \| 0.0000 \| 0.2036 \| 0.0267 \| 0.0681 \| \| 0.7257 \| 17.84 \| 5780 \| 2.3216 \| 0.0767 \| 0.1581 \| 0.2439 \| 0.3733 \| 0.0021 \| 0.3174 \| 0.0000 \| 0.3144 \| 0.0442 \| 0.0556 \| 0.1988 \| 0.0021 \| 0.0687 \| 0.0000 \| 0.1832 \| 0.0324 \| 0.0513 \| \| 0.6192 \| 17.9 \| 5800 \| 2.4290 \| 0.0771 \| 0.1611 \| 0.2391 \| 0.3288 \| 0.0018 \| 0.3569 \| 0.0 \| 0.3300 \| 0.0461 \| 0.0645 \| 0.1846 \| 0.0018 \| 0.0709 \| 0.0 \| 0.1898 \| 0.0334 \| 0.0591 \| \| 0.9182 \| 17.96 \| 5820 \| 2.3689 \| 0.0785 \| 0.1619 \| 0.2417 \| 0.2803 \| 0.0009 \| 0.3455 \| 0.0000 \| 0.3820 \| 0.0520 \| 0.0728 \| 0.1669 \| 0.0009 \| 0.0706 \| 0.0000 \| 0.2093 \| 0.0361 \| 0.0654 \| \| 0.8927 \| 18.02 \| 5840 \| 2.3863 \| 0.0790 \| 0.1653 \| 0.2322 \| 0.1980 \| 0.0015 \| 0.3816 \| 0.0000 \| 0.4027 \| 0.0591 \| 0.1142 \| 0.1302 \| 0.0015 \| 0.0707 \| 0.0000 \| 0.2200 \| 0.0397 \| 0.0908 \| \| 0.9856 \| 18.09 \| 5860 \| 2.4734 \| 0.0744 \| 0.1596 \| 0.2175 \| 0.2679 \| 0.0014 \| 0.4069 \| 0.0000 \| 0.2920 \| 0.0418 \| 0.1070 \| 0.1569 \| 0.0014 \| 0.0688 \| 0.0000 \| 0.1794 \| 0.0307 \| 0.0839 \| \| 0.6362 \| 18.15 \| 5880 \| 2.5097 \| 0.0751 \| 0.1601 \| 0.2375 \| 0.2372 \| 0.0005 \| 0.3659 \| 0.0000 \| 0.4124 \| 0.0315 \| 0.0735 \| 0.1477 \| 0.0005 \| 0.0712 \| 0.0000 \| 0.2172 \| 0.0241 \| 0.0651 \| \| 1.3894 \| 18.21 \| 5900 \| 2.5997 \| 0.0732 \| 0.1606 \| 0.2421 \| 0.1684 \| 0.0008 \| 0.3607 \| 0.0 \| 0.4964 \| 0.0200 \| 0.0777 \| 0.1157 \| 0.0008 \| 0.0721 \| 0.0 \| 0.2387 \| 0.0163 \| 0.0690 \| \| 0.7899 \| 18.27 \| 5920 \| 2.2924 \| 0.0761 \| 0.1573 \| 0.2393 \| 0.4207 \| 0.0007 \| 0.3144 \| 0.0 \| 0.2395 \| 0.0269 \| 0.0988 \| 0.2065 \| 0.0006 \| 0.0723 \| 0.0 \| 0.1472 \| 0.0218 \| 0.0843 \| \| 0.6974 \| 18.33 \| 5940 \| 2.3107 \| 0.0795 \| 0.1593 \| 0.2518 \| 0.2955 \| 0.0016 \| 0.2875 \| 0.0000 \| 0.4113 \| 0.0419 \| 0.0771 \| 0.1701 \| 0.0016 \| 0.0700 \| 0.0000 \| 0.2128 \| 0.0325 \| 0.0692 \| \| 1.5422 \| 18.4 \| 5960 \| 2.3786 \| 0.0750 \| 0.1621 \| 0.2262 \| 0.2286 \| 0.0016 \| 0.4118 \| 0.0 \| 0.3625 \| 0.0229 \| 0.1071 \| 0.1436 \| 0.0016 \| 0.0707 \| 0.0 \| 0.2014 \| 0.0184 \| 0.0890 \| \| 1.5388 \| 18.46 \| 5980 \| 2.4483 \| 0.0742 \| 0.1590 \| 0.2270 \| 0.2564 \| 0.0021 \| 0.3883 \| 0.0000 \| 0.3530 \| 0.0386 \| 0.0749 \| 0.1535 \| 0.0021 \| 0.0695 \| 0.0000 \| 0.1999 \| 0.0286 \| 0.0660 \| \| 0.7959 \| 18.52 \| 6000 \| 2.4292 \| 0.0721 \| 0.1571 \| 0.2310 \| 0.3767 \| 0.0005 \| 0.3746 \| 0.0 \| 0.2609 \| 0.0162 \| 0.0704 \| 0.1959 \| 0.0005 \| 0.0699 \| 0.0 \| 0.1608 \| 0.0139 \| 0.0636 \| \| 1.0461 \| 18.58 \| 6020 \| 2.5530 \| 0.0740 \| 0.1592 \| 0.2425 \| 0.2675 \| 0.0007 \| 0.3585 \| 0.0 \| 0.4119 \| 0.0198 \| 0.0561 \| 0.1618 \| 0.0007 \| 0.0698 \| 0.0 \| 0.2170 \| 0.0169 \| 0.0518 \| \| 1.2045 \| 18.64 \| 6040 \| 2.2725 \| 0.0767 \| 0.1588 \| 0.2359 \| 0.2950 \| 0.0010 \| 0.3464 \| 0.0000 \| 0.3482 \| 0.0380 \| 0.0831 \| 0.1708 \| 0.0010 \| 0.0679 \| 0.0000 \| 0.1956 \| 0.0288 \| 0.0724 \| \| 0.9294 \| 18.7 \| 6060 \| 2.3458 \| 0.0749 \| 0.1587 \| 0.2262 \| 0.2728 \| 0.0013 \| 0.3812 \| 0.0 \| 0.3308 \| 0.0409 \| 0.0841 \| 0.1623 \| 0.0012 \| 0.0680 \| 0.0 \| 0.1891 \| 0.0303 \| 0.0731 \| \| 0.9972 \| 18.77 \| 6080 \| 2.4494 \| 0.0772 \| 0.1612 \| 0.2394 \| 0.2299 \| 0.0021 \| 0.3516 \| 0.0000 \| 0.4183 \| 0.0348 \| 0.0916 \| 0.1442 \| 0.0021 \| 0.0706 \| 0.0000 \| 0.2168 \| 0.0271 \| 0.0796 \| \| 0.8357 \| 18.83 \| 6100 \| 2.3964 \| 0.0772 \| 0.1564 \| 0.2436 \| 0.2871 \| 0.0018 \| 0.2987 \| 0.0 \| 0.3885 \| 0.0242 \| 0.0943 \| 0.1648 \| 0.0018 \| 0.0678 \| 0.0 \| 0.2057 \| 0.0194 \| 0.0812 \| \| 1.2385 \| 18.89 \| 6120 \| 2.2992 \| 0.0779 \| 0.1584 \| 0.2386 \| 0.3153 \| 0.0018 \| 0.3226 \| 0.0000 \| 0.3313 \| 0.0221 \| 0.1154 \| 0.1765 \| 0.0018 \| 0.0679 \| 0.0000 \| 0.1903 \| 0.0176 \| 0.0908 \| \| 1.3034 \| 18.95 \| 6140 \| 2.5537 \| 0.0751 \| 0.1651 \| 0.2226 \| 0.2656 \| 0.0026 \| 0.4549 \| 0.0 \| 0.3098 \| 0.0229 \| 0.1002 \| 0.1655 \| 0.0026 \| 0.0713 \| 0.0 \| 0.1834 \| 0.0179 \| 0.0848 \| \| 0.9509 \| 19.01 \| 6160 \| 2.3464 \| 0.0813 \| 0.1637 \| 0.2506 \| 0.2341 \| 0.0029 \| 0.3135 \| 0.0000 \| 0.4481 \| 0.0403 \| 0.1072 \| 0.1497 \| 0.0029 \| 0.0698 \| 0.0000 \| 0.2257 \| 0.0300 \| 0.0909 \| \| 1.5542 \| 19.07 \| 6180 \| 2.3391 \| 0.0803 \| 0.1586 \| 0.2568 \| 0.3449 \| 0.0021 \| 0.2652 \| 0.0000 \| 0.3830 \| 0.0281 \| 0.0871 \| 0.1876 \| 0.0021 \| 0.0690 \| 0.0000 \| 0.2045 \| 0.0230 \| 0.0761 \| \| 0.8737 \| 19.14 \| 6200 \| 2.3924 \| 0.0792 \| 0.1591 \| 0.2474 \| 0.3603 \| 0.0027 \| 0.2983 \| 0.0000 \| 0.3303 \| 0.0387 \| 0.0830 \| 0.1910 \| 0.0026 \| 0.0715 \| 0.0000 \| 0.1869 \| 0.0289 \| 0.0734 \| \| 1.3902 \| 19.2 \| 6220 \| 2.3481 \| 0.0796 \| 0.1608 \| 0.2535 \| 0.3729 \| 0.0018 \| 0.3015 \| 0.0000 \| 0.3384 \| 0.0175 \| 0.0938 \| 0.1975 \| 0.0017 \| 0.0715 \| 0.0000 \| 0.1909 \| 0.0148 \| 0.0810 \| \| 2.1784 \| 19.26 \| 6240 \| 2.6980 \| 0.0722 \| 0.1615 \| 0.2297 \| 0.2611 \| 0.0024 \| 0.4279 \| 0.0001 \| 0.3622 \| 0.0108 \| 0.0657 \| 0.1611 \| 0.0023 \| 0.0708 \| 0.0001 \| 0.2023 \| 0.0093 \| 0.0596 \| \| 0.8034 \| 19.32 \| 6260 \| 2.5138 \| 0.0744 \| 0.1625 \| 0.2456 \| 0.1915 \| 0.0024 \| 0.3695 \| 0.0000 \| 0.4875 \| 0.0168 \| 0.0700 \| 0.1294 \| 0.0024 \| 0.0721 \| 0.0000 \| 0.2396 \| 0.0139 \| 0.0632 \| \| 0.9023 \| 19.38 \| 6280 \| 2.3218 \| 0.0812 \| 0.1623 \| 0.2506 \| 0.3865 \| 0.0050 \| 0.3059 \| 0.0000 \| 0.3087 \| 0.0341 \| 0.0958 \| 0.2025 \| 0.0049 \| 0.0702 \| 0.0000 \| 0.1839 \| 0.0257 \| 0.0812 \| \| 1.0733 \| 19.44 \| 6300 \| 2.4743 \| 0.0773 \| 0.1652 \| 0.2341 \| 0.2712 \| 0.0052 \| 0.4127 \| 0.0 \| 0.3545 \| 0.0273 \| 0.0853 \| 0.1649 \| 0.0051 \| 0.0713 \| 0.0 \| 0.2052 \| 0.0205 \| 0.0742 \| \| 1.0363 \| 19.51 \| 6320 \| 2.5495 \| 0.0764 \| 0.1663 \| 0.2369 \| 0.1882 \| 0.0036 \| 0.4123 \| 0.0 \| 0.4424 \| 0.0296 \| 0.0879 \| 0.1274 \| 0.0036 \| 0.0730 \| 0.0 \| 0.2319 \| 0.0219 \| 0.0771 \| \| 0.7709 \| 19.57 \| 6340 \| 2.4048 \| 0.0766 \| 0.1649 \| 0.2326 \| 0.2097 \| 0.0040 \| 0.4112 \| 0.0000 \| 0.4020 \| 0.0217 \| 0.1056 \| 0.1377 \| 0.0039 \| 0.0708 \| 0.0000 \| 0.2179 \| 0.0171 \| 0.0885 \| \| 1.0369 \| 19.63 \| 6360 \| 2.4543 \| 0.0793 \| 0.1666 \| 0.2379 \| 0.2648 \| 0.0044 \| 0.3986 \| 0.0000 \| 0.3648 \| 0.0225 \| 0.1109 \| 0.1642 \| 0.0043 \| 0.0709 \| 0.0000 \| 0.2057 \| 0.0179 \| 0.0921 \| \| 0.5845 \| 19.69 \| 6380 \| 2.5051 \| 0.0783 \| 0.1633 \| 0.2434 \| 0.3033 \| 0.0042 \| 0.3650 \| 0.0000 \| 0.3637 \| 0.0198 \| 0.0869 \| 0.1772 \| 0.0041 \| 0.0702 \| 0.0000 \| 0.2042 \| 0.0162 \| 0.0760 \| \| 1.0703 \| 19.75 \| 6400 \| 2.3669 \| 0.0791 \| 0.1629 \| 0.2435 \| 0.3159 \| 0.0040 \| 0.3511 \| 0.0000 \| 0.3473 \| 0.0198 \| 0.1022 \| 0.1811 \| 0.0039 \| 0.0703 \| 0.0000 \| 0.1954 \| 0.0165 \| 0.0865 \| \| 1.1591 \| 19.81 \| 6420 \| 2.3897 \| 0.0785 \| 0.1629 \| 0.2338 \| 0.3242 \| 0.0039 \| 0.3737 \| 0.0000 \| 0.2947 \| 0.0256 \| 0.1186 \| 0.1837 \| 0.0038 \| 0.0682 \| 0.0000 \| 0.1788 \| 0.0205 \| 0.0948 \| \| 0.8803 \| 19.88 \| 6440 \| 2.6040 \| 0.0755 \| 0.1565 \| 0.2323 \| 0.3548 \| 0.0057 \| 0.3391 \| 0.0000 \| 0.2846 \| 0.0413 \| 0.0701 \| 0.1938 \| 0.0056 \| 0.0653 \| 0.0000 \| 0.1722 \| 0.0292 \| 0.0624 \| \| 0.9702 \| 19.94 \| 6460 \| 2.4572 \| 0.0797 \| 0.1613 \| 0.2471 \| 0.2864 \| 0.0047 \| 0.3209 \| 0.0000 \| 0.3953 \| 0.0331 \| 0.0887 \| 0.1707 \| 0.0046 \| 0.0670 \| 0.0000 \| 0.2142 \| 0.0256 \| 0.0760 \| \| 0.8273 \| 20.0 \| 6480 \| 2.3427 \| 0.0809 \| 0.1617 \| 0.2397 \| 0.3174 \| 0.0036 \| 0.3221 \| 0.0 \| 0.3196 \| 0.0352 \| 0.1339 \| 0.1801 \| 0.0036 \| 0.0663 \| 0.0 \| 0.1891 \| 0.0266 \| 0.1010 \| \| 0.8574 \| 20.06 \| 6500 \| 2.4140 \| 0.0787 \| 0.1609 \| 0.2377 \| 0.3287 \| 0.0045 \| 0.3444 \| 0.0 \| 0.3121 \| 0.0267 \| 0.1096 \| 0.1840 \| 0.0044 \| 0.0666 \| 0.0 \| 0.1869 \| 0.0213 \| 0.0875 \| \| 0.8241 \| 20.12 \| 6520 \| 2.3450 \| 0.0817 \| 0.1643 \| 0.2457 \| 0.2562 \| 0.0051 \| 0.3310 \| 0.0000 \| 0.4022 \| 0.0331 \| 0.1224 \| 0.1581 \| 0.0050 \| 0.0676 \| 0.0000 \| 0.2197 \| 0.0251 \| 0.0968 \| \| 0.8121 \| 20.19 \| 6540 \| 2.3715 \| 0.0811 \| 0.1643 \| 0.2482 \| 0.2901 \| 0.0020 \| 0.3353 \| 0.0000 \| 0.3852 \| 0.0307 \| 0.1066 \| 0.1722 \| 0.0020 \| 0.0685 \| 0.0000 \| 0.2129 \| 0.0246 \| 0.0877 \| \| 1.1875 \| 20.25 \| 6560 \| 2.4817 \| 0.0777 \| 0.1661 \| 0.2215 \| 0.2429 \| 0.0041 \| 0.4347 \| 0.0000 \| 0.3168 \| 0.0493 \| 0.1152 \| 0.1542 \| 0.0041 \| 0.0696 \| 0.0000 \| 0.1889 \| 0.0353 \| 0.0917 \| \| 0.9254 \| 20.31 \| 6580 \| 2.2392 \| 0.0803 \| 0.1598 \| 0.2516 \| 0.3803 \| 0.0053 \| 0.2878 \| 0.0001 \| 0.3269 \| 0.0345 \| 0.0838 \| 0.2014 \| 0.0052 \| 0.0666 \| 0.0001 \| 0.1885 \| 0.0273 \| 0.0730 \| \| 0.5891 \| 20.37 \| 6600 \| 2.4322 \| 0.0800 \| 0.1644 \| 0.2539 \| 0.2166 \| 0.0035 \| 0.3216 \| 0.0000 \| 0.4825 \| 0.0314 \| 0.0951 \| 0.1420 \| 0.0035 \| 0.0700 \| 0.0000 \| 0.2377 \| 0.0258 \| 0.0809 \| \| 0.9974 \| 20.43 \| 6620 \| 2.3499 \| 0.0837 \| 0.1636 \| 0.2603 \| 0.2265 \| 0.0066 \| 0.2620 \| 0.0001 \| 0.4926 \| 0.0491 \| 0.1083 \| 0.1463 \| 0.0064 \| 0.0669 \| 0.0001 \| 0.2414 \| 0.0343 \| 0.0905 \| \| 0.5611 \| 20.49 \| 6640 \| 2.2681 \| 0.0845 \| 0.1611 \| 0.2621 \| 0.3024 \| 0.0056 \| 0.2340 \| 0.0001 \| 0.4288 \| 0.0390 \| 0.1175 \| 0.1756 \| 0.0055 \| 0.0636 \| 0.0001 \| 0.2229 \| 0.0297 \| 0.0945 \| \| 1.2464 \| 20.56 \| 6660 \| 2.2587 \| 0.0811 \| 0.1526 \| 0.2620 \| 0.3964 \| 0.0037 \| 0.1747 \| 0.0002 \| 0.3612 \| 0.0435 \| 0.0887 \| 0.2037 \| 0.0036 \| 0.0555 \| 0.0002 \| 0.1983 \| 0.0321 \| 0.0745 \| \| 1.27 \| 20.62 \| 6680 \| 2.3035 \| 0.0836 \| 0.1591 \| 0.2594 \| 0.3023 \| 0.0037 \| 0.2258 \| 0.0001 \| 0.4211 \| 0.0444 \| 0.1162 \| 0.1756 \| 0.0036 \| 0.0615 \| 0.0001 \| 0.2215 \| 0.0323 \| 0.0908 \| \| 0.9717 \| 20.68 \| 6700 \| 2.4035 \| 0.0799 \| 0.1580 \| 0.2557 \| 0.2473 \| 0.0033 \| 0.2548 \| 0.0000 \| 0.4731 \| 0.0456 \| 0.0819 \| 0.1529 \| 0.0033 \| 0.0649 \| 0.0000 \| 0.2349 \| 0.0329 \| 0.0701 \| \| 0.9459 \| 20.74 \| 6720 \| 2.3528 \| 0.0803 \| 0.1627 \| 0.2386 \| 0.2791 \| 0.0025 \| 0.3423 \| 0.0001 \| 0.3577 \| 0.0497 \| 0.1074 \| 0.1673 \| 0.0025 \| 0.0673 \| 0.0001 \| 0.2052 \| 0.0348 \| 0.0852 \| \| 1.1279 \| 20.8 \| 6740 \| 2.3192 \| 0.0818 \| 0.1604 \| 0.2532 \| 0.2314 \| 0.0036 \| 0.2635 \| 0.0001 \| 0.4654 \| 0.0535 \| 0.1054 \| 0.1473 \| 0.0035 \| 0.0642 \| 0.0001 \| 0.2344 \| 0.0365 \| 0.0864 \| \| 0.9677 \| 20.86 \| 6760 \| 2.4160 \| 0.0795 \| 0.1635 \| 0.2368 \| 0.2306 \| 0.0033 \| 0.3599 \| 0.0001 \| 0.3943 \| 0.0408 \| 0.1156 \| 0.1485 \| 0.0033 \| 0.0673 \| 0.0001 \| 0.2134 \| 0.0304 \| 0.0931 \| \| 0.8363 \| 20.93 \| 6780 \| 2.5375 \| 0.0731 \| 0.1656 \| 0.2143 \| 0.2092 \| 0.0036 \| 0.4884 \| 0.0000 \| 0.3338 \| 0.0379 \| 0.0861 \| 0.1405 \| 0.0036 \| 0.0707 \| 0.0000 \| 0.1952 \| 0.0281 \| 0.0733 \| \| 0.8436 \| 20.99 \| 6800 \| 2.4890 \| 0.0756 \| 0.1620 \| 0.2274 \| 0.2331 \| 0.0045 \| 0.4037 \| 0.0000 \| 0.3696 \| 0.0425 \| 0.0806 \| 0.1504 \| 0.0045 \| 0.0683 \| 0.0000 \| 0.2058 \| 0.0305 \| 0.0696 \| \| 0.9412 \| 21.05 \| 6820 \| 2.3362 \| 0.0771 \| 0.1595 \| 0.2488 \| 0.2633 \| 0.0030 \| 0.3181 \| 0.0000 \| 0.4365 \| 0.0318 \| 0.0636 \| 0.1623 \| 0.0030 \| 0.0666 \| 0.0000 \| 0.2249 \| 0.0255 \| 0.0573 \| \| 0.8471 \| 21.11 \| 6840 \| 2.2032 \| 0.0801 \| 0.1557 \| 0.2543 \| 0.3489 \| 0.0048 \| 0.2401 \| 0.0001 \| 0.3763 \| 0.0445 \| 0.0748 \| 0.1911 \| 0.0047 \| 0.0621 \| 0.0001 \| 0.2054 \| 0.0316 \| 0.0655 \| \| 0.6286 \| 21.17 \| 6860 \| 2.4521 \| 0.0759 \| 0.1602 \| 0.2437 \| 0.2713 \| 0.0035 \| 0.3499 \| 0.0000 \| 0.4096 \| 0.0281 \| 0.0591 \| 0.1652 \| 0.0035 \| 0.0680 \| 0.0000 \| 0.2182 \| 0.0231 \| 0.0535 \| \| 0.6712 \| 21.23 \| 6880 \| 2.2615 \| 0.0786 \| 0.1561 \| 0.2650 \| 0.2877 \| 0.0035 \| 0.2293 \| 0.0001 \| 0.4849 \| 0.0297 \| 0.0574 \| 0.1679 \| 0.0034 \| 0.0627 \| 0.0001 \| 0.2392 \| 0.0243 \| 0.0522 \| \| 0.445 \| 21.3 \| 6900 \| 2.3019 \| 0.0814 \| 0.1609 \| 0.2624 \| 0.2667 \| 0.0030 \| 0.2603 \| 0.0001 \| 0.4753 \| 0.0309 \| 0.0901 \| 0.1616 \| 0.0030 \| 0.0656 \| 0.0001 \| 0.2404 \| 0.0246 \| 0.0749 \| \| 1.1699 \| 21.36 \| 6920 \| 2.3521 \| 0.0837 \| 0.1675 \| 0.2516 \| 0.2422 \| 0.0075 \| 0.3306 \| 0.0001 \| 0.4330 \| 0.0360 \| 0.1230 \| 0.1535 \| 0.0073 \| 0.0681 \| 0.0001 \| 0.2341 \| 0.0275 \| 0.0951 \| \| 0.8416 \| 21.42 \| 6940 \| 2.4109 \| 0.0795 \| 0.1646 \| 0.2378 \| 0.2613 \| 0.0035 \| 0.3739 \| 0.0001 \| 0.3715 \| 0.0365 \| 0.1052 \| 0.1613 \| 0.0035 \| 0.0682 \| 0.0001 \| 0.2118 \| 0.0278 \| 0.0839 \| \| 1.044 \| 21.48 \| 6960 \| 2.4935 \| 0.0783 \| 0.1645 \| 0.2322 \| 0.2522 \| 0.0039 \| 0.3954 \| 0.0001 \| 0.3555 \| 0.0303 \| 0.1145 \| 0.1580 \| 0.0038 \| 0.0675 \| 0.0001 \| 0.2048 \| 0.0245 \| 0.0896 \| \| 1.1534 \| 21.54 \| 6980 \| 2.3821 \| 0.0810 \| 0.1582 \| 0.2561 \| 0.2738 \| 0.0037 \| 0.2486 \| 0.0000 \| 0.4465 \| 0.0470 \| 0.0880 \| 0.1639 \| 0.0037 \| 0.0632 \| 0.0000 \| 0.2283 \| 0.0345 \| 0.0737 \| \| 1.2859 \| 21.6 \| 7000 \| 2.4221 \| 0.0776 \| 0.1604 \| 0.2407 \| 0.2687 \| 0.0041 \| 0.3418 \| 0.0002 \| 0.3929 \| 0.0409 \| 0.0743 \| 0.1633 \| 0.0040 \| 0.0681 \| 0.0002 \| 0.2132 \| 0.0304 \| 0.0640 \| \| 1.0552 \| 21.67 \| 7020 \| 2.3654 \| 0.0774 \| 0.1584 \| 0.2364 \| 0.3246 \| 0.0041 \| 0.3299 \| 0.0001 \| 0.3235 \| 0.0515 \| 0.0752 \| 0.1818 \| 0.0041 \| 0.0677 \| 0.0001 \| 0.1873 \| 0.0367 \| 0.0644 \| \| 0.7003 \| 21.73 \| 7040 \| 2.3339 \| 0.0808 \| 0.1590 \| 0.2483 \| 0.2750 \| 0.0054 \| 0.2734 \| 0.0001 \| 0.4127 \| 0.0627 \| 0.0840 \| 0.1644 \| 0.0053 \| 0.0650 \| 0.0001 \| 0.2191 \| 0.0418 \| 0.0702 \| \| 1.388 \| 21.79 \| 7060 \| 2.4421 \| 0.0802 \| 0.1568 \| 0.2559 \| 0.3103 \| 0.0036 \| 0.2482 \| 0.0001 \| 0.4143 \| 0.0308 \| 0.0901 \| 0.1767 \| 0.0035 \| 0.0629 \| 0.0001 \| 0.2194 \| 0.0242 \| 0.0743 \| \| 1.0594 \| 21.85 \| 7080 \| 2.3785 \| 0.0820 \| 0.1610 \| 0.2504 \| 0.2572 \| 0.0046 \| 0.2804 \| 0.0001 \| 0.4266 \| 0.0447 \| 0.1135 \| 0.1578 \| 0.0045 \| 0.0646 \| 0.0001 \| 0.2264 \| 0.0321 \| 0.0887 \| \| 1.6093 \| 21.91 \| 7100 \| 2.3048 \| 0.0828 \| 0.1572 \| 0.2707 \| 0.2401 \| 0.0045 \| 0.1730 \| 0.0001 \| 0.5349 \| 0.0524 \| 0.0955 \| 0.1496 \| 0.0044 \| 0.0571 \| 0.0001 \| 0.2541 \| 0.0359 \| 0.0787 \| \| 0.5438 \| 21.98 \| 7120 \| 2.3355 \| 0.0792 \| 0.1551 \| 0.2698 \| 0.2313 \| 0.0032 \| 0.1862 \| 0.0000 \| 0.5546 \| 0.0455 \| 0.0650 \| 0.1458 \| 0.0031 \| 0.0585 \| 0.0000 \| 0.2575 \| 0.0328 \| 0.0570 \| \| 0.863 \| 22.04 \| 7140 \| 2.4071 \| 0.0793 \| 0.1612 \| 0.2594 \| 0.1952 \| 0.0030 \| 0.2741 \| 0.0001 \| 0.5321 \| 0.0376 \| 0.0861 \| 0.1311 \| 0.0029 \| 0.0664 \| 0.0001 \| 0.2534 \| 0.0282 \| 0.0729 \| \| 0.7443 \| 22.1 \| 7160 \| 2.3310 \| 0.0796 \| 0.1580 \| 0.2397 \| 0.3625 \| 0.0046 \| 0.2911 \| 0.0001 \| 0.2931 \| 0.0627 \| 0.0922 \| 0.1932 \| 0.0045 \| 0.0671 \| 0.0001 \| 0.1738 \| 0.0423 \| 0.0762 \| \| 0.8089 \| 22.16 \| 7180 \| 2.3174 \| 0.0832 \| 0.1635 \| 0.2497 \| 0.2480 \| 0.0042 \| 0.2879 \| 0.0001 \| 0.4274 \| 0.0690 \| 0.1081 \| 0.1548 \| 0.0041 \| 0.0686 \| 0.0001 \| 0.2220 \| 0.0458 \| 0.0871 \| \| 1.7924 \| 22.22 \| 7200 \| 2.3617 \| 0.0813 \| 0.1659 \| 0.2343 \| 0.2796 \| 0.0033 \| 0.3664 \| 0.0001 \| 0.3280 \| 0.0594 \| 0.1243 \| 0.1685 \| 0.0033 \| 0.0712 \| 0.0001 \| 0.1906 \| 0.0416 \| 0.0935 \| \| 0.9522 \| 22.28 \| 7220 \| 2.5610 \| 0.0746 \| 0.1637 \| 0.2146 \| 0.2364 \| 0.0021 \| 0.4509 \| 0.0000 \| 0.3053 \| 0.0532 \| 0.0983 \| 0.1509 \| 0.0021 \| 0.0703 \| 0.0000 \| 0.1819 \| 0.0378 \| 0.0789 \| \| 1.1081 \| 22.35 \| 7240 \| 2.3452 \| 0.0811 \| 0.1613 \| 0.2606 \| 0.2161 \| 0.0016 \| 0.2595 \| 0.0001 \| 0.5102 \| 0.0371 \| 0.1044 \| 0.1412 \| 0.0016 \| 0.0663 \| 0.0001 \| 0.2443 \| 0.0288 \| 0.0851 \| \| 1.5155 \| 22.41 \| 7260 \| 2.5088 \| 0.0780 \| 0.1651 \| 0.2349 \| 0.2325 \| 0.0050 \| 0.3946 \| 0.0002 \| 0.3878 \| 0.0318 \| 0.1039 \| 0.1491 \| 0.0049 \| 0.0715 \| 0.0002 \| 0.2109 \| 0.0252 \| 0.0843 \| \| 0.7846 \| 22.47 \| 7280 \| 2.4703 \| 0.0770 \| 0.1668 \| 0.2357 \| 0.1928 \| 0.0027 \| 0.4139 \| 0.0001 \| 0.4281 \| 0.0306 \| 0.0998 \| 0.1320 \| 0.0027 \| 0.0717 \| 0.0001 \| 0.2249 \| 0.0245 \| 0.0829 \| \| 0.5929 \| 22.53 \| 7300 \| 2.5573 \| 0.0767 \| 0.1658 \| 0.2273 \| 0.2338 \| 0.0028 \| 0.4308 \| 0.0000 \| 0.3540 \| 0.0299 \| 0.1095 \| 0.1499 \| 0.0028 \| 0.0711 \| 0.0000 \| 0.2004 \| 0.0242 \| 0.0886 \| \| 1.4397 \| 22.59 \| 7320 \| 2.4636 \| 0.0791 \| 0.1616 \| 0.2419 \| 0.2900 \| 0.0044 \| 0.3376 \| 0.0001 \| 0.3686 \| 0.0358 \| 0.0945 \| 0.1703 \| 0.0043 \| 0.0699 \| 0.0001 \| 0.2036 \| 0.0275 \| 0.0782 \| \| 1.848 \| 22.65 \| 7340 \| 2.4527 \| 0.0831 \| 0.1654 \| 0.2567 \| 0.2374 \| 0.0028 \| 0.2987 \| 0.0001 \| 0.4622 \| 0.0379 \| 0.1190 \| 0.1509 \| 0.0028 \| 0.0695 \| 0.0001 \| 0.2352 \| 0.0289 \| 0.0945 \| \| 1.0822 \| 22.72 \| 7360 \| 2.5073 \| 0.0740 \| 0.1615 \| 0.2350 \| 0.2280 \| 0.0011 \| 0.3958 \| 0.0000 \| 0.4132 \| 0.0288 \| 0.0634 \| 0.1469 \| 0.0011 \| 0.0696 \| 0.0000 \| 0.2212 \| 0.0232 \| 0.0556 \| \| 0.687 \| 22.78 \| 7380 \| 2.4553 \| 0.0771 \| 0.1635 \| 0.2313 \| 0.2409 \| 0.0031 \| 0.3970 \| 0.0000 \| 0.3702 \| 0.0367 \| 0.0967 \| 0.1518 \| 0.0031 \| 0.0695 \| 0.0000 \| 0.2079 \| 0.0284 \| 0.0789 \| \| 0.8293 \| 22.84 \| 7400 \| 2.4097 \| 0.0757 \| 0.1616 \| 0.2254 \| 0.2992 \| 0.0025 \| 0.4023 \| 0.0000 \| 0.2918 \| 0.0315 \| 0.1041 \| 0.1742 \| 0.0025 \| 0.0694 \| 0.0000 \| 0.1763 \| 0.0252 \| 0.0825 \| \| 0.571 \| 22.9 \| 7420 \| 2.2914 \| 0.0812 \| 0.1623 \| 0.2523 \| 0.2766 \| 0.0025 \| 0.3010 \| 0.0001 \| 0.4174 \| 0.0320 \| 0.1066 \| 0.1654 \| 0.0025 \| 0.0687 \| 0.0001 \| 0.2211 \| 0.0257 \| 0.0849 \| \| 1.1567 \| 22.96 \| 7440 \| 2.4013 \| 0.0773 \| 0.1605 \| 0.2338 \| 0.3283 \| 0.0038 \| 0.3591 \| 0.0000 \| 0.3006 \| 0.0316 \| 0.0997 \| 0.1833 \| 0.0038 \| 0.0695 \| 0.0000 \| 0.1789 \| 0.0250 \| 0.0803 \| \| 0.8851 \| 23.02 \| 7460 \| 2.3829 \| 0.0782 \| 0.1628 \| 0.2450 \| 0.2430 \| 0.0034 \| 0.3485 \| 0.0001 \| 0.4287 \| 0.0326 \| 0.0832 \| 0.1529 \| 0.0033 \| 0.0702 \| 0.0001 \| 0.2242 \| 0.0258 \| 0.0706 \| \| 0.5487 \| 23.09 \| 7480 \| 2.4106 \| 0.0797 \| 0.1631 \| 0.2443 \| 0.2418 \| 0.0038 \| 0.3376 \| 0.0001 \| 0.4197 \| 0.0378 \| 0.1005 \| 0.1522 \| 0.0038 \| 0.0693 \| 0.0001 \| 0.2212 \| 0.0288 \| 0.0825 \| \| 1.1813 \| 23.15 \| 7500 \| 2.5394 \| 0.0785 \| 0.1621 \| 0.2446 \| 0.2286 \| 0.0047 \| 0.3378 \| 0.0001 \| 0.4395 \| 0.0345 \| 0.0897 \| 0.1466 \| 0.0046 \| 0.0682 \| 0.0001 \| 0.2276 \| 0.0269 \| 0.0753 \| \| 1.0396 \| 23.21 \| 7520 \| 2.3430 \| 0.0796 \| 0.1614 \| 0.2530 \| 0.2422 \| 0.0031 \| 0.3010 \| 0.0001 \| 0.4603 \| 0.0301 \| 0.0929 \| 0.1524 \| 0.0031 \| 0.0673 \| 0.0001 \| 0.2326 \| 0.0243 \| 0.0775 \| \| 0.3841 \| 23.27 \| 7540 \| 2.3608 \| 0.0805 \| 0.1623 \| 0.2514 \| 0.2231 \| 0.0051 \| 0.3020 \| 0.0001 \| 0.4670 \| 0.0389 \| 0.0996 \| 0.1441 \| 0.0050 \| 0.0674 \| 0.0001 \| 0.2355 \| 0.0292 \| 0.0821 \| \| 1.8933 \| 23.33 \| 7560 \| 2.3112 \| 0.0817 \| 0.1591 \| 0.2536 \| 0.3119 \| 0.0051 \| 0.2606 \| 0.0001 \| 0.3924 \| 0.0327 \| 0.1108 \| 0.1775 \| 0.0050 \| 0.0657 \| 0.0001 \| 0.2101 \| 0.0258 \| 0.0878 \| \| 0.7706 \| 23.4 \| 7580 \| 2.3470 \| 0.0809 \| 0.1625 \| 0.2459 \| 0.2677 \| 0.0055 \| 0.3186 \| 0.0001 \| 0.3988 \| 0.0356 \| 0.1110 \| 0.1619 \| 0.0054 \| 0.0685 \| 0.0001 \| 0.2146 \| 0.0274 \| 0.0887 \| \| 1.2465 \| 23.46 \| 7600 \| 2.4428 \| 0.0780 \| 0.1645 \| 0.2396 \| 0.2204 \| 0.0056 \| 0.3785 \| 0.0000 \| 0.4208 \| 0.0247 \| 0.1016 \| 0.1431 \| 0.0055 \| 0.0696 \| 0.0000 \| 0.2233 \| 0.0206 \| 0.0837 \| \| 0.9408 \| 23.52 \| 7620 \| 2.3538 \| 0.0810 \| 0.1603 \| 0.2656 \| 0.2889 \| 0.0044 \| 0.2527 \| 0.0000 \| 0.4732 \| 0.0282 \| 0.0747 \| 0.1721 \| 0.0043 \| 0.0659 \| 0.0000 \| 0.2357 \| 0.0232 \| 0.0657 \| \| 1.4071 \| 23.58 \| 7640 \| 2.4185 \| 0.0814 \| 0.1600 \| 0.2725 \| 0.2510 \| 0.0046 \| 0.2209 \| 0.0001 \| 0.5343 \| 0.0253 \| 0.0838 \| 0.1564 \| 0.0045 \| 0.0634 \| 0.0000 \| 0.2522 \| 0.0215 \| 0.0716 \| \| 0.8328 \| 23.64 \| 7660 \| 2.3348 \| 0.0806 \| 0.1629 \| 0.2509 \| 0.2595 \| 0.0043 \| 0.3158 \| 0.0001 \| 0.4302 \| 0.0316 \| 0.0990 \| 0.1591 \| 0.0042 \| 0.0687 \| 0.0001 \| 0.2262 \| 0.0251 \| 0.0810 \| \| 0.9395 \| 23.7 \| 7680 \| 2.4118 \| 0.0782 \| 0.1640 \| 0.2339 \| 0.2192 \| 0.0070 \| 0.3834 \| 0.0000 \| 0.3979 \| 0.0371 \| 0.1036 \| 0.1422 \| 0.0068 \| 0.0689 \| 0.0000 \| 0.2179 \| 0.0279 \| 0.0837 \| \| 0.7723 \| 23.77 \| 7700 \| 2.4101 \| 0.0792 \| 0.1616 \| 0.2481 \| 0.2848 \| 0.0052 \| 0.3252 \| 0.0001 \| 0.4046 \| 0.0346 \| 0.0764 \| 0.1704 \| 0.0051 \| 0.0682 \| 0.0001 \| 0.2170 \| 0.0266 \| 0.0670 \| \| 0.7539 \| 23.83 \| 7720 \| 2.4387 \| 0.0794 \| 0.1628 \| 0.2509 \| 0.2480 \| 0.0063 \| 0.3256 \| 0.0001 \| 0.4487 \| 0.0326 \| 0.0783 \| 0.1559 \| 0.0062 \| 0.0683 \| 0.0001 \| 0.2322 \| 0.0255 \| 0.0678 \| \| 1.0976 \| 23.89 \| 7740 \| 2.3149 \| 0.0809 \| 0.1625 \| 0.2464 \| 0.2981 \| 0.0053 \| 0.3227 \| 0.0002 \| 0.3734 \| 0.0319 \| 0.1063 \| 0.1736 \| 0.0052 \| 0.0684 \| 0.0002 \| 0.2081 \| 0.0252 \| 0.0854 \| \| 0.7667 \| 23.95 \| 7760 \| 2.3170 \| 0.0814 \| 0.1629 \| 0.2469 \| 0.3160 \| 0.0040 \| 0.3175 \| 0.0002 \| 0.3522 \| 0.0276 \| 0.1228 \| 0.1797 \| 0.0039 \| 0.0682 \| 0.0002 \| 0.2005 \| 0.0226 \| 0.0948 \| \| 1.492 \| 24.01 \| 7780 \| 2.4927 \| 0.0762 \| 0.1623 \| 0.2277 \| 0.3055 \| 0.0048 \| 0.4023 \| 0.0001 \| 0.2959 \| 0.0274 \| 0.0998 \| 0.1767 \| 0.0047 \| 0.0691 \| 0.0001 \| 0.1790 \| 0.0224 \| 0.0813 \| \| 1.2367 \| 24.07 \| 7800 \| 2.5808 \| 0.0753 \| 0.1620 \| 0.2313 \| 0.2522 \| 0.0035 \| 0.4020 \| 0.0000 \| 0.3696 \| 0.0307 \| 0.0761 \| 0.1572 \| 0.0035 \| 0.0690 \| 0.0000 \| 0.2066 \| 0.0245 \| 0.0661 \| \| 0.9717 \| 24.14 \| 7820 \| 2.4742 \| 0.0757 \| 0.1611 \| 0.2284 \| 0.2709 \| 0.0045 \| 0.3944 \| 0.0001 \| 0.3366 \| 0.0301 \| 0.0912 \| 0.1627 \| 0.0044 \| 0.0689 \| 0.0001 \| 0.1938 \| 0.0241 \| 0.0761 \| \| 1.3177 \| 24.2 \| 7840 \| 2.3316 \| 0.0794 \| 0.1601 \| 0.2346 \| 0.3067 \| 0.0068 \| 0.3318 \| 0.0001 \| 0.3188 \| 0.0444 \| 0.1121 \| 0.1747 \| 0.0066 \| 0.0677 \| 0.0001 \| 0.1865 \| 0.0322 \| 0.0877 \| \| 1.2366 \| 24.26 \| 7860 \| 2.5137 \| 0.0771 \| 0.1627 \| 0.2276 \| 0.2532 \| 0.0048 \| 0.3965 \| 0.0001 \| 0.3403 \| 0.0332 \| 0.1111 \| 0.1559 \| 0.0047 \| 0.0689 \| 0.0001 \| 0.1965 \| 0.0258 \| 0.0878 \| \| 1.1344 \| 24.32 \| 7880 \| 2.3716 \| 0.0797 \| 0.1607 \| 0.2443 \| 0.2820 \| 0.0048 \| 0.3175 \| 0.0001 \| 0.3842 \| 0.0309 \| 0.1055 \| 0.1661 \| 0.0047 \| 0.0678 \| 0.0001 \| 0.2101 \| 0.0247 \| 0.0842 \| \| 1.107 \| 24.38 \| 7900 \| 2.4396 \| 0.0784 \| 0.1622 \| 0.2317 \| 0.2465 \| 0.0051 \| 0.3687 \| 0.0001 \| 0.3632 \| 0.0417 \| 0.1102 \| 0.1526 \| 0.0050 \| 0.0687 \| 0.0001 \| 0.2046 \| 0.0303 \| 0.0873 \| \| 0.352 \| 24.44 \| 7920 \| 2.3200 \| 0.0829 \| 0.1674 \| 0.2473 \| 0.2321 \| 0.0036 \| 0.3405 \| 0.0001 \| 0.4194 \| 0.0329 \| 0.1431 \| 0.1486 \| 0.0036 \| 0.0689 \| 0.0001 \| 0.2256 \| 0.0258 \| 0.1075 \| \| 0.9983 \| 24.51 \| 7940 \| 2.4014 \| 0.0827 \| 0.1673 \| 0.2430 \| 0.2345 \| 0.0039 \| 0.3500 \| 0.0001 \| 0.3985 \| 0.0375 \| 0.1465 \| 0.1494 \| 0.0038 \| 0.0690 \| 0.0001 \| 0.2188 \| 0.0284 \| 0.1095 \| \| 1.0979 \| 24.57 \| 7960 \| 2.4667 \| 0.0790 \| 0.1657 \| 0.2423 \| 0.2035 \| 0.0035 \| 0.3710 \| 0.0000 \| 0.4416 \| 0.0284 \| 0.1122 \| 0.1356 \| 0.0034 \| 0.0692 \| 0.0000 \| 0.2322 \| 0.0230 \| 0.0894 \| \| 1.0082 \| 24.63 \| 7980 \| 2.4573 \| 0.0789 \| 0.1653 \| 0.2331 \| 0.2383 \| 0.0057 \| 0.3926 \| 0.0001 \| 0.3685 \| 0.0295 \| 0.1225 \| 0.1503 \| 0.0055 \| 0.0694 \| 0.0001 \| 0.2084 \| 0.0236 \| 0.0948 \| \| 0.9348 \| 24.69 \| 8000 \| 2.4638 \| 0.0810 \| 0.1665 \| 0.2390 \| 0.2341 \| 0.0061 \| 0.3687 \| 0.0001 \| 0.3901 \| 0.0339 \| 0.1323 \| 0.1492 \| 0.0059 \| 0.0695 \| 0.0001 \| 0.2156 \| 0.0263 \| 0.1007 \| \| 0.9404 \| 24.75 \| 8020 \| 2.3736 \| 0.0836 \| 0.1675 \| 0.2537 \| 0.2163 \| 0.0044 \| 0.3167 \| 0.0001 \| 0.4607 \| 0.0341 \| 0.1400 \| 0.1420 \| 0.0043 \| 0.0684 \| 0.0001 \| 0.2378 \| 0.0267 \| 0.1059 \| \| 1.0849 \| 24.81 \| 8040 \| 2.3515 \| 0.0831 \| 0.1645 \| 0.2508 \| 0.2524 \| 0.0041 \| 0.3048 \| 0.0001 \| 0.4228 \| 0.0398 \| 0.1276 \| 0.1561 \| 0.0040 \| 0.0679 \| 0.0001 \| 0.2258 \| 0.0295 \| 0.0983 \| \| 1.2209 \| 24.88 \| 8060 \| 2.5629 \| 0.0745 \| 0.1609 \| 0.2231 \| 0.2793 \| 0.0044 \| 0.4131 \| 0.0000 \| 0.3064 \| 0.0268 \| 0.0965 \| 0.1654 \| 0.0043 \| 0.0695 \| 0.0000 \| 0.1821 \| 0.0219 \| 0.0781 \| \| 1.9178 \| 24.94 \| 8080 \| 2.3864 \| 0.0810 \| 0.1616 \| 0.2496 \| 0.2642 \| 0.0075 \| 0.3012 \| 0.0001 \| 0.4224 \| 0.0372 \| 0.0983 \| 0.1600 \| 0.0073 \| 0.0675 \| 0.0001 \| 0.2231 \| 0.0283 \| 0.0808 \| \| 1.4054 \| 25.0 \| 8100 \| 2.3192 \| 0.0833 \| 0.1642 \| 0.2455 \| 0.2914 \| 0.0037 \| 0.3099 \| 0.0001 \| 0.3596 \| 0.0413 \| 0.1431 \| 0.1707 \| 0.0037 \| 0.0683 \| 0.0001 \| 0.2030 \| 0.0305 \| 0.1068 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
sam1120/safety-userstudy-terrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # safety-userstudy-terrain This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/safety-userstudy-terrain dataset. It achieves the following results on the evaluation set: - Loss: 0.1525 - Mean Iou: 0.7497 - Mean Accuracy: 0.8290 - Overall Accuracy: 0.9598 - Accuracy Unlabeled: nan - Accuracy Nat: 0.9775 - Accuracy Concrete-speedway-side: 0.7907 - Accuracy Concrete-road-adj: nan - Accuracy Grass: 0.5869 - Accuracy Speedway-bricks: 0.9939 - Accuracy Steel: 0.9191 - Accuracy Steel-sidewalk: nan - Accuracy Dark-bricks: nan - Accuracy Road: nan - Accuracy Rough-red-sidewalk: 0.7060 - Accuracy Tiles-marble: nan - Accuracy Red-bricks: nan - Accuracy Rest: nan - Iou Unlabeled: nan - Iou Nat: 0.9588 - Iou Concrete-speedway-side: 0.7359 - Iou Concrete-road-adj: nan - Iou Grass: 0.4374 - Iou Speedway-bricks: 0.9581 - Iou Steel: 0.8183 - Iou Steel-sidewalk: nan - Iou Dark-bricks: nan - Iou Road: nan - Iou Rough-red-sidewalk: 0.5895 - Iou Tiles-marble: nan - Iou Red-bricks: nan - Iou Rest: nan ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 600 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Nat \| Accuracy Concrete-speedway-side \| Accuracy Concrete-road-adj \| Accuracy Grass \| Accuracy Speedway-bricks \| Accuracy Steel \| Accuracy Steel-sidewalk \| Accuracy Dark-bricks \| Accuracy Road \| Accuracy Rough-red-sidewalk \| Accuracy Tiles-marble \| Accuracy Red-bricks \| Accuracy Rest \| Iou Unlabeled \| Iou Nat \| Iou Concrete-speedway-side \| Iou Concrete-road-adj \| Iou Grass \| Iou Speedway-bricks \| Iou Steel \| Iou Steel-sidewalk \| Iou Dark-bricks \| Iou Road \| Iou Rough-red-sidewalk \| Iou Tiles-marble \| Iou Red-bricks \| Iou Rest \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:------------:\|:-------------------------------:\|:--------------------------:\|:--------------:\|:------------------------:\|:--------------:\|:-----------------------:\|:--------------------:\|:-------------:\|:---------------------------:\|:---------------------:\|:-------------------:\|:-------------:\|:-------------:\|:-------:\|:--------------------------:\|:---------------------:\|:---------:\|:-------------------:\|:---------:\|:------------------:\|:---------------:\|:--------:\|:----------------------:\|:----------------:\|:--------------:\|:--------:\| \| 1.5957 \| 20.0 \| 20 \| 1.5208 \| 0.1375 \| 0.2966 \| 0.7878 \| nan \| 0.8322 \| 0.0071 \| nan \| 0.0 \| 0.9400 \| 0.0 \| nan \| nan \| nan \| 0.0 \| nan \| nan \| nan \| 0.0 \| 0.8228 \| 0.0065 \| nan \| 0.0 \| 0.6828 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| \| 0.3589 \| 40.0 \| 40 \| 0.3774 \| 0.3713 \| 0.4249 \| 0.9034 \| nan \| 0.9629 \| 0.4427 \| nan \| 0.1437 \| 1.0 \| 0.0 \| nan \| nan \| nan \| 0.0 \| nan \| nan \| nan \| nan \| 0.9404 \| 0.3404 \| nan \| 0.1104 \| 0.8367 \| 0.0 \| nan \| nan \| nan \| 0.0 \| nan \| nan \| nan \| \| 0.173 \| 60.0 \| 60 \| 0.2565 \| 0.5359 \| 0.6159 \| 0.9279 \| nan \| 0.9537 \| 0.6675 \| nan \| 0.5639 \| 1.0 \| 0.0 \| nan \| nan \| nan \| 0.5100 \| nan \| nan \| nan \| nan \| 0.9408 \| 0.6352 \| nan \| 0.2973 \| 0.8961 \| 0.0 \| nan \| nan \| nan \| 0.4458 \| nan \| nan \| nan \| \| 0.1134 \| 80.0 \| 80 \| 0.1627 \| 0.7202 \| 0.7931 \| 0.9605 \| nan \| 0.9793 \| 0.8184 \| nan \| 0.4907 \| 0.9946 \| 0.5343 \| nan \| nan \| nan \| 0.9412 \| nan \| nan \| nan \| nan \| 0.9569 \| 0.7767 \| nan \| 0.3657 \| 0.9650 \| 0.4712 \| nan \| nan \| nan \| 0.7858 \| nan \| nan \| nan \| \| 0.0925 \| 100.0 \| 100 \| 0.1637 \| 0.7153 \| 0.7811 \| 0.9572 \| nan \| 0.9774 \| 0.7627 \| nan \| 0.5282 \| 0.9969 \| 0.5839 \| nan \| nan \| nan \| 0.8377 \| nan \| nan \| nan \| nan \| 0.9558 \| 0.7396 \| nan \| 0.3793 \| 0.9531 \| 0.5400 \| nan \| nan \| nan \| 0.7239 \| nan \| nan \| nan \| \| 0.076 \| 120.0 \| 120 \| 0.1484 \| 0.7523 \| 0.8407 \| 0.9630 \| nan \| 0.9816 \| 0.8138 \| nan \| 0.5185 \| 0.9870 \| 0.7936 \| nan \| nan \| nan \| 0.9499 \| nan \| nan \| nan \| nan \| 0.9594 \| 0.7565 \| nan \| 0.3947 \| 0.9677 \| 0.6144 \| nan \| nan \| nan \| 0.8212 \| nan \| nan \| nan \| \| 0.0648 \| 140.0 \| 140 \| 0.1535 \| 0.7321 \| 0.8246 \| 0.9590 \| nan \| 0.9782 \| 0.8272 \| nan \| 0.5431 \| 0.9863 \| 0.8023 \| nan \| nan \| nan \| 0.8104 \| nan \| nan \| nan \| nan \| 0.9579 \| 0.7444 \| nan \| 0.3992 \| 0.9596 \| 0.6491 \| nan \| nan \| nan \| 0.6825 \| nan \| nan \| nan \| \| 0.0647 \| 160.0 \| 160 \| 0.1474 \| 0.7517 \| 0.8246 \| 0.9624 \| nan \| 0.9807 \| 0.7850 \| nan \| 0.5292 \| 0.9944 \| 0.7690 \| nan \| nan \| nan \| 0.8890 \| nan \| nan \| nan \| nan \| 0.9588 \| 0.7219 \| nan \| 0.3936 \| 0.9702 \| 0.7060 \| nan \| nan \| nan \| 0.7595 \| nan \| nan \| nan \| \| 0.0536 \| 180.0 \| 180 \| 0.1418 \| 0.7700 \| 0.8598 \| 0.9643 \| nan \| 0.9789 \| 0.8163 \| nan \| 0.5759 \| 0.9898 \| 0.8609 \| nan \| nan \| nan \| 0.9368 \| nan \| nan \| nan \| nan \| 0.9596 \| 0.7403 \| nan \| 0.4216 \| 0.9739 \| 0.7420 \| nan \| nan \| nan \| 0.7823 \| nan \| nan \| nan \| \| 0.0508 \| 200.0 \| 200 \| 0.1347 \| 0.7785 \| 0.8678 \| 0.9662 \| nan \| 0.9823 \| 0.8078 \| nan \| 0.5830 \| 0.9883 \| 0.9038 \| nan \| nan \| nan \| 0.9418 \| nan \| nan \| nan \| nan \| 0.9617 \| 0.7412 \| nan \| 0.4265 \| 0.9782 \| 0.7556 \| nan \| nan \| nan \| 0.8078 \| nan \| nan \| nan \| \| 0.0452 \| 220.0 \| 220 \| 0.1432 \| 0.7452 \| 0.8243 \| 0.9604 \| nan \| 0.9796 \| 0.7841 \| nan \| 0.5748 \| 0.9934 \| 0.8825 \| nan \| nan \| nan \| 0.7316 \| nan \| nan \| nan \| nan \| 0.9598 \| 0.7316 \| nan \| 0.4273 \| 0.9609 \| 0.7776 \| nan \| nan \| nan \| 0.6138 \| nan \| nan \| nan \| \| 0.0417 \| 240.0 \| 240 \| 0.1411 \| 0.7700 \| 0.8509 \| 0.9640 \| nan \| 0.9802 \| 0.7948 \| nan \| 0.5421 \| 0.9924 \| 0.8778 \| nan \| nan \| nan \| 0.9184 \| nan \| nan \| nan \| nan \| 0.9585 \| 0.7368 \| nan \| 0.4060 \| 0.9741 \| 0.7841 \| nan \| nan \| nan \| 0.7608 \| nan \| nan \| nan \| \| 0.0417 \| 260.0 \| 260 \| 0.1407 \| 0.7503 \| 0.8214 \| 0.9616 \| nan \| 0.9802 \| 0.7821 \| nan \| 0.5683 \| 0.9955 \| 0.8162 \| nan \| nan \| nan \| 0.7863 \| nan \| nan \| nan \| nan \| 0.9603 \| 0.7259 \| nan \| 0.4290 \| 0.9638 \| 0.7651 \| nan \| nan \| nan \| 0.6580 \| nan \| nan \| nan \| \| 0.0421 \| 280.0 \| 280 \| 0.1364 \| 0.7752 \| 0.8573 \| 0.9651 \| nan \| 0.9819 \| 0.7966 \| nan \| 0.5474 \| 0.9910 \| 0.9081 \| nan \| nan \| nan \| 0.9184 \| nan \| nan \| nan \| nan \| 0.9603 \| 0.7338 \| nan \| 0.4165 \| 0.9746 \| 0.7868 \| nan \| nan \| nan \| 0.7789 \| nan \| nan \| nan \| \| 0.0369 \| 300.0 \| 300 \| 0.1501 \| 0.7470 \| 0.8209 \| 0.9597 \| nan \| 0.9779 \| 0.7465 \| nan \| 0.5877 \| 0.9962 \| 0.8372 \| nan \| nan \| nan \| 0.7798 \| nan \| nan \| nan \| nan \| 0.9589 \| 0.7027 \| nan \| 0.4253 \| 0.9597 \| 0.7791 \| nan \| nan \| nan \| 0.6561 \| nan \| nan \| nan \| \| 0.0369 \| 320.0 \| 320 \| 0.1567 \| 0.7385 \| 0.8162 \| 0.9579 \| nan \| 0.9758 \| 0.7764 \| nan \| 0.5807 \| 0.9951 \| 0.8532 \| nan \| nan \| nan \| 0.7157 \| nan \| nan \| nan \| nan \| 0.9570 \| 0.7215 \| nan \| 0.4166 \| 0.9569 \| 0.7860 \| nan \| nan \| nan \| 0.5929 \| nan \| nan \| nan \| \| 0.0347 \| 340.0 \| 340 \| 0.1488 \| 0.7457 \| 0.8281 \| 0.9592 \| nan \| 0.9770 \| 0.7997 \| nan \| 0.5802 \| 0.9928 \| 0.9101 \| nan \| nan \| nan \| 0.7084 \| nan \| nan \| nan \| nan \| 0.9581 \| 0.7343 \| nan \| 0.4315 \| 0.9585 \| 0.8086 \| nan \| nan \| nan \| 0.5831 \| nan \| nan \| nan \| \| 0.0341 \| 360.0 \| 360 \| 0.1537 \| 0.7373 \| 0.8085 \| 0.9583 \| nan \| 0.9783 \| 0.7636 \| nan \| 0.5854 \| 0.9957 \| 0.8529 \| nan \| nan \| nan \| 0.6752 \| nan \| nan \| nan \| nan \| 0.9590 \| 0.7182 \| nan \| 0.4334 \| 0.9540 \| 0.7937 \| nan \| nan \| nan \| 0.5656 \| nan \| nan \| nan \| \| 0.0319 \| 380.0 \| 380 \| 0.1511 \| 0.7452 \| 0.8221 \| 0.9591 \| nan \| 0.9769 \| 0.7932 \| nan \| 0.5953 \| 0.9944 \| 0.8795 \| nan \| nan \| nan \| 0.6932 \| nan \| nan \| nan \| nan \| 0.9585 \| 0.7336 \| nan \| 0.4352 \| 0.9571 \| 0.8033 \| nan \| nan \| nan \| 0.5835 \| nan \| nan \| nan \| \| 0.0331 \| 400.0 \| 400 \| 0.1568 \| 0.7412 \| 0.8149 \| 0.9583 \| nan \| 0.9766 \| 0.8053 \| nan \| 0.5676 \| 0.9948 \| 0.8808 \| nan \| nan \| nan \| 0.6640 \| nan \| nan \| nan \| nan \| 0.9573 \| 0.7441 \| nan \| 0.4273 \| 0.9548 \| 0.8097 \| nan \| nan \| nan \| 0.5539 \| nan \| nan \| nan \| \| 0.0322 \| 420.0 \| 420 \| 0.1548 \| 0.7425 \| 0.8170 \| 0.9587 \| nan \| 0.9767 \| 0.7880 \| nan \| 0.5846 \| 0.9955 \| 0.8665 \| nan \| nan \| nan \| 0.6909 \| nan \| nan \| nan \| nan \| 0.9581 \| 0.7343 \| nan \| 0.4322 \| 0.9562 \| 0.8036 \| nan \| nan \| nan \| 0.5704 \| nan \| nan \| nan \| \| 0.0313 \| 440.0 \| 440 \| 0.1581 \| 0.7417 \| 0.8156 \| 0.9585 \| nan \| 0.9767 \| 0.7942 \| nan \| 0.5856 \| 0.9953 \| 0.8762 \| nan \| nan \| nan \| 0.6658 \| nan \| nan \| nan \| nan \| 0.9582 \| 0.7368 \| nan \| 0.4293 \| 0.9555 \| 0.8126 \| nan \| nan \| nan \| 0.5577 \| nan \| nan \| nan \| \| 0.0303 \| 460.0 \| 460 \| 0.1636 \| 0.7328 \| 0.8028 \| 0.9570 \| nan \| 0.9767 \| 0.7584 \| nan \| 0.5827 \| 0.9970 \| 0.8429 \| nan \| nan \| nan \| 0.6591 \| nan \| nan \| nan \| nan \| 0.9579 \| 0.7142 \| nan \| 0.4316 \| 0.9508 \| 0.7937 \| nan \| nan \| nan \| 0.5483 \| nan \| nan \| nan \| \| 0.0321 \| 480.0 \| 480 \| 0.1490 \| 0.7500 \| 0.8311 \| 0.9599 \| nan \| 0.9770 \| 0.7959 \| nan \| 0.5885 \| 0.9938 \| 0.9151 \| nan \| nan \| nan \| 0.7164 \| nan \| nan \| nan \| nan \| 0.9586 \| 0.7349 \| nan \| 0.4380 \| 0.9591 \| 0.8157 \| nan \| nan \| nan \| 0.5936 \| nan \| nan \| nan \| \| 0.0304 \| 500.0 \| 500 \| 0.1544 \| 0.7471 \| 0.8289 \| 0.9593 \| nan \| 0.9771 \| 0.8144 \| nan \| 0.5791 \| 0.9922 \| 0.9268 \| nan \| nan \| nan \| 0.6838 \| nan \| nan \| nan \| nan \| 0.9582 \| 0.7459 \| nan \| 0.4353 \| 0.9571 \| 0.8157 \| nan \| nan \| nan \| 0.5704 \| nan \| nan \| nan \| \| 0.0303 \| 520.0 \| 520 \| 0.1602 \| 0.7419 \| 0.8179 \| 0.9585 \| nan \| 0.9771 \| 0.7963 \| nan \| 0.5769 \| 0.9945 \| 0.9095 \| nan \| nan \| nan \| 0.6530 \| nan \| nan \| nan \| nan \| 0.9580 \| 0.7401 \| nan \| 0.4343 \| 0.9542 \| 0.8177 \| nan \| nan \| nan \| 0.5472 \| nan \| nan \| nan \| \| 0.0301 \| 540.0 \| 540 \| 0.1528 \| 0.7481 \| 0.8285 \| 0.9596 \| nan \| 0.9771 \| 0.8037 \| nan \| 0.5885 \| 0.9934 \| 0.9191 \| nan \| nan \| nan \| 0.6891 \| nan \| nan \| nan \| nan \| 0.9585 \| 0.7442 \| nan \| 0.4394 \| 0.9577 \| 0.8171 \| nan \| nan \| nan \| 0.5715 \| nan \| nan \| nan \| \| 0.0305 \| 560.0 \| 560 \| 0.1500 \| 0.7524 \| 0.8292 \| 0.9604 \| nan \| 0.9781 \| 0.8007 \| nan \| 0.5822 \| 0.9941 \| 0.9108 \| nan \| nan \| nan \| 0.7092 \| nan \| nan \| nan \| nan \| 0.9591 \| 0.7418 \| nan \| 0.4380 \| 0.9590 \| 0.8219 \| nan \| nan \| nan \| 0.5945 \| nan \| nan \| nan \| \| 0.0301 \| 580.0 \| 580 \| 0.1522 \| 0.7506 \| 0.8295 \| 0.9599 \| nan \| 0.9774 \| 0.7963 \| nan \| 0.5853 \| 0.9940 \| 0.9188 \| nan \| nan \| nan \| 0.7053 \| nan \| nan \| nan \| nan \| 0.9588 \| 0.7395 \| nan \| 0.4387 \| 0.9581 \| 0.8209 \| nan \| nan \| nan \| 0.5873 \| nan \| nan \| nan \| \| 0.0279 \| 600.0 \| 600 \| 0.1525 \| 0.7497 \| 0.8290 \| 0.9598 \| nan \| 0.9775 \| 0.7907 \| nan \| 0.5869 \| 0.9939 \| 0.9191 \| nan \| nan \| nan \| 0.7060 \| nan \| nan \| nan \| nan \| 0.9588 \| 0.7359 \| nan \| 0.4374 \| 0.9581 \| 0.8183 \| nan \| nan \| nan \| 0.5895 \| nan \| nan \| nan \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "nat", "concrete-speedway-side", "concrete-road-adj", "grass", "speedway-bricks", "steel", "steel-sidewalk", "dark-bricks", "road", "rough-red-sidewalk", "tiles-marble", "red-bricks", "rest" ]
peldrak/segformer-b1-cityscapes-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b1-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b1-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5086 - Mean Iou: 0.6771 - Mean Accuracy: 0.7899 - Overall Accuracy: 0.8692 - Accuracy Water: 0.9396 - Accuracy Whitewater: 0.7192 - Accuracy Sediment: 0.8602 - Accuracy Other Natural Terrain: 0.4893 - Accuracy Vegetation: 0.8863 - Accuracy Development: 0.8891 - Accuracy Unknown: 0.7453 - Iou Water: 0.8743 - Iou Whitewater: 0.6111 - Iou Sediment: 0.7312 - Iou Other Natural Terrain: 0.3814 - Iou Vegetation: 0.7853 - Iou Development: 0.6664 - Iou Unknown: 0.6897 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7833 \| 0.05 \| 20 \| 1.7879 \| 0.1419 \| 0.3283 \| 0.3147 \| 0.2403 \| 0.0035 \| 0.6402 \| 0.0150 \| 0.1397 \| 0.6060 \| 0.6537 \| 0.2314 \| 0.0032 \| 0.1836 \| 0.0069 \| 0.1270 \| 0.2117 \| 0.2297 \| \| 1.7838 \| 0.11 \| 40 \| 1.4716 \| 0.2776 \| 0.4365 \| 0.5639 \| 0.6459 \| 0.0188 \| 0.6544 \| 0.0124 \| 0.5326 \| 0.6361 \| 0.5554 \| 0.5485 \| 0.0170 \| 0.2836 \| 0.0101 \| 0.3969 \| 0.3399 \| 0.3473 \| \| 1.3207 \| 0.16 \| 60 \| 1.3530 \| 0.2778 \| 0.4193 \| 0.6006 \| 0.7190 \| 0.0227 \| 0.6142 \| 0.0037 \| 0.7399 \| 0.6753 \| 0.1603 \| 0.5667 \| 0.0207 \| 0.3067 \| 0.0033 \| 0.5163 \| 0.3960 \| 0.1346 \| \| 1.2493 \| 0.22 \| 80 \| 1.1657 \| 0.3101 \| 0.4158 \| 0.6514 \| 0.8203 \| 0.0248 \| 0.3678 \| 0.0002 \| 0.8330 \| 0.5171 \| 0.3471 \| 0.6202 \| 0.0240 \| 0.2424 \| 0.0002 \| 0.5365 \| 0.4152 \| 0.3320 \| \| 1.4569 \| 0.27 \| 100 \| 1.0787 \| 0.3327 \| 0.4714 \| 0.6681 \| 0.8664 \| 0.0324 \| 0.5682 \| 0.0002 \| 0.6991 \| 0.8054 \| 0.3278 \| 0.6566 \| 0.0312 \| 0.3498 \| 0.0002 \| 0.5457 \| 0.4568 \| 0.2888 \| \| 0.9883 \| 0.32 \| 120 \| 1.0321 \| 0.3442 \| 0.4645 \| 0.6870 \| 0.8079 \| 0.0227 \| 0.4348 \| 0.0001 \| 0.8664 \| 0.6983 \| 0.4212 \| 0.6806 \| 0.0220 \| 0.3484 \| 0.0001 \| 0.5722 \| 0.4199 \| 0.3664 \| \| 1.1583 \| 0.38 \| 140 \| 0.9649 \| 0.3624 \| 0.4941 \| 0.6990 \| 0.8404 \| 0.0292 \| 0.6201 \| 0.0003 \| 0.7906 \| 0.7313 \| 0.4467 \| 0.6709 \| 0.0286 \| 0.4056 \| 0.0003 \| 0.6029 \| 0.4312 \| 0.3977 \| \| 1.5981 \| 0.43 \| 160 \| 0.9504 \| 0.3799 \| 0.4918 \| 0.7109 \| 0.8049 \| 0.0585 \| 0.5255 \| 0.0001 \| 0.9056 \| 0.6823 \| 0.4659 \| 0.6668 \| 0.0572 \| 0.3996 \| 0.0001 \| 0.6063 \| 0.5181 \| 0.4109 \| \| 1.1484 \| 0.49 \| 180 \| 0.9021 \| 0.3767 \| 0.5004 \| 0.7134 \| 0.8194 \| 0.0280 \| 0.5764 \| 0.0000 \| 0.8630 \| 0.7351 \| 0.4811 \| 0.6771 \| 0.0278 \| 0.3995 \| 0.0000 \| 0.6241 \| 0.4980 \| 0.4105 \| \| 1.2655 \| 0.54 \| 200 \| 0.9353 \| 0.3623 \| 0.5124 \| 0.6832 \| 0.7741 \| 0.1112 \| 0.6530 \| 0.0000 \| 0.7712 \| 0.8471 \| 0.4305 \| 0.6580 \| 0.1051 \| 0.3867 \| 0.0000 \| 0.5997 \| 0.3917 \| 0.3951 \| \| 0.8305 \| 0.59 \| 220 \| 0.8839 \| 0.3975 \| 0.5069 \| 0.7196 \| 0.7823 \| 0.1060 \| 0.6188 \| 0.0 \| 0.9452 \| 0.6436 \| 0.4523 \| 0.6602 \| 0.1045 \| 0.4440 \| 0.0 \| 0.6185 \| 0.5265 \| 0.4292 \| \| 1.5123 \| 0.65 \| 240 \| 0.8430 \| 0.3902 \| 0.5250 \| 0.7172 \| 0.8534 \| 0.0608 \| 0.6691 \| 0.0 \| 0.7783 \| 0.8502 \| 0.4628 \| 0.6740 \| 0.0601 \| 0.4756 \| 0.0 \| 0.6136 \| 0.4758 \| 0.4324 \| \| 0.9996 \| 0.7 \| 260 \| 0.8608 \| 0.3757 \| 0.4775 \| 0.7121 \| 0.8782 \| 0.1402 \| 0.2912 \| 0.0 \| 0.8831 \| 0.6765 \| 0.4733 \| 0.6548 \| 0.1346 \| 0.2280 \| 0.0 \| 0.6414 \| 0.5281 \| 0.4433 \| \| 0.9909 \| 0.76 \| 280 \| 0.8172 \| 0.4291 \| 0.5545 \| 0.7440 \| 0.8263 \| 0.2318 \| 0.7596 \| 0.0 \| 0.9054 \| 0.7363 \| 0.4219 \| 0.7128 \| 0.2122 \| 0.5178 \| 0.0 \| 0.6548 \| 0.4875 \| 0.4189 \| \| 0.7002 \| 0.81 \| 300 \| 0.7744 \| 0.4516 \| 0.5659 \| 0.7592 \| 0.8694 \| 0.2774 \| 0.7680 \| 0.0 \| 0.8950 \| 0.6964 \| 0.4553 \| 0.7310 \| 0.2575 \| 0.5217 \| 0.0 \| 0.6629 \| 0.5521 \| 0.4361 \| \| 1.7656 \| 0.86 \| 320 \| 0.8864 \| 0.4227 \| 0.5272 \| 0.7159 \| 0.7410 \| 0.3094 \| 0.5361 \| 0.0 \| 0.9597 \| 0.6123 \| 0.5321 \| 0.6556 \| 0.2776 \| 0.4545 \| 0.0 \| 0.5859 \| 0.5128 \| 0.4722 \| \| 0.8531 \| 0.92 \| 340 \| 0.7569 \| 0.4701 \| 0.5816 \| 0.7706 \| 0.9061 \| 0.3233 \| 0.7389 \| 0.0000 \| 0.8673 \| 0.7594 \| 0.4763 \| 0.7278 \| 0.3026 \| 0.5458 \| 0.0000 \| 0.6846 \| 0.5615 \| 0.4683 \| \| 0.7323 \| 0.97 \| 360 \| 0.7855 \| 0.4447 \| 0.5625 \| 0.7557 \| 0.8573 \| 0.1807 \| 0.7383 \| 0.0 \| 0.8728 \| 0.7895 \| 0.4987 \| 0.7131 \| 0.1753 \| 0.5450 \| 0.0 \| 0.6563 \| 0.5650 \| 0.4579 \| \| 0.8552 \| 1.03 \| 380 \| 0.7549 \| 0.4656 \| 0.5857 \| 0.7701 \| 0.8681 \| 0.2906 \| 0.7826 \| 0.0 \| 0.8960 \| 0.8032 \| 0.4594 \| 0.7522 \| 0.2777 \| 0.5258 \| 0.0 \| 0.6754 \| 0.5781 \| 0.4499 \| \| 0.8444 \| 1.08 \| 400 \| 0.7084 \| 0.4602 \| 0.5651 \| 0.7733 \| 0.8821 \| 0.2122 \| 0.7753 \| 0.0000 \| 0.9224 \| 0.6566 \| 0.5071 \| 0.7470 \| 0.2069 \| 0.5471 \| 0.0000 \| 0.6805 \| 0.5564 \| 0.4835 \| \| 0.7175 \| 1.14 \| 420 \| 0.6904 \| 0.4768 \| 0.6050 \| 0.7799 \| 0.8965 \| 0.3162 \| 0.8371 \| 0.0000 \| 0.8460 \| 0.8234 \| 0.5159 \| 0.7681 \| 0.2930 \| 0.5312 \| 0.0000 \| 0.7022 \| 0.5577 \| 0.4852 \| \| 0.6141 \| 1.19 \| 440 \| 0.6932 \| 0.4782 \| 0.6098 \| 0.7763 \| 0.9053 \| 0.3743 \| 0.8092 \| 0.0 \| 0.8231 \| 0.8610 \| 0.4957 \| 0.7759 \| 0.3372 \| 0.5589 \| 0.0 \| 0.6807 \| 0.5357 \| 0.4592 \| \| 0.4936 \| 1.24 \| 460 \| 0.6680 \| 0.4800 \| 0.5962 \| 0.7750 \| 0.9042 \| 0.3591 \| 0.7624 \| 0.0000 \| 0.8449 \| 0.7623 \| 0.5406 \| 0.7705 \| 0.3300 \| 0.5855 \| 0.0000 \| 0.6756 \| 0.5718 \| 0.4267 \| \| 0.6058 \| 1.3 \| 480 \| 0.6953 \| 0.4912 \| 0.6144 \| 0.7867 \| 0.8988 \| 0.3983 \| 0.8362 \| 0.0 \| 0.8741 \| 0.8000 \| 0.4933 \| 0.7802 \| 0.3497 \| 0.5556 \| 0.0 \| 0.6987 \| 0.5825 \| 0.4716 \| \| 1.1279 \| 1.35 \| 500 \| 0.6761 \| 0.4951 \| 0.6085 \| 0.7863 \| 0.9020 \| 0.4554 \| 0.7078 \| 0.0001 \| 0.8995 \| 0.7898 \| 0.5052 \| 0.7811 \| 0.3955 \| 0.5496 \| 0.0001 \| 0.6854 \| 0.5695 \| 0.4849 \| \| 0.5908 \| 1.41 \| 520 \| 0.6702 \| 0.5043 \| 0.6249 \| 0.7881 \| 0.8911 \| 0.4835 \| 0.7965 \| 0.0000 \| 0.8795 \| 0.8112 \| 0.5123 \| 0.7803 \| 0.4253 \| 0.5761 \| 0.0000 \| 0.6836 \| 0.5677 \| 0.4971 \| \| 0.5619 \| 1.46 \| 540 \| 0.6795 \| 0.5068 \| 0.6168 \| 0.7953 \| 0.8982 \| 0.4286 \| 0.8136 \| 0.0000 \| 0.9130 \| 0.7514 \| 0.5129 \| 0.7990 \| 0.3923 \| 0.5732 \| 0.0000 \| 0.6878 \| 0.5927 \| 0.5029 \| \| 0.542 \| 1.51 \| 560 \| 0.6615 \| 0.5083 \| 0.6324 \| 0.7891 \| 0.8796 \| 0.5115 \| 0.8307 \| 0.0000 \| 0.8815 \| 0.8008 \| 0.5229 \| 0.7694 \| 0.4374 \| 0.5711 \| 0.0000 \| 0.7034 \| 0.6046 \| 0.4723 \| \| 0.5351 \| 1.57 \| 580 \| 0.6603 \| 0.5124 \| 0.6308 \| 0.7940 \| 0.9082 \| 0.5228 \| 0.8054 \| 0.0004 \| 0.8829 \| 0.8067 \| 0.4895 \| 0.7787 \| 0.4395 \| 0.5959 \| 0.0004 \| 0.6977 \| 0.5971 \| 0.4773 \| \| 0.7767 \| 1.62 \| 600 \| 0.6802 \| 0.5108 \| 0.6430 \| 0.7922 \| 0.8979 \| 0.5737 \| 0.8680 \| 0.0005 \| 0.8646 \| 0.8102 \| 0.4860 \| 0.7870 \| 0.4653 \| 0.5432 \| 0.0005 \| 0.7091 \| 0.5987 \| 0.4720 \| \| 0.4142 \| 1.68 \| 620 \| 0.6632 \| 0.5123 \| 0.6604 \| 0.7860 \| 0.8661 \| 0.6956 \| 0.8274 \| 0.0007 \| 0.8505 \| 0.8581 \| 0.5245 \| 0.7852 \| 0.4962 \| 0.5795 \| 0.0007 \| 0.6827 \| 0.5455 \| 0.4966 \| \| 0.5649 \| 1.73 \| 640 \| 0.6215 \| 0.5268 \| 0.6389 \| 0.8050 \| 0.9020 \| 0.5309 \| 0.8440 \| 0.0029 \| 0.9119 \| 0.7378 \| 0.5428 \| 0.7913 \| 0.4438 \| 0.6085 \| 0.0029 \| 0.7136 \| 0.6102 \| 0.5173 \| \| 1.1126 \| 1.78 \| 660 \| 0.6710 \| 0.5072 \| 0.6214 \| 0.7856 \| 0.8710 \| 0.5075 \| 0.7161 \| 0.0 \| 0.9091 \| 0.8224 \| 0.5237 \| 0.7825 \| 0.4429 \| 0.5821 \| 0.0 \| 0.6619 \| 0.5734 \| 0.5074 \| \| 0.9695 \| 1.84 \| 680 \| 0.6198 \| 0.5305 \| 0.6630 \| 0.8004 \| 0.9084 \| 0.6110 \| 0.8637 \| 0.0011 \| 0.8216 \| 0.8349 \| 0.6004 \| 0.7829 \| 0.4816 \| 0.5928 \| 0.0011 \| 0.6994 \| 0.5993 \| 0.5561 \| \| 0.5523 \| 1.89 \| 700 \| 0.6441 \| 0.5227 \| 0.6491 \| 0.7951 \| 0.8706 \| 0.6036 \| 0.7684 \| 0.0072 \| 0.8922 \| 0.8333 \| 0.5685 \| 0.7877 \| 0.4882 \| 0.5808 \| 0.0072 \| 0.6934 \| 0.5828 \| 0.5191 \| \| 0.8006 \| 1.95 \| 720 \| 0.6019 \| 0.5348 \| 0.6611 \| 0.8020 \| 0.8892 \| 0.5983 \| 0.8240 \| 0.0051 \| 0.8494 \| 0.8173 \| 0.6445 \| 0.7772 \| 0.4853 \| 0.6089 \| 0.0051 \| 0.7054 \| 0.6004 \| 0.5611 \| \| 1.6557 \| 2.0 \| 740 \| 0.5739 \| 0.5392 \| 0.6624 \| 0.8116 \| 0.8952 \| 0.6136 \| 0.8470 \| 0.0024 \| 0.8979 \| 0.7930 \| 0.5875 \| 0.8091 \| 0.4682 \| 0.6307 \| 0.0024 \| 0.7159 \| 0.6020 \| 0.5459 \| \| 0.4772 \| 2.05 \| 760 \| 0.7001 \| 0.5047 \| 0.6195 \| 0.7793 \| 0.8289 \| 0.5551 \| 0.8231 \| 0.0007 \| 0.9302 \| 0.5940 \| 0.6043 \| 0.7435 \| 0.4602 \| 0.6202 \| 0.0007 \| 0.6870 \| 0.5443 \| 0.4770 \| \| 0.6135 \| 2.11 \| 780 \| 0.6414 \| 0.5178 \| 0.6635 \| 0.7902 \| 0.8637 \| 0.6637 \| 0.8236 \| 0.0045 \| 0.8499 \| 0.8699 \| 0.5692 \| 0.7959 \| 0.4827 \| 0.6279 \| 0.0045 \| 0.6915 \| 0.5276 \| 0.4941 \| \| 0.5883 \| 2.16 \| 800 \| 0.5719 \| 0.5373 \| 0.6471 \| 0.8131 \| 0.9205 \| 0.5466 \| 0.8529 \| 0.0078 \| 0.9038 \| 0.7275 \| 0.5703 \| 0.8165 \| 0.4514 \| 0.6144 \| 0.0078 \| 0.7094 \| 0.6121 \| 0.5496 \| \| 1.5178 \| 2.22 \| 820 \| 0.7556 \| 0.4534 \| 0.6071 \| 0.7457 \| 0.9334 \| 0.6884 \| 0.8198 \| 0.0109 \| 0.8006 \| 0.8734 \| 0.1228 \| 0.7201 \| 0.4488 \| 0.6383 \| 0.0109 \| 0.6681 \| 0.5701 \| 0.1178 \| \| 0.4899 \| 2.27 \| 840 \| 0.6151 \| 0.5235 \| 0.6614 \| 0.7937 \| 0.8531 \| 0.6943 \| 0.8269 \| 0.0151 \| 0.9031 \| 0.8045 \| 0.5328 \| 0.7822 \| 0.4611 \| 0.6161 \| 0.0151 \| 0.6892 \| 0.6043 \| 0.4967 \| \| 0.7717 \| 2.32 \| 860 \| 0.5694 \| 0.5410 \| 0.6771 \| 0.8102 \| 0.9023 \| 0.6725 \| 0.8554 \| 0.0118 \| 0.8576 \| 0.8537 \| 0.5867 \| 0.8122 \| 0.5123 \| 0.5947 \| 0.0118 \| 0.7240 \| 0.5941 \| 0.5382 \| \| 0.3124 \| 2.38 \| 880 \| 0.5912 \| 0.5308 \| 0.6764 \| 0.8035 \| 0.8728 \| 0.7280 \| 0.8663 \| 0.0176 \| 0.8925 \| 0.8320 \| 0.5252 \| 0.8101 \| 0.4774 \| 0.5993 \| 0.0176 \| 0.7131 \| 0.5974 \| 0.5011 \| \| 1.0881 \| 2.43 \| 900 \| 0.5762 \| 0.5450 \| 0.6645 \| 0.8132 \| 0.9058 \| 0.6614 \| 0.8226 \| 0.0095 \| 0.9106 \| 0.8050 \| 0.5362 \| 0.8183 \| 0.5055 \| 0.6395 \| 0.0095 \| 0.7089 \| 0.6193 \| 0.5140 \| \| 1.1418 \| 2.49 \| 920 \| 0.6212 \| 0.5409 \| 0.6790 \| 0.8073 \| 0.8891 \| 0.6945 \| 0.8658 \| 0.0135 \| 0.8693 \| 0.8758 \| 0.5451 \| 0.8050 \| 0.5274 \| 0.5857 \| 0.0134 \| 0.7164 \| 0.6161 \| 0.5223 \| \| 0.4935 \| 2.54 \| 940 \| 0.5831 \| 0.5492 \| 0.6870 \| 0.8099 \| 0.9066 \| 0.7587 \| 0.8185 \| 0.0128 \| 0.8430 \| 0.8689 \| 0.6006 \| 0.8184 \| 0.5442 \| 0.6307 \| 0.0128 \| 0.6979 \| 0.6119 \| 0.5283 \| \| 0.7153 \| 2.59 \| 960 \| 0.5784 \| 0.5527 \| 0.6864 \| 0.8137 \| 0.9067 \| 0.7290 \| 0.8433 \| 0.0171 \| 0.8511 \| 0.8346 \| 0.6233 \| 0.8207 \| 0.5102 \| 0.6319 \| 0.0171 \| 0.6994 \| 0.6420 \| 0.5472 \| \| 0.4808 \| 2.65 \| 980 \| 0.6047 \| 0.5518 \| 0.6716 \| 0.8172 \| 0.9073 \| 0.6681 \| 0.8479 \| 0.0178 \| 0.9072 \| 0.7985 \| 0.5541 \| 0.8204 \| 0.5282 \| 0.6540 \| 0.0178 \| 0.7194 \| 0.5846 \| 0.5381 \| \| 0.5405 \| 2.7 \| 1000 \| 0.5798 \| 0.5567 \| 0.6888 \| 0.8168 \| 0.9112 \| 0.7304 \| 0.8401 \| 0.0173 \| 0.8620 \| 0.8775 \| 0.5830 \| 0.8256 \| 0.5653 \| 0.6591 \| 0.0173 \| 0.7188 \| 0.5628 \| 0.5480 \| \| 0.6905 \| 2.76 \| 1020 \| 0.5554 \| 0.5689 \| 0.6973 \| 0.8244 \| 0.9102 \| 0.7144 \| 0.8725 \| 0.0209 \| 0.8490 \| 0.8160 \| 0.6984 \| 0.8153 \| 0.5483 \| 0.6368 \| 0.0209 \| 0.7274 \| 0.6094 \| 0.6245 \| \| 0.2956 \| 2.81 \| 1040 \| 0.5439 \| 0.5732 \| 0.6998 \| 0.8270 \| 0.9022 \| 0.7176 \| 0.8426 \| 0.0137 \| 0.8652 \| 0.8603 \| 0.6967 \| 0.8270 \| 0.5666 \| 0.6591 \| 0.0137 \| 0.7254 \| 0.5932 \| 0.6278 \| \| 0.6673 \| 2.86 \| 1060 \| 0.6360 \| 0.5521 \| 0.6563 \| 0.8161 \| 0.9069 \| 0.5855 \| 0.8413 \| 0.0161 \| 0.9258 \| 0.7681 \| 0.5503 \| 0.8207 \| 0.5115 \| 0.6415 \| 0.0161 \| 0.7017 \| 0.6434 \| 0.5297 \| \| 0.5508 \| 2.92 \| 1080 \| 0.5958 \| 0.5477 \| 0.6840 \| 0.8130 \| 0.9085 \| 0.7176 \| 0.8131 \| 0.0227 \| 0.8676 \| 0.9155 \| 0.5430 \| 0.8231 \| 0.5035 \| 0.6603 \| 0.0226 \| 0.7068 \| 0.5900 \| 0.5275 \| \| 0.3581 \| 2.97 \| 1100 \| 0.5723 \| 0.5555 \| 0.6838 \| 0.8171 \| 0.9139 \| 0.7258 \| 0.8684 \| 0.0243 \| 0.8794 \| 0.8203 \| 0.5546 \| 0.8212 \| 0.5387 \| 0.6548 \| 0.0243 \| 0.7154 \| 0.6083 \| 0.5262 \| \| 0.4841 \| 3.03 \| 1120 \| 0.5942 \| 0.5540 \| 0.6757 \| 0.8156 \| 0.8956 \| 0.6895 \| 0.8729 \| 0.0263 \| 0.9085 \| 0.7743 \| 0.5625 \| 0.8169 \| 0.5370 \| 0.6322 \| 0.0262 \| 0.7145 \| 0.6168 \| 0.5345 \| \| 1.2171 \| 3.08 \| 1140 \| 0.5655 \| 0.5743 \| 0.6854 \| 0.8267 \| 0.9018 \| 0.7026 \| 0.8219 \| 0.0210 \| 0.9170 \| 0.8073 \| 0.6264 \| 0.8188 \| 0.5745 \| 0.6617 \| 0.0209 \| 0.7254 \| 0.6344 \| 0.5845 \| \| 0.7295 \| 3.14 \| 1160 \| 0.5892 \| 0.5635 \| 0.6893 \| 0.8206 \| 0.9051 \| 0.7172 \| 0.8210 \| 0.0193 \| 0.8819 \| 0.8843 \| 0.5967 \| 0.8103 \| 0.5722 \| 0.6286 \| 0.0193 \| 0.7319 \| 0.6104 \| 0.5715 \| \| 0.4304 \| 3.19 \| 1180 \| 0.5996 \| 0.5626 \| 0.6676 \| 0.8220 \| 0.9283 \| 0.6472 \| 0.8038 \| 0.0209 \| 0.9114 \| 0.8080 \| 0.5539 \| 0.8254 \| 0.5520 \| 0.6522 \| 0.0209 \| 0.7104 \| 0.6297 \| 0.5473 \| \| 0.3914 \| 3.24 \| 1200 \| 0.5846 \| 0.5586 \| 0.6802 \| 0.8165 \| 0.9289 \| 0.6335 \| 0.8373 \| 0.0270 \| 0.8397 \| 0.9028 \| 0.5918 \| 0.8165 \| 0.5484 \| 0.6610 \| 0.0269 \| 0.7062 \| 0.5918 \| 0.5592 \| \| 0.459 \| 3.3 \| 1220 \| 0.5626 \| 0.5697 \| 0.6759 \| 0.8249 \| 0.9200 \| 0.6211 \| 0.8378 \| 0.0247 \| 0.8927 \| 0.8096 \| 0.6256 \| 0.8267 \| 0.5479 \| 0.6707 \| 0.0247 \| 0.7100 \| 0.6239 \| 0.5844 \| \| 0.4273 \| 3.35 \| 1240 \| 0.5436 \| 0.5748 \| 0.6971 \| 0.8261 \| 0.9160 \| 0.7420 \| 0.8223 \| 0.0284 \| 0.8748 \| 0.8662 \| 0.6296 \| 0.8349 \| 0.5690 \| 0.6648 \| 0.0283 \| 0.7073 \| 0.6220 \| 0.5974 \| \| 0.7307 \| 3.41 \| 1260 \| 0.5777 \| 0.5740 \| 0.6867 \| 0.8265 \| 0.9018 \| 0.6797 \| 0.8685 \| 0.0287 \| 0.9120 \| 0.8129 \| 0.6032 \| 0.8323 \| 0.5624 \| 0.6609 \| 0.0286 \| 0.7120 \| 0.6408 \| 0.5811 \| \| 0.8064 \| 3.46 \| 1280 \| 0.5871 \| 0.5709 \| 0.7007 \| 0.8195 \| 0.9046 \| 0.7119 \| 0.8968 \| 0.0283 \| 0.8309 \| 0.8656 \| 0.6669 \| 0.8063 \| 0.5839 \| 0.6250 \| 0.0282 \| 0.7109 \| 0.6261 \| 0.6156 \| \| 0.4575 \| 3.51 \| 1300 \| 0.5396 \| 0.5813 \| 0.7039 \| 0.8279 \| 0.8869 \| 0.7134 \| 0.8213 \| 0.0278 \| 0.8780 \| 0.8872 \| 0.7128 \| 0.8239 \| 0.5751 \| 0.6786 \| 0.0277 \| 0.7162 \| 0.6100 \| 0.6374 \| \| 0.8346 \| 3.57 \| 1320 \| 0.5407 \| 0.5862 \| 0.6868 \| 0.8356 \| 0.9215 \| 0.6417 \| 0.8160 \| 0.0303 \| 0.9099 \| 0.8184 \| 0.6701 \| 0.8282 \| 0.5544 \| 0.6760 \| 0.0302 \| 0.7313 \| 0.6665 \| 0.6172 \| \| 0.538 \| 3.62 \| 1340 \| 0.5798 \| 0.5755 \| 0.6826 \| 0.8288 \| 0.9249 \| 0.6392 \| 0.8513 \| 0.0333 \| 0.8881 \| 0.7921 \| 0.6493 \| 0.8136 \| 0.5373 \| 0.6637 \| 0.0332 \| 0.7297 \| 0.6494 \| 0.6020 \| \| 0.5 \| 3.68 \| 1360 \| 0.5624 \| 0.5740 \| 0.6972 \| 0.8261 \| 0.9038 \| 0.7564 \| 0.7993 \| 0.0466 \| 0.9040 \| 0.8654 \| 0.6048 \| 0.8267 \| 0.5610 \| 0.6471 \| 0.0459 \| 0.7242 \| 0.6314 \| 0.5817 \| \| 0.7963 \| 3.73 \| 1380 \| 0.5464 \| 0.5881 \| 0.7196 \| 0.8327 \| 0.9158 \| 0.8199 \| 0.8458 \| 0.0977 \| 0.8864 \| 0.8724 \| 0.5991 \| 0.8307 \| 0.5584 \| 0.6788 \| 0.0955 \| 0.7413 \| 0.6441 \| 0.5681 \| \| 0.5019 \| 3.78 \| 1400 \| 0.5732 \| 0.5641 \| 0.6892 \| 0.8188 \| 0.8884 \| 0.6861 \| 0.8045 \| 0.0426 \| 0.8905 \| 0.8966 \| 0.6157 \| 0.8294 \| 0.5582 \| 0.6449 \| 0.0417 \| 0.7119 \| 0.5982 \| 0.5647 \| \| 0.3556 \| 3.84 \| 1420 \| 0.5614 \| 0.5656 \| 0.6939 \| 0.8221 \| 0.9059 \| 0.6968 \| 0.8426 \| 0.0388 \| 0.8769 \| 0.9076 \| 0.5883 \| 0.8286 \| 0.5495 \| 0.6699 \| 0.0379 \| 0.7255 \| 0.5967 \| 0.5512 \| \| 1.2328 \| 3.89 \| 1440 \| 0.5214 \| 0.5834 \| 0.7049 \| 0.8364 \| 0.9089 \| 0.7927 \| 0.8279 \| 0.0314 \| 0.9174 \| 0.7945 \| 0.6613 \| 0.8361 \| 0.5510 \| 0.6667 \| 0.0311 \| 0.7469 \| 0.6389 \| 0.6130 \| \| 0.6292 \| 3.95 \| 1460 \| 0.5268 \| 0.5940 \| 0.7025 \| 0.8370 \| 0.9295 \| 0.7078 \| 0.7920 \| 0.0505 \| 0.8791 \| 0.8610 \| 0.6977 \| 0.8302 \| 0.5766 \| 0.6913 \| 0.0502 \| 0.7273 \| 0.6415 \| 0.6410 \| \| 0.4666 \| 4.0 \| 1480 \| 0.5203 \| 0.5982 \| 0.7149 \| 0.8414 \| 0.8985 \| 0.7237 \| 0.8719 \| 0.0347 \| 0.8957 \| 0.8460 \| 0.7340 \| 0.8261 \| 0.5801 \| 0.6709 \| 0.0343 \| 0.7505 \| 0.6559 \| 0.6697 \| \| 0.3796 \| 4.05 \| 1500 \| 0.5665 \| 0.5732 \| 0.6847 \| 0.8278 \| 0.9225 \| 0.6943 \| 0.8157 \| 0.0277 \| 0.9059 \| 0.8394 \| 0.5871 \| 0.8228 \| 0.5673 \| 0.6594 \| 0.0276 \| 0.7330 \| 0.6489 \| 0.5531 \| \| 0.3788 \| 4.11 \| 1520 \| 0.5967 \| 0.5710 \| 0.7094 \| 0.8238 \| 0.9039 \| 0.7587 \| 0.8920 \| 0.0344 \| 0.8499 \| 0.9073 \| 0.6202 \| 0.8123 \| 0.5820 \| 0.6207 \| 0.0341 \| 0.7459 \| 0.6208 \| 0.5810 \| \| 0.5981 \| 4.16 \| 1540 \| 0.5219 \| 0.6034 \| 0.7141 \| 0.8464 \| 0.9115 \| 0.7437 \| 0.8373 \| 0.0402 \| 0.9134 \| 0.8226 \| 0.7297 \| 0.8375 \| 0.5922 \| 0.6727 \| 0.0400 \| 0.7600 \| 0.6553 \| 0.6659 \| \| 0.6172 \| 4.22 \| 1560 \| 0.5506 \| 0.6019 \| 0.7276 \| 0.8424 \| 0.9150 \| 0.7922 \| 0.8591 \| 0.0421 \| 0.8637 \| 0.8910 \| 0.7302 \| 0.8310 \| 0.6222 \| 0.6465 \| 0.0419 \| 0.7595 \| 0.6467 \| 0.6653 \| \| 0.9793 \| 4.27 \| 1580 \| 0.5662 \| 0.5945 \| 0.7157 \| 0.8315 \| 0.8954 \| 0.7067 \| 0.8588 \| 0.1124 \| 0.8828 \| 0.8973 \| 0.6562 \| 0.8274 \| 0.5828 \| 0.6668 \| 0.1099 \| 0.7263 \| 0.6428 \| 0.6055 \| \| 0.1778 \| 4.32 \| 1600 \| 0.5729 \| 0.5887 \| 0.7027 \| 0.8305 \| 0.9020 \| 0.6804 \| 0.8818 \| 0.0979 \| 0.8952 \| 0.8093 \| 0.6524 \| 0.8203 \| 0.5735 \| 0.6227 \| 0.0960 \| 0.7345 \| 0.6617 \| 0.6122 \| \| 0.5063 \| 4.38 \| 1620 \| 0.5600 \| 0.6120 \| 0.7229 \| 0.8389 \| 0.8885 \| 0.7092 \| 0.8553 \| 0.1859 \| 0.9225 \| 0.8204 \| 0.6787 \| 0.8280 \| 0.5850 \| 0.6491 \| 0.1766 \| 0.7422 \| 0.6705 \| 0.6325 \| \| 0.3814 \| 4.43 \| 1640 \| 0.5574 \| 0.6034 \| 0.7102 \| 0.8367 \| 0.8978 \| 0.6917 \| 0.8472 \| 0.1500 \| 0.9286 \| 0.8116 \| 0.6445 \| 0.8259 \| 0.5884 \| 0.6513 \| 0.1386 \| 0.7443 \| 0.6665 \| 0.6089 \| \| 0.519 \| 4.49 \| 1660 \| 0.5396 \| 0.6096 \| 0.7251 \| 0.8424 \| 0.9117 \| 0.7642 \| 0.8589 \| 0.1320 \| 0.9047 \| 0.8380 \| 0.6662 \| 0.8281 \| 0.5938 \| 0.6625 \| 0.1257 \| 0.7578 \| 0.6706 \| 0.6288 \| \| 0.2187 \| 4.54 \| 1680 \| 0.6028 \| 0.5772 \| 0.7055 \| 0.8238 \| 0.8965 \| 0.7234 \| 0.8792 \| 0.0723 \| 0.8685 \| 0.8578 \| 0.6407 \| 0.8122 \| 0.5735 \| 0.6276 \| 0.0670 \| 0.7327 \| 0.6279 \| 0.5993 \| \| 0.2743 \| 4.59 \| 1700 \| 0.5523 \| 0.5925 \| 0.7134 \| 0.8340 \| 0.9116 \| 0.7041 \| 0.8633 \| 0.0752 \| 0.8666 \| 0.9024 \| 0.6703 \| 0.8247 \| 0.5761 \| 0.6458 \| 0.0702 \| 0.7339 \| 0.6523 \| 0.6442 \| \| 0.3156 \| 4.65 \| 1720 \| 0.5467 \| 0.6008 \| 0.7072 \| 0.8397 \| 0.9288 \| 0.7070 \| 0.8212 \| 0.1022 \| 0.9079 \| 0.8624 \| 0.6207 \| 0.8364 \| 0.5710 \| 0.6920 \| 0.0975 \| 0.7371 \| 0.6732 \| 0.5983 \| \| 0.5023 \| 4.7 \| 1740 \| 0.5488 \| 0.6001 \| 0.7166 \| 0.8361 \| 0.9347 \| 0.7274 \| 0.8471 \| 0.0957 \| 0.8405 \| 0.8542 \| 0.7168 \| 0.8248 \| 0.5901 \| 0.6627 \| 0.0909 \| 0.7316 \| 0.6688 \| 0.6320 \| \| 0.4018 \| 4.76 \| 1760 \| 0.5632 \| 0.5931 \| 0.7186 \| 0.8354 \| 0.9207 \| 0.7819 \| 0.8658 \| 0.0854 \| 0.8792 \| 0.8807 \| 0.6162 \| 0.8303 \| 0.6058 \| 0.6519 \| 0.0820 \| 0.7514 \| 0.6402 \| 0.5901 \| \| 0.6518 \| 4.81 \| 1780 \| 0.5562 \| 0.6116 \| 0.7399 \| 0.8365 \| 0.9176 \| 0.7384 \| 0.8397 \| 0.2313 \| 0.8446 \| 0.9202 \| 0.6874 \| 0.8353 \| 0.5929 \| 0.6764 \| 0.1943 \| 0.7405 \| 0.6012 \| 0.6409 \| \| 0.4821 \| 4.86 \| 1800 \| 0.5385 \| 0.6090 \| 0.7344 \| 0.8386 \| 0.9156 \| 0.7558 \| 0.8533 \| 0.2101 \| 0.8750 \| 0.8643 \| 0.6663 \| 0.8297 \| 0.5646 \| 0.6635 \| 0.1696 \| 0.7538 \| 0.6649 \| 0.6165 \| \| 1.2351 \| 4.92 \| 1820 \| 0.5615 \| 0.6048 \| 0.7211 \| 0.8349 \| 0.8931 \| 0.7518 \| 0.8394 \| 0.2313 \| 0.9361 \| 0.7695 \| 0.6264 \| 0.8268 \| 0.5576 \| 0.6753 \| 0.1981 \| 0.7446 \| 0.6386 \| 0.5928 \| \| 0.4926 \| 4.97 \| 1840 \| 0.5058 \| 0.6325 \| 0.7543 \| 0.8488 \| 0.9236 \| 0.8063 \| 0.8364 \| 0.2754 \| 0.8900 \| 0.8906 \| 0.6580 \| 0.8455 \| 0.5986 \| 0.6978 \| 0.2565 \| 0.7620 \| 0.6363 \| 0.6306 \| \| 0.4371 \| 5.03 \| 1860 \| 0.5275 \| 0.6269 \| 0.7513 \| 0.8429 \| 0.9164 \| 0.7504 \| 0.8757 \| 0.3191 \| 0.8825 \| 0.8876 \| 0.6275 \| 0.8410 \| 0.5952 \| 0.7030 \| 0.2756 \| 0.7565 \| 0.6221 \| 0.5952 \| \| 0.6446 \| 5.08 \| 1880 \| 0.5330 \| 0.6232 \| 0.7285 \| 0.8422 \| 0.9206 \| 0.6609 \| 0.8161 \| 0.2624 \| 0.8956 \| 0.8826 \| 0.6610 \| 0.8409 \| 0.5665 \| 0.7013 \| 0.2397 \| 0.7293 \| 0.6589 \| 0.6262 \| \| 0.4632 \| 5.14 \| 1900 \| 0.5035 \| 0.6373 \| 0.7409 \| 0.8490 \| 0.9317 \| 0.7629 \| 0.8298 \| 0.2748 \| 0.9075 \| 0.8210 \| 0.6584 \| 0.8436 \| 0.6154 \| 0.7021 \| 0.2513 \| 0.7484 \| 0.6889 \| 0.6111 \| \| 0.2719 \| 5.19 \| 1920 \| 0.5557 \| 0.6045 \| 0.7392 \| 0.8278 \| 0.9006 \| 0.8015 \| 0.8556 \| 0.2787 \| 0.8798 \| 0.9001 \| 0.5582 \| 0.8267 \| 0.5779 \| 0.6913 \| 0.2251 \| 0.7257 \| 0.6632 \| 0.5217 \| \| 0.5509 \| 5.24 \| 1940 \| 0.5240 \| 0.6182 \| 0.7483 \| 0.8366 \| 0.9072 \| 0.7877 \| 0.8543 \| 0.2800 \| 0.8729 \| 0.9156 \| 0.6203 \| 0.8345 \| 0.5899 \| 0.6798 \| 0.2451 \| 0.7344 \| 0.6602 \| 0.5837 \| \| 0.2536 \| 5.3 \| 1960 \| 0.5593 \| 0.5963 \| 0.7201 \| 0.8315 \| 0.9170 \| 0.7085 \| 0.8697 \| 0.2047 \| 0.8921 \| 0.9169 \| 0.5316 \| 0.8325 \| 0.5605 \| 0.6759 \| 0.1901 \| 0.7413 \| 0.6639 \| 0.5096 \| \| 0.8791 \| 5.35 \| 1980 \| 0.5216 \| 0.6331 \| 0.7435 \| 0.8490 \| 0.9181 \| 0.7519 \| 0.8773 \| 0.2744 \| 0.9182 \| 0.8311 \| 0.6334 \| 0.8428 \| 0.5950 \| 0.6767 \| 0.2585 \| 0.7640 \| 0.7008 \| 0.5938 \| \| 0.3974 \| 5.41 \| 2000 \| 0.5192 \| 0.6348 \| 0.7398 \| 0.8492 \| 0.9059 \| 0.7101 \| 0.8295 \| 0.2401 \| 0.9108 \| 0.8663 \| 0.7161 \| 0.8374 \| 0.5943 \| 0.7026 \| 0.2157 \| 0.7486 \| 0.6957 \| 0.6495 \| \| 0.8084 \| 5.46 \| 2020 \| 0.5163 \| 0.6360 \| 0.7581 \| 0.8473 \| 0.9152 \| 0.7299 \| 0.8619 \| 0.2927 \| 0.8509 \| 0.9112 \| 0.7450 \| 0.8371 \| 0.5915 \| 0.6840 \| 0.2432 \| 0.7450 \| 0.6808 \| 0.6701 \| \| 0.3075 \| 5.51 \| 2040 \| 0.5009 \| 0.6407 \| 0.7434 \| 0.8517 \| 0.9225 \| 0.7160 \| 0.8092 \| 0.2932 \| 0.9131 \| 0.8609 \| 0.6888 \| 0.8390 \| 0.5821 \| 0.7010 \| 0.2488 \| 0.7529 \| 0.7127 \| 0.6486 \| \| 0.5226 \| 5.57 \| 2060 \| 0.5110 \| 0.6346 \| 0.7520 \| 0.8478 \| 0.9210 \| 0.6899 \| 0.8547 \| 0.3067 \| 0.8652 \| 0.9224 \| 0.7044 \| 0.8459 \| 0.5758 \| 0.6844 \| 0.2571 \| 0.7414 \| 0.6755 \| 0.6622 \| \| 0.4741 \| 5.62 \| 2080 \| 0.5233 \| 0.6403 \| 0.7549 \| 0.8494 \| 0.9124 \| 0.7090 \| 0.8553 \| 0.3421 \| 0.8948 \| 0.8915 \| 0.6794 \| 0.8389 \| 0.5849 \| 0.6655 \| 0.2933 \| 0.7555 \| 0.6866 \| 0.6572 \| \| 0.2684 \| 5.68 \| 2100 \| 0.4654 \| 0.6519 \| 0.7736 \| 0.8560 \| 0.9084 \| 0.7717 \| 0.8285 \| 0.3537 \| 0.8772 \| 0.8874 \| 0.7882 \| 0.8444 \| 0.5742 \| 0.6988 \| 0.3008 \| 0.7621 \| 0.6854 \| 0.6972 \| \| 0.3231 \| 5.73 \| 2120 \| 0.4797 \| 0.6445 \| 0.7459 \| 0.8528 \| 0.9128 \| 0.7013 \| 0.8657 \| 0.3075 \| 0.9186 \| 0.8074 \| 0.7079 \| 0.8407 \| 0.5867 \| 0.7076 \| 0.2749 \| 0.7563 \| 0.6986 \| 0.6466 \| \| 0.5908 \| 5.78 \| 2140 \| 0.5306 \| 0.6249 \| 0.7441 \| 0.8402 \| 0.9123 \| 0.7365 \| 0.8036 \| 0.3342 \| 0.8984 \| 0.9007 \| 0.6229 \| 0.8453 \| 0.5898 \| 0.7087 \| 0.2755 \| 0.7408 \| 0.6310 \| 0.5831 \| \| 0.2693 \| 5.84 \| 2160 \| 0.5787 \| 0.6188 \| 0.7454 \| 0.8327 \| 0.9288 \| 0.6676 \| 0.8818 \| 0.3901 \| 0.8385 \| 0.9125 \| 0.5985 \| 0.8347 \| 0.5758 \| 0.6955 \| 0.3256 \| 0.7292 \| 0.6057 \| 0.5653 \| \| 0.2409 \| 5.89 \| 2180 \| 0.5280 \| 0.6288 \| 0.7509 \| 0.8408 \| 0.9057 \| 0.7197 \| 0.8782 \| 0.3590 \| 0.8883 \| 0.8673 \| 0.6380 \| 0.8421 \| 0.5830 \| 0.6858 \| 0.3098 \| 0.7420 \| 0.6469 \| 0.5921 \| \| 0.4262 \| 5.95 \| 2200 \| 0.5102 \| 0.6451 \| 0.7559 \| 0.8475 \| 0.8884 \| 0.7201 \| 0.8277 \| 0.3434 \| 0.9061 \| 0.8676 \| 0.7378 \| 0.8330 \| 0.5913 \| 0.7101 \| 0.3108 \| 0.7405 \| 0.6695 \| 0.6607 \| \| 0.2629 \| 6.0 \| 2220 \| 0.5054 \| 0.6370 \| 0.7511 \| 0.8470 \| 0.9147 \| 0.7661 \| 0.8445 \| 0.3115 \| 0.9070 \| 0.8847 \| 0.6291 \| 0.8411 \| 0.6053 \| 0.6955 \| 0.2879 \| 0.7507 \| 0.6789 \| 0.5996 \| \| 0.4117 \| 6.05 \| 2240 \| 0.5191 \| 0.6398 \| 0.7506 \| 0.8509 \| 0.9153 \| 0.7405 \| 0.8488 \| 0.3058 \| 0.9114 \| 0.8665 \| 0.6658 \| 0.8476 \| 0.5981 \| 0.6865 \| 0.2761 \| 0.7547 \| 0.6760 \| 0.6397 \| \| 0.3589 \| 6.11 \| 2260 \| 0.5075 \| 0.6430 \| 0.7573 \| 0.8513 \| 0.9109 \| 0.7465 \| 0.8552 \| 0.3256 \| 0.9044 \| 0.8808 \| 0.6775 \| 0.8491 \| 0.5965 \| 0.6998 \| 0.2919 \| 0.7540 \| 0.6737 \| 0.6360 \| \| 0.2856 \| 6.16 \| 2280 \| 0.4786 \| 0.6539 \| 0.7700 \| 0.8556 \| 0.9285 \| 0.7530 \| 0.8617 \| 0.3647 \| 0.8685 \| 0.8830 \| 0.7307 \| 0.8552 \| 0.6203 \| 0.6968 \| 0.3064 \| 0.7554 \| 0.6733 \| 0.6699 \| \| 0.4254 \| 6.22 \| 2300 \| 0.4756 \| 0.6569 \| 0.7665 \| 0.8559 \| 0.9288 \| 0.7752 \| 0.8378 \| 0.3568 \| 0.8853 \| 0.8620 \| 0.7194 \| 0.8472 \| 0.6377 \| 0.7117 \| 0.2956 \| 0.7551 \| 0.6845 \| 0.6666 \| \| 0.4135 \| 6.27 \| 2320 \| 0.4881 \| 0.6510 \| 0.7674 \| 0.8527 \| 0.9381 \| 0.7567 \| 0.8452 \| 0.3859 \| 0.8675 \| 0.9027 \| 0.6761 \| 0.8490 \| 0.6065 \| 0.7109 \| 0.3298 \| 0.7525 \| 0.6700 \| 0.6384 \| \| 0.2908 \| 6.32 \| 2340 \| 0.5053 \| 0.6337 \| 0.7471 \| 0.8497 \| 0.9322 \| 0.7010 \| 0.8776 \| 0.3264 \| 0.8965 \| 0.8715 \| 0.6248 \| 0.8542 \| 0.5696 \| 0.6968 \| 0.2772 \| 0.7547 \| 0.6797 \| 0.6038 \| \| 0.3666 \| 6.38 \| 2360 \| 0.5248 \| 0.6369 \| 0.7650 \| 0.8426 \| 0.9087 \| 0.8227 \| 0.8484 \| 0.3769 \| 0.8875 \| 0.8894 \| 0.6215 \| 0.8385 \| 0.6237 \| 0.7149 \| 0.3173 \| 0.7493 \| 0.6272 \| 0.5875 \| \| 0.3551 \| 6.43 \| 2380 \| 0.4940 \| 0.6455 \| 0.7620 \| 0.8492 \| 0.9330 \| 0.7356 \| 0.8266 \| 0.4330 \| 0.8855 \| 0.8707 \| 0.6494 \| 0.8430 \| 0.6150 \| 0.7124 \| 0.3404 \| 0.7639 \| 0.6236 \| 0.6202 \| \| 0.553 \| 6.49 \| 2400 \| 0.5107 \| 0.6281 \| 0.7478 \| 0.8404 \| 0.9057 \| 0.7340 \| 0.8412 \| 0.4025 \| 0.9142 \| 0.8149 \| 0.6222 \| 0.8356 \| 0.6031 \| 0.6988 \| 0.3174 \| 0.7634 \| 0.6132 \| 0.5654 \| \| 0.2966 \| 6.54 \| 2420 \| 0.4833 \| 0.6533 \| 0.7733 \| 0.8504 \| 0.8926 \| 0.7734 \| 0.8340 \| 0.4425 \| 0.9010 \| 0.8100 \| 0.7594 \| 0.8296 \| 0.5908 \| 0.6986 \| 0.3561 \| 0.7635 \| 0.6855 \| 0.6488 \| \| 0.3404 \| 6.59 \| 2440 \| 0.4632 \| 0.6744 \| 0.7906 \| 0.8668 \| 0.9260 \| 0.7448 \| 0.8276 \| 0.4473 \| 0.8743 \| 0.9094 \| 0.8048 \| 0.8534 \| 0.5984 \| 0.6945 \| 0.3599 \| 0.7796 \| 0.6775 \| 0.7576 \| \| 0.3744 \| 6.65 \| 2460 \| 0.4676 \| 0.6668 \| 0.7805 \| 0.8635 \| 0.9082 \| 0.7284 \| 0.8669 \| 0.3997 \| 0.8938 \| 0.8722 \| 0.7940 \| 0.8431 \| 0.5988 \| 0.6811 \| 0.3309 \| 0.7835 \| 0.6963 \| 0.7338 \| \| 0.2305 \| 6.7 \| 2480 \| 0.4940 \| 0.6457 \| 0.7644 \| 0.8503 \| 0.9106 \| 0.7627 \| 0.8212 \| 0.3682 \| 0.8900 \| 0.8853 \| 0.7126 \| 0.8483 \| 0.6077 \| 0.6985 \| 0.3056 \| 0.7507 \| 0.6460 \| 0.6629 \| \| 0.5477 \| 6.76 \| 2500 \| 0.4748 \| 0.6434 \| 0.7565 \| 0.8511 \| 0.9113 \| 0.7199 \| 0.8503 \| 0.3216 \| 0.8851 \| 0.8649 \| 0.7422 \| 0.8372 \| 0.6007 \| 0.6964 \| 0.2756 \| 0.7587 \| 0.6627 \| 0.6722 \| \| 0.4124 \| 6.81 \| 2520 \| 0.5313 \| 0.6212 \| 0.7536 \| 0.8363 \| 0.9066 \| 0.7573 \| 0.8717 \| 0.3575 \| 0.8687 \| 0.8851 \| 0.6284 \| 0.8396 \| 0.5911 \| 0.6855 \| 0.2896 \| 0.7408 \| 0.6163 \| 0.5852 \| \| 0.2796 \| 6.86 \| 2540 \| 0.5070 \| 0.6298 \| 0.7487 \| 0.8428 \| 0.9255 \| 0.7156 \| 0.8490 \| 0.3604 \| 0.8818 \| 0.8853 \| 0.6232 \| 0.8433 \| 0.5883 \| 0.7088 \| 0.2848 \| 0.7451 \| 0.6501 \| 0.5884 \| \| 0.4311 \| 6.92 \| 2560 \| 0.4974 \| 0.6417 \| 0.7562 \| 0.8498 \| 0.9235 \| 0.7283 \| 0.8279 \| 0.3363 \| 0.8813 \| 0.9074 \| 0.6887 \| 0.8402 \| 0.5876 \| 0.7103 \| 0.2712 \| 0.7493 \| 0.6854 \| 0.6479 \| \| 0.3702 \| 6.97 \| 2580 \| 0.4818 \| 0.6476 \| 0.7665 \| 0.8517 \| 0.9057 \| 0.7407 \| 0.8656 \| 0.3668 \| 0.8857 \| 0.8679 \| 0.7329 \| 0.8324 \| 0.5872 \| 0.6917 \| 0.2922 \| 0.7603 \| 0.6916 \| 0.6779 \| \| 0.2871 \| 7.03 \| 2600 \| 0.4799 \| 0.6534 \| 0.7799 \| 0.8545 \| 0.9170 \| 0.7555 \| 0.8591 \| 0.3950 \| 0.8555 \| 0.9283 \| 0.7492 \| 0.8397 \| 0.5833 \| 0.7046 \| 0.3095 \| 0.7598 \| 0.6822 \| 0.6949 \| \| 0.7906 \| 7.08 \| 2620 \| 0.4530 \| 0.6682 \| 0.7793 \| 0.8627 \| 0.9270 \| 0.7177 \| 0.8329 \| 0.4190 \| 0.8724 \| 0.8894 \| 0.7967 \| 0.8503 \| 0.6027 \| 0.7201 \| 0.3355 \| 0.7671 \| 0.6815 \| 0.7202 \| \| 1.0369 \| 7.14 \| 2640 \| 0.4532 \| 0.6729 \| 0.7866 \| 0.8650 \| 0.9171 \| 0.7342 \| 0.8169 \| 0.4682 \| 0.8858 \| 0.8500 \| 0.8340 \| 0.8486 \| 0.6012 \| 0.7221 \| 0.3281 \| 0.7735 \| 0.6901 \| 0.7468 \| \| 0.1002 \| 7.19 \| 2660 \| 0.4763 \| 0.6475 \| 0.7783 \| 0.8473 \| 0.9195 \| 0.7371 \| 0.8541 \| 0.4672 \| 0.8371 \| 0.8830 \| 0.7504 \| 0.8395 \| 0.5952 \| 0.6829 \| 0.3264 \| 0.7449 \| 0.6816 \| 0.6620 \| \| 0.421 \| 7.24 \| 2680 \| 0.4708 \| 0.6564 \| 0.7725 \| 0.8536 \| 0.9139 \| 0.7475 \| 0.8448 \| 0.4383 \| 0.8912 \| 0.8500 \| 0.7218 \| 0.8464 \| 0.6053 \| 0.6836 \| 0.3438 \| 0.7537 \| 0.6971 \| 0.6649 \| \| 0.3491 \| 7.3 \| 2700 \| 0.4797 \| 0.6623 \| 0.7766 \| 0.8605 \| 0.9196 \| 0.7842 \| 0.8150 \| 0.3615 \| 0.8825 \| 0.8893 \| 0.7840 \| 0.8496 \| 0.6198 \| 0.6843 \| 0.3212 \| 0.7668 \| 0.6709 \| 0.7238 \| \| 0.3251 \| 7.35 \| 2720 \| 0.5016 \| 0.6447 \| 0.7619 \| 0.8503 \| 0.9166 \| 0.7314 \| 0.8473 \| 0.3875 \| 0.8873 \| 0.8581 \| 0.7048 \| 0.8399 \| 0.5973 \| 0.6879 \| 0.3038 \| 0.7598 \| 0.6731 \| 0.6514 \| \| 0.2954 \| 7.41 \| 2740 \| 0.4827 \| 0.6542 \| 0.7699 \| 0.8558 \| 0.9325 \| 0.7329 \| 0.8164 \| 0.4061 \| 0.8711 \| 0.8951 \| 0.7356 \| 0.8512 \| 0.5979 \| 0.7164 \| 0.3021 \| 0.7561 \| 0.6740 \| 0.6819 \| \| 0.8119 \| 7.46 \| 2760 \| 0.4875 \| 0.6389 \| 0.7475 \| 0.8483 \| 0.9147 \| 0.7206 \| 0.8252 \| 0.3623 \| 0.9144 \| 0.8061 \| 0.6892 \| 0.8436 \| 0.5970 \| 0.7009 \| 0.2852 \| 0.7529 \| 0.6595 \| 0.6334 \| \| 0.4892 \| 7.51 \| 2780 \| 0.4884 \| 0.6658 \| 0.7807 \| 0.8602 \| 0.9198 \| 0.7653 \| 0.8348 \| 0.4184 \| 0.8825 \| 0.8762 \| 0.7681 \| 0.8476 \| 0.6314 \| 0.6994 \| 0.3441 \| 0.7736 \| 0.6672 \| 0.6970 \| \| 0.2375 \| 7.57 \| 2800 \| 0.5425 \| 0.6312 \| 0.7496 \| 0.8437 \| 0.9158 \| 0.7275 \| 0.8471 \| 0.3690 \| 0.8988 \| 0.8531 \| 0.6356 \| 0.8490 \| 0.5966 \| 0.6789 \| 0.3052 \| 0.7509 \| 0.6508 \| 0.5870 \| \| 0.3523 \| 7.62 \| 2820 \| 0.5090 \| 0.6444 \| 0.7629 \| 0.8493 \| 0.9150 \| 0.7391 \| 0.8120 \| 0.4380 \| 0.9014 \| 0.8461 \| 0.6890 \| 0.8484 \| 0.5877 \| 0.6958 \| 0.3256 \| 0.7557 \| 0.6702 \| 0.6275 \| \| 0.4111 \| 7.68 \| 2840 \| 0.5295 \| 0.6487 \| 0.7482 \| 0.8527 \| 0.9321 \| 0.6795 \| 0.8419 \| 0.4202 \| 0.9165 \| 0.7582 \| 0.6893 \| 0.8524 \| 0.5854 \| 0.6974 \| 0.3443 \| 0.7492 \| 0.6599 \| 0.6526 \| \| 1.3345 \| 7.73 \| 2860 \| 0.5312 \| 0.6381 \| 0.7590 \| 0.8457 \| 0.9285 \| 0.7271 \| 0.8544 \| 0.3958 \| 0.8676 \| 0.8797 \| 0.6600 \| 0.8476 \| 0.5921 \| 0.7023 \| 0.3164 \| 0.7434 \| 0.6464 \| 0.6184 \| \| 0.3067 \| 7.78 \| 2880 \| 0.5353 \| 0.6287 \| 0.7515 \| 0.8419 \| 0.9314 \| 0.7393 \| 0.8338 \| 0.3950 \| 0.8840 \| 0.8860 \| 0.5910 \| 0.8452 \| 0.5748 \| 0.6974 \| 0.3258 \| 0.7478 \| 0.6386 \| 0.5715 \| \| 0.3504 \| 7.84 \| 2900 \| 0.5089 \| 0.6413 \| 0.7710 \| 0.8427 \| 0.9042 \| 0.7322 \| 0.8563 \| 0.4845 \| 0.8789 \| 0.8926 \| 0.6481 \| 0.8454 \| 0.6037 \| 0.7177 \| 0.3626 \| 0.7464 \| 0.6088 \| 0.6046 \| \| 0.1571 \| 7.89 \| 2920 \| 0.4610 \| 0.6648 \| 0.7848 \| 0.8592 \| 0.9191 \| 0.7468 \| 0.8439 \| 0.4573 \| 0.8690 \| 0.8682 \| 0.7891 \| 0.8456 \| 0.6052 \| 0.7135 \| 0.3473 \| 0.7687 \| 0.6665 \| 0.7069 \| \| 1.2816 \| 7.95 \| 2940 \| 0.5114 \| 0.6469 \| 0.7530 \| 0.8489 \| 0.9106 \| 0.7227 \| 0.8345 \| 0.4185 \| 0.9284 \| 0.7978 \| 0.6587 \| 0.8421 \| 0.5930 \| 0.7067 \| 0.3437 \| 0.7454 \| 0.6614 \| 0.6359 \| \| 0.2313 \| 8.0 \| 2960 \| 0.4590 \| 0.6649 \| 0.7950 \| 0.8581 \| 0.9293 \| 0.7846 \| 0.8195 \| 0.5312 \| 0.8649 \| 0.9124 \| 0.7234 \| 0.8572 \| 0.6063 \| 0.7271 \| 0.3717 \| 0.7663 \| 0.6473 \| 0.6788 \| \| 0.2783 \| 8.05 \| 2980 \| 0.4880 \| 0.6562 \| 0.7737 \| 0.8552 \| 0.9206 \| 0.7340 \| 0.8481 \| 0.4596 \| 0.8959 \| 0.8693 \| 0.6886 \| 0.8520 \| 0.5964 \| 0.7237 \| 0.3605 \| 0.7651 \| 0.6440 \| 0.6515 \| \| 0.4596 \| 8.11 \| 3000 \| 0.4796 \| 0.6594 \| 0.7734 \| 0.8594 \| 0.9270 \| 0.7266 \| 0.8638 \| 0.4060 \| 0.8821 \| 0.8712 \| 0.7373 \| 0.8547 \| 0.6029 \| 0.7045 \| 0.3383 \| 0.7691 \| 0.6565 \| 0.6900 \| \| 0.484 \| 8.16 \| 3020 \| 0.4801 \| 0.6525 \| 0.7662 \| 0.8567 \| 0.9257 \| 0.7447 \| 0.8453 \| 0.3708 \| 0.8911 \| 0.8711 \| 0.7146 \| 0.8497 \| 0.6033 \| 0.7013 \| 0.3143 \| 0.7701 \| 0.6602 \| 0.6683 \| \| 0.7794 \| 8.22 \| 3040 \| 0.5150 \| 0.6351 \| 0.7574 \| 0.8486 \| 0.9244 \| 0.7055 \| 0.8720 \| 0.3914 \| 0.8906 \| 0.8891 \| 0.6284 \| 0.8510 \| 0.5778 \| 0.6924 \| 0.3180 \| 0.7697 \| 0.6266 \| 0.6100 \| \| 0.2596 \| 8.27 \| 3060 \| 0.4605 \| 0.6728 \| 0.8023 \| 0.8643 \| 0.9296 \| 0.7382 \| 0.8009 \| 0.6057 \| 0.8676 \| 0.8704 \| 0.8037 \| 0.8590 \| 0.5863 \| 0.7212 \| 0.3657 \| 0.7786 \| 0.6606 \| 0.7384 \| \| 0.3451 \| 8.32 \| 3080 \| 0.4801 \| 0.6533 \| 0.7726 \| 0.8542 \| 0.9342 \| 0.7089 \| 0.7939 \| 0.5207 \| 0.8905 \| 0.8810 \| 0.6794 \| 0.8569 \| 0.5994 \| 0.7048 \| 0.3568 \| 0.7668 \| 0.6417 \| 0.6465 \| \| 0.178 \| 8.38 \| 3100 \| 0.4871 \| 0.6587 \| 0.7753 \| 0.8571 \| 0.9203 \| 0.7452 \| 0.8595 \| 0.4154 \| 0.8878 \| 0.8921 \| 0.7068 \| 0.8551 \| 0.5997 \| 0.7056 \| 0.3496 \| 0.7588 \| 0.6677 \| 0.6746 \| \| 0.243 \| 8.43 \| 3120 \| 0.4930 \| 0.6537 \| 0.7798 \| 0.8525 \| 0.9151 \| 0.7488 \| 0.8526 \| 0.4782 \| 0.8822 \| 0.8962 \| 0.6852 \| 0.8542 \| 0.5954 \| 0.7098 \| 0.3756 \| 0.7604 \| 0.6362 \| 0.6441 \| \| 1.029 \| 8.49 \| 3140 \| 0.5020 \| 0.6621 \| 0.7809 \| 0.8629 \| 0.9217 \| 0.7246 \| 0.8719 \| 0.4224 \| 0.8814 \| 0.8691 \| 0.7751 \| 0.8575 \| 0.5908 \| 0.7086 \| 0.3256 \| 0.7820 \| 0.6544 \| 0.7156 \| \| 0.3411 \| 8.54 \| 3160 \| 0.4718 \| 0.6769 \| 0.7942 \| 0.8701 \| 0.9232 \| 0.7410 \| 0.8480 \| 0.4596 \| 0.8799 \| 0.8743 \| 0.8331 \| 0.8581 \| 0.5859 \| 0.7140 \| 0.3461 \| 0.7871 \| 0.6862 \| 0.7609 \| \| 0.8273 \| 8.59 \| 3180 \| 0.4833 \| 0.6617 \| 0.7717 \| 0.8597 \| 0.9258 \| 0.7331 \| 0.8359 \| 0.4446 \| 0.9110 \| 0.8565 \| 0.6951 \| 0.8554 \| 0.5947 \| 0.7329 \| 0.3361 \| 0.7660 \| 0.6866 \| 0.6599 \| \| 0.236 \| 8.65 \| 3200 \| 0.5126 \| 0.6623 \| 0.7861 \| 0.8574 \| 0.9327 \| 0.7244 \| 0.8617 \| 0.4976 \| 0.8512 \| 0.8806 \| 0.7546 \| 0.8382 \| 0.5781 \| 0.7337 \| 0.3562 \| 0.7735 \| 0.6844 \| 0.6723 \| \| 0.5863 \| 8.7 \| 3220 \| 0.4874 \| 0.6583 \| 0.7689 \| 0.8561 \| 0.9247 \| 0.6951 \| 0.8452 \| 0.4707 \| 0.8929 \| 0.8181 \| 0.7352 \| 0.8566 \| 0.5788 \| 0.7320 \| 0.3533 \| 0.7514 \| 0.6751 \| 0.6611 \| \| 0.1407 \| 8.76 \| 3240 \| 0.4821 \| 0.6631 \| 0.7758 \| 0.8596 \| 0.9317 \| 0.7305 \| 0.8524 \| 0.4620 \| 0.8953 \| 0.8645 \| 0.6943 \| 0.8595 \| 0.6026 \| 0.7289 \| 0.3493 \| 0.7630 \| 0.6822 \| 0.6560 \| \| 0.37 \| 8.81 \| 3260 \| 0.4610 \| 0.6623 \| 0.7918 \| 0.8576 \| 0.9185 \| 0.7703 \| 0.8591 \| 0.5065 \| 0.8738 \| 0.8910 \| 0.7236 \| 0.8539 \| 0.5877 \| 0.7190 \| 0.3750 \| 0.7674 \| 0.6530 \| 0.6799 \| \| 0.2278 \| 8.86 \| 3280 \| 0.4558 \| 0.6728 \| 0.7912 \| 0.8657 \| 0.9346 \| 0.7719 \| 0.8781 \| 0.4576 \| 0.8707 \| 0.8522 \| 0.7732 \| 0.8570 \| 0.5979 \| 0.7154 \| 0.3675 \| 0.7793 \| 0.6837 \| 0.7088 \| \| 0.2162 \| 8.92 \| 3300 \| 0.4729 \| 0.6761 \| 0.7877 \| 0.8690 \| 0.9323 \| 0.7218 \| 0.8599 \| 0.4369 \| 0.8707 \| 0.8607 \| 0.8314 \| 0.8607 \| 0.5898 \| 0.7250 \| 0.3628 \| 0.7802 \| 0.6788 \| 0.7358 \| \| 0.3056 \| 8.97 \| 3320 \| 0.4642 \| 0.6783 \| 0.7853 \| 0.8703 \| 0.9315 \| 0.7099 \| 0.8458 \| 0.4322 \| 0.8781 \| 0.8557 \| 0.8435 \| 0.8623 \| 0.5979 \| 0.7211 \| 0.3677 \| 0.7827 \| 0.6799 \| 0.7365 \| \| 0.2559 \| 9.03 \| 3340 \| 0.4656 \| 0.6762 \| 0.7912 \| 0.8682 \| 0.9214 \| 0.7495 \| 0.8704 \| 0.4438 \| 0.8864 \| 0.8712 \| 0.7955 \| 0.8563 \| 0.6054 \| 0.7191 \| 0.3629 \| 0.7876 \| 0.6742 \| 0.7281 \| \| 0.1877 \| 9.08 \| 3360 \| 0.5040 \| 0.6560 \| 0.7786 \| 0.8564 \| 0.9296 \| 0.7405 \| 0.8308 \| 0.4822 \| 0.8828 \| 0.8864 \| 0.6975 \| 0.8561 \| 0.6038 \| 0.7168 \| 0.3599 \| 0.7781 \| 0.6268 \| 0.6508 \| \| 0.3642 \| 9.14 \| 3380 \| 0.5220 \| 0.6641 \| 0.7750 \| 0.8623 \| 0.9358 \| 0.7360 \| 0.8271 \| 0.4464 \| 0.8909 \| 0.8340 \| 0.7550 \| 0.8398 \| 0.5961 \| 0.7071 \| 0.3322 \| 0.7897 \| 0.6824 \| 0.7011 \| \| 0.3262 \| 9.19 \| 3400 \| 0.4821 \| 0.6671 \| 0.7852 \| 0.8648 \| 0.9371 \| 0.7365 \| 0.8144 \| 0.4944 \| 0.8846 \| 0.8641 \| 0.7654 \| 0.8583 \| 0.6014 \| 0.7045 \| 0.3507 \| 0.7926 \| 0.6536 \| 0.7089 \| \| 0.6146 \| 9.24 \| 3420 \| 0.4709 \| 0.6722 \| 0.7968 \| 0.8649 \| 0.9332 \| 0.7110 \| 0.8408 \| 0.5184 \| 0.8445 \| 0.8999 \| 0.8298 \| 0.8581 \| 0.6040 \| 0.6981 \| 0.3546 \| 0.7786 \| 0.6622 \| 0.7497 \| \| 0.3797 \| 9.3 \| 3440 \| 0.4913 \| 0.6626 \| 0.7726 \| 0.8619 \| 0.9379 \| 0.6889 \| 0.8627 \| 0.4387 \| 0.8827 \| 0.8607 \| 0.7365 \| 0.8575 \| 0.5929 \| 0.6943 \| 0.3417 \| 0.7714 \| 0.6731 \| 0.7071 \| \| 0.1604 \| 9.35 \| 3460 \| 0.4847 \| 0.6468 \| 0.7515 \| 0.8555 \| 0.9323 \| 0.6980 \| 0.8215 \| 0.3373 \| 0.8956 \| 0.8472 \| 0.7284 \| 0.8557 \| 0.5806 \| 0.7177 \| 0.2842 \| 0.7554 \| 0.6745 \| 0.6597 \| \| 0.2544 \| 9.41 \| 3480 \| 0.4657 \| 0.6703 \| 0.7804 \| 0.8659 \| 0.9461 \| 0.7093 \| 0.8057 \| 0.4421 \| 0.8614 \| 0.8804 \| 0.8176 \| 0.8528 \| 0.6011 \| 0.7015 \| 0.3266 \| 0.7768 \| 0.6791 \| 0.7540 \| \| 0.3071 \| 9.46 \| 3500 \| 0.4704 \| 0.6715 \| 0.7864 \| 0.8644 \| 0.9164 \| 0.7579 \| 0.8338 \| 0.4608 \| 0.8998 \| 0.8626 \| 0.7732 \| 0.8597 \| 0.6017 \| 0.7251 \| 0.3381 \| 0.7671 \| 0.6872 \| 0.7213 \| \| 0.2165 \| 9.51 \| 3520 \| 0.5137 \| 0.6596 \| 0.7623 \| 0.8591 \| 0.9293 \| 0.7242 \| 0.8397 \| 0.3607 \| 0.9003 \| 0.8622 \| 0.7197 \| 0.8554 \| 0.5980 \| 0.7252 \| 0.3079 \| 0.7498 \| 0.6979 \| 0.6829 \| \| 0.6251 \| 9.57 \| 3540 \| 0.4720 \| 0.6663 \| 0.7775 \| 0.8639 \| 0.9307 \| 0.7446 \| 0.8561 \| 0.4056 \| 0.8906 \| 0.8707 \| 0.7441 \| 0.8662 \| 0.6035 \| 0.7218 \| 0.3113 \| 0.7612 \| 0.6928 \| 0.7072 \| \| 0.2985 \| 9.62 \| 3560 \| 0.4701 \| 0.6697 \| 0.7857 \| 0.8649 \| 0.9248 \| 0.7738 \| 0.8546 \| 0.4398 \| 0.8962 \| 0.8646 \| 0.7463 \| 0.8656 \| 0.6034 \| 0.7188 \| 0.3235 \| 0.7665 \| 0.6982 \| 0.7120 \| \| 0.7024 \| 9.68 \| 3580 \| 0.5024 \| 0.6603 \| 0.7762 \| 0.8581 \| 0.9191 \| 0.7492 \| 0.8497 \| 0.4537 \| 0.8999 \| 0.8380 \| 0.7236 \| 0.8564 \| 0.6006 \| 0.7120 \| 0.3222 \| 0.7594 \| 0.6912 \| 0.6802 \| \| 0.3726 \| 9.73 \| 3600 \| 0.4899 \| 0.6757 \| 0.7952 \| 0.8677 \| 0.9149 \| 0.7442 \| 0.8736 \| 0.4567 \| 0.8779 \| 0.8792 \| 0.8200 \| 0.8607 \| 0.6072 \| 0.7149 \| 0.3316 \| 0.7747 \| 0.6743 \| 0.7670 \| \| 0.2052 \| 9.78 \| 3620 \| 0.4647 \| 0.6806 \| 0.7999 \| 0.8690 \| 0.9184 \| 0.7340 \| 0.8675 \| 0.5045 \| 0.8741 \| 0.8654 \| 0.8355 \| 0.8622 \| 0.6071 \| 0.7233 \| 0.3590 \| 0.7757 \| 0.6720 \| 0.7648 \| \| 0.2286 \| 9.84 \| 3640 \| 0.4740 \| 0.6673 \| 0.7868 \| 0.8619 \| 0.9139 \| 0.7225 \| 0.8565 \| 0.5175 \| 0.8994 \| 0.8409 \| 0.7567 \| 0.8573 \| 0.6091 \| 0.7216 \| 0.3492 \| 0.7780 \| 0.6534 \| 0.7025 \| \| 0.3024 \| 9.89 \| 3660 \| 0.4736 \| 0.6755 \| 0.7984 \| 0.8664 \| 0.9152 \| 0.7496 \| 0.8430 \| 0.5112 \| 0.8767 \| 0.8611 \| 0.8322 \| 0.8541 \| 0.6059 \| 0.7260 \| 0.3414 \| 0.7825 \| 0.6738 \| 0.7447 \| \| 0.3105 \| 9.95 \| 3680 \| 0.4792 \| 0.6741 \| 0.7931 \| 0.8653 \| 0.9184 \| 0.7362 \| 0.8284 \| 0.5416 \| 0.8915 \| 0.8228 \| 0.8126 \| 0.8528 \| 0.6042 \| 0.7285 \| 0.3435 \| 0.7808 \| 0.6681 \| 0.7407 \| \| 0.2934 \| 10.0 \| 3700 \| 0.5106 \| 0.6724 \| 0.7975 \| 0.8626 \| 0.9316 \| 0.7395 \| 0.8395 \| 0.5418 \| 0.8552 \| 0.8875 \| 0.7875 \| 0.8534 \| 0.6099 \| 0.7257 \| 0.3640 \| 0.7731 \| 0.6500 \| 0.7308 \| \| 0.17 \| 10.05 \| 3720 \| 0.5045 \| 0.6638 \| 0.7726 \| 0.8624 \| 0.9309 \| 0.6885 \| 0.8639 \| 0.4334 \| 0.8935 \| 0.8691 \| 0.7291 \| 0.8580 \| 0.5959 \| 0.7067 \| 0.3379 \| 0.7705 \| 0.6719 \| 0.7059 \| \| 0.2049 \| 10.11 \| 3740 \| 0.4872 \| 0.6727 \| 0.7838 \| 0.8671 \| 0.9338 \| 0.7025 \| 0.8787 \| 0.4221 \| 0.8697 \| 0.8904 \| 0.7893 \| 0.8591 \| 0.6043 \| 0.7121 \| 0.3402 \| 0.7763 \| 0.6775 \| 0.7397 \| \| 0.2194 \| 10.16 \| 3760 \| 0.4610 \| 0.6873 \| 0.8003 \| 0.8724 \| 0.9370 \| 0.7638 \| 0.8305 \| 0.4971 \| 0.8751 \| 0.8812 \| 0.8177 \| 0.8588 \| 0.6197 \| 0.7279 \| 0.3760 \| 0.7854 \| 0.6812 \| 0.7622 \| \| 0.7358 \| 10.22 \| 3780 \| 0.4820 \| 0.6644 \| 0.7788 \| 0.8609 \| 0.9221 \| 0.7534 \| 0.8515 \| 0.4582 \| 0.9093 \| 0.8576 \| 0.6993 \| 0.8607 \| 0.6057 \| 0.7157 \| 0.3805 \| 0.7758 \| 0.6392 \| 0.6728 \| \| 0.2417 \| 10.27 \| 3800 \| 0.4697 \| 0.6745 \| 0.7942 \| 0.8646 \| 0.9354 \| 0.7859 \| 0.8473 \| 0.4847 \| 0.8703 \| 0.8791 \| 0.7571 \| 0.8608 \| 0.6269 \| 0.7212 \| 0.3840 \| 0.7779 \| 0.6462 \| 0.7043 \| \| 0.2213 \| 10.32 \| 3820 \| 0.4694 \| 0.6856 \| 0.8034 \| 0.8722 \| 0.9329 \| 0.7281 \| 0.8479 \| 0.5462 \| 0.8725 \| 0.8668 \| 0.8296 \| 0.8598 \| 0.6053 \| 0.7289 \| 0.3593 \| 0.7880 \| 0.6926 \| 0.7653 \| \| 0.2086 \| 10.38 \| 3840 \| 0.4841 \| 0.6821 \| 0.8020 \| 0.8697 \| 0.9260 \| 0.7283 \| 0.8565 \| 0.5346 \| 0.8671 \| 0.8571 \| 0.8447 \| 0.8593 \| 0.6035 \| 0.7259 \| 0.3443 \| 0.7779 \| 0.6986 \| 0.7651 \| \| 0.2276 \| 10.43 \| 3860 \| 0.4768 \| 0.6778 \| 0.7909 \| 0.8685 \| 0.9253 \| 0.7345 \| 0.8606 \| 0.4627 \| 0.8806 \| 0.8534 \| 0.8191 \| 0.8582 \| 0.6018 \| 0.7140 \| 0.3451 \| 0.7754 \| 0.6993 \| 0.7512 \| \| 0.9307 \| 10.49 \| 3880 \| 0.4355 \| 0.6858 \| 0.8050 \| 0.8737 \| 0.9314 \| 0.8159 \| 0.8513 \| 0.4519 \| 0.8732 \| 0.8815 \| 0.8299 \| 0.8701 \| 0.6332 \| 0.7154 \| 0.3481 \| 0.7861 \| 0.6798 \| 0.7679 \| \| 0.1625 \| 10.54 \| 3900 \| 0.4257 \| 0.6836 \| 0.8019 \| 0.8724 \| 0.9209 \| 0.7324 \| 0.8575 \| 0.5085 \| 0.8802 \| 0.8673 \| 0.8468 \| 0.8637 \| 0.6024 \| 0.7254 \| 0.3344 \| 0.7843 \| 0.6963 \| 0.7790 \| \| 0.1964 \| 10.59 \| 3920 \| 0.4494 \| 0.6834 \| 0.7943 \| 0.8718 \| 0.9317 \| 0.7255 \| 0.8322 \| 0.5191 \| 0.8960 \| 0.8549 \| 0.8007 \| 0.8636 \| 0.6005 \| 0.7243 \| 0.3587 \| 0.7830 \| 0.6965 \| 0.7569 \| \| 0.2189 \| 10.65 \| 3940 \| 0.4543 \| 0.6863 \| 0.8034 \| 0.8722 \| 0.9352 \| 0.7300 \| 0.8170 \| 0.5578 \| 0.8756 \| 0.8838 \| 0.8242 \| 0.8629 \| 0.6074 \| 0.7227 \| 0.3691 \| 0.7853 \| 0.6912 \| 0.7653 \| \| 0.1141 \| 10.7 \| 3960 \| 0.4769 \| 0.6809 \| 0.8033 \| 0.8666 \| 0.9234 \| 0.7449 \| 0.8364 \| 0.5728 \| 0.8808 \| 0.8903 \| 0.7746 \| 0.8605 \| 0.6121 \| 0.7226 \| 0.3733 \| 0.7706 \| 0.6860 \| 0.7414 \| \| 0.1867 \| 10.76 \| 3980 \| 0.4879 \| 0.6746 \| 0.7927 \| 0.8652 \| 0.9234 \| 0.7417 \| 0.8636 \| 0.5258 \| 0.8975 \| 0.8616 \| 0.7349 \| 0.8607 \| 0.6069 \| 0.7269 \| 0.3748 \| 0.7770 \| 0.6687 \| 0.7071 \| \| 0.156 \| 10.81 \| 4000 \| 0.4501 \| 0.6887 \| 0.8135 \| 0.8720 \| 0.9286 \| 0.7505 \| 0.8476 \| 0.5828 \| 0.8662 \| 0.8978 \| 0.8206 \| 0.8634 \| 0.6066 \| 0.7315 \| 0.3842 \| 0.7828 \| 0.6832 \| 0.7689 \| \| 0.2032 \| 10.86 \| 4020 \| 0.4532 \| 0.6825 \| 0.7954 \| 0.8695 \| 0.9331 \| 0.7527 \| 0.8311 \| 0.5158 \| 0.8869 \| 0.8539 \| 0.7942 \| 0.8568 \| 0.6037 \| 0.7282 \| 0.3794 \| 0.7812 \| 0.6931 \| 0.7352 \| \| 0.4218 \| 10.92 \| 4040 \| 0.4506 \| 0.6807 \| 0.8026 \| 0.8674 \| 0.9271 \| 0.7361 \| 0.8379 \| 0.5497 \| 0.8665 \| 0.8901 \| 0.8106 \| 0.8601 \| 0.6099 \| 0.7350 \| 0.3613 \| 0.7727 \| 0.6764 \| 0.7494 \| \| 0.9776 \| 10.97 \| 4060 \| 0.4304 \| 0.6862 \| 0.8022 \| 0.8720 \| 0.9257 \| 0.7324 \| 0.8475 \| 0.5307 \| 0.8827 \| 0.8755 \| 0.8212 \| 0.8695 \| 0.6107 \| 0.7208 \| 0.3718 \| 0.7764 \| 0.6820 \| 0.7719 \| \| 0.3795 \| 11.03 \| 4080 \| 0.4585 \| 0.6802 \| 0.7907 \| 0.8698 \| 0.9280 \| 0.7497 \| 0.8484 \| 0.4749 \| 0.8958 \| 0.8439 \| 0.7942 \| 0.8633 \| 0.6101 \| 0.7108 \| 0.3685 \| 0.7795 \| 0.6884 \| 0.7412 \| \| 0.2103 \| 11.08 \| 4100 \| 0.4643 \| 0.6755 \| 0.7950 \| 0.8659 \| 0.9326 \| 0.7790 \| 0.8364 \| 0.4977 \| 0.8790 \| 0.8776 \| 0.7630 \| 0.8611 \| 0.6004 \| 0.7123 \| 0.3909 \| 0.7768 \| 0.6742 \| 0.7127 \| \| 0.1525 \| 11.14 \| 4120 \| 0.4791 \| 0.6700 \| 0.7758 \| 0.8655 \| 0.9361 \| 0.7245 \| 0.8489 \| 0.4356 \| 0.9039 \| 0.8582 \| 0.7233 \| 0.8643 \| 0.6066 \| 0.7160 \| 0.3642 \| 0.7754 \| 0.6648 \| 0.6983 \| \| 0.2646 \| 11.19 \| 4140 \| 0.4628 \| 0.6752 \| 0.7874 \| 0.8666 \| 0.9362 \| 0.7699 \| 0.8380 \| 0.4273 \| 0.8745 \| 0.8858 \| 0.7801 \| 0.8661 \| 0.6313 \| 0.7159 \| 0.3599 \| 0.7712 \| 0.6584 \| 0.7237 \| \| 0.1286 \| 11.24 \| 4160 \| 0.4678 \| 0.6788 \| 0.7937 \| 0.8690 \| 0.9413 \| 0.7485 \| 0.8311 \| 0.5061 \| 0.8758 \| 0.8609 \| 0.7923 \| 0.8631 \| 0.6143 \| 0.7101 \| 0.3646 \| 0.7824 \| 0.6837 \| 0.7338 \| \| 0.2149 \| 11.3 \| 4180 \| 0.4582 \| 0.6848 \| 0.7930 \| 0.8723 \| 0.9235 \| 0.7508 \| 0.8278 \| 0.4643 \| 0.9009 \| 0.8672 \| 0.8165 \| 0.8619 \| 0.6145 \| 0.7176 \| 0.3741 \| 0.7861 \| 0.6884 \| 0.7513 \| \| 0.391 \| 11.35 \| 4200 \| 0.4874 \| 0.6623 \| 0.7832 \| 0.8552 \| 0.8999 \| 0.7433 \| 0.8320 \| 0.4728 \| 0.8866 \| 0.8795 \| 0.7681 \| 0.8343 \| 0.6119 \| 0.7044 \| 0.3773 \| 0.7771 \| 0.6663 \| 0.6645 \| \| 0.2664 \| 11.41 \| 4220 \| 0.4799 \| 0.6737 \| 0.7918 \| 0.8657 \| 0.9361 \| 0.7459 \| 0.8739 \| 0.4683 \| 0.8651 \| 0.8870 \| 0.7667 \| 0.8652 \| 0.6100 \| 0.7108 \| 0.3730 \| 0.7737 \| 0.6701 \| 0.7130 \| \| 0.23 \| 11.46 \| 4240 \| 0.5239 \| 0.6427 \| 0.7596 \| 0.8533 \| 0.9379 \| 0.7307 \| 0.8518 \| 0.4006 \| 0.8979 \| 0.8631 \| 0.6349 \| 0.8571 \| 0.5795 \| 0.7136 \| 0.3386 \| 0.7769 \| 0.6293 \| 0.6038 \| \| 0.4212 \| 11.51 \| 4260 \| 0.5042 \| 0.6584 \| 0.7805 \| 0.8595 \| 0.9318 \| 0.7593 \| 0.8501 \| 0.4429 \| 0.8774 \| 0.8742 \| 0.7275 \| 0.8585 \| 0.5873 \| 0.7148 \| 0.3501 \| 0.7763 \| 0.6440 \| 0.6781 \| \| 0.1569 \| 11.57 \| 4280 \| 0.4734 \| 0.6687 \| 0.7898 \| 0.8641 \| 0.9320 \| 0.7364 \| 0.8574 \| 0.4970 \| 0.8798 \| 0.8902 \| 0.7359 \| 0.8654 \| 0.6042 \| 0.7270 \| 0.3650 \| 0.7818 \| 0.6402 \| 0.6971 \| \| 0.415 \| 11.62 \| 4300 \| 0.4841 \| 0.6853 \| 0.8035 \| 0.8727 \| 0.9391 \| 0.7068 \| 0.8404 \| 0.5198 \| 0.8473 \| 0.9012 \| 0.8695 \| 0.8704 \| 0.6043 \| 0.7227 \| 0.3627 \| 0.7764 \| 0.6755 \| 0.7854 \| \| 0.1442 \| 11.68 \| 4320 \| 0.4612 \| 0.6804 \| 0.7886 \| 0.8708 \| 0.9325 \| 0.7049 \| 0.8381 \| 0.5004 \| 0.8908 \| 0.8259 \| 0.8274 \| 0.8673 \| 0.6018 \| 0.7188 \| 0.3546 \| 0.7787 \| 0.6943 \| 0.7473 \| \| 0.6131 \| 11.73 \| 4340 \| 0.4764 \| 0.6762 \| 0.7874 \| 0.8678 \| 0.9237 \| 0.7302 \| 0.8712 \| 0.4777 \| 0.8976 \| 0.8227 \| 0.7886 \| 0.8602 \| 0.6077 \| 0.7075 \| 0.3633 \| 0.7802 \| 0.6721 \| 0.7423 \| \| 0.2644 \| 11.78 \| 4360 \| 0.4727 \| 0.6810 \| 0.7863 \| 0.8704 \| 0.9290 \| 0.7138 \| 0.8497 \| 0.4646 \| 0.9013 \| 0.8668 \| 0.7789 \| 0.8599 \| 0.6109 \| 0.7174 \| 0.3688 \| 0.7830 \| 0.6823 \| 0.7446 \| \| 0.1389 \| 11.84 \| 4380 \| 0.4478 \| 0.6936 \| 0.8037 \| 0.8768 \| 0.9233 \| 0.7726 \| 0.8539 \| 0.4963 \| 0.9057 \| 0.8561 \| 0.8179 \| 0.8684 \| 0.6107 \| 0.7246 \| 0.3808 \| 0.7868 \| 0.7003 \| 0.7834 \| \| 0.3118 \| 11.89 \| 4400 \| 0.4622 \| 0.6890 \| 0.7946 \| 0.8748 \| 0.9368 \| 0.7639 \| 0.8483 \| 0.4676 \| 0.8987 \| 0.8491 \| 0.7978 \| 0.8630 \| 0.6080 \| 0.7214 \| 0.3747 \| 0.7854 \| 0.7028 \| 0.7678 \| \| 0.211 \| 11.95 \| 4420 \| 0.4530 \| 0.6892 \| 0.7998 \| 0.8754 \| 0.9340 \| 0.7400 \| 0.8642 \| 0.4720 \| 0.8800 \| 0.8840 \| 0.8246 \| 0.8656 \| 0.6095 \| 0.7220 \| 0.3705 \| 0.7883 \| 0.6950 \| 0.7731 \| \| 0.159 \| 12.0 \| 4440 \| 0.4421 \| 0.6961 \| 0.8126 \| 0.8792 \| 0.9365 \| 0.7613 \| 0.8617 \| 0.5111 \| 0.8686 \| 0.8909 \| 0.8584 \| 0.8719 \| 0.6089 \| 0.7293 \| 0.3775 \| 0.7927 \| 0.6937 \| 0.7990 \| \| 0.2645 \| 12.05 \| 4460 \| 0.4589 \| 0.6868 \| 0.7959 \| 0.8729 \| 0.9241 \| 0.7235 \| 0.8493 \| 0.5106 \| 0.9019 \| 0.8541 \| 0.8078 \| 0.8631 \| 0.6067 \| 0.7293 \| 0.3668 \| 0.7830 \| 0.6986 \| 0.7603 \| \| 0.308 \| 12.11 \| 4480 \| 0.4609 \| 0.6805 \| 0.7919 \| 0.8707 \| 0.9318 \| 0.7451 \| 0.8502 \| 0.4928 \| 0.8941 \| 0.8293 \| 0.8004 \| 0.8643 \| 0.6031 \| 0.7177 \| 0.3576 \| 0.7807 \| 0.6866 \| 0.7532 \| \| 0.3428 \| 12.16 \| 4500 \| 0.5009 \| 0.6721 \| 0.7860 \| 0.8648 \| 0.9384 \| 0.7179 \| 0.8500 \| 0.4778 \| 0.8671 \| 0.8675 \| 0.7830 \| 0.8563 \| 0.5979 \| 0.7078 \| 0.3514 \| 0.7686 \| 0.6875 \| 0.7352 \| \| 0.2222 \| 12.22 \| 4520 \| 0.5077 \| 0.6706 \| 0.7888 \| 0.8635 \| 0.9086 \| 0.7543 \| 0.8630 \| 0.4657 \| 0.8999 \| 0.8636 \| 0.7662 \| 0.8554 \| 0.6036 \| 0.7138 \| 0.3434 \| 0.7709 \| 0.6835 \| 0.7237 \| \| 0.7624 \| 12.27 \| 4540 \| 0.5146 \| 0.6636 \| 0.7830 \| 0.8614 \| 0.9170 \| 0.7356 \| 0.8559 \| 0.4537 \| 0.8939 \| 0.8927 \| 0.7323 \| 0.8587 \| 0.6061 \| 0.7155 \| 0.3474 \| 0.7789 \| 0.6479 \| 0.6911 \| \| 0.234 \| 12.32 \| 4560 \| 0.4953 \| 0.6733 \| 0.7934 \| 0.8644 \| 0.9169 \| 0.7379 \| 0.8521 \| 0.4947 \| 0.8836 \| 0.8961 \| 0.7725 \| 0.8562 \| 0.6102 \| 0.6993 \| 0.3768 \| 0.7790 \| 0.6650 \| 0.7268 \| \| 0.0902 \| 12.38 \| 4580 \| 0.4858 \| 0.6805 \| 0.7968 \| 0.8684 \| 0.9131 \| 0.7343 \| 0.8520 \| 0.5021 \| 0.8905 \| 0.8703 \| 0.8155 \| 0.8564 \| 0.6145 \| 0.7085 \| 0.3694 \| 0.7826 \| 0.6868 \| 0.7454 \| \| 0.1475 \| 12.43 \| 4600 \| 0.4919 \| 0.6775 \| 0.7996 \| 0.8667 \| 0.9091 \| 0.7499 \| 0.8677 \| 0.4746 \| 0.8735 \| 0.8937 \| 0.8283 \| 0.8557 \| 0.6094 \| 0.7024 \| 0.3657 \| 0.7786 \| 0.6830 \| 0.7476 \| \| 0.1838 \| 12.49 \| 4620 \| 0.4916 \| 0.6786 \| 0.7900 \| 0.8685 \| 0.9439 \| 0.7235 \| 0.8574 \| 0.4797 \| 0.8712 \| 0.8881 \| 0.7663 \| 0.8584 \| 0.6118 \| 0.7189 \| 0.3626 \| 0.7792 \| 0.6884 \| 0.7310 \| \| 0.3815 \| 12.54 \| 4640 \| 0.4743 \| 0.6829 \| 0.7966 \| 0.8713 \| 0.9358 \| 0.7237 \| 0.8443 \| 0.5101 \| 0.8781 \| 0.8796 \| 0.8048 \| 0.8658 \| 0.6014 \| 0.7324 \| 0.3550 \| 0.7785 \| 0.6962 \| 0.7510 \| \| 0.2289 \| 12.59 \| 4660 \| 0.4548 \| 0.6839 \| 0.7963 \| 0.8710 \| 0.9294 \| 0.7121 \| 0.8461 \| 0.5114 \| 0.8819 \| 0.8822 \| 0.8111 \| 0.8615 \| 0.6040 \| 0.7366 \| 0.3538 \| 0.7786 \| 0.7040 \| 0.7491 \| \| 0.4497 \| 12.65 \| 4680 \| 0.4628 \| 0.6839 \| 0.7952 \| 0.8713 \| 0.9355 \| 0.7250 \| 0.8585 \| 0.4895 \| 0.8817 \| 0.8994 \| 0.7772 \| 0.8641 \| 0.6105 \| 0.7214 \| 0.3653 \| 0.7779 \| 0.6992 \| 0.7492 \| \| 0.2843 \| 12.7 \| 4700 \| 0.4697 \| 0.6840 \| 0.7956 \| 0.8714 \| 0.9301 \| 0.7067 \| 0.8492 \| 0.4976 \| 0.8780 \| 0.8881 \| 0.8194 \| 0.8623 \| 0.6027 \| 0.7360 \| 0.3639 \| 0.7799 \| 0.6941 \| 0.7489 \| \| 0.302 \| 12.76 \| 4720 \| 0.4994 \| 0.6653 \| 0.7847 \| 0.8596 \| 0.9190 \| 0.7397 \| 0.8459 \| 0.4966 \| 0.8971 \| 0.8918 \| 0.7027 \| 0.8543 \| 0.5977 \| 0.7300 \| 0.3753 \| 0.7724 \| 0.6663 \| 0.6612 \| \| 0.1513 \| 12.81 \| 4740 \| 0.4992 \| 0.6660 \| 0.7891 \| 0.8609 \| 0.9310 \| 0.7379 \| 0.8545 \| 0.5311 \| 0.8829 \| 0.8763 \| 0.7100 \| 0.8619 \| 0.5988 \| 0.7179 \| 0.3768 \| 0.7744 \| 0.6645 \| 0.6680 \| \| 0.1849 \| 12.86 \| 4760 \| 0.5231 \| 0.6651 \| 0.7820 \| 0.8621 \| 0.9328 \| 0.7234 \| 0.8556 \| 0.4869 \| 0.8908 \| 0.8755 \| 0.7091 \| 0.8612 \| 0.5983 \| 0.7192 \| 0.3612 \| 0.7778 \| 0.6646 \| 0.6731 \| \| 0.2365 \| 12.92 \| 4780 \| 0.5766 \| 0.6581 \| 0.7829 \| 0.8570 \| 0.9295 \| 0.7514 \| 0.8421 \| 0.5104 \| 0.8890 \| 0.8868 \| 0.6708 \| 0.8596 \| 0.5882 \| 0.7237 \| 0.3777 \| 0.7719 \| 0.6459 \| 0.6399 \| \| 0.1911 \| 12.97 \| 4800 \| 0.4854 \| 0.6782 \| 0.7898 \| 0.8674 \| 0.9268 \| 0.7250 \| 0.8526 \| 0.4841 \| 0.8880 \| 0.8721 \| 0.7800 \| 0.8648 \| 0.6095 \| 0.7272 \| 0.3711 \| 0.7719 \| 0.6907 \| 0.7126 \| \| 0.1832 \| 13.03 \| 4820 \| 0.4758 \| 0.6784 \| 0.7913 \| 0.8684 \| 0.9369 \| 0.7309 \| 0.8778 \| 0.4727 \| 0.8751 \| 0.8764 \| 0.7695 \| 0.8631 \| 0.6097 \| 0.7211 \| 0.3716 \| 0.7776 \| 0.6827 \| 0.7226 \| \| 0.2468 \| 13.08 \| 4840 \| 0.5350 \| 0.6605 \| 0.7856 \| 0.8591 \| 0.9218 \| 0.7489 \| 0.8800 \| 0.4486 \| 0.8742 \| 0.9100 \| 0.7154 \| 0.8592 \| 0.5945 \| 0.7023 \| 0.3667 \| 0.7735 \| 0.6474 \| 0.6801 \| \| 0.2561 \| 13.14 \| 4860 \| 0.5189 \| 0.6562 \| 0.7792 \| 0.8577 \| 0.9241 \| 0.7412 \| 0.8859 \| 0.4384 \| 0.8796 \| 0.8794 \| 0.7055 \| 0.8557 \| 0.5842 \| 0.6963 \| 0.3579 \| 0.7734 \| 0.6548 \| 0.6709 \| \| 0.1709 \| 13.19 \| 4880 \| 0.5022 \| 0.6622 \| 0.7780 \| 0.8604 \| 0.9293 \| 0.7275 \| 0.8568 \| 0.4674 \| 0.8960 \| 0.8727 \| 0.6965 \| 0.8569 \| 0.5883 \| 0.7132 \| 0.3747 \| 0.7767 \| 0.6616 \| 0.6637 \| \| 0.3981 \| 13.24 \| 4900 \| 0.5008 \| 0.6749 \| 0.7942 \| 0.8647 \| 0.9228 \| 0.7505 \| 0.8626 \| 0.4826 \| 0.8754 \| 0.8968 \| 0.7684 \| 0.8625 \| 0.6148 \| 0.7325 \| 0.3783 \| 0.7729 \| 0.6677 \| 0.6959 \| \| 0.1245 \| 13.3 \| 4920 \| 0.4749 \| 0.6921 \| 0.8090 \| 0.8742 \| 0.9355 \| 0.7635 \| 0.8638 \| 0.5127 \| 0.8614 \| 0.8889 \| 0.8370 \| 0.8686 \| 0.6282 \| 0.7341 \| 0.3908 \| 0.7819 \| 0.6706 \| 0.7706 \| \| 0.3112 \| 13.35 \| 4940 \| 0.5104 \| 0.6689 \| 0.7953 \| 0.8617 \| 0.9164 \| 0.7723 \| 0.8737 \| 0.5058 \| 0.8841 \| 0.8805 \| 0.7345 \| 0.8573 \| 0.5902 \| 0.7306 \| 0.3881 \| 0.7777 \| 0.6673 \| 0.6712 \| \| 0.4289 \| 13.41 \| 4960 \| 0.5219 \| 0.6649 \| 0.7876 \| 0.8594 \| 0.9094 \| 0.7240 \| 0.8878 \| 0.4985 \| 0.8909 \| 0.8749 \| 0.7277 \| 0.8528 \| 0.5980 \| 0.7172 \| 0.3781 \| 0.7776 \| 0.6656 \| 0.6647 \| \| 0.2058 \| 13.46 \| 4980 \| 0.5227 \| 0.6759 \| 0.7930 \| 0.8669 \| 0.9435 \| 0.7176 \| 0.8552 \| 0.5027 \| 0.8605 \| 0.9027 \| 0.7687 \| 0.8578 \| 0.6024 \| 0.7330 \| 0.3706 \| 0.7828 \| 0.6722 \| 0.7125 \| \| 0.5839 \| 13.51 \| 5000 \| 0.5075 \| 0.6682 \| 0.7884 \| 0.8627 \| 0.9513 \| 0.7326 \| 0.8487 \| 0.5318 \| 0.8632 \| 0.8632 \| 0.7278 \| 0.8558 \| 0.6033 \| 0.7273 \| 0.3575 \| 0.7817 \| 0.6749 \| 0.6768 \| \| 0.1233 \| 13.57 \| 5020 \| 0.5305 \| 0.6624 \| 0.7835 \| 0.8596 \| 0.9296 \| 0.7342 \| 0.8590 \| 0.5038 \| 0.8875 \| 0.8703 \| 0.6999 \| 0.8539 \| 0.6089 \| 0.7281 \| 0.3595 \| 0.7853 \| 0.6540 \| 0.6474 \| \| 0.2409 \| 13.62 \| 5040 \| 0.5526 \| 0.6643 \| 0.7865 \| 0.8590 \| 0.9143 \| 0.7376 \| 0.8545 \| 0.5088 \| 0.8909 \| 0.8622 \| 0.7369 \| 0.8535 \| 0.6143 \| 0.7219 \| 0.3644 \| 0.7786 \| 0.6514 \| 0.6662 \| \| 0.4213 \| 13.68 \| 5060 \| 0.5389 \| 0.6670 \| 0.7850 \| 0.8606 \| 0.9288 \| 0.7144 \| 0.8416 \| 0.5393 \| 0.8892 \| 0.8555 \| 0.7265 \| 0.8568 \| 0.6081 \| 0.7361 \| 0.3728 \| 0.7778 \| 0.6542 \| 0.6633 \| \| 0.2416 \| 13.73 \| 5080 \| 0.5370 \| 0.6679 \| 0.7892 \| 0.8606 \| 0.9207 \| 0.7313 \| 0.8550 \| 0.5162 \| 0.8822 \| 0.8779 \| 0.7415 \| 0.8588 \| 0.6102 \| 0.7342 \| 0.3676 \| 0.7715 \| 0.6579 \| 0.6750 \| \| 0.6472 \| 13.78 \| 5100 \| 0.5285 \| 0.6685 \| 0.7919 \| 0.8606 \| 0.9298 \| 0.7272 \| 0.8624 \| 0.5235 \| 0.8621 \| 0.8868 \| 0.7515 \| 0.8615 \| 0.6080 \| 0.7289 \| 0.3784 \| 0.7678 \| 0.6530 \| 0.6816 \| \| 0.7657 \| 13.84 \| 5120 \| 0.5148 \| 0.6697 \| 0.7884 \| 0.8636 \| 0.9334 \| 0.7171 \| 0.8642 \| 0.4935 \| 0.8686 \| 0.8795 \| 0.7629 \| 0.8658 \| 0.6050 \| 0.7241 \| 0.3698 \| 0.7743 \| 0.6591 \| 0.6896 \| \| 0.2385 \| 13.89 \| 5140 \| 0.4964 \| 0.6713 \| 0.7887 \| 0.8643 \| 0.9251 \| 0.7185 \| 0.8649 \| 0.5156 \| 0.8924 \| 0.8646 \| 0.7397 \| 0.8605 \| 0.6091 \| 0.7209 \| 0.3661 \| 0.7801 \| 0.6690 \| 0.6938 \| \| 0.1648 \| 13.95 \| 5160 \| 0.5069 \| 0.6773 \| 0.7953 \| 0.8655 \| 0.9185 \| 0.7397 \| 0.8457 \| 0.5376 \| 0.8966 \| 0.8707 \| 0.7582 \| 0.8591 \| 0.6131 \| 0.7420 \| 0.3609 \| 0.7750 \| 0.6888 \| 0.7021 \| \| 0.2672 \| 14.0 \| 5180 \| 0.5107 \| 0.6794 \| 0.7943 \| 0.8662 \| 0.9331 \| 0.7316 \| 0.8427 \| 0.5352 \| 0.8796 \| 0.8693 \| 0.7685 \| 0.8589 \| 0.6089 \| 0.7265 \| 0.3813 \| 0.7705 \| 0.6964 \| 0.7134 \| \| 0.0874 \| 14.05 \| 5200 \| 0.5256 \| 0.6709 \| 0.7988 \| 0.8605 \| 0.9250 \| 0.7574 \| 0.8671 \| 0.5427 \| 0.8636 \| 0.9008 \| 0.7353 \| 0.8593 \| 0.6160 \| 0.7214 \| 0.3903 \| 0.7671 \| 0.6500 \| 0.6922 \| \| 1.8131 \| 14.11 \| 5220 \| 0.5220 \| 0.6748 \| 0.8032 \| 0.8621 \| 0.9015 \| 0.7559 \| 0.8876 \| 0.5350 \| 0.8759 \| 0.8773 \| 0.7892 \| 0.8512 \| 0.6119 \| 0.7098 \| 0.3841 \| 0.7730 \| 0.6839 \| 0.7094 \| \| 0.2457 \| 14.16 \| 5240 \| 0.5254 \| 0.6746 \| 0.7956 \| 0.8648 \| 0.9265 \| 0.7368 \| 0.8868 \| 0.5110 \| 0.8754 \| 0.8858 \| 0.7465 \| 0.8595 \| 0.6088 \| 0.7185 \| 0.3877 \| 0.7792 \| 0.6681 \| 0.7003 \| \| 0.2768 \| 14.22 \| 5260 \| 0.4932 \| 0.6799 \| 0.7958 \| 0.8664 \| 0.9272 \| 0.7368 \| 0.8656 \| 0.5168 \| 0.8791 \| 0.8755 \| 0.7698 \| 0.8554 \| 0.6150 \| 0.7237 \| 0.3848 \| 0.7768 \| 0.6957 \| 0.7080 \| \| 0.0822 \| 14.27 \| 5280 \| 0.5282 \| 0.6783 \| 0.7965 \| 0.8654 \| 0.9291 \| 0.7412 \| 0.8635 \| 0.4991 \| 0.8651 \| 0.9011 \| 0.7766 \| 0.8580 \| 0.6140 \| 0.7225 \| 0.3893 \| 0.7704 \| 0.6701 \| 0.7235 \| \| 0.2053 \| 14.32 \| 5300 \| 0.5090 \| 0.6840 \| 0.8027 \| 0.8685 \| 0.9244 \| 0.7388 \| 0.8672 \| 0.5286 \| 0.8694 \| 0.8816 \| 0.8091 \| 0.8569 \| 0.6139 \| 0.7189 \| 0.3871 \| 0.7780 \| 0.7011 \| 0.7321 \| \| 0.3327 \| 14.38 \| 5320 \| 0.5246 \| 0.6783 \| 0.7848 \| 0.8658 \| 0.9278 \| 0.7153 \| 0.8424 \| 0.4848 \| 0.8936 \| 0.8622 \| 0.7675 \| 0.8513 \| 0.6095 \| 0.7220 \| 0.3875 \| 0.7770 \| 0.7067 \| 0.6943 \| \| 0.1328 \| 14.43 \| 5340 \| 0.5043 \| 0.6856 \| 0.8064 \| 0.8697 \| 0.9265 \| 0.7344 \| 0.8480 \| 0.5526 \| 0.8656 \| 0.8967 \| 0.8212 \| 0.8609 \| 0.6168 \| 0.7234 \| 0.3855 \| 0.7790 \| 0.6835 \| 0.7499 \| \| 0.2624 \| 14.49 \| 5360 \| 0.5109 \| 0.6863 \| 0.8074 \| 0.8714 \| 0.9346 \| 0.7357 \| 0.8667 \| 0.5547 \| 0.8627 \| 0.8859 \| 0.8115 \| 0.8641 \| 0.6146 \| 0.7227 \| 0.3810 \| 0.7855 \| 0.6935 \| 0.7425 \| \| 0.2006 \| 14.54 \| 5380 \| 0.4980 \| 0.6843 \| 0.8061 \| 0.8701 \| 0.9343 \| 0.7429 \| 0.8562 \| 0.5670 \| 0.8722 \| 0.8890 \| 0.7808 \| 0.8639 \| 0.6174 \| 0.7142 \| 0.3805 \| 0.7846 \| 0.6899 \| 0.7395 \| \| 0.1824 \| 14.59 \| 5400 \| 0.5096 \| 0.6786 \| 0.7923 \| 0.8675 \| 0.9338 \| 0.7243 \| 0.8290 \| 0.5202 \| 0.8885 \| 0.8992 \| 0.7508 \| 0.8629 \| 0.6143 \| 0.7134 \| 0.3900 \| 0.7809 \| 0.6735 \| 0.7152 \| \| 0.2048 \| 14.65 \| 5420 \| 0.4913 \| 0.6844 \| 0.8054 \| 0.8700 \| 0.9245 \| 0.7762 \| 0.8460 \| 0.5138 \| 0.8725 \| 0.8854 \| 0.8195 \| 0.8598 \| 0.6171 \| 0.7065 \| 0.3925 \| 0.7859 \| 0.6857 \| 0.7433 \| \| 0.4006 \| 14.7 \| 5440 \| 0.5003 \| 0.6725 \| 0.7905 \| 0.8650 \| 0.9261 \| 0.7556 \| 0.8507 \| 0.4435 \| 0.8715 \| 0.9046 \| 0.7814 \| 0.8599 \| 0.6152 \| 0.7038 \| 0.3600 \| 0.7750 \| 0.6755 \| 0.7180 \| \| 0.2531 \| 14.76 \| 5460 \| 0.4879 \| 0.6764 \| 0.7882 \| 0.8670 \| 0.9288 \| 0.7380 \| 0.8424 \| 0.4583 \| 0.8833 \| 0.8819 \| 0.7846 \| 0.8608 \| 0.6130 \| 0.7222 \| 0.3602 \| 0.7742 \| 0.6867 \| 0.7180 \| \| 0.1882 \| 14.81 \| 5480 \| 0.4832 \| 0.6770 \| 0.7953 \| 0.8671 \| 0.9255 \| 0.7753 \| 0.8370 \| 0.4739 \| 0.8833 \| 0.8939 \| 0.7778 \| 0.8623 \| 0.6132 \| 0.7212 \| 0.3605 \| 0.7753 \| 0.6790 \| 0.7274 \| \| 0.2064 \| 14.86 \| 5500 \| 0.4735 \| 0.6824 \| 0.8012 \| 0.8692 \| 0.9312 \| 0.7581 \| 0.8566 \| 0.5143 \| 0.8731 \| 0.8857 \| 0.7898 \| 0.8612 \| 0.6140 \| 0.7186 \| 0.3652 \| 0.7761 \| 0.6899 \| 0.7517 \| \| 1.184 \| 14.92 \| 5520 \| 0.4909 \| 0.6796 \| 0.7967 \| 0.8679 \| 0.9356 \| 0.7664 \| 0.8453 \| 0.4997 \| 0.8736 \| 0.8738 \| 0.7825 \| 0.8606 \| 0.6173 \| 0.7067 \| 0.3677 \| 0.7751 \| 0.6860 \| 0.7439 \| \| 0.2516 \| 14.97 \| 5540 \| 0.5036 \| 0.6669 \| 0.7881 \| 0.8611 \| 0.9364 \| 0.7464 \| 0.8549 \| 0.4775 \| 0.8634 \| 0.9092 \| 0.7289 \| 0.8627 \| 0.6088 \| 0.7127 \| 0.3740 \| 0.7672 \| 0.6494 \| 0.6938 \| \| 0.3358 \| 15.03 \| 5560 \| 0.4775 \| 0.6868 \| 0.7939 \| 0.8723 \| 0.9291 \| 0.7258 \| 0.8612 \| 0.4767 \| 0.8926 \| 0.8796 \| 0.7921 \| 0.8661 \| 0.6185 \| 0.7262 \| 0.3699 \| 0.7763 \| 0.7008 \| 0.7496 \| \| 0.2884 \| 15.08 \| 5580 \| 0.4784 \| 0.6830 \| 0.7981 \| 0.8694 \| 0.9276 \| 0.7285 \| 0.8225 \| 0.5186 \| 0.8751 \| 0.8891 \| 0.8251 \| 0.8636 \| 0.6121 \| 0.7219 \| 0.3693 \| 0.7725 \| 0.6927 \| 0.7489 \| \| 0.1912 \| 15.14 \| 5600 \| 0.4907 \| 0.6810 \| 0.7931 \| 0.8691 \| 0.9235 \| 0.7514 \| 0.8572 \| 0.4865 \| 0.8933 \| 0.8373 \| 0.8028 \| 0.8613 \| 0.6123 \| 0.7265 \| 0.3623 \| 0.7769 \| 0.6957 \| 0.7319 \| \| 0.2123 \| 15.19 \| 5620 \| 0.5058 \| 0.6768 \| 0.7915 \| 0.8675 \| 0.9217 \| 0.7386 \| 0.8624 \| 0.4891 \| 0.8955 \| 0.8602 \| 0.7733 \| 0.8646 \| 0.6088 \| 0.7306 \| 0.3748 \| 0.7818 \| 0.6757 \| 0.7013 \| \| 0.1442 \| 15.24 \| 5640 \| 0.4941 \| 0.6725 \| 0.7917 \| 0.8667 \| 0.9344 \| 0.7281 \| 0.8706 \| 0.5157 \| 0.8887 \| 0.8789 \| 0.7258 \| 0.8640 \| 0.5996 \| 0.7236 \| 0.3650 \| 0.7883 \| 0.6704 \| 0.6964 \| \| 0.3268 \| 15.3 \| 5660 \| 0.4726 \| 0.6900 \| 0.8025 \| 0.8746 \| 0.9392 \| 0.7109 \| 0.8571 \| 0.5436 \| 0.8761 \| 0.8729 \| 0.8175 \| 0.8676 \| 0.6071 \| 0.7361 \| 0.3789 \| 0.7863 \| 0.6998 \| 0.7541 \| \| 0.1346 \| 15.35 \| 5680 \| 0.5099 \| 0.6762 \| 0.7845 \| 0.8682 \| 0.9291 \| 0.7056 \| 0.8440 \| 0.4873 \| 0.9038 \| 0.8617 \| 0.7602 \| 0.8671 \| 0.5962 \| 0.7343 \| 0.3867 \| 0.7839 \| 0.6724 \| 0.6924 \| \| 0.1552 \| 15.41 \| 5700 \| 0.5091 \| 0.6770 \| 0.7896 \| 0.8675 \| 0.9334 \| 0.7179 \| 0.8304 \| 0.5079 \| 0.8879 \| 0.8831 \| 0.7669 \| 0.8674 \| 0.6062 \| 0.7304 \| 0.3915 \| 0.7816 \| 0.6645 \| 0.6972 \| \| 0.2739 \| 15.46 \| 5720 \| 0.4854 \| 0.6818 \| 0.7958 \| 0.8702 \| 0.9308 \| 0.7345 \| 0.8509 \| 0.4874 \| 0.8801 \| 0.8946 \| 0.7923 \| 0.8685 \| 0.6125 \| 0.7309 \| 0.3812 \| 0.7808 \| 0.6737 \| 0.7253 \| \| 0.2156 \| 15.51 \| 5740 \| 0.4731 \| 0.6835 \| 0.7979 \| 0.8710 \| 0.9304 \| 0.7510 \| 0.8526 \| 0.4908 \| 0.8846 \| 0.8890 \| 0.7869 \| 0.8675 \| 0.6113 \| 0.7342 \| 0.3863 \| 0.7842 \| 0.6799 \| 0.7209 \| \| 0.2013 \| 15.57 \| 5760 \| 0.4961 \| 0.6882 \| 0.8011 \| 0.8739 \| 0.9186 \| 0.7628 \| 0.8485 \| 0.4896 \| 0.8978 \| 0.8555 \| 0.8349 \| 0.8615 \| 0.6045 \| 0.7156 \| 0.3894 \| 0.7920 \| 0.6970 \| 0.7572 \| \| 0.1138 \| 15.62 \| 5780 \| 0.5189 \| 0.6675 \| 0.7816 \| 0.8632 \| 0.9371 \| 0.7159 \| 0.8528 \| 0.4915 \| 0.8926 \| 0.8796 \| 0.7014 \| 0.8604 \| 0.5961 \| 0.7214 \| 0.3945 \| 0.7862 \| 0.6546 \| 0.6596 \| \| 0.1717 \| 15.68 \| 5800 \| 0.4771 \| 0.6812 \| 0.7994 \| 0.8688 \| 0.9233 \| 0.7309 \| 0.8893 \| 0.5013 \| 0.8751 \| 0.8847 \| 0.7909 \| 0.8645 \| 0.6063 \| 0.7145 \| 0.3889 \| 0.7784 \| 0.6887 \| 0.7271 \| \| 0.145 \| 15.73 \| 5820 \| 0.4821 \| 0.6879 \| 0.8018 \| 0.8723 \| 0.9235 \| 0.7312 \| 0.8697 \| 0.4904 \| 0.8754 \| 0.8946 \| 0.8276 \| 0.8645 \| 0.6110 \| 0.7303 \| 0.3846 \| 0.7788 \| 0.6943 \| 0.7518 \| \| 0.1478 \| 15.78 \| 5840 \| 0.4487 \| 0.6904 \| 0.7995 \| 0.8753 \| 0.9353 \| 0.7295 \| 0.8364 \| 0.4992 \| 0.8838 \| 0.8825 \| 0.8296 \| 0.8699 \| 0.6110 \| 0.7228 \| 0.3867 \| 0.7867 \| 0.7015 \| 0.7539 \| \| 0.2065 \| 15.84 \| 5860 \| 0.4444 \| 0.6956 \| 0.7982 \| 0.8802 \| 0.9518 \| 0.7037 \| 0.8404 \| 0.4966 \| 0.8807 \| 0.8763 \| 0.8380 \| 0.8696 \| 0.6083 \| 0.7172 \| 0.3907 \| 0.8014 \| 0.7014 \| 0.7805 \| \| 0.2238 \| 15.89 \| 5880 \| 0.4495 \| 0.6952 \| 0.8011 \| 0.8789 \| 0.9417 \| 0.7128 \| 0.8180 \| 0.5268 \| 0.8907 \| 0.8827 \| 0.8351 \| 0.8681 \| 0.6068 \| 0.7271 \| 0.3977 \| 0.8007 \| 0.6982 \| 0.7677 \| \| 0.4265 \| 15.95 \| 5900 \| 0.4619 \| 0.6934 \| 0.8080 \| 0.8759 \| 0.9331 \| 0.7314 \| 0.8722 \| 0.5381 \| 0.8790 \| 0.8932 \| 0.8093 \| 0.8694 \| 0.6150 \| 0.7354 \| 0.3971 \| 0.7908 \| 0.6958 \| 0.7503 \| \| 0.184 \| 16.0 \| 5920 \| 0.4537 \| 0.6885 \| 0.7972 \| 0.8727 \| 0.9250 \| 0.7163 \| 0.8451 \| 0.5246 \| 0.9008 \| 0.8730 \| 0.7955 \| 0.8670 \| 0.6138 \| 0.7320 \| 0.3988 \| 0.7847 \| 0.6925 \| 0.7305 \| \| 0.117 \| 16.05 \| 5940 \| 0.4749 \| 0.6852 \| 0.8001 \| 0.8713 \| 0.9247 \| 0.7221 \| 0.8719 \| 0.5021 \| 0.8786 \| 0.8940 \| 0.8075 \| 0.8685 \| 0.6100 \| 0.7328 \| 0.3909 \| 0.7809 \| 0.6802 \| 0.7333 \| \| 0.2419 \| 16.11 \| 5960 \| 0.4945 \| 0.6816 \| 0.7971 \| 0.8706 \| 0.9351 \| 0.7259 \| 0.8734 \| 0.4895 \| 0.8738 \| 0.9049 \| 0.7771 \| 0.8727 \| 0.6139 \| 0.7283 \| 0.3879 \| 0.7840 \| 0.6624 \| 0.7220 \| \| 0.169 \| 16.16 \| 5980 \| 0.4624 \| 0.6953 \| 0.8065 \| 0.8768 \| 0.9330 \| 0.7431 \| 0.8578 \| 0.5194 \| 0.8858 \| 0.8966 \| 0.8101 \| 0.8724 \| 0.6145 \| 0.7379 \| 0.3954 \| 0.7833 \| 0.6916 \| 0.7721 \| \| 0.8402 \| 16.22 \| 6000 \| 0.4915 \| 0.6863 \| 0.7946 \| 0.8717 \| 0.9411 \| 0.7182 \| 0.8662 \| 0.5007 \| 0.8852 \| 0.9008 \| 0.7499 \| 0.8645 \| 0.6069 \| 0.7359 \| 0.3976 \| 0.7805 \| 0.6958 \| 0.7230 \| \| 0.1921 \| 16.27 \| 6020 \| 0.4983 \| 0.6774 \| 0.7943 \| 0.8655 \| 0.9330 \| 0.7389 \| 0.8524 \| 0.5452 \| 0.8925 \| 0.8915 \| 0.7067 \| 0.8620 \| 0.5967 \| 0.7429 \| 0.4068 \| 0.7745 \| 0.6789 \| 0.6800 \| \| 0.1016 \| 16.32 \| 6040 \| 0.5132 \| 0.6827 \| 0.7929 \| 0.8676 \| 0.9337 \| 0.7171 \| 0.8531 \| 0.5350 \| 0.8927 \| 0.8880 \| 0.7308 \| 0.8602 \| 0.6087 \| 0.7406 \| 0.3948 \| 0.7705 \| 0.7007 \| 0.7033 \| \| 0.1321 \| 16.38 \| 6060 \| 0.5703 \| 0.6799 \| 0.7838 \| 0.8673 \| 0.9375 \| 0.7166 \| 0.8419 \| 0.5102 \| 0.9107 \| 0.8677 \| 0.7023 \| 0.8563 \| 0.6045 \| 0.7403 \| 0.3986 \| 0.7776 \| 0.6987 \| 0.6835 \| \| 0.2588 \| 16.43 \| 6080 \| 0.5038 \| 0.6789 \| 0.7921 \| 0.8679 \| 0.9409 \| 0.7241 \| 0.8702 \| 0.5235 \| 0.8874 \| 0.8805 \| 0.7180 \| 0.8599 \| 0.6080 \| 0.7334 \| 0.3892 \| 0.7838 \| 0.6834 \| 0.6946 \| \| 0.1616 \| 16.49 \| 6100 \| 0.5008 \| 0.6786 \| 0.7817 \| 0.8693 \| 0.9425 \| 0.7019 \| 0.8361 \| 0.4896 \| 0.9078 \| 0.8767 \| 0.7174 \| 0.8608 \| 0.6008 \| 0.7287 \| 0.3979 \| 0.7891 \| 0.6841 \| 0.6890 \| \| 0.1174 \| 16.54 \| 6120 \| 0.5136 \| 0.6788 \| 0.7847 \| 0.8676 \| 0.9282 \| 0.7261 \| 0.8527 \| 0.4666 \| 0.9034 \| 0.8697 \| 0.7461 \| 0.8618 \| 0.6112 \| 0.7263 \| 0.3941 \| 0.7783 \| 0.6869 \| 0.6928 \| \| 0.8829 \| 16.59 \| 6140 \| 0.5435 \| 0.6658 \| 0.7803 \| 0.8609 \| 0.9335 \| 0.7219 \| 0.8690 \| 0.4571 \| 0.8802 \| 0.8912 \| 0.7093 \| 0.8585 \| 0.5971 \| 0.7269 \| 0.3926 \| 0.7756 \| 0.6506 \| 0.6590 \| \| 0.1366 \| 16.65 \| 6160 \| 0.5220 \| 0.6651 \| 0.7877 \| 0.8611 \| 0.9316 \| 0.7367 \| 0.8599 \| 0.5083 \| 0.8806 \| 0.8891 \| 0.7073 \| 0.8642 \| 0.5871 \| 0.7303 \| 0.3922 \| 0.7774 \| 0.6486 \| 0.6558 \| \| 0.1399 \| 16.7 \| 6180 \| 0.5332 \| 0.6649 \| 0.7904 \| 0.8606 \| 0.9308 \| 0.7560 \| 0.8570 \| 0.5150 \| 0.8799 \| 0.8936 \| 0.7005 \| 0.8631 \| 0.5878 \| 0.7308 \| 0.3925 \| 0.7783 \| 0.6487 \| 0.6527 \| \| 0.266 \| 16.76 \| 6200 \| 0.5124 \| 0.6742 \| 0.7956 \| 0.8654 \| 0.9316 \| 0.7323 \| 0.8586 \| 0.5206 \| 0.8727 \| 0.9015 \| 0.7522 \| 0.8684 \| 0.6032 \| 0.7330 \| 0.3861 \| 0.7765 \| 0.6560 \| 0.6963 \| \| 0.2649 \| 16.81 \| 6220 \| 0.5171 \| 0.6725 \| 0.7852 \| 0.8663 \| 0.9347 \| 0.7277 \| 0.8480 \| 0.4835 \| 0.8970 \| 0.8849 \| 0.7209 \| 0.8695 \| 0.6000 \| 0.7310 \| 0.3904 \| 0.7823 \| 0.6594 \| 0.6751 \| \| 2.2747 \| 16.86 \| 6240 \| 0.5286 \| 0.6687 \| 0.7812 \| 0.8665 \| 0.9317 \| 0.7407 \| 0.8781 \| 0.4345 \| 0.9044 \| 0.8685 \| 0.7106 \| 0.8681 \| 0.5999 \| 0.7045 \| 0.3671 \| 0.7879 \| 0.6804 \| 0.6732 \| \| 0.1122 \| 16.92 \| 6260 \| 0.4876 \| 0.6884 \| 0.8043 \| 0.8722 \| 0.9329 \| 0.7668 \| 0.8413 \| 0.5248 \| 0.8815 \| 0.8900 \| 0.7927 \| 0.8648 \| 0.6196 \| 0.7319 \| 0.3912 \| 0.7845 \| 0.6951 \| 0.7317 \| \| 0.2894 \| 16.97 \| 6280 \| 0.5100 \| 0.6860 \| 0.7993 \| 0.8707 \| 0.9320 \| 0.7503 \| 0.8545 \| 0.5291 \| 0.8886 \| 0.8604 \| 0.7802 \| 0.8606 \| 0.6155 \| 0.7410 \| 0.3827 \| 0.7826 \| 0.6966 \| 0.7231 \| \| 0.1169 \| 17.03 \| 6300 \| 0.5046 \| 0.6815 \| 0.8032 \| 0.8676 \| 0.9283 \| 0.7455 \| 0.8495 \| 0.5613 \| 0.8758 \| 0.8846 \| 0.7773 \| 0.8608 \| 0.6071 \| 0.7506 \| 0.3785 \| 0.7773 \| 0.6805 \| 0.7160 \| \| 0.2227 \| 17.08 \| 6320 \| 0.5002 \| 0.6814 \| 0.8028 \| 0.8680 \| 0.9301 \| 0.7329 \| 0.8725 \| 0.5459 \| 0.8674 \| 0.8878 \| 0.7832 \| 0.8623 \| 0.6103 \| 0.7470 \| 0.3782 \| 0.7787 \| 0.6770 \| 0.7161 \| \| 0.1101 \| 17.14 \| 6340 \| 0.4999 \| 0.6758 \| 0.7907 \| 0.8667 \| 0.9315 \| 0.7144 \| 0.8719 \| 0.5299 \| 0.8909 \| 0.8479 \| 0.7486 \| 0.8619 \| 0.6019 \| 0.7417 \| 0.3779 \| 0.7832 \| 0.6762 \| 0.6879 \| \| 0.1437 \| 17.19 \| 6360 \| 0.5290 \| 0.6673 \| 0.7899 \| 0.8631 \| 0.9377 \| 0.7547 \| 0.8732 \| 0.5188 \| 0.8884 \| 0.8779 \| 0.6791 \| 0.8575 \| 0.5889 \| 0.7352 \| 0.3865 \| 0.7897 \| 0.6619 \| 0.6513 \| \| 0.7185 \| 17.24 \| 6380 \| 0.5790 \| 0.6682 \| 0.7805 \| 0.8639 \| 0.9411 \| 0.7334 \| 0.8508 \| 0.4772 \| 0.8999 \| 0.8882 \| 0.6731 \| 0.8590 \| 0.5941 \| 0.7330 \| 0.3891 \| 0.7858 \| 0.6616 \| 0.6545 \| \| 0.3752 \| 17.3 \| 6400 \| 0.5241 \| 0.6768 \| 0.7824 \| 0.8701 \| 0.9385 \| 0.7039 \| 0.8697 \| 0.4734 \| 0.9097 \| 0.8628 \| 0.7186 \| 0.8677 \| 0.5918 \| 0.7389 \| 0.3852 \| 0.7882 \| 0.6722 \| 0.6938 \| \| 0.101 \| 17.35 \| 6420 \| 0.5049 \| 0.6820 \| 0.7883 \| 0.8719 \| 0.9314 \| 0.7332 \| 0.8491 \| 0.5022 \| 0.9208 \| 0.8349 \| 0.7465 \| 0.8685 \| 0.5986 \| 0.7431 \| 0.3875 \| 0.7886 \| 0.6731 \| 0.7144 \| \| 0.4648 \| 17.41 \| 6440 \| 0.5267 \| 0.6766 \| 0.8002 \| 0.8671 \| 0.9242 \| 0.7590 \| 0.8573 \| 0.5398 \| 0.8887 \| 0.8778 \| 0.7548 \| 0.8669 \| 0.5976 \| 0.7437 \| 0.3816 \| 0.7840 \| 0.6692 \| 0.6931 \| \| 0.5598 \| 17.46 \| 6460 \| 0.5149 \| 0.6740 \| 0.7945 \| 0.8666 \| 0.9288 \| 0.7208 \| 0.8709 \| 0.5463 \| 0.8908 \| 0.8628 \| 0.7414 \| 0.8689 \| 0.5913 \| 0.7395 \| 0.3863 \| 0.7849 \| 0.6647 \| 0.6823 \| \| 0.0913 \| 17.51 \| 6480 \| 0.5095 \| 0.6764 \| 0.7965 \| 0.8685 \| 0.9310 \| 0.7228 \| 0.8837 \| 0.5317 \| 0.8892 \| 0.8834 \| 0.7336 \| 0.8715 \| 0.5949 \| 0.7359 \| 0.3874 \| 0.7868 \| 0.6595 \| 0.6988 \| \| 0.1733 \| 17.57 \| 6500 \| 0.5256 \| 0.6716 \| 0.7921 \| 0.8653 \| 0.9297 \| 0.7368 \| 0.8625 \| 0.5225 \| 0.8949 \| 0.8936 \| 0.7049 \| 0.8687 \| 0.6039 \| 0.7238 \| 0.3840 \| 0.7833 \| 0.6579 \| 0.6798 \| \| 0.7268 \| 17.62 \| 6520 \| 0.4883 \| 0.6747 \| 0.7932 \| 0.8688 \| 0.9317 \| 0.7246 \| 0.8573 \| 0.5250 \| 0.8981 \| 0.8793 \| 0.7362 \| 0.8733 \| 0.5938 \| 0.7345 \| 0.3736 \| 0.7891 \| 0.6568 \| 0.7019 \| \| 0.2392 \| 17.68 \| 6540 \| 0.4983 \| 0.6666 \| 0.7928 \| 0.8632 \| 0.9244 \| 0.7257 \| 0.8657 \| 0.5250 \| 0.8802 \| 0.8837 \| 0.7445 \| 0.8673 \| 0.5872 \| 0.7311 \| 0.3645 \| 0.7822 \| 0.6515 \| 0.6821 \| \| 0.1811 \| 17.73 \| 6560 \| 0.5077 \| 0.6626 \| 0.7896 \| 0.8596 \| 0.9255 \| 0.7218 \| 0.8771 \| 0.5201 \| 0.8716 \| 0.8853 \| 0.7257 \| 0.8601 \| 0.5912 \| 0.7290 \| 0.3689 \| 0.7789 \| 0.6489 \| 0.6610 \| \| 0.2697 \| 17.78 \| 6580 \| 0.5188 \| 0.6660 \| 0.7872 \| 0.8638 \| 0.9206 \| 0.7355 \| 0.8661 \| 0.4757 \| 0.8947 \| 0.8859 \| 0.7322 \| 0.8631 \| 0.5895 \| 0.7234 \| 0.3580 \| 0.7850 \| 0.6570 \| 0.6856 \| \| 0.2092 \| 17.84 \| 6600 \| 0.5315 \| 0.6624 \| 0.7773 \| 0.8644 \| 0.9377 \| 0.7148 \| 0.8839 \| 0.4149 \| 0.8829 \| 0.8823 \| 0.7249 \| 0.8670 \| 0.5864 \| 0.7235 \| 0.3363 \| 0.7820 \| 0.6631 \| 0.6784 \| \| 0.398 \| 17.89 \| 6620 \| 0.5081 \| 0.6737 \| 0.7919 \| 0.8690 \| 0.9337 \| 0.7491 \| 0.8786 \| 0.4616 \| 0.8882 \| 0.8941 \| 0.7377 \| 0.8725 \| 0.5942 \| 0.7292 \| 0.3660 \| 0.7871 \| 0.6626 \| 0.7044 \| \| 0.3194 \| 17.95 \| 6640 \| 0.4716 \| 0.6859 \| 0.7981 \| 0.8741 \| 0.9285 \| 0.7433 \| 0.8710 \| 0.4712 \| 0.8930 \| 0.8892 \| 0.7903 \| 0.8727 \| 0.6026 \| 0.7407 \| 0.3823 \| 0.7891 \| 0.6850 \| 0.7286 \| \| 0.2433 \| 18.0 \| 6660 \| 0.4902 \| 0.6914 \| 0.8036 \| 0.8760 \| 0.9318 \| 0.7383 \| 0.8735 \| 0.4998 \| 0.8872 \| 0.8944 \| 0.7999 \| 0.8716 \| 0.6073 \| 0.7360 \| 0.3931 \| 0.7898 \| 0.6931 \| 0.7490 \| \| 0.1648 \| 18.05 \| 6680 \| 0.4797 \| 0.6898 \| 0.7959 \| 0.8760 \| 0.9243 \| 0.7241 \| 0.8808 \| 0.4618 \| 0.9013 \| 0.8655 \| 0.8135 \| 0.8672 \| 0.6111 \| 0.7216 \| 0.3737 \| 0.7907 \| 0.7048 \| 0.7595 \| \| 0.1684 \| 18.11 \| 6700 \| 0.4691 \| 0.6936 \| 0.8063 \| 0.8770 \| 0.9272 \| 0.7503 \| 0.8499 \| 0.5170 \| 0.8959 \| 0.8905 \| 0.8132 \| 0.8714 \| 0.6087 \| 0.7342 \| 0.3881 \| 0.7903 \| 0.6978 \| 0.7648 \| \| 0.4593 \| 18.16 \| 6720 \| 0.4752 \| 0.6897 \| 0.8013 \| 0.8753 \| 0.9295 \| 0.7261 \| 0.8724 \| 0.5019 \| 0.8917 \| 0.8933 \| 0.7941 \| 0.8690 \| 0.6072 \| 0.7277 \| 0.3847 \| 0.7899 \| 0.6932 \| 0.7562 \| \| 0.217 \| 18.22 \| 6740 \| 0.4584 \| 0.6936 \| 0.8007 \| 0.8775 \| 0.9300 \| 0.7042 \| 0.8778 \| 0.5180 \| 0.8981 \| 0.8637 \| 0.8132 \| 0.8705 \| 0.6094 \| 0.7351 \| 0.3823 \| 0.7914 \| 0.7045 \| 0.7623 \| \| 0.5066 \| 18.27 \| 6760 \| 0.4653 \| 0.6879 \| 0.7997 \| 0.8745 \| 0.9274 \| 0.7379 \| 0.8540 \| 0.5139 \| 0.9032 \| 0.8761 \| 0.7852 \| 0.8711 \| 0.6087 \| 0.7330 \| 0.3891 \| 0.7921 \| 0.6871 \| 0.7341 \| \| 0.2053 \| 18.32 \| 6780 \| 0.4726 \| 0.6925 \| 0.8045 \| 0.8777 \| 0.9298 \| 0.7446 \| 0.8693 \| 0.4990 \| 0.8920 \| 0.8742 \| 0.8226 \| 0.8739 \| 0.6127 \| 0.7349 \| 0.3867 \| 0.7974 \| 0.6933 \| 0.7486 \| \| 0.4129 \| 18.38 \| 6800 \| 0.4768 \| 0.6978 \| 0.8085 \| 0.8801 \| 0.9418 \| 0.7218 \| 0.8670 \| 0.5094 \| 0.8666 \| 0.8905 \| 0.8623 \| 0.8759 \| 0.6187 \| 0.7339 \| 0.3836 \| 0.7929 \| 0.6987 \| 0.7807 \| \| 0.2414 \| 18.43 \| 6820 \| 0.4853 \| 0.6974 \| 0.8091 \| 0.8796 \| 0.9323 \| 0.7369 \| 0.8549 \| 0.5041 \| 0.8765 \| 0.8935 \| 0.8656 \| 0.8722 \| 0.6181 \| 0.7342 \| 0.3866 \| 0.7964 \| 0.7011 \| 0.7734 \| \| 0.2057 \| 18.49 \| 6840 \| 0.4845 \| 0.6937 \| 0.8025 \| 0.8768 \| 0.9332 \| 0.7181 \| 0.8599 \| 0.5064 \| 0.8842 \| 0.8906 \| 0.8250 \| 0.8675 \| 0.6146 \| 0.7339 \| 0.3905 \| 0.7920 \| 0.7020 \| 0.7558 \| \| 0.5205 \| 18.54 \| 6860 \| 0.4946 \| 0.6853 \| 0.7987 \| 0.8727 \| 0.9293 \| 0.7190 \| 0.8716 \| 0.5031 \| 0.8847 \| 0.8857 \| 0.7974 \| 0.8711 \| 0.6133 \| 0.7321 \| 0.3810 \| 0.7872 \| 0.6872 \| 0.7255 \| \| 0.1792 \| 18.59 \| 6880 \| 0.4973 \| 0.6730 \| 0.7836 \| 0.8672 \| 0.9357 \| 0.7035 \| 0.8645 \| 0.4709 \| 0.8905 \| 0.8777 \| 0.7426 \| 0.8644 \| 0.6014 \| 0.7341 \| 0.3724 \| 0.7867 \| 0.6692 \| 0.6831 \| \| 0.2469 \| 18.65 \| 6900 \| 0.5070 \| 0.6733 \| 0.7917 \| 0.8661 \| 0.9268 \| 0.7284 \| 0.8730 \| 0.5105 \| 0.8932 \| 0.8800 \| 0.7303 \| 0.8654 \| 0.5962 \| 0.7379 \| 0.3813 \| 0.7847 \| 0.6711 \| 0.6761 \| \| 0.121 \| 18.7 \| 6920 \| 0.4979 \| 0.6719 \| 0.7963 \| 0.8649 \| 0.9239 \| 0.7379 \| 0.8748 \| 0.5208 \| 0.8795 \| 0.8870 \| 0.7499 \| 0.8681 \| 0.5890 \| 0.7402 \| 0.3822 \| 0.7795 \| 0.6672 \| 0.6771 \| \| 0.1563 \| 18.76 \| 6940 \| 0.4967 \| 0.6730 \| 0.7933 \| 0.8667 \| 0.9250 \| 0.7491 \| 0.8569 \| 0.5207 \| 0.9009 \| 0.8640 \| 0.7368 \| 0.8689 \| 0.5884 \| 0.7399 \| 0.3817 \| 0.7866 \| 0.6668 \| 0.6787 \| \| 0.2343 \| 18.81 \| 6960 \| 0.4936 \| 0.6793 \| 0.7915 \| 0.8704 \| 0.9295 \| 0.7238 \| 0.8565 \| 0.4964 \| 0.9008 \| 0.8730 \| 0.7604 \| 0.8696 \| 0.6038 \| 0.7387 \| 0.3774 \| 0.7893 \| 0.6745 \| 0.7017 \| \| 0.1376 \| 18.86 \| 6980 \| 0.5142 \| 0.6753 \| 0.7924 \| 0.8683 \| 0.9289 \| 0.7285 \| 0.8713 \| 0.5054 \| 0.8976 \| 0.8839 \| 0.7309 \| 0.8687 \| 0.5949 \| 0.7384 \| 0.3835 \| 0.7889 \| 0.6630 \| 0.6897 \| \| 0.2083 \| 18.92 \| 7000 \| 0.5195 \| 0.6759 \| 0.7958 \| 0.8676 \| 0.9339 \| 0.7296 \| 0.8727 \| 0.5400 \| 0.8889 \| 0.8783 \| 0.7272 \| 0.8680 \| 0.5947 \| 0.7409 \| 0.3936 \| 0.7878 \| 0.6568 \| 0.6896 \| \| 0.1786 \| 18.97 \| 7020 \| 0.5023 \| 0.6787 \| 0.7978 \| 0.8671 \| 0.9339 \| 0.7409 \| 0.8547 \| 0.5385 \| 0.8800 \| 0.8896 \| 0.7467 \| 0.8673 \| 0.6178 \| 0.7436 \| 0.3939 \| 0.7835 \| 0.6596 \| 0.6852 \| \| 0.1673 \| 19.03 \| 7040 \| 0.5260 \| 0.6756 \| 0.7945 \| 0.8652 \| 0.9332 \| 0.7680 \| 0.8618 \| 0.5078 \| 0.8845 \| 0.8876 \| 0.7188 \| 0.8675 \| 0.6249 \| 0.7469 \| 0.3920 \| 0.7802 \| 0.6528 \| 0.6651 \| \| 0.2254 \| 19.08 \| 7060 \| 0.5240 \| 0.6706 \| 0.7900 \| 0.8640 \| 0.9306 \| 0.7045 \| 0.8670 \| 0.5283 \| 0.8810 \| 0.8821 \| 0.7363 \| 0.8658 \| 0.5950 \| 0.7366 \| 0.3927 \| 0.7820 \| 0.6504 \| 0.6715 \| \| 0.2038 \| 19.14 \| 7080 \| 0.5257 \| 0.6761 \| 0.7948 \| 0.8674 \| 0.9280 \| 0.7311 \| 0.8631 \| 0.5331 \| 0.8954 \| 0.8774 \| 0.7351 \| 0.8683 \| 0.6026 \| 0.7370 \| 0.3963 \| 0.7888 \| 0.6533 \| 0.6862 \| \| 0.2925 \| 19.19 \| 7100 \| 0.5166 \| 0.6740 \| 0.7887 \| 0.8663 \| 0.9289 \| 0.7246 \| 0.8511 \| 0.5130 \| 0.8975 \| 0.8619 \| 0.7439 \| 0.8687 \| 0.6084 \| 0.7321 \| 0.3892 \| 0.7841 \| 0.6540 \| 0.6817 \| \| 0.1445 \| 19.24 \| 7120 \| 0.4984 \| 0.6781 \| 0.7947 \| 0.8677 \| 0.9389 \| 0.7432 \| 0.8513 \| 0.5214 \| 0.8795 \| 0.8744 \| 0.7545 \| 0.8679 \| 0.6184 \| 0.7336 \| 0.3872 \| 0.7840 \| 0.6616 \| 0.6938 \| \| 0.2232 \| 19.3 \| 7140 \| 0.5119 \| 0.6790 \| 0.7977 \| 0.8684 \| 0.9381 \| 0.7644 \| 0.8663 \| 0.5223 \| 0.8830 \| 0.8705 \| 0.7396 \| 0.8708 \| 0.6217 \| 0.7404 \| 0.3890 \| 0.7854 \| 0.6553 \| 0.6901 \| \| 0.1221 \| 19.35 \| 7160 \| 0.4848 \| 0.6841 \| 0.7982 \| 0.8704 \| 0.9323 \| 0.7526 \| 0.8690 \| 0.4965 \| 0.8847 \| 0.8897 \| 0.7628 \| 0.8701 \| 0.6311 \| 0.7414 \| 0.3924 \| 0.7851 \| 0.6636 \| 0.7048 \| \| 0.1109 \| 19.41 \| 7180 \| 0.5155 \| 0.6769 \| 0.7898 \| 0.8682 \| 0.9302 \| 0.7215 \| 0.8500 \| 0.5056 \| 0.9010 \| 0.8859 \| 0.7346 \| 0.8693 \| 0.6091 \| 0.7354 \| 0.3899 \| 0.7869 \| 0.6535 \| 0.6941 \| \| 0.1974 \| 19.46 \| 7200 \| 0.5345 \| 0.6743 \| 0.7930 \| 0.8656 \| 0.9272 \| 0.7396 \| 0.8417 \| 0.5285 \| 0.8926 \| 0.8780 \| 0.7436 \| 0.8685 \| 0.6057 \| 0.7366 \| 0.3898 \| 0.7805 \| 0.6552 \| 0.6839 \| \| 0.1654 \| 19.51 \| 7220 \| 0.5000 \| 0.6864 \| 0.8025 \| 0.8726 \| 0.9369 \| 0.7333 \| 0.8370 \| 0.5406 \| 0.8763 \| 0.8840 \| 0.8095 \| 0.8691 \| 0.6061 \| 0.7386 \| 0.3891 \| 0.7867 \| 0.6779 \| 0.7376 \| \| 0.1334 \| 19.57 \| 7240 \| 0.5047 \| 0.6852 \| 0.7975 \| 0.8716 \| 0.9325 \| 0.7230 \| 0.8542 \| 0.5253 \| 0.8885 \| 0.8737 \| 0.7851 \| 0.8695 \| 0.6096 \| 0.7357 \| 0.3955 \| 0.7839 \| 0.6805 \| 0.7214 \| \| 0.341 \| 19.62 \| 7260 \| 0.5075 \| 0.6820 \| 0.7910 \| 0.8709 \| 0.9375 \| 0.6995 \| 0.8525 \| 0.5021 \| 0.8868 \| 0.8828 \| 0.7761 \| 0.8704 \| 0.6041 \| 0.7345 \| 0.3944 \| 0.7840 \| 0.6729 \| 0.7136 \| \| 0.1156 \| 19.68 \| 7280 \| 0.5026 \| 0.6868 \| 0.7984 \| 0.8727 \| 0.9301 \| 0.7176 \| 0.8696 \| 0.5196 \| 0.8890 \| 0.8691 \| 0.7940 \| 0.8723 \| 0.6087 \| 0.7372 \| 0.3998 \| 0.7841 \| 0.6834 \| 0.7222 \| \| 0.3066 \| 19.73 \| 7300 \| 0.5020 \| 0.6932 \| 0.8067 \| 0.8752 \| 0.9263 \| 0.7316 \| 0.8810 \| 0.5265 \| 0.8803 \| 0.8676 \| 0.8337 \| 0.8716 \| 0.6139 \| 0.7351 \| 0.3987 \| 0.7831 \| 0.7003 \| 0.7497 \| \| 0.1444 \| 19.78 \| 7320 \| 0.5167 \| 0.6839 \| 0.8013 \| 0.8704 \| 0.9346 \| 0.7326 \| 0.8579 \| 0.5480 \| 0.8801 \| 0.8823 \| 0.7738 \| 0.8711 \| 0.6064 \| 0.7351 \| 0.3994 \| 0.7808 \| 0.6806 \| 0.7141 \| \| 1.95 \| 19.84 \| 7340 \| 0.5440 \| 0.6768 \| 0.7930 \| 0.8676 \| 0.9344 \| 0.7220 \| 0.8757 \| 0.5189 \| 0.8860 \| 0.8754 \| 0.7389 \| 0.8715 \| 0.6039 \| 0.7322 \| 0.3970 \| 0.7814 \| 0.6645 \| 0.6873 \| \| 1.7888 \| 19.89 \| 7360 \| 0.5679 \| 0.6691 \| 0.7877 \| 0.8623 \| 0.9381 \| 0.7295 \| 0.8693 \| 0.5271 \| 0.8838 \| 0.8738 \| 0.6925 \| 0.8615 \| 0.5999 \| 0.7336 \| 0.3975 \| 0.7792 \| 0.6646 \| 0.6472 \| \| 0.154 \| 19.95 \| 7380 \| 0.5072 \| 0.6861 \| 0.8004 \| 0.8719 \| 0.9345 \| 0.7361 \| 0.8560 \| 0.5171 \| 0.8805 \| 0.8948 \| 0.7841 \| 0.8724 \| 0.6143 \| 0.7300 \| 0.3928 \| 0.7804 \| 0.6856 \| 0.7269 \| \| 0.3593 \| 20.0 \| 7400 \| 0.5257 \| 0.6800 \| 0.8007 \| 0.8677 \| 0.9346 \| 0.7409 \| 0.8535 \| 0.5490 \| 0.8740 \| 0.8923 \| 0.7604 \| 0.8705 \| 0.6091 \| 0.7297 \| 0.3919 \| 0.7742 \| 0.6760 \| 0.7086 \| \| 0.1941 \| 20.05 \| 7420 \| 0.5089 \| 0.6874 \| 0.8040 \| 0.8726 \| 0.9337 \| 0.7357 \| 0.8694 \| 0.5349 \| 0.8768 \| 0.8820 \| 0.7956 \| 0.8717 \| 0.6105 \| 0.7294 \| 0.3906 \| 0.7813 \| 0.6909 \| 0.7371 \| \| 0.1581 \| 20.11 \| 7440 \| 0.5325 \| 0.6737 \| 0.7884 \| 0.8647 \| 0.9332 \| 0.7304 \| 0.8395 \| 0.5166 \| 0.8906 \| 0.8767 \| 0.7315 \| 0.8641 \| 0.6095 \| 0.7185 \| 0.3931 \| 0.7767 \| 0.6738 \| 0.6802 \| \| 0.2148 \| 20.16 \| 7460 \| 0.5160 \| 0.6796 \| 0.7909 \| 0.8679 \| 0.9294 \| 0.7184 \| 0.8309 \| 0.5173 \| 0.8956 \| 0.8835 \| 0.7614 \| 0.8691 \| 0.6119 \| 0.7220 \| 0.3967 \| 0.7767 \| 0.6781 \| 0.7026 \| \| 0.1271 \| 20.22 \| 7480 \| 0.5087 \| 0.6798 \| 0.7889 \| 0.8693 \| 0.9360 \| 0.7072 \| 0.8544 \| 0.5089 \| 0.8977 \| 0.8785 \| 0.7394 \| 0.8677 \| 0.6087 \| 0.7257 \| 0.3957 \| 0.7841 \| 0.6786 \| 0.6979 \| \| 0.1316 \| 20.27 \| 7500 \| 0.5033 \| 0.6880 \| 0.7962 \| 0.8725 \| 0.9331 \| 0.7151 \| 0.8572 \| 0.5077 \| 0.8874 \| 0.8805 \| 0.7922 \| 0.8651 \| 0.6153 \| 0.7255 \| 0.3913 \| 0.7825 \| 0.7059 \| 0.7299 \| \| 0.4032 \| 20.32 \| 7520 \| 0.5064 \| 0.6880 \| 0.7929 \| 0.8731 \| 0.9350 \| 0.7051 \| 0.8463 \| 0.4888 \| 0.8889 \| 0.8885 \| 0.7977 \| 0.8632 \| 0.6112 \| 0.7282 \| 0.3911 \| 0.7848 \| 0.7061 \| 0.7318 \| \| 0.207 \| 20.38 \| 7540 \| 0.5199 \| 0.6817 \| 0.7902 \| 0.8691 \| 0.9254 \| 0.7202 \| 0.8681 \| 0.4813 \| 0.8979 \| 0.8785 \| 0.7598 \| 0.8629 \| 0.6149 \| 0.7332 \| 0.3876 \| 0.7804 \| 0.6941 \| 0.6991 \| \| 0.1099 \| 20.43 \| 7560 \| 0.5195 \| 0.6835 \| 0.7912 \| 0.8705 \| 0.9321 \| 0.7222 \| 0.8641 \| 0.4706 \| 0.8883 \| 0.8883 \| 0.7731 \| 0.8642 \| 0.6120 \| 0.7367 \| 0.3850 \| 0.7806 \| 0.6999 \| 0.7060 \| \| 0.1801 \| 20.49 \| 7580 \| 0.5230 \| 0.6800 \| 0.7905 \| 0.8692 \| 0.9367 \| 0.7052 \| 0.8734 \| 0.4894 \| 0.8820 \| 0.8902 \| 0.7568 \| 0.8667 \| 0.6076 \| 0.7391 \| 0.3878 \| 0.7819 \| 0.6827 \| 0.6942 \| \| 0.0809 \| 20.54 \| 7600 \| 0.5215 \| 0.6806 \| 0.7954 \| 0.8674 \| 0.9233 \| 0.7404 \| 0.8733 \| 0.5074 \| 0.8911 \| 0.8789 \| 0.7535 \| 0.8619 \| 0.6113 \| 0.7408 \| 0.3907 \| 0.7767 \| 0.6894 \| 0.6935 \| \| 0.0992 \| 20.59 \| 7620 \| 0.5121 \| 0.6866 \| 0.7953 \| 0.8724 \| 0.9391 \| 0.7167 \| 0.8623 \| 0.5051 \| 0.8841 \| 0.8797 \| 0.7797 \| 0.8671 \| 0.6087 \| 0.7405 \| 0.3871 \| 0.7826 \| 0.7048 \| 0.7155 \| \| 0.6249 \| 20.65 \| 7640 \| 0.5238 \| 0.6816 \| 0.7949 \| 0.8697 \| 0.9376 \| 0.7324 \| 0.8611 \| 0.5039 \| 0.8811 \| 0.8871 \| 0.7609 \| 0.8683 \| 0.6124 \| 0.7366 \| 0.3913 \| 0.7822 \| 0.6824 \| 0.6982 \| \| 1.5679 \| 20.7 \| 7660 \| 0.5109 \| 0.6792 \| 0.7927 \| 0.8688 \| 0.9389 \| 0.7168 \| 0.8616 \| 0.5110 \| 0.8824 \| 0.8913 \| 0.7467 \| 0.8705 \| 0.6104 \| 0.7370 \| 0.3943 \| 0.7836 \| 0.6706 \| 0.6880 \| \| 0.1715 \| 20.76 \| 7680 \| 0.5076 \| 0.6869 \| 0.7986 \| 0.8727 \| 0.9374 \| 0.7230 \| 0.8495 \| 0.5173 \| 0.8820 \| 0.8947 \| 0.7863 \| 0.8703 \| 0.6118 \| 0.7321 \| 0.3967 \| 0.7855 \| 0.6919 \| 0.7198 \| \| 0.6711 \| 20.81 \| 7700 \| 0.5382 \| 0.6744 \| 0.7886 \| 0.8651 \| 0.9281 \| 0.7354 \| 0.8442 \| 0.4929 \| 0.8924 \| 0.8941 \| 0.7333 \| 0.8664 \| 0.6076 \| 0.7321 \| 0.3965 \| 0.7762 \| 0.6660 \| 0.6759 \| \| 0.2482 \| 20.86 \| 7720 \| 0.5224 \| 0.6740 \| 0.7894 \| 0.8654 \| 0.9317 \| 0.7294 \| 0.8639 \| 0.4960 \| 0.8866 \| 0.8881 \| 0.7303 \| 0.8655 \| 0.6106 \| 0.7320 \| 0.3921 \| 0.7811 \| 0.6632 \| 0.6734 \| \| 0.2083 \| 20.92 \| 7740 \| 0.5170 \| 0.6784 \| 0.7959 \| 0.8669 \| 0.9288 \| 0.7479 \| 0.8550 \| 0.5201 \| 0.8869 \| 0.8836 \| 0.7491 \| 0.8648 \| 0.6140 \| 0.7363 \| 0.3923 \| 0.7809 \| 0.6723 \| 0.6880 \| \| 0.3701 \| 20.97 \| 7760 \| 0.5037 \| 0.6839 \| 0.7902 \| 0.8728 \| 0.9381 \| 0.7243 \| 0.8621 \| 0.4892 \| 0.9016 \| 0.8499 \| 0.7661 \| 0.8699 \| 0.6120 \| 0.7381 \| 0.3855 \| 0.7917 \| 0.6860 \| 0.7041 \| \| 0.2443 \| 21.03 \| 7780 \| 0.5069 \| 0.6859 \| 0.7902 \| 0.8746 \| 0.9473 \| 0.7138 \| 0.8655 \| 0.4929 \| 0.8942 \| 0.8377 \| 0.7800 \| 0.8687 \| 0.6069 \| 0.7391 \| 0.3792 \| 0.7947 \| 0.6943 \| 0.7184 \| \| 0.2176 \| 21.08 \| 7800 \| 0.5088 \| 0.6823 \| 0.7950 \| 0.8713 \| 0.9406 \| 0.7203 \| 0.8628 \| 0.5135 \| 0.8852 \| 0.8855 \| 0.7568 \| 0.8710 \| 0.6161 \| 0.7394 \| 0.3833 \| 0.7903 \| 0.6790 \| 0.6969 \| \| 0.2942 \| 21.14 \| 7820 \| 0.5356 \| 0.6779 \| 0.7908 \| 0.8690 \| 0.9404 \| 0.7272 \| 0.8603 \| 0.5145 \| 0.8942 \| 0.8714 \| 0.7276 \| 0.8696 \| 0.6142 \| 0.7381 \| 0.3848 \| 0.7905 \| 0.6731 \| 0.6749 \| \| 0.142 \| 21.19 \| 7840 \| 0.4776 \| 0.6901 \| 0.7998 \| 0.8744 \| 0.9381 \| 0.7156 \| 0.8709 \| 0.5212 \| 0.8836 \| 0.8771 \| 0.7918 \| 0.8671 \| 0.6170 \| 0.7377 \| 0.3865 \| 0.7894 \| 0.7061 \| 0.7271 \| \| 0.2145 \| 21.24 \| 7860 \| 0.4926 \| 0.6790 \| 0.7936 \| 0.8690 \| 0.9391 \| 0.7207 \| 0.8682 \| 0.5182 \| 0.8860 \| 0.8904 \| 0.7327 \| 0.8709 \| 0.6172 \| 0.7381 \| 0.3890 \| 0.7885 \| 0.6703 \| 0.6789 \| \| 0.0617 \| 21.3 \| 7880 \| 0.5276 \| 0.6789 \| 0.7894 \| 0.8691 \| 0.9364 \| 0.7242 \| 0.8753 \| 0.4917 \| 0.8966 \| 0.8764 \| 0.7251 \| 0.8702 \| 0.6186 \| 0.7359 \| 0.3878 \| 0.7861 \| 0.6776 \| 0.6759 \| \| 0.2212 \| 21.35 \| 7900 \| 0.5370 \| 0.6763 \| 0.7908 \| 0.8673 \| 0.9365 \| 0.7370 \| 0.8749 \| 0.4863 \| 0.8865 \| 0.8933 \| 0.7212 \| 0.8702 \| 0.6181 \| 0.7348 \| 0.3838 \| 0.7822 \| 0.6748 \| 0.6700 \| \| 0.312 \| 21.41 \| 7920 \| 0.5227 \| 0.6796 \| 0.7919 \| 0.8691 \| 0.9405 \| 0.7370 \| 0.8502 \| 0.5056 \| 0.8885 \| 0.8779 \| 0.7435 \| 0.8703 \| 0.6153 \| 0.7371 \| 0.3811 \| 0.7821 \| 0.6862 \| 0.6850 \| \| 0.2125 \| 21.46 \| 7940 \| 0.5185 \| 0.6748 \| 0.7795 \| 0.8672 \| 0.9387 \| 0.6971 \| 0.8642 \| 0.4716 \| 0.9002 \| 0.8588 \| 0.7259 \| 0.8667 \| 0.6117 \| 0.7354 \| 0.3788 \| 0.7802 \| 0.6743 \| 0.6764 \| \| 0.1527 \| 21.51 \| 7960 \| 0.5007 \| 0.6814 \| 0.7908 \| 0.8698 \| 0.9380 \| 0.7251 \| 0.8498 \| 0.4966 \| 0.8898 \| 0.8788 \| 0.7575 \| 0.8722 \| 0.6200 \| 0.7344 \| 0.3876 \| 0.7794 \| 0.6762 \| 0.6998 \| \| 0.2243 \| 21.57 \| 7980 \| 0.5211 \| 0.6778 \| 0.7900 \| 0.8682 \| 0.9412 \| 0.7306 \| 0.8567 \| 0.4932 \| 0.8847 \| 0.8883 \| 0.7354 \| 0.8708 \| 0.6193 \| 0.7294 \| 0.3886 \| 0.7823 \| 0.6717 \| 0.6825 \| \| 0.1433 \| 21.62 \| 8000 \| 0.5342 \| 0.6745 \| 0.7874 \| 0.8667 \| 0.9416 \| 0.7228 \| 0.8484 \| 0.5006 \| 0.8879 \| 0.8916 \| 0.7191 \| 0.8695 \| 0.6156 \| 0.7281 \| 0.3869 \| 0.7838 \| 0.6677 \| 0.6702 \| \| 0.1678 \| 21.68 \| 8020 \| 0.4974 \| 0.6824 \| 0.7918 \| 0.8719 \| 0.9476 \| 0.7247 \| 0.8512 \| 0.5012 \| 0.8892 \| 0.8878 \| 0.7411 \| 0.8708 \| 0.6138 \| 0.7301 \| 0.3864 \| 0.7900 \| 0.6810 \| 0.7045 \| \| 0.2466 \| 21.73 \| 8040 \| 0.5197 \| 0.6810 \| 0.7877 \| 0.8716 \| 0.9422 \| 0.7214 \| 0.8512 \| 0.4944 \| 0.9074 \| 0.8750 \| 0.7220 \| 0.8725 \| 0.6105 \| 0.7324 \| 0.3874 \| 0.7891 \| 0.6808 \| 0.6946 \| \| 0.4098 \| 21.78 \| 8060 \| 0.5223 \| 0.6811 \| 0.7909 \| 0.8715 \| 0.9437 \| 0.7399 \| 0.8536 \| 0.5059 \| 0.9040 \| 0.8698 \| 0.7195 \| 0.8730 \| 0.6084 \| 0.7306 \| 0.3888 \| 0.7888 \| 0.6824 \| 0.6957 \| \| 0.094 \| 21.84 \| 8080 \| 0.5396 \| 0.6818 \| 0.7980 \| 0.8712 \| 0.9365 \| 0.7391 \| 0.8514 \| 0.5281 \| 0.8945 \| 0.9010 \| 0.7353 \| 0.8777 \| 0.6117 \| 0.7312 \| 0.3915 \| 0.7862 \| 0.6676 \| 0.7069 \| \| 0.2217 \| 21.89 \| 8100 \| 0.5046 \| 0.6842 \| 0.7971 \| 0.8728 \| 0.9371 \| 0.7306 \| 0.8655 \| 0.5055 \| 0.8908 \| 0.8913 \| 0.7590 \| 0.8770 \| 0.6120 \| 0.7310 \| 0.3859 \| 0.7862 \| 0.6794 \| 0.7176 \| \| 0.294 \| 21.95 \| 8120 \| 0.5143 \| 0.6807 \| 0.7934 \| 0.8700 \| 0.9327 \| 0.7232 \| 0.8667 \| 0.5107 \| 0.8963 \| 0.8823 \| 0.7418 \| 0.8719 \| 0.6126 \| 0.7328 \| 0.3855 \| 0.7832 \| 0.6741 \| 0.7044 \| \| 0.1934 \| 22.0 \| 8140 \| 0.5112 \| 0.6770 \| 0.7917 \| 0.8687 \| 0.9369 \| 0.7239 \| 0.8610 \| 0.4937 \| 0.8836 \| 0.8916 \| 0.7510 \| 0.8735 \| 0.6097 \| 0.7321 \| 0.3832 \| 0.7840 \| 0.6657 \| 0.6909 \| \| 0.1342 \| 22.05 \| 8160 \| 0.5057 \| 0.6763 \| 0.7952 \| 0.8675 \| 0.9345 \| 0.7419 \| 0.8468 \| 0.5223 \| 0.8844 \| 0.8913 \| 0.7454 \| 0.8721 \| 0.6117 \| 0.7314 \| 0.3840 \| 0.7832 \| 0.6631 \| 0.6887 \| \| 0.1506 \| 22.11 \| 8180 \| 0.5229 \| 0.6771 \| 0.7903 \| 0.8687 \| 0.9375 \| 0.7146 \| 0.8613 \| 0.5122 \| 0.8926 \| 0.8790 \| 0.7349 \| 0.8730 \| 0.6080 \| 0.7313 \| 0.3842 \| 0.7842 \| 0.6692 \| 0.6895 \| \| 0.3276 \| 22.16 \| 8200 \| 0.5271 \| 0.6768 \| 0.7940 \| 0.8680 \| 0.9344 \| 0.7460 \| 0.8659 \| 0.5031 \| 0.8880 \| 0.8864 \| 0.7341 \| 0.8718 \| 0.6101 \| 0.7318 \| 0.3833 \| 0.7820 \| 0.6681 \| 0.6903 \| \| 0.2339 \| 22.22 \| 8220 \| 0.5234 \| 0.6779 \| 0.7931 \| 0.8686 \| 0.9317 \| 0.7349 \| 0.8636 \| 0.5048 \| 0.8935 \| 0.8831 \| 0.7398 \| 0.8725 \| 0.6110 \| 0.7340 \| 0.3818 \| 0.7816 \| 0.6730 \| 0.6915 \| \| 0.2097 \| 22.27 \| 8240 \| 0.5019 \| 0.6783 \| 0.7936 \| 0.8680 \| 0.9236 \| 0.7483 \| 0.8591 \| 0.5027 \| 0.8999 \| 0.8705 \| 0.7510 \| 0.8677 \| 0.6109 \| 0.7357 \| 0.3831 \| 0.7817 \| 0.6783 \| 0.6906 \| \| 0.1459 \| 22.32 \| 8260 \| 0.5357 \| 0.6805 \| 0.7948 \| 0.8711 \| 0.9403 \| 0.7397 \| 0.8561 \| 0.5113 \| 0.8944 \| 0.8894 \| 0.7325 \| 0.8777 \| 0.6121 \| 0.7327 \| 0.3846 \| 0.7865 \| 0.6702 \| 0.7000 \| \| 0.7437 \| 22.38 \| 8280 \| 0.5471 \| 0.6814 \| 0.7941 \| 0.8718 \| 0.9367 \| 0.7416 \| 0.8692 \| 0.4944 \| 0.9013 \| 0.8907 \| 0.7248 \| 0.8779 \| 0.6129 \| 0.7334 \| 0.3860 \| 0.7874 \| 0.6713 \| 0.7008 \| \| 0.1763 \| 22.43 \| 8300 \| 0.5147 \| 0.6815 \| 0.7935 \| 0.8709 \| 0.9348 \| 0.7316 \| 0.8594 \| 0.5087 \| 0.9002 \| 0.8828 \| 0.7369 \| 0.8726 \| 0.6142 \| 0.7353 \| 0.3853 \| 0.7866 \| 0.6766 \| 0.6999 \| \| 0.1461 \| 22.49 \| 8320 \| 0.5001 \| 0.6816 \| 0.7929 \| 0.8718 \| 0.9381 \| 0.7340 \| 0.8738 \| 0.4993 \| 0.8986 \| 0.8619 \| 0.7444 \| 0.8733 \| 0.6119 \| 0.7342 \| 0.3798 \| 0.7890 \| 0.6794 \| 0.7040 \| \| 0.1624 \| 22.54 \| 8340 \| 0.5144 \| 0.6805 \| 0.7950 \| 0.8703 \| 0.9305 \| 0.7476 \| 0.8503 \| 0.5124 \| 0.9036 \| 0.8828 \| 0.7379 \| 0.8729 \| 0.6147 \| 0.7343 \| 0.3833 \| 0.7871 \| 0.6743 \| 0.6972 \| \| 0.1166 \| 22.59 \| 8360 \| 0.4920 \| 0.6822 \| 0.7980 \| 0.8715 \| 0.9370 \| 0.7486 \| 0.8534 \| 0.5222 \| 0.8937 \| 0.8821 \| 0.7487 \| 0.8741 \| 0.6120 \| 0.7346 \| 0.3826 \| 0.7889 \| 0.6788 \| 0.7043 \| \| 0.2406 \| 22.65 \| 8380 \| 0.5113 \| 0.6810 \| 0.7951 \| 0.8713 \| 0.9419 \| 0.7427 \| 0.8513 \| 0.5138 \| 0.8940 \| 0.8895 \| 0.7328 \| 0.8756 \| 0.6114 \| 0.7331 \| 0.3815 \| 0.7875 \| 0.6739 \| 0.7037 \| \| 0.2164 \| 22.7 \| 8400 \| 0.5197 \| 0.6801 \| 0.7932 \| 0.8714 \| 0.9479 \| 0.7313 \| 0.8516 \| 0.5113 \| 0.8880 \| 0.8874 \| 0.7349 \| 0.8754 \| 0.6080 \| 0.7325 \| 0.3817 \| 0.7887 \| 0.6717 \| 0.7027 \| \| 0.0711 \| 22.76 \| 8420 \| 0.5145 \| 0.6792 \| 0.7937 \| 0.8700 \| 0.9376 \| 0.7308 \| 0.8514 \| 0.5097 \| 0.8923 \| 0.8977 \| 0.7365 \| 0.8730 \| 0.6087 \| 0.7326 \| 0.3827 \| 0.7858 \| 0.6700 \| 0.7018 \| \| 1.7284 \| 22.81 \| 8440 \| 0.5197 \| 0.6780 \| 0.7927 \| 0.8701 \| 0.9451 \| 0.7356 \| 0.8626 \| 0.5069 \| 0.8860 \| 0.8777 \| 0.7351 \| 0.8738 \| 0.6066 \| 0.7315 \| 0.3805 \| 0.7879 \| 0.6726 \| 0.6928 \| \| 0.0839 \| 22.86 \| 8460 \| 0.5006 \| 0.6780 \| 0.7944 \| 0.8689 \| 0.9356 \| 0.7455 \| 0.8606 \| 0.5022 \| 0.8865 \| 0.8807 \| 0.7495 \| 0.8699 \| 0.6097 \| 0.7310 \| 0.3795 \| 0.7857 \| 0.6784 \| 0.6916 \| \| 0.4294 \| 22.92 \| 8480 \| 0.4983 \| 0.6785 \| 0.7904 \| 0.8700 \| 0.9367 \| 0.7301 \| 0.8637 \| 0.4983 \| 0.8979 \| 0.8649 \| 0.7412 \| 0.8708 \| 0.6093 \| 0.7308 \| 0.3800 \| 0.7884 \| 0.6763 \| 0.6938 \| \| 0.3384 \| 22.97 \| 8500 \| 0.5029 \| 0.6773 \| 0.7943 \| 0.8686 \| 0.9358 \| 0.7419 \| 0.8512 \| 0.5113 \| 0.8883 \| 0.8888 \| 0.7425 \| 0.8709 \| 0.6106 \| 0.7324 \| 0.3817 \| 0.7865 \| 0.6680 \| 0.6914 \| \| 1.8569 \| 23.03 \| 8520 \| 0.5310 \| 0.6761 \| 0.7908 \| 0.8679 \| 0.9350 \| 0.7399 \| 0.8547 \| 0.5020 \| 0.8947 \| 0.8770 \| 0.7324 \| 0.8696 \| 0.6102 \| 0.7327 \| 0.3823 \| 0.7853 \| 0.6695 \| 0.6833 \| \| 0.6043 \| 23.08 \| 8540 \| 0.5251 \| 0.6743 \| 0.7893 \| 0.8664 \| 0.9281 \| 0.7420 \| 0.8484 \| 0.4935 \| 0.8980 \| 0.8791 \| 0.7363 \| 0.8669 \| 0.6085 \| 0.7338 \| 0.3828 \| 0.7840 \| 0.6679 \| 0.6761 \| \| 0.2202 \| 23.14 \| 8560 \| 0.5358 \| 0.6746 \| 0.7881 \| 0.8665 \| 0.9273 \| 0.7239 \| 0.8534 \| 0.5002 \| 0.9014 \| 0.8795 \| 0.7308 \| 0.8674 \| 0.6093 \| 0.7336 \| 0.3859 \| 0.7844 \| 0.6669 \| 0.6743 \| \| 0.1846 \| 23.19 \| 8580 \| 0.5119 \| 0.6752 \| 0.7932 \| 0.8665 \| 0.9309 \| 0.7311 \| 0.8660 \| 0.5129 \| 0.8839 \| 0.8793 \| 0.7479 \| 0.8671 \| 0.6080 \| 0.7341 \| 0.3809 \| 0.7821 \| 0.6722 \| 0.6823 \| \| 0.1721 \| 23.24 \| 8600 \| 0.5122 \| 0.6763 \| 0.7928 \| 0.8674 \| 0.9292 \| 0.7419 \| 0.8553 \| 0.5101 \| 0.8954 \| 0.8783 \| 0.7395 \| 0.8679 \| 0.6091 \| 0.7343 \| 0.3823 \| 0.7846 \| 0.6710 \| 0.6846 \| \| 0.2801 \| 23.3 \| 8620 \| 0.5276 \| 0.6734 \| 0.7828 \| 0.8671 \| 0.9348 \| 0.7094 \| 0.8500 \| 0.4708 \| 0.8972 \| 0.8815 \| 0.7357 \| 0.8663 \| 0.6035 \| 0.7325 \| 0.3789 \| 0.7856 \| 0.6680 \| 0.6790 \| \| 0.1638 \| 23.35 \| 8640 \| 0.5123 \| 0.6732 \| 0.7905 \| 0.8659 \| 0.9308 \| 0.7345 \| 0.8750 \| 0.4869 \| 0.8823 \| 0.8773 \| 0.7469 \| 0.8665 \| 0.6065 \| 0.7315 \| 0.3782 \| 0.7822 \| 0.6698 \| 0.6777 \| \| 1.9128 \| 23.41 \| 8660 \| 0.5345 \| 0.6739 \| 0.7923 \| 0.8662 \| 0.9331 \| 0.7188 \| 0.8765 \| 0.5143 \| 0.8812 \| 0.8869 \| 0.7355 \| 0.8676 \| 0.6062 \| 0.7314 \| 0.3830 \| 0.7832 \| 0.6650 \| 0.6811 \| \| 1.0489 \| 23.46 \| 8680 \| 0.5446 \| 0.6751 \| 0.7933 \| 0.8667 \| 0.9340 \| 0.7323 \| 0.8690 \| 0.5165 \| 0.8845 \| 0.8831 \| 0.7335 \| 0.8679 \| 0.6081 \| 0.7333 \| 0.3835 \| 0.7829 \| 0.6659 \| 0.6840 \| \| 0.2933 \| 23.51 \| 8700 \| 0.5513 \| 0.6768 \| 0.7860 \| 0.8688 \| 0.9337 \| 0.7175 \| 0.8653 \| 0.4820 \| 0.9029 \| 0.8707 \| 0.7301 \| 0.8684 \| 0.6077 \| 0.7338 \| 0.3842 \| 0.7862 \| 0.6687 \| 0.6883 \| \| 0.2841 \| 23.57 \| 8720 \| 0.5662 \| 0.6760 \| 0.7908 \| 0.8673 \| 0.9281 \| 0.7269 \| 0.8629 \| 0.5086 \| 0.8984 \| 0.8762 \| 0.7344 \| 0.8683 \| 0.6097 \| 0.7335 \| 0.3868 \| 0.7846 \| 0.6679 \| 0.6814 \| \| 0.3192 \| 23.62 \| 8740 \| 0.5151 \| 0.6740 \| 0.7950 \| 0.8652 \| 0.9322 \| 0.7345 \| 0.8646 \| 0.5196 \| 0.8732 \| 0.8906 \| 0.7504 \| 0.8673 \| 0.6108 \| 0.7345 \| 0.3823 \| 0.7796 \| 0.6628 \| 0.6810 \| \| 0.2945 \| 23.68 \| 8760 \| 0.5218 \| 0.6741 \| 0.7933 \| 0.8653 \| 0.9237 \| 0.7304 \| 0.8675 \| 0.5127 \| 0.8870 \| 0.8842 \| 0.7473 \| 0.8674 \| 0.6110 \| 0.7339 \| 0.3810 \| 0.7798 \| 0.6681 \| 0.6775 \| \| 0.173 \| 23.73 \| 8780 \| 0.5260 \| 0.6744 \| 0.7940 \| 0.8654 \| 0.9224 \| 0.7374 \| 0.8668 \| 0.5129 \| 0.8897 \| 0.8845 \| 0.7440 \| 0.8677 \| 0.6105 \| 0.7350 \| 0.3815 \| 0.7795 \| 0.6688 \| 0.6777 \| \| 0.1498 \| 23.78 \| 8800 \| 0.5042 \| 0.6765 \| 0.7926 \| 0.8667 \| 0.9257 \| 0.7174 \| 0.8679 \| 0.5159 \| 0.8885 \| 0.8748 \| 0.7580 \| 0.8681 \| 0.6123 \| 0.7354 \| 0.3806 \| 0.7800 \| 0.6742 \| 0.6849 \| \| 0.0628 \| 23.84 \| 8820 \| 0.5065 \| 0.6765 \| 0.7942 \| 0.8672 \| 0.9338 \| 0.7344 \| 0.8609 \| 0.5171 \| 0.8822 \| 0.8789 \| 0.7521 \| 0.8706 \| 0.6099 \| 0.7347 \| 0.3810 \| 0.7800 \| 0.6713 \| 0.6879 \| \| 0.12 \| 23.89 \| 8840 \| 0.5175 \| 0.6765 \| 0.7917 \| 0.8677 \| 0.9342 \| 0.7372 \| 0.8551 \| 0.5112 \| 0.8924 \| 0.8728 \| 0.7390 \| 0.8720 \| 0.6096 \| 0.7340 \| 0.3847 \| 0.7809 \| 0.6696 \| 0.6846 \| \| 0.1828 \| 23.95 \| 8860 \| 0.5272 \| 0.6766 \| 0.7877 \| 0.8687 \| 0.9318 \| 0.7333 \| 0.8644 \| 0.4636 \| 0.8971 \| 0.8824 \| 0.7412 \| 0.8723 \| 0.6122 \| 0.7335 \| 0.3785 \| 0.7828 \| 0.6711 \| 0.6858 \| \| 0.2761 \| 24.0 \| 8880 \| 0.5269 \| 0.6771 \| 0.7879 \| 0.8688 \| 0.9301 \| 0.7261 \| 0.8656 \| 0.4762 \| 0.9007 \| 0.8750 \| 0.7413 \| 0.8722 \| 0.6117 \| 0.7335 \| 0.3798 \| 0.7829 \| 0.6717 \| 0.6877 \| \| 1.1097 \| 24.05 \| 8900 \| 0.5176 \| 0.6770 \| 0.7889 \| 0.8686 \| 0.9362 \| 0.7309 \| 0.8588 \| 0.4816 \| 0.8917 \| 0.8785 \| 0.7443 \| 0.8715 \| 0.6105 \| 0.7336 \| 0.3806 \| 0.7824 \| 0.6723 \| 0.6882 \| \| 0.2759 \| 24.11 \| 8920 \| 0.5111 \| 0.6767 \| 0.7891 \| 0.8682 \| 0.9339 \| 0.7259 \| 0.8572 \| 0.4883 \| 0.8929 \| 0.8823 \| 0.7432 \| 0.8718 \| 0.6111 \| 0.7340 \| 0.3823 \| 0.7823 \| 0.6685 \| 0.6867 \| \| 0.0643 \| 24.16 \| 8940 \| 0.5087 \| 0.6755 \| 0.7897 \| 0.8675 \| 0.9370 \| 0.7159 \| 0.8666 \| 0.4982 \| 0.8844 \| 0.8843 \| 0.7412 \| 0.8713 \| 0.6100 \| 0.7323 \| 0.3821 \| 0.7823 \| 0.6660 \| 0.6847 \| \| 0.1467 \| 24.22 \| 8960 \| 0.5046 \| 0.6763 \| 0.7950 \| 0.8670 \| 0.9327 \| 0.7317 \| 0.8564 \| 0.5256 \| 0.8815 \| 0.8848 \| 0.7527 \| 0.8704 \| 0.6121 \| 0.7336 \| 0.3829 \| 0.7815 \| 0.6657 \| 0.6877 \| \| 0.1865 \| 24.27 \| 8980 \| 0.5241 \| 0.6766 \| 0.7899 \| 0.8681 \| 0.9364 \| 0.7199 \| 0.8659 \| 0.5070 \| 0.8911 \| 0.8708 \| 0.7380 \| 0.8715 \| 0.6113 \| 0.7323 \| 0.3834 \| 0.7827 \| 0.6686 \| 0.6866 \| \| 0.1842 \| 24.32 \| 9000 \| 0.4979 \| 0.6790 \| 0.7927 \| 0.8690 \| 0.9341 \| 0.7321 \| 0.8550 \| 0.5174 \| 0.8934 \| 0.8620 \| 0.7551 \| 0.8709 \| 0.6113 \| 0.7331 \| 0.3830 \| 0.7828 \| 0.6750 \| 0.6970 \| \| 0.0528 \| 24.38 \| 9020 \| 0.5193 \| 0.6771 \| 0.7908 \| 0.8683 \| 0.9345 \| 0.7213 \| 0.8616 \| 0.5022 \| 0.8902 \| 0.8840 \| 0.7419 \| 0.8717 \| 0.6124 \| 0.7323 \| 0.3834 \| 0.7829 \| 0.6675 \| 0.6895 \| \| 0.1893 \| 24.43 \| 9040 \| 0.5173 \| 0.6782 \| 0.7907 \| 0.8694 \| 0.9399 \| 0.7252 \| 0.8570 \| 0.4868 \| 0.8838 \| 0.8877 \| 0.7543 \| 0.8727 \| 0.6125 \| 0.7311 \| 0.3811 \| 0.7840 \| 0.6709 \| 0.6950 \| \| 0.1759 \| 24.49 \| 9060 \| 0.5155 \| 0.6764 \| 0.7921 \| 0.8674 \| 0.9334 \| 0.7182 \| 0.8567 \| 0.5086 \| 0.8845 \| 0.8965 \| 0.7469 \| 0.8720 \| 0.6139 \| 0.7314 \| 0.3844 \| 0.7817 \| 0.6627 \| 0.6885 \| \| 0.1896 \| 24.54 \| 9080 \| 0.5121 \| 0.6775 \| 0.7925 \| 0.8680 \| 0.9311 \| 0.7251 \| 0.8606 \| 0.5117 \| 0.8911 \| 0.8795 \| 0.7487 \| 0.8717 \| 0.6131 \| 0.7323 \| 0.3834 \| 0.7820 \| 0.6701 \| 0.6897 \| \| 0.097 \| 24.59 \| 9100 \| 0.5051 \| 0.6765 \| 0.7968 \| 0.8670 \| 0.9281 \| 0.7450 \| 0.8606 \| 0.5272 \| 0.8877 \| 0.8834 \| 0.7455 \| 0.8715 \| 0.6118 \| 0.7327 \| 0.3834 \| 0.7810 \| 0.6668 \| 0.6881 \| \| 0.1805 \| 24.65 \| 9120 \| 0.5159 \| 0.6772 \| 0.7903 \| 0.8691 \| 0.9392 \| 0.7236 \| 0.8545 \| 0.4952 \| 0.8883 \| 0.8882 \| 0.7431 \| 0.8739 \| 0.6115 \| 0.7316 \| 0.3833 \| 0.7853 \| 0.6660 \| 0.6889 \| \| 0.3628 \| 24.7 \| 9140 \| 0.5198 \| 0.6775 \| 0.7916 \| 0.8694 \| 0.9440 \| 0.7249 \| 0.8512 \| 0.5123 \| 0.8869 \| 0.8867 \| 0.7350 \| 0.8752 \| 0.6109 \| 0.7319 \| 0.3835 \| 0.7862 \| 0.6653 \| 0.6897 \| \| 0.3653 \| 24.76 \| 9160 \| 0.5124 \| 0.6776 \| 0.7880 \| 0.8690 \| 0.9339 \| 0.7247 \| 0.8638 \| 0.4948 \| 0.9016 \| 0.8566 \| 0.7407 \| 0.8719 \| 0.6108 \| 0.7320 \| 0.3820 \| 0.7838 \| 0.6716 \| 0.6908 \| \| 0.1246 \| 24.81 \| 9180 \| 0.5082 \| 0.6775 \| 0.7904 \| 0.8687 \| 0.9335 \| 0.7318 \| 0.8510 \| 0.5031 \| 0.8974 \| 0.8716 \| 0.7442 \| 0.8721 \| 0.6109 \| 0.7316 \| 0.3828 \| 0.7831 \| 0.6710 \| 0.6913 \| \| 0.2485 \| 24.86 \| 9200 \| 0.5061 \| 0.6776 \| 0.7883 \| 0.8692 \| 0.9368 \| 0.7151 \| 0.8535 \| 0.4924 \| 0.8944 \| 0.8808 \| 0.7454 \| 0.8729 \| 0.6106 \| 0.7320 \| 0.3827 \| 0.7847 \| 0.6695 \| 0.6910 \| \| 0.1355 \| 24.92 \| 9220 \| 0.5291 \| 0.6771 \| 0.7901 \| 0.8697 \| 0.9456 \| 0.7281 \| 0.8457 \| 0.5011 \| 0.8880 \| 0.8874 \| 0.7350 \| 0.8753 \| 0.6097 \| 0.7304 \| 0.3820 \| 0.7876 \| 0.6642 \| 0.6902 \| \| 0.1582 \| 24.97 \| 9240 \| 0.5086 \| 0.6771 \| 0.7899 \| 0.8692 \| 0.9396 \| 0.7192 \| 0.8602 \| 0.4893 \| 0.8863 \| 0.8891 \| 0.7453 \| 0.8743 \| 0.6111 \| 0.7312 \| 0.3814 \| 0.7853 \| 0.6664 \| 0.6897 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b0-cityscapes-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5378 - Mean Iou: 0.6775 - Mean Accuracy: 0.7925 - Overall Accuracy: 0.8649 - Accuracy Water: 0.9301 - Accuracy Whitewater: 0.8078 - Accuracy Sediment: 0.8524 - Accuracy Other Natural Terrain: 0.4504 - Accuracy Vegetation: 0.8800 - Accuracy Development: 0.8711 - Accuracy Unknown: 0.7557 - Iou Water: 0.8527 - Iou Whitewater: 0.6447 - Iou Sediment: 0.7369 - Iou Other Natural Terrain: 0.3725 - Iou Vegetation: 0.7784 - Iou Development: 0.6649 - Iou Unknown: 0.6925 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.8939 \| 0.05 \| 20 \| 1.8009 \| 0.1757 \| 0.2799 \| 0.4235 \| 0.4640 \| 0.0119 \| 0.2284 \| 0.1490 \| 0.6562 \| 0.2916 \| 0.1580 \| 0.3561 \| 0.0066 \| 0.1530 \| 0.0316 \| 0.3685 \| 0.1680 \| 0.1463 \| \| 1.7838 \| 0.11 \| 40 \| 1.6413 \| 0.2066 \| 0.3051 \| 0.5488 \| 0.6998 \| 0.0031 \| 0.2163 \| 0.0212 \| 0.8641 \| 0.2599 \| 0.0712 \| 0.4814 \| 0.0029 \| 0.1659 \| 0.0161 \| 0.4705 \| 0.2388 \| 0.0703 \| \| 1.5144 \| 0.16 \| 60 \| 1.5311 \| 0.1637 \| 0.2622 \| 0.5187 \| 0.6195 \| 0.0015 \| 0.1340 \| 0.0006 \| 0.9498 \| 0.1153 \| 0.0146 \| 0.4700 \| 0.0015 \| 0.1225 \| 0.0006 \| 0.4302 \| 0.1065 \| 0.0145 \| \| 1.3933 \| 0.22 \| 80 \| 1.3673 \| 0.1547 \| 0.2544 \| 0.5514 \| 0.8071 \| 0.0003 \| 0.0430 \| 0.0000 \| 0.8926 \| 0.0345 \| 0.0030 \| 0.5430 \| 0.0003 \| 0.0420 \| 0.0000 \| 0.4611 \| 0.0338 \| 0.0030 \| \| 1.4881 \| 0.27 \| 100 \| 1.3241 \| 0.2379 \| 0.3481 \| 0.6030 \| 0.8536 \| 0.0003 \| 0.1791 \| 0.0 \| 0.8158 \| 0.5878 \| 0.0001 \| 0.5436 \| 0.0003 \| 0.1487 \| 0.0 \| 0.5413 \| 0.4312 \| 0.0001 \| \| 1.2239 \| 0.32 \| 120 \| 1.2230 \| 0.1930 \| 0.2923 \| 0.5786 \| 0.7742 \| 0.0 \| 0.1617 \| 0.0 \| 0.9559 \| 0.1542 \| 0.0000 \| 0.5546 \| 0.0 \| 0.1549 \| 0.0 \| 0.4918 \| 0.1497 \| 0.0000 \| \| 1.3074 \| 0.38 \| 140 \| 1.1599 \| 0.2586 \| 0.3631 \| 0.6253 \| 0.8622 \| 0.0 \| 0.2012 \| 0.0 \| 0.8544 \| 0.5498 \| 0.0738 \| 0.5643 \| 0.0 \| 0.1717 \| 0.0 \| 0.5608 \| 0.4394 \| 0.0738 \| \| 1.6091 \| 0.43 \| 160 \| 1.1134 \| 0.2934 \| 0.3867 \| 0.6673 \| 0.8411 \| 0.0 \| 0.1474 \| 0.0 \| 0.9567 \| 0.3793 \| 0.3827 \| 0.6524 \| 0.0 \| 0.1353 \| 0.0 \| 0.5573 \| 0.3284 \| 0.3807 \| \| 1.3302 \| 0.49 \| 180 \| 1.0882 \| 0.3459 \| 0.4398 \| 0.6999 \| 0.8641 \| 0.0 \| 0.3832 \| 0.0 \| 0.9200 \| 0.4878 \| 0.4236 \| 0.6875 \| 0.0 \| 0.3174 \| 0.0 \| 0.5725 \| 0.4270 \| 0.4169 \| \| 1.3978 \| 0.54 \| 200 \| 1.0461 \| 0.3598 \| 0.4702 \| 0.7029 \| 0.8354 \| 0.0 \| 0.5273 \| 0.0 \| 0.8885 \| 0.6466 \| 0.3937 \| 0.6559 \| 0.0 \| 0.3910 \| 0.0 \| 0.6005 \| 0.4777 \| 0.3935 \| \| 1.4607 \| 0.59 \| 220 \| 0.9932 \| 0.3556 \| 0.4500 \| 0.7104 \| 0.9035 \| 0.0 \| 0.5185 \| 0.0 \| 0.8854 \| 0.4089 \| 0.4336 \| 0.6629 \| 0.0 \| 0.3949 \| 0.0 \| 0.6153 \| 0.3827 \| 0.4332 \| \| 1.3905 \| 0.65 \| 240 \| 0.9937 \| 0.3307 \| 0.4411 \| 0.6839 \| 0.8618 \| 0.0 \| 0.2941 \| 0.0 \| 0.8545 \| 0.6971 \| 0.3803 \| 0.6249 \| 0.0 \| 0.2334 \| 0.0 \| 0.6066 \| 0.4699 \| 0.3798 \| \| 1.2 \| 0.7 \| 260 \| 0.9925 \| 0.3435 \| 0.4567 \| 0.7028 \| 0.8845 \| 0.0 \| 0.2623 \| 0.0 \| 0.8611 \| 0.7456 \| 0.4436 \| 0.6661 \| 0.0 \| 0.2077 \| 0.0 \| 0.6332 \| 0.4585 \| 0.4388 \| \| 1.1277 \| 0.76 \| 280 \| 0.9405 \| 0.3764 \| 0.4898 \| 0.7224 \| 0.8545 \| 0.0 \| 0.5948 \| 0.0 \| 0.8992 \| 0.6786 \| 0.4013 \| 0.6926 \| 0.0 \| 0.4370 \| 0.0 \| 0.6246 \| 0.4793 \| 0.4013 \| \| 0.8794 \| 0.81 \| 300 \| 0.9342 \| 0.3943 \| 0.4923 \| 0.7386 \| 0.8938 \| 0.0000 \| 0.5844 \| 0.0 \| 0.9088 \| 0.6060 \| 0.4532 \| 0.7071 \| 0.0000 \| 0.4828 \| 0.0 \| 0.6303 \| 0.4904 \| 0.4494 \| \| 1.8918 \| 0.86 \| 320 \| 0.9046 \| 0.3918 \| 0.4903 \| 0.7384 \| 0.9021 \| 0.0003 \| 0.5725 \| 0.0 \| 0.9110 \| 0.6317 \| 0.4147 \| 0.7106 \| 0.0003 \| 0.4870 \| 0.0 \| 0.6324 \| 0.4980 \| 0.4142 \| \| 1.0063 \| 0.92 \| 340 \| 0.9170 \| 0.3935 \| 0.4939 \| 0.7365 \| 0.8647 \| 0.0 \| 0.6809 \| 0.0 \| 0.9308 \| 0.5375 \| 0.4434 \| 0.6975 \| 0.0 \| 0.5231 \| 0.0 \| 0.6334 \| 0.4623 \| 0.4381 \| \| 0.9234 \| 0.97 \| 360 \| 0.9053 \| 0.3997 \| 0.5151 \| 0.7348 \| 0.8844 \| 0.0 \| 0.6417 \| 0.0 \| 0.8339 \| 0.7699 \| 0.4759 \| 0.6832 \| 0.0 \| 0.5223 \| 0.0 \| 0.6347 \| 0.4916 \| 0.4662 \| \| 1.263 \| 1.03 \| 380 \| 0.9067 \| 0.3932 \| 0.4919 \| 0.7356 \| 0.8445 \| 0.0 \| 0.5782 \| 0.0 \| 0.9569 \| 0.5990 \| 0.4648 \| 0.7276 \| 0.0 \| 0.4778 \| 0.0 \| 0.6096 \| 0.4794 \| 0.4582 \| \| 1.2532 \| 1.08 \| 400 \| 0.8312 \| 0.4174 \| 0.5286 \| 0.7559 \| 0.8973 \| 0.0 \| 0.6878 \| 0.0 \| 0.8777 \| 0.7561 \| 0.4812 \| 0.7257 \| 0.0 \| 0.5181 \| 0.0 \| 0.6574 \| 0.5473 \| 0.4731 \| \| 0.8439 \| 1.14 \| 420 \| 0.8301 \| 0.4099 \| 0.5422 \| 0.7503 \| 0.8862 \| 0.0006 \| 0.7529 \| 0.0 \| 0.8241 \| 0.8407 \| 0.4906 \| 0.7452 \| 0.0006 \| 0.5017 \| 0.0 \| 0.6560 \| 0.4870 \| 0.4785 \| \| 0.6868 \| 1.19 \| 440 \| 0.8185 \| 0.4163 \| 0.5350 \| 0.7573 \| 0.8757 \| 0.0000 \| 0.7198 \| 0.0 \| 0.8949 \| 0.7800 \| 0.4744 \| 0.7453 \| 0.0000 \| 0.5021 \| 0.0 \| 0.6620 \| 0.5381 \| 0.4663 \| \| 0.6781 \| 1.24 \| 460 \| 0.8137 \| 0.3970 \| 0.5031 \| 0.7453 \| 0.9123 \| 0.0053 \| 0.4775 \| 0.0 \| 0.8872 \| 0.7599 \| 0.4793 \| 0.7129 \| 0.0053 \| 0.3835 \| 0.0 \| 0.6624 \| 0.5465 \| 0.4683 \| \| 0.8714 \| 1.3 \| 480 \| 0.8106 \| 0.4206 \| 0.5438 \| 0.7610 \| 0.8843 \| 0.0004 \| 0.7518 \| 0.0 \| 0.8746 \| 0.8130 \| 0.4823 \| 0.7530 \| 0.0004 \| 0.4914 \| 0.0 \| 0.6695 \| 0.5576 \| 0.4720 \| \| 1.35 \| 1.35 \| 500 \| 0.7983 \| 0.4195 \| 0.5336 \| 0.7606 \| 0.8957 \| 0.0099 \| 0.6829 \| 0.0 \| 0.8914 \| 0.7755 \| 0.4796 \| 0.7512 \| 0.0099 \| 0.4995 \| 0.0 \| 0.6627 \| 0.5431 \| 0.4699 \| \| 0.8659 \| 1.41 \| 520 \| 0.7891 \| 0.4250 \| 0.5429 \| 0.7648 \| 0.8907 \| 0.0073 \| 0.7420 \| 0.0 \| 0.8891 \| 0.7887 \| 0.4826 \| 0.7696 \| 0.0073 \| 0.5062 \| 0.0 \| 0.6601 \| 0.5590 \| 0.4727 \| \| 0.7291 \| 1.46 \| 540 \| 0.7808 \| 0.4227 \| 0.5307 \| 0.7637 \| 0.9041 \| 0.0101 \| 0.6484 \| 0.0 \| 0.9021 \| 0.7569 \| 0.4931 \| 0.7466 \| 0.0101 \| 0.4390 \| 0.0 \| 0.6814 \| 0.6003 \| 0.4812 \| \| 0.8184 \| 1.51 \| 560 \| 0.7532 \| 0.4392 \| 0.5480 \| 0.7707 \| 0.9056 \| 0.0362 \| 0.7362 \| 0.0 \| 0.8884 \| 0.7721 \| 0.4972 \| 0.7384 \| 0.0362 \| 0.5457 \| 0.0 \| 0.6816 \| 0.5938 \| 0.4786 \| \| 0.7056 \| 1.57 \| 580 \| 0.7715 \| 0.4345 \| 0.5459 \| 0.7627 \| 0.9024 \| 0.0448 \| 0.7310 \| 0.0 \| 0.8645 \| 0.7957 \| 0.4834 \| 0.7326 \| 0.0448 \| 0.5492 \| 0.0 \| 0.6540 \| 0.5905 \| 0.4708 \| \| 0.834 \| 1.62 \| 600 \| 0.7653 \| 0.4384 \| 0.5577 \| 0.7686 \| 0.8911 \| 0.0494 \| 0.8096 \| 0.0 \| 0.8736 \| 0.7991 \| 0.4813 \| 0.7581 \| 0.0494 \| 0.5364 \| 0.0 \| 0.6647 \| 0.5883 \| 0.4719 \| \| 0.6521 \| 1.68 \| 620 \| 0.7356 \| 0.4536 \| 0.5680 \| 0.7713 \| 0.8855 \| 0.1512 \| 0.7489 \| 0.0 \| 0.8890 \| 0.8078 \| 0.4934 \| 0.7656 \| 0.1502 \| 0.5674 \| 0.0 \| 0.6568 \| 0.5579 \| 0.4772 \| \| 0.8044 \| 1.73 \| 640 \| 0.7367 \| 0.4543 \| 0.5616 \| 0.7734 \| 0.8848 \| 0.1458 \| 0.7599 \| 0.0 \| 0.9143 \| 0.7229 \| 0.5036 \| 0.7535 \| 0.1450 \| 0.5463 \| 0.0 \| 0.6753 \| 0.5818 \| 0.4783 \| \| 1.1192 \| 1.78 \| 660 \| 0.7333 \| 0.4431 \| 0.5613 \| 0.7686 \| 0.8820 \| 0.0993 \| 0.7646 \| 0.0 \| 0.8852 \| 0.7988 \| 0.4992 \| 0.7629 \| 0.0989 \| 0.5133 \| 0.0 \| 0.6652 \| 0.5800 \| 0.4817 \| \| 1.0653 \| 1.84 \| 680 \| 0.7053 \| 0.4662 \| 0.5731 \| 0.7839 \| 0.9182 \| 0.1530 \| 0.7699 \| 0.0 \| 0.8897 \| 0.7690 \| 0.5116 \| 0.7710 \| 0.1522 \| 0.5560 \| 0.0 \| 0.6854 \| 0.6076 \| 0.4914 \| \| 0.7873 \| 1.89 \| 700 \| 0.6987 \| 0.4605 \| 0.5808 \| 0.7801 \| 0.8942 \| 0.1257 \| 0.8202 \| 0.0 \| 0.8681 \| 0.8222 \| 0.5350 \| 0.7716 \| 0.1252 \| 0.5396 \| 0.0 \| 0.6833 \| 0.5974 \| 0.5064 \| \| 0.937 \| 1.95 \| 720 \| 0.7128 \| 0.4722 \| 0.5816 \| 0.7831 \| 0.9157 \| 0.1862 \| 0.7831 \| 0.0 \| 0.8717 \| 0.7956 \| 0.5188 \| 0.7656 \| 0.1851 \| 0.5628 \| 0.0 \| 0.6787 \| 0.6160 \| 0.4971 \| \| 1.8552 \| 2.0 \| 740 \| 0.6879 \| 0.4733 \| 0.5828 \| 0.7845 \| 0.9034 \| 0.1974 \| 0.7818 \| 0.0 \| 0.8939 \| 0.7858 \| 0.5173 \| 0.7679 \| 0.1960 \| 0.5495 \| 0.0 \| 0.6889 \| 0.6149 \| 0.4963 \| \| 0.5232 \| 2.05 \| 760 \| 0.6851 \| 0.4665 \| 0.5688 \| 0.7854 \| 0.9255 \| 0.1548 \| 0.7511 \| 0.0 \| 0.8973 \| 0.7259 \| 0.5270 \| 0.7720 \| 0.1539 \| 0.5512 \| 0.0 \| 0.6906 \| 0.5986 \| 0.4991 \| \| 0.8354 \| 2.11 \| 780 \| 0.7001 \| 0.4708 \| 0.5852 \| 0.7821 \| 0.9201 \| 0.2489 \| 0.7129 \| 0.0 \| 0.8706 \| 0.8345 \| 0.5091 \| 0.7778 \| 0.2427 \| 0.5363 \| 0.0 \| 0.6869 \| 0.5611 \| 0.4905 \| \| 0.7134 \| 2.16 \| 800 \| 0.6688 \| 0.4709 \| 0.5864 \| 0.7844 \| 0.9029 \| 0.1868 \| 0.8496 \| 0.0 \| 0.8778 \| 0.7640 \| 0.5235 \| 0.7725 \| 0.1853 \| 0.5386 \| 0.0 \| 0.6999 \| 0.6160 \| 0.4843 \| \| 1.5585 \| 2.22 \| 820 \| 0.6900 \| 0.4758 \| 0.5922 \| 0.7795 \| 0.9229 \| 0.2858 \| 0.7846 \| 0.0 \| 0.8460 \| 0.8185 \| 0.4877 \| 0.7533 \| 0.2726 \| 0.5534 \| 0.0 \| 0.6942 \| 0.5992 \| 0.4577 \| \| 0.5813 \| 2.27 \| 840 \| 0.7092 \| 0.4735 \| 0.5994 \| 0.7715 \| 0.8456 \| 0.3285 \| 0.8038 \| 0.0 \| 0.8931 \| 0.8204 \| 0.5045 \| 0.7542 \| 0.3039 \| 0.5106 \| 0.0 \| 0.6777 \| 0.5836 \| 0.4842 \| \| 0.8398 \| 2.32 \| 860 \| 0.6737 \| 0.4789 \| 0.5898 \| 0.7843 \| 0.9228 \| 0.2957 \| 0.7260 \| 0.0 \| 0.8779 \| 0.8087 \| 0.4977 \| 0.7651 \| 0.2805 \| 0.5316 \| 0.0 \| 0.7015 \| 0.5999 \| 0.4735 \| \| 0.3735 \| 2.38 \| 880 \| 0.6795 \| 0.4982 \| 0.6291 \| 0.7878 \| 0.8850 \| 0.4465 \| 0.8534 \| 0.0 \| 0.8643 \| 0.8482 \| 0.5066 \| 0.7879 \| 0.3874 \| 0.5425 \| 0.0 \| 0.6973 \| 0.5887 \| 0.4835 \| \| 1.229 \| 2.43 \| 900 \| 0.6574 \| 0.5059 \| 0.6184 \| 0.7945 \| 0.8900 \| 0.3940 \| 0.7972 \| 0.0 \| 0.9054 \| 0.8174 \| 0.5251 \| 0.7916 \| 0.3657 \| 0.5899 \| 0.0 \| 0.6882 \| 0.6089 \| 0.4968 \| \| 1.4385 \| 2.49 \| 920 \| 0.6887 \| 0.4930 \| 0.6184 \| 0.7860 \| 0.9059 \| 0.3922 \| 0.8036 \| 0.0 \| 0.8464 \| 0.8713 \| 0.5096 \| 0.7933 \| 0.3613 \| 0.5583 \| 0.0 \| 0.6763 \| 0.5717 \| 0.4901 \| \| 0.8119 \| 2.54 \| 940 \| 0.6667 \| 0.5025 \| 0.6156 \| 0.7917 \| 0.9164 \| 0.4190 \| 0.7492 \| 0.0 \| 0.8738 \| 0.8268 \| 0.5238 \| 0.7933 \| 0.3776 \| 0.5698 \| 0.0 \| 0.6791 \| 0.6031 \| 0.4945 \| \| 1.0087 \| 2.59 \| 960 \| 0.6608 \| 0.5051 \| 0.6162 \| 0.7929 \| 0.9062 \| 0.4341 \| 0.7550 \| 0.0 \| 0.8918 \| 0.7909 \| 0.5353 \| 0.8012 \| 0.3893 \| 0.5917 \| 0.0 \| 0.6766 \| 0.5768 \| 0.4998 \| \| 0.6936 \| 2.65 \| 980 \| 0.6754 \| 0.5082 \| 0.6334 \| 0.7920 \| 0.8948 \| 0.4793 \| 0.8217 \| 0.0 \| 0.8631 \| 0.8393 \| 0.5355 \| 0.7879 \| 0.4224 \| 0.5628 \| 0.0 \| 0.6930 \| 0.5816 \| 0.5097 \| \| 0.6061 \| 2.7 \| 1000 \| 0.6633 \| 0.4964 \| 0.6175 \| 0.7885 \| 0.9065 \| 0.4123 \| 0.7905 \| 0.0 \| 0.8601 \| 0.8147 \| 0.5382 \| 0.7968 \| 0.3668 \| 0.5862 \| 0.0 \| 0.6799 \| 0.5399 \| 0.5052 \| \| 0.8416 \| 2.76 \| 1020 \| 0.6518 \| 0.5163 \| 0.6418 \| 0.7966 \| 0.9171 \| 0.5114 \| 0.8322 \| 0.0 \| 0.8305 \| 0.8147 \| 0.5867 \| 0.7950 \| 0.4390 \| 0.5793 \| 0.0 \| 0.6934 \| 0.5726 \| 0.5348 \| \| 0.5346 \| 2.81 \| 1040 \| 0.6407 \| 0.5133 \| 0.6387 \| 0.7939 \| 0.8860 \| 0.5258 \| 0.8051 \| 0.0 \| 0.8729 \| 0.8079 \| 0.5735 \| 0.7948 \| 0.4347 \| 0.5864 \| 0.0 \| 0.6902 \| 0.5687 \| 0.5183 \| \| 0.8814 \| 2.86 \| 1060 \| 0.6849 \| 0.5044 \| 0.6180 \| 0.7931 \| 0.8976 \| 0.4291 \| 0.7605 \| 0.0 \| 0.9005 \| 0.8171 \| 0.5210 \| 0.8005 \| 0.3754 \| 0.5924 \| 0.0 \| 0.6783 \| 0.5851 \| 0.4989 \| \| 0.6068 \| 2.92 \| 1080 \| 0.6514 \| 0.5111 \| 0.6319 \| 0.7900 \| 0.8852 \| 0.4990 \| 0.8137 \| 0.0 \| 0.8782 \| 0.8263 \| 0.5205 \| 0.7796 \| 0.4320 \| 0.5970 \| 0.0 \| 0.6823 \| 0.6107 \| 0.4763 \| \| 0.4913 \| 2.97 \| 1100 \| 0.6809 \| 0.5058 \| 0.6422 \| 0.7870 \| 0.9077 \| 0.5389 \| 0.8696 \| 0.0 \| 0.8187 \| 0.8616 \| 0.4988 \| 0.7876 \| 0.4495 \| 0.5714 \| 0.0 \| 0.6808 \| 0.5661 \| 0.4848 \| \| 0.5911 \| 3.03 \| 1120 \| 0.6579 \| 0.5243 \| 0.6388 \| 0.8027 \| 0.9144 \| 0.5352 \| 0.8477 \| 0.0 \| 0.8932 \| 0.7777 \| 0.5034 \| 0.7926 \| 0.4508 \| 0.5999 \| 0.0 \| 0.7055 \| 0.6283 \| 0.4929 \| \| 1.2313 \| 3.08 \| 1140 \| 0.6253 \| 0.5311 \| 0.6569 \| 0.8028 \| 0.8918 \| 0.6153 \| 0.7917 \| 0.0 \| 0.8811 \| 0.8535 \| 0.5653 \| 0.7975 \| 0.4727 \| 0.6233 \| 0.0 \| 0.6959 \| 0.6005 \| 0.5277 \| \| 0.8767 \| 3.14 \| 1160 \| 0.6481 \| 0.5278 \| 0.6548 \| 0.8019 \| 0.9031 \| 0.6235 \| 0.8001 \| 0.0 \| 0.8798 \| 0.8616 \| 0.5157 \| 0.7979 \| 0.4955 \| 0.6000 \| 0.0 \| 0.7040 \| 0.5946 \| 0.5026 \| \| 0.5104 \| 3.19 \| 1180 \| 0.6850 \| 0.5125 \| 0.6319 \| 0.7907 \| 0.9250 \| 0.5584 \| 0.7678 \| 0.0 \| 0.8499 \| 0.8198 \| 0.5023 \| 0.7861 \| 0.4728 \| 0.5421 \| 0.0 \| 0.6797 \| 0.6202 \| 0.4863 \| \| 0.6755 \| 3.24 \| 1200 \| 0.6330 \| 0.5316 \| 0.6535 \| 0.8055 \| 0.9215 \| 0.5954 \| 0.8080 \| 0.0 \| 0.8661 \| 0.8470 \| 0.5364 \| 0.8058 \| 0.4795 \| 0.6234 \| 0.0 \| 0.6981 \| 0.5996 \| 0.5152 \| \| 0.6616 \| 3.3 \| 1220 \| 0.6210 \| 0.5348 \| 0.6495 \| 0.8085 \| 0.9012 \| 0.5497 \| 0.8405 \| 0.0 \| 0.9002 \| 0.7919 \| 0.5630 \| 0.8064 \| 0.4626 \| 0.5947 \| 0.0 \| 0.7035 \| 0.6319 \| 0.5446 \| \| 0.5066 \| 3.35 \| 1240 \| 0.6087 \| 0.5378 \| 0.6550 \| 0.8092 \| 0.9155 \| 0.5977 \| 0.8393 \| 0.0 \| 0.8874 \| 0.8131 \| 0.5319 \| 0.8038 \| 0.4882 \| 0.6150 \| 0.0 \| 0.7058 \| 0.6339 \| 0.5178 \| \| 0.7347 \| 3.41 \| 1260 \| 0.6213 \| 0.5330 \| 0.6582 \| 0.8047 \| 0.8913 \| 0.6189 \| 0.7992 \| 0.0 \| 0.8902 \| 0.8545 \| 0.5532 \| 0.8157 \| 0.4912 \| 0.6030 \| 0.0 \| 0.6898 \| 0.5972 \| 0.5342 \| \| 0.7995 \| 3.46 \| 1280 \| 0.6017 \| 0.5568 \| 0.6757 \| 0.8196 \| 0.9053 \| 0.6006 \| 0.8638 \| 0.0 \| 0.8706 \| 0.8446 \| 0.6449 \| 0.8041 \| 0.4994 \| 0.6107 \| 0.0 \| 0.7207 \| 0.6557 \| 0.6072 \| \| 0.5279 \| 3.51 \| 1300 \| 0.5770 \| 0.5581 \| 0.6888 \| 0.8206 \| 0.9005 \| 0.7276 \| 0.8010 \| 0.0 \| 0.8757 \| 0.8612 \| 0.6556 \| 0.8254 \| 0.5018 \| 0.6436 \| 0.0 \| 0.7086 \| 0.6080 \| 0.6194 \| \| 0.9094 \| 3.57 \| 1320 \| 0.5775 \| 0.5550 \| 0.6755 \| 0.8191 \| 0.9008 \| 0.6600 \| 0.8207 \| 0.0 \| 0.8921 \| 0.8200 \| 0.6348 \| 0.8196 \| 0.5016 \| 0.6294 \| 0.0 \| 0.7091 \| 0.6253 \| 0.5998 \| \| 0.641 \| 3.62 \| 1340 \| 0.6142 \| 0.5410 \| 0.6487 \| 0.8139 \| 0.9206 \| 0.5862 \| 0.7636 \| 0.0 \| 0.9089 \| 0.7703 \| 0.5912 \| 0.8081 \| 0.4738 \| 0.5996 \| 0.0 \| 0.7114 \| 0.6190 \| 0.5747 \| \| 0.6348 \| 3.68 \| 1360 \| 0.5917 \| 0.5522 \| 0.6850 \| 0.8162 \| 0.8871 \| 0.7345 \| 0.8115 \| 0.0 \| 0.8921 \| 0.8593 \| 0.6110 \| 0.8149 \| 0.5093 \| 0.6286 \| 0.0 \| 0.7122 \| 0.6161 \| 0.5842 \| \| 1.019 \| 3.73 \| 1380 \| 0.5584 \| 0.5682 \| 0.6996 \| 0.8278 \| 0.9126 \| 0.7559 \| 0.8358 \| 0.0 \| 0.8644 \| 0.8443 \| 0.6842 \| 0.8215 \| 0.5070 \| 0.6374 \| 0.0 \| 0.7299 \| 0.6578 \| 0.6242 \| \| 0.5293 \| 3.78 \| 1400 \| 0.6158 \| 0.5331 \| 0.6605 \| 0.8045 \| 0.8847 \| 0.6423 \| 0.7669 \| 0.0 \| 0.8973 \| 0.8742 \| 0.5579 \| 0.8175 \| 0.4744 \| 0.6311 \| 0.0 \| 0.6860 \| 0.5845 \| 0.5380 \| \| 0.4153 \| 3.84 \| 1420 \| 0.6074 \| 0.5435 \| 0.6725 \| 0.8132 \| 0.9103 \| 0.6709 \| 0.8122 \| 0.0 \| 0.8792 \| 0.8825 \| 0.5524 \| 0.8116 \| 0.5061 \| 0.6213 \| 0.0 \| 0.7187 \| 0.6091 \| 0.5374 \| \| 1.4237 \| 3.89 \| 1440 \| 0.6078 \| 0.5406 \| 0.6601 \| 0.8091 \| 0.8851 \| 0.6344 \| 0.8218 \| 0.0 \| 0.9123 \| 0.7902 \| 0.5770 \| 0.8030 \| 0.4912 \| 0.6102 \| 0.0 \| 0.7045 \| 0.6281 \| 0.5476 \| \| 0.81 \| 3.95 \| 1460 \| 0.5914 \| 0.5511 \| 0.6790 \| 0.8156 \| 0.8981 \| 0.6884 \| 0.8073 \| 0.0000 \| 0.8798 \| 0.8617 \| 0.6176 \| 0.8154 \| 0.4980 \| 0.6456 \| 0.0000 \| 0.7065 \| 0.6156 \| 0.5763 \| \| 0.624 \| 4.0 \| 1480 \| 0.5874 \| 0.5578 \| 0.6757 \| 0.8171 \| 0.8914 \| 0.6295 \| 0.8335 \| 0.0 \| 0.8821 \| 0.8383 \| 0.6550 \| 0.8116 \| 0.5096 \| 0.6494 \| 0.0 \| 0.6986 \| 0.6454 \| 0.5897 \| \| 0.5411 \| 4.05 \| 1500 \| 0.5974 \| 0.5448 \| 0.6669 \| 0.8146 \| 0.9223 \| 0.6125 \| 0.8481 \| 0.0 \| 0.8704 \| 0.8590 \| 0.5557 \| 0.8144 \| 0.4958 \| 0.6231 \| 0.0 \| 0.7138 \| 0.6310 \| 0.5353 \| \| 0.4001 \| 4.11 \| 1520 \| 0.6008 \| 0.5539 \| 0.6775 \| 0.8170 \| 0.9233 \| 0.6952 \| 0.8152 \| 0.0 \| 0.8675 \| 0.8611 \| 0.5800 \| 0.8063 \| 0.5401 \| 0.6333 \| 0.0 \| 0.7231 \| 0.6278 \| 0.5464 \| \| 0.6311 \| 4.16 \| 1540 \| 0.5651 \| 0.5711 \| 0.6885 \| 0.8293 \| 0.9018 \| 0.6842 \| 0.7799 \| 0.0 \| 0.8894 \| 0.8209 \| 0.7431 \| 0.8261 \| 0.5138 \| 0.6471 \| 0.0 \| 0.7229 \| 0.6441 \| 0.6438 \| \| 0.6195 \| 4.22 \| 1560 \| 0.6095 \| 0.5539 \| 0.6951 \| 0.8153 \| 0.9020 \| 0.8011 \| 0.8435 \| 0.0 \| 0.8628 \| 0.8793 \| 0.5773 \| 0.8195 \| 0.5508 \| 0.6388 \| 0.0 \| 0.7110 \| 0.6067 \| 0.5504 \| \| 1.2858 \| 4.27 \| 1580 \| 0.6609 \| 0.5403 \| 0.6851 \| 0.8039 \| 0.8834 \| 0.7704 \| 0.8079 \| 0.0 \| 0.8573 \| 0.9201 \| 0.5568 \| 0.8187 \| 0.5505 \| 0.6204 \| 0.0 \| 0.6877 \| 0.5718 \| 0.5327 \| \| 0.2454 \| 4.32 \| 1600 \| 0.5728 \| 0.5754 \| 0.6939 \| 0.8257 \| 0.9275 \| 0.7327 \| 0.8318 \| 0.0002 \| 0.8515 \| 0.8592 \| 0.6545 \| 0.8162 \| 0.6011 \| 0.6387 \| 0.0002 \| 0.7158 \| 0.6521 \| 0.6041 \| \| 0.7312 \| 4.38 \| 1620 \| 0.6029 \| 0.5582 \| 0.6755 \| 0.8150 \| 0.8839 \| 0.6783 \| 0.8302 \| 0.0 \| 0.9037 \| 0.8245 \| 0.6075 \| 0.8181 \| 0.5441 \| 0.6525 \| 0.0 \| 0.6881 \| 0.6272 \| 0.5770 \| \| 0.518 \| 4.43 \| 1640 \| 0.5846 \| 0.5611 \| 0.6714 \| 0.8215 \| 0.9073 \| 0.6652 \| 0.7866 \| 0.0 \| 0.9167 \| 0.8277 \| 0.5963 \| 0.8295 \| 0.5336 \| 0.6562 \| 0.0 \| 0.7022 \| 0.6304 \| 0.5759 \| \| 0.5455 \| 4.49 \| 1660 \| 0.5952 \| 0.5502 \| 0.6701 \| 0.8187 \| 0.9224 \| 0.6373 \| 0.8462 \| 0.0 \| 0.8920 \| 0.8631 \| 0.5296 \| 0.8194 \| 0.5068 \| 0.6427 \| 0.0 \| 0.7218 \| 0.6447 \| 0.5158 \| \| 0.339 \| 4.54 \| 1680 \| 0.6343 \| 0.5450 \| 0.6804 \| 0.8120 \| 0.9310 \| 0.6939 \| 0.8771 \| 0.0 \| 0.8303 \| 0.8862 \| 0.5443 \| 0.8087 \| 0.5323 \| 0.6202 \| 0.0 \| 0.7184 \| 0.6127 \| 0.5225 \| \| 0.341 \| 4.59 \| 1700 \| 0.5732 \| 0.5556 \| 0.6791 \| 0.8182 \| 0.9020 \| 0.6571 \| 0.8624 \| 0.0001 \| 0.8873 \| 0.8753 \| 0.5695 \| 0.8249 \| 0.5281 \| 0.6249 \| 0.0001 \| 0.7073 \| 0.6548 \| 0.5494 \| \| 0.4174 \| 4.65 \| 1720 \| 0.5888 \| 0.5560 \| 0.6862 \| 0.8174 \| 0.9214 \| 0.7178 \| 0.8025 \| 0.0027 \| 0.8498 \| 0.9083 \| 0.6009 \| 0.8155 \| 0.5173 \| 0.6369 \| 0.0027 \| 0.7016 \| 0.6308 \| 0.5872 \| \| 0.691 \| 4.7 \| 1740 \| 0.5619 \| 0.5663 \| 0.6831 \| 0.8244 \| 0.9181 \| 0.6528 \| 0.8544 \| 0.0021 \| 0.8684 \| 0.8323 \| 0.6538 \| 0.8178 \| 0.5281 \| 0.6200 \| 0.0021 \| 0.7147 \| 0.6590 \| 0.6225 \| \| 0.573 \| 4.76 \| 1760 \| 0.6250 \| 0.5429 \| 0.6868 \| 0.8088 \| 0.9170 \| 0.7629 \| 0.8412 \| 0.0007 \| 0.8373 \| 0.9258 \| 0.5227 \| 0.8195 \| 0.5520 \| 0.6309 \| 0.0007 \| 0.7038 \| 0.5755 \| 0.5178 \| \| 0.907 \| 4.81 \| 1780 \| 0.5687 \| 0.5680 \| 0.6965 \| 0.8262 \| 0.9270 \| 0.7821 \| 0.8371 \| 0.0041 \| 0.8718 \| 0.8575 \| 0.5962 \| 0.8247 \| 0.5515 \| 0.6413 \| 0.0041 \| 0.7258 \| 0.6522 \| 0.5761 \| \| 0.6766 \| 4.86 \| 1800 \| 0.5506 \| 0.5749 \| 0.7078 \| 0.8281 \| 0.9102 \| 0.8074 \| 0.8339 \| 0.0116 \| 0.8709 \| 0.8819 \| 0.6390 \| 0.8274 \| 0.5713 \| 0.6547 \| 0.0116 \| 0.7265 \| 0.6307 \| 0.6023 \| \| 1.1054 \| 4.92 \| 1820 \| 0.5725 \| 0.5605 \| 0.6869 \| 0.8209 \| 0.8967 \| 0.7859 \| 0.8343 \| 0.0068 \| 0.9171 \| 0.7902 \| 0.5776 \| 0.8273 \| 0.5509 \| 0.6705 \| 0.0068 \| 0.7164 \| 0.5953 \| 0.5563 \| \| 0.5959 \| 4.97 \| 1840 \| 0.5886 \| 0.5523 \| 0.6948 \| 0.8176 \| 0.9088 \| 0.8165 \| 0.7595 \| 0.0001 \| 0.8688 \| 0.9147 \| 0.5949 \| 0.8312 \| 0.5159 \| 0.6554 \| 0.0001 \| 0.7155 \| 0.5764 \| 0.5714 \| \| 0.9881 \| 5.03 \| 1860 \| 0.5784 \| 0.5669 \| 0.7068 \| 0.8233 \| 0.9055 \| 0.8000 \| 0.8901 \| 0.0031 \| 0.8593 \| 0.8925 \| 0.5967 \| 0.8276 \| 0.5814 \| 0.6421 \| 0.0031 \| 0.7253 \| 0.6248 \| 0.5639 \| \| 0.7057 \| 5.08 \| 1880 \| 0.5537 \| 0.5708 \| 0.6880 \| 0.8279 \| 0.9169 \| 0.6877 \| 0.7574 \| 0.0 \| 0.8768 \| 0.8863 \| 0.6908 \| 0.8309 \| 0.5536 \| 0.6348 \| 0.0 \| 0.7196 \| 0.6366 \| 0.6203 \| \| 0.6047 \| 5.14 \| 1900 \| 0.5354 \| 0.5823 \| 0.6874 \| 0.8342 \| 0.9132 \| 0.6776 \| 0.8263 \| 0.0042 \| 0.9040 \| 0.7686 \| 0.7177 \| 0.8223 \| 0.5605 \| 0.6502 \| 0.0042 \| 0.7330 \| 0.6639 \| 0.6421 \| \| 0.4686 \| 5.19 \| 1920 \| 0.5565 \| 0.5781 \| 0.7105 \| 0.8295 \| 0.9065 \| 0.8173 \| 0.8908 \| 0.0033 \| 0.8791 \| 0.8669 \| 0.6096 \| 0.8273 \| 0.5889 \| 0.6433 \| 0.0033 \| 0.7287 \| 0.6676 \| 0.5879 \| \| 0.5868 \| 5.24 \| 1940 \| 0.5605 \| 0.5709 \| 0.7074 \| 0.8226 \| 0.8672 \| 0.7673 \| 0.8500 \| 0.0003 \| 0.8754 \| 0.8905 \| 0.7011 \| 0.8078 \| 0.5567 \| 0.6434 \| 0.0003 \| 0.7200 \| 0.6488 \| 0.6194 \| \| 0.3423 \| 5.3 \| 1960 \| 0.5681 \| 0.5647 \| 0.6943 \| 0.8223 \| 0.9068 \| 0.6993 \| 0.8457 \| 0.0044 \| 0.8605 \| 0.9243 \| 0.6189 \| 0.8290 \| 0.5441 \| 0.6611 \| 0.0044 \| 0.7079 \| 0.6096 \| 0.5971 \| \| 0.852 \| 5.35 \| 1980 \| 0.5214 \| 0.5943 \| 0.7056 \| 0.8403 \| 0.9245 \| 0.7771 \| 0.8336 \| 0.0016 \| 0.9023 \| 0.8373 \| 0.6627 \| 0.8312 \| 0.6031 \| 0.6738 \| 0.0016 \| 0.7436 \| 0.6929 \| 0.6138 \| \| 0.5015 \| 5.41 \| 2000 \| 0.5322 \| 0.5941 \| 0.7081 \| 0.8408 \| 0.9141 \| 0.7895 \| 0.8058 \| 0.0 \| 0.9083 \| 0.8464 \| 0.6928 \| 0.8338 \| 0.6028 \| 0.6647 \| 0.0 \| 0.7434 \| 0.6724 \| 0.6417 \| \| 0.84 \| 5.46 \| 2020 \| 0.5355 \| 0.5846 \| 0.7111 \| 0.8347 \| 0.9122 \| 0.7711 \| 0.8360 \| 0.0071 \| 0.8695 \| 0.8866 \| 0.6954 \| 0.8295 \| 0.5906 \| 0.6576 \| 0.0071 \| 0.7414 \| 0.6314 \| 0.6344 \| \| 0.319 \| 5.51 \| 2040 \| 0.5167 \| 0.5929 \| 0.7119 \| 0.8408 \| 0.9232 \| 0.8206 \| 0.8401 \| 0.0070 \| 0.8948 \| 0.8063 \| 0.6915 \| 0.8375 \| 0.5923 \| 0.6584 \| 0.0070 \| 0.7436 \| 0.6691 \| 0.6423 \| \| 0.6464 \| 5.57 \| 2060 \| 0.6042 \| 0.5706 \| 0.7008 \| 0.8255 \| 0.9180 \| 0.7167 \| 0.8604 \| 0.0065 \| 0.8397 \| 0.9055 \| 0.6587 \| 0.8163 \| 0.5756 \| 0.6210 \| 0.0065 \| 0.7322 \| 0.6177 \| 0.6251 \| \| 0.5649 \| 5.62 \| 2080 \| 0.5443 \| 0.5825 \| 0.7063 \| 0.8329 \| 0.9107 \| 0.7752 \| 0.8446 \| 0.0037 \| 0.8889 \| 0.8915 \| 0.6292 \| 0.8329 \| 0.5787 \| 0.6571 \| 0.0037 \| 0.7234 \| 0.6630 \| 0.6184 \| \| 0.57 \| 5.68 \| 2100 \| 0.5638 \| 0.5713 \| 0.7047 \| 0.8263 \| 0.9197 \| 0.8421 \| 0.7896 \| 0.0117 \| 0.8772 \| 0.8982 \| 0.5946 \| 0.8351 \| 0.5584 \| 0.6588 \| 0.0117 \| 0.7129 \| 0.6453 \| 0.5767 \| \| 0.4955 \| 5.73 \| 2120 \| 0.5187 \| 0.5907 \| 0.7060 \| 0.8370 \| 0.9195 \| 0.8237 \| 0.7775 \| 0.0141 \| 0.9022 \| 0.8116 \| 0.6933 \| 0.8306 \| 0.5973 \| 0.6565 \| 0.0141 \| 0.7340 \| 0.6701 \| 0.6322 \| \| 0.7459 \| 5.78 \| 2140 \| 0.5606 \| 0.5769 \| 0.6877 \| 0.8300 \| 0.9045 \| 0.7263 \| 0.8175 \| 0.0109 \| 0.9311 \| 0.8203 \| 0.6030 \| 0.8299 \| 0.5628 \| 0.6852 \| 0.0109 \| 0.7228 \| 0.6488 \| 0.5780 \| \| 0.3206 \| 5.84 \| 2160 \| 0.6069 \| 0.5656 \| 0.6986 \| 0.8156 \| 0.9365 \| 0.7834 \| 0.8238 \| 0.0202 \| 0.8088 \| 0.9247 \| 0.5928 \| 0.8101 \| 0.6127 \| 0.6498 \| 0.0202 \| 0.6996 \| 0.6136 \| 0.5535 \| \| 0.3453 \| 5.89 \| 2180 \| 0.5355 \| 0.5839 \| 0.7068 \| 0.8322 \| 0.9059 \| 0.7544 \| 0.8581 \| 0.0025 \| 0.8779 \| 0.8858 \| 0.6628 \| 0.8346 \| 0.5752 \| 0.7021 \| 0.0025 \| 0.7141 \| 0.6415 \| 0.6175 \| \| 0.5035 \| 5.95 \| 2200 \| 0.5044 \| 0.5913 \| 0.7069 \| 0.8389 \| 0.9044 \| 0.7366 \| 0.8663 \| 0.0084 \| 0.9030 \| 0.8391 \| 0.6904 \| 0.8405 \| 0.5654 \| 0.6833 \| 0.0084 \| 0.7275 \| 0.6711 \| 0.6428 \| \| 0.5026 \| 6.0 \| 2220 \| 0.5325 \| 0.5788 \| 0.7096 \| 0.8307 \| 0.9177 \| 0.8107 \| 0.8539 \| 0.0215 \| 0.8824 \| 0.8970 \| 0.5841 \| 0.8286 \| 0.5657 \| 0.6710 \| 0.0215 \| 0.7306 \| 0.6666 \| 0.5679 \| \| 0.5487 \| 6.05 \| 2240 \| 0.5434 \| 0.5871 \| 0.7001 \| 0.8346 \| 0.9093 \| 0.7595 \| 0.8212 \| 0.0088 \| 0.9110 \| 0.8443 \| 0.6467 \| 0.8264 \| 0.5856 \| 0.6637 \| 0.0088 \| 0.7287 \| 0.6765 \| 0.6197 \| \| 0.5384 \| 6.11 \| 2260 \| 0.5393 \| 0.5938 \| 0.7062 \| 0.8389 \| 0.9203 \| 0.7401 \| 0.8412 \| 0.0191 \| 0.8980 \| 0.8788 \| 0.6459 \| 0.8306 \| 0.6040 \| 0.6657 \| 0.0191 \| 0.7391 \| 0.6683 \| 0.6299 \| \| 0.3663 \| 6.16 \| 2280 \| 0.5204 \| 0.6003 \| 0.7161 \| 0.8413 \| 0.9314 \| 0.7810 \| 0.8201 \| 0.0221 \| 0.8664 \| 0.8805 \| 0.7114 \| 0.8316 \| 0.6128 \| 0.6364 \| 0.0221 \| 0.7382 \| 0.7017 \| 0.6594 \| \| 0.66 \| 6.22 \| 2300 \| 0.5234 \| 0.5950 \| 0.7179 \| 0.8393 \| 0.9164 \| 0.8072 \| 0.8641 \| 0.0194 \| 0.8882 \| 0.8838 \| 0.6461 \| 0.8253 \| 0.5964 \| 0.6558 \| 0.0194 \| 0.7469 \| 0.6976 \| 0.6237 \| \| 0.6551 \| 6.27 \| 2320 \| 0.5277 \| 0.5933 \| 0.7014 \| 0.8393 \| 0.9382 \| 0.7923 \| 0.7738 \| 0.0127 \| 0.9069 \| 0.8577 \| 0.6280 \| 0.8347 \| 0.5989 \| 0.6665 \| 0.0127 \| 0.7317 \| 0.6934 \| 0.6150 \| \| 0.4147 \| 6.32 \| 2340 \| 0.5569 \| 0.5822 \| 0.7067 \| 0.8300 \| 0.9318 \| 0.7773 \| 0.8380 \| 0.0211 \| 0.8536 \| 0.9012 \| 0.6236 \| 0.8307 \| 0.6051 \| 0.6446 \| 0.0211 \| 0.7171 \| 0.6495 \| 0.6076 \| \| 0.4204 \| 6.38 \| 2360 \| 0.5530 \| 0.5865 \| 0.7160 \| 0.8340 \| 0.9061 \| 0.8361 \| 0.8552 \| 0.0087 \| 0.8876 \| 0.8834 \| 0.6352 \| 0.8418 \| 0.6104 \| 0.6745 \| 0.0087 \| 0.7254 \| 0.6366 \| 0.6081 \| \| 0.4249 \| 6.43 \| 2380 \| 0.5487 \| 0.5839 \| 0.7098 \| 0.8337 \| 0.9106 \| 0.7906 \| 0.8392 \| 0.0186 \| 0.8893 \| 0.8823 \| 0.6377 \| 0.8311 \| 0.5810 \| 0.6964 \| 0.0186 \| 0.7381 \| 0.6266 \| 0.5954 \| \| 0.9651 \| 6.49 \| 2400 \| 0.5236 \| 0.5981 \| 0.7155 \| 0.8437 \| 0.9212 \| 0.7767 \| 0.8876 \| 0.0242 \| 0.8976 \| 0.8279 \| 0.6729 \| 0.8444 \| 0.5776 \| 0.6988 \| 0.0242 \| 0.7410 \| 0.6539 \| 0.6470 \| \| 0.3914 \| 6.54 \| 2420 \| 0.5040 \| 0.6007 \| 0.7151 \| 0.8415 \| 0.8935 \| 0.7620 \| 0.8571 \| 0.0226 \| 0.9038 \| 0.8098 \| 0.7567 \| 0.8288 \| 0.5852 \| 0.7042 \| 0.0226 \| 0.7374 \| 0.6628 \| 0.6641 \| \| 0.3668 \| 6.59 \| 2440 \| 0.4908 \| 0.6086 \| 0.7219 \| 0.8511 \| 0.9252 \| 0.7504 \| 0.8385 \| 0.0212 \| 0.8867 \| 0.8687 \| 0.7624 \| 0.8406 \| 0.5743 \| 0.6857 \| 0.0212 \| 0.7566 \| 0.6652 \| 0.7169 \| \| 0.5571 \| 6.65 \| 2460 \| 0.5180 \| 0.6038 \| 0.7239 \| 0.8455 \| 0.8974 \| 0.7237 \| 0.8746 \| 0.0242 \| 0.8795 \| 0.8860 \| 0.7817 \| 0.8324 \| 0.5702 \| 0.6483 \| 0.0241 \| 0.7456 \| 0.6694 \| 0.7369 \| \| 0.3355 \| 6.7 \| 2480 \| 0.5605 \| 0.5872 \| 0.7101 \| 0.8333 \| 0.8963 \| 0.7750 \| 0.8430 \| 0.0219 \| 0.8990 \| 0.8837 \| 0.6520 \| 0.8341 \| 0.5719 \| 0.6820 \| 0.0219 \| 0.7163 \| 0.6449 \| 0.6393 \| \| 0.6301 \| 6.76 \| 2500 \| 0.4895 \| 0.6021 \| 0.7207 \| 0.8418 \| 0.9213 \| 0.7784 \| 0.8611 \| 0.0282 \| 0.8702 \| 0.8826 \| 0.7031 \| 0.8336 \| 0.6146 \| 0.6827 \| 0.0282 \| 0.7369 \| 0.6552 \| 0.6637 \| \| 0.8036 \| 6.81 \| 2520 \| 0.5575 \| 0.5863 \| 0.7155 \| 0.8331 \| 0.9074 \| 0.8072 \| 0.8820 \| 0.0260 \| 0.8803 \| 0.8730 \| 0.6325 \| 0.8322 \| 0.5991 \| 0.6564 \| 0.0259 \| 0.7305 \| 0.6477 \| 0.6122 \| \| 0.4476 \| 6.86 \| 2540 \| 0.5338 \| 0.5917 \| 0.7157 \| 0.8368 \| 0.9230 \| 0.7807 \| 0.8593 \| 0.0235 \| 0.8674 \| 0.9046 \| 0.6513 \| 0.8318 \| 0.6036 \| 0.6607 \| 0.0234 \| 0.7345 \| 0.6558 \| 0.6320 \| \| 0.5567 \| 6.92 \| 2560 \| 0.5260 \| 0.5927 \| 0.7131 \| 0.8376 \| 0.9057 \| 0.7555 \| 0.8237 \| 0.0218 \| 0.8854 \| 0.8983 \| 0.7013 \| 0.8357 \| 0.5572 \| 0.7014 \| 0.0218 \| 0.7218 \| 0.6562 \| 0.6545 \| \| 0.3925 \| 6.97 \| 2580 \| 0.5200 \| 0.6016 \| 0.7200 \| 0.8408 \| 0.9257 \| 0.8159 \| 0.8214 \| 0.0257 \| 0.8625 \| 0.8408 \| 0.7477 \| 0.8306 \| 0.6165 \| 0.6681 \| 0.0257 \| 0.7333 \| 0.6733 \| 0.6637 \| \| 0.3692 \| 7.03 \| 2600 \| 0.5698 \| 0.5815 \| 0.7143 \| 0.8297 \| 0.9213 \| 0.8166 \| 0.8426 \| 0.0244 \| 0.8577 \| 0.9300 \| 0.6074 \| 0.8279 \| 0.6045 \| 0.6737 \| 0.0243 \| 0.7278 \| 0.6213 \| 0.5913 \| \| 1.0422 \| 7.08 \| 2620 \| 0.5138 \| 0.6010 \| 0.7166 \| 0.8429 \| 0.9263 \| 0.8102 \| 0.8024 \| 0.0228 \| 0.8927 \| 0.8807 \| 0.6814 \| 0.8363 \| 0.6143 \| 0.6624 \| 0.0228 \| 0.7414 \| 0.6731 \| 0.6566 \| \| 1.3345 \| 7.14 \| 2640 \| 0.4877 \| 0.6127 \| 0.7285 \| 0.8482 \| 0.9144 \| 0.8258 \| 0.8187 \| 0.0233 \| 0.8872 \| 0.8657 \| 0.7642 \| 0.8398 \| 0.6200 \| 0.6937 \| 0.0233 \| 0.7406 \| 0.6800 \| 0.6914 \| \| 0.1548 \| 7.19 \| 2660 \| 0.5458 \| 0.5971 \| 0.7297 \| 0.8364 \| 0.9138 \| 0.8204 \| 0.8485 \| 0.0553 \| 0.8466 \| 0.9212 \| 0.7022 \| 0.8259 \| 0.6028 \| 0.6681 \| 0.0551 \| 0.7361 \| 0.6476 \| 0.6441 \| \| 0.7936 \| 7.24 \| 2680 \| 0.5429 \| 0.5978 \| 0.7034 \| 0.8415 \| 0.9333 \| 0.7441 \| 0.8572 \| 0.0240 \| 0.9076 \| 0.8326 \| 0.6251 \| 0.8329 \| 0.5979 \| 0.6857 \| 0.0240 \| 0.7401 \| 0.6916 \| 0.6123 \| \| 0.4558 \| 7.3 \| 2700 \| 0.5296 \| 0.5968 \| 0.7224 \| 0.8400 \| 0.9207 \| 0.8380 \| 0.8310 \| 0.0216 \| 0.8807 \| 0.9099 \| 0.6551 \| 0.8392 \| 0.6082 \| 0.6934 \| 0.0216 \| 0.7354 \| 0.6446 \| 0.6354 \| \| 0.3854 \| 7.35 \| 2720 \| 0.5206 \| 0.5939 \| 0.7015 \| 0.8401 \| 0.9231 \| 0.7227 \| 0.8474 \| 0.0193 \| 0.9097 \| 0.8454 \| 0.6426 \| 0.8343 \| 0.5813 \| 0.6878 \| 0.0193 \| 0.7363 \| 0.6766 \| 0.6219 \| \| 0.3232 \| 7.41 \| 2740 \| 0.5413 \| 0.5967 \| 0.7127 \| 0.8369 \| 0.9316 \| 0.7801 \| 0.7465 \| 0.0630 \| 0.8749 \| 0.9202 \| 0.6729 \| 0.8322 \| 0.6151 \| 0.6389 \| 0.0629 \| 0.7295 \| 0.6451 \| 0.6535 \| \| 0.7969 \| 7.46 \| 2760 \| 0.5250 \| 0.5982 \| 0.7034 \| 0.8421 \| 0.9324 \| 0.7357 \| 0.8399 \| 0.0286 \| 0.9075 \| 0.8352 \| 0.6442 \| 0.8332 \| 0.5874 \| 0.6882 \| 0.0285 \| 0.7388 \| 0.6785 \| 0.6331 \| \| 0.8017 \| 7.51 \| 2780 \| 0.5378 \| 0.6009 \| 0.7173 \| 0.8407 \| 0.9244 \| 0.7816 \| 0.8135 \| 0.0264 \| 0.8689 \| 0.8878 \| 0.7187 \| 0.8395 \| 0.6190 \| 0.6670 \| 0.0264 \| 0.7269 \| 0.6671 \| 0.6604 \| \| 0.3904 \| 7.57 \| 2800 \| 0.5706 \| 0.5835 \| 0.7017 \| 0.8338 \| 0.9277 \| 0.7338 \| 0.8266 \| 0.0389 \| 0.8854 \| 0.8747 \| 0.6245 \| 0.8341 \| 0.5795 \| 0.6504 \| 0.0387 \| 0.7360 \| 0.6397 \| 0.6057 \| \| 0.5271 \| 7.62 \| 2820 \| 0.5487 \| 0.5937 \| 0.6998 \| 0.8376 \| 0.9209 \| 0.7370 \| 0.7619 \| 0.0459 \| 0.9106 \| 0.8393 \| 0.6827 \| 0.8237 \| 0.5718 \| 0.6485 \| 0.0458 \| 0.7338 \| 0.6816 \| 0.6505 \| \| 0.3669 \| 7.68 \| 2840 \| 0.5456 \| 0.6019 \| 0.7070 \| 0.8425 \| 0.9243 \| 0.6953 \| 0.8119 \| 0.0520 \| 0.8987 \| 0.8790 \| 0.6876 \| 0.8336 \| 0.5750 \| 0.6662 \| 0.0518 \| 0.7339 \| 0.6826 \| 0.6704 \| \| 1.9228 \| 7.73 \| 2860 \| 0.5565 \| 0.6022 \| 0.7182 \| 0.8360 \| 0.9299 \| 0.7420 \| 0.8097 \| 0.1025 \| 0.8527 \| 0.8956 \| 0.6952 \| 0.8310 \| 0.6014 \| 0.6587 \| 0.1001 \| 0.7215 \| 0.6705 \| 0.6324 \| \| 0.369 \| 7.78 \| 2880 \| 0.5413 \| 0.6088 \| 0.7275 \| 0.8434 \| 0.9422 \| 0.7889 \| 0.8692 \| 0.0914 \| 0.8623 \| 0.8910 \| 0.6474 \| 0.8360 \| 0.6076 \| 0.6893 \| 0.0897 \| 0.7429 \| 0.6623 \| 0.6336 \| \| 0.4409 \| 7.84 \| 2900 \| 0.5581 \| 0.5999 \| 0.7094 \| 0.8401 \| 0.9255 \| 0.7641 \| 0.8420 \| 0.0419 \| 0.9031 \| 0.8579 \| 0.6314 \| 0.8313 \| 0.6245 \| 0.6810 \| 0.0417 \| 0.7403 \| 0.6620 \| 0.6184 \| \| 0.2636 \| 7.89 \| 2920 \| 0.5230 \| 0.6098 \| 0.7330 \| 0.8423 \| 0.9135 \| 0.7520 \| 0.8099 \| 0.1389 \| 0.8657 \| 0.9095 \| 0.7416 \| 0.8338 \| 0.5761 \| 0.6837 \| 0.1323 \| 0.7527 \| 0.6396 \| 0.6503 \| \| 1.2616 \| 7.95 \| 2940 \| 0.5199 \| 0.6088 \| 0.7164 \| 0.8421 \| 0.9178 \| 0.7466 \| 0.7818 \| 0.1111 \| 0.9096 \| 0.8680 \| 0.6798 \| 0.8275 \| 0.5732 \| 0.6773 \| 0.1060 \| 0.7391 \| 0.6862 \| 0.6525 \| \| 0.3254 \| 8.0 \| 2960 \| 0.5048 \| 0.6091 \| 0.7274 \| 0.8421 \| 0.9313 \| 0.8036 \| 0.8058 \| 0.1325 \| 0.8840 \| 0.8730 \| 0.6618 \| 0.8314 \| 0.5895 \| 0.6815 \| 0.1255 \| 0.7507 \| 0.6575 \| 0.6272 \| \| 0.3726 \| 8.05 \| 2980 \| 0.5647 \| 0.5826 \| 0.6964 \| 0.8341 \| 0.9242 \| 0.6850 \| 0.8356 \| 0.0575 \| 0.8998 \| 0.8543 \| 0.6184 \| 0.8422 \| 0.5598 \| 0.6735 \| 0.0562 \| 0.7355 \| 0.6097 \| 0.6010 \| \| 0.6332 \| 8.11 \| 3000 \| 0.5521 \| 0.5848 \| 0.7003 \| 0.8350 \| 0.9337 \| 0.7278 \| 0.8062 \| 0.0549 \| 0.8934 \| 0.8766 \| 0.6095 \| 0.8370 \| 0.5825 \| 0.6616 \| 0.0541 \| 0.7434 \| 0.6190 \| 0.5962 \| \| 0.5999 \| 8.16 \| 3020 \| 0.5100 \| 0.6054 \| 0.7231 \| 0.8444 \| 0.9301 \| 0.8270 \| 0.8377 \| 0.0608 \| 0.8959 \| 0.8559 \| 0.6539 \| 0.8438 \| 0.6309 \| 0.6863 \| 0.0600 \| 0.7527 \| 0.6364 \| 0.6280 \| \| 0.831 \| 8.22 \| 3040 \| 0.5709 \| 0.5877 \| 0.7005 \| 0.8366 \| 0.9229 \| 0.7052 \| 0.8726 \| 0.0473 \| 0.9056 \| 0.8440 \| 0.6062 \| 0.8419 \| 0.5930 \| 0.6819 \| 0.0468 \| 0.7425 \| 0.6188 \| 0.5888 \| \| 0.3019 \| 8.27 \| 3060 \| 0.4808 \| 0.6327 \| 0.7441 \| 0.8537 \| 0.9256 \| 0.8332 \| 0.8409 \| 0.1456 \| 0.9021 \| 0.8596 \| 0.7016 \| 0.8457 \| 0.6335 \| 0.7210 \| 0.1405 \| 0.7579 \| 0.6708 \| 0.6595 \| \| 0.4726 \| 8.32 \| 3080 \| 0.5235 \| 0.6162 \| 0.7305 \| 0.8412 \| 0.9214 \| 0.7532 \| 0.8135 \| 0.2102 \| 0.8990 \| 0.8891 \| 0.6270 \| 0.8372 \| 0.5813 \| 0.7185 \| 0.1948 \| 0.7431 \| 0.6474 \| 0.5909 \| \| 0.2559 \| 8.38 \| 3100 \| 0.5470 \| 0.6223 \| 0.7410 \| 0.8452 \| 0.9171 \| 0.7655 \| 0.8551 \| 0.1817 \| 0.8764 \| 0.9020 \| 0.6889 \| 0.8416 \| 0.5812 \| 0.7070 \| 0.1758 \| 0.7347 \| 0.6659 \| 0.6501 \| \| 0.3002 \| 8.43 \| 3120 \| 0.5431 \| 0.6215 \| 0.7404 \| 0.8452 \| 0.9189 \| 0.7536 \| 0.8583 \| 0.1841 \| 0.8754 \| 0.9137 \| 0.6790 \| 0.8492 \| 0.5840 \| 0.7134 \| 0.1721 \| 0.7326 \| 0.6492 \| 0.6498 \| \| 1.16 \| 8.49 \| 3140 \| 0.5282 \| 0.6357 \| 0.7592 \| 0.8503 \| 0.9087 \| 0.8402 \| 0.8790 \| 0.2024 \| 0.8821 \| 0.9053 \| 0.6964 \| 0.8491 \| 0.6330 \| 0.7266 \| 0.1944 \| 0.7466 \| 0.6504 \| 0.6496 \| \| 0.4884 \| 8.54 \| 3160 \| 0.5297 \| 0.6520 \| 0.7687 \| 0.8579 \| 0.9279 \| 0.8318 \| 0.8466 \| 0.2403 \| 0.8552 \| 0.8744 \| 0.8048 \| 0.8483 \| 0.6367 \| 0.7167 \| 0.2312 \| 0.7552 \| 0.6800 \| 0.6959 \| \| 0.988 \| 8.59 \| 3180 \| 0.5242 \| 0.6304 \| 0.7436 \| 0.8508 \| 0.9198 \| 0.7915 \| 0.8454 \| 0.1620 \| 0.8930 \| 0.9014 \| 0.6921 \| 0.8496 \| 0.6279 \| 0.7124 \| 0.1551 \| 0.7459 \| 0.6645 \| 0.6576 \| \| 0.2545 \| 8.65 \| 3200 \| 0.5005 \| 0.6438 \| 0.7529 \| 0.8560 \| 0.9368 \| 0.7965 \| 0.8610 \| 0.2009 \| 0.8739 \| 0.8704 \| 0.7310 \| 0.8453 \| 0.6361 \| 0.7210 \| 0.1924 \| 0.7558 \| 0.6811 \| 0.6745 \| \| 0.6318 \| 8.7 \| 3220 \| 0.5261 \| 0.6330 \| 0.7539 \| 0.8470 \| 0.9205 \| 0.8050 \| 0.8541 \| 0.2112 \| 0.8567 \| 0.9133 \| 0.7167 \| 0.8432 \| 0.6299 \| 0.7077 \| 0.2013 \| 0.7346 \| 0.6438 \| 0.6706 \| \| 0.2004 \| 8.76 \| 3240 \| 0.5479 \| 0.6309 \| 0.7436 \| 0.8486 \| 0.9212 \| 0.8008 \| 0.8238 \| 0.1940 \| 0.8948 \| 0.8893 \| 0.6812 \| 0.8417 \| 0.6091 \| 0.7076 \| 0.1840 \| 0.7396 \| 0.6715 \| 0.6624 \| \| 0.465 \| 8.81 \| 3260 \| 0.5127 \| 0.6504 \| 0.7861 \| 0.8550 \| 0.9193 \| 0.8718 \| 0.8497 \| 0.3047 \| 0.8319 \| 0.9260 \| 0.7994 \| 0.8514 \| 0.5999 \| 0.7097 \| 0.2684 \| 0.7477 \| 0.6250 \| 0.7508 \| \| 0.3093 \| 8.86 \| 3280 \| 0.4763 \| 0.6504 \| 0.7652 \| 0.8618 \| 0.9220 \| 0.8239 \| 0.8677 \| 0.2154 \| 0.8894 \| 0.8694 \| 0.7684 \| 0.8473 \| 0.6134 \| 0.7095 \| 0.1928 \| 0.7723 \| 0.6889 \| 0.7284 \| \| 0.2898 \| 8.92 \| 3300 \| 0.5152 \| 0.6472 \| 0.7618 \| 0.8534 \| 0.9363 \| 0.7936 \| 0.8503 \| 0.2602 \| 0.8427 \| 0.8674 \| 0.7818 \| 0.8328 \| 0.6324 \| 0.6993 \| 0.2497 \| 0.7569 \| 0.6670 \| 0.6920 \| \| 0.5217 \| 8.97 \| 3320 \| 0.5242 \| 0.6374 \| 0.7497 \| 0.8519 \| 0.9209 \| 0.7576 \| 0.8050 \| 0.2244 \| 0.8663 \| 0.8623 \| 0.8111 \| 0.8375 \| 0.6110 \| 0.6916 \| 0.2173 \| 0.7590 \| 0.6653 \| 0.6803 \| \| 0.3229 \| 9.03 \| 3340 \| 0.5255 \| 0.6315 \| 0.7513 \| 0.8524 \| 0.9072 \| 0.7611 \| 0.8597 \| 0.1724 \| 0.8756 \| 0.9155 \| 0.7678 \| 0.8437 \| 0.5873 \| 0.7014 \| 0.1675 \| 0.7520 \| 0.6446 \| 0.7239 \| \| 0.2766 \| 9.08 \| 3360 \| 0.4832 \| 0.6461 \| 0.7544 \| 0.8605 \| 0.9266 \| 0.7496 \| 0.8494 \| 0.2068 \| 0.8857 \| 0.8856 \| 0.7769 \| 0.8487 \| 0.5941 \| 0.7214 \| 0.1987 \| 0.7648 \| 0.6670 \| 0.7282 \| \| 0.4664 \| 9.14 \| 3380 \| 0.5001 \| 0.6489 \| 0.7504 \| 0.8608 \| 0.9311 \| 0.7513 \| 0.8191 \| 0.2284 \| 0.8954 \| 0.8282 \| 0.7992 \| 0.8424 \| 0.6021 \| 0.7025 \| 0.2131 \| 0.7685 \| 0.6755 \| 0.7380 \| \| 0.3626 \| 9.19 \| 3400 \| 0.4764 \| 0.6505 \| 0.7584 \| 0.8613 \| 0.9229 \| 0.7660 \| 0.8181 \| 0.2491 \| 0.9018 \| 0.8870 \| 0.7638 \| 0.8501 \| 0.5857 \| 0.7134 \| 0.2311 \| 0.7656 \| 0.6779 \| 0.7299 \| \| 1.1592 \| 9.24 \| 3420 \| 0.4771 \| 0.6490 \| 0.7630 \| 0.8572 \| 0.9288 \| 0.7558 \| 0.8341 \| 0.2975 \| 0.8762 \| 0.9044 \| 0.7438 \| 0.8407 \| 0.5969 \| 0.6880 \| 0.2664 \| 0.7696 \| 0.6676 \| 0.7140 \| \| 0.4315 \| 9.3 \| 3440 \| 0.5208 \| 0.6305 \| 0.7400 \| 0.8452 \| 0.9428 \| 0.7124 \| 0.8236 \| 0.3036 \| 0.8785 \| 0.8863 \| 0.6325 \| 0.8332 \| 0.5891 \| 0.6926 \| 0.2726 \| 0.7496 \| 0.6543 \| 0.6224 \| \| 0.228 \| 9.35 \| 3460 \| 0.4672 \| 0.6562 \| 0.7669 \| 0.8607 \| 0.9414 \| 0.8174 \| 0.8165 \| 0.2896 \| 0.8846 \| 0.9018 \| 0.7168 \| 0.8413 \| 0.6146 \| 0.7158 \| 0.2712 \| 0.7739 \| 0.6717 \| 0.7047 \| \| 0.3787 \| 9.41 \| 3480 \| 0.4789 \| 0.6428 \| 0.7432 \| 0.8589 \| 0.9411 \| 0.7223 \| 0.8199 \| 0.2222 \| 0.9012 \| 0.8798 \| 0.7159 \| 0.8501 \| 0.5793 \| 0.7112 \| 0.2098 \| 0.7592 \| 0.6832 \| 0.7065 \| \| 0.382 \| 9.46 \| 3500 \| 0.4638 \| 0.6604 \| 0.7806 \| 0.8637 \| 0.9242 \| 0.8538 \| 0.8249 \| 0.2793 \| 0.8666 \| 0.8880 \| 0.8276 \| 0.8521 \| 0.6241 \| 0.6980 \| 0.2606 \| 0.7722 \| 0.6661 \| 0.7494 \| \| 0.3404 \| 9.51 \| 3520 \| 0.4759 \| 0.6437 \| 0.7554 \| 0.8568 \| 0.9315 \| 0.7959 \| 0.8415 \| 0.2003 \| 0.8730 \| 0.8902 \| 0.7554 \| 0.8439 \| 0.6283 \| 0.7048 \| 0.1878 \| 0.7586 \| 0.6768 \| 0.7059 \| \| 0.7056 \| 9.57 \| 3540 \| 0.4863 \| 0.6492 \| 0.7570 \| 0.8586 \| 0.9302 \| 0.8009 \| 0.8622 \| 0.2202 \| 0.8934 \| 0.8808 \| 0.7116 \| 0.8455 \| 0.6351 \| 0.7072 \| 0.2101 \| 0.7608 \| 0.6916 \| 0.6944 \| \| 0.3559 \| 9.62 \| 3560 \| 0.5245 \| 0.6485 \| 0.7644 \| 0.8535 \| 0.9286 \| 0.8266 \| 0.8501 \| 0.2913 \| 0.8860 \| 0.9077 \| 0.6604 \| 0.8495 \| 0.6293 \| 0.7124 \| 0.2687 \| 0.7459 \| 0.6807 \| 0.6529 \| \| 0.9057 \| 9.68 \| 3580 \| 0.5318 \| 0.6506 \| 0.7589 \| 0.8577 \| 0.9378 \| 0.8146 \| 0.8500 \| 0.2752 \| 0.8961 \| 0.8463 \| 0.6926 \| 0.8488 \| 0.6242 \| 0.7091 \| 0.2489 \| 0.7589 \| 0.6874 \| 0.6773 \| \| 0.6264 \| 9.73 \| 3600 \| 0.5203 \| 0.6539 \| 0.7687 \| 0.8560 \| 0.9192 \| 0.8392 \| 0.8608 \| 0.3130 \| 0.8999 \| 0.8544 \| 0.6944 \| 0.8494 \| 0.6377 \| 0.7124 \| 0.2842 \| 0.7560 \| 0.6700 \| 0.6678 \| \| 0.2915 \| 9.78 \| 3620 \| 0.4934 \| 0.6504 \| 0.7717 \| 0.8527 \| 0.9121 \| 0.8184 \| 0.8732 \| 0.3370 \| 0.8861 \| 0.8813 \| 0.6939 \| 0.8495 \| 0.6397 \| 0.7033 \| 0.3026 \| 0.7560 \| 0.6397 \| 0.6622 \| \| 0.2786 \| 9.84 \| 3640 \| 0.5126 \| 0.6509 \| 0.7666 \| 0.8553 \| 0.9194 \| 0.8032 \| 0.8857 \| 0.3140 \| 0.8990 \| 0.8814 \| 0.6636 \| 0.8579 \| 0.6411 \| 0.7178 \| 0.2884 \| 0.7573 \| 0.6454 \| 0.6487 \| \| 0.3469 \| 9.89 \| 3660 \| 0.4875 \| 0.6504 \| 0.7594 \| 0.8543 \| 0.9369 \| 0.8130 \| 0.7960 \| 0.3013 \| 0.8769 \| 0.8423 \| 0.7492 \| 0.8397 \| 0.6475 \| 0.6830 \| 0.2792 \| 0.7610 \| 0.6623 \| 0.6799 \| \| 0.3799 \| 9.95 \| 3680 \| 0.5035 \| 0.6527 \| 0.7631 \| 0.8562 \| 0.9282 \| 0.8302 \| 0.7690 \| 0.3268 \| 0.8936 \| 0.8189 \| 0.7751 \| 0.8405 \| 0.6414 \| 0.6893 \| 0.2881 \| 0.7703 \| 0.6438 \| 0.6958 \| \| 0.2919 \| 10.0 \| 3700 \| 0.5084 \| 0.6589 \| 0.7776 \| 0.8565 \| 0.9291 \| 0.8221 \| 0.8298 \| 0.3652 \| 0.8691 \| 0.8978 \| 0.7298 \| 0.8391 \| 0.6394 \| 0.7262 \| 0.3116 \| 0.7701 \| 0.6474 \| 0.6786 \| \| 0.2472 \| 10.05 \| 3720 \| 0.5028 \| 0.6456 \| 0.7549 \| 0.8539 \| 0.9207 \| 0.7212 \| 0.8731 \| 0.3139 \| 0.8987 \| 0.8683 \| 0.6885 \| 0.8495 \| 0.6015 \| 0.7109 \| 0.2746 \| 0.7549 \| 0.6653 \| 0.6628 \| \| 0.231 \| 10.11 \| 3740 \| 0.5197 \| 0.6531 \| 0.7680 \| 0.8565 \| 0.9326 \| 0.8142 \| 0.8842 \| 0.2997 \| 0.8722 \| 0.8538 \| 0.7194 \| 0.8469 \| 0.6374 \| 0.7087 \| 0.2683 \| 0.7591 \| 0.6782 \| 0.6735 \| \| 0.3072 \| 10.16 \| 3760 \| 0.5004 \| 0.6540 \| 0.7747 \| 0.8559 \| 0.9377 \| 0.8538 \| 0.8071 \| 0.3557 \| 0.8704 \| 0.8752 \| 0.7229 \| 0.8493 \| 0.6066 \| 0.7087 \| 0.3175 \| 0.7587 \| 0.6613 \| 0.6757 \| \| 0.9021 \| 10.22 \| 3780 \| 0.4992 \| 0.6577 \| 0.7642 \| 0.8587 \| 0.9145 \| 0.8153 \| 0.8518 \| 0.2961 \| 0.9180 \| 0.8410 \| 0.7125 \| 0.8522 \| 0.6354 \| 0.7224 \| 0.2745 \| 0.7531 \| 0.6715 \| 0.6945 \| \| 0.3564 \| 10.27 \| 3800 \| 0.4956 \| 0.6562 \| 0.7684 \| 0.8582 \| 0.9389 \| 0.8305 \| 0.8556 \| 0.3119 \| 0.8843 \| 0.8643 \| 0.6931 \| 0.8524 \| 0.6409 \| 0.7197 \| 0.2893 \| 0.7607 \| 0.6625 \| 0.6678 \| \| 0.2847 \| 10.32 \| 3820 \| 0.4886 \| 0.6602 \| 0.7848 \| 0.8568 \| 0.9320 \| 0.8357 \| 0.8747 \| 0.3707 \| 0.8448 \| 0.8801 \| 0.7554 \| 0.8545 \| 0.6366 \| 0.7192 \| 0.3204 \| 0.7521 \| 0.6545 \| 0.6843 \| \| 0.3397 \| 10.38 \| 3840 \| 0.5136 \| 0.6651 \| 0.7770 \| 0.8615 \| 0.9351 \| 0.8131 \| 0.8366 \| 0.3587 \| 0.8677 \| 0.8248 \| 0.8032 \| 0.8428 \| 0.6212 \| 0.7232 \| 0.3203 \| 0.7716 \| 0.6724 \| 0.7043 \| \| 0.3105 \| 10.43 \| 3860 \| 0.5063 \| 0.6535 \| 0.7609 \| 0.8588 \| 0.9270 \| 0.7769 \| 0.8623 \| 0.2865 \| 0.8931 \| 0.8370 \| 0.7432 \| 0.8417 \| 0.6225 \| 0.7227 \| 0.2609 \| 0.7698 \| 0.6669 \| 0.6898 \| \| 0.8592 \| 10.49 \| 3880 \| 0.4761 \| 0.6588 \| 0.7743 \| 0.8623 \| 0.9254 \| 0.8439 \| 0.8777 \| 0.2634 \| 0.8848 \| 0.8847 \| 0.7406 \| 0.8496 \| 0.6406 \| 0.7172 \| 0.2457 \| 0.7698 \| 0.6682 \| 0.7202 \| \| 0.2191 \| 10.54 \| 3900 \| 0.4309 \| 0.6706 \| 0.7809 \| 0.8681 \| 0.9113 \| 0.8328 \| 0.8341 \| 0.2878 \| 0.8977 \| 0.8605 \| 0.8419 \| 0.8533 \| 0.6408 \| 0.7172 \| 0.2689 \| 0.7750 \| 0.6766 \| 0.7627 \| \| 0.2441 \| 10.59 \| 3920 \| 0.4367 \| 0.6733 \| 0.7828 \| 0.8663 \| 0.9228 \| 0.8456 \| 0.8389 \| 0.3480 \| 0.9014 \| 0.8482 \| 0.7744 \| 0.8549 \| 0.6417 \| 0.7236 \| 0.3188 \| 0.7710 \| 0.6751 \| 0.7281 \| \| 0.4835 \| 10.65 \| 3940 \| 0.4510 \| 0.6737 \| 0.7866 \| 0.8653 \| 0.9248 \| 0.8314 \| 0.8330 \| 0.3737 \| 0.8857 \| 0.8764 \| 0.7814 \| 0.8532 \| 0.6430 \| 0.7245 \| 0.3326 \| 0.7722 \| 0.6635 \| 0.7270 \| \| 0.2735 \| 10.7 \| 3960 \| 0.4645 \| 0.6727 \| 0.7894 \| 0.8637 \| 0.9227 \| 0.8450 \| 0.8498 \| 0.3728 \| 0.8755 \| 0.8795 \| 0.7806 \| 0.8546 \| 0.6460 \| 0.7230 \| 0.3363 \| 0.7647 \| 0.6609 \| 0.7232 \| \| 0.2339 \| 10.76 \| 3980 \| 0.4755 \| 0.6712 \| 0.7747 \| 0.8652 \| 0.9300 \| 0.8172 \| 0.8621 \| 0.3396 \| 0.9065 \| 0.8303 \| 0.7376 \| 0.8516 \| 0.6499 \| 0.7260 \| 0.3068 \| 0.7700 \| 0.6860 \| 0.7082 \| \| 0.2167 \| 10.81 \| 4000 \| 0.4563 \| 0.6798 \| 0.8005 \| 0.8665 \| 0.9232 \| 0.8521 \| 0.8537 \| 0.4398 \| 0.8763 \| 0.8744 \| 0.7836 \| 0.8544 \| 0.6386 \| 0.7238 \| 0.3569 \| 0.7714 \| 0.6812 \| 0.7324 \| \| 0.356 \| 10.86 \| 4020 \| 0.4764 \| 0.6751 \| 0.7883 \| 0.8655 \| 0.9261 \| 0.8309 \| 0.8329 \| 0.3992 \| 0.8843 \| 0.8490 \| 0.7953 \| 0.8523 \| 0.6317 \| 0.7213 \| 0.3358 \| 0.7679 \| 0.6816 \| 0.7354 \| \| 0.4159 \| 10.92 \| 4040 \| 0.4655 \| 0.6796 \| 0.7944 \| 0.8675 \| 0.9276 \| 0.8356 \| 0.8282 \| 0.4023 \| 0.8726 \| 0.8772 \| 0.8173 \| 0.8580 \| 0.6464 \| 0.7264 \| 0.3366 \| 0.7679 \| 0.6806 \| 0.7410 \| \| 1.1711 \| 10.97 \| 4060 \| 0.4626 \| 0.6756 \| 0.7885 \| 0.8643 \| 0.9223 \| 0.8391 \| 0.8263 \| 0.3981 \| 0.8842 \| 0.8512 \| 0.7982 \| 0.8525 \| 0.6477 \| 0.7263 \| 0.3344 \| 0.7637 \| 0.6821 \| 0.7222 \| \| 0.466 \| 11.03 \| 4080 \| 0.4878 \| 0.6714 \| 0.7841 \| 0.8633 \| 0.9268 \| 0.8460 \| 0.7998 \| 0.3947 \| 0.8901 \| 0.8460 \| 0.7848 \| 0.8464 \| 0.6357 \| 0.7090 \| 0.3319 \| 0.7705 \| 0.6865 \| 0.7196 \| \| 0.3465 \| 11.08 \| 4100 \| 0.4820 \| 0.6715 \| 0.7819 \| 0.8650 \| 0.9357 \| 0.8339 \| 0.8274 \| 0.3754 \| 0.8858 \| 0.8414 \| 0.7738 \| 0.8485 \| 0.6342 \| 0.7232 \| 0.3276 \| 0.7767 \| 0.6766 \| 0.7136 \| \| 0.2251 \| 11.14 \| 4120 \| 0.4503 \| 0.6807 \| 0.7924 \| 0.8700 \| 0.9360 \| 0.8349 \| 0.8461 \| 0.3918 \| 0.8816 \| 0.8691 \| 0.7877 \| 0.8527 \| 0.6427 \| 0.7266 \| 0.3332 \| 0.7837 \| 0.6750 \| 0.7508 \| \| 0.3216 \| 11.19 \| 4140 \| 0.4536 \| 0.6723 \| 0.7783 \| 0.8671 \| 0.9316 \| 0.8169 \| 0.8420 \| 0.3408 \| 0.9016 \| 0.8629 \| 0.7524 \| 0.8555 \| 0.6474 \| 0.7222 \| 0.3056 \| 0.7759 \| 0.6686 \| 0.7310 \| \| 0.1642 \| 11.24 \| 4160 \| 0.4619 \| 0.6763 \| 0.7796 \| 0.8692 \| 0.9417 \| 0.8225 \| 0.8204 \| 0.3641 \| 0.8971 \| 0.8286 \| 0.7831 \| 0.8503 \| 0.6389 \| 0.7136 \| 0.3134 \| 0.7810 \| 0.6828 \| 0.7539 \| \| 0.2554 \| 11.3 \| 4180 \| 0.4517 \| 0.6737 \| 0.7836 \| 0.8658 \| 0.9210 \| 0.8279 \| 0.8398 \| 0.3657 \| 0.8955 \| 0.8432 \| 0.7924 \| 0.8484 \| 0.6426 \| 0.7292 \| 0.3153 \| 0.7742 \| 0.6723 \| 0.7334 \| \| 0.4583 \| 11.35 \| 4200 \| 0.4763 \| 0.6656 \| 0.7737 \| 0.8620 \| 0.9325 \| 0.8033 \| 0.8603 \| 0.3369 \| 0.8883 \| 0.8638 \| 0.7310 \| 0.8522 \| 0.6465 \| 0.7323 \| 0.3024 \| 0.7650 \| 0.6636 \| 0.6970 \| \| 0.3084 \| 11.41 \| 4220 \| 0.4731 \| 0.6742 \| 0.7806 \| 0.8674 \| 0.9364 \| 0.8137 \| 0.8577 \| 0.3301 \| 0.8771 \| 0.8503 \| 0.7990 \| 0.8494 \| 0.6510 \| 0.7224 \| 0.2997 \| 0.7752 \| 0.6843 \| 0.7372 \| \| 0.266 \| 11.46 \| 4240 \| 0.5071 \| 0.6588 \| 0.7692 \| 0.8580 \| 0.9329 \| 0.8034 \| 0.8575 \| 0.3527 \| 0.8928 \| 0.8501 \| 0.6949 \| 0.8469 \| 0.6459 \| 0.7186 \| 0.3105 \| 0.7686 \| 0.6547 \| 0.6661 \| \| 0.5354 \| 11.51 \| 4260 \| 0.4999 \| 0.6646 \| 0.7827 \| 0.8609 \| 0.9342 \| 0.8246 \| 0.8536 \| 0.3766 \| 0.8696 \| 0.8778 \| 0.7422 \| 0.8557 \| 0.6384 \| 0.7281 \| 0.3257 \| 0.7682 \| 0.6456 \| 0.6903 \| \| 0.2397 \| 11.57 \| 4280 \| 0.4972 \| 0.6662 \| 0.7818 \| 0.8599 \| 0.9190 \| 0.7958 \| 0.8618 \| 0.3832 \| 0.8759 \| 0.8659 \| 0.7708 \| 0.8455 \| 0.6364 \| 0.7226 \| 0.3306 \| 0.7668 \| 0.6643 \| 0.6974 \| \| 0.5025 \| 11.62 \| 4300 \| 0.5343 \| 0.6692 \| 0.7953 \| 0.8589 \| 0.9311 \| 0.8089 \| 0.8629 \| 0.4365 \| 0.8262 \| 0.8836 \| 0.8179 \| 0.8507 \| 0.6321 \| 0.7357 \| 0.3492 \| 0.7539 \| 0.6592 \| 0.7036 \| \| 0.1878 \| 11.68 \| 4320 \| 0.5217 \| 0.6659 \| 0.7795 \| 0.8587 \| 0.9297 \| 0.8094 \| 0.8222 \| 0.4133 \| 0.8715 \| 0.8206 \| 0.7901 \| 0.8428 \| 0.6299 \| 0.7210 \| 0.3359 \| 0.7608 \| 0.6706 \| 0.7004 \| \| 1.034 \| 11.73 \| 4340 \| 0.4965 \| 0.6687 \| 0.7828 \| 0.8619 \| 0.9329 \| 0.8392 \| 0.8602 \| 0.3868 \| 0.8800 \| 0.8272 \| 0.7532 \| 0.8512 \| 0.6398 \| 0.7203 \| 0.3296 \| 0.7625 \| 0.6558 \| 0.7220 \| \| 0.3203 \| 11.78 \| 4360 \| 0.5073 \| 0.6671 \| 0.7728 \| 0.8610 \| 0.9363 \| 0.8011 \| 0.8298 \| 0.3882 \| 0.8940 \| 0.8230 \| 0.7368 \| 0.8468 \| 0.6411 \| 0.7269 \| 0.3292 \| 0.7639 \| 0.6520 \| 0.7101 \| \| 0.1988 \| 11.84 \| 4380 \| 0.4860 \| 0.6720 \| 0.7835 \| 0.8634 \| 0.9290 \| 0.8446 \| 0.8352 \| 0.3782 \| 0.8839 \| 0.8315 \| 0.7822 \| 0.8479 \| 0.6457 \| 0.7268 \| 0.3247 \| 0.7660 \| 0.6717 \| 0.7215 \| \| 0.479 \| 11.89 \| 4400 \| 0.5356 \| 0.6617 \| 0.7757 \| 0.8570 \| 0.9424 \| 0.8373 \| 0.8021 \| 0.3598 \| 0.8532 \| 0.8590 \| 0.7762 \| 0.8334 \| 0.6365 \| 0.7023 \| 0.3179 \| 0.7600 \| 0.6720 \| 0.7098 \| \| 0.3036 \| 11.95 \| 4420 \| 0.5433 \| 0.6640 \| 0.7827 \| 0.8581 \| 0.9288 \| 0.8048 \| 0.8188 \| 0.3895 \| 0.8506 \| 0.8803 \| 0.8060 \| 0.8446 \| 0.6329 \| 0.7162 \| 0.3262 \| 0.7627 \| 0.6786 \| 0.6869 \| \| 0.2225 \| 12.0 \| 4440 \| 0.5095 \| 0.6716 \| 0.7923 \| 0.8635 \| 0.9234 \| 0.8134 \| 0.8488 \| 0.4139 \| 0.8660 \| 0.8838 \| 0.7968 \| 0.8476 \| 0.6181 \| 0.7352 \| 0.3349 \| 0.7738 \| 0.6798 \| 0.7115 \| \| 0.3636 \| 12.05 \| 4460 \| 0.4831 \| 0.6666 \| 0.7787 \| 0.8629 \| 0.9218 \| 0.7455 \| 0.8455 \| 0.4168 \| 0.8928 \| 0.8585 \| 0.7699 \| 0.8491 \| 0.5952 \| 0.7331 \| 0.3193 \| 0.7717 \| 0.6819 \| 0.7160 \| \| 0.4563 \| 12.11 \| 4480 \| 0.5138 \| 0.6671 \| 0.7843 \| 0.8610 \| 0.9134 \| 0.8195 \| 0.8651 \| 0.3871 \| 0.8837 \| 0.8314 \| 0.7902 \| 0.8417 \| 0.6273 \| 0.7232 \| 0.3202 \| 0.7701 \| 0.6746 \| 0.7126 \| \| 0.4611 \| 12.16 \| 4500 \| 0.5611 \| 0.6487 \| 0.7639 \| 0.8546 \| 0.9364 \| 0.7368 \| 0.8272 \| 0.3486 \| 0.8580 \| 0.8829 \| 0.7576 \| 0.8332 \| 0.5756 \| 0.7141 \| 0.2811 \| 0.7634 \| 0.6682 \| 0.7053 \| \| 0.2496 \| 12.22 \| 4520 \| 0.5001 \| 0.6642 \| 0.7775 \| 0.8608 \| 0.9180 \| 0.8055 \| 0.8575 \| 0.3687 \| 0.8938 \| 0.8386 \| 0.7606 \| 0.8448 \| 0.6187 \| 0.7312 \| 0.3064 \| 0.7675 \| 0.6769 \| 0.7035 \| \| 1.0404 \| 12.27 \| 4540 \| 0.5020 \| 0.6698 \| 0.7866 \| 0.8625 \| 0.9189 \| 0.8382 \| 0.8570 \| 0.3665 \| 0.8809 \| 0.8730 \| 0.7716 \| 0.8464 \| 0.6399 \| 0.7394 \| 0.3183 \| 0.7704 \| 0.6706 \| 0.7037 \| \| 0.2865 \| 12.32 \| 4560 \| 0.4854 \| 0.6716 \| 0.7904 \| 0.8641 \| 0.9181 \| 0.8195 \| 0.8737 \| 0.3857 \| 0.8774 \| 0.8779 \| 0.7803 \| 0.8526 \| 0.6304 \| 0.7359 \| 0.3315 \| 0.7729 \| 0.6678 \| 0.7100 \| \| 0.1384 \| 12.38 \| 4580 \| 0.5150 \| 0.6640 \| 0.7715 \| 0.8617 \| 0.9207 \| 0.7582 \| 0.8433 \| 0.3823 \| 0.8965 \| 0.8003 \| 0.7990 \| 0.8537 \| 0.6027 \| 0.7319 \| 0.3270 \| 0.7654 \| 0.6641 \| 0.7031 \| \| 0.2106 \| 12.43 \| 4600 \| 0.5193 \| 0.6700 \| 0.7962 \| 0.8617 \| 0.9142 \| 0.8399 \| 0.8736 \| 0.4208 \| 0.8645 \| 0.8586 \| 0.8020 \| 0.8486 \| 0.6170 \| 0.7201 \| 0.3542 \| 0.7716 \| 0.6737 \| 0.7049 \| \| 0.2151 \| 12.49 \| 4620 \| 0.5244 \| 0.6675 \| 0.7854 \| 0.8610 \| 0.9312 \| 0.8037 \| 0.8590 \| 0.3918 \| 0.8589 \| 0.8785 \| 0.7746 \| 0.8453 \| 0.6248 \| 0.7201 \| 0.3341 \| 0.7674 \| 0.6775 \| 0.7036 \| \| 0.4629 \| 12.54 \| 4640 \| 0.5125 \| 0.6705 \| 0.7837 \| 0.8624 \| 0.9294 \| 0.8234 \| 0.8336 \| 0.4096 \| 0.8866 \| 0.8476 \| 0.7561 \| 0.8436 \| 0.6290 \| 0.7298 \| 0.3325 \| 0.7718 \| 0.6852 \| 0.7018 \| \| 0.3029 \| 12.59 \| 4660 \| 0.5020 \| 0.6708 \| 0.7821 \| 0.8641 \| 0.9226 \| 0.7807 \| 0.8452 \| 0.3878 \| 0.8839 \| 0.8617 \| 0.7930 \| 0.8481 \| 0.6218 \| 0.7328 \| 0.3231 \| 0.7722 \| 0.6797 \| 0.7177 \| \| 0.5942 \| 12.65 \| 4680 \| 0.4961 \| 0.6705 \| 0.7871 \| 0.8636 \| 0.9234 \| 0.8261 \| 0.8580 \| 0.3716 \| 0.8739 \| 0.8690 \| 0.7875 \| 0.8505 \| 0.6395 \| 0.7307 \| 0.3172 \| 0.7697 \| 0.6683 \| 0.7177 \| \| 0.368 \| 12.7 \| 4700 \| 0.5400 \| 0.6664 \| 0.7849 \| 0.8619 \| 0.9211 \| 0.8095 \| 0.8383 \| 0.3680 \| 0.8638 \| 0.8714 \| 0.8223 \| 0.8512 \| 0.6292 \| 0.7256 \| 0.3095 \| 0.7673 \| 0.6680 \| 0.7141 \| \| 0.4249 \| 12.76 \| 4720 \| 0.5092 \| 0.6694 \| 0.7883 \| 0.8628 \| 0.9210 \| 0.8259 \| 0.8213 \| 0.3992 \| 0.8747 \| 0.8696 \| 0.8061 \| 0.8539 \| 0.6356 \| 0.7236 \| 0.3240 \| 0.7694 \| 0.6646 \| 0.7146 \| \| 0.1753 \| 12.81 \| 4740 \| 0.5102 \| 0.6707 \| 0.7865 \| 0.8628 \| 0.9271 \| 0.8165 \| 0.8404 \| 0.4123 \| 0.8753 \| 0.8404 \| 0.7933 \| 0.8490 \| 0.6401 \| 0.7239 \| 0.3261 \| 0.7718 \| 0.6744 \| 0.7094 \| \| 0.2521 \| 12.86 \| 4760 \| 0.5313 \| 0.6540 \| 0.7699 \| 0.8553 \| 0.9347 \| 0.8184 \| 0.8346 \| 0.3785 \| 0.8903 \| 0.8567 \| 0.6759 \| 0.8508 \| 0.6315 \| 0.7253 \| 0.3082 \| 0.7615 \| 0.6542 \| 0.6466 \| \| 0.2897 \| 12.92 \| 4780 \| 0.5331 \| 0.6630 \| 0.7822 \| 0.8603 \| 0.9351 \| 0.8578 \| 0.8300 \| 0.3989 \| 0.8907 \| 0.8645 \| 0.6980 \| 0.8481 \| 0.6213 \| 0.7303 \| 0.3325 \| 0.7759 \| 0.6622 \| 0.6711 \| \| 0.2434 \| 12.97 \| 4800 \| 0.5096 \| 0.6747 \| 0.7865 \| 0.8634 \| 0.9283 \| 0.8070 \| 0.8075 \| 0.4392 \| 0.8847 \| 0.8577 \| 0.7810 \| 0.8498 \| 0.6372 \| 0.7255 \| 0.3552 \| 0.7699 \| 0.6874 \| 0.6979 \| \| 0.3099 \| 13.03 \| 4820 \| 0.5082 \| 0.6731 \| 0.7855 \| 0.8637 \| 0.9312 \| 0.8004 \| 0.8552 \| 0.3981 \| 0.8708 \| 0.8607 \| 0.7822 \| 0.8484 \| 0.6399 \| 0.7295 \| 0.3338 \| 0.7710 \| 0.6917 \| 0.6975 \| \| 0.2967 \| 13.08 \| 4840 \| 0.5157 \| 0.6607 \| 0.7819 \| 0.8578 \| 0.9220 \| 0.8289 \| 0.8720 \| 0.3841 \| 0.8823 \| 0.8790 \| 0.7051 \| 0.8491 \| 0.6406 \| 0.7166 \| 0.3336 \| 0.7718 \| 0.6495 \| 0.6637 \| \| 0.3569 \| 13.14 \| 4860 \| 0.5009 \| 0.6597 \| 0.7836 \| 0.8564 \| 0.9238 \| 0.8392 \| 0.8704 \| 0.3932 \| 0.8710 \| 0.8693 \| 0.7182 \| 0.8463 \| 0.6398 \| 0.7192 \| 0.3322 \| 0.7684 \| 0.6475 \| 0.6647 \| \| 0.2445 \| 13.19 \| 4880 \| 0.5128 \| 0.6603 \| 0.7801 \| 0.8564 \| 0.9281 \| 0.8227 \| 0.8419 \| 0.4230 \| 0.8866 \| 0.8719 \| 0.6866 \| 0.8471 \| 0.6405 \| 0.7303 \| 0.3424 \| 0.7711 \| 0.6394 \| 0.6514 \| \| 0.5326 \| 13.24 \| 4900 \| 0.4863 \| 0.6743 \| 0.7865 \| 0.8652 \| 0.9269 \| 0.8421 \| 0.8430 \| 0.3841 \| 0.8891 \| 0.8457 \| 0.7745 \| 0.8501 \| 0.6429 \| 0.7319 \| 0.3322 \| 0.7743 \| 0.6831 \| 0.7059 \| \| 0.2514 \| 13.3 \| 4920 \| 0.4935 \| 0.6709 \| 0.7871 \| 0.8623 \| 0.9339 \| 0.8357 \| 0.8609 \| 0.3910 \| 0.8698 \| 0.8696 \| 0.7485 \| 0.8471 \| 0.6480 \| 0.7290 \| 0.3329 \| 0.7702 \| 0.6714 \| 0.6978 \| \| 0.3894 \| 13.35 \| 4940 \| 0.5009 \| 0.6659 \| 0.7906 \| 0.8593 \| 0.9267 \| 0.8664 \| 0.8495 \| 0.3956 \| 0.8620 \| 0.8768 \| 0.7573 \| 0.8434 \| 0.6276 \| 0.7292 \| 0.3260 \| 0.7636 \| 0.6668 \| 0.7048 \| \| 0.4839 \| 13.41 \| 4960 \| 0.4901 \| 0.6670 \| 0.7744 \| 0.8633 \| 0.9282 \| 0.7450 \| 0.8599 \| 0.3995 \| 0.8916 \| 0.8192 \| 0.7776 \| 0.8526 \| 0.6136 \| 0.7311 \| 0.3150 \| 0.7690 \| 0.6704 \| 0.7173 \| \| 0.2441 \| 13.46 \| 4980 \| 0.5106 \| 0.6709 \| 0.7896 \| 0.8628 \| 0.9379 \| 0.8019 \| 0.8483 \| 0.4314 \| 0.8572 \| 0.8752 \| 0.7757 \| 0.8502 \| 0.6320 \| 0.7327 \| 0.3386 \| 0.7717 \| 0.6580 \| 0.7129 \| \| 0.5473 \| 13.51 \| 5000 \| 0.5255 \| 0.6621 \| 0.7782 \| 0.8580 \| 0.9438 \| 0.8000 \| 0.8369 \| 0.4123 \| 0.8537 \| 0.8246 \| 0.7760 \| 0.8377 \| 0.6141 \| 0.7204 \| 0.3186 \| 0.7635 \| 0.6706 \| 0.7098 \| \| 0.1486 \| 13.57 \| 5020 \| 0.5195 \| 0.6662 \| 0.7827 \| 0.8599 \| 0.9242 \| 0.8125 \| 0.8350 \| 0.3937 \| 0.8710 \| 0.8547 \| 0.7875 \| 0.8411 \| 0.6260 \| 0.7198 \| 0.3243 \| 0.7654 \| 0.6701 \| 0.7165 \| \| 0.2186 \| 13.62 \| 5040 \| 0.4999 \| 0.6729 \| 0.7870 \| 0.8642 \| 0.9226 \| 0.8238 \| 0.8248 \| 0.4081 \| 0.8901 \| 0.8603 \| 0.7794 \| 0.8535 \| 0.6293 \| 0.7207 \| 0.3501 \| 0.7717 \| 0.6766 \| 0.7083 \| \| 0.5523 \| 13.68 \| 5060 \| 0.4972 \| 0.6716 \| 0.7834 \| 0.8621 \| 0.9364 \| 0.7830 \| 0.8347 \| 0.4345 \| 0.8711 \| 0.8521 \| 0.7719 \| 0.8469 \| 0.6391 \| 0.7225 \| 0.3558 \| 0.7737 \| 0.6702 \| 0.6927 \| \| 0.3129 \| 13.73 \| 5080 \| 0.5006 \| 0.6754 \| 0.7911 \| 0.8640 \| 0.9256 \| 0.8120 \| 0.8491 \| 0.4344 \| 0.8778 \| 0.8622 \| 0.7767 \| 0.8516 \| 0.6405 \| 0.7243 \| 0.3645 \| 0.7737 \| 0.6711 \| 0.7023 \| \| 1.1368 \| 13.78 \| 5100 \| 0.4848 \| 0.6775 \| 0.7909 \| 0.8666 \| 0.9317 \| 0.8042 \| 0.8594 \| 0.4132 \| 0.8729 \| 0.8673 \| 0.7878 \| 0.8526 \| 0.6345 \| 0.7259 \| 0.3470 \| 0.7741 \| 0.6848 \| 0.7237 \| \| 0.4972 \| 13.84 \| 5120 \| 0.4955 \| 0.6762 \| 0.7907 \| 0.8650 \| 0.9312 \| 0.8042 \| 0.8393 \| 0.4242 \| 0.8667 \| 0.8641 \| 0.8047 \| 0.8506 \| 0.6356 \| 0.7240 \| 0.3519 \| 0.7720 \| 0.6832 \| 0.7160 \| \| 0.2806 \| 13.89 \| 5140 \| 0.4865 \| 0.6790 \| 0.7891 \| 0.8661 \| 0.9345 \| 0.8125 \| 0.8296 \| 0.4257 \| 0.8805 \| 0.8656 \| 0.7756 \| 0.8500 \| 0.6440 \| 0.7236 \| 0.3526 \| 0.7723 \| 0.6952 \| 0.7154 \| \| 0.2612 \| 13.95 \| 5160 \| 0.4950 \| 0.6812 \| 0.7990 \| 0.8665 \| 0.9214 \| 0.8179 \| 0.8357 \| 0.4575 \| 0.8766 \| 0.8844 \| 0.7997 \| 0.8528 \| 0.6312 \| 0.7298 \| 0.3690 \| 0.7719 \| 0.6899 \| 0.7238 \| \| 0.2957 \| 14.0 \| 5180 \| 0.5090 \| 0.6800 \| 0.7929 \| 0.8664 \| 0.9351 \| 0.8069 \| 0.8468 \| 0.4483 \| 0.8734 \| 0.8575 \| 0.7822 \| 0.8471 \| 0.6272 \| 0.7311 \| 0.3675 \| 0.7755 \| 0.6947 \| 0.7166 \| \| 0.1289 \| 14.05 \| 5200 \| 0.5218 \| 0.6751 \| 0.7966 \| 0.8628 \| 0.9211 \| 0.8475 \| 0.8457 \| 0.4619 \| 0.8863 \| 0.8768 \| 0.7373 \| 0.8431 \| 0.6333 \| 0.7286 \| 0.3674 \| 0.7769 \| 0.6771 \| 0.6995 \| \| 2.1114 \| 14.11 \| 5220 \| 0.5168 \| 0.6746 \| 0.8010 \| 0.8623 \| 0.9081 \| 0.8350 \| 0.8713 \| 0.4562 \| 0.8718 \| 0.8709 \| 0.7936 \| 0.8467 \| 0.6255 \| 0.7192 \| 0.3640 \| 0.7700 \| 0.6874 \| 0.7094 \| \| 0.2717 \| 14.16 \| 5240 \| 0.5292 \| 0.6714 \| 0.7891 \| 0.8624 \| 0.9252 \| 0.8115 \| 0.8675 \| 0.4141 \| 0.8713 \| 0.8636 \| 0.7701 \| 0.8451 \| 0.6335 \| 0.7217 \| 0.3411 \| 0.7728 \| 0.6879 \| 0.6981 \| \| 0.3883 \| 14.22 \| 5260 \| 0.5264 \| 0.6706 \| 0.7862 \| 0.8622 \| 0.9271 \| 0.8114 \| 0.8587 \| 0.3985 \| 0.8694 \| 0.8545 \| 0.7840 \| 0.8459 \| 0.6333 \| 0.7198 \| 0.3393 \| 0.7712 \| 0.6890 \| 0.6958 \| \| 0.1332 \| 14.27 \| 5280 \| 0.5285 \| 0.6681 \| 0.7870 \| 0.8603 \| 0.9204 \| 0.8360 \| 0.8476 \| 0.3851 \| 0.8751 \| 0.8891 \| 0.7555 \| 0.8489 \| 0.6390 \| 0.7189 \| 0.3416 \| 0.7641 \| 0.6699 \| 0.6944 \| \| 0.3121 \| 14.32 \| 5300 \| 0.5467 \| 0.6776 \| 0.7920 \| 0.8656 \| 0.9319 \| 0.8045 \| 0.8490 \| 0.4261 \| 0.8644 \| 0.8584 \| 0.8100 \| 0.8515 \| 0.6317 \| 0.7259 \| 0.3577 \| 0.7716 \| 0.6897 \| 0.7148 \| \| 0.3477 \| 14.38 \| 5320 \| 0.5295 \| 0.6760 \| 0.7842 \| 0.8655 \| 0.9295 \| 0.8077 \| 0.8372 \| 0.4016 \| 0.8879 \| 0.8395 \| 0.7860 \| 0.8510 \| 0.6352 \| 0.7274 \| 0.3495 \| 0.7723 \| 0.6888 \| 0.7076 \| \| 0.1593 \| 14.43 \| 5340 \| 0.4977 \| 0.6823 \| 0.7933 \| 0.8682 \| 0.9344 \| 0.8290 \| 0.8320 \| 0.4197 \| 0.8838 \| 0.8896 \| 0.7644 \| 0.8544 \| 0.6498 \| 0.7360 \| 0.3592 \| 0.7755 \| 0.6696 \| 0.7314 \| \| 0.3181 \| 14.49 \| 5360 \| 0.4896 \| 0.6837 \| 0.7973 \| 0.8692 \| 0.9398 \| 0.8331 \| 0.8755 \| 0.4149 \| 0.8664 \| 0.8754 \| 0.7762 \| 0.8511 \| 0.6519 \| 0.7369 \| 0.3492 \| 0.7798 \| 0.6870 \| 0.7297 \| \| 0.2664 \| 14.54 \| 5380 \| 0.4998 \| 0.6796 \| 0.7972 \| 0.8656 \| 0.9299 \| 0.8438 \| 0.8715 \| 0.4403 \| 0.8770 \| 0.8700 \| 0.7480 \| 0.8444 \| 0.6466 \| 0.7292 \| 0.3618 \| 0.7797 \| 0.6895 \| 0.7063 \| \| 0.207 \| 14.59 \| 5400 \| 0.5029 \| 0.6787 \| 0.7896 \| 0.8674 \| 0.9278 \| 0.8000 \| 0.8380 \| 0.4078 \| 0.8846 \| 0.8850 \| 0.7839 \| 0.8528 \| 0.6402 \| 0.7308 \| 0.3444 \| 0.7767 \| 0.6743 \| 0.7317 \| \| 0.2319 \| 14.65 \| 5420 \| 0.5305 \| 0.6727 \| 0.7816 \| 0.8655 \| 0.9299 \| 0.7777 \| 0.8264 \| 0.4076 \| 0.8890 \| 0.8526 \| 0.7880 \| 0.8474 \| 0.6143 \| 0.7290 \| 0.3372 \| 0.7791 \| 0.6874 \| 0.7142 \| \| 0.4921 \| 14.7 \| 5440 \| 0.5203 \| 0.6710 \| 0.7847 \| 0.8646 \| 0.9315 \| 0.7697 \| 0.8360 \| 0.4168 \| 0.8748 \| 0.8799 \| 0.7841 \| 0.8497 \| 0.6098 \| 0.7354 \| 0.3341 \| 0.7761 \| 0.6800 \| 0.7121 \| \| 0.3038 \| 14.76 \| 5460 \| 0.4807 \| 0.6783 \| 0.7881 \| 0.8685 \| 0.9280 \| 0.8140 \| 0.8348 \| 0.3998 \| 0.8942 \| 0.8582 \| 0.7875 \| 0.8586 \| 0.6327 \| 0.7431 \| 0.3385 \| 0.7768 \| 0.6791 \| 0.7193 \| \| 0.3345 \| 14.81 \| 5480 \| 0.5134 \| 0.6740 \| 0.7889 \| 0.8648 \| 0.9249 \| 0.8266 \| 0.8209 \| 0.4041 \| 0.8822 \| 0.8734 \| 0.7904 \| 0.8541 \| 0.6356 \| 0.7297 \| 0.3416 \| 0.7724 \| 0.6751 \| 0.7093 \| \| 0.2955 \| 14.86 \| 5500 \| 0.4883 \| 0.6779 \| 0.7900 \| 0.8680 \| 0.9395 \| 0.8132 \| 0.8422 \| 0.4169 \| 0.8772 \| 0.8587 \| 0.7820 \| 0.8555 \| 0.6349 \| 0.7330 \| 0.3268 \| 0.7752 \| 0.6859 \| 0.7338 \| \| 1.0757 \| 14.92 \| 5520 \| 0.4846 \| 0.6810 \| 0.7985 \| 0.8692 \| 0.9434 \| 0.8587 \| 0.8273 \| 0.4333 \| 0.8672 \| 0.8656 \| 0.7945 \| 0.8539 \| 0.6293 \| 0.7301 \| 0.3441 \| 0.7787 \| 0.6867 \| 0.7440 \| \| 0.3312 \| 14.97 \| 5540 \| 0.4857 \| 0.6724 \| 0.7861 \| 0.8642 \| 0.9313 \| 0.8113 \| 0.8457 \| 0.3913 \| 0.8753 \| 0.8795 \| 0.7683 \| 0.8494 \| 0.6431 \| 0.7286 \| 0.3286 \| 0.7742 \| 0.6727 \| 0.7099 \| \| 0.4682 \| 15.03 \| 5560 \| 0.5042 \| 0.6663 \| 0.7715 \| 0.8652 \| 0.9348 \| 0.7342 \| 0.8550 \| 0.3689 \| 0.8918 \| 0.8496 \| 0.7666 \| 0.8530 \| 0.6006 \| 0.7241 \| 0.3070 \| 0.7741 \| 0.6821 \| 0.7236 \| \| 0.3006 \| 15.08 \| 5580 \| 0.4855 \| 0.6706 \| 0.7894 \| 0.8655 \| 0.9319 \| 0.7705 \| 0.8250 \| 0.4516 \| 0.8788 \| 0.9007 \| 0.7675 \| 0.8554 \| 0.6000 \| 0.7302 \| 0.3311 \| 0.7800 \| 0.6684 \| 0.7292 \| \| 0.2306 \| 15.14 \| 5600 \| 0.4908 \| 0.6715 \| 0.7847 \| 0.8654 \| 0.9293 \| 0.8007 \| 0.8582 \| 0.4116 \| 0.8913 \| 0.8402 \| 0.7616 \| 0.8483 \| 0.6164 \| 0.7314 \| 0.3271 \| 0.7807 \| 0.6812 \| 0.7154 \| \| 0.3002 \| 15.19 \| 5620 \| 0.4985 \| 0.6742 \| 0.7889 \| 0.8645 \| 0.9162 \| 0.8279 \| 0.8530 \| 0.4063 \| 0.8931 \| 0.8420 \| 0.7840 \| 0.8460 \| 0.6346 \| 0.7274 \| 0.3419 \| 0.7774 \| 0.6814 \| 0.7109 \| \| 0.1737 \| 15.24 \| 5640 \| 0.4909 \| 0.6781 \| 0.7953 \| 0.8648 \| 0.9256 \| 0.8263 \| 0.8514 \| 0.4503 \| 0.8787 \| 0.8620 \| 0.7726 \| 0.8446 \| 0.6417 \| 0.7351 \| 0.3517 \| 0.7770 \| 0.6858 \| 0.7109 \| \| 0.4677 \| 15.3 \| 5660 \| 0.4998 \| 0.6785 \| 0.7928 \| 0.8653 \| 0.9249 \| 0.7964 \| 0.8667 \| 0.4439 \| 0.8779 \| 0.8599 \| 0.7800 \| 0.8443 \| 0.6366 \| 0.7375 \| 0.3548 \| 0.7782 \| 0.6893 \| 0.7089 \| \| 0.18 \| 15.35 \| 5680 \| 0.4993 \| 0.6834 \| 0.7929 \| 0.8688 \| 0.9293 \| 0.8141 \| 0.8446 \| 0.4348 \| 0.8940 \| 0.8692 \| 0.7643 \| 0.8533 \| 0.6466 \| 0.7362 \| 0.3624 \| 0.7788 \| 0.6836 \| 0.7228 \| \| 0.2046 \| 15.41 \| 5700 \| 0.5077 \| 0.6809 \| 0.7907 \| 0.8668 \| 0.9280 \| 0.8157 \| 0.8260 \| 0.4354 \| 0.8903 \| 0.8592 \| 0.7804 \| 0.8509 \| 0.6412 \| 0.7331 \| 0.3692 \| 0.7760 \| 0.6871 \| 0.7091 \| \| 0.3242 \| 15.46 \| 5720 \| 0.5112 \| 0.6802 \| 0.7967 \| 0.8665 \| 0.9270 \| 0.8207 \| 0.8405 \| 0.4317 \| 0.8703 \| 0.8902 \| 0.7967 \| 0.8542 \| 0.6380 \| 0.7406 \| 0.3624 \| 0.7729 \| 0.6773 \| 0.7159 \| \| 0.3739 \| 15.51 \| 5740 \| 0.5063 \| 0.6813 \| 0.7931 \| 0.8684 \| 0.9286 \| 0.8123 \| 0.8386 \| 0.4300 \| 0.8886 \| 0.8765 \| 0.7769 \| 0.8535 \| 0.6320 \| 0.7431 \| 0.3603 \| 0.7795 \| 0.6847 \| 0.7160 \| \| 0.2666 \| 15.57 \| 5760 \| 0.4717 \| 0.6864 \| 0.7994 \| 0.8710 \| 0.9265 \| 0.8450 \| 0.8283 \| 0.4613 \| 0.8958 \| 0.8273 \| 0.8116 \| 0.8542 \| 0.6258 \| 0.7363 \| 0.3765 \| 0.7835 \| 0.6854 \| 0.7433 \| \| 0.7799 \| 15.62 \| 5780 \| 0.4945 \| 0.6844 \| 0.7885 \| 0.8706 \| 0.9381 \| 0.7950 \| 0.8566 \| 0.4049 \| 0.8864 \| 0.8540 \| 0.7846 \| 0.8519 \| 0.6508 \| 0.7316 \| 0.3453 \| 0.7807 \| 0.6894 \| 0.7410 \| \| 0.1876 \| 15.68 \| 5800 \| 0.5152 \| 0.6771 \| 0.7853 \| 0.8665 \| 0.9328 \| 0.7844 \| 0.8687 \| 0.3990 \| 0.8833 \| 0.8695 \| 0.7596 \| 0.8478 \| 0.6443 \| 0.7298 \| 0.3451 \| 0.7802 \| 0.6746 \| 0.7177 \| \| 0.1649 \| 15.73 \| 5820 \| 0.5039 \| 0.6807 \| 0.7918 \| 0.8689 \| 0.9366 \| 0.7952 \| 0.8548 \| 0.4232 \| 0.8794 \| 0.8828 \| 0.7706 \| 0.8543 \| 0.6376 \| 0.7388 \| 0.3519 \| 0.7820 \| 0.6676 \| 0.7324 \| \| 0.1766 \| 15.78 \| 5840 \| 0.4911 \| 0.6838 \| 0.8026 \| 0.8680 \| 0.9355 \| 0.8092 \| 0.8322 \| 0.4831 \| 0.8594 \| 0.8927 \| 0.8063 \| 0.8525 \| 0.6296 \| 0.7336 \| 0.3748 \| 0.7749 \| 0.6685 \| 0.7526 \| \| 0.2473 \| 15.84 \| 5860 \| 0.5188 \| 0.6789 \| 0.7894 \| 0.8675 \| 0.9466 \| 0.8100 \| 0.8388 \| 0.4420 \| 0.8813 \| 0.8656 \| 0.7415 \| 0.8531 \| 0.6392 \| 0.7344 \| 0.3628 \| 0.7816 \| 0.6610 \| 0.7200 \| \| 0.289 \| 15.89 \| 5880 \| 0.5022 \| 0.6749 \| 0.7844 \| 0.8675 \| 0.9353 \| 0.7571 \| 0.8180 \| 0.4601 \| 0.8985 \| 0.8605 \| 0.7614 \| 0.8563 \| 0.6040 \| 0.7332 \| 0.3545 \| 0.7819 \| 0.6636 \| 0.7311 \| \| 0.5168 \| 15.95 \| 5900 \| 0.5095 \| 0.6770 \| 0.7964 \| 0.8659 \| 0.9219 \| 0.8194 \| 0.8637 \| 0.4406 \| 0.8834 \| 0.8862 \| 0.7593 \| 0.8551 \| 0.6415 \| 0.7352 \| 0.3583 \| 0.7803 \| 0.6479 \| 0.7209 \| \| 0.2442 \| 16.0 \| 5920 \| 0.4844 \| 0.6777 \| 0.7875 \| 0.8662 \| 0.9214 \| 0.7834 \| 0.8410 \| 0.4380 \| 0.8973 \| 0.8531 \| 0.7787 \| 0.8530 \| 0.6426 \| 0.7376 \| 0.3594 \| 0.7799 \| 0.6593 \| 0.7118 \| \| 0.149 \| 16.05 \| 5940 \| 0.4835 \| 0.6846 \| 0.7981 \| 0.8709 \| 0.9328 \| 0.7926 \| 0.8671 \| 0.4370 \| 0.8748 \| 0.8925 \| 0.7899 \| 0.8608 \| 0.6477 \| 0.7436 \| 0.3550 \| 0.7834 \| 0.6581 \| 0.7438 \| \| 0.4233 \| 16.11 \| 5960 \| 0.5287 \| 0.6761 \| 0.7899 \| 0.8666 \| 0.9340 \| 0.7707 \| 0.8678 \| 0.4285 \| 0.8752 \| 0.9000 \| 0.7533 \| 0.8594 \| 0.6358 \| 0.7414 \| 0.3471 \| 0.7767 \| 0.6480 \| 0.7239 \| \| 0.2474 \| 16.16 \| 5980 \| 0.4975 \| 0.6807 \| 0.7989 \| 0.8678 \| 0.9279 \| 0.8210 \| 0.8633 \| 0.4565 \| 0.8807 \| 0.8738 \| 0.7694 \| 0.8594 \| 0.6435 \| 0.7429 \| 0.3570 \| 0.7782 \| 0.6595 \| 0.7247 \| \| 0.9518 \| 16.22 \| 6000 \| 0.4897 \| 0.6827 \| 0.8002 \| 0.8687 \| 0.9317 \| 0.7875 \| 0.8792 \| 0.4526 \| 0.8642 \| 0.9030 \| 0.7834 \| 0.8582 \| 0.6419 \| 0.7417 \| 0.3634 \| 0.7796 \| 0.6595 \| 0.7350 \| \| 0.2513 \| 16.27 \| 6020 \| 0.4773 \| 0.6805 \| 0.7953 \| 0.8689 \| 0.9289 \| 0.7429 \| 0.8511 \| 0.4985 \| 0.8836 \| 0.8754 \| 0.7870 \| 0.8582 \| 0.5985 \| 0.7464 \| 0.3724 \| 0.7806 \| 0.6781 \| 0.7290 \| \| 0.1251 \| 16.32 \| 6040 \| 0.5102 \| 0.6733 \| 0.7894 \| 0.8649 \| 0.9319 \| 0.7316 \| 0.8592 \| 0.4897 \| 0.8732 \| 0.8606 \| 0.7793 \| 0.8550 \| 0.5949 \| 0.7385 \| 0.3618 \| 0.7740 \| 0.6789 \| 0.7101 \| \| 0.2096 \| 16.38 \| 6060 \| 0.5544 \| 0.6654 \| 0.7734 \| 0.8613 \| 0.9346 \| 0.7286 \| 0.8316 \| 0.4491 \| 0.8952 \| 0.8402 \| 0.7348 \| 0.8490 \| 0.5997 \| 0.7362 \| 0.3508 \| 0.7744 \| 0.6675 \| 0.6800 \| \| 0.2968 \| 16.43 \| 6080 \| 0.5408 \| 0.6708 \| 0.7810 \| 0.8642 \| 0.9319 \| 0.7308 \| 0.8530 \| 0.4436 \| 0.8817 \| 0.8506 \| 0.7752 \| 0.8492 \| 0.6021 \| 0.7360 \| 0.3420 \| 0.7744 \| 0.6818 \| 0.7102 \| \| 0.1925 \| 16.49 \| 6100 \| 0.5234 \| 0.6751 \| 0.7802 \| 0.8655 \| 0.9362 \| 0.7851 \| 0.8293 \| 0.4033 \| 0.8891 \| 0.8507 \| 0.7680 \| 0.8455 \| 0.6390 \| 0.7345 \| 0.3436 \| 0.7800 \| 0.6783 \| 0.7048 \| \| 0.1512 \| 16.54 \| 6120 \| 0.5169 \| 0.6733 \| 0.7879 \| 0.8634 \| 0.9197 \| 0.8116 \| 0.8403 \| 0.4337 \| 0.8938 \| 0.8521 \| 0.7642 \| 0.8466 \| 0.6324 \| 0.7295 \| 0.3554 \| 0.7780 \| 0.6752 \| 0.6960 \| \| 1.0842 \| 16.59 \| 6140 \| 0.5388 \| 0.6687 \| 0.7816 \| 0.8619 \| 0.9273 \| 0.8104 \| 0.8460 \| 0.3814 \| 0.8826 \| 0.8725 \| 0.7509 \| 0.8460 \| 0.6449 \| 0.7241 \| 0.3350 \| 0.7759 \| 0.6668 \| 0.6880 \| \| 0.1614 \| 16.65 \| 6160 \| 0.5187 \| 0.6636 \| 0.7771 \| 0.8618 \| 0.9259 \| 0.7617 \| 0.8386 \| 0.4061 \| 0.8914 \| 0.8633 \| 0.7525 \| 0.8526 \| 0.6064 \| 0.7309 \| 0.3259 \| 0.7757 \| 0.6629 \| 0.6908 \| \| 0.1858 \| 16.7 \| 6180 \| 0.5286 \| 0.6650 \| 0.7822 \| 0.8611 \| 0.9313 \| 0.7921 \| 0.8496 \| 0.3952 \| 0.8735 \| 0.8957 \| 0.7382 \| 0.8523 \| 0.6241 \| 0.7337 \| 0.3299 \| 0.7718 \| 0.6543 \| 0.6887 \| \| 0.3468 \| 16.76 \| 6200 \| 0.5273 \| 0.6678 \| 0.7859 \| 0.8629 \| 0.9267 \| 0.7752 \| 0.8506 \| 0.4243 \| 0.8773 \| 0.8873 \| 0.7601 \| 0.8538 \| 0.6083 \| 0.7321 \| 0.3376 \| 0.7744 \| 0.6689 \| 0.6993 \| \| 0.354 \| 16.81 \| 6220 \| 0.5206 \| 0.6757 \| 0.7902 \| 0.8648 \| 0.9230 \| 0.8183 \| 0.8311 \| 0.4240 \| 0.8890 \| 0.8805 \| 0.7657 \| 0.8532 \| 0.6349 \| 0.7324 \| 0.3594 \| 0.7741 \| 0.6757 \| 0.7004 \| \| 2.8871 \| 16.86 \| 6240 \| 0.5194 \| 0.6730 \| 0.7803 \| 0.8664 \| 0.9292 \| 0.7858 \| 0.8634 \| 0.3612 \| 0.8870 \| 0.8517 \| 0.7838 \| 0.8505 \| 0.6421 \| 0.7243 \| 0.3101 \| 0.7781 \| 0.6912 \| 0.7150 \| \| 0.1432 \| 16.92 \| 6260 \| 0.5332 \| 0.6776 \| 0.7969 \| 0.8659 \| 0.9276 \| 0.8357 \| 0.8347 \| 0.4328 \| 0.8681 \| 0.8728 \| 0.8065 \| 0.8490 \| 0.6304 \| 0.7277 \| 0.3565 \| 0.7787 \| 0.6866 \| 0.7143 \| \| 0.4293 \| 16.97 \| 6280 \| 0.5359 \| 0.6743 \| 0.7911 \| 0.8640 \| 0.9263 \| 0.8173 \| 0.8417 \| 0.4337 \| 0.8768 \| 0.8573 \| 0.7848 \| 0.8464 \| 0.6288 \| 0.7288 \| 0.3619 \| 0.7803 \| 0.6743 \| 0.6995 \| \| 0.1615 \| 17.03 \| 6300 \| 0.5312 \| 0.6707 \| 0.7850 \| 0.8631 \| 0.9235 \| 0.8195 \| 0.8376 \| 0.3972 \| 0.8822 \| 0.8427 \| 0.7923 \| 0.8458 \| 0.6318 \| 0.7257 \| 0.3399 \| 0.7763 \| 0.6717 \| 0.7040 \| \| 0.3256 \| 17.08 \| 6320 \| 0.5576 \| 0.6765 \| 0.7988 \| 0.8649 \| 0.9241 \| 0.8049 \| 0.8456 \| 0.4676 \| 0.8607 \| 0.8651 \| 0.8239 \| 0.8499 \| 0.6193 \| 0.7269 \| 0.3615 \| 0.7758 \| 0.6810 \| 0.7214 \| \| 0.151 \| 17.14 \| 6340 \| 0.5276 \| 0.6770 \| 0.7981 \| 0.8653 \| 0.9209 \| 0.7924 \| 0.8636 \| 0.4883 \| 0.8718 \| 0.8319 \| 0.8178 \| 0.8506 \| 0.6124 \| 0.7279 \| 0.3667 \| 0.7769 \| 0.6822 \| 0.7221 \| \| 0.2787 \| 17.19 \| 6360 \| 0.5150 \| 0.6654 \| 0.7880 \| 0.8606 \| 0.9278 \| 0.7669 \| 0.8693 \| 0.4623 \| 0.8675 \| 0.8649 \| 0.7572 \| 0.8474 \| 0.6019 \| 0.7234 \| 0.3441 \| 0.7750 \| 0.6662 \| 0.7002 \| \| 0.6129 \| 17.24 \| 6380 \| 0.5554 \| 0.6559 \| 0.7707 \| 0.8571 \| 0.9284 \| 0.7225 \| 0.8456 \| 0.4307 \| 0.8853 \| 0.8551 \| 0.7277 \| 0.8464 \| 0.5879 \| 0.7259 \| 0.3290 \| 0.7711 \| 0.6578 \| 0.6731 \| \| 0.3666 \| 17.3 \| 6400 \| 0.5100 \| 0.6695 \| 0.7746 \| 0.8655 \| 0.9290 \| 0.7164 \| 0.8563 \| 0.4180 \| 0.8972 \| 0.8196 \| 0.7855 \| 0.8501 \| 0.5937 \| 0.7323 \| 0.3277 \| 0.7774 \| 0.6819 \| 0.7233 \| \| 0.1233 \| 17.35 \| 6420 \| 0.4955 \| 0.6726 \| 0.7803 \| 0.8662 \| 0.9277 \| 0.7551 \| 0.8202 \| 0.4411 \| 0.9018 \| 0.8264 \| 0.7897 \| 0.8524 \| 0.5977 \| 0.7293 \| 0.3464 \| 0.7777 \| 0.6796 \| 0.7251 \| \| 0.7043 \| 17.41 \| 6440 \| 0.5055 \| 0.6735 \| 0.7901 \| 0.8654 \| 0.9249 \| 0.8187 \| 0.8239 \| 0.4528 \| 0.8974 \| 0.8461 \| 0.7670 \| 0.8505 \| 0.6076 \| 0.7329 \| 0.3561 \| 0.7815 \| 0.6724 \| 0.7138 \| \| 0.3247 \| 17.46 \| 6460 \| 0.4886 \| 0.6842 \| 0.7946 \| 0.8707 \| 0.9325 \| 0.8308 \| 0.8628 \| 0.4370 \| 0.9001 \| 0.8430 \| 0.7561 \| 0.8576 \| 0.6502 \| 0.7371 \| 0.3639 \| 0.7875 \| 0.6680 \| 0.7249 \| \| 0.1201 \| 17.51 \| 6480 \| 0.4806 \| 0.6831 \| 0.8002 \| 0.8685 \| 0.9306 \| 0.8270 \| 0.8591 \| 0.4705 \| 0.8839 \| 0.8699 \| 0.7606 \| 0.8563 \| 0.6460 \| 0.7360 \| 0.3745 \| 0.7843 \| 0.6700 \| 0.7144 \| \| 0.2859 \| 17.57 \| 6500 \| 0.4819 \| 0.6807 \| 0.7987 \| 0.8674 \| 0.9277 \| 0.8291 \| 0.8295 \| 0.4689 \| 0.8842 \| 0.8757 \| 0.7762 \| 0.8552 \| 0.6415 \| 0.7294 \| 0.3689 \| 0.7825 \| 0.6706 \| 0.7170 \| \| 0.85 \| 17.62 \| 6520 \| 0.4951 \| 0.6789 \| 0.8020 \| 0.8657 \| 0.9229 \| 0.8269 \| 0.8442 \| 0.4726 \| 0.8671 \| 0.8716 \| 0.8085 \| 0.8543 \| 0.6410 \| 0.7275 \| 0.3625 \| 0.7776 \| 0.6692 \| 0.7199 \| \| 0.2891 \| 17.68 \| 6540 \| 0.5159 \| 0.6789 \| 0.8060 \| 0.8650 \| 0.9188 \| 0.8347 \| 0.8527 \| 0.4956 \| 0.8656 \| 0.8682 \| 0.8065 \| 0.8534 \| 0.6368 \| 0.7307 \| 0.3709 \| 0.7776 \| 0.6692 \| 0.7134 \| \| 0.2246 \| 17.73 \| 6560 \| 0.5151 \| 0.6783 \| 0.8033 \| 0.8641 \| 0.9213 \| 0.8281 \| 0.8562 \| 0.4880 \| 0.8647 \| 0.8718 \| 0.7927 \| 0.8524 \| 0.6389 \| 0.7344 \| 0.3734 \| 0.7744 \| 0.6724 \| 0.7019 \| \| 0.4184 \| 17.78 \| 6580 \| 0.5202 \| 0.6732 \| 0.7929 \| 0.8631 \| 0.9195 \| 0.8327 \| 0.8393 \| 0.4255 \| 0.8774 \| 0.8691 \| 0.7870 \| 0.8506 \| 0.6369 \| 0.7364 \| 0.3448 \| 0.7731 \| 0.6737 \| 0.6971 \| \| 0.2739 \| 17.84 \| 6600 \| 0.5558 \| 0.6730 \| 0.7846 \| 0.8647 \| 0.9285 \| 0.7919 \| 0.8604 \| 0.3761 \| 0.8708 \| 0.8686 \| 0.7960 \| 0.8504 \| 0.6414 \| 0.7323 \| 0.3235 \| 0.7723 \| 0.6851 \| 0.7062 \| \| 0.4198 \| 17.89 \| 6620 \| 0.5310 \| 0.6773 \| 0.7942 \| 0.8651 \| 0.9198 \| 0.8075 \| 0.8715 \| 0.4232 \| 0.8751 \| 0.8768 \| 0.7859 \| 0.8531 \| 0.6374 \| 0.7361 \| 0.3571 \| 0.7720 \| 0.6824 \| 0.7031 \| \| 0.3448 \| 17.95 \| 6640 \| 0.5310 \| 0.6794 \| 0.7970 \| 0.8665 \| 0.9171 \| 0.8254 \| 0.8586 \| 0.4184 \| 0.8792 \| 0.8831 \| 0.7970 \| 0.8548 \| 0.6355 \| 0.7338 \| 0.3593 \| 0.7738 \| 0.6861 \| 0.7122 \| \| 0.3218 \| 18.0 \| 6660 \| 0.5516 \| 0.6786 \| 0.7982 \| 0.8655 \| 0.9237 \| 0.8256 \| 0.8563 \| 0.4483 \| 0.8752 \| 0.8841 \| 0.7742 \| 0.8532 \| 0.6365 \| 0.7345 \| 0.3675 \| 0.7756 \| 0.6774 \| 0.7056 \| \| 0.2151 \| 18.05 \| 6680 \| 0.5252 \| 0.6805 \| 0.7886 \| 0.8680 \| 0.9241 \| 0.8029 \| 0.8558 \| 0.4180 \| 0.8976 \| 0.8386 \| 0.7830 \| 0.8533 \| 0.6378 \| 0.7335 \| 0.3566 \| 0.7785 \| 0.6948 \| 0.7092 \| \| 0.2831 \| 18.11 \| 6700 \| 0.5185 \| 0.6814 \| 0.7989 \| 0.8675 \| 0.9255 \| 0.8418 \| 0.8253 \| 0.4590 \| 0.8880 \| 0.8788 \| 0.7741 \| 0.8574 \| 0.6273 \| 0.7285 \| 0.3793 \| 0.7750 \| 0.6817 \| 0.7205 \| \| 0.6765 \| 18.16 \| 6720 \| 0.5246 \| 0.6745 \| 0.7953 \| 0.8635 \| 0.9275 \| 0.8244 \| 0.8627 \| 0.4352 \| 0.8681 \| 0.8915 \| 0.7576 \| 0.8551 \| 0.6368 \| 0.7318 \| 0.3662 \| 0.7712 \| 0.6627 \| 0.6978 \| \| 0.2592 \| 18.22 \| 6740 \| 0.5048 \| 0.6786 \| 0.7895 \| 0.8672 \| 0.9331 \| 0.7973 \| 0.8677 \| 0.4404 \| 0.8898 \| 0.8431 \| 0.7551 \| 0.8583 \| 0.6392 \| 0.7339 \| 0.3650 \| 0.7779 \| 0.6711 \| 0.7048 \| \| 0.3397 \| 18.27 \| 6760 \| 0.5005 \| 0.6778 \| 0.7915 \| 0.8671 \| 0.9272 \| 0.8123 \| 0.8553 \| 0.4511 \| 0.8990 \| 0.8458 \| 0.7498 \| 0.8623 \| 0.6305 \| 0.7407 \| 0.3699 \| 0.7777 \| 0.6635 \| 0.6998 \| \| 0.276 \| 18.32 \| 6780 \| 0.4965 \| 0.6826 \| 0.7984 \| 0.8687 \| 0.9293 \| 0.8315 \| 0.8583 \| 0.4615 \| 0.8894 \| 0.8546 \| 0.7642 \| 0.8614 \| 0.6394 \| 0.7373 \| 0.3841 \| 0.7811 \| 0.6663 \| 0.7089 \| \| 0.5233 \| 18.38 \| 6800 \| 0.5128 \| 0.6863 \| 0.8032 \| 0.8685 \| 0.9314 \| 0.8102 \| 0.8510 \| 0.4930 \| 0.8696 \| 0.8704 \| 0.7969 \| 0.8544 \| 0.6358 \| 0.7349 \| 0.3946 \| 0.7783 \| 0.6904 \| 0.7159 \| \| 0.2686 \| 18.43 \| 6820 \| 0.5189 \| 0.6843 \| 0.8053 \| 0.8683 \| 0.9253 \| 0.8375 \| 0.8458 \| 0.4728 \| 0.8706 \| 0.8831 \| 0.8023 \| 0.8571 \| 0.6341 \| 0.7365 \| 0.3860 \| 0.7791 \| 0.6814 \| 0.7158 \| \| 0.2907 \| 18.49 \| 6840 \| 0.5356 \| 0.6794 \| 0.7971 \| 0.8664 \| 0.9303 \| 0.8305 \| 0.8627 \| 0.4554 \| 0.8832 \| 0.8779 \| 0.7402 \| 0.8583 \| 0.6444 \| 0.7405 \| 0.3809 \| 0.7801 \| 0.6560 \| 0.6955 \| \| 0.511 \| 18.54 \| 6860 \| 0.5090 \| 0.6836 \| 0.7989 \| 0.8695 \| 0.9279 \| 0.8181 \| 0.8743 \| 0.4708 \| 0.8947 \| 0.8545 \| 0.7522 \| 0.8626 \| 0.6412 \| 0.7371 \| 0.3795 \| 0.7818 \| 0.6654 \| 0.7180 \| \| 0.2285 \| 18.59 \| 6880 \| 0.5030 \| 0.6816 \| 0.7943 \| 0.8681 \| 0.9400 \| 0.8199 \| 0.8509 \| 0.4595 \| 0.8834 \| 0.8544 \| 0.7521 \| 0.8595 \| 0.6491 \| 0.7376 \| 0.3711 \| 0.7786 \| 0.6627 \| 0.7125 \| \| 0.3124 \| 18.65 \| 6900 \| 0.5115 \| 0.6826 \| 0.8004 \| 0.8679 \| 0.9301 \| 0.8306 \| 0.8591 \| 0.4934 \| 0.8910 \| 0.8521 \| 0.7467 \| 0.8623 \| 0.6393 \| 0.7413 \| 0.3870 \| 0.7780 \| 0.6632 \| 0.7073 \| \| 0.1733 \| 18.7 \| 6920 \| 0.4880 \| 0.6831 \| 0.8010 \| 0.8680 \| 0.9311 \| 0.8239 \| 0.8513 \| 0.4843 \| 0.8797 \| 0.8642 \| 0.7725 \| 0.8620 \| 0.6415 \| 0.7393 \| 0.3856 \| 0.7775 \| 0.6665 \| 0.7096 \| \| 0.2267 \| 18.76 \| 6940 \| 0.5028 \| 0.6811 \| 0.8005 \| 0.8682 \| 0.9295 \| 0.8470 \| 0.8558 \| 0.4682 \| 0.8901 \| 0.8658 \| 0.7473 \| 0.8633 \| 0.6316 \| 0.7438 \| 0.3772 \| 0.7789 \| 0.6638 \| 0.7091 \| \| 0.307 \| 18.81 \| 6960 \| 0.5258 \| 0.6781 \| 0.7975 \| 0.8652 \| 0.9294 \| 0.8300 \| 0.8467 \| 0.4764 \| 0.8834 \| 0.8748 \| 0.7422 \| 0.8596 \| 0.6395 \| 0.7458 \| 0.3798 \| 0.7754 \| 0.6530 \| 0.6935 \| \| 0.187 \| 18.86 \| 6980 \| 0.5359 \| 0.6722 \| 0.7894 \| 0.8642 \| 0.9333 \| 0.7634 \| 0.8475 \| 0.5009 \| 0.8879 \| 0.8576 \| 0.7353 \| 0.8598 \| 0.5980 \| 0.7494 \| 0.3770 \| 0.7753 \| 0.6578 \| 0.6880 \| \| 0.2678 \| 18.92 \| 7000 \| 0.5277 \| 0.6793 \| 0.7931 \| 0.8664 \| 0.9326 \| 0.7522 \| 0.8773 \| 0.5069 \| 0.8829 \| 0.8433 \| 0.7565 \| 0.8573 \| 0.6145 \| 0.7548 \| 0.3915 \| 0.7779 \| 0.6649 \| 0.6941 \| \| 0.2436 \| 18.97 \| 7020 \| 0.5311 \| 0.6837 \| 0.8020 \| 0.8661 \| 0.9304 \| 0.7861 \| 0.8661 \| 0.5132 \| 0.8670 \| 0.8816 \| 0.7698 \| 0.8566 \| 0.6426 \| 0.7544 \| 0.4019 \| 0.7765 \| 0.6635 \| 0.6905 \| \| 0.2466 \| 19.03 \| 7040 \| 0.5334 \| 0.6766 \| 0.7972 \| 0.8630 \| 0.9244 \| 0.8066 \| 0.8763 \| 0.4638 \| 0.8672 \| 0.8852 \| 0.7567 \| 0.8567 \| 0.6462 \| 0.7455 \| 0.3825 \| 0.7711 \| 0.6551 \| 0.6793 \| \| 0.2922 \| 19.08 \| 7060 \| 0.5254 \| 0.6785 \| 0.7952 \| 0.8648 \| 0.9341 \| 0.7850 \| 0.8670 \| 0.4755 \| 0.8681 \| 0.8837 \| 0.7529 \| 0.8595 \| 0.6417 \| 0.7414 \| 0.3854 \| 0.7719 \| 0.6543 \| 0.6950 \| \| 0.2851 \| 19.14 \| 7080 \| 0.5448 \| 0.6698 \| 0.7885 \| 0.8618 \| 0.9261 \| 0.7548 \| 0.8677 \| 0.5010 \| 0.8877 \| 0.8572 \| 0.7248 \| 0.8568 \| 0.6070 \| 0.7449 \| 0.3773 \| 0.7730 \| 0.6546 \| 0.6752 \| \| 0.3811 \| 19.19 \| 7100 \| 0.5472 \| 0.6695 \| 0.7851 \| 0.8621 \| 0.9216 \| 0.7501 \| 0.8634 \| 0.4780 \| 0.8930 \| 0.8448 \| 0.7452 \| 0.8550 \| 0.6090 \| 0.7412 \| 0.3704 \| 0.7752 \| 0.6557 \| 0.6797 \| \| 0.2044 \| 19.24 \| 7120 \| 0.5571 \| 0.6715 \| 0.7910 \| 0.8615 \| 0.9348 \| 0.8034 \| 0.8669 \| 0.4702 \| 0.8699 \| 0.8574 \| 0.7340 \| 0.8544 \| 0.6283 \| 0.7410 \| 0.3800 \| 0.7718 \| 0.6573 \| 0.6680 \| \| 0.337 \| 19.3 \| 7140 \| 0.5657 \| 0.6727 \| 0.7933 \| 0.8621 \| 0.9304 \| 0.8151 \| 0.8696 \| 0.4737 \| 0.8761 \| 0.8550 \| 0.7328 \| 0.8556 \| 0.6258 \| 0.7406 \| 0.3878 \| 0.7736 \| 0.6547 \| 0.6706 \| \| 0.3188 \| 19.35 \| 7160 \| 0.5480 \| 0.6736 \| 0.7891 \| 0.8631 \| 0.9238 \| 0.7901 \| 0.8765 \| 0.4373 \| 0.8826 \| 0.8698 \| 0.7438 \| 0.8543 \| 0.6365 \| 0.7441 \| 0.3712 \| 0.7755 \| 0.6574 \| 0.6758 \| \| 0.1684 \| 19.41 \| 7180 \| 0.5362 \| 0.6718 \| 0.7808 \| 0.8638 \| 0.9288 \| 0.7782 \| 0.8464 \| 0.4226 \| 0.8991 \| 0.8584 \| 0.7323 \| 0.8537 \| 0.6330 \| 0.7388 \| 0.3572 \| 0.7769 \| 0.6589 \| 0.6844 \| \| 0.2568 \| 19.46 \| 7200 \| 0.5566 \| 0.6741 \| 0.7859 \| 0.8640 \| 0.9279 \| 0.7974 \| 0.8459 \| 0.4424 \| 0.8945 \| 0.8481 \| 0.7448 \| 0.8546 \| 0.6341 \| 0.7413 \| 0.3717 \| 0.7768 \| 0.6596 \| 0.6809 \| \| 0.2017 \| 19.51 \| 7220 \| 0.5375 \| 0.6725 \| 0.7928 \| 0.8617 \| 0.9348 \| 0.8162 \| 0.8171 \| 0.4739 \| 0.8657 \| 0.8791 \| 0.7631 \| 0.8510 \| 0.6289 \| 0.7299 \| 0.3826 \| 0.7745 \| 0.6566 \| 0.6842 \| \| 0.3478 \| 19.57 \| 7240 \| 0.5244 \| 0.6734 \| 0.7913 \| 0.8630 \| 0.9264 \| 0.7568 \| 0.8530 \| 0.5122 \| 0.8852 \| 0.8598 \| 0.7456 \| 0.8544 \| 0.6045 \| 0.7484 \| 0.3926 \| 0.7774 \| 0.6607 \| 0.6754 \| \| 0.4189 \| 19.62 \| 7260 \| 0.5379 \| 0.6772 \| 0.7929 \| 0.8641 \| 0.9304 \| 0.7891 \| 0.8547 \| 0.4839 \| 0.8795 \| 0.8598 \| 0.7525 \| 0.8533 \| 0.6293 \| 0.7462 \| 0.3926 \| 0.7777 \| 0.6636 \| 0.6774 \| \| 0.1435 \| 19.68 \| 7280 \| 0.5324 \| 0.6760 \| 0.7886 \| 0.8652 \| 0.9262 \| 0.7511 \| 0.8580 \| 0.4868 \| 0.8889 \| 0.8336 \| 0.7756 \| 0.8564 \| 0.6086 \| 0.7424 \| 0.3826 \| 0.7762 \| 0.6760 \| 0.6900 \| \| 0.3509 \| 19.73 \| 7300 \| 0.5434 \| 0.6787 \| 0.7927 \| 0.8655 \| 0.9238 \| 0.7719 \| 0.8767 \| 0.4682 \| 0.8793 \| 0.8413 \| 0.7878 \| 0.8562 \| 0.6221 \| 0.7375 \| 0.3817 \| 0.7725 \| 0.6854 \| 0.6953 \| \| 0.1724 \| 19.78 \| 7320 \| 0.5452 \| 0.6691 \| 0.7800 \| 0.8620 \| 0.9331 \| 0.7561 \| 0.8398 \| 0.4562 \| 0.8913 \| 0.8543 \| 0.7292 \| 0.8520 \| 0.6121 \| 0.7362 \| 0.3733 \| 0.7750 \| 0.6626 \| 0.6726 \| \| 1.9144 \| 19.84 \| 7340 \| 0.5713 \| 0.6730 \| 0.7866 \| 0.8628 \| 0.9362 \| 0.7796 \| 0.8558 \| 0.4640 \| 0.8827 \| 0.8719 \| 0.7163 \| 0.8528 \| 0.6390 \| 0.7352 \| 0.3774 \| 0.7772 \| 0.6500 \| 0.6793 \| \| 2.2308 \| 19.89 \| 7360 \| 0.5973 \| 0.6656 \| 0.7805 \| 0.8603 \| 0.9385 \| 0.7490 \| 0.8561 \| 0.4747 \| 0.8820 \| 0.8552 \| 0.7083 \| 0.8494 \| 0.6093 \| 0.7362 \| 0.3655 \| 0.7762 \| 0.6503 \| 0.6721 \| \| 0.2666 \| 19.95 \| 7380 \| 0.5695 \| 0.6628 \| 0.7856 \| 0.8576 \| 0.9229 \| 0.7530 \| 0.8463 \| 0.4889 \| 0.8732 \| 0.8741 \| 0.7408 \| 0.8489 \| 0.5991 \| 0.7358 \| 0.3695 \| 0.7717 \| 0.6487 \| 0.6660 \| \| 0.4097 \| 20.0 \| 7400 \| 0.5781 \| 0.6633 \| 0.7868 \| 0.8579 \| 0.9269 \| 0.7480 \| 0.8447 \| 0.5099 \| 0.8731 \| 0.8752 \| 0.7297 \| 0.8486 \| 0.5977 \| 0.7381 \| 0.3708 \| 0.7735 \| 0.6473 \| 0.6671 \| \| 0.2567 \| 20.05 \| 7420 \| 0.5523 \| 0.6683 \| 0.7907 \| 0.8606 \| 0.9261 \| 0.7528 \| 0.8684 \| 0.5051 \| 0.8702 \| 0.8558 \| 0.7565 \| 0.8495 \| 0.6057 \| 0.7356 \| 0.3699 \| 0.7763 \| 0.6607 \| 0.6805 \| \| 0.2002 \| 20.11 \| 7440 \| 0.5616 \| 0.6696 \| 0.7832 \| 0.8611 \| 0.9256 \| 0.7633 \| 0.8469 \| 0.4735 \| 0.8910 \| 0.8387 \| 0.7434 \| 0.8485 \| 0.6184 \| 0.7368 \| 0.3741 \| 0.7764 \| 0.6634 \| 0.6693 \| \| 0.2807 \| 20.16 \| 7460 \| 0.5567 \| 0.6695 \| 0.7860 \| 0.8619 \| 0.9205 \| 0.7429 \| 0.8393 \| 0.4759 \| 0.8828 \| 0.8626 \| 0.7781 \| 0.8515 \| 0.6024 \| 0.7346 \| 0.3666 \| 0.7743 \| 0.6691 \| 0.6881 \| \| 0.1497 \| 20.22 \| 7480 \| 0.5457 \| 0.6733 \| 0.7861 \| 0.8645 \| 0.9254 \| 0.7311 \| 0.8481 \| 0.4687 \| 0.8832 \| 0.8638 \| 0.7822 \| 0.8510 \| 0.6040 \| 0.7387 \| 0.3629 \| 0.7780 \| 0.6789 \| 0.6997 \| \| 0.1644 \| 20.27 \| 7500 \| 0.5432 \| 0.6769 \| 0.7881 \| 0.8659 \| 0.9245 \| 0.7421 \| 0.8503 \| 0.4678 \| 0.8846 \| 0.8500 \| 0.7976 \| 0.8505 \| 0.6100 \| 0.7347 \| 0.3684 \| 0.7780 \| 0.6871 \| 0.7100 \| \| 0.4763 \| 20.32 \| 7520 \| 0.5587 \| 0.6754 \| 0.7862 \| 0.8654 \| 0.9293 \| 0.7410 \| 0.8392 \| 0.4551 \| 0.8778 \| 0.8623 \| 0.7986 \| 0.8495 \| 0.6106 \| 0.7323 \| 0.3636 \| 0.7781 \| 0.6848 \| 0.7088 \| \| 0.2634 \| 20.38 \| 7540 \| 0.5551 \| 0.6737 \| 0.7856 \| 0.8650 \| 0.9207 \| 0.7427 \| 0.8635 \| 0.4470 \| 0.8886 \| 0.8495 \| 0.7871 \| 0.8495 \| 0.6027 \| 0.7339 \| 0.3573 \| 0.7776 \| 0.6898 \| 0.7055 \| \| 0.1473 \| 20.43 \| 7560 \| 0.5576 \| 0.6766 \| 0.7889 \| 0.8660 \| 0.9287 \| 0.7743 \| 0.8413 \| 0.4375 \| 0.8768 \| 0.8633 \| 0.8001 \| 0.8507 \| 0.6179 \| 0.7313 \| 0.3625 \| 0.7779 \| 0.6879 \| 0.7078 \| \| 0.2638 \| 20.49 \| 7580 \| 0.5454 \| 0.6812 \| 0.7913 \| 0.8674 \| 0.9351 \| 0.7689 \| 0.8607 \| 0.4440 \| 0.8698 \| 0.8677 \| 0.7931 \| 0.8506 \| 0.6343 \| 0.7352 \| 0.3730 \| 0.7800 \| 0.6864 \| 0.7088 \| \| 0.1232 \| 20.54 \| 7600 \| 0.5401 \| 0.6785 \| 0.7961 \| 0.8657 \| 0.9264 \| 0.8068 \| 0.8602 \| 0.4667 \| 0.8789 \| 0.8597 \| 0.7739 \| 0.8527 \| 0.6303 \| 0.7343 \| 0.3779 \| 0.7798 \| 0.6758 \| 0.6989 \| \| 0.1246 \| 20.59 \| 7620 \| 0.5461 \| 0.6756 \| 0.7903 \| 0.8647 \| 0.9375 \| 0.7832 \| 0.8359 \| 0.4673 \| 0.8727 \| 0.8705 \| 0.7653 \| 0.8506 \| 0.6245 \| 0.7347 \| 0.3669 \| 0.7774 \| 0.6747 \| 0.7005 \| \| 0.6392 \| 20.65 \| 7640 \| 0.5528 \| 0.6752 \| 0.7928 \| 0.8642 \| 0.9367 \| 0.8021 \| 0.8405 \| 0.4706 \| 0.8716 \| 0.8741 \| 0.7541 \| 0.8530 \| 0.6282 \| 0.7388 \| 0.3723 \| 0.7772 \| 0.6668 \| 0.6897 \| \| 1.7632 \| 20.7 \| 7660 \| 0.5513 \| 0.6701 \| 0.7884 \| 0.8615 \| 0.9396 \| 0.7580 \| 0.8374 \| 0.4983 \| 0.8685 \| 0.8830 \| 0.7341 \| 0.8517 \| 0.6139 \| 0.7413 \| 0.3739 \| 0.7754 \| 0.6578 \| 0.6770 \| \| 0.2853 \| 20.76 \| 7680 \| 0.5380 \| 0.6719 \| 0.7906 \| 0.8633 \| 0.9323 \| 0.7910 \| 0.8346 \| 0.4673 \| 0.8769 \| 0.8820 \| 0.7498 \| 0.8522 \| 0.6203 \| 0.7382 \| 0.3643 \| 0.7799 \| 0.6614 \| 0.6871 \| \| 1.0247 \| 20.81 \| 7700 \| 0.5586 \| 0.6690 \| 0.7875 \| 0.8621 \| 0.9252 \| 0.8175 \| 0.8317 \| 0.4320 \| 0.8884 \| 0.8797 \| 0.7378 \| 0.8522 \| 0.6269 \| 0.7310 \| 0.3572 \| 0.7791 \| 0.6585 \| 0.6780 \| \| 0.3639 \| 20.86 \| 7720 \| 0.5361 \| 0.6727 \| 0.7909 \| 0.8640 \| 0.9272 \| 0.8209 \| 0.8505 \| 0.4239 \| 0.8809 \| 0.8833 \| 0.7498 \| 0.8531 \| 0.6347 \| 0.7345 \| 0.3582 \| 0.7809 \| 0.6614 \| 0.6860 \| \| 0.3096 \| 20.92 \| 7740 \| 0.5385 \| 0.6741 \| 0.7953 \| 0.8645 \| 0.9254 \| 0.8413 \| 0.8328 \| 0.4470 \| 0.8828 \| 0.8763 \| 0.7616 \| 0.8539 \| 0.6304 \| 0.7345 \| 0.3626 \| 0.7820 \| 0.6622 \| 0.6928 \| \| 0.5695 \| 20.97 \| 7760 \| 0.5202 \| 0.6741 \| 0.7823 \| 0.8657 \| 0.9300 \| 0.8066 \| 0.8373 \| 0.4161 \| 0.9024 \| 0.8247 \| 0.7592 \| 0.8536 \| 0.6361 \| 0.7382 \| 0.3500 \| 0.7803 \| 0.6628 \| 0.6978 \| \| 0.4472 \| 21.03 \| 7780 \| 0.5408 \| 0.6714 \| 0.7812 \| 0.8639 \| 0.9404 \| 0.7837 \| 0.8517 \| 0.4329 \| 0.8818 \| 0.8166 \| 0.7609 \| 0.8478 \| 0.6278 \| 0.7371 \| 0.3502 \| 0.7801 \| 0.6617 \| 0.6950 \| \| 0.2762 \| 21.08 \| 7800 \| 0.5450 \| 0.6753 \| 0.7903 \| 0.8644 \| 0.9293 \| 0.7843 \| 0.8543 \| 0.4647 \| 0.8818 \| 0.8578 \| 0.7599 \| 0.8532 \| 0.6342 \| 0.7370 \| 0.3659 \| 0.7786 \| 0.6680 \| 0.6900 \| \| 0.2919 \| 21.14 \| 7820 \| 0.5823 \| 0.6745 \| 0.7916 \| 0.8637 \| 0.9264 \| 0.7987 \| 0.8634 \| 0.4816 \| 0.8905 \| 0.8437 \| 0.7369 \| 0.8557 \| 0.6340 \| 0.7368 \| 0.3768 \| 0.7777 \| 0.6642 \| 0.6767 \| \| 0.1599 \| 21.19 \| 7840 \| 0.5397 \| 0.6800 \| 0.7975 \| 0.8661 \| 0.9309 \| 0.7898 \| 0.8740 \| 0.4889 \| 0.8725 \| 0.8521 \| 0.7739 \| 0.8560 \| 0.6395 \| 0.7337 \| 0.3786 \| 0.7787 \| 0.6772 \| 0.6964 \| \| 0.253 \| 21.24 \| 7860 \| 0.5282 \| 0.6798 \| 0.7967 \| 0.8660 \| 0.9284 \| 0.7940 \| 0.8653 \| 0.4938 \| 0.8840 \| 0.8577 \| 0.7534 \| 0.8571 \| 0.6417 \| 0.7384 \| 0.3821 \| 0.7802 \| 0.6697 \| 0.6894 \| \| 0.0915 \| 21.3 \| 7880 \| 0.5516 \| 0.6781 \| 0.7933 \| 0.8649 \| 0.9220 \| 0.7936 \| 0.8697 \| 0.4776 \| 0.8921 \| 0.8474 \| 0.7508 \| 0.8548 \| 0.6430 \| 0.7365 \| 0.3820 \| 0.7794 \| 0.6676 \| 0.6833 \| \| 0.301 \| 21.35 \| 7900 \| 0.5582 \| 0.6754 \| 0.7997 \| 0.8620 \| 0.9207 \| 0.8100 \| 0.8543 \| 0.5104 \| 0.8765 \| 0.8802 \| 0.7456 \| 0.8541 \| 0.6405 \| 0.7353 \| 0.3891 \| 0.7755 \| 0.6584 \| 0.6745 \| \| 0.4519 \| 21.41 \| 7920 \| 0.5619 \| 0.6764 \| 0.7975 \| 0.8637 \| 0.9289 \| 0.8137 \| 0.8374 \| 0.5068 \| 0.8779 \| 0.8584 \| 0.7597 \| 0.8541 \| 0.6330 \| 0.7353 \| 0.3844 \| 0.7789 \| 0.6673 \| 0.6815 \| \| 0.2657 \| 21.46 \| 7940 \| 0.5608 \| 0.6741 \| 0.7839 \| 0.8637 \| 0.9325 \| 0.7527 \| 0.8559 \| 0.4717 \| 0.8917 \| 0.8513 \| 0.7317 \| 0.8525 \| 0.6321 \| 0.7394 \| 0.3778 \| 0.7797 \| 0.6643 \| 0.6727 \| \| 0.1903 \| 21.51 \| 7960 \| 0.5542 \| 0.6749 \| 0.7882 \| 0.8641 \| 0.9340 \| 0.7666 \| 0.8320 \| 0.4951 \| 0.8885 \| 0.8586 \| 0.7422 \| 0.8539 \| 0.6249 \| 0.7400 \| 0.3815 \| 0.7801 \| 0.6645 \| 0.6795 \| \| 0.2253 \| 21.57 \| 7980 \| 0.5599 \| 0.6739 \| 0.7874 \| 0.8638 \| 0.9338 \| 0.7631 \| 0.8466 \| 0.4863 \| 0.8872 \| 0.8604 \| 0.7346 \| 0.8532 \| 0.6221 \| 0.7438 \| 0.3776 \| 0.7797 \| 0.6645 \| 0.6766 \| \| 0.3034 \| 21.62 \| 8000 \| 0.5609 \| 0.6746 \| 0.7904 \| 0.8636 \| 0.9298 \| 0.7917 \| 0.8406 \| 0.4676 \| 0.8829 \| 0.8733 \| 0.7468 \| 0.8535 \| 0.6354 \| 0.7390 \| 0.3740 \| 0.7789 \| 0.6628 \| 0.6787 \| \| 0.2565 \| 21.68 \| 8020 \| 0.5416 \| 0.6797 \| 0.7952 \| 0.8664 \| 0.9332 \| 0.7962 \| 0.8432 \| 0.4772 \| 0.8771 \| 0.8677 \| 0.7718 \| 0.8534 \| 0.6328 \| 0.7389 \| 0.3736 \| 0.7799 \| 0.6794 \| 0.6999 \| \| 0.3258 \| 21.73 \| 8040 \| 0.5454 \| 0.6797 \| 0.7861 \| 0.8679 \| 0.9327 \| 0.7458 \| 0.8366 \| 0.4684 \| 0.8947 \| 0.8472 \| 0.7773 \| 0.8542 \| 0.6185 \| 0.7362 \| 0.3705 \| 0.7804 \| 0.6877 \| 0.7106 \| \| 0.6455 \| 21.78 \| 8060 \| 0.5492 \| 0.6802 \| 0.7929 \| 0.8669 \| 0.9323 \| 0.7892 \| 0.8576 \| 0.4754 \| 0.8877 \| 0.8541 \| 0.7539 \| 0.8542 \| 0.6333 \| 0.7384 \| 0.3770 \| 0.7803 \| 0.6804 \| 0.6976 \| \| 0.1277 \| 21.84 \| 8080 \| 0.5772 \| 0.6765 \| 0.7956 \| 0.8644 \| 0.9262 \| 0.7794 \| 0.8516 \| 0.4935 \| 0.8790 \| 0.8864 \| 0.7532 \| 0.8555 \| 0.6257 \| 0.7374 \| 0.3820 \| 0.7772 \| 0.6646 \| 0.6930 \| \| 0.247 \| 21.89 \| 8100 \| 0.5477 \| 0.6818 \| 0.8011 \| 0.8669 \| 0.9248 \| 0.8149 \| 0.8619 \| 0.4743 \| 0.8752 \| 0.8772 \| 0.7796 \| 0.8558 \| 0.6383 \| 0.7351 \| 0.3829 \| 0.7787 \| 0.6757 \| 0.7063 \| \| 0.3894 \| 21.95 \| 8120 \| 0.5328 \| 0.6812 \| 0.7974 \| 0.8668 \| 0.9277 \| 0.7967 \| 0.8662 \| 0.4736 \| 0.8798 \| 0.8727 \| 0.7649 \| 0.8562 \| 0.6393 \| 0.7383 \| 0.3836 \| 0.7797 \| 0.6726 \| 0.6986 \| \| 0.2153 \| 22.0 \| 8140 \| 0.5330 \| 0.6799 \| 0.7979 \| 0.8660 \| 0.9280 \| 0.7928 \| 0.8551 \| 0.4723 \| 0.8707 \| 0.8879 \| 0.7784 \| 0.8571 \| 0.6368 \| 0.7394 \| 0.3831 \| 0.7772 \| 0.6615 \| 0.7043 \| \| 0.2015 \| 22.05 \| 8160 \| 0.5312 \| 0.6781 \| 0.8005 \| 0.8646 \| 0.9267 \| 0.8101 \| 0.8466 \| 0.4925 \| 0.8691 \| 0.8849 \| 0.7733 \| 0.8559 \| 0.6354 \| 0.7396 \| 0.3812 \| 0.7766 \| 0.6610 \| 0.6970 \| \| 0.2168 \| 22.11 \| 8180 \| 0.5503 \| 0.6753 \| 0.7922 \| 0.8637 \| 0.9291 \| 0.7735 \| 0.8590 \| 0.4720 \| 0.8734 \| 0.8825 \| 0.7560 \| 0.8546 \| 0.6354 \| 0.7398 \| 0.3764 \| 0.7763 \| 0.6567 \| 0.6882 \| \| 0.4469 \| 22.16 \| 8200 \| 0.5526 \| 0.6742 \| 0.7972 \| 0.8630 \| 0.9269 \| 0.8248 \| 0.8543 \| 0.4744 \| 0.8733 \| 0.8763 \| 0.7502 \| 0.8546 \| 0.6352 \| 0.7413 \| 0.3739 \| 0.7768 \| 0.6545 \| 0.6829 \| \| 0.3353 \| 22.22 \| 8220 \| 0.5531 \| 0.6742 \| 0.7936 \| 0.8631 \| 0.9229 \| 0.8009 \| 0.8492 \| 0.4790 \| 0.8853 \| 0.8722 \| 0.7460 \| 0.8538 \| 0.6325 \| 0.7421 \| 0.3774 \| 0.7785 \| 0.6558 \| 0.6794 \| \| 0.2552 \| 22.27 \| 8240 \| 0.5338 \| 0.6758 \| 0.7939 \| 0.8647 \| 0.9239 \| 0.8105 \| 0.8462 \| 0.4679 \| 0.8874 \| 0.8620 \| 0.7596 \| 0.8566 \| 0.6329 \| 0.7396 \| 0.3759 \| 0.7795 \| 0.6578 \| 0.6884 \| \| 0.1856 \| 22.32 \| 8260 \| 0.5686 \| 0.6724 \| 0.7918 \| 0.8622 \| 0.9309 \| 0.8019 \| 0.8484 \| 0.4726 \| 0.8775 \| 0.8814 \| 0.7302 \| 0.8546 \| 0.6347 \| 0.7370 \| 0.3787 \| 0.7769 \| 0.6523 \| 0.6728 \| \| 0.6238 \| 22.38 \| 8280 \| 0.5681 \| 0.6689 \| 0.7898 \| 0.8609 \| 0.9231 \| 0.7965 \| 0.8589 \| 0.4665 \| 0.8857 \| 0.8780 \| 0.7197 \| 0.8549 \| 0.6254 \| 0.7344 \| 0.3760 \| 0.7761 \| 0.6488 \| 0.6669 \| \| 0.2235 \| 22.43 \| 8300 \| 0.5510 \| 0.6703 \| 0.7850 \| 0.8636 \| 0.9318 \| 0.7475 \| 0.8484 \| 0.4702 \| 0.8848 \| 0.8658 \| 0.7466 \| 0.8565 \| 0.6071 \| 0.7364 \| 0.3699 \| 0.7793 \| 0.6593 \| 0.6835 \| \| 0.178 \| 22.49 \| 8320 \| 0.5297 \| 0.6747 \| 0.7860 \| 0.8657 \| 0.9328 \| 0.7687 \| 0.8615 \| 0.4653 \| 0.8903 \| 0.8184 \| 0.7653 \| 0.8567 \| 0.6149 \| 0.7379 \| 0.3721 \| 0.7785 \| 0.6657 \| 0.6971 \| \| 0.2142 \| 22.54 \| 8340 \| 0.5370 \| 0.6766 \| 0.7931 \| 0.8650 \| 0.9230 \| 0.7937 \| 0.8393 \| 0.4900 \| 0.8953 \| 0.8528 \| 0.7573 \| 0.8569 \| 0.6243 \| 0.7405 \| 0.3810 \| 0.7787 \| 0.6628 \| 0.6918 \| \| 0.1722 \| 22.59 \| 8360 \| 0.5411 \| 0.6771 \| 0.7972 \| 0.8652 \| 0.9300 \| 0.8198 \| 0.8452 \| 0.4812 \| 0.8786 \| 0.8652 \| 0.7602 \| 0.8560 \| 0.6305 \| 0.7395 \| 0.3790 \| 0.7798 \| 0.6626 \| 0.6923 \| \| 0.3379 \| 22.65 \| 8380 \| 0.5338 \| 0.6761 \| 0.7974 \| 0.8644 \| 0.9280 \| 0.8223 \| 0.8480 \| 0.4820 \| 0.8800 \| 0.8725 \| 0.7487 \| 0.8564 \| 0.6327 \| 0.7424 \| 0.3781 \| 0.7789 \| 0.6580 \| 0.6865 \| \| 0.234 \| 22.7 \| 8400 \| 0.5411 \| 0.6774 \| 0.7940 \| 0.8654 \| 0.9359 \| 0.8061 \| 0.8398 \| 0.4775 \| 0.8771 \| 0.8633 \| 0.7587 \| 0.8529 \| 0.6325 \| 0.7401 \| 0.3769 \| 0.7819 \| 0.6651 \| 0.6922 \| \| 0.1014 \| 22.76 \| 8420 \| 0.5276 \| 0.6796 \| 0.7998 \| 0.8662 \| 0.9280 \| 0.8193 \| 0.8424 \| 0.4855 \| 0.8786 \| 0.8773 \| 0.7675 \| 0.8563 \| 0.6379 \| 0.7423 \| 0.3790 \| 0.7823 \| 0.6619 \| 0.6976 \| \| 2.0377 \| 22.81 \| 8440 \| 0.5346 \| 0.6794 \| 0.7987 \| 0.8656 \| 0.9341 \| 0.8144 \| 0.8554 \| 0.4889 \| 0.8708 \| 0.8618 \| 0.7654 \| 0.8531 \| 0.6388 \| 0.7410 \| 0.3797 \| 0.7812 \| 0.6687 \| 0.6932 \| \| 0.1084 \| 22.86 \| 8460 \| 0.5164 \| 0.6816 \| 0.8018 \| 0.8670 \| 0.9296 \| 0.8217 \| 0.8593 \| 0.4786 \| 0.8694 \| 0.8676 \| 0.7863 \| 0.8564 \| 0.6392 \| 0.7391 \| 0.3804 \| 0.7805 \| 0.6716 \| 0.7036 \| \| 0.5124 \| 22.92 \| 8480 \| 0.5087 \| 0.6839 \| 0.7976 \| 0.8681 \| 0.9290 \| 0.8007 \| 0.8598 \| 0.4861 \| 0.8864 \| 0.8476 \| 0.7741 \| 0.8558 \| 0.6421 \| 0.7424 \| 0.3888 \| 0.7830 \| 0.6742 \| 0.7012 \| \| 0.3523 \| 22.97 \| 8500 \| 0.5250 \| 0.6822 \| 0.7997 \| 0.8674 \| 0.9294 \| 0.8249 \| 0.8418 \| 0.4816 \| 0.8824 \| 0.8658 \| 0.7718 \| 0.8558 \| 0.6398 \| 0.7406 \| 0.3856 \| 0.7833 \| 0.6699 \| 0.7001 \| \| 1.9236 \| 23.03 \| 8520 \| 0.5523 \| 0.6806 \| 0.7945 \| 0.8662 \| 0.9306 \| 0.8077 \| 0.8416 \| 0.4796 \| 0.8891 \| 0.8612 \| 0.7514 \| 0.8538 \| 0.6425 \| 0.7401 \| 0.3876 \| 0.7820 \| 0.6676 \| 0.6904 \| \| 0.5167 \| 23.08 \| 8540 \| 0.5353 \| 0.6796 \| 0.7950 \| 0.8659 \| 0.9295 \| 0.8207 \| 0.8316 \| 0.4707 \| 0.8868 \| 0.8641 \| 0.7614 \| 0.8535 \| 0.6396 \| 0.7350 \| 0.3856 \| 0.7813 \| 0.6674 \| 0.6948 \| \| 0.264 \| 23.14 \| 8560 \| 0.5335 \| 0.6776 \| 0.7923 \| 0.8640 \| 0.9251 \| 0.7984 \| 0.8386 \| 0.4799 \| 0.8911 \| 0.8700 \| 0.7431 \| 0.8533 \| 0.6427 \| 0.7368 \| 0.3883 \| 0.7777 \| 0.6606 \| 0.6837 \| \| 0.2344 \| 23.19 \| 8580 \| 0.5304 \| 0.6826 \| 0.8002 \| 0.8669 \| 0.9323 \| 0.8061 \| 0.8546 \| 0.4979 \| 0.8727 \| 0.8585 \| 0.7789 \| 0.8534 \| 0.6399 \| 0.7379 \| 0.3849 \| 0.7795 \| 0.6777 \| 0.7050 \| \| 0.216 \| 23.24 \| 8600 \| 0.5131 \| 0.6822 \| 0.7990 \| 0.8670 \| 0.9278 \| 0.8122 \| 0.8459 \| 0.4937 \| 0.8843 \| 0.8557 \| 0.7731 \| 0.8552 \| 0.6367 \| 0.7396 \| 0.3864 \| 0.7799 \| 0.6742 \| 0.7031 \| \| 0.3375 \| 23.3 \| 8620 \| 0.5380 \| 0.6790 \| 0.7884 \| 0.8663 \| 0.9334 \| 0.7768 \| 0.8409 \| 0.4500 \| 0.8847 \| 0.8676 \| 0.7652 \| 0.8530 \| 0.6391 \| 0.7360 \| 0.3768 \| 0.7804 \| 0.6686 \| 0.6992 \| \| 0.2533 \| 23.35 \| 8640 \| 0.5302 \| 0.6818 \| 0.7982 \| 0.8674 \| 0.9322 \| 0.8078 \| 0.8703 \| 0.4620 \| 0.8698 \| 0.8595 \| 0.7858 \| 0.8536 \| 0.6408 \| 0.7360 \| 0.3718 \| 0.7795 \| 0.6780 \| 0.7130 \| \| 1.8624 \| 23.41 \| 8660 \| 0.5406 \| 0.6754 \| 0.7942 \| 0.8633 \| 0.9336 \| 0.7872 \| 0.8716 \| 0.4791 \| 0.8680 \| 0.8774 \| 0.7422 \| 0.8522 \| 0.6379 \| 0.7375 \| 0.3759 \| 0.7761 \| 0.6616 \| 0.6866 \| \| 1.0204 \| 23.46 \| 8680 \| 0.5445 \| 0.6774 \| 0.7958 \| 0.8640 \| 0.9334 \| 0.8067 \| 0.8618 \| 0.4917 \| 0.8761 \| 0.8620 \| 0.7389 \| 0.8522 \| 0.6411 \| 0.7402 \| 0.3823 \| 0.7776 \| 0.6628 \| 0.6855 \| \| 0.4319 \| 23.51 \| 8700 \| 0.5575 \| 0.6761 \| 0.7842 \| 0.8644 \| 0.9330 \| 0.7870 \| 0.8584 \| 0.4541 \| 0.8983 \| 0.8321 \| 0.7268 \| 0.8515 \| 0.6421 \| 0.7399 \| 0.3800 \| 0.7790 \| 0.6607 \| 0.6794 \| \| 0.3824 \| 23.57 \| 8720 \| 0.5651 \| 0.6789 \| 0.7945 \| 0.8649 \| 0.9265 \| 0.8109 \| 0.8596 \| 0.4808 \| 0.8900 \| 0.8521 \| 0.7418 \| 0.8525 \| 0.6440 \| 0.7408 \| 0.3846 \| 0.7787 \| 0.6645 \| 0.6871 \| \| 0.424 \| 23.62 \| 8740 \| 0.5348 \| 0.6799 \| 0.8022 \| 0.8654 \| 0.9314 \| 0.8305 \| 0.8570 \| 0.4871 \| 0.8662 \| 0.8753 \| 0.7680 \| 0.8530 \| 0.6383 \| 0.7385 \| 0.3809 \| 0.7774 \| 0.6690 \| 0.7019 \| \| 0.3484 \| 23.68 \| 8760 \| 0.5246 \| 0.6796 \| 0.8001 \| 0.8651 \| 0.9205 \| 0.8201 \| 0.8626 \| 0.4867 \| 0.8839 \| 0.8672 \| 0.7595 \| 0.8542 \| 0.6413 \| 0.7402 \| 0.3840 \| 0.7786 \| 0.6641 \| 0.6950 \| \| 0.2052 \| 23.73 \| 8780 \| 0.5205 \| 0.6797 \| 0.8006 \| 0.8651 \| 0.9191 \| 0.8256 \| 0.8549 \| 0.4955 \| 0.8879 \| 0.8622 \| 0.7591 \| 0.8543 \| 0.6376 \| 0.7398 \| 0.3860 \| 0.7779 \| 0.6662 \| 0.6959 \| \| 0.2227 \| 23.78 \| 8800 \| 0.5212 \| 0.6831 \| 0.7996 \| 0.8673 \| 0.9257 \| 0.8082 \| 0.8544 \| 0.4907 \| 0.8838 \| 0.8569 \| 0.7775 \| 0.8549 \| 0.6411 \| 0.7400 \| 0.3846 \| 0.7802 \| 0.6750 \| 0.7061 \| \| 0.0855 \| 23.84 \| 8820 \| 0.5288 \| 0.6803 \| 0.7980 \| 0.8660 \| 0.9326 \| 0.8236 \| 0.8414 \| 0.4848 \| 0.8779 \| 0.8591 \| 0.7667 \| 0.8522 \| 0.6365 \| 0.7385 \| 0.3829 \| 0.7805 \| 0.6719 \| 0.6995 \| \| 0.1876 \| 23.89 \| 8840 \| 0.5312 \| 0.6785 \| 0.7938 \| 0.8650 \| 0.9283 \| 0.8211 \| 0.8388 \| 0.4769 \| 0.8919 \| 0.8546 \| 0.7452 \| 0.8527 \| 0.6402 \| 0.7382 \| 0.3865 \| 0.7801 \| 0.6643 \| 0.6877 \| \| 0.2652 \| 23.95 \| 8860 \| 0.5448 \| 0.6765 \| 0.7915 \| 0.8645 \| 0.9260 \| 0.8175 \| 0.8456 \| 0.4434 \| 0.8882 \| 0.8728 \| 0.7470 \| 0.8530 \| 0.6441 \| 0.7365 \| 0.3765 \| 0.7789 \| 0.6590 \| 0.6879 \| \| 0.3136 \| 24.0 \| 8880 \| 0.5504 \| 0.6777 \| 0.7928 \| 0.8645 \| 0.9217 \| 0.8179 \| 0.8489 \| 0.4581 \| 0.8940 \| 0.8609 \| 0.7478 \| 0.8531 \| 0.6439 \| 0.7374 \| 0.3832 \| 0.7781 \| 0.6603 \| 0.6877 \| \| 1.1827 \| 24.05 \| 8900 \| 0.5455 \| 0.6788 \| 0.7935 \| 0.8655 \| 0.9308 \| 0.8150 \| 0.8454 \| 0.4596 \| 0.8826 \| 0.8612 \| 0.7598 \| 0.8526 \| 0.6413 \| 0.7383 \| 0.3798 \| 0.7794 \| 0.6661 \| 0.6938 \| \| 0.3576 \| 24.11 \| 8920 \| 0.5369 \| 0.6771 \| 0.7949 \| 0.8643 \| 0.9274 \| 0.8169 \| 0.8516 \| 0.4640 \| 0.8802 \| 0.8723 \| 0.7520 \| 0.8531 \| 0.6416 \| 0.7382 \| 0.3798 \| 0.7781 \| 0.6598 \| 0.6891 \| \| 0.0951 \| 24.16 \| 8940 \| 0.5345 \| 0.6767 \| 0.7935 \| 0.8640 \| 0.9312 \| 0.7990 \| 0.8618 \| 0.4753 \| 0.8772 \| 0.8644 \| 0.7457 \| 0.8523 \| 0.6414 \| 0.7388 \| 0.3798 \| 0.7776 \| 0.6612 \| 0.6859 \| \| 0.1689 \| 24.22 \| 8960 \| 0.5322 \| 0.6784 \| 0.7976 \| 0.8650 \| 0.9299 \| 0.8143 \| 0.8480 \| 0.4917 \| 0.8778 \| 0.8599 \| 0.7614 \| 0.8536 \| 0.6371 \| 0.7393 \| 0.3800 \| 0.7787 \| 0.6658 \| 0.6942 \| \| 0.2502 \| 24.27 \| 8980 \| 0.5430 \| 0.6770 \| 0.7916 \| 0.8643 \| 0.9306 \| 0.7985 \| 0.8570 \| 0.4779 \| 0.8865 \| 0.8493 \| 0.7415 \| 0.8523 \| 0.6402 \| 0.7394 \| 0.3804 \| 0.7784 \| 0.6642 \| 0.6840 \| \| 0.2338 \| 24.32 \| 9000 \| 0.5284 \| 0.6779 \| 0.7905 \| 0.8651 \| 0.9304 \| 0.8062 \| 0.8482 \| 0.4791 \| 0.8937 \| 0.8213 \| 0.7543 \| 0.8527 \| 0.6374 \| 0.7389 \| 0.3811 \| 0.7784 \| 0.6651 \| 0.6921 \| \| 0.0904 \| 24.38 \| 9020 \| 0.5442 \| 0.6766 \| 0.7928 \| 0.8639 \| 0.9271 \| 0.8030 \| 0.8538 \| 0.4748 \| 0.8864 \| 0.8627 \| 0.7415 \| 0.8528 \| 0.6413 \| 0.7383 \| 0.3794 \| 0.7777 \| 0.6623 \| 0.6841 \| \| 0.2973 \| 24.43 \| 9040 \| 0.5526 \| 0.6772 \| 0.7904 \| 0.8651 \| 0.9353 \| 0.8064 \| 0.8423 \| 0.4479 \| 0.8786 \| 0.8639 \| 0.7586 \| 0.8511 \| 0.6417 \| 0.7349 \| 0.3714 \| 0.7793 \| 0.6672 \| 0.6948 \| \| 0.1973 \| 24.49 \| 9060 \| 0.5450 \| 0.6777 \| 0.7948 \| 0.8644 \| 0.9271 \| 0.7946 \| 0.8472 \| 0.4792 \| 0.8791 \| 0.8783 \| 0.7583 \| 0.8537 \| 0.6423 \| 0.7368 \| 0.3788 \| 0.7776 \| 0.6609 \| 0.6936 \| \| 0.2345 \| 24.54 \| 9080 \| 0.5344 \| 0.6785 \| 0.7948 \| 0.8650 \| 0.9264 \| 0.8065 \| 0.8527 \| 0.4720 \| 0.8835 \| 0.8661 \| 0.7567 \| 0.8532 \| 0.6442 \| 0.7373 \| 0.3773 \| 0.7783 \| 0.6659 \| 0.6929 \| \| 0.1227 \| 24.59 \| 9100 \| 0.5327 \| 0.6777 \| 0.7995 \| 0.8642 \| 0.9193 \| 0.8322 \| 0.8524 \| 0.4890 \| 0.8874 \| 0.8611 \| 0.7552 \| 0.8534 \| 0.6371 \| 0.7376 \| 0.3809 \| 0.7773 \| 0.6654 \| 0.6923 \| \| 0.2269 \| 24.65 \| 9120 \| 0.5482 \| 0.6768 \| 0.7926 \| 0.8646 \| 0.9300 \| 0.8189 \| 0.8392 \| 0.4533 \| 0.8827 \| 0.8705 \| 0.7533 \| 0.8526 \| 0.6424 \| 0.7349 \| 0.3743 \| 0.7785 \| 0.6638 \| 0.6913 \| \| 0.5482 \| 24.7 \| 9140 \| 0.5459 \| 0.6757 \| 0.7918 \| 0.8635 \| 0.9332 \| 0.8076 \| 0.8408 \| 0.4733 \| 0.8814 \| 0.8695 \| 0.7366 \| 0.8519 \| 0.6424 \| 0.7369 \| 0.3779 \| 0.7773 \| 0.6611 \| 0.6824 \| \| 0.531 \| 24.76 \| 9160 \| 0.5407 \| 0.6775 \| 0.7892 \| 0.8647 \| 0.9267 \| 0.8065 \| 0.8533 \| 0.4633 \| 0.8974 \| 0.8306 \| 0.7464 \| 0.8525 \| 0.6438 \| 0.7386 \| 0.3777 \| 0.7773 \| 0.6645 \| 0.6878 \| \| 0.1625 \| 24.81 \| 9180 \| 0.5337 \| 0.6775 \| 0.7927 \| 0.8648 \| 0.9252 \| 0.8249 \| 0.8392 \| 0.4683 \| 0.8948 \| 0.8448 \| 0.7518 \| 0.8529 \| 0.6391 \| 0.7366 \| 0.3786 \| 0.7780 \| 0.6666 \| 0.6905 \| \| 0.2802 \| 24.86 \| 9200 \| 0.5346 \| 0.6778 \| 0.7903 \| 0.8651 \| 0.9288 \| 0.8010 \| 0.8471 \| 0.4557 \| 0.8893 \| 0.8583 \| 0.7519 \| 0.8527 \| 0.6444 \| 0.7375 \| 0.3754 \| 0.7789 \| 0.6658 \| 0.6902 \| \| 0.189 \| 24.92 \| 9220 \| 0.5548 \| 0.6751 \| 0.7891 \| 0.8638 \| 0.9377 \| 0.8096 \| 0.8332 \| 0.4555 \| 0.8799 \| 0.8674 \| 0.7404 \| 0.8506 \| 0.6400 \| 0.7338 \| 0.3734 \| 0.7786 \| 0.6632 \| 0.6860 \| \| 0.1898 \| 24.97 \| 9240 \| 0.5378 \| 0.6775 \| 0.7925 \| 0.8649 \| 0.9301 \| 0.8078 \| 0.8524 \| 0.4504 \| 0.8800 \| 0.8711 \| 0.7557 \| 0.8527 \| 0.6447 \| 0.7369 \| 0.3725 \| 0.7784 \| 0.6649 \| 0.6925 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
sam1120/parking-terrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-terrain This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-terrain dataset. It achieves the following results on the evaluation set: - Loss: 0.0226 - Mean Iou: 0.9423 - Mean Accuracy: 0.9658 - Overall Accuracy: 0.9939 - Accuracy Unlabeled: nan - Accuracy Sidewalk: 0.9057 - Accuracy Road: 0.9946 - Accuracy Else: 0.9971 - Iou Unlabeled: nan - Iou Sidewalk: 0.8453 - Iou Road: 0.9880 - Iou Else: 0.9938 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 600 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Sidewalk \| Accuracy Road \| Accuracy Else \| Iou Unlabeled \| Iou Sidewalk \| Iou Road \| Iou Else \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-----------------:\|:-------------:\|:-------------:\|:-------------:\|:------------:\|:--------:\|:--------:\| \| 1.0322 \| 5.0 \| 20 \| 1.1061 \| 0.4272 \| 0.7323 \| 0.7757 \| nan \| 0.5362 \| 0.9371 \| 0.7236 \| 0.0 \| 0.4020 \| 0.6015 \| 0.7052 \| \| 0.3821 \| 10.0 \| 40 \| 0.3327 \| 0.8052 \| 0.8879 \| 0.9543 \| nan \| 0.7204 \| 0.9958 \| 0.9475 \| nan \| 0.5966 \| 0.8762 \| 0.9429 \| \| 0.1146 \| 15.0 \| 60 \| 0.0906 \| 0.8490 \| 0.8945 \| 0.9790 \| nan \| 0.7050 \| 0.9951 \| 0.9833 \| nan \| 0.6242 \| 0.9436 \| 0.9793 \| \| 0.0668 \| 20.0 \| 80 \| 0.0558 \| 0.8717 \| 0.8905 \| 0.9852 \| nan \| 0.6823 \| 0.9966 \| 0.9925 \| nan \| 0.6637 \| 0.9670 \| 0.9844 \| \| 0.0491 \| 25.0 \| 100 \| 0.0474 \| 0.8892 \| 0.9372 \| 0.9863 \| nan \| 0.8296 \| 0.9916 \| 0.9903 \| nan \| 0.7112 \| 0.9708 \| 0.9855 \| \| 0.04 \| 30.0 \| 120 \| 0.0366 \| 0.9238 \| 0.9542 \| 0.9899 \| nan \| 0.8776 \| 0.9914 \| 0.9937 \| nan \| 0.8068 \| 0.9755 \| 0.9890 \| \| 0.0339 \| 35.0 \| 140 \| 0.0332 \| 0.9263 \| 0.9656 \| 0.9906 \| nan \| 0.9130 \| 0.9901 \| 0.9937 \| nan \| 0.8096 \| 0.9801 \| 0.9891 \| \| 0.0341 \| 40.0 \| 160 \| 0.0310 \| 0.9266 \| 0.9653 \| 0.9905 \| nan \| 0.9130 \| 0.9889 \| 0.9941 \| nan \| 0.8118 \| 0.9782 \| 0.9897 \| \| 0.0295 \| 45.0 \| 180 \| 0.0253 \| 0.9407 \| 0.9675 \| 0.9923 \| nan \| 0.9168 \| 0.9893 \| 0.9963 \| nan \| 0.8486 \| 0.9822 \| 0.9913 \| \| 0.058 \| 50.0 \| 200 \| 0.0262 \| 0.9312 \| 0.9645 \| 0.9918 \| nan \| 0.9076 \| 0.9902 \| 0.9956 \| nan \| 0.8211 \| 0.9809 \| 0.9916 \| \| 0.0242 \| 55.0 \| 220 \| 0.0248 \| 0.9377 \| 0.9645 \| 0.9925 \| nan \| 0.9051 \| 0.9923 \| 0.9960 \| nan \| 0.8376 \| 0.9838 \| 0.9918 \| \| 0.0217 \| 60.0 \| 240 \| 0.0250 \| 0.9324 \| 0.9662 \| 0.9920 \| nan \| 0.9128 \| 0.9897 \| 0.9960 \| nan \| 0.8229 \| 0.9829 \| 0.9915 \| \| 0.0223 \| 65.0 \| 260 \| 0.0248 \| 0.9339 \| 0.9598 \| 0.9919 \| nan \| 0.8920 \| 0.9916 \| 0.9959 \| nan \| 0.8281 \| 0.9826 \| 0.9909 \| \| 0.0206 \| 70.0 \| 280 \| 0.0215 \| 0.9411 \| 0.9643 \| 0.9929 \| nan \| 0.9038 \| 0.9926 \| 0.9965 \| nan \| 0.8466 \| 0.9847 \| 0.9921 \| \| 0.0194 \| 75.0 \| 300 \| 0.0226 \| 0.9351 \| 0.9669 \| 0.9924 \| nan \| 0.9126 \| 0.9927 \| 0.9954 \| nan \| 0.8289 \| 0.9849 \| 0.9915 \| \| 0.02 \| 80.0 \| 320 \| 0.0216 \| 0.9381 \| 0.9626 \| 0.9927 \| nan \| 0.8993 \| 0.9918 \| 0.9967 \| nan \| 0.8371 \| 0.9854 \| 0.9917 \| \| 0.0181 \| 85.0 \| 340 \| 0.0222 \| 0.9333 \| 0.9653 \| 0.9923 \| nan \| 0.9092 \| 0.9907 \| 0.9961 \| nan \| 0.8239 \| 0.9846 \| 0.9915 \| \| 0.018 \| 90.0 \| 360 \| 0.0225 \| 0.9340 \| 0.9624 \| 0.9924 \| nan \| 0.8993 \| 0.9914 \| 0.9964 \| nan \| 0.8256 \| 0.9848 \| 0.9916 \| \| 0.0169 \| 95.0 \| 380 \| 0.0207 \| 0.9361 \| 0.9663 \| 0.9928 \| nan \| 0.9099 \| 0.9931 \| 0.9958 \| nan \| 0.8306 \| 0.9855 \| 0.9922 \| \| 0.0157 \| 100.0 \| 400 \| 0.0209 \| 0.9337 \| 0.9658 \| 0.9926 \| nan \| 0.9092 \| 0.9923 \| 0.9960 \| nan \| 0.8234 \| 0.9858 \| 0.9921 \| \| 0.0147 \| 105.0 \| 420 \| 0.0229 \| 0.9303 \| 0.9663 \| 0.9921 \| nan \| 0.9120 \| 0.9914 \| 0.9954 \| nan \| 0.8153 \| 0.9836 \| 0.9918 \| \| 0.014 \| 110.0 \| 440 \| 0.0205 \| 0.9370 \| 0.9658 \| 0.9930 \| nan \| 0.9082 \| 0.9930 \| 0.9962 \| nan \| 0.8328 \| 0.9857 \| 0.9926 \| \| 0.013 \| 115.0 \| 460 \| 0.0213 \| 0.9375 \| 0.9613 \| 0.9929 \| nan \| 0.8944 \| 0.9928 \| 0.9968 \| nan \| 0.8345 \| 0.9857 \| 0.9922 \| \| 0.0146 \| 120.0 \| 480 \| 0.0201 \| 0.9409 \| 0.9605 \| 0.9935 \| nan \| 0.8914 \| 0.9922 \| 0.9979 \| nan \| 0.8432 \| 0.9866 \| 0.9930 \| \| 0.0141 \| 125.0 \| 500 \| 0.0206 \| 0.9359 \| 0.9669 \| 0.9930 \| nan \| 0.9110 \| 0.9937 \| 0.9959 \| nan \| 0.8285 \| 0.9864 \| 0.9926 \| \| 0.0146 \| 130.0 \| 520 \| 0.0206 \| 0.9378 \| 0.9629 \| 0.9931 \| nan \| 0.8983 \| 0.9942 \| 0.9963 \| nan \| 0.8346 \| 0.9863 \| 0.9925 \| \| 0.0132 \| 135.0 \| 540 \| 0.0206 \| 0.9354 \| 0.9614 \| 0.9931 \| nan \| 0.8931 \| 0.9947 \| 0.9963 \| nan \| 0.8268 \| 0.9868 \| 0.9926 \| \| 0.0116 \| 140.0 \| 560 \| 0.0191 \| 0.9387 \| 0.9655 \| 0.9934 \| nan \| 0.9062 \| 0.9937 \| 0.9966 \| nan \| 0.8358 \| 0.9870 \| 0.9931 \| \| 0.012 \| 145.0 \| 580 \| 0.0206 \| 0.9384 \| 0.9618 \| 0.9933 \| nan \| 0.8954 \| 0.9927 \| 0.9973 \| nan \| 0.8357 \| 0.9863 \| 0.9930 \| \| 0.0131 \| 150.0 \| 600 \| 0.0206 \| 0.9352 \| 0.9666 \| 0.9930 \| nan \| 0.9103 \| 0.9937 \| 0.9959 \| nan \| 0.8264 \| 0.9866 \| 0.9926 \| \| 0.0126 \| 155.0 \| 620 \| 0.0205 \| 0.9371 \| 0.9623 \| 0.9931 \| nan \| 0.8968 \| 0.9936 \| 0.9966 \| nan \| 0.8327 \| 0.9860 \| 0.9927 \| \| 0.011 \| 160.0 \| 640 \| 0.0197 \| 0.9389 \| 0.9624 \| 0.9935 \| nan \| 0.8958 \| 0.9945 \| 0.9968 \| nan \| 0.8367 \| 0.9868 \| 0.9933 \| \| 0.0124 \| 165.0 \| 660 \| 0.0198 \| 0.9378 \| 0.9629 \| 0.9934 \| nan \| 0.8982 \| 0.9937 \| 0.9970 \| nan \| 0.8331 \| 0.9872 \| 0.9931 \| \| 0.0119 \| 170.0 \| 680 \| 0.0206 \| 0.9362 \| 0.9648 \| 0.9932 \| nan \| 0.9037 \| 0.9943 \| 0.9962 \| nan \| 0.8284 \| 0.9872 \| 0.9929 \| \| 0.0121 \| 175.0 \| 700 \| 0.0210 \| 0.9360 \| 0.9653 \| 0.9931 \| nan \| 0.9064 \| 0.9930 \| 0.9965 \| nan \| 0.8285 \| 0.9866 \| 0.9929 \| \| 0.0123 \| 180.0 \| 720 \| 0.0213 \| 0.9340 \| 0.9657 \| 0.9930 \| nan \| 0.9069 \| 0.9943 \| 0.9958 \| nan \| 0.8229 \| 0.9861 \| 0.9929 \| \| 0.0098 \| 185.0 \| 740 \| 0.0205 \| 0.9386 \| 0.9644 \| 0.9935 \| nan \| 0.9026 \| 0.9936 \| 0.9969 \| nan \| 0.8353 \| 0.9872 \| 0.9933 \| \| 0.0112 \| 190.0 \| 760 \| 0.0204 \| 0.9385 \| 0.9628 \| 0.9935 \| nan \| 0.8974 \| 0.9943 \| 0.9969 \| nan \| 0.8350 \| 0.9874 \| 0.9932 \| \| 0.0104 \| 195.0 \| 780 \| 0.0206 \| 0.9368 \| 0.9642 \| 0.9932 \| nan \| 0.9021 \| 0.9942 \| 0.9963 \| nan \| 0.8310 \| 0.9865 \| 0.9930 \| \| 0.0112 \| 200.0 \| 800 \| 0.0202 \| 0.9397 \| 0.9647 \| 0.9934 \| nan \| 0.9044 \| 0.9926 \| 0.9971 \| nan \| 0.8394 \| 0.9867 \| 0.9931 \| \| 0.0109 \| 205.0 \| 820 \| 0.0201 \| 0.9389 \| 0.9668 \| 0.9935 \| nan \| 0.9099 \| 0.9937 \| 0.9967 \| nan \| 0.8361 \| 0.9874 \| 0.9933 \| \| 0.0104 \| 210.0 \| 840 \| 0.0204 \| 0.9394 \| 0.9648 \| 0.9934 \| nan \| 0.9041 \| 0.9936 \| 0.9968 \| nan \| 0.8383 \| 0.9867 \| 0.9932 \| \| 0.011 \| 215.0 \| 860 \| 0.0204 \| 0.9392 \| 0.9640 \| 0.9935 \| nan \| 0.9006 \| 0.9946 \| 0.9967 \| nan \| 0.8371 \| 0.9871 \| 0.9934 \| \| 0.0103 \| 220.0 \| 880 \| 0.0210 \| 0.9388 \| 0.9642 \| 0.9933 \| nan \| 0.9027 \| 0.9929 \| 0.9970 \| nan \| 0.8366 \| 0.9867 \| 0.9930 \| \| 0.0091 \| 225.0 \| 900 \| 0.0220 \| 0.9364 \| 0.9646 \| 0.9931 \| nan \| 0.9044 \| 0.9927 \| 0.9967 \| nan \| 0.8300 \| 0.9865 \| 0.9927 \| \| 0.0091 \| 230.0 \| 920 \| 0.0194 \| 0.9423 \| 0.9656 \| 0.9938 \| nan \| 0.9058 \| 0.9940 \| 0.9971 \| nan \| 0.8457 \| 0.9874 \| 0.9937 \| \| 0.0089 \| 235.0 \| 940 \| 0.0212 \| 0.9378 \| 0.9646 \| 0.9933 \| nan \| 0.9034 \| 0.9937 \| 0.9966 \| nan \| 0.8337 \| 0.9868 \| 0.9930 \| \| 0.008 \| 240.0 \| 960 \| 0.0201 \| 0.9406 \| 0.9665 \| 0.9936 \| nan \| 0.9090 \| 0.9933 \| 0.9970 \| nan \| 0.8413 \| 0.9869 \| 0.9936 \| \| 0.0094 \| 245.0 \| 980 \| 0.0211 \| 0.9374 \| 0.9671 \| 0.9932 \| nan \| 0.9124 \| 0.9923 \| 0.9966 \| nan \| 0.8325 \| 0.9867 \| 0.9929 \| \| 0.0106 \| 250.0 \| 1000 \| 0.0208 \| 0.9387 \| 0.9669 \| 0.9933 \| nan \| 0.9117 \| 0.9921 \| 0.9969 \| nan \| 0.8366 \| 0.9864 \| 0.9931 \| \| 0.0088 \| 255.0 \| 1020 \| 0.0220 \| 0.9354 \| 0.9653 \| 0.9929 \| nan \| 0.9062 \| 0.9936 \| 0.9960 \| nan \| 0.8271 \| 0.9865 \| 0.9925 \| \| 0.0091 \| 260.0 \| 1040 \| 0.0205 \| 0.9419 \| 0.9663 \| 0.9937 \| nan \| 0.9089 \| 0.9929 \| 0.9972 \| nan \| 0.8453 \| 0.9871 \| 0.9934 \| \| 0.0098 \| 265.0 \| 1060 \| 0.0206 \| 0.9403 \| 0.9647 \| 0.9935 \| nan \| 0.9033 \| 0.9943 \| 0.9967 \| nan \| 0.8408 \| 0.9870 \| 0.9932 \| \| 0.0105 \| 270.0 \| 1080 \| 0.0203 \| 0.9398 \| 0.9662 \| 0.9935 \| nan \| 0.9083 \| 0.9934 \| 0.9968 \| nan \| 0.8392 \| 0.9868 \| 0.9933 \| \| 0.0088 \| 275.0 \| 1100 \| 0.0209 \| 0.9392 \| 0.9655 \| 0.9935 \| nan \| 0.9057 \| 0.9941 \| 0.9966 \| nan \| 0.8373 \| 0.9872 \| 0.9932 \| \| 0.0089 \| 280.0 \| 1120 \| 0.0216 \| 0.9407 \| 0.9659 \| 0.9935 \| nan \| 0.9078 \| 0.9928 \| 0.9971 \| nan \| 0.8421 \| 0.9867 \| 0.9932 \| \| 0.0088 \| 285.0 \| 1140 \| 0.0204 \| 0.9390 \| 0.9682 \| 0.9934 \| nan \| 0.9150 \| 0.9933 \| 0.9964 \| nan \| 0.8370 \| 0.9868 \| 0.9931 \| \| 0.0088 \| 290.0 \| 1160 \| 0.0215 \| 0.9373 \| 0.9642 \| 0.9934 \| nan \| 0.9013 \| 0.9951 \| 0.9963 \| nan \| 0.8311 \| 0.9876 \| 0.9931 \| \| 0.0086 \| 295.0 \| 1180 \| 0.0216 \| 0.9414 \| 0.9648 \| 0.9936 \| nan \| 0.9040 \| 0.9933 \| 0.9972 \| nan \| 0.8438 \| 0.9869 \| 0.9933 \| \| 0.0081 \| 300.0 \| 1200 \| 0.0207 \| 0.9404 \| 0.9669 \| 0.9935 \| nan \| 0.9106 \| 0.9934 \| 0.9968 \| nan \| 0.8410 \| 0.9871 \| 0.9933 \| \| 0.009 \| 305.0 \| 1220 \| 0.0208 \| 0.9407 \| 0.9660 \| 0.9936 \| nan \| 0.9072 \| 0.9939 \| 0.9968 \| nan \| 0.8418 \| 0.9872 \| 0.9933 \| \| 0.0083 \| 310.0 \| 1240 \| 0.0210 \| 0.9416 \| 0.9658 \| 0.9936 \| nan \| 0.9069 \| 0.9933 \| 0.9971 \| nan \| 0.8444 \| 0.9870 \| 0.9934 \| \| 0.0094 \| 315.0 \| 1260 \| 0.0206 \| 0.9417 \| 0.9649 \| 0.9938 \| nan \| 0.9031 \| 0.9946 \| 0.9969 \| nan \| 0.8441 \| 0.9873 \| 0.9936 \| \| 0.0084 \| 320.0 \| 1280 \| 0.0205 \| 0.9428 \| 0.9645 \| 0.9939 \| nan \| 0.9017 \| 0.9946 \| 0.9972 \| nan \| 0.8471 \| 0.9875 \| 0.9938 \| \| 0.0085 \| 325.0 \| 1300 \| 0.0218 \| 0.9384 \| 0.9666 \| 0.9934 \| nan \| 0.9093 \| 0.9940 \| 0.9964 \| nan \| 0.8348 \| 0.9872 \| 0.9931 \| \| 0.0089 \| 330.0 \| 1320 \| 0.0207 \| 0.9419 \| 0.9663 \| 0.9937 \| nan \| 0.9079 \| 0.9943 \| 0.9968 \| nan \| 0.8444 \| 0.9878 \| 0.9934 \| \| 0.008 \| 335.0 \| 1340 \| 0.0212 \| 0.9420 \| 0.9653 \| 0.9938 \| nan \| 0.9045 \| 0.9942 \| 0.9971 \| nan \| 0.8446 \| 0.9877 \| 0.9936 \| \| 0.0076 \| 340.0 \| 1360 \| 0.0211 \| 0.9428 \| 0.9652 \| 0.9939 \| nan \| 0.9041 \| 0.9945 \| 0.9972 \| nan \| 0.8470 \| 0.9877 \| 0.9938 \| \| 0.0088 \| 345.0 \| 1380 \| 0.0210 \| 0.9428 \| 0.9654 \| 0.9939 \| nan \| 0.9044 \| 0.9948 \| 0.9971 \| nan \| 0.8468 \| 0.9880 \| 0.9937 \| \| 0.0084 \| 350.0 \| 1400 \| 0.0213 \| 0.9412 \| 0.9660 \| 0.9937 \| nan \| 0.9068 \| 0.9943 \| 0.9968 \| nan \| 0.8425 \| 0.9877 \| 0.9934 \| \| 0.0077 \| 355.0 \| 1420 \| 0.0215 \| 0.9400 \| 0.9645 \| 0.9937 \| nan \| 0.9017 \| 0.9952 \| 0.9966 \| nan \| 0.8389 \| 0.9877 \| 0.9935 \| \| 0.0069 \| 360.0 \| 1440 \| 0.0210 \| 0.9414 \| 0.9664 \| 0.9937 \| nan \| 0.9086 \| 0.9936 \| 0.9971 \| nan \| 0.8432 \| 0.9874 \| 0.9936 \| \| 0.0071 \| 365.0 \| 1460 \| 0.0204 \| 0.9436 \| 0.9663 \| 0.9939 \| nan \| 0.9083 \| 0.9930 \| 0.9975 \| nan \| 0.8496 \| 0.9874 \| 0.9937 \| \| 0.0079 \| 370.0 \| 1480 \| 0.0208 \| 0.9425 \| 0.9660 \| 0.9939 \| nan \| 0.9072 \| 0.9935 \| 0.9974 \| nan \| 0.8462 \| 0.9876 \| 0.9937 \| \| 0.0085 \| 375.0 \| 1500 \| 0.0210 \| 0.9421 \| 0.9661 \| 0.9938 \| nan \| 0.9078 \| 0.9934 \| 0.9973 \| nan \| 0.8452 \| 0.9875 \| 0.9936 \| \| 0.0086 \| 380.0 \| 1520 \| 0.0208 \| 0.9425 \| 0.9662 \| 0.9939 \| nan \| 0.9078 \| 0.9936 \| 0.9973 \| nan \| 0.8462 \| 0.9878 \| 0.9936 \| \| 0.0076 \| 385.0 \| 1540 \| 0.0218 \| 0.9409 \| 0.9655 \| 0.9936 \| nan \| 0.9062 \| 0.9933 \| 0.9971 \| nan \| 0.8420 \| 0.9875 \| 0.9933 \| \| 0.0077 \| 390.0 \| 1560 \| 0.0214 \| 0.9419 \| 0.9656 \| 0.9938 \| nan \| 0.9052 \| 0.9945 \| 0.9969 \| nan \| 0.8443 \| 0.9879 \| 0.9935 \| \| 0.0077 \| 395.0 \| 1580 \| 0.0216 \| 0.9405 \| 0.9663 \| 0.9937 \| nan \| 0.9075 \| 0.9948 \| 0.9966 \| nan \| 0.8400 \| 0.9879 \| 0.9935 \| \| 0.008 \| 400.0 \| 1600 \| 0.0212 \| 0.9424 \| 0.9658 \| 0.9939 \| nan \| 0.9059 \| 0.9945 \| 0.9970 \| nan \| 0.8458 \| 0.9879 \| 0.9937 \| \| 0.0071 \| 405.0 \| 1620 \| 0.0213 \| 0.9412 \| 0.9664 \| 0.9938 \| nan \| 0.9078 \| 0.9945 \| 0.9968 \| nan \| 0.8423 \| 0.9877 \| 0.9936 \| \| 0.0082 \| 410.0 \| 1640 \| 0.0218 \| 0.9419 \| 0.9659 \| 0.9938 \| nan \| 0.9064 \| 0.9944 \| 0.9970 \| nan \| 0.8444 \| 0.9876 \| 0.9936 \| \| 0.0077 \| 415.0 \| 1660 \| 0.0219 \| 0.9406 \| 0.9664 \| 0.9937 \| nan \| 0.9085 \| 0.9937 \| 0.9970 \| nan \| 0.8408 \| 0.9875 \| 0.9936 \| \| 0.0065 \| 420.0 \| 1680 \| 0.0216 \| 0.9413 \| 0.9656 \| 0.9938 \| nan \| 0.9052 \| 0.9947 \| 0.9969 \| nan \| 0.8424 \| 0.9877 \| 0.9937 \| \| 0.0075 \| 425.0 \| 1700 \| 0.0216 \| 0.9417 \| 0.9650 \| 0.9939 \| nan \| 0.9028 \| 0.9952 \| 0.9969 \| nan \| 0.8434 \| 0.9881 \| 0.9938 \| \| 0.0065 \| 430.0 \| 1720 \| 0.0222 \| 0.9404 \| 0.9662 \| 0.9937 \| nan \| 0.9076 \| 0.9941 \| 0.9969 \| nan \| 0.8401 \| 0.9877 \| 0.9935 \| \| 0.008 \| 435.0 \| 1740 \| 0.0226 \| 0.9396 \| 0.9662 \| 0.9936 \| nan \| 0.9076 \| 0.9945 \| 0.9966 \| nan \| 0.8374 \| 0.9879 \| 0.9934 \| \| 0.0083 \| 440.0 \| 1760 \| 0.0219 \| 0.9421 \| 0.9659 \| 0.9939 \| nan \| 0.9058 \| 0.9949 \| 0.9969 \| nan \| 0.8446 \| 0.9879 \| 0.9938 \| \| 0.0072 \| 445.0 \| 1780 \| 0.0220 \| 0.9412 \| 0.9666 \| 0.9938 \| nan \| 0.9088 \| 0.9942 \| 0.9969 \| nan \| 0.8424 \| 0.9875 \| 0.9937 \| \| 0.0074 \| 450.0 \| 1800 \| 0.0224 \| 0.9411 \| 0.9647 \| 0.9939 \| nan \| 0.9021 \| 0.9952 \| 0.9969 \| nan \| 0.8418 \| 0.9878 \| 0.9938 \| \| 0.0069 \| 455.0 \| 1820 \| 0.0219 \| 0.9431 \| 0.9662 \| 0.9940 \| nan \| 0.9072 \| 0.9944 \| 0.9971 \| nan \| 0.8477 \| 0.9877 \| 0.9939 \| \| 0.0072 \| 460.0 \| 1840 \| 0.0221 \| 0.9419 \| 0.9665 \| 0.9938 \| nan \| 0.9086 \| 0.9939 \| 0.9970 \| nan \| 0.8443 \| 0.9877 \| 0.9936 \| \| 0.0078 \| 465.0 \| 1860 \| 0.0222 \| 0.9429 \| 0.9646 \| 0.9940 \| nan \| 0.9019 \| 0.9945 \| 0.9973 \| nan \| 0.8472 \| 0.9877 \| 0.9939 \| \| 0.0072 \| 470.0 \| 1880 \| 0.0230 \| 0.9411 \| 0.9655 \| 0.9938 \| nan \| 0.9050 \| 0.9946 \| 0.9969 \| nan \| 0.8421 \| 0.9876 \| 0.9937 \| \| 0.0076 \| 475.0 \| 1900 \| 0.0223 \| 0.9413 \| 0.9657 \| 0.9938 \| nan \| 0.9055 \| 0.9946 \| 0.9968 \| nan \| 0.8426 \| 0.9877 \| 0.9936 \| \| 0.0072 \| 480.0 \| 1920 \| 0.0221 \| 0.9413 \| 0.9665 \| 0.9938 \| nan \| 0.9081 \| 0.9947 \| 0.9968 \| nan \| 0.8425 \| 0.9879 \| 0.9936 \| \| 0.0073 \| 485.0 \| 1940 \| 0.0225 \| 0.9420 \| 0.9664 \| 0.9938 \| nan \| 0.9083 \| 0.9936 \| 0.9972 \| nan \| 0.8449 \| 0.9875 \| 0.9936 \| \| 0.0079 \| 490.0 \| 1960 \| 0.0226 \| 0.9415 \| 0.9664 \| 0.9937 \| nan \| 0.9083 \| 0.9939 \| 0.9969 \| nan \| 0.8437 \| 0.9875 \| 0.9934 \| \| 0.007 \| 495.0 \| 1980 \| 0.0225 \| 0.9415 \| 0.9657 \| 0.9937 \| nan \| 0.9059 \| 0.9941 \| 0.9970 \| nan \| 0.8434 \| 0.9875 \| 0.9935 \| \| 0.0072 \| 500.0 \| 2000 \| 0.0224 \| 0.9416 \| 0.9656 \| 0.9938 \| nan \| 0.9055 \| 0.9945 \| 0.9969 \| nan \| 0.8435 \| 0.9878 \| 0.9935 \| \| 0.0068 \| 505.0 \| 2020 \| 0.0225 \| 0.9413 \| 0.9664 \| 0.9938 \| nan \| 0.9081 \| 0.9942 \| 0.9969 \| nan \| 0.8428 \| 0.9876 \| 0.9936 \| \| 0.0061 \| 510.0 \| 2040 \| 0.0226 \| 0.9431 \| 0.9658 \| 0.9939 \| nan \| 0.9065 \| 0.9937 \| 0.9973 \| nan \| 0.8481 \| 0.9874 \| 0.9937 \| \| 0.0066 \| 515.0 \| 2060 \| 0.0225 \| 0.9419 \| 0.9648 \| 0.9939 \| nan \| 0.9021 \| 0.9952 \| 0.9969 \| nan \| 0.8441 \| 0.9877 \| 0.9937 \| \| 0.0089 \| 520.0 \| 2080 \| 0.0222 \| 0.9433 \| 0.9658 \| 0.9939 \| nan \| 0.9059 \| 0.9942 \| 0.9972 \| nan \| 0.8486 \| 0.9876 \| 0.9937 \| \| 0.0066 \| 525.0 \| 2100 \| 0.0229 \| 0.9415 \| 0.9662 \| 0.9938 \| nan \| 0.9075 \| 0.9940 \| 0.9970 \| nan \| 0.8434 \| 0.9875 \| 0.9936 \| \| 0.0075 \| 530.0 \| 2120 \| 0.0233 \| 0.9402 \| 0.9659 \| 0.9937 \| nan \| 0.9068 \| 0.9940 \| 0.9969 \| nan \| 0.8396 \| 0.9875 \| 0.9935 \| \| 0.0075 \| 535.0 \| 2140 \| 0.0232 \| 0.9407 \| 0.9656 \| 0.9938 \| nan \| 0.9054 \| 0.9944 \| 0.9969 \| nan \| 0.8409 \| 0.9877 \| 0.9936 \| \| 0.007 \| 540.0 \| 2160 \| 0.0229 \| 0.9415 \| 0.9662 \| 0.9938 \| nan \| 0.9071 \| 0.9946 \| 0.9969 \| nan \| 0.8429 \| 0.9880 \| 0.9936 \| \| 0.0071 \| 545.0 \| 2180 \| 0.0224 \| 0.9424 \| 0.9658 \| 0.9940 \| nan \| 0.9055 \| 0.9949 \| 0.9970 \| nan \| 0.8451 \| 0.9883 \| 0.9938 \| \| 0.0069 \| 550.0 \| 2200 \| 0.0225 \| 0.9422 \| 0.9663 \| 0.9939 \| nan \| 0.9076 \| 0.9941 \| 0.9971 \| nan \| 0.8452 \| 0.9878 \| 0.9937 \| \| 0.0067 \| 555.0 \| 2220 \| 0.0223 \| 0.9414 \| 0.9661 \| 0.9938 \| nan \| 0.9069 \| 0.9946 \| 0.9969 \| nan \| 0.8427 \| 0.9880 \| 0.9936 \| \| 0.0066 \| 560.0 \| 2240 \| 0.0227 \| 0.9420 \| 0.9659 \| 0.9939 \| nan \| 0.9058 \| 0.9948 \| 0.9969 \| nan \| 0.8441 \| 0.9880 \| 0.9937 \| \| 0.0069 \| 565.0 \| 2260 \| 0.0230 \| 0.9410 \| 0.9660 \| 0.9938 \| nan \| 0.9066 \| 0.9945 \| 0.9968 \| nan \| 0.8416 \| 0.9878 \| 0.9936 \| \| 0.0065 \| 570.0 \| 2280 \| 0.0227 \| 0.9417 \| 0.9661 \| 0.9939 \| nan \| 0.9065 \| 0.9949 \| 0.9969 \| nan \| 0.8433 \| 0.9881 \| 0.9937 \| \| 0.0069 \| 575.0 \| 2300 \| 0.0226 \| 0.9424 \| 0.9664 \| 0.9939 \| nan \| 0.9076 \| 0.9944 \| 0.9970 \| nan \| 0.8455 \| 0.9879 \| 0.9937 \| \| 0.0065 \| 580.0 \| 2320 \| 0.0227 \| 0.9423 \| 0.9661 \| 0.9939 \| nan \| 0.9069 \| 0.9945 \| 0.9970 \| nan \| 0.8453 \| 0.9880 \| 0.9937 \| \| 0.0069 \| 585.0 \| 2340 \| 0.0226 \| 0.9422 \| 0.9661 \| 0.9939 \| nan \| 0.9066 \| 0.9947 \| 0.9970 \| nan \| 0.8449 \| 0.9880 \| 0.9937 \| \| 0.0062 \| 590.0 \| 2360 \| 0.0226 \| 0.9422 \| 0.9661 \| 0.9939 \| nan \| 0.9066 \| 0.9945 \| 0.9970 \| nan \| 0.8449 \| 0.9879 \| 0.9937 \| \| 0.0068 \| 595.0 \| 2380 \| 0.0227 \| 0.9418 \| 0.9660 \| 0.9939 \| nan \| 0.9066 \| 0.9944 \| 0.9970 \| nan \| 0.8439 \| 0.9879 \| 0.9937 \| \| 0.0073 \| 600.0 \| 2400 \| 0.0226 \| 0.9423 \| 0.9658 \| 0.9939 \| nan \| 0.9057 \| 0.9946 \| 0.9971 \| nan \| 0.8453 \| 0.9880 \| 0.9938 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "sidewalk", "road", "else" ]
peldrak/segformer-b2-cityscapes-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b2-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b2-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5021 - Mean Iou: 0.7220 - Mean Accuracy: 0.8156 - Overall Accuracy: 0.8922 - Accuracy Water: 0.9448 - Accuracy Whitewater: 0.8091 - Accuracy Sediment: 0.8790 - Accuracy Other Natural Terrain: 0.4533 - Accuracy Vegetation: 0.9102 - Accuracy Development: 0.8690 - Accuracy Unknown: 0.8436 - Iou Water: 0.8711 - Iou Whitewater: 0.6804 - Iou Sediment: 0.7651 - Iou Other Natural Terrain: 0.3850 - Iou Vegetation: 0.8221 - Iou Development: 0.7272 - Iou Unknown: 0.8031 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.787 \| 0.05 \| 20 \| 1.7451 \| 0.2147 \| 0.3262 \| 0.4777 \| 0.6185 \| 0.0860 \| 0.0846 \| 0.1815 \| 0.5588 \| 0.2875 \| 0.4669 \| 0.4702 \| 0.0506 \| 0.0685 \| 0.0507 \| 0.3787 \| 0.1138 \| 0.3702 \| \| 1.7746 \| 0.11 \| 40 \| 1.4436 \| 0.2479 \| 0.3556 \| 0.6014 \| 0.7672 \| 0.0229 \| 0.0875 \| 0.0035 \| 0.8426 \| 0.4389 \| 0.3263 \| 0.5998 \| 0.0222 \| 0.0815 \| 0.0032 \| 0.4996 \| 0.2181 \| 0.3109 \| \| 1.2903 \| 0.16 \| 60 \| 1.2979 \| 0.2397 \| 0.3353 \| 0.6007 \| 0.6956 \| 0.0042 \| 0.0077 \| 0.0001 \| 0.9693 \| 0.2685 \| 0.4015 \| 0.6141 \| 0.0042 \| 0.0076 \| 0.0001 \| 0.4672 \| 0.1895 \| 0.3955 \| \| 1.0788 \| 0.22 \| 80 \| 1.1042 \| 0.2974 \| 0.3958 \| 0.6652 \| 0.8379 \| 0.0216 \| 0.0421 \| 0.0 \| 0.9325 \| 0.5449 \| 0.3915 \| 0.6330 \| 0.0214 \| 0.0399 \| 0.0 \| 0.5592 \| 0.4392 \| 0.3888 \| \| 1.2327 \| 0.27 \| 100 \| 1.0443 \| 0.3122 \| 0.4319 \| 0.6786 \| 0.8489 \| 0.0051 \| 0.0684 \| 0.0 \| 0.8716 \| 0.8082 \| 0.4212 \| 0.6788 \| 0.0051 \| 0.0616 \| 0.0 \| 0.5650 \| 0.4600 \| 0.4146 \| \| 0.9743 \| 0.32 \| 120 \| 1.0467 \| 0.3086 \| 0.4318 \| 0.6727 \| 0.8729 \| 0.0223 \| 0.0857 \| 0.0 \| 0.8210 \| 0.8219 \| 0.3991 \| 0.6638 \| 0.0221 \| 0.0792 \| 0.0 \| 0.5609 \| 0.4405 \| 0.3933 \| \| 1.3523 \| 0.38 \| 140 \| 0.9977 \| 0.3460 \| 0.4516 \| 0.6927 \| 0.8018 \| 0.0103 \| 0.3251 \| 0.0 \| 0.9299 \| 0.6331 \| 0.4607 \| 0.6776 \| 0.0102 \| 0.2816 \| 0.0 \| 0.5652 \| 0.4337 \| 0.4534 \| \| 1.5842 \| 0.43 \| 160 \| 0.9630 \| 0.3344 \| 0.4364 \| 0.6922 \| 0.8314 \| 0.0160 \| 0.1695 \| 0.0 \| 0.9392 \| 0.6437 \| 0.4554 \| 0.6748 \| 0.0160 \| 0.1438 \| 0.0 \| 0.5828 \| 0.4745 \| 0.4488 \| \| 1.1495 \| 0.49 \| 180 \| 0.8370 \| 0.3836 \| 0.4997 \| 0.7319 \| 0.8836 \| 0.0431 \| 0.3798 \| 0.0 \| 0.8787 \| 0.8191 \| 0.4941 \| 0.7014 \| 0.0428 \| 0.2777 \| 0.0 \| 0.6720 \| 0.5238 \| 0.4678 \| \| 1.0688 \| 0.54 \| 200 \| 0.8153 \| 0.4099 \| 0.5310 \| 0.7431 \| 0.8586 \| 0.0917 \| 0.6160 \| 0.0 \| 0.8848 \| 0.7896 \| 0.4762 \| 0.7220 \| 0.0911 \| 0.4075 \| 0.0 \| 0.6611 \| 0.5243 \| 0.4633 \| \| 0.8115 \| 0.59 \| 220 \| 0.7640 \| 0.4494 \| 0.5609 \| 0.7682 \| 0.8853 \| 0.1835 \| 0.7370 \| 0.0 \| 0.9071 \| 0.7441 \| 0.4693 \| 0.7483 \| 0.1812 \| 0.4829 \| 0.0 \| 0.6828 \| 0.5894 \| 0.4615 \| \| 1.296 \| 0.65 \| 240 \| 0.7753 \| 0.4354 \| 0.5612 \| 0.7529 \| 0.9069 \| 0.2031 \| 0.6555 \| 0.0 \| 0.8088 \| 0.8634 \| 0.4907 \| 0.7342 \| 0.2009 \| 0.4444 \| 0.0 \| 0.6592 \| 0.5287 \| 0.4804 \| \| 0.9301 \| 0.7 \| 260 \| 0.7915 \| 0.4242 \| 0.5247 \| 0.7468 \| 0.8905 \| 0.2032 \| 0.4557 \| 0.0 \| 0.9058 \| 0.7142 \| 0.5036 \| 0.7008 \| 0.1990 \| 0.3367 \| 0.0 \| 0.6721 \| 0.5673 \| 0.4932 \| \| 0.8694 \| 0.76 \| 280 \| 0.7250 \| 0.4631 \| 0.5672 \| 0.7750 \| 0.8801 \| 0.2532 \| 0.7476 \| 0.0 \| 0.9426 \| 0.6637 \| 0.4828 \| 0.7620 \| 0.2453 \| 0.5060 \| 0.0 \| 0.6833 \| 0.5708 \| 0.4742 \| \| 0.57 \| 0.81 \| 300 \| 0.7457 \| 0.4871 \| 0.6086 \| 0.7749 \| 0.9151 \| 0.4670 \| 0.7303 \| 0.0 \| 0.8311 \| 0.8134 \| 0.5031 \| 0.7603 \| 0.4066 \| 0.5297 \| 0.0 \| 0.6629 \| 0.5569 \| 0.4936 \| \| 2.0205 \| 0.86 \| 320 \| 0.7048 \| 0.5012 \| 0.6004 \| 0.7880 \| 0.8996 \| 0.4775 \| 0.6753 \| 0.0 \| 0.9375 \| 0.6951 \| 0.5176 \| 0.7725 \| 0.4315 \| 0.5330 \| 0.0 \| 0.6864 \| 0.5824 \| 0.5024 \| \| 0.7253 \| 0.92 \| 340 \| 0.7645 \| 0.4800 \| 0.6005 \| 0.7730 \| 0.8667 \| 0.4543 \| 0.6547 \| 0.0 \| 0.9061 \| 0.8232 \| 0.4988 \| 0.7446 \| 0.3945 \| 0.4732 \| 0.0 \| 0.6931 \| 0.5653 \| 0.4895 \| \| 0.663 \| 0.97 \| 360 \| 0.7004 \| 0.4942 \| 0.6129 \| 0.7842 \| 0.8888 \| 0.4045 \| 0.7830 \| 0.0 \| 0.8770 \| 0.8179 \| 0.5192 \| 0.7763 \| 0.3709 \| 0.5740 \| 0.0 \| 0.6760 \| 0.5602 \| 0.5020 \| \| 1.0129 \| 1.03 \| 380 \| 0.7058 \| 0.5053 \| 0.6166 \| 0.7896 \| 0.8902 \| 0.4584 \| 0.7792 \| 0.0 \| 0.9063 \| 0.7753 \| 0.5066 \| 0.7848 \| 0.4078 \| 0.5645 \| 0.0 \| 0.6762 \| 0.6089 \| 0.4952 \| \| 0.9327 \| 1.08 \| 400 \| 0.6887 \| 0.4964 \| 0.6035 \| 0.7899 \| 0.9216 \| 0.3947 \| 0.7036 \| 0.0 \| 0.8904 \| 0.8048 \| 0.5097 \| 0.7764 \| 0.3729 \| 0.5398 \| 0.0 \| 0.6936 \| 0.5932 \| 0.4986 \| \| 0.6272 \| 1.14 \| 420 \| 0.6560 \| 0.5223 \| 0.6331 \| 0.8024 \| 0.9212 \| 0.4949 \| 0.7814 \| 0.0 \| 0.8861 \| 0.8184 \| 0.5297 \| 0.7897 \| 0.4461 \| 0.5552 \| 0.0 \| 0.7105 \| 0.6406 \| 0.5143 \| \| 0.5071 \| 1.19 \| 440 \| 0.6601 \| 0.5251 \| 0.6447 \| 0.8041 \| 0.9126 \| 0.6030 \| 0.8146 \| 0.0 \| 0.9028 \| 0.7737 \| 0.5062 \| 0.8024 \| 0.4839 \| 0.5625 \| 0.0 \| 0.7192 \| 0.6152 \| 0.4930 \| \| 0.3687 \| 1.24 \| 460 \| 0.6691 \| 0.5030 \| 0.6082 \| 0.7877 \| 0.9202 \| 0.5073 \| 0.6562 \| 0.0 \| 0.9017 \| 0.7859 \| 0.4858 \| 0.7629 \| 0.4445 \| 0.5278 \| 0.0 \| 0.7015 \| 0.6369 \| 0.4475 \| \| 0.5507 \| 1.3 \| 480 \| 0.6765 \| 0.5274 \| 0.6499 \| 0.8021 \| 0.9022 \| 0.6250 \| 0.8276 \| 0.0 \| 0.8970 \| 0.7920 \| 0.5055 \| 0.7987 \| 0.4978 \| 0.5671 \| 0.0 \| 0.7131 \| 0.6394 \| 0.4762 \| \| 0.9888 \| 1.35 \| 500 \| 0.6409 \| 0.5287 \| 0.6349 \| 0.8067 \| 0.9215 \| 0.5867 \| 0.7872 \| 0.0 \| 0.9273 \| 0.7122 \| 0.5095 \| 0.8020 \| 0.4854 \| 0.5973 \| 0.0 \| 0.7145 \| 0.6112 \| 0.4905 \| \| 0.4821 \| 1.41 \| 520 \| 0.6645 \| 0.5259 \| 0.6548 \| 0.8033 \| 0.8938 \| 0.5723 \| 0.8744 \| 0.0 \| 0.8843 \| 0.8459 \| 0.5127 \| 0.8101 \| 0.4667 \| 0.5869 \| 0.0 \| 0.7051 \| 0.6129 \| 0.4997 \| \| 0.403 \| 1.46 \| 540 \| 0.6780 \| 0.5145 \| 0.6179 \| 0.7955 \| 0.9107 \| 0.5659 \| 0.6498 \| 0.0 \| 0.9313 \| 0.7441 \| 0.5233 \| 0.7904 \| 0.4691 \| 0.5218 \| 0.0 \| 0.6898 \| 0.6216 \| 0.5084 \| \| 0.44 \| 1.51 \| 560 \| 0.6093 \| 0.5408 \| 0.6661 \| 0.8059 \| 0.8772 \| 0.6819 \| 0.8474 \| 0.0 \| 0.8984 \| 0.7658 \| 0.5919 \| 0.7826 \| 0.5138 \| 0.5877 \| 0.0 \| 0.7165 \| 0.6415 \| 0.5436 \| \| 0.4709 \| 1.57 \| 580 \| 0.6535 \| 0.5384 \| 0.6455 \| 0.8069 \| 0.9184 \| 0.6097 \| 0.7514 \| 0.0 \| 0.9075 \| 0.8113 \| 0.5202 \| 0.7923 \| 0.5011 \| 0.6161 \| 0.0 \| 0.6991 \| 0.6518 \| 0.5081 \| \| 0.6455 \| 1.62 \| 600 \| 0.6673 \| 0.5396 \| 0.6714 \| 0.8101 \| 0.9005 \| 0.7166 \| 0.8494 \| 0.0 \| 0.8997 \| 0.8311 \| 0.5026 \| 0.8055 \| 0.5104 \| 0.5743 \| 0.0 \| 0.7271 \| 0.6684 \| 0.4917 \| \| 0.3516 \| 1.68 \| 620 \| 0.6172 \| 0.5556 \| 0.6779 \| 0.8138 \| 0.9075 \| 0.6987 \| 0.8170 \| 0.0 \| 0.8722 \| 0.8718 \| 0.5777 \| 0.7940 \| 0.5400 \| 0.6491 \| 0.0 \| 0.7076 \| 0.6536 \| 0.5447 \| \| 0.4514 \| 1.73 \| 640 \| 0.5832 \| 0.5600 \| 0.6605 \| 0.8194 \| 0.9098 \| 0.6739 \| 0.7684 \| 0.0 \| 0.9331 \| 0.7268 \| 0.6118 \| 0.8019 \| 0.5542 \| 0.6434 \| 0.0 \| 0.7165 \| 0.6245 \| 0.5797 \| \| 1.1045 \| 1.78 \| 660 \| 0.5980 \| 0.5523 \| 0.6907 \| 0.8158 \| 0.8790 \| 0.7558 \| 0.8415 \| 0.0 \| 0.8884 \| 0.8548 \| 0.6153 \| 0.8138 \| 0.5171 \| 0.6138 \| 0.0 \| 0.7172 \| 0.6202 \| 0.5841 \| \| 1.0857 \| 1.84 \| 680 \| 0.5735 \| 0.5579 \| 0.6732 \| 0.8227 \| 0.9312 \| 0.6579 \| 0.7872 \| 0.0 \| 0.8865 \| 0.8613 \| 0.5885 \| 0.8056 \| 0.4950 \| 0.6448 \| 0.0 \| 0.7330 \| 0.6704 \| 0.5564 \| \| 0.5061 \| 1.89 \| 700 \| 0.6274 \| 0.5665 \| 0.6886 \| 0.8206 \| 0.8722 \| 0.6775 \| 0.8703 \| 0.0 \| 0.9003 \| 0.8563 \| 0.6435 \| 0.7985 \| 0.5661 \| 0.6134 \| 0.0 \| 0.7288 \| 0.6652 \| 0.5937 \| \| 0.7888 \| 1.95 \| 720 \| 0.5690 \| 0.5669 \| 0.6804 \| 0.8229 \| 0.8971 \| 0.6814 \| 0.8073 \| 0.0 \| 0.9026 \| 0.8185 \| 0.6561 \| 0.7929 \| 0.5396 \| 0.6278 \| 0.0 \| 0.7310 \| 0.6639 \| 0.6129 \| \| 1.8395 \| 2.0 \| 740 \| 0.6331 \| 0.5456 \| 0.6792 \| 0.8146 \| 0.9001 \| 0.7465 \| 0.7818 \| 0.0 \| 0.9014 \| 0.8823 \| 0.5425 \| 0.8112 \| 0.5072 \| 0.6227 \| 0.0 \| 0.7281 \| 0.6350 \| 0.5147 \| \| 0.4154 \| 2.05 \| 760 \| 0.6126 \| 0.5365 \| 0.6573 \| 0.8082 \| 0.9036 \| 0.6799 \| 0.8385 \| 0.0 \| 0.9220 \| 0.7777 \| 0.4793 \| 0.8001 \| 0.5236 \| 0.6053 \| 0.0 \| 0.7250 \| 0.6409 \| 0.4609 \| \| 0.5624 \| 2.11 \| 780 \| 0.5930 \| 0.5436 \| 0.6706 \| 0.8127 \| 0.9230 \| 0.7030 \| 0.7669 \| 0.0 \| 0.8795 \| 0.8923 \| 0.5295 \| 0.8094 \| 0.5154 \| 0.6514 \| 0.0 \| 0.7210 \| 0.6087 \| 0.4996 \| \| 0.4807 \| 2.16 \| 800 \| 0.5858 \| 0.5666 \| 0.6818 \| 0.8273 \| 0.9333 \| 0.6743 \| 0.8472 \| 0.0 \| 0.8734 \| 0.8049 \| 0.6398 \| 0.8080 \| 0.5238 \| 0.6303 \| 0.0 \| 0.7436 \| 0.6695 \| 0.5910 \| \| 1.4391 \| 2.22 \| 820 \| 0.5524 \| 0.5733 \| 0.6995 \| 0.8301 \| 0.8987 \| 0.8141 \| 0.7707 \| 0.0 \| 0.9143 \| 0.8380 \| 0.6603 \| 0.8248 \| 0.5716 \| 0.6372 \| 0.0 \| 0.7438 \| 0.6331 \| 0.6025 \| \| 0.3062 \| 2.27 \| 840 \| 0.5916 \| 0.5487 \| 0.6835 \| 0.8193 \| 0.9103 \| 0.7125 \| 0.8533 \| 0.0001 \| 0.8791 \| 0.8389 \| 0.5900 \| 0.8239 \| 0.4652 \| 0.6134 \| 0.0001 \| 0.7317 \| 0.6638 \| 0.5430 \| \| 0.7697 \| 2.32 \| 860 \| 0.5773 \| 0.5675 \| 0.7019 \| 0.8266 \| 0.9152 \| 0.7578 \| 0.8611 \| 0.0000 \| 0.8567 \| 0.8792 \| 0.6435 \| 0.8301 \| 0.5682 \| 0.6033 \| 0.0000 \| 0.7393 \| 0.6357 \| 0.5957 \| \| 0.2767 \| 2.38 \| 880 \| 0.5867 \| 0.5533 \| 0.6832 \| 0.8213 \| 0.9149 \| 0.7902 \| 0.7978 \| 0.0000 \| 0.9146 \| 0.8276 \| 0.5371 \| 0.8250 \| 0.5195 \| 0.6408 \| 0.0000 \| 0.7350 \| 0.6383 \| 0.5147 \| \| 0.893 \| 2.43 \| 900 \| 0.5856 \| 0.5741 \| 0.6887 \| 0.8299 \| 0.9008 \| 0.6935 \| 0.8431 \| 0.0000 \| 0.9209 \| 0.8590 \| 0.6033 \| 0.8302 \| 0.5565 \| 0.6647 \| 0.0000 \| 0.7270 \| 0.6621 \| 0.5779 \| \| 1.127 \| 2.49 \| 920 \| 0.5624 \| 0.5747 \| 0.6871 \| 0.8311 \| 0.9104 \| 0.6452 \| 0.8488 \| 0.0 \| 0.8964 \| 0.8526 \| 0.6560 \| 0.8290 \| 0.5516 \| 0.6330 \| 0.0 \| 0.7330 \| 0.6755 \| 0.6010 \| \| 0.5106 \| 2.54 \| 940 \| 0.5526 \| 0.5947 \| 0.7097 \| 0.8419 \| 0.9227 \| 0.7570 \| 0.7971 \| 0.0 \| 0.8821 \| 0.8716 \| 0.7374 \| 0.8343 \| 0.6048 \| 0.6494 \| 0.0 \| 0.7507 \| 0.6722 \| 0.6513 \| \| 0.5673 \| 2.59 \| 960 \| 0.5808 \| 0.5814 \| 0.6993 \| 0.8307 \| 0.9193 \| 0.8187 \| 0.8230 \| 0.0 \| 0.9025 \| 0.8298 \| 0.6018 \| 0.8186 \| 0.6177 \| 0.6727 \| 0.0 \| 0.7401 \| 0.6705 \| 0.5505 \| \| 0.2812 \| 2.65 \| 980 \| 0.5844 \| 0.5767 \| 0.6963 \| 0.8322 \| 0.9192 \| 0.7772 \| 0.8339 \| 0.0 \| 0.9157 \| 0.8657 \| 0.5622 \| 0.8439 \| 0.5988 \| 0.6983 \| 0.0 \| 0.7359 \| 0.6178 \| 0.5421 \| \| 0.3997 \| 2.7 \| 1000 \| 0.5592 \| 0.5753 \| 0.7015 \| 0.8336 \| 0.9208 \| 0.7436 \| 0.8771 \| 0.0024 \| 0.8816 \| 0.8458 \| 0.6392 \| 0.8422 \| 0.5628 \| 0.6606 \| 0.0024 \| 0.7434 \| 0.6223 \| 0.5932 \| \| 0.4418 \| 2.76 \| 1020 \| 0.5588 \| 0.5808 \| 0.6974 \| 0.8353 \| 0.9253 \| 0.6771 \| 0.8522 \| 0.0023 \| 0.8698 \| 0.8639 \| 0.6915 \| 0.8175 \| 0.5595 \| 0.6643 \| 0.0023 \| 0.7545 \| 0.6370 \| 0.6305 \| \| 0.2278 \| 2.81 \| 1040 \| 0.5760 \| 0.5741 \| 0.6992 \| 0.8274 \| 0.8871 \| 0.6410 \| 0.8781 \| 0.0004 \| 0.8510 \| 0.8692 \| 0.7677 \| 0.8233 \| 0.5270 \| 0.6855 \| 0.0004 \| 0.7279 \| 0.6705 \| 0.5841 \| \| 0.5887 \| 2.86 \| 1060 \| 0.6881 \| 0.5591 \| 0.6685 \| 0.8232 \| 0.9152 \| 0.6264 \| 0.8586 \| 0.0 \| 0.9256 \| 0.8308 \| 0.5227 \| 0.8226 \| 0.5157 \| 0.6556 \| 0.0 \| 0.7232 \| 0.6867 \| 0.5095 \| \| 0.4553 \| 2.92 \| 1080 \| 0.5963 \| 0.5627 \| 0.6950 \| 0.8243 \| 0.9335 \| 0.8256 \| 0.8174 \| 0.0000 \| 0.8854 \| 0.8907 \| 0.5122 \| 0.8168 \| 0.5449 \| 0.6832 \| 0.0000 \| 0.7393 \| 0.6600 \| 0.4949 \| \| 0.2984 \| 2.97 \| 1100 \| 0.5930 \| 0.5680 \| 0.6781 \| 0.8260 \| 0.9254 \| 0.6883 \| 0.8650 \| 0.0 \| 0.9185 \| 0.8502 \| 0.4995 \| 0.8099 \| 0.5640 \| 0.6698 \| 0.0 \| 0.7382 \| 0.7000 \| 0.4940 \| \| 0.3967 \| 3.03 \| 1120 \| 0.5804 \| 0.5839 \| 0.7108 \| 0.8333 \| 0.9254 \| 0.8007 \| 0.8812 \| 0.0129 \| 0.8713 \| 0.8776 \| 0.6068 \| 0.8104 \| 0.5881 \| 0.6580 \| 0.0129 \| 0.7562 \| 0.6913 \| 0.5706 \| \| 1.268 \| 3.08 \| 1140 \| 0.5496 \| 0.5890 \| 0.6962 \| 0.8400 \| 0.9202 \| 0.6909 \| 0.7891 \| 0.0 \| 0.9068 \| 0.8737 \| 0.6926 \| 0.8248 \| 0.5569 \| 0.6887 \| 0.0 \| 0.7468 \| 0.6594 \| 0.6465 \| \| 0.6241 \| 3.14 \| 1160 \| 0.5864 \| 0.5894 \| 0.7051 \| 0.8377 \| 0.9105 \| 0.8164 \| 0.8183 \| 0.0001 \| 0.9309 \| 0.8584 \| 0.6012 \| 0.8392 \| 0.6190 \| 0.6808 \| 0.0001 \| 0.7394 \| 0.6653 \| 0.5819 \| \| 0.3563 \| 3.19 \| 1180 \| 0.6123 \| 0.5754 \| 0.6866 \| 0.8321 \| 0.9313 \| 0.6944 \| 0.8277 \| 0.0001 \| 0.9010 \| 0.8596 \| 0.5919 \| 0.8300 \| 0.5669 \| 0.6401 \| 0.0001 \| 0.7354 \| 0.6819 \| 0.5737 \| \| 0.2633 \| 3.24 \| 1200 \| 0.5683 \| 0.5970 \| 0.7159 \| 0.8408 \| 0.9265 \| 0.7814 \| 0.8266 \| 0.0134 \| 0.8744 \| 0.9090 \| 0.6802 \| 0.8419 \| 0.6303 \| 0.6722 \| 0.0134 \| 0.7409 \| 0.6450 \| 0.6352 \| \| 0.4295 \| 3.3 \| 1220 \| 0.5305 \| 0.6022 \| 0.7131 \| 0.8490 \| 0.9116 \| 0.6722 \| 0.8576 \| 0.0128 \| 0.8965 \| 0.8791 \| 0.7623 \| 0.8398 \| 0.5683 \| 0.6798 \| 0.0128 \| 0.7638 \| 0.6719 \| 0.6791 \| \| 0.3334 \| 3.35 \| 1240 \| 0.4919 \| 0.6127 \| 0.7236 \| 0.8523 \| 0.9158 \| 0.7832 \| 0.8391 \| 0.0239 \| 0.9132 \| 0.8534 \| 0.7368 \| 0.8382 \| 0.5938 \| 0.6918 \| 0.0239 \| 0.7649 \| 0.6929 \| 0.6833 \| \| 0.8576 \| 3.41 \| 1260 \| 0.5363 \| 0.6047 \| 0.7090 \| 0.8475 \| 0.9223 \| 0.7324 \| 0.8359 \| 0.0104 \| 0.9169 \| 0.8586 \| 0.6863 \| 0.8342 \| 0.6118 \| 0.6977 \| 0.0104 \| 0.7595 \| 0.6751 \| 0.6443 \| \| 0.6485 \| 3.46 \| 1280 \| 0.5941 \| 0.5796 \| 0.6994 \| 0.8318 \| 0.9043 \| 0.6889 \| 0.8987 \| 0.0223 \| 0.8900 \| 0.8443 \| 0.6473 \| 0.8264 \| 0.5723 \| 0.6546 \| 0.0222 \| 0.7414 \| 0.6414 \| 0.5985 \| \| 0.4796 \| 3.51 \| 1300 \| 0.5303 \| 0.6263 \| 0.7444 \| 0.8595 \| 0.9162 \| 0.7860 \| 0.8811 \| 0.0254 \| 0.8712 \| 0.9022 \| 0.8287 \| 0.8486 \| 0.6127 \| 0.7157 \| 0.0254 \| 0.7683 \| 0.6806 \| 0.7328 \| \| 0.5067 \| 3.57 \| 1320 \| 0.5371 \| 0.6036 \| 0.7114 \| 0.8453 \| 0.9382 \| 0.7605 \| 0.8227 \| 0.0136 \| 0.8967 \| 0.9103 \| 0.6380 \| 0.8428 \| 0.6297 \| 0.6921 \| 0.0135 \| 0.7449 \| 0.6875 \| 0.6144 \| \| 0.5053 \| 3.62 \| 1340 \| 0.5882 \| 0.5926 \| 0.6828 \| 0.8426 \| 0.9367 \| 0.6589 \| 0.8258 \| 0.0219 \| 0.9429 \| 0.7536 \| 0.6396 \| 0.8276 \| 0.5632 \| 0.6848 \| 0.0218 \| 0.7536 \| 0.6803 \| 0.6171 \| \| 0.4843 \| 3.68 \| 1360 \| 0.5507 \| 0.5897 \| 0.7164 \| 0.8371 \| 0.9244 \| 0.8326 \| 0.8351 \| 0.0263 \| 0.8894 \| 0.9080 \| 0.5991 \| 0.8454 \| 0.6275 \| 0.6905 \| 0.0262 \| 0.7462 \| 0.6206 \| 0.5716 \| \| 0.8689 \| 3.73 \| 1380 \| 0.5376 \| 0.5943 \| 0.7094 \| 0.8400 \| 0.9317 \| 0.7549 \| 0.8565 \| 0.0364 \| 0.8956 \| 0.8851 \| 0.6053 \| 0.8419 \| 0.6162 \| 0.6949 \| 0.0360 \| 0.7504 \| 0.6494 \| 0.5713 \| \| 0.3403 \| 3.78 \| 1400 \| 0.5378 \| 0.5974 \| 0.7130 \| 0.8443 \| 0.9082 \| 0.6849 \| 0.8510 \| 0.0327 \| 0.8935 \| 0.8898 \| 0.7309 \| 0.8454 \| 0.5779 \| 0.7062 \| 0.0323 \| 0.7636 \| 0.6350 \| 0.6216 \| \| 0.2871 \| 3.84 \| 1420 \| 0.5867 \| 0.5853 \| 0.7072 \| 0.8322 \| 0.9207 \| 0.7519 \| 0.8463 \| 0.0362 \| 0.8744 \| 0.8990 \| 0.6220 \| 0.8366 \| 0.6133 \| 0.6878 \| 0.0358 \| 0.7380 \| 0.6280 \| 0.5578 \| \| 0.9867 \| 3.89 \| 1440 \| 0.5237 \| 0.6300 \| 0.7342 \| 0.8620 \| 0.9353 \| 0.8254 \| 0.8431 \| 0.0233 \| 0.9053 \| 0.8190 \| 0.7876 \| 0.8467 \| 0.6401 \| 0.7014 \| 0.0233 \| 0.7768 \| 0.6945 \| 0.7271 \| \| 0.9706 \| 3.95 \| 1460 \| 0.5224 \| 0.6152 \| 0.7165 \| 0.8533 \| 0.9262 \| 0.7196 \| 0.8428 \| 0.0272 \| 0.9121 \| 0.8622 \| 0.7252 \| 0.8476 \| 0.5956 \| 0.7172 \| 0.0269 \| 0.7554 \| 0.6992 \| 0.6644 \| \| 0.3828 \| 4.0 \| 1480 \| 0.5522 \| 0.6025 \| 0.7113 \| 0.8444 \| 0.8774 \| 0.6191 \| 0.8897 \| 0.0274 \| 0.9048 \| 0.8524 \| 0.8081 \| 0.8102 \| 0.5483 \| 0.7127 \| 0.0269 \| 0.7729 \| 0.7045 \| 0.6418 \| \| 0.3948 \| 4.05 \| 1500 \| 0.5806 \| 0.5967 \| 0.7052 \| 0.8401 \| 0.9333 \| 0.7006 \| 0.8889 \| 0.0456 \| 0.8946 \| 0.8704 \| 0.6027 \| 0.8297 \| 0.5863 \| 0.6943 \| 0.0450 \| 0.7459 \| 0.6990 \| 0.5765 \| \| 0.2947 \| 4.11 \| 1520 \| 0.5770 \| 0.6112 \| 0.7208 \| 0.8456 \| 0.9404 \| 0.7523 \| 0.8408 \| 0.0724 \| 0.8768 \| 0.8954 \| 0.6677 \| 0.8236 \| 0.6205 \| 0.6835 \| 0.0694 \| 0.7634 \| 0.6877 \| 0.6303 \| \| 0.5195 \| 4.16 \| 1540 \| 0.5252 \| 0.6303 \| 0.7224 \| 0.8644 \| 0.9284 \| 0.7117 \| 0.8151 \| 0.0433 \| 0.9329 \| 0.8172 \| 0.8084 \| 0.8476 \| 0.5945 \| 0.6907 \| 0.0420 \| 0.7856 \| 0.7130 \| 0.7389 \| \| 0.3633 \| 4.22 \| 1560 \| 0.5587 \| 0.6272 \| 0.7398 \| 0.8585 \| 0.9213 \| 0.7266 \| 0.8699 \| 0.0764 \| 0.8732 \| 0.8881 \| 0.8232 \| 0.8456 \| 0.5813 \| 0.7077 \| 0.0727 \| 0.7739 \| 0.7036 \| 0.7053 \| \| 0.9574 \| 4.27 \| 1580 \| 0.5696 \| 0.6185 \| 0.7273 \| 0.8522 \| 0.9219 \| 0.6968 \| 0.8716 \| 0.0638 \| 0.8787 \| 0.8981 \| 0.7605 \| 0.8418 \| 0.5900 \| 0.6967 \| 0.0609 \| 0.7567 \| 0.7022 \| 0.6815 \| \| 0.1326 \| 4.32 \| 1600 \| 0.5247 \| 0.6255 \| 0.7265 \| 0.8550 \| 0.9344 \| 0.7191 \| 0.8723 \| 0.0888 \| 0.9039 \| 0.8729 \| 0.6940 \| 0.8465 \| 0.5978 \| 0.7157 \| 0.0853 \| 0.7574 \| 0.7166 \| 0.6596 \| \| 0.4631 \| 4.38 \| 1620 \| 0.5271 \| 0.6477 \| 0.7457 \| 0.8600 \| 0.9113 \| 0.7095 \| 0.8641 \| 0.2124 \| 0.9202 \| 0.8359 \| 0.7667 \| 0.8492 \| 0.5950 \| 0.7392 \| 0.1890 \| 0.7620 \| 0.7124 \| 0.6868 \| \| 0.3529 \| 4.43 \| 1640 \| 0.4991 \| 0.6592 \| 0.7500 \| 0.8692 \| 0.9209 \| 0.6656 \| 0.8689 \| 0.2345 \| 0.9237 \| 0.8109 \| 0.8253 \| 0.8525 \| 0.5746 \| 0.7358 \| 0.2240 \| 0.7807 \| 0.7041 \| 0.7424 \| \| 0.2564 \| 4.49 \| 1660 \| 0.5079 \| 0.6458 \| 0.7439 \| 0.8651 \| 0.9281 \| 0.7152 \| 0.8535 \| 0.1515 \| 0.9058 \| 0.8462 \| 0.8069 \| 0.8456 \| 0.5941 \| 0.6887 \| 0.1461 \| 0.7786 \| 0.7032 \| 0.7646 \| \| 0.1471 \| 4.54 \| 1680 \| 0.5641 \| 0.6209 \| 0.7447 \| 0.8526 \| 0.9232 \| 0.7964 \| 0.8833 \| 0.0940 \| 0.8668 \| 0.9092 \| 0.7401 \| 0.8475 \| 0.6357 \| 0.6723 \| 0.0895 \| 0.7793 \| 0.6316 \| 0.6902 \| \| 0.1997 \| 4.59 \| 1700 \| 0.4899 \| 0.6563 \| 0.7565 \| 0.8653 \| 0.9470 \| 0.7244 \| 0.8462 \| 0.2409 \| 0.8728 \| 0.8523 \| 0.8119 \| 0.8438 \| 0.6032 \| 0.6888 \| 0.2184 \| 0.7789 \| 0.7115 \| 0.7494 \| \| 0.2245 \| 4.65 \| 1720 \| 0.4435 \| 0.6780 \| 0.7710 \| 0.8764 \| 0.9280 \| 0.7736 \| 0.8614 \| 0.2390 \| 0.9212 \| 0.8621 \| 0.8117 \| 0.8529 \| 0.6433 \| 0.7457 \| 0.2220 \| 0.7936 \| 0.7105 \| 0.7783 \| \| 0.7756 \| 4.7 \| 1740 \| 0.4811 \| 0.6516 \| 0.7530 \| 0.8696 \| 0.9265 \| 0.7816 \| 0.9056 \| 0.1070 \| 0.9025 \| 0.8191 \| 0.8285 \| 0.8528 \| 0.6400 \| 0.6958 \| 0.1031 \| 0.7889 \| 0.7235 \| 0.7572 \| \| 0.307 \| 4.76 \| 1760 \| 0.5266 \| 0.6311 \| 0.7547 \| 0.8565 \| 0.9215 \| 0.8256 \| 0.9053 \| 0.1336 \| 0.8784 \| 0.8872 \| 0.7312 \| 0.8500 \| 0.6479 \| 0.6715 \| 0.1267 \| 0.7882 \| 0.6435 \| 0.6898 \| \| 0.4766 \| 4.81 \| 1780 \| 0.4891 \| 0.6561 \| 0.7619 \| 0.8644 \| 0.9377 \| 0.6778 \| 0.8795 \| 0.3009 \| 0.8784 \| 0.8941 \| 0.7651 \| 0.8480 \| 0.5766 \| 0.7330 \| 0.2586 \| 0.7842 \| 0.6774 \| 0.7148 \| \| 0.2988 \| 4.86 \| 1800 \| 0.4536 \| 0.6566 \| 0.7576 \| 0.8706 \| 0.9316 \| 0.7662 \| 0.8676 \| 0.1472 \| 0.8977 \| 0.8713 \| 0.8213 \| 0.8533 \| 0.6163 \| 0.7200 \| 0.1361 \| 0.7843 \| 0.7173 \| 0.7687 \| \| 1.063 \| 4.92 \| 1820 \| 0.4507 \| 0.6729 \| 0.7708 \| 0.8736 \| 0.9221 \| 0.7607 \| 0.8602 \| 0.2617 \| 0.9208 \| 0.8701 \| 0.8002 \| 0.8532 \| 0.6105 \| 0.7336 \| 0.2412 \| 0.7874 \| 0.7052 \| 0.7793 \| \| 0.3698 \| 4.97 \| 1840 \| 0.4328 \| 0.6838 \| 0.7911 \| 0.8733 \| 0.9282 \| 0.8086 \| 0.8443 \| 0.3619 \| 0.8951 \| 0.9032 \| 0.7960 \| 0.8579 \| 0.6388 \| 0.7495 \| 0.3105 \| 0.7860 \| 0.6998 \| 0.7439 \| \| 0.2845 \| 5.03 \| 1860 \| 0.4597 \| 0.6676 \| 0.7699 \| 0.8743 \| 0.9417 \| 0.8318 \| 0.8597 \| 0.1995 \| 0.9069 \| 0.8742 \| 0.7756 \| 0.8582 \| 0.6454 \| 0.7099 \| 0.1795 \| 0.7963 \| 0.7168 \| 0.7668 \| \| 0.4496 \| 5.08 \| 1880 \| 0.4331 \| 0.6861 \| 0.7862 \| 0.8774 \| 0.9382 \| 0.8165 \| 0.8586 \| 0.3196 \| 0.9079 \| 0.8793 \| 0.7832 \| 0.8554 \| 0.6575 \| 0.7385 \| 0.2652 \| 0.8001 \| 0.7212 \| 0.7644 \| \| 0.3292 \| 5.14 \| 1900 \| 0.4828 \| 0.6682 \| 0.7751 \| 0.8693 \| 0.9194 \| 0.8145 \| 0.8619 \| 0.2450 \| 0.8949 \| 0.8620 \| 0.8280 \| 0.8477 \| 0.6438 \| 0.7319 \| 0.2148 \| 0.7890 \| 0.7272 \| 0.7232 \| \| 0.2141 \| 5.19 \| 1920 \| 0.4936 \| 0.6665 \| 0.7758 \| 0.8688 \| 0.9165 \| 0.8014 \| 0.8762 \| 0.2428 \| 0.8913 \| 0.8797 \| 0.8227 \| 0.8475 \| 0.6373 \| 0.7300 \| 0.2112 \| 0.7885 \| 0.7206 \| 0.7302 \| \| 0.465 \| 5.24 \| 1940 \| 0.4780 \| 0.6826 \| 0.7880 \| 0.8749 \| 0.9202 \| 0.8143 \| 0.8578 \| 0.3009 \| 0.8973 \| 0.8854 \| 0.8403 \| 0.8528 \| 0.6344 \| 0.7550 \| 0.2764 \| 0.7908 \| 0.7177 \| 0.7511 \| \| 0.1885 \| 5.3 \| 1960 \| 0.4669 \| 0.6728 \| 0.7757 \| 0.8690 \| 0.9265 \| 0.7611 \| 0.9001 \| 0.2881 \| 0.8939 \| 0.9006 \| 0.7596 \| 0.8565 \| 0.6417 \| 0.7504 \| 0.2596 \| 0.7732 \| 0.7176 \| 0.7106 \| \| 0.3611 \| 5.35 \| 1980 \| 0.4535 \| 0.6836 \| 0.7834 \| 0.8767 \| 0.9306 \| 0.8179 \| 0.8958 \| 0.2917 \| 0.9099 \| 0.8356 \| 0.8027 \| 0.8590 \| 0.6464 \| 0.7409 \| 0.2621 \| 0.7902 \| 0.7241 \| 0.7624 \| \| 0.25 \| 5.41 \| 2000 \| 0.5061 \| 0.6592 \| 0.7547 \| 0.8691 \| 0.9288 \| 0.6978 \| 0.8452 \| 0.2238 \| 0.9071 \| 0.8599 \| 0.8198 \| 0.8546 \| 0.6031 \| 0.7431 \| 0.2093 \| 0.7872 \| 0.6939 \| 0.7229 \| \| 0.7475 \| 5.46 \| 2020 \| 0.5061 \| 0.6613 \| 0.7687 \| 0.8697 \| 0.9297 \| 0.7892 \| 0.8843 \| 0.1933 \| 0.8793 \| 0.8688 \| 0.8360 \| 0.8525 \| 0.6342 \| 0.7140 \| 0.1712 \| 0.7864 \| 0.7186 \| 0.7524 \| \| 0.187 \| 5.51 \| 2040 \| 0.4465 \| 0.6729 \| 0.7742 \| 0.8735 \| 0.9266 \| 0.7831 \| 0.8658 \| 0.2563 \| 0.9069 \| 0.8683 \| 0.8121 \| 0.8547 \| 0.6292 \| 0.7376 \| 0.2335 \| 0.7911 \| 0.7100 \| 0.7543 \| \| 0.3565 \| 5.57 \| 2060 \| 0.4568 \| 0.6656 \| 0.7674 \| 0.8691 \| 0.9399 \| 0.7226 \| 0.8659 \| 0.2747 \| 0.8853 \| 0.9102 \| 0.7734 \| 0.8507 \| 0.6163 \| 0.7186 \| 0.2411 \| 0.7863 \| 0.7030 \| 0.7430 \| \| 0.325 \| 5.62 \| 2080 \| 0.4735 \| 0.6740 \| 0.7839 \| 0.8606 \| 0.8804 \| 0.7749 \| 0.8525 \| 0.4185 \| 0.9142 \| 0.8114 \| 0.8357 \| 0.8192 \| 0.6425 \| 0.7423 \| 0.3374 \| 0.7871 \| 0.6979 \| 0.6912 \| \| 0.1944 \| 5.68 \| 2100 \| 0.4866 \| 0.6649 \| 0.7787 \| 0.8632 \| 0.8985 \| 0.8232 \| 0.8408 \| 0.2915 \| 0.8991 \| 0.8778 \| 0.8203 \| 0.8268 \| 0.6249 \| 0.7415 \| 0.2621 \| 0.7905 \| 0.7005 \| 0.7077 \| \| 0.164 \| 5.73 \| 2120 \| 0.4597 \| 0.6853 \| 0.7853 \| 0.8760 \| 0.9239 \| 0.8008 \| 0.8658 \| 0.3509 \| 0.9173 \| 0.8076 \| 0.8305 \| 0.8560 \| 0.6401 \| 0.7535 \| 0.2936 \| 0.7944 \| 0.6925 \| 0.7667 \| \| 0.4798 \| 5.78 \| 2140 \| 0.5149 \| 0.6618 \| 0.7591 \| 0.8643 \| 0.9346 \| 0.7675 \| 0.8401 \| 0.3216 \| 0.9315 \| 0.8207 \| 0.6974 \| 0.8552 \| 0.6219 \| 0.7541 \| 0.2708 \| 0.7753 \| 0.6800 \| 0.6751 \| \| 0.1933 \| 5.84 \| 2160 \| 0.5182 \| 0.6699 \| 0.7772 \| 0.8673 \| 0.9487 \| 0.7200 \| 0.9023 \| 0.3454 \| 0.8594 \| 0.9088 \| 0.7555 \| 0.8466 \| 0.6131 \| 0.7301 \| 0.2953 \| 0.7827 \| 0.6851 \| 0.7365 \| \| 0.2195 \| 5.89 \| 2180 \| 0.5167 \| 0.6635 \| 0.7661 \| 0.8644 \| 0.9162 \| 0.7589 \| 0.8719 \| 0.3231 \| 0.9275 \| 0.8388 \| 0.7263 \| 0.8476 \| 0.6111 \| 0.7335 \| 0.2869 \| 0.7785 \| 0.6880 \| 0.6989 \| \| 0.3676 \| 5.95 \| 2200 \| 0.4548 \| 0.6880 \| 0.8003 \| 0.8745 \| 0.9253 \| 0.8300 \| 0.8691 \| 0.4255 \| 0.8987 \| 0.8503 \| 0.8032 \| 0.8582 \| 0.6511 \| 0.7390 \| 0.3305 \| 0.7952 \| 0.6797 \| 0.7621 \| \| 1.208 \| 6.0 \| 2220 \| 0.4922 \| 0.6741 \| 0.7848 \| 0.8672 \| 0.9445 \| 0.8033 \| 0.8567 \| 0.3728 \| 0.8709 \| 0.8841 \| 0.7610 \| 0.8474 \| 0.6511 \| 0.7163 \| 0.3135 \| 0.7870 \| 0.6646 \| 0.7390 \| \| 0.316 \| 6.05 \| 2240 \| 0.4775 \| 0.6782 \| 0.7781 \| 0.8723 \| 0.9340 \| 0.8023 \| 0.8426 \| 0.3345 \| 0.9132 \| 0.8394 \| 0.7807 \| 0.8543 \| 0.6556 \| 0.7225 \| 0.2905 \| 0.7928 \| 0.6794 \| 0.7523 \| \| 0.2564 \| 6.11 \| 2260 \| 0.4697 \| 0.6825 \| 0.7959 \| 0.8734 \| 0.9304 \| 0.8437 \| 0.8772 \| 0.4049 \| 0.9016 \| 0.8333 \| 0.7801 \| 0.8609 \| 0.6482 \| 0.7323 \| 0.3276 \| 0.7998 \| 0.6648 \| 0.7434 \| \| 0.2638 \| 6.16 \| 2280 \| 0.4605 \| 0.6786 \| 0.7889 \| 0.8721 \| 0.9349 \| 0.7914 \| 0.8772 \| 0.3591 \| 0.8843 \| 0.8955 \| 0.7800 \| 0.8637 \| 0.6505 \| 0.7390 \| 0.2879 \| 0.7880 \| 0.6748 \| 0.7466 \| \| 0.3469 \| 6.22 \| 2300 \| 0.4692 \| 0.6621 \| 0.7767 \| 0.8671 \| 0.9353 \| 0.8310 \| 0.8786 \| 0.2901 \| 0.8922 \| 0.8676 \| 0.7420 \| 0.8584 \| 0.6324 \| 0.7362 \| 0.2502 \| 0.7920 \| 0.6566 \| 0.7088 \| \| 0.2403 \| 6.27 \| 2320 \| 0.4784 \| 0.6668 \| 0.7703 \| 0.8667 \| 0.9451 \| 0.8032 \| 0.8432 \| 0.3370 \| 0.9072 \| 0.8384 \| 0.7180 \| 0.8590 \| 0.6517 \| 0.7333 \| 0.2880 \| 0.7861 \| 0.6552 \| 0.6943 \| \| 0.2333 \| 6.32 \| 2340 \| 0.5160 \| 0.6561 \| 0.7653 \| 0.8577 \| 0.9381 \| 0.7845 \| 0.8454 \| 0.3368 \| 0.8969 \| 0.9095 \| 0.6458 \| 0.8593 \| 0.6594 \| 0.7223 \| 0.2832 \| 0.7619 \| 0.6784 \| 0.6285 \| \| 0.2887 \| 6.38 \| 2360 \| 0.4777 \| 0.6830 \| 0.8061 \| 0.8696 \| 0.9281 \| 0.8454 \| 0.8522 \| 0.4299 \| 0.8610 \| 0.9223 \| 0.8040 \| 0.8627 \| 0.6516 \| 0.7322 \| 0.3358 \| 0.7759 \| 0.6511 \| 0.7718 \| \| 0.2792 \| 6.43 \| 2380 \| 0.4690 \| 0.6982 \| 0.8100 \| 0.8770 \| 0.9419 \| 0.8185 \| 0.8761 \| 0.4700 \| 0.8681 \| 0.8732 \| 0.8220 \| 0.8577 \| 0.6566 \| 0.7328 \| 0.3636 \| 0.7898 \| 0.6983 \| 0.7884 \| \| 0.8269 \| 6.49 \| 2400 \| 0.4992 \| 0.6743 \| 0.7784 \| 0.8622 \| 0.9019 \| 0.7832 \| 0.8803 \| 0.3721 \| 0.9167 \| 0.8506 \| 0.7438 \| 0.8334 \| 0.6590 \| 0.7567 \| 0.3282 \| 0.7803 \| 0.7055 \| 0.6569 \| \| 0.2425 \| 6.54 \| 2420 \| 0.4863 \| 0.6823 \| 0.8024 \| 0.8650 \| 0.8650 \| 0.8212 \| 0.8750 \| 0.4033 \| 0.8974 \| 0.8546 \| 0.9005 \| 0.8145 \| 0.6445 \| 0.7457 \| 0.3422 \| 0.8011 \| 0.7142 \| 0.7141 \| \| 0.2416 \| 6.59 \| 2440 \| 0.4300 \| 0.7009 \| 0.7999 \| 0.8811 \| 0.9379 \| 0.7844 \| 0.8409 \| 0.4298 \| 0.8997 \| 0.8686 \| 0.8378 \| 0.8600 \| 0.6514 \| 0.7503 \| 0.3540 \| 0.8007 \| 0.7090 \| 0.7811 \| \| 0.3013 \| 6.65 \| 2460 \| 0.4562 \| 0.6970 \| 0.7983 \| 0.8794 \| 0.9264 \| 0.8061 \| 0.8855 \| 0.3964 \| 0.9088 \| 0.8433 \| 0.8214 \| 0.8609 \| 0.6628 \| 0.7419 \| 0.3312 \| 0.7952 \| 0.6994 \| 0.7877 \| \| 0.1874 \| 6.7 \| 2480 \| 0.4734 \| 0.6845 \| 0.7999 \| 0.8742 \| 0.9240 \| 0.8594 \| 0.8730 \| 0.3916 \| 0.8978 \| 0.8491 \| 0.8046 \| 0.8566 \| 0.6400 \| 0.7417 \| 0.3000 \| 0.7946 \| 0.6852 \| 0.7732 \| \| 0.4846 \| 6.76 \| 2500 \| 0.4826 \| 0.6884 \| 0.7909 \| 0.8751 \| 0.9291 \| 0.7870 \| 0.8749 \| 0.3714 \| 0.8917 \| 0.8457 \| 0.8362 \| 0.8481 \| 0.6514 \| 0.7483 \| 0.3141 \| 0.7974 \| 0.7031 \| 0.7566 \| \| 0.3205 \| 6.81 \| 2520 \| 0.4955 \| 0.6903 \| 0.8003 \| 0.8751 \| 0.9266 \| 0.8166 \| 0.8752 \| 0.4138 \| 0.8909 \| 0.8610 \| 0.8179 \| 0.8567 \| 0.6509 \| 0.7427 \| 0.3343 \| 0.7937 \| 0.6990 \| 0.7545 \| \| 0.1754 \| 6.86 \| 2540 \| 0.4677 \| 0.6893 \| 0.7897 \| 0.8769 \| 0.9298 \| 0.7852 \| 0.8667 \| 0.3591 \| 0.9014 \| 0.8612 \| 0.8245 \| 0.8567 \| 0.6530 \| 0.7429 \| 0.3109 \| 0.7967 \| 0.7049 \| 0.7599 \| \| 0.34 \| 6.92 \| 2560 \| 0.4733 \| 0.6936 \| 0.7990 \| 0.8792 \| 0.9355 \| 0.7980 \| 0.8614 \| 0.3901 \| 0.8887 \| 0.8840 \| 0.8350 \| 0.8573 \| 0.6356 \| 0.7352 \| 0.3258 \| 0.7994 \| 0.7063 \| 0.7956 \| \| 0.2217 \| 6.97 \| 2580 \| 0.4885 \| 0.6884 \| 0.7863 \| 0.8776 \| 0.9377 \| 0.7237 \| 0.8399 \| 0.3762 \| 0.8864 \| 0.8741 \| 0.8662 \| 0.8535 \| 0.6204 \| 0.7384 \| 0.3092 \| 0.7964 \| 0.7122 \| 0.7887 \| \| 0.2033 \| 7.03 \| 2600 \| 0.5131 \| 0.6941 \| 0.8018 \| 0.8774 \| 0.9294 \| 0.7977 \| 0.8625 \| 0.4055 \| 0.8839 \| 0.8979 \| 0.8358 \| 0.8579 \| 0.6471 \| 0.7378 \| 0.3489 \| 0.7963 \| 0.7047 \| 0.7661 \| \| 0.8201 \| 7.08 \| 2620 \| 0.4936 \| 0.6864 \| 0.7953 \| 0.8736 \| 0.9309 \| 0.7983 \| 0.8397 \| 0.4094 \| 0.8888 \| 0.8883 \| 0.8113 \| 0.8563 \| 0.6433 \| 0.7296 \| 0.3416 \| 0.7942 \| 0.6951 \| 0.7446 \| \| 0.4272 \| 7.14 \| 2640 \| 0.5361 \| 0.6850 \| 0.7955 \| 0.8678 \| 0.9086 \| 0.7859 \| 0.8384 \| 0.4533 \| 0.8842 \| 0.8175 \| 0.8806 \| 0.8406 \| 0.6547 \| 0.7357 \| 0.3467 \| 0.7857 \| 0.7081 \| 0.7233 \| \| 0.0863 \| 7.19 \| 2660 \| 0.5271 \| 0.6821 \| 0.7871 \| 0.8763 \| 0.9348 \| 0.7974 \| 0.8287 \| 0.3187 \| 0.8820 \| 0.8684 \| 0.8795 \| 0.8586 \| 0.6474 \| 0.7043 \| 0.2561 \| 0.7939 \| 0.7098 \| 0.8049 \| \| 0.3078 \| 7.24 \| 2680 \| 0.4543 \| 0.6993 \| 0.8030 \| 0.8809 \| 0.9429 \| 0.8195 \| 0.8227 \| 0.4199 \| 0.8901 \| 0.8871 \| 0.8387 \| 0.8605 \| 0.6589 \| 0.7115 \| 0.3357 \| 0.7999 \| 0.7144 \| 0.8146 \| \| 0.2672 \| 7.3 \| 2700 \| 0.4635 \| 0.6909 \| 0.8004 \| 0.8773 \| 0.9323 \| 0.8478 \| 0.8525 \| 0.4242 \| 0.9087 \| 0.8383 \| 0.7988 \| 0.8628 \| 0.6400 \| 0.7396 \| 0.3249 \| 0.7963 \| 0.7002 \| 0.7723 \| \| 0.3206 \| 7.35 \| 2720 \| 0.4961 \| 0.6962 \| 0.7969 \| 0.8790 \| 0.9421 \| 0.7664 \| 0.8547 \| 0.4557 \| 0.9044 \| 0.8666 \| 0.7881 \| 0.8654 \| 0.6668 \| 0.7360 \| 0.3438 \| 0.8016 \| 0.6968 \| 0.7630 \| \| 0.2269 \| 7.41 \| 2740 \| 0.4869 \| 0.6949 \| 0.7983 \| 0.8784 \| 0.9464 \| 0.7969 \| 0.8428 \| 0.4394 \| 0.8939 \| 0.8702 \| 0.7986 \| 0.8614 \| 0.6643 \| 0.7235 \| 0.3415 \| 0.8026 \| 0.7005 \| 0.7704 \| \| 0.1522 \| 7.46 \| 2760 \| 0.4841 \| 0.6827 \| 0.7796 \| 0.8770 \| 0.9350 \| 0.8021 \| 0.8486 \| 0.3287 \| 0.9226 \| 0.8118 \| 0.8084 \| 0.8645 \| 0.6624 \| 0.7199 \| 0.2772 \| 0.7991 \| 0.6772 \| 0.7785 \| \| 0.3704 \| 7.51 \| 2780 \| 0.4861 \| 0.6820 \| 0.7924 \| 0.8738 \| 0.9343 \| 0.8243 \| 0.8631 \| 0.3978 \| 0.8985 \| 0.8323 \| 0.7967 \| 0.8642 \| 0.6591 \| 0.7160 \| 0.2886 \| 0.7947 \| 0.6840 \| 0.7676 \| \| 0.2283 \| 7.57 \| 2800 \| 0.5024 \| 0.6837 \| 0.7968 \| 0.8732 \| 0.9331 \| 0.7887 \| 0.8714 \| 0.4362 \| 0.8919 \| 0.8869 \| 0.7695 \| 0.8635 \| 0.6581 \| 0.7153 \| 0.3259 \| 0.7997 \| 0.6791 \| 0.7443 \| \| 0.2912 \| 7.62 \| 2820 \| 0.4581 \| 0.6902 \| 0.7917 \| 0.8775 \| 0.9425 \| 0.8138 \| 0.8171 \| 0.4273 \| 0.9144 \| 0.8293 \| 0.7977 \| 0.8589 \| 0.6536 \| 0.7195 \| 0.3292 \| 0.8052 \| 0.6930 \| 0.7722 \| \| 0.2928 \| 7.68 \| 2840 \| 0.4653 \| 0.6953 \| 0.7901 \| 0.8794 \| 0.9448 \| 0.7913 \| 0.8257 \| 0.4364 \| 0.9183 \| 0.8002 \| 0.8142 \| 0.8582 \| 0.6606 \| 0.7228 \| 0.3278 \| 0.8032 \| 0.7050 \| 0.7897 \| \| 1.2079 \| 7.73 \| 2860 \| 0.5082 \| 0.6878 \| 0.7947 \| 0.8732 \| 0.9379 \| 0.7891 \| 0.8306 \| 0.4535 \| 0.8880 \| 0.8455 \| 0.8184 \| 0.8511 \| 0.6473 \| 0.7100 \| 0.3573 \| 0.7978 \| 0.6992 \| 0.7521 \| \| 0.2305 \| 7.78 \| 2880 \| 0.5045 \| 0.6832 \| 0.7849 \| 0.8765 \| 0.9395 \| 0.8166 \| 0.8583 \| 0.3214 \| 0.9008 \| 0.8454 \| 0.8122 \| 0.8552 \| 0.6526 \| 0.7174 \| 0.2795 \| 0.8024 \| 0.6991 \| 0.7759 \| \| 0.1923 \| 7.84 \| 2900 \| 0.4671 \| 0.6960 \| 0.7927 \| 0.8801 \| 0.9428 \| 0.7657 \| 0.8484 \| 0.3991 \| 0.9001 \| 0.8771 \| 0.8157 \| 0.8623 \| 0.6601 \| 0.7228 \| 0.3387 \| 0.8019 \| 0.7032 \| 0.7833 \| \| 0.0884 \| 7.89 \| 2920 \| 0.4756 \| 0.6994 \| 0.7993 \| 0.8804 \| 0.9424 \| 0.8137 \| 0.8147 \| 0.4366 \| 0.9057 \| 0.8627 \| 0.8193 \| 0.8602 \| 0.6671 \| 0.7075 \| 0.3561 \| 0.8045 \| 0.7086 \| 0.7916 \| \| 1.1581 \| 7.95 \| 2940 \| 0.5047 \| 0.6833 \| 0.7932 \| 0.8706 \| 0.9147 \| 0.8215 \| 0.8196 \| 0.4138 \| 0.9031 \| 0.8410 \| 0.8388 \| 0.8515 \| 0.6484 \| 0.7252 \| 0.3382 \| 0.7908 \| 0.6985 \| 0.7304 \| \| 0.2062 \| 8.0 \| 2960 \| 0.4640 \| 0.6972 \| 0.8028 \| 0.8779 \| 0.9434 \| 0.8304 \| 0.8385 \| 0.4505 \| 0.8931 \| 0.8623 \| 0.8013 \| 0.8627 \| 0.6645 \| 0.7304 \| 0.3474 \| 0.7922 \| 0.7208 \| 0.7626 \| \| 0.2409 \| 8.05 \| 2980 \| 0.4972 \| 0.6905 \| 0.7884 \| 0.8788 \| 0.9424 \| 0.8082 \| 0.8523 \| 0.3523 \| 0.9043 \| 0.8453 \| 0.8142 \| 0.8603 \| 0.6635 \| 0.7259 \| 0.2845 \| 0.7983 \| 0.7172 \| 0.7836 \| \| 0.4691 \| 8.11 \| 3000 \| 0.5181 \| 0.6798 \| 0.7755 \| 0.8712 \| 0.9409 \| 0.7851 \| 0.8577 \| 0.3463 \| 0.9101 \| 0.8338 \| 0.7548 \| 0.8643 \| 0.6589 \| 0.7370 \| 0.3108 \| 0.7757 \| 0.6896 \| 0.7219 \| \| 0.3217 \| 8.16 \| 3020 \| 0.4938 \| 0.6921 \| 0.7933 \| 0.8795 \| 0.9380 \| 0.8128 \| 0.8620 \| 0.3634 \| 0.9029 \| 0.8572 \| 0.8167 \| 0.8660 \| 0.6668 \| 0.7376 \| 0.3145 \| 0.8010 \| 0.6812 \| 0.7778 \| \| 0.7039 \| 8.22 \| 3040 \| 0.5262 \| 0.6693 \| 0.7753 \| 0.8650 \| 0.9387 \| 0.7820 \| 0.8709 \| 0.4044 \| 0.9083 \| 0.8209 \| 0.7019 \| 0.8593 \| 0.6673 \| 0.7419 \| 0.3084 \| 0.7850 \| 0.6485 \| 0.6748 \| \| 0.2206 \| 8.27 \| 3060 \| 0.4671 \| 0.6996 \| 0.8163 \| 0.8777 \| 0.9339 \| 0.8213 \| 0.8491 \| 0.5524 \| 0.8849 \| 0.8381 \| 0.8345 \| 0.8655 \| 0.6605 \| 0.7366 \| 0.3374 \| 0.7907 \| 0.7119 \| 0.7949 \| \| 0.2536 \| 8.32 \| 3080 \| 0.4789 \| 0.7016 \| 0.8033 \| 0.8796 \| 0.9378 \| 0.8010 \| 0.8652 \| 0.4572 \| 0.9033 \| 0.8687 \| 0.7899 \| 0.8638 \| 0.6582 \| 0.7434 \| 0.3716 \| 0.7946 \| 0.7255 \| 0.7541 \| \| 0.1459 \| 8.38 \| 3100 \| 0.5260 \| 0.6918 \| 0.7923 \| 0.8735 \| 0.9358 \| 0.7879 \| 0.8576 \| 0.4448 \| 0.9093 \| 0.8631 \| 0.7475 \| 0.8630 \| 0.6572 \| 0.7351 \| 0.3809 \| 0.7834 \| 0.7115 \| 0.7116 \| \| 0.1996 \| 8.43 \| 3120 \| 0.4885 \| 0.7027 \| 0.8074 \| 0.8791 \| 0.9355 \| 0.8137 \| 0.8653 \| 0.4694 \| 0.8997 \| 0.8840 \| 0.7843 \| 0.8673 \| 0.6566 \| 0.7400 \| 0.3935 \| 0.7891 \| 0.7193 \| 0.7533 \| \| 1.2932 \| 8.49 \| 3140 \| 0.4849 \| 0.7088 \| 0.8166 \| 0.8837 \| 0.9276 \| 0.8210 \| 0.8675 \| 0.4839 \| 0.9040 \| 0.8860 \| 0.8259 \| 0.8623 \| 0.6561 \| 0.7390 \| 0.3786 \| 0.8083 \| 0.7250 \| 0.7920 \| \| 0.2309 \| 8.54 \| 3160 \| 0.4839 \| 0.7103 \| 0.8158 \| 0.8837 \| 0.9304 \| 0.7955 \| 0.8619 \| 0.5166 \| 0.9025 \| 0.8641 \| 0.8396 \| 0.8628 \| 0.6482 \| 0.7539 \| 0.4022 \| 0.8091 \| 0.7260 \| 0.7695 \| \| 0.1277 \| 8.59 \| 3180 \| 0.4623 \| 0.7092 \| 0.8053 \| 0.8859 \| 0.9371 \| 0.7665 \| 0.8498 \| 0.4618 \| 0.9131 \| 0.8726 \| 0.8361 \| 0.8657 \| 0.6469 \| 0.7472 \| 0.3796 \| 0.8116 \| 0.7229 \| 0.7904 \| \| 0.1891 \| 8.65 \| 3200 \| 0.4874 \| 0.6899 \| 0.8006 \| 0.8720 \| 0.9411 \| 0.7907 \| 0.8834 \| 0.4864 \| 0.8810 \| 0.8632 \| 0.7585 \| 0.8622 \| 0.6472 \| 0.7575 \| 0.3703 \| 0.7815 \| 0.7089 \| 0.7017 \| \| 0.4215 \| 8.7 \| 3220 \| 0.5407 \| 0.6814 \| 0.7962 \| 0.8680 \| 0.9262 \| 0.7819 \| 0.8833 \| 0.4610 \| 0.8837 \| 0.8752 \| 0.7620 \| 0.8633 \| 0.6444 \| 0.7373 \| 0.3273 \| 0.7698 \| 0.7194 \| 0.7085 \| \| 0.0964 \| 8.76 \| 3240 \| 0.5243 \| 0.6975 \| 0.8132 \| 0.8768 \| 0.9226 \| 0.8206 \| 0.8647 \| 0.4870 \| 0.8874 \| 0.8835 \| 0.8268 \| 0.8597 \| 0.6441 \| 0.7417 \| 0.3682 \| 0.7933 \| 0.7146 \| 0.7613 \| \| 0.3112 \| 8.81 \| 3260 \| 0.5140 \| 0.7009 \| 0.8117 \| 0.8789 \| 0.9371 \| 0.8033 \| 0.8468 \| 0.4844 \| 0.8771 \| 0.8980 \| 0.8351 \| 0.8610 \| 0.6481 \| 0.7367 \| 0.3812 \| 0.7963 \| 0.7095 \| 0.7738 \| \| 0.1804 \| 8.86 \| 3280 \| 0.5358 \| 0.6787 \| 0.7932 \| 0.8667 \| 0.9245 \| 0.8110 \| 0.8500 \| 0.4382 \| 0.8916 \| 0.8841 \| 0.7532 \| 0.8554 \| 0.6442 \| 0.7395 \| 0.3437 \| 0.7780 \| 0.6968 \| 0.6934 \| \| 0.162 \| 8.92 \| 3300 \| 0.5615 \| 0.6779 \| 0.7816 \| 0.8669 \| 0.9356 \| 0.7653 \| 0.8749 \| 0.4137 \| 0.8933 \| 0.8409 \| 0.7478 \| 0.8561 \| 0.6535 \| 0.7332 \| 0.3199 \| 0.7738 \| 0.7200 \| 0.6891 \| \| 0.2954 \| 8.97 \| 3320 \| 0.5405 \| 0.6800 \| 0.7785 \| 0.8711 \| 0.9368 \| 0.7420 \| 0.8519 \| 0.3711 \| 0.8958 \| 0.8609 \| 0.7913 \| 0.8559 \| 0.6415 \| 0.7322 \| 0.3062 \| 0.7835 \| 0.7174 \| 0.7232 \| \| 0.2251 \| 9.03 \| 3340 \| 0.5231 \| 0.6823 \| 0.7817 \| 0.8721 \| 0.9376 \| 0.8006 \| 0.8690 \| 0.3477 \| 0.9056 \| 0.8592 \| 0.7523 \| 0.8625 \| 0.6695 \| 0.7301 \| 0.2981 \| 0.7801 \| 0.7174 \| 0.7183 \| \| 0.1492 \| 9.08 \| 3360 \| 0.5524 \| 0.6830 \| 0.7802 \| 0.8723 \| 0.9384 \| 0.8037 \| 0.8303 \| 0.3502 \| 0.9118 \| 0.8732 \| 0.7541 \| 0.8606 \| 0.6703 \| 0.7297 \| 0.3037 \| 0.7816 \| 0.7157 \| 0.7194 \| \| 0.4084 \| 9.14 \| 3380 \| 0.5099 \| 0.6922 \| 0.7886 \| 0.8782 \| 0.9351 \| 0.8063 \| 0.8369 \| 0.3770 \| 0.9161 \| 0.8325 \| 0.8166 \| 0.8604 \| 0.6659 \| 0.7240 \| 0.3148 \| 0.7960 \| 0.7057 \| 0.7783 \| \| 0.177 \| 9.19 \| 3400 \| 0.5375 \| 0.6737 \| 0.7910 \| 0.8641 \| 0.9304 \| 0.8091 \| 0.8546 \| 0.4812 \| 0.9016 \| 0.8721 \| 0.6878 \| 0.8660 \| 0.6651 \| 0.7381 \| 0.3566 \| 0.7805 \| 0.6565 \| 0.6532 \| \| 0.1287 \| 9.24 \| 3420 \| 0.4985 \| 0.6847 \| 0.7995 \| 0.8701 \| 0.9333 \| 0.7937 \| 0.8793 \| 0.4688 \| 0.8839 \| 0.8917 \| 0.7455 \| 0.8669 \| 0.6661 \| 0.7447 \| 0.3446 \| 0.7805 \| 0.6840 \| 0.7063 \| \| 0.3188 \| 9.3 \| 3440 \| 0.5278 \| 0.6750 \| 0.7774 \| 0.8684 \| 0.9505 \| 0.7705 \| 0.8814 \| 0.3675 \| 0.8858 \| 0.8589 \| 0.7269 \| 0.8585 \| 0.6582 \| 0.7362 \| 0.3023 \| 0.7801 \| 0.6927 \| 0.6967 \| \| 0.1176 \| 9.35 \| 3460 \| 0.4737 \| 0.6951 \| 0.7948 \| 0.8816 \| 0.9394 \| 0.8294 \| 0.8468 \| 0.3509 \| 0.9055 \| 0.8637 \| 0.8280 \| 0.8595 \| 0.6614 \| 0.7384 \| 0.2919 \| 0.8054 \| 0.7143 \| 0.7948 \| \| 0.1442 \| 9.41 \| 3480 \| 0.4640 \| 0.7043 \| 0.8007 \| 0.8835 \| 0.9433 \| 0.7507 \| 0.8450 \| 0.4444 \| 0.8986 \| 0.8909 \| 0.8322 \| 0.8628 \| 0.6551 \| 0.7351 \| 0.3584 \| 0.8074 \| 0.7151 \| 0.7963 \| \| 0.2057 \| 9.46 \| 3500 \| 0.4456 \| 0.7108 \| 0.8099 \| 0.8856 \| 0.9339 \| 0.8121 \| 0.8630 \| 0.4463 \| 0.9093 \| 0.8681 \| 0.8365 \| 0.8642 \| 0.6667 \| 0.7443 \| 0.3710 \| 0.8089 \| 0.7260 \| 0.7943 \| \| 0.1383 \| 9.51 \| 3520 \| 0.4648 \| 0.7068 \| 0.8015 \| 0.8865 \| 0.9442 \| 0.7945 \| 0.8708 \| 0.3776 \| 0.8989 \| 0.8778 \| 0.8463 \| 0.8665 \| 0.6593 \| 0.7467 \| 0.3373 \| 0.8064 \| 0.7260 \| 0.8055 \| \| 0.8526 \| 9.57 \| 3540 \| 0.4724 \| 0.7041 \| 0.7962 \| 0.8863 \| 0.9376 \| 0.7922 \| 0.8762 \| 0.3520 \| 0.9138 \| 0.8568 \| 0.8446 \| 0.8665 \| 0.6591 \| 0.7499 \| 0.3174 \| 0.8064 \| 0.7234 \| 0.8057 \| \| 0.2601 \| 9.62 \| 3560 \| 0.4621 \| 0.7029 \| 0.8037 \| 0.8833 \| 0.9410 \| 0.8284 \| 0.8859 \| 0.4041 \| 0.9024 \| 0.8494 \| 0.8148 \| 0.8622 \| 0.6578 \| 0.7464 \| 0.3361 \| 0.8051 \| 0.7245 \| 0.7879 \| \| 0.5272 \| 9.68 \| 3580 \| 0.4736 \| 0.7113 \| 0.8076 \| 0.8871 \| 0.9428 \| 0.8001 \| 0.8623 \| 0.4696 \| 0.9138 \| 0.8236 \| 0.8409 \| 0.8716 \| 0.6591 \| 0.7511 \| 0.3661 \| 0.8064 \| 0.7159 \| 0.8092 \| \| 0.2255 \| 9.73 \| 3600 \| 0.4674 \| 0.7150 \| 0.8128 \| 0.8876 \| 0.9396 \| 0.7965 \| 0.8718 \| 0.4764 \| 0.9075 \| 0.8620 \| 0.8360 \| 0.8696 \| 0.6640 \| 0.7641 \| 0.3775 \| 0.8074 \| 0.7239 \| 0.7984 \| \| 0.1756 \| 9.78 \| 3620 \| 0.4650 \| 0.7140 \| 0.8155 \| 0.8873 \| 0.9317 \| 0.8197 \| 0.8933 \| 0.4354 \| 0.8996 \| 0.8767 \| 0.8520 \| 0.8686 \| 0.6652 \| 0.7468 \| 0.3794 \| 0.8072 \| 0.7261 \| 0.8044 \| \| 0.2246 \| 9.84 \| 3640 \| 0.4829 \| 0.7076 \| 0.8072 \| 0.8844 \| 0.9350 \| 0.8057 \| 0.8857 \| 0.4116 \| 0.8996 \| 0.8837 \| 0.8291 \| 0.8686 \| 0.6662 \| 0.7433 \| 0.3679 \| 0.8014 \| 0.7183 \| 0.7873 \| \| 0.2526 \| 9.89 \| 3660 \| 0.4565 \| 0.7081 \| 0.8117 \| 0.8844 \| 0.9408 \| 0.8115 \| 0.8607 \| 0.4655 \| 0.8934 \| 0.8682 \| 0.8422 \| 0.8679 \| 0.6568 \| 0.7408 \| 0.3807 \| 0.8050 \| 0.7099 \| 0.7954 \| \| 0.2513 \| 9.95 \| 3680 \| 0.5312 \| 0.6805 \| 0.7825 \| 0.8692 \| 0.9369 \| 0.8147 \| 0.8435 \| 0.4378 \| 0.9196 \| 0.7787 \| 0.7465 \| 0.8650 \| 0.6645 \| 0.7404 \| 0.3291 \| 0.7750 \| 0.6747 \| 0.7149 \| \| 0.2067 \| 10.0 \| 3700 \| 0.5064 \| 0.6961 \| 0.8053 \| 0.8787 \| 0.9327 \| 0.8293 \| 0.8697 \| 0.4054 \| 0.8840 \| 0.8833 \| 0.8328 \| 0.8579 \| 0.6630 \| 0.7329 \| 0.3141 \| 0.7956 \| 0.7107 \| 0.7985 \| \| 0.1119 \| 10.05 \| 3720 \| 0.6097 \| 0.6794 \| 0.7728 \| 0.8715 \| 0.9376 \| 0.7458 \| 0.8727 \| 0.3477 \| 0.9161 \| 0.8475 \| 0.7421 \| 0.8619 \| 0.6494 \| 0.7507 \| 0.2879 \| 0.7771 \| 0.7149 \| 0.7136 \| \| 0.1706 \| 10.11 \| 3740 \| 0.5349 \| 0.6871 \| 0.7875 \| 0.8747 \| 0.9463 \| 0.7887 \| 0.8900 \| 0.3627 \| 0.8887 \| 0.8716 \| 0.7643 \| 0.8621 \| 0.6633 \| 0.7433 \| 0.3037 \| 0.7829 \| 0.7167 \| 0.7378 \| \| 0.1794 \| 10.16 \| 3760 \| 0.4845 \| 0.7029 \| 0.7995 \| 0.8842 \| 0.9414 \| 0.8114 \| 0.8323 \| 0.4113 \| 0.9131 \| 0.8512 \| 0.8360 \| 0.8637 \| 0.6620 \| 0.7432 \| 0.3308 \| 0.8085 \| 0.7117 \| 0.8005 \| \| 0.3997 \| 10.22 \| 3780 \| 0.5357 \| 0.6855 \| 0.7825 \| 0.8724 \| 0.9317 \| 0.7783 \| 0.8743 \| 0.3962 \| 0.9213 \| 0.8323 \| 0.7435 \| 0.8640 \| 0.6691 \| 0.7454 \| 0.3348 \| 0.7827 \| 0.6907 \| 0.7121 \| \| 0.2055 \| 10.27 \| 3800 \| 0.4668 \| 0.7065 \| 0.8061 \| 0.8859 \| 0.9431 \| 0.8221 \| 0.8914 \| 0.4034 \| 0.8990 \| 0.8451 \| 0.8384 \| 0.8701 \| 0.6779 \| 0.7425 \| 0.3217 \| 0.8057 \| 0.7169 \| 0.8110 \| \| 0.1817 \| 10.32 \| 3820 \| 0.4490 \| 0.7071 \| 0.8028 \| 0.8855 \| 0.9397 \| 0.7849 \| 0.8675 \| 0.4276 \| 0.9082 \| 0.8495 \| 0.8420 \| 0.8678 \| 0.6720 \| 0.7466 \| 0.3324 \| 0.8062 \| 0.7218 \| 0.8032 \| \| 0.2673 \| 10.38 \| 3840 \| 0.4567 \| 0.7089 \| 0.8125 \| 0.8851 \| 0.9367 \| 0.8315 \| 0.8545 \| 0.4651 \| 0.9033 \| 0.8475 \| 0.8490 \| 0.8684 \| 0.6710 \| 0.7462 \| 0.3434 \| 0.8043 \| 0.7235 \| 0.8053 \| \| 0.1921 \| 10.43 \| 3860 \| 0.4940 \| 0.7040 \| 0.8135 \| 0.8826 \| 0.9302 \| 0.8354 \| 0.8890 \| 0.4433 \| 0.8924 \| 0.8620 \| 0.8420 \| 0.8688 \| 0.6690 \| 0.7356 \| 0.3268 \| 0.7975 \| 0.7254 \| 0.8047 \| \| 1.2021 \| 10.49 \| 3880 \| 0.4873 \| 0.6979 \| 0.8091 \| 0.8812 \| 0.9309 \| 0.8536 \| 0.8588 \| 0.3919 \| 0.8890 \| 0.8990 \| 0.8404 \| 0.8687 \| 0.6507 \| 0.7367 \| 0.3253 \| 0.7946 \| 0.7054 \| 0.8037 \| \| 0.1324 \| 10.54 \| 3900 \| 0.4591 \| 0.7094 \| 0.8052 \| 0.8867 \| 0.9379 \| 0.7939 \| 0.8697 \| 0.4191 \| 0.9082 \| 0.8608 \| 0.8467 \| 0.8713 \| 0.6760 \| 0.7541 \| 0.3333 \| 0.8045 \| 0.7222 \| 0.8046 \| \| 0.1764 \| 10.59 \| 3920 \| 0.4700 \| 0.7123 \| 0.8100 \| 0.8879 \| 0.9426 \| 0.8090 \| 0.8778 \| 0.4400 \| 0.9042 \| 0.8538 \| 0.8430 \| 0.8709 \| 0.6722 \| 0.7497 \| 0.3571 \| 0.8106 \| 0.7235 \| 0.8024 \| \| 0.2047 \| 10.65 \| 3940 \| 0.4880 \| 0.7121 \| 0.8163 \| 0.8870 \| 0.9337 \| 0.8470 \| 0.8411 \| 0.4600 \| 0.9089 \| 0.8777 \| 0.8458 \| 0.8706 \| 0.6631 \| 0.7512 \| 0.3725 \| 0.8092 \| 0.7147 \| 0.8037 \| \| 0.0832 \| 10.7 \| 3960 \| 0.4832 \| 0.7060 \| 0.8146 \| 0.8849 \| 0.9336 \| 0.8520 \| 0.8737 \| 0.4357 \| 0.8980 \| 0.8652 \| 0.8440 \| 0.8702 \| 0.6615 \| 0.7416 \| 0.3402 \| 0.8055 \| 0.7193 \| 0.8036 \| \| 0.17 \| 10.76 \| 3980 \| 0.4948 \| 0.7092 \| 0.8136 \| 0.8857 \| 0.9362 \| 0.8205 \| 0.8864 \| 0.4683 \| 0.9031 \| 0.8409 \| 0.8395 \| 0.8686 \| 0.6627 \| 0.7476 \| 0.3567 \| 0.8086 \| 0.7173 \| 0.8028 \| \| 0.1381 \| 10.81 \| 4000 \| 0.4757 \| 0.7160 \| 0.8188 \| 0.8877 \| 0.9437 \| 0.8104 \| 0.8677 \| 0.5048 \| 0.8976 \| 0.8747 \| 0.8325 \| 0.8686 \| 0.6650 \| 0.7570 \| 0.3844 \| 0.8108 \| 0.7248 \| 0.8014 \| \| 0.1636 \| 10.86 \| 4020 \| 0.5053 \| 0.6931 \| 0.7822 \| 0.8845 \| 0.9510 \| 0.7710 \| 0.8509 \| 0.3063 \| 0.9140 \| 0.8561 \| 0.8262 \| 0.8600 \| 0.6353 \| 0.7470 \| 0.2627 \| 0.8119 \| 0.7326 \| 0.8024 \| \| 0.3358 \| 10.92 \| 4040 \| 0.4766 \| 0.7088 \| 0.8123 \| 0.8858 \| 0.9420 \| 0.8254 \| 0.8712 \| 0.4360 \| 0.8957 \| 0.8917 \| 0.8242 \| 0.8640 \| 0.6648 \| 0.7586 \| 0.3421 \| 0.8120 \| 0.7300 \| 0.7902 \| \| 1.1716 \| 10.97 \| 4060 \| 0.4661 \| 0.7023 \| 0.7916 \| 0.8859 \| 0.9354 \| 0.7758 \| 0.8389 \| 0.3705 \| 0.9232 \| 0.8204 \| 0.8768 \| 0.8684 \| 0.6624 \| 0.7464 \| 0.2951 \| 0.8046 \| 0.7190 \| 0.8199 \| \| 0.3294 \| 11.03 \| 4080 \| 0.4973 \| 0.7082 \| 0.8102 \| 0.8858 \| 0.9344 \| 0.7985 \| 0.8727 \| 0.4402 \| 0.8945 \| 0.8507 \| 0.8806 \| 0.8719 \| 0.6677 \| 0.7507 \| 0.3355 \| 0.8030 \| 0.7285 \| 0.8003 \| \| 0.1403 \| 11.08 \| 4100 \| 0.4867 \| 0.7108 \| 0.8102 \| 0.8860 \| 0.9428 \| 0.7967 \| 0.8484 \| 0.4880 \| 0.9008 \| 0.8291 \| 0.8657 \| 0.8687 \| 0.6572 \| 0.7466 \| 0.3687 \| 0.8048 \| 0.7213 \| 0.8081 \| \| 0.0953 \| 11.14 \| 4120 \| 0.4448 \| 0.7240 \| 0.8148 \| 0.8940 \| 0.9454 \| 0.8071 \| 0.8668 \| 0.4584 \| 0.9140 \| 0.8316 \| 0.8805 \| 0.8780 \| 0.6783 \| 0.7621 \| 0.3662 \| 0.8124 \| 0.7209 \| 0.8503 \| \| 0.2084 \| 11.19 \| 4140 \| 0.4485 \| 0.7226 \| 0.8098 \| 0.8949 \| 0.9496 \| 0.8015 \| 0.8613 \| 0.4058 \| 0.9118 \| 0.8583 \| 0.8800 \| 0.8769 \| 0.6749 \| 0.7610 \| 0.3510 \| 0.8145 \| 0.7288 \| 0.8513 \| \| 0.107 \| 11.24 \| 4160 \| 0.4604 \| 0.7245 \| 0.8226 \| 0.8931 \| 0.9515 \| 0.8121 \| 0.8575 \| 0.5024 \| 0.8938 \| 0.8612 \| 0.8796 \| 0.8758 \| 0.6730 \| 0.7575 \| 0.3749 \| 0.8125 \| 0.7289 \| 0.8488 \| \| 0.1789 \| 11.3 \| 4180 \| 0.4496 \| 0.7234 \| 0.8154 \| 0.8934 \| 0.9403 \| 0.7874 \| 0.8697 \| 0.4657 \| 0.9123 \| 0.8476 \| 0.8850 \| 0.8757 \| 0.6681 \| 0.7638 \| 0.3770 \| 0.8140 \| 0.7263 \| 0.8387 \| \| 0.3269 \| 11.35 \| 4200 \| 0.4832 \| 0.7068 \| 0.8045 \| 0.8834 \| 0.9419 \| 0.7919 \| 0.8539 \| 0.4601 \| 0.9095 \| 0.8732 \| 0.8008 \| 0.8663 \| 0.6657 \| 0.7581 \| 0.3742 \| 0.8052 \| 0.7117 \| 0.7661 \| \| 0.1995 \| 11.41 \| 4220 \| 0.4876 \| 0.7072 \| 0.8043 \| 0.8840 \| 0.9454 \| 0.7984 \| 0.8741 \| 0.4500 \| 0.9068 \| 0.8562 \| 0.7992 \| 0.8734 \| 0.6668 \| 0.7540 \| 0.3766 \| 0.7994 \| 0.7131 \| 0.7673 \| \| 0.2468 \| 11.46 \| 4240 \| 0.4966 \| 0.7045 \| 0.8013 \| 0.8811 \| 0.9442 \| 0.8015 \| 0.8684 \| 0.4579 \| 0.9101 \| 0.8479 \| 0.7794 \| 0.8653 \| 0.6705 \| 0.7534 \| 0.3784 \| 0.7992 \| 0.7206 \| 0.7443 \| \| 0.3265 \| 11.51 \| 4260 \| 0.4581 \| 0.7200 \| 0.8182 \| 0.8900 \| 0.9479 \| 0.7873 \| 0.8609 \| 0.4929 \| 0.8890 \| 0.8785 \| 0.8710 \| 0.8696 \| 0.6708 \| 0.7526 \| 0.3783 \| 0.8108 \| 0.7325 \| 0.8254 \| \| 0.1115 \| 11.57 \| 4280 \| 0.4397 \| 0.7170 \| 0.8159 \| 0.8895 \| 0.9415 \| 0.7951 \| 0.8804 \| 0.4772 \| 0.9015 \| 0.8603 \| 0.8552 \| 0.8724 \| 0.6720 \| 0.7481 \| 0.3637 \| 0.8117 \| 0.7321 \| 0.8190 \| \| 0.3223 \| 11.62 \| 4300 \| 0.4616 \| 0.7153 \| 0.8145 \| 0.8884 \| 0.9432 \| 0.7353 \| 0.8623 \| 0.5076 \| 0.8865 \| 0.8830 \| 0.8838 \| 0.8723 \| 0.6493 \| 0.7572 \| 0.3730 \| 0.8052 \| 0.7290 \| 0.8214 \| \| 0.127 \| 11.68 \| 4320 \| 0.4661 \| 0.7107 \| 0.8100 \| 0.8862 \| 0.9434 \| 0.7838 \| 0.8511 \| 0.4707 \| 0.8904 \| 0.8463 \| 0.8840 \| 0.8700 \| 0.6676 \| 0.7275 \| 0.3549 \| 0.8030 \| 0.7306 \| 0.8214 \| \| 0.1568 \| 11.73 \| 4340 \| 0.4627 \| 0.7186 \| 0.8220 \| 0.8887 \| 0.9315 \| 0.8178 \| 0.8733 \| 0.5091 \| 0.9021 \| 0.8378 \| 0.8825 \| 0.8739 \| 0.6781 \| 0.7442 \| 0.3705 \| 0.8036 \| 0.7203 \| 0.8396 \| \| 0.1914 \| 11.78 \| 4360 \| 0.5231 \| 0.6972 \| 0.8099 \| 0.8757 \| 0.9435 \| 0.8136 \| 0.8464 \| 0.5429 \| 0.8884 \| 0.8584 \| 0.7758 \| 0.8639 \| 0.6703 \| 0.7378 \| 0.3738 \| 0.7935 \| 0.6990 \| 0.7421 \| \| 0.1151 \| 11.84 \| 4380 \| 0.4781 \| 0.7151 \| 0.8218 \| 0.8864 \| 0.9363 \| 0.8298 \| 0.8763 \| 0.5024 \| 0.8956 \| 0.8765 \| 0.8357 \| 0.8694 \| 0.6724 \| 0.7496 \| 0.3839 \| 0.8059 \| 0.7263 \| 0.7986 \| \| 0.271 \| 11.89 \| 4400 \| 0.4960 \| 0.7085 \| 0.8014 \| 0.8881 \| 0.9485 \| 0.8318 \| 0.8756 \| 0.3633 \| 0.9107 \| 0.8553 \| 0.8247 \| 0.8666 \| 0.6652 \| 0.7586 \| 0.3277 \| 0.8119 \| 0.7311 \| 0.7980 \| \| 0.1884 \| 11.95 \| 4420 \| 0.4698 \| 0.7100 \| 0.8121 \| 0.8871 \| 0.9459 \| 0.8386 \| 0.8634 \| 0.4430 \| 0.8995 \| 0.8523 \| 0.8418 \| 0.8717 \| 0.6580 \| 0.7610 \| 0.3340 \| 0.8040 \| 0.7278 \| 0.8136 \| \| 0.1393 \| 12.0 \| 4440 \| 0.4883 \| 0.7086 \| 0.8157 \| 0.8844 \| 0.9539 \| 0.8221 \| 0.8618 \| 0.4991 \| 0.8779 \| 0.8563 \| 0.8388 \| 0.8708 \| 0.6611 \| 0.7556 \| 0.3441 \| 0.7978 \| 0.7197 \| 0.8109 \| \| 0.2581 \| 12.05 \| 4460 \| 0.4901 \| 0.7078 \| 0.8009 \| 0.8859 \| 0.9461 \| 0.7934 \| 0.8456 \| 0.4380 \| 0.9165 \| 0.8450 \| 0.8217 \| 0.8675 \| 0.6724 \| 0.7517 \| 0.3456 \| 0.8104 \| 0.7178 \| 0.7894 \| \| 0.2268 \| 12.11 \| 4480 \| 0.5093 \| 0.7064 \| 0.8047 \| 0.8853 \| 0.9470 \| 0.8187 \| 0.8831 \| 0.4265 \| 0.9063 \| 0.8418 \| 0.8097 \| 0.8681 \| 0.6744 \| 0.7578 \| 0.3349 \| 0.8090 \| 0.7138 \| 0.7869 \| \| 0.2785 \| 12.16 \| 4500 \| 0.4714 \| 0.7145 \| 0.8193 \| 0.8877 \| 0.9462 \| 0.8174 \| 0.8686 \| 0.4913 \| 0.8884 \| 0.8767 \| 0.8463 \| 0.8713 \| 0.6707 \| 0.7615 \| 0.3586 \| 0.8084 \| 0.7211 \| 0.8101 \| \| 0.178 \| 12.22 \| 4520 \| 0.4747 \| 0.7133 \| 0.8174 \| 0.8871 \| 0.9287 \| 0.8072 \| 0.8852 \| 0.4749 \| 0.9040 \| 0.8651 \| 0.8565 \| 0.8695 \| 0.6715 \| 0.7584 \| 0.3664 \| 0.8116 \| 0.7171 \| 0.7986 \| \| 0.3183 \| 12.27 \| 4540 \| 0.4831 \| 0.7123 \| 0.8106 \| 0.8879 \| 0.9346 \| 0.8026 \| 0.8651 \| 0.4357 \| 0.9092 \| 0.8767 \| 0.8504 \| 0.8692 \| 0.6741 \| 0.7560 \| 0.3472 \| 0.8124 \| 0.7221 \| 0.8049 \| \| 0.2031 \| 12.32 \| 4560 \| 0.4543 \| 0.7109 \| 0.8165 \| 0.8874 \| 0.9382 \| 0.8309 \| 0.8684 \| 0.4418 \| 0.8906 \| 0.8764 \| 0.8694 \| 0.8721 \| 0.6707 \| 0.7533 \| 0.3197 \| 0.8053 \| 0.7278 \| 0.8278 \| \| 0.0853 \| 12.38 \| 4580 \| 0.4601 \| 0.7148 \| 0.8191 \| 0.8885 \| 0.9354 \| 0.8190 \| 0.8553 \| 0.4688 \| 0.8941 \| 0.8774 \| 0.8840 \| 0.8762 \| 0.6812 \| 0.7558 \| 0.3164 \| 0.8026 \| 0.7289 \| 0.8427 \| \| 0.1152 \| 12.43 \| 4600 \| 0.4739 \| 0.7094 \| 0.8125 \| 0.8875 \| 0.9413 \| 0.8024 \| 0.8838 \| 0.4202 \| 0.8840 \| 0.8812 \| 0.8745 \| 0.8760 \| 0.6765 \| 0.7500 \| 0.3006 \| 0.8023 \| 0.7299 \| 0.8307 \| \| 0.135 \| 12.49 \| 4620 \| 0.4775 \| 0.7063 \| 0.7978 \| 0.8868 \| 0.9471 \| 0.8041 \| 0.8801 \| 0.3806 \| 0.9108 \| 0.8241 \| 0.8381 \| 0.8673 \| 0.6847 \| 0.7564 \| 0.3027 \| 0.8104 \| 0.7155 \| 0.8069 \| \| 0.2961 \| 12.54 \| 4640 \| 0.4811 \| 0.7147 \| 0.8172 \| 0.8885 \| 0.9406 \| 0.8214 \| 0.8651 \| 0.4561 \| 0.8910 \| 0.8694 \| 0.8766 \| 0.8727 \| 0.6782 \| 0.7587 \| 0.3238 \| 0.8037 \| 0.7309 \| 0.8348 \| \| 0.1668 \| 12.59 \| 4660 \| 0.4843 \| 0.7079 \| 0.8101 \| 0.8862 \| 0.9345 \| 0.7940 \| 0.8673 \| 0.4272 \| 0.8908 \| 0.8675 \| 0.8894 \| 0.8721 \| 0.6671 \| 0.7586 \| 0.2957 \| 0.7993 \| 0.7300 \| 0.8328 \| \| 0.4382 \| 12.65 \| 4680 \| 0.4710 \| 0.7172 \| 0.8072 \| 0.8927 \| 0.9423 \| 0.7825 \| 0.8650 \| 0.3976 \| 0.9096 \| 0.8657 \| 0.8875 \| 0.8744 \| 0.6743 \| 0.7598 \| 0.3223 \| 0.8134 \| 0.7319 \| 0.8443 \| \| 0.1377 \| 12.7 \| 4700 \| 0.4768 \| 0.7142 \| 0.8122 \| 0.8892 \| 0.9440 \| 0.7817 \| 0.8649 \| 0.4468 \| 0.8898 \| 0.8724 \| 0.8862 \| 0.8738 \| 0.6694 \| 0.7551 \| 0.3254 \| 0.8034 \| 0.7297 \| 0.8430 \| \| 0.305 \| 12.76 \| 4720 \| 0.4716 \| 0.7139 \| 0.8122 \| 0.8883 \| 0.9409 \| 0.8115 \| 0.8642 \| 0.4487 \| 0.8998 \| 0.8473 \| 0.8732 \| 0.8712 \| 0.6762 \| 0.7555 \| 0.3285 \| 0.8039 \| 0.7265 \| 0.8353 \| \| 0.1137 \| 12.81 \| 4740 \| 0.4653 \| 0.7179 \| 0.8111 \| 0.8913 \| 0.9414 \| 0.8188 \| 0.8590 \| 0.4164 \| 0.9094 \| 0.8566 \| 0.8758 \| 0.8712 \| 0.6798 \| 0.7508 \| 0.3434 \| 0.8121 \| 0.7316 \| 0.8361 \| \| 0.1439 \| 12.86 \| 4760 \| 0.4665 \| 0.7186 \| 0.8127 \| 0.8919 \| 0.9420 \| 0.8145 \| 0.8826 \| 0.4050 \| 0.9016 \| 0.8648 \| 0.8787 \| 0.8720 \| 0.6819 \| 0.7576 \| 0.3379 \| 0.8123 \| 0.7319 \| 0.8370 \| \| 0.2137 \| 12.92 \| 4780 \| 0.5503 \| 0.6965 \| 0.7969 \| 0.8800 \| 0.9444 \| 0.8055 \| 0.8808 \| 0.4121 \| 0.9061 \| 0.8544 \| 0.7748 \| 0.8632 \| 0.6654 \| 0.7627 \| 0.3464 \| 0.8084 \| 0.6886 \| 0.7409 \| \| 0.1495 \| 12.97 \| 4800 \| 0.5469 \| 0.6840 \| 0.7854 \| 0.8747 \| 0.9418 \| 0.7926 \| 0.8715 \| 0.3728 \| 0.9107 \| 0.8729 \| 0.7353 \| 0.8643 \| 0.6697 \| 0.7596 \| 0.3168 \| 0.8031 \| 0.6750 \| 0.6996 \| \| 0.1402 \| 13.03 \| 4820 \| 0.5277 \| 0.6901 \| 0.7879 \| 0.8782 \| 0.9441 \| 0.7895 \| 0.8889 \| 0.3682 \| 0.9062 \| 0.8395 \| 0.7790 \| 0.8630 \| 0.6716 \| 0.7506 \| 0.3008 \| 0.8022 \| 0.6982 \| 0.7442 \| \| 0.2082 \| 13.08 \| 4840 \| 0.5298 \| 0.6890 \| 0.7906 \| 0.8762 \| 0.9404 \| 0.7967 \| 0.8896 \| 0.3776 \| 0.9030 \| 0.8721 \| 0.7545 \| 0.8638 \| 0.6705 \| 0.7469 \| 0.3141 \| 0.7957 \| 0.7062 \| 0.7257 \| \| 0.1972 \| 13.14 \| 4860 \| 0.5080 \| 0.6998 \| 0.7983 \| 0.8819 \| 0.9469 \| 0.8175 \| 0.8853 \| 0.3865 \| 0.9009 \| 0.8627 \| 0.7886 \| 0.8619 \| 0.6758 \| 0.7471 \| 0.3294 \| 0.8069 \| 0.7145 \| 0.7629 \| \| 0.1264 \| 13.19 \| 4880 \| 0.5050 \| 0.7094 \| 0.8037 \| 0.8863 \| 0.9507 \| 0.8140 \| 0.8681 \| 0.4132 \| 0.9042 \| 0.8631 \| 0.8126 \| 0.8632 \| 0.6771 \| 0.7582 \| 0.3401 \| 0.8113 \| 0.7255 \| 0.7902 \| \| 0.3406 \| 13.24 \| 4900 \| 0.4902 \| 0.7102 \| 0.8064 \| 0.8870 \| 0.9417 \| 0.8255 \| 0.8788 \| 0.4050 \| 0.9098 \| 0.8603 \| 0.8235 \| 0.8651 \| 0.6773 \| 0.7582 \| 0.3434 \| 0.8126 \| 0.7252 \| 0.7898 \| \| 0.0875 \| 13.3 \| 4920 \| 0.4762 \| 0.7124 \| 0.8079 \| 0.8884 \| 0.9457 \| 0.8177 \| 0.8803 \| 0.4098 \| 0.9065 \| 0.8728 \| 0.8225 \| 0.8674 \| 0.6725 \| 0.7666 \| 0.3458 \| 0.8129 \| 0.7264 \| 0.7954 \| \| 0.2548 \| 13.35 \| 4940 \| 0.4781 \| 0.7141 \| 0.8118 \| 0.8899 \| 0.9366 \| 0.8359 \| 0.8867 \| 0.3984 \| 0.9119 \| 0.8706 \| 0.8424 \| 0.8711 \| 0.6731 \| 0.7683 \| 0.3400 \| 0.8138 \| 0.7271 \| 0.8051 \| \| 0.3622 \| 13.41 \| 4960 \| 0.5107 \| 0.7092 \| 0.8109 \| 0.8860 \| 0.9367 \| 0.8108 \| 0.8966 \| 0.4301 \| 0.9019 \| 0.8782 \| 0.8219 \| 0.8710 \| 0.6736 \| 0.7562 \| 0.3528 \| 0.8084 \| 0.7180 \| 0.7844 \| \| 0.188 \| 13.46 \| 4980 \| 0.4918 \| 0.7184 \| 0.8172 \| 0.8903 \| 0.9473 \| 0.7991 \| 0.8796 \| 0.4706 \| 0.8956 \| 0.8861 \| 0.8424 \| 0.8745 \| 0.6719 \| 0.7655 \| 0.3655 \| 0.8103 \| 0.7277 \| 0.8137 \| \| 1.8201 \| 13.51 \| 5000 \| 0.4739 \| 0.7154 \| 0.8194 \| 0.8878 \| 0.9491 \| 0.8212 \| 0.8798 \| 0.4885 \| 0.8848 \| 0.8657 \| 0.8470 \| 0.8716 \| 0.6742 \| 0.7547 \| 0.3603 \| 0.8062 \| 0.7239 \| 0.8166 \| \| 0.0946 \| 13.57 \| 5020 \| 0.4812 \| 0.7172 \| 0.8120 \| 0.8903 \| 0.9440 \| 0.7896 \| 0.8820 \| 0.4578 \| 0.9083 \| 0.8581 \| 0.8442 \| 0.8736 \| 0.6751 \| 0.7529 \| 0.3665 \| 0.8141 \| 0.7218 \| 0.8163 \| \| 0.1204 \| 13.62 \| 5040 \| 0.4711 \| 0.7165 \| 0.8066 \| 0.8910 \| 0.9422 \| 0.7665 \| 0.8759 \| 0.4190 \| 0.9083 \| 0.8660 \| 0.8683 \| 0.8698 \| 0.6594 \| 0.7607 \| 0.3613 \| 0.8144 \| 0.7340 \| 0.8158 \| \| 0.5006 \| 13.68 \| 5060 \| 0.4842 \| 0.7187 \| 0.8130 \| 0.8895 \| 0.9404 \| 0.7758 \| 0.8690 \| 0.4649 \| 0.8973 \| 0.8573 \| 0.8861 \| 0.8676 \| 0.6656 \| 0.7648 \| 0.3779 \| 0.8089 \| 0.7329 \| 0.8134 \| \| 0.2097 \| 13.73 \| 5080 \| 0.4818 \| 0.7228 \| 0.8230 \| 0.8903 \| 0.9344 \| 0.7821 \| 0.8793 \| 0.5017 \| 0.8922 \| 0.8877 \| 0.8841 \| 0.8701 \| 0.6635 \| 0.7697 \| 0.3990 \| 0.8086 \| 0.7368 \| 0.8119 \| \| 0.2446 \| 13.78 \| 5100 \| 0.5184 \| 0.7179 \| 0.8179 \| 0.8878 \| 0.9360 \| 0.7845 \| 0.8782 \| 0.4841 \| 0.8901 \| 0.8766 \| 0.8760 \| 0.8654 \| 0.6605 \| 0.7629 \| 0.3935 \| 0.8077 \| 0.7369 \| 0.7983 \| \| 0.112 \| 13.84 \| 5120 \| 0.5073 \| 0.7177 \| 0.8138 \| 0.8883 \| 0.9357 \| 0.7713 \| 0.8607 \| 0.4772 \| 0.9005 \| 0.8796 \| 0.8713 \| 0.8659 \| 0.6592 \| 0.7650 \| 0.3938 \| 0.8098 \| 0.7349 \| 0.7955 \| \| 0.2395 \| 13.89 \| 5140 \| 0.5048 \| 0.7150 \| 0.8153 \| 0.8868 \| 0.9375 \| 0.7948 \| 0.8685 \| 0.4947 \| 0.8977 \| 0.8457 \| 0.8682 \| 0.8660 \| 0.6646 \| 0.7617 \| 0.3814 \| 0.8082 \| 0.7282 \| 0.7948 \| \| 0.1023 \| 13.95 \| 5160 \| 0.5182 \| 0.7169 \| 0.8209 \| 0.8870 \| 0.9323 \| 0.8098 \| 0.8682 \| 0.5131 \| 0.8976 \| 0.8552 \| 0.8703 \| 0.8677 \| 0.6644 \| 0.7657 \| 0.3896 \| 0.8066 \| 0.7301 \| 0.7942 \| \| 0.1605 \| 14.0 \| 5180 \| 0.4861 \| 0.7215 \| 0.8249 \| 0.8896 \| 0.9390 \| 0.8381 \| 0.8748 \| 0.4990 \| 0.8970 \| 0.8746 \| 0.8517 \| 0.8717 \| 0.6738 \| 0.7600 \| 0.4024 \| 0.8101 \| 0.7272 \| 0.8050 \| \| 0.0698 \| 14.05 \| 5200 \| 0.5052 \| 0.7221 \| 0.8187 \| 0.8908 \| 0.9402 \| 0.8224 \| 0.8699 \| 0.4767 \| 0.9112 \| 0.8693 \| 0.8411 \| 0.8724 \| 0.6762 \| 0.7588 \| 0.4002 \| 0.8141 \| 0.7277 \| 0.8054 \| \| 1.7048 \| 14.11 \| 5220 \| 0.4823 \| 0.7241 \| 0.8256 \| 0.8907 \| 0.9360 \| 0.8097 \| 0.8815 \| 0.5277 \| 0.9050 \| 0.8675 \| 0.8514 \| 0.8736 \| 0.6801 \| 0.7605 \| 0.4046 \| 0.8134 \| 0.7302 \| 0.8062 \| \| 0.2105 \| 14.16 \| 5240 \| 0.5088 \| 0.7203 \| 0.8241 \| 0.8894 \| 0.9381 \| 0.8185 \| 0.8972 \| 0.5029 \| 0.8968 \| 0.8699 \| 0.8451 \| 0.8705 \| 0.6722 \| 0.7573 \| 0.3966 \| 0.8134 \| 0.7271 \| 0.8051 \| \| 0.1896 \| 14.22 \| 5260 \| 0.4859 \| 0.7171 \| 0.8125 \| 0.8897 \| 0.9422 \| 0.8068 \| 0.8901 \| 0.4520 \| 0.9076 \| 0.8395 \| 0.8494 \| 0.8696 \| 0.6749 \| 0.7564 \| 0.3769 \| 0.8157 \| 0.7209 \| 0.8056 \| \| 0.15 \| 14.27 \| 5280 \| 0.5103 \| 0.7205 \| 0.8178 \| 0.8908 \| 0.9419 \| 0.8108 \| 0.8782 \| 0.4734 \| 0.9081 \| 0.8761 \| 0.8363 \| 0.8722 \| 0.6774 \| 0.7622 \| 0.3867 \| 0.8171 \| 0.7252 \| 0.8024 \| \| 0.1501 \| 14.32 \| 5300 \| 0.5179 \| 0.7144 \| 0.8189 \| 0.8862 \| 0.9339 \| 0.7960 \| 0.8793 \| 0.4918 \| 0.8919 \| 0.8864 \| 0.8526 \| 0.8672 \| 0.6671 \| 0.7620 \| 0.3896 \| 0.8102 \| 0.7252 \| 0.7798 \| \| 0.2046 \| 14.38 \| 5320 \| 0.5138 \| 0.7152 \| 0.8106 \| 0.8885 \| 0.9327 \| 0.7902 \| 0.8775 \| 0.4437 \| 0.9108 \| 0.8554 \| 0.8642 \| 0.8664 \| 0.6648 \| 0.7681 \| 0.3711 \| 0.8143 \| 0.7322 \| 0.7893 \| \| 0.1004 \| 14.43 \| 5340 \| 0.5067 \| 0.7136 \| 0.8107 \| 0.8874 \| 0.9382 \| 0.7675 \| 0.8734 \| 0.4567 \| 0.8984 \| 0.8872 \| 0.8536 \| 0.8659 \| 0.6592 \| 0.7642 \| 0.3762 \| 0.8126 \| 0.7320 \| 0.7852 \| \| 0.248 \| 14.49 \| 5360 \| 0.4964 \| 0.7199 \| 0.8165 \| 0.8907 \| 0.9399 \| 0.7821 \| 0.8883 \| 0.4783 \| 0.9060 \| 0.8750 \| 0.8459 \| 0.8714 \| 0.6692 \| 0.7647 \| 0.3842 \| 0.8165 \| 0.7313 \| 0.8020 \| \| 0.1567 \| 14.54 \| 5380 \| 0.5045 \| 0.7207 \| 0.8195 \| 0.8904 \| 0.9406 \| 0.7944 \| 0.8943 \| 0.4885 \| 0.9033 \| 0.8805 \| 0.8347 \| 0.8712 \| 0.6736 \| 0.7630 \| 0.3905 \| 0.8163 \| 0.7283 \| 0.8019 \| \| 0.1208 \| 14.59 \| 5400 \| 0.5019 \| 0.7199 \| 0.8179 \| 0.8908 \| 0.9418 \| 0.8139 \| 0.8757 \| 0.4586 \| 0.9039 \| 0.8888 \| 0.8423 \| 0.8715 \| 0.6747 \| 0.7609 \| 0.3837 \| 0.8170 \| 0.7253 \| 0.8061 \| \| 0.1618 \| 14.65 \| 5420 \| 0.5034 \| 0.7131 \| 0.8163 \| 0.8883 \| 0.9413 \| 0.8468 \| 0.8784 \| 0.4386 \| 0.8989 \| 0.8639 \| 0.8460 \| 0.8701 \| 0.6712 \| 0.7529 \| 0.3573 \| 0.8137 \| 0.7202 \| 0.8062 \| \| 0.3646 \| 14.7 \| 5440 \| 0.5121 \| 0.7094 \| 0.8131 \| 0.8865 \| 0.9409 \| 0.8305 \| 0.8685 \| 0.4294 \| 0.8948 \| 0.8901 \| 0.8376 \| 0.8689 \| 0.6709 \| 0.7527 \| 0.3475 \| 0.8108 \| 0.7156 \| 0.7990 \| \| 0.2108 \| 14.76 \| 5460 \| 0.4966 \| 0.7099 \| 0.8037 \| 0.8890 \| 0.9416 \| 0.8142 \| 0.8578 \| 0.3780 \| 0.9146 \| 0.8795 \| 0.8402 \| 0.8689 \| 0.6709 \| 0.7559 \| 0.3311 \| 0.8172 \| 0.7248 \| 0.8005 \| \| 0.1676 \| 14.81 \| 5480 \| 0.4956 \| 0.7139 \| 0.8112 \| 0.8903 \| 0.9377 \| 0.8359 \| 0.8588 \| 0.3965 \| 0.9132 \| 0.8862 \| 0.8498 \| 0.8713 \| 0.6727 \| 0.7592 \| 0.3423 \| 0.8173 \| 0.7267 \| 0.8080 \| \| 0.1959 \| 14.86 \| 5500 \| 0.4886 \| 0.7137 \| 0.8147 \| 0.8887 \| 0.9376 \| 0.8301 \| 0.8736 \| 0.4451 \| 0.9071 \| 0.8578 \| 0.8513 \| 0.8701 \| 0.6715 \| 0.7554 \| 0.3488 \| 0.8138 \| 0.7267 \| 0.8100 \| \| 0.5845 \| 14.92 \| 5520 \| 0.5075 \| 0.7110 \| 0.8179 \| 0.8864 \| 0.9428 \| 0.8419 \| 0.8727 \| 0.4674 \| 0.8898 \| 0.8653 \| 0.8457 \| 0.8686 \| 0.6662 \| 0.7510 \| 0.3510 \| 0.8082 \| 0.7258 \| 0.8060 \| \| 0.1824 \| 14.97 \| 5540 \| 0.4852 \| 0.7141 \| 0.8175 \| 0.8879 \| 0.9412 \| 0.8165 \| 0.8776 \| 0.4698 \| 0.8947 \| 0.8766 \| 0.8460 \| 0.8701 \| 0.6705 \| 0.7571 \| 0.3587 \| 0.8106 \| 0.7242 \| 0.8079 \| \| 0.2716 \| 15.03 \| 5560 \| 0.4705 \| 0.7145 \| 0.8117 \| 0.8895 \| 0.9405 \| 0.8013 \| 0.8827 \| 0.4340 \| 0.9005 \| 0.8498 \| 0.8729 \| 0.8725 \| 0.6756 \| 0.7590 \| 0.3269 \| 0.8076 \| 0.7299 \| 0.8304 \| \| 0.2155 \| 15.08 \| 5580 \| 0.4791 \| 0.7149 \| 0.8179 \| 0.8879 \| 0.9371 \| 0.7929 \| 0.8541 \| 0.4774 \| 0.8879 \| 0.8877 \| 0.8879 \| 0.8710 \| 0.6651 \| 0.7583 \| 0.3551 \| 0.8044 \| 0.7331 \| 0.8176 \| \| 0.173 \| 15.14 \| 5600 \| 0.4719 \| 0.7215 \| 0.8143 \| 0.8920 \| 0.9419 \| 0.8102 \| 0.8759 \| 0.4580 \| 0.9159 \| 0.8424 \| 0.8557 \| 0.8707 \| 0.6741 \| 0.7637 \| 0.3775 \| 0.8177 \| 0.7289 \| 0.8180 \| \| 0.1682 \| 15.19 \| 5620 \| 0.4696 \| 0.7243 \| 0.8151 \| 0.8930 \| 0.9416 \| 0.7860 \| 0.8779 \| 0.4770 \| 0.9165 \| 0.8441 \| 0.8625 \| 0.8710 \| 0.6741 \| 0.7654 \| 0.3826 \| 0.8177 \| 0.7332 \| 0.8263 \| \| 0.0967 \| 15.24 \| 5640 \| 0.5111 \| 0.7144 \| 0.8142 \| 0.8875 \| 0.9447 \| 0.8131 \| 0.8902 \| 0.4641 \| 0.9007 \| 0.8714 \| 0.8152 \| 0.8673 \| 0.6747 \| 0.7605 \| 0.3670 \| 0.8120 \| 0.7291 \| 0.7904 \| \| 0.2547 \| 15.3 \| 5660 \| 0.4927 \| 0.7189 \| 0.8097 \| 0.8908 \| 0.9490 \| 0.7976 \| 0.8855 \| 0.4406 \| 0.9102 \| 0.8512 \| 0.8340 \| 0.8651 \| 0.6735 \| 0.7641 \| 0.3670 \| 0.8192 \| 0.7320 \| 0.8114 \| \| 0.1088 \| 15.35 \| 5680 \| 0.4788 \| 0.7217 \| 0.8130 \| 0.8918 \| 0.9434 \| 0.7985 \| 0.8803 \| 0.4511 \| 0.9134 \| 0.8593 \| 0.8454 \| 0.8670 \| 0.6739 \| 0.7681 \| 0.3772 \| 0.8188 \| 0.7308 \| 0.8158 \| \| 0.1235 \| 15.41 \| 5700 \| 0.4757 \| 0.7170 \| 0.8090 \| 0.8898 \| 0.9485 \| 0.7890 \| 0.8613 \| 0.4646 \| 0.9118 \| 0.8496 \| 0.8381 \| 0.8692 \| 0.6721 \| 0.7656 \| 0.3691 \| 0.8151 \| 0.7220 \| 0.8059 \| \| 0.233 \| 15.46 \| 5720 \| 0.4648 \| 0.7142 \| 0.8123 \| 0.8882 \| 0.9405 \| 0.8117 \| 0.8675 \| 0.4497 \| 0.9065 \| 0.8711 \| 0.8395 \| 0.8662 \| 0.6718 \| 0.7644 \| 0.3531 \| 0.8141 \| 0.7295 \| 0.8004 \| \| 0.1166 \| 15.51 \| 5740 \| 0.4687 \| 0.7184 \| 0.8138 \| 0.8913 \| 0.9440 \| 0.8138 \| 0.8677 \| 0.4331 \| 0.9049 \| 0.8749 \| 0.8584 \| 0.8696 \| 0.6697 \| 0.7667 \| 0.3547 \| 0.8159 \| 0.7318 \| 0.8206 \| \| 0.1753 \| 15.57 \| 5760 \| 0.4792 \| 0.7265 \| 0.8224 \| 0.8935 \| 0.9344 \| 0.8294 \| 0.8729 \| 0.4727 \| 0.9145 \| 0.8565 \| 0.8762 \| 0.8719 \| 0.6730 \| 0.7691 \| 0.3913 \| 0.8158 \| 0.7335 \| 0.8306 \| \| 0.0638 \| 15.62 \| 5780 \| 0.4769 \| 0.7204 \| 0.8162 \| 0.8909 \| 0.9430 \| 0.8071 \| 0.8765 \| 0.4606 \| 0.9024 \| 0.8606 \| 0.8630 \| 0.8706 \| 0.6746 \| 0.7645 \| 0.3704 \| 0.8119 \| 0.7288 \| 0.8220 \| \| 0.1339 \| 15.68 \| 5800 \| 0.5039 \| 0.7184 \| 0.8160 \| 0.8892 \| 0.9421 \| 0.7959 \| 0.8873 \| 0.4556 \| 0.8952 \| 0.8899 \| 0.8457 \| 0.8694 \| 0.6742 \| 0.7600 \| 0.3825 \| 0.8108 \| 0.7262 \| 0.8055 \| \| 0.114 \| 15.73 \| 5820 \| 0.5220 \| 0.7162 \| 0.8087 \| 0.8887 \| 0.9424 \| 0.7852 \| 0.8845 \| 0.4411 \| 0.9105 \| 0.8732 \| 0.8239 \| 0.8660 \| 0.6739 \| 0.7679 \| 0.3818 \| 0.8164 \| 0.7224 \| 0.7853 \| \| 0.1199 \| 15.78 \| 5840 \| 0.4918 \| 0.7166 \| 0.8145 \| 0.8878 \| 0.9397 \| 0.8073 \| 0.8753 \| 0.4782 \| 0.9091 \| 0.8687 \| 0.8234 \| 0.8667 \| 0.6758 \| 0.7663 \| 0.3917 \| 0.8150 \| 0.7181 \| 0.7829 \| \| 0.1442 \| 15.84 \| 5860 \| 0.5162 \| 0.7070 \| 0.8091 \| 0.8827 \| 0.9471 \| 0.7924 \| 0.8817 \| 0.4877 \| 0.8913 \| 0.8520 \| 0.8113 \| 0.8651 \| 0.6745 \| 0.7604 \| 0.3537 \| 0.8018 \| 0.7150 \| 0.7782 \| \| 0.2014 \| 15.89 \| 5880 \| 0.5058 \| 0.7064 \| 0.8097 \| 0.8831 \| 0.9415 \| 0.8117 \| 0.8549 \| 0.4765 \| 0.9003 \| 0.8668 \| 0.8159 \| 0.8662 \| 0.6718 \| 0.7587 \| 0.3532 \| 0.8045 \| 0.7120 \| 0.7786 \| \| 0.3064 \| 15.95 \| 5900 \| 0.5379 \| 0.7058 \| 0.8072 \| 0.8832 \| 0.9373 \| 0.8081 \| 0.8792 \| 0.4548 \| 0.9081 \| 0.8594 \| 0.8037 \| 0.8658 \| 0.6730 \| 0.7573 \| 0.3605 \| 0.8078 \| 0.7069 \| 0.7691 \| \| 0.1464 \| 16.0 \| 5920 \| 0.5124 \| 0.7125 \| 0.8077 \| 0.8877 \| 0.9378 \| 0.8038 \| 0.8838 \| 0.4262 \| 0.9137 \| 0.8586 \| 0.8300 \| 0.8691 \| 0.6749 \| 0.7556 \| 0.3622 \| 0.8118 \| 0.7197 \| 0.7941 \| \| 0.1138 \| 16.05 \| 5940 \| 0.4871 \| 0.7160 \| 0.8148 \| 0.8888 \| 0.9386 \| 0.8072 \| 0.8899 \| 0.4511 \| 0.9029 \| 0.8715 \| 0.8424 \| 0.8715 \| 0.6764 \| 0.7586 \| 0.3685 \| 0.8112 \| 0.7241 \| 0.8021 \| \| 0.203 \| 16.11 \| 5960 \| 0.5331 \| 0.7168 \| 0.8156 \| 0.8884 \| 0.9418 \| 0.8023 \| 0.8821 \| 0.4775 \| 0.9046 \| 0.8772 \| 0.8240 \| 0.8720 \| 0.6766 \| 0.7613 \| 0.3879 \| 0.8126 \| 0.7149 \| 0.7921 \| \| 0.1326 \| 16.16 \| 5980 \| 0.5036 \| 0.7200 \| 0.8203 \| 0.8898 \| 0.9390 \| 0.8137 \| 0.8646 \| 0.5058 \| 0.9088 \| 0.8675 \| 0.8427 \| 0.8728 \| 0.6718 \| 0.7606 \| 0.3941 \| 0.8136 \| 0.7217 \| 0.8053 \| \| 0.6346 \| 16.22 \| 6000 \| 0.4958 \| 0.7158 \| 0.8155 \| 0.8882 \| 0.9370 \| 0.7686 \| 0.8929 \| 0.4855 \| 0.8969 \| 0.8705 \| 0.8571 \| 0.8707 \| 0.6594 \| 0.7568 \| 0.3898 \| 0.8109 \| 0.7276 \| 0.7955 \| \| 0.1701 \| 16.27 \| 6020 \| 0.4669 \| 0.7225 \| 0.8212 \| 0.8912 \| 0.9388 \| 0.7986 \| 0.8760 \| 0.5126 \| 0.9096 \| 0.8636 \| 0.8494 \| 0.8731 \| 0.6705 \| 0.7616 \| 0.4002 \| 0.8167 \| 0.7258 \| 0.8095 \| \| 0.0937 \| 16.32 \| 6040 \| 0.4812 \| 0.7160 \| 0.8090 \| 0.8893 \| 0.9437 \| 0.7545 \| 0.8622 \| 0.4912 \| 0.9136 \| 0.8546 \| 0.8434 \| 0.8691 \| 0.6567 \| 0.7515 \| 0.3891 \| 0.8173 \| 0.7226 \| 0.8058 \| \| 0.0752 \| 16.38 \| 6060 \| 0.5483 \| 0.7122 \| 0.8062 \| 0.8859 \| 0.9477 \| 0.7632 \| 0.8402 \| 0.5077 \| 0.9129 \| 0.8573 \| 0.8146 \| 0.8595 \| 0.6576 \| 0.7431 \| 0.3975 \| 0.8186 \| 0.7238 \| 0.7854 \| \| 0.195 \| 16.43 \| 6080 \| 0.4914 \| 0.7204 \| 0.8222 \| 0.8895 \| 0.9430 \| 0.8021 \| 0.8803 \| 0.5155 \| 0.8950 \| 0.8712 \| 0.8485 \| 0.8699 \| 0.6738 \| 0.7564 \| 0.3928 \| 0.8138 \| 0.7261 \| 0.8096 \| \| 0.2059 \| 16.49 \| 6100 \| 0.5010 \| 0.7131 \| 0.8116 \| 0.8868 \| 0.9396 \| 0.7868 \| 0.8615 \| 0.4875 \| 0.9049 \| 0.8516 \| 0.8496 \| 0.8661 \| 0.6591 \| 0.7569 \| 0.3841 \| 0.8123 \| 0.7240 \| 0.7894 \| \| 0.0975 \| 16.54 \| 6120 \| 0.5023 \| 0.7144 \| 0.8112 \| 0.8873 \| 0.9335 \| 0.7907 \| 0.8618 \| 0.4762 \| 0.9149 \| 0.8536 \| 0.8475 \| 0.8654 \| 0.6587 \| 0.7542 \| 0.3976 \| 0.8153 \| 0.7241 \| 0.7852 \| \| 0.5277 \| 16.59 \| 6140 \| 0.4895 \| 0.7205 \| 0.8160 \| 0.8914 \| 0.9424 \| 0.8173 \| 0.8680 \| 0.4566 \| 0.9109 \| 0.8723 \| 0.8447 \| 0.8709 \| 0.6706 \| 0.7597 \| 0.3906 \| 0.8191 \| 0.7254 \| 0.8075 \| \| 0.116 \| 16.65 \| 6160 \| 0.4841 \| 0.7216 \| 0.8165 \| 0.8917 \| 0.9421 \| 0.8049 \| 0.8669 \| 0.4764 \| 0.9135 \| 0.8656 \| 0.8460 \| 0.8720 \| 0.6720 \| 0.7654 \| 0.3894 \| 0.8186 \| 0.7255 \| 0.8081 \| \| 0.0963 \| 16.7 \| 6180 \| 0.5004 \| 0.7129 \| 0.8130 \| 0.8867 \| 0.9364 \| 0.7966 \| 0.8700 \| 0.4687 \| 0.9018 \| 0.8667 \| 0.8505 \| 0.8661 \| 0.6601 \| 0.7617 \| 0.3801 \| 0.8115 \| 0.7275 \| 0.7834 \| \| 0.2443 \| 16.76 \| 6200 \| 0.4854 \| 0.7182 \| 0.8136 \| 0.8899 \| 0.9352 \| 0.7791 \| 0.8768 \| 0.4604 \| 0.9073 \| 0.8705 \| 0.8658 \| 0.8681 \| 0.6614 \| 0.7668 \| 0.3836 \| 0.8154 \| 0.7330 \| 0.7991 \| \| 0.228 \| 16.81 \| 6220 \| 0.5002 \| 0.7166 \| 0.8068 \| 0.8901 \| 0.9429 \| 0.8063 \| 0.8714 \| 0.4225 \| 0.9220 \| 0.8580 \| 0.8246 \| 0.8722 \| 0.6744 \| 0.7658 \| 0.3735 \| 0.8143 \| 0.7253 \| 0.7911 \| \| 2.9355 \| 16.86 \| 6240 \| 0.5272 \| 0.7130 \| 0.8020 \| 0.8898 \| 0.9427 \| 0.7922 \| 0.8933 \| 0.3872 \| 0.9197 \| 0.8501 \| 0.8289 \| 0.8720 \| 0.6742 \| 0.7597 \| 0.3529 \| 0.8145 \| 0.7227 \| 0.7953 \| \| 0.0725 \| 16.92 \| 6260 \| 0.4601 \| 0.7261 \| 0.8233 \| 0.8935 \| 0.9414 \| 0.8286 \| 0.8702 \| 0.4817 \| 0.9078 \| 0.8690 \| 0.8644 \| 0.8732 \| 0.6729 \| 0.7613 \| 0.3998 \| 0.8197 \| 0.7334 \| 0.8221 \| \| 0.2307 \| 16.97 \| 6280 \| 0.4653 \| 0.7304 \| 0.8244 \| 0.8948 \| 0.9398 \| 0.8243 \| 0.8733 \| 0.5085 \| 0.9187 \| 0.8412 \| 0.8650 \| 0.8730 \| 0.6774 \| 0.7696 \| 0.4146 \| 0.8212 \| 0.7284 \| 0.8284 \| \| 0.0948 \| 17.03 \| 6300 \| 0.4963 \| 0.7232 \| 0.8283 \| 0.8899 \| 0.9317 \| 0.8074 \| 0.8688 \| 0.5515 \| 0.8982 \| 0.8537 \| 0.8871 \| 0.8725 \| 0.6697 \| 0.7703 \| 0.3939 \| 0.8083 \| 0.7324 \| 0.8151 \| \| 0.154 \| 17.08 \| 6320 \| 0.5090 \| 0.7178 \| 0.8299 \| 0.8867 \| 0.9316 \| 0.8010 \| 0.8740 \| 0.5612 \| 0.8786 \| 0.8721 \| 0.8911 \| 0.8724 \| 0.6673 \| 0.7633 \| 0.3717 \| 0.7987 \| 0.7360 \| 0.8153 \| \| 0.0999 \| 17.14 \| 6340 \| 0.5249 \| 0.7180 \| 0.8192 \| 0.8883 \| 0.9321 \| 0.7863 \| 0.8754 \| 0.5214 \| 0.9016 \| 0.8293 \| 0.8886 \| 0.8706 \| 0.6646 \| 0.7629 \| 0.3805 \| 0.8058 \| 0.7269 \| 0.8147 \| \| 0.2903 \| 17.19 \| 6360 \| 0.4871 \| 0.7162 \| 0.8154 \| 0.8872 \| 0.9390 \| 0.8106 \| 0.8927 \| 0.4715 \| 0.9015 \| 0.8611 \| 0.8317 \| 0.8757 \| 0.6731 \| 0.7605 \| 0.3806 \| 0.7983 \| 0.7374 \| 0.7875 \| \| 1.224 \| 17.24 \| 6380 \| 0.5907 \| 0.7052 \| 0.7986 \| 0.8815 \| 0.9445 \| 0.7838 \| 0.8807 \| 0.4403 \| 0.9136 \| 0.8678 \| 0.7596 \| 0.8703 \| 0.6689 \| 0.7646 \| 0.3778 \| 0.7929 \| 0.7314 \| 0.7307 \| \| 0.2381 \| 17.3 \| 6400 \| 0.5664 \| 0.7105 \| 0.8024 \| 0.8836 \| 0.9420 \| 0.7694 \| 0.8849 \| 0.4593 \| 0.9118 \| 0.8606 \| 0.7887 \| 0.8726 \| 0.6702 \| 0.7632 \| 0.3875 \| 0.7920 \| 0.7369 \| 0.7510 \| \| 0.0845 \| 17.35 \| 6420 \| 0.5668 \| 0.7062 \| 0.8011 \| 0.8807 \| 0.9397 \| 0.8049 \| 0.8632 \| 0.4737 \| 0.9215 \| 0.8342 \| 0.7707 \| 0.8711 \| 0.6765 \| 0.7623 \| 0.3950 \| 0.7919 \| 0.7130 \| 0.7339 \| \| 0.1475 \| 17.41 \| 6440 \| 0.5863 \| 0.6993 \| 0.7951 \| 0.8773 \| 0.9402 \| 0.8054 \| 0.8512 \| 0.4704 \| 0.9233 \| 0.8182 \| 0.7569 \| 0.8669 \| 0.6735 \| 0.7547 \| 0.3892 \| 0.7898 \| 0.6999 \| 0.7213 \| \| 0.3795 \| 17.46 \| 6460 \| 0.5513 \| 0.7026 \| 0.8009 \| 0.8793 \| 0.9364 \| 0.7984 \| 0.8791 \| 0.4643 \| 0.9156 \| 0.8463 \| 0.7658 \| 0.8675 \| 0.6757 \| 0.7568 \| 0.3836 \| 0.7940 \| 0.7109 \| 0.7297 \| \| 0.0748 \| 17.51 \| 6480 \| 0.4900 \| 0.7189 \| 0.8162 \| 0.8901 \| 0.9374 \| 0.7962 \| 0.8827 \| 0.4716 \| 0.9093 \| 0.8717 \| 0.8444 \| 0.8705 \| 0.6758 \| 0.7579 \| 0.3871 \| 0.8180 \| 0.7204 \| 0.8028 \| \| 0.1287 \| 17.57 \| 6500 \| 0.4810 \| 0.7235 \| 0.8196 \| 0.8925 \| 0.9419 \| 0.7917 \| 0.8742 \| 0.4932 \| 0.9078 \| 0.8711 \| 0.8576 \| 0.8739 \| 0.6763 \| 0.7601 \| 0.3927 \| 0.8201 \| 0.7232 \| 0.8179 \| \| 0.7152 \| 17.62 \| 6520 \| 0.4926 \| 0.7202 \| 0.8177 \| 0.8891 \| 0.9296 \| 0.7823 \| 0.8685 \| 0.5012 \| 0.9088 \| 0.8549 \| 0.8785 \| 0.8685 \| 0.6654 \| 0.7568 \| 0.4003 \| 0.8106 \| 0.7373 \| 0.8025 \| \| 0.1532 \| 17.68 \| 6540 \| 0.5034 \| 0.7159 \| 0.8145 \| 0.8857 \| 0.9348 \| 0.8097 \| 0.8724 \| 0.4931 \| 0.9103 \| 0.8610 \| 0.8202 \| 0.8739 \| 0.6723 \| 0.7587 \| 0.3998 \| 0.7964 \| 0.7390 \| 0.7710 \| \| 0.1649 \| 17.73 \| 6560 \| 0.4670 \| 0.7259 \| 0.8218 \| 0.8934 \| 0.9407 \| 0.8030 \| 0.8825 \| 0.4877 \| 0.9027 \| 0.8479 \| 0.8883 \| 0.8750 \| 0.6761 \| 0.7645 \| 0.3802 \| 0.8123 \| 0.7316 \| 0.8419 \| \| 0.1646 \| 17.78 \| 6580 \| 0.5055 \| 0.7192 \| 0.8196 \| 0.8899 \| 0.9295 \| 0.8033 \| 0.8782 \| 0.4705 \| 0.9015 \| 0.8639 \| 0.8906 \| 0.8708 \| 0.6645 \| 0.7652 \| 0.3759 \| 0.8091 \| 0.7347 \| 0.8142 \| \| 0.2447 \| 17.84 \| 6600 \| 0.5369 \| 0.7176 \| 0.8118 \| 0.8904 \| 0.9349 \| 0.7812 \| 0.8906 \| 0.4292 \| 0.9041 \| 0.8633 \| 0.8792 \| 0.8718 \| 0.6674 \| 0.7608 \| 0.3681 \| 0.8106 \| 0.7366 \| 0.8080 \| \| 0.3357 \| 17.89 \| 6620 \| 0.5168 \| 0.7158 \| 0.8163 \| 0.8858 \| 0.9313 \| 0.8015 \| 0.8888 \| 0.4898 \| 0.9037 \| 0.8609 \| 0.8382 \| 0.8734 \| 0.6717 \| 0.7664 \| 0.3961 \| 0.7984 \| 0.7348 \| 0.7699 \| \| 0.2158 \| 17.95 \| 6640 \| 0.5156 \| 0.7237 \| 0.8228 \| 0.8920 \| 0.9293 \| 0.8090 \| 0.8892 \| 0.4640 \| 0.9021 \| 0.8753 \| 0.8910 \| 0.8733 \| 0.6701 \| 0.7695 \| 0.3912 \| 0.8128 \| 0.7363 \| 0.8129 \| \| 0.2195 \| 18.0 \| 6660 \| 0.5208 \| 0.7177 \| 0.8163 \| 0.8898 \| 0.9367 \| 0.8113 \| 0.8915 \| 0.4397 \| 0.8995 \| 0.8707 \| 0.8647 \| 0.8695 \| 0.6676 \| 0.7650 \| 0.3749 \| 0.8131 \| 0.7335 \| 0.8002 \| \| 0.1422 \| 18.05 \| 6680 \| 0.5460 \| 0.7209 \| 0.8127 \| 0.8921 \| 0.9338 \| 0.7790 \| 0.8865 \| 0.4382 \| 0.9111 \| 0.8512 \| 0.8890 \| 0.8723 \| 0.6670 \| 0.7721 \| 0.3751 \| 0.8140 \| 0.7323 \| 0.8136 \| \| 0.1344 \| 18.11 \| 6700 \| 0.5421 \| 0.7243 \| 0.8185 \| 0.8931 \| 0.9345 \| 0.7908 \| 0.8685 \| 0.4650 \| 0.9096 \| 0.8719 \| 0.8889 \| 0.8738 \| 0.6668 \| 0.7739 \| 0.3894 \| 0.8161 \| 0.7364 \| 0.8136 \| \| 0.3185 \| 18.16 \| 6720 \| 0.5024 \| 0.7232 \| 0.8163 \| 0.8938 \| 0.9384 \| 0.7816 \| 0.8882 \| 0.4410 \| 0.9054 \| 0.8741 \| 0.8855 \| 0.8757 \| 0.6672 \| 0.7628 \| 0.3759 \| 0.8166 \| 0.7379 \| 0.8261 \| \| 0.1733 \| 18.22 \| 6740 \| 0.4997 \| 0.7170 \| 0.8086 \| 0.8891 \| 0.9436 \| 0.7734 \| 0.8823 \| 0.4638 \| 0.9108 \| 0.8448 \| 0.8414 \| 0.8761 \| 0.6745 \| 0.7609 \| 0.3717 \| 0.8038 \| 0.7308 \| 0.8016 \| \| 1.0091 \| 18.27 \| 6760 \| 0.4827 \| 0.7255 \| 0.8191 \| 0.8935 \| 0.9419 \| 0.8065 \| 0.8618 \| 0.4790 \| 0.9116 \| 0.8613 \| 0.8718 \| 0.8737 \| 0.6793 \| 0.7604 \| 0.3813 \| 0.8171 \| 0.7362 \| 0.8302 \| \| 0.172 \| 18.32 \| 6780 \| 0.5162 \| 0.7205 \| 0.8135 \| 0.8914 \| 0.9402 \| 0.8019 \| 0.8811 \| 0.4548 \| 0.9160 \| 0.8538 \| 0.8465 \| 0.8736 \| 0.6789 \| 0.7621 \| 0.3806 \| 0.8161 \| 0.7253 \| 0.8069 \| \| 0.261 \| 18.38 \| 6800 \| 0.4987 \| 0.7200 \| 0.8165 \| 0.8906 \| 0.9414 \| 0.7775 \| 0.8845 \| 0.4832 \| 0.9009 \| 0.8657 \| 0.8621 \| 0.8726 \| 0.6660 \| 0.7610 \| 0.3870 \| 0.8133 \| 0.7346 \| 0.8053 \| \| 0.2005 \| 18.43 \| 6820 \| 0.5103 \| 0.7225 \| 0.8209 \| 0.8914 \| 0.9336 \| 0.7976 \| 0.8660 \| 0.4799 \| 0.9015 \| 0.8768 \| 0.8908 \| 0.8733 \| 0.6679 \| 0.7632 \| 0.3901 \| 0.8121 \| 0.7388 \| 0.8122 \| \| 0.1502 \| 18.49 \| 6840 \| 0.5143 \| 0.7209 \| 0.8139 \| 0.8916 \| 0.9373 \| 0.7789 \| 0.8751 \| 0.4525 \| 0.9060 \| 0.8626 \| 0.8851 \| 0.8725 \| 0.6665 \| 0.7651 \| 0.3802 \| 0.8131 \| 0.7362 \| 0.8127 \| \| 0.2716 \| 18.54 \| 6860 \| 0.5131 \| 0.7214 \| 0.8160 \| 0.8914 \| 0.9294 \| 0.7836 \| 0.8841 \| 0.4522 \| 0.9087 \| 0.8620 \| 0.8919 \| 0.8720 \| 0.6689 \| 0.7643 \| 0.3818 \| 0.8121 \| 0.7388 \| 0.8119 \| \| 0.1499 \| 18.59 \| 6880 \| 0.4995 \| 0.7210 \| 0.8155 \| 0.8921 \| 0.9383 \| 0.7958 \| 0.8799 \| 0.4407 \| 0.9049 \| 0.8719 \| 0.8772 \| 0.8741 \| 0.6654 \| 0.7664 \| 0.3739 \| 0.8122 \| 0.7402 \| 0.8146 \| \| 0.1977 \| 18.65 \| 6900 \| 0.5241 \| 0.7109 \| 0.8058 \| 0.8840 \| 0.9351 \| 0.7971 \| 0.8919 \| 0.4488 \| 0.9154 \| 0.8555 \| 0.7970 \| 0.8736 \| 0.6717 \| 0.7641 \| 0.3857 \| 0.7941 \| 0.7360 \| 0.7507 \| \| 0.0914 \| 18.7 \| 6920 \| 0.4901 \| 0.7231 \| 0.8218 \| 0.8911 \| 0.9338 \| 0.7974 \| 0.8833 \| 0.4839 \| 0.8994 \| 0.8729 \| 0.8819 \| 0.8722 \| 0.6711 \| 0.7595 \| 0.3989 \| 0.8125 \| 0.7407 \| 0.8069 \| \| 0.1113 \| 18.76 \| 6940 \| 0.5246 \| 0.7242 \| 0.8227 \| 0.8917 \| 0.9317 \| 0.8017 \| 0.8769 \| 0.4960 \| 0.9055 \| 0.8590 \| 0.8883 \| 0.8736 \| 0.6726 \| 0.7598 \| 0.3986 \| 0.8129 \| 0.7386 \| 0.8132 \| \| 0.2192 \| 18.81 \| 6960 \| 0.5099 \| 0.7243 \| 0.8196 \| 0.8923 \| 0.9356 \| 0.7812 \| 0.8748 \| 0.4857 \| 0.9048 \| 0.8686 \| 0.8866 \| 0.8741 \| 0.6705 \| 0.7633 \| 0.3945 \| 0.8137 \| 0.7402 \| 0.8137 \| \| 0.0997 \| 18.86 \| 6980 \| 0.4966 \| 0.7287 \| 0.8225 \| 0.8951 \| 0.9402 \| 0.7948 \| 0.8713 \| 0.4963 \| 0.9102 \| 0.8586 \| 0.8865 \| 0.8797 \| 0.6698 \| 0.7655 \| 0.4052 \| 0.8158 \| 0.7357 \| 0.8291 \| \| 0.1794 \| 18.92 \| 7000 \| 0.4761 \| 0.7320 \| 0.8238 \| 0.8963 \| 0.9419 \| 0.7979 \| 0.8780 \| 0.5003 \| 0.9140 \| 0.8563 \| 0.8778 \| 0.8773 \| 0.6790 \| 0.7685 \| 0.4129 \| 0.8220 \| 0.7307 \| 0.8332 \| \| 0.1595 \| 18.97 \| 7020 \| 0.4864 \| 0.7297 \| 0.8263 \| 0.8941 \| 0.9413 \| 0.8146 \| 0.8737 \| 0.5188 \| 0.9110 \| 0.8715 \| 0.8534 \| 0.8747 \| 0.6826 \| 0.7665 \| 0.4195 \| 0.8219 \| 0.7283 \| 0.8144 \| \| 0.1712 \| 19.03 \| 7040 \| 0.4738 \| 0.7314 \| 0.8282 \| 0.8948 \| 0.9381 \| 0.8273 \| 0.8774 \| 0.5184 \| 0.9148 \| 0.8627 \| 0.8589 \| 0.8744 \| 0.6817 \| 0.7684 \| 0.4197 \| 0.8217 \| 0.7334 \| 0.8205 \| \| 0.1839 \| 19.08 \| 7060 \| 0.4718 \| 0.7316 \| 0.8263 \| 0.8950 \| 0.9419 \| 0.8065 \| 0.8790 \| 0.5181 \| 0.9099 \| 0.8639 \| 0.8651 \| 0.8742 \| 0.6829 \| 0.7678 \| 0.4154 \| 0.8212 \| 0.7355 \| 0.8240 \| \| 0.1429 \| 19.14 \| 7080 \| 0.5049 \| 0.7163 \| 0.8159 \| 0.8858 \| 0.9400 \| 0.8126 \| 0.8765 \| 0.5226 \| 0.9152 \| 0.8565 \| 0.7878 \| 0.8715 \| 0.6786 \| 0.7686 \| 0.4198 \| 0.8082 \| 0.7149 \| 0.7524 \| \| 0.1981 \| 19.19 \| 7100 \| 0.5005 \| 0.7169 \| 0.8145 \| 0.8883 \| 0.9425 \| 0.8140 \| 0.8756 \| 0.4842 \| 0.9121 \| 0.8547 \| 0.8183 \| 0.8697 \| 0.6766 \| 0.7618 \| 0.3991 \| 0.8168 \| 0.7133 \| 0.7809 \| \| 0.1176 \| 19.24 \| 7120 \| 0.5062 \| 0.7152 \| 0.8132 \| 0.8868 \| 0.9471 \| 0.8165 \| 0.8766 \| 0.4854 \| 0.9063 \| 0.8552 \| 0.8054 \| 0.8700 \| 0.6742 \| 0.7639 \| 0.3957 \| 0.8093 \| 0.7230 \| 0.7703 \| \| 0.1592 \| 19.3 \| 7140 \| 0.5931 \| 0.6982 \| 0.8033 \| 0.8761 \| 0.9442 \| 0.8235 \| 0.8774 \| 0.5020 \| 0.9099 \| 0.8514 \| 0.7150 \| 0.8676 \| 0.6726 \| 0.7691 \| 0.4025 \| 0.7950 \| 0.6973 \| 0.6835 \| \| 0.0978 \| 19.35 \| 7160 \| 0.5407 \| 0.7119 \| 0.8112 \| 0.8847 \| 0.9403 \| 0.8175 \| 0.8824 \| 0.4807 \| 0.9149 \| 0.8672 \| 0.7754 \| 0.8713 \| 0.6737 \| 0.7715 \| 0.4073 \| 0.8077 \| 0.7111 \| 0.7407 \| \| 0.0847 \| 19.41 \| 7180 \| 0.5007 \| 0.7216 \| 0.8164 \| 0.8914 \| 0.9440 \| 0.7998 \| 0.8726 \| 0.4774 \| 0.9117 \| 0.8785 \| 0.8311 \| 0.8715 \| 0.6753 \| 0.7682 \| 0.4018 \| 0.8222 \| 0.7197 \| 0.7926 \| \| 0.1567 \| 19.46 \| 7200 \| 0.5156 \| 0.7247 \| 0.8177 \| 0.8923 \| 0.9403 \| 0.7897 \| 0.8638 \| 0.4891 \| 0.9103 \| 0.8583 \| 0.8722 \| 0.8714 \| 0.6648 \| 0.7679 \| 0.4081 \| 0.8164 \| 0.7375 \| 0.8069 \| \| 0.1307 \| 19.51 \| 7220 \| 0.4998 \| 0.7278 \| 0.8233 \| 0.8940 \| 0.9407 \| 0.7986 \| 0.8597 \| 0.4982 \| 0.9036 \| 0.8740 \| 0.8883 \| 0.8748 \| 0.6657 \| 0.7656 \| 0.4089 \| 0.8167 \| 0.7427 \| 0.8201 \| \| 0.0955 \| 19.57 \| 7240 \| 0.5102 \| 0.7260 \| 0.8203 \| 0.8924 \| 0.9353 \| 0.7892 \| 0.8718 \| 0.5063 \| 0.9115 \| 0.8417 \| 0.8862 \| 0.8729 \| 0.6690 \| 0.7660 \| 0.4140 \| 0.8151 \| 0.7314 \| 0.8138 \| \| 0.2793 \| 19.62 \| 7260 \| 0.5154 \| 0.7261 \| 0.8187 \| 0.8929 \| 0.9351 \| 0.7907 \| 0.8742 \| 0.4823 \| 0.9120 \| 0.8509 \| 0.8861 \| 0.8723 \| 0.6696 \| 0.7647 \| 0.4120 \| 0.8163 \| 0.7347 \| 0.8135 \| \| 0.0813 \| 19.68 \| 7280 \| 0.5210 \| 0.7277 \| 0.8227 \| 0.8931 \| 0.9308 \| 0.8013 \| 0.8769 \| 0.4881 \| 0.9110 \| 0.8600 \| 0.8908 \| 0.8723 \| 0.6709 \| 0.7653 \| 0.4183 \| 0.8169 \| 0.7367 \| 0.8133 \| \| 0.2225 \| 19.73 \| 7300 \| 0.5132 \| 0.7250 \| 0.8206 \| 0.8915 \| 0.9298 \| 0.7887 \| 0.8866 \| 0.4915 \| 0.9103 \| 0.8580 \| 0.8791 \| 0.8732 \| 0.6711 \| 0.7632 \| 0.4147 \| 0.8125 \| 0.7357 \| 0.8043 \| \| 0.1214 \| 19.78 \| 7320 \| 0.5134 \| 0.7261 \| 0.8194 \| 0.8927 \| 0.9386 \| 0.7970 \| 0.8594 \| 0.4894 \| 0.9099 \| 0.8604 \| 0.8811 \| 0.8720 \| 0.6683 \| 0.7650 \| 0.4141 \| 0.8168 \| 0.7361 \| 0.8103 \| \| 1.7701 \| 19.84 \| 7340 \| 0.5098 \| 0.7215 \| 0.8157 \| 0.8900 \| 0.9426 \| 0.7839 \| 0.8759 \| 0.4948 \| 0.9089 \| 0.8699 \| 0.8342 \| 0.8716 \| 0.6651 \| 0.7652 \| 0.4144 \| 0.8128 \| 0.7369 \| 0.7847 \| \| 1.7151 \| 19.89 \| 7360 \| 0.5342 \| 0.7183 \| 0.8155 \| 0.8888 \| 0.9443 \| 0.7815 \| 0.8788 \| 0.5007 \| 0.9030 \| 0.8683 \| 0.8318 \| 0.8682 \| 0.6625 \| 0.7607 \| 0.4110 \| 0.8173 \| 0.7256 \| 0.7826 \| \| 0.1064 \| 19.95 \| 7380 \| 0.4977 \| 0.7214 \| 0.8191 \| 0.8905 \| 0.9375 \| 0.7827 \| 0.8756 \| 0.4947 \| 0.9008 \| 0.8722 \| 0.8705 \| 0.8705 \| 0.6635 \| 0.7585 \| 0.3997 \| 0.8138 \| 0.7389 \| 0.8046 \| \| 0.2402 \| 20.0 \| 7400 \| 0.5230 \| 0.7149 \| 0.8221 \| 0.8863 \| 0.9369 \| 0.7949 \| 0.8742 \| 0.5129 \| 0.8834 \| 0.8912 \| 0.8614 \| 0.8675 \| 0.6614 \| 0.7555 \| 0.3836 \| 0.8072 \| 0.7365 \| 0.7927 \| \| 0.1443 \| 20.05 \| 7420 \| 0.5007 \| 0.7189 \| 0.8163 \| 0.8902 \| 0.9403 \| 0.7789 \| 0.8850 \| 0.4804 \| 0.9001 \| 0.8644 \| 0.8648 \| 0.8712 \| 0.6643 \| 0.7568 \| 0.3796 \| 0.8134 \| 0.7381 \| 0.8086 \| \| 0.1582 \| 20.11 \| 7440 \| 0.5011 \| 0.7223 \| 0.8156 \| 0.8916 \| 0.9431 \| 0.7961 \| 0.8733 \| 0.4812 \| 0.9136 \| 0.8566 \| 0.8456 \| 0.8703 \| 0.6748 \| 0.7613 \| 0.3929 \| 0.8194 \| 0.7303 \| 0.8074 \| \| 0.164 \| 20.16 \| 7460 \| 0.4833 \| 0.7243 \| 0.8172 \| 0.8930 \| 0.9387 \| 0.7888 \| 0.8671 \| 0.4763 \| 0.9139 \| 0.8670 \| 0.8685 \| 0.8723 \| 0.6704 \| 0.7628 \| 0.3954 \| 0.8195 \| 0.7342 \| 0.8156 \| \| 0.1043 \| 20.22 \| 7480 \| 0.4934 \| 0.7196 \| 0.8091 \| 0.8920 \| 0.9441 \| 0.7778 \| 0.8774 \| 0.4328 \| 0.9114 \| 0.8591 \| 0.8613 \| 0.8702 \| 0.6688 \| 0.7629 \| 0.3715 \| 0.8187 \| 0.7364 \| 0.8088 \| \| 0.0895 \| 20.27 \| 7500 \| 0.5015 \| 0.7187 \| 0.8118 \| 0.8909 \| 0.9428 \| 0.7912 \| 0.8846 \| 0.4462 \| 0.9084 \| 0.8556 \| 0.8539 \| 0.8697 \| 0.6702 \| 0.7614 \| 0.3773 \| 0.8183 \| 0.7335 \| 0.8009 \| \| 0.3232 \| 20.32 \| 7520 \| 0.4854 \| 0.7267 \| 0.8183 \| 0.8940 \| 0.9438 \| 0.8036 \| 0.8784 \| 0.4660 \| 0.9117 \| 0.8680 \| 0.8568 \| 0.8709 \| 0.6787 \| 0.7671 \| 0.3953 \| 0.8224 \| 0.7371 \| 0.8154 \| \| 0.207 \| 20.38 \| 7540 \| 0.4836 \| 0.7306 \| 0.8237 \| 0.8951 \| 0.9382 \| 0.8109 \| 0.8808 \| 0.4959 \| 0.9176 \| 0.8569 \| 0.8654 \| 0.8742 \| 0.6793 \| 0.7686 \| 0.4094 \| 0.8212 \| 0.7370 \| 0.8241 \| \| 0.089 \| 20.43 \| 7560 \| 0.4726 \| 0.7301 \| 0.8220 \| 0.8954 \| 0.9405 \| 0.8147 \| 0.8770 \| 0.4784 \| 0.9166 \| 0.8589 \| 0.8680 \| 0.8739 \| 0.6788 \| 0.7699 \| 0.4039 \| 0.8220 \| 0.7378 \| 0.8245 \| \| 0.1336 \| 20.49 \| 7580 \| 0.4796 \| 0.7263 \| 0.8209 \| 0.8936 \| 0.9427 \| 0.7999 \| 0.8861 \| 0.4778 \| 0.9076 \| 0.8826 \| 0.8496 \| 0.8731 \| 0.6763 \| 0.7657 \| 0.4004 \| 0.8212 \| 0.7363 \| 0.8109 \| \| 0.055 \| 20.54 \| 7600 \| 0.4904 \| 0.7205 \| 0.8196 \| 0.8903 \| 0.9406 \| 0.8238 \| 0.8846 \| 0.4836 \| 0.9099 \| 0.8683 \| 0.8266 \| 0.8720 \| 0.6755 \| 0.7649 \| 0.3980 \| 0.8176 \| 0.7266 \| 0.7891 \| \| 0.0892 \| 20.59 \| 7620 \| 0.5179 \| 0.7124 \| 0.8098 \| 0.8847 \| 0.9457 \| 0.8056 \| 0.8692 \| 0.4912 \| 0.9113 \| 0.8669 \| 0.7791 \| 0.8703 \| 0.6750 \| 0.7693 \| 0.3946 \| 0.8042 \| 0.7284 \| 0.7453 \| \| 0.3639 \| 20.65 \| 7640 \| 0.5455 \| 0.7083 \| 0.8085 \| 0.8819 \| 0.9420 \| 0.8267 \| 0.8712 \| 0.4769 \| 0.9120 \| 0.8721 \| 0.7583 \| 0.8709 \| 0.6746 \| 0.7687 \| 0.3927 \| 0.7968 \| 0.7311 \| 0.7233 \| \| 1.4236 \| 20.7 \| 7660 \| 0.4975 \| 0.7172 \| 0.8163 \| 0.8878 \| 0.9445 \| 0.8147 \| 0.8750 \| 0.4901 \| 0.9055 \| 0.8750 \| 0.8096 \| 0.8723 \| 0.6772 \| 0.7679 \| 0.3893 \| 0.8089 \| 0.7322 \| 0.7727 \| \| 0.1324 \| 20.76 \| 7680 \| 0.5171 \| 0.7158 \| 0.8130 \| 0.8868 \| 0.9436 \| 0.8140 \| 0.8660 \| 0.4800 \| 0.9099 \| 0.8758 \| 0.8021 \| 0.8723 \| 0.6772 \| 0.7664 \| 0.3936 \| 0.8061 \| 0.7324 \| 0.7623 \| \| 0.2931 \| 20.81 \| 7700 \| 0.5792 \| 0.7071 \| 0.8048 \| 0.8818 \| 0.9421 \| 0.8172 \| 0.8664 \| 0.4589 \| 0.9137 \| 0.8742 \| 0.7614 \| 0.8721 \| 0.6759 \| 0.7648 \| 0.3870 \| 0.7950 \| 0.7299 \| 0.7250 \| \| 0.1604 \| 20.86 \| 7720 \| 0.5350 \| 0.7118 \| 0.8076 \| 0.8854 \| 0.9415 \| 0.8070 \| 0.8780 \| 0.4504 \| 0.9133 \| 0.8725 \| 0.7904 \| 0.8731 \| 0.6768 \| 0.7632 \| 0.3841 \| 0.8026 \| 0.7316 \| 0.7516 \| \| 0.1814 \| 20.92 \| 7740 \| 0.5325 \| 0.7144 \| 0.8133 \| 0.8863 \| 0.9415 \| 0.8162 \| 0.8721 \| 0.4767 \| 0.9094 \| 0.8775 \| 0.7995 \| 0.8735 \| 0.6773 \| 0.7624 \| 0.3901 \| 0.8049 \| 0.7317 \| 0.7608 \| \| 0.2279 \| 20.97 \| 7760 \| 0.5369 \| 0.7071 \| 0.8029 \| 0.8833 \| 0.9423 \| 0.8079 \| 0.8820 \| 0.4398 \| 0.9143 \| 0.8523 \| 0.7820 \| 0.8724 \| 0.6761 \| 0.7612 \| 0.3714 \| 0.7990 \| 0.7259 \| 0.7440 \| \| 0.1487 \| 21.03 \| 7780 \| 0.5375 \| 0.7095 \| 0.8042 \| 0.8849 \| 0.9443 \| 0.8113 \| 0.8846 \| 0.4421 \| 0.9135 \| 0.8349 \| 0.7990 \| 0.8710 \| 0.6749 \| 0.7606 \| 0.3758 \| 0.8035 \| 0.7223 \| 0.7587 \| \| 0.1486 \| 21.08 \| 7800 \| 0.5353 \| 0.7102 \| 0.8066 \| 0.8840 \| 0.9420 \| 0.8015 \| 0.8762 \| 0.4601 \| 0.9115 \| 0.8725 \| 0.7823 \| 0.8728 \| 0.6747 \| 0.7625 \| 0.3891 \| 0.7996 \| 0.7288 \| 0.7438 \| \| 0.2571 \| 21.14 \| 7820 \| 0.5643 \| 0.7084 \| 0.8092 \| 0.8816 \| 0.9424 \| 0.8139 \| 0.8764 \| 0.4938 \| 0.9092 \| 0.8699 \| 0.7586 \| 0.8725 \| 0.6743 \| 0.7638 \| 0.4022 \| 0.7952 \| 0.7273 \| 0.7238 \| \| 0.1137 \| 21.19 \| 7840 \| 0.5104 \| 0.7222 \| 0.8179 \| 0.8905 \| 0.9353 \| 0.7812 \| 0.8811 \| 0.4888 \| 0.9060 \| 0.8659 \| 0.8667 \| 0.8684 \| 0.6672 \| 0.7647 \| 0.4057 \| 0.8164 \| 0.7383 \| 0.7943 \| \| 0.1662 \| 21.24 \| 7860 \| 0.5089 \| 0.7225 \| 0.8195 \| 0.8903 \| 0.9349 \| 0.7819 \| 0.8780 \| 0.5012 \| 0.9055 \| 0.8718 \| 0.8631 \| 0.8681 \| 0.6663 \| 0.7640 \| 0.4125 \| 0.8170 \| 0.7363 \| 0.7934 \| \| 0.0541 \| 21.3 \| 7880 \| 0.5130 \| 0.7236 \| 0.8210 \| 0.8913 \| 0.9388 \| 0.7999 \| 0.8854 \| 0.5034 \| 0.9091 \| 0.8644 \| 0.8461 \| 0.8714 \| 0.6737 \| 0.7601 \| 0.4112 \| 0.8189 \| 0.7274 \| 0.8025 \| \| 0.1648 \| 21.35 \| 7900 \| 0.5118 \| 0.7222 \| 0.8205 \| 0.8908 \| 0.9361 \| 0.8038 \| 0.8838 \| 0.4922 \| 0.9082 \| 0.8687 \| 0.8508 \| 0.8713 \| 0.6720 \| 0.7579 \| 0.4065 \| 0.8173 \| 0.7293 \| 0.8010 \| \| 0.304 \| 21.41 \| 7920 \| 0.5105 \| 0.7203 \| 0.8200 \| 0.8897 \| 0.9386 \| 0.7998 \| 0.8662 \| 0.5190 \| 0.9062 \| 0.8483 \| 0.8620 \| 0.8706 \| 0.6623 \| 0.7606 \| 0.4040 \| 0.8145 \| 0.7296 \| 0.8007 \| \| 0.1924 \| 21.46 \| 7940 \| 0.5129 \| 0.7174 \| 0.8059 \| 0.8902 \| 0.9451 \| 0.7547 \| 0.8814 \| 0.4674 \| 0.9161 \| 0.8248 \| 0.8520 \| 0.8698 \| 0.6597 \| 0.7636 \| 0.3912 \| 0.8164 \| 0.7192 \| 0.8022 \| \| 0.1125 \| 21.51 \| 7960 \| 0.4882 \| 0.7224 \| 0.8163 \| 0.8915 \| 0.9396 \| 0.7945 \| 0.8768 \| 0.4828 \| 0.9127 \| 0.8489 \| 0.8591 \| 0.8709 \| 0.6692 \| 0.7636 \| 0.4019 \| 0.8181 \| 0.7306 \| 0.8028 \| \| 0.1268 \| 21.57 \| 7980 \| 0.5003 \| 0.7242 \| 0.8169 \| 0.8926 \| 0.9414 \| 0.7991 \| 0.8820 \| 0.4749 \| 0.9131 \| 0.8491 \| 0.8592 \| 0.8722 \| 0.6727 \| 0.7650 \| 0.4003 \| 0.8192 \| 0.7330 \| 0.8071 \| \| 0.0906 \| 21.62 \| 8000 \| 0.5086 \| 0.7224 \| 0.8173 \| 0.8907 \| 0.9422 \| 0.8051 \| 0.8804 \| 0.4860 \| 0.9130 \| 0.8684 \| 0.8258 \| 0.8716 \| 0.6802 \| 0.7646 \| 0.4035 \| 0.8171 \| 0.7308 \| 0.7890 \| \| 0.1407 \| 21.68 \| 8020 \| 0.4880 \| 0.7252 \| 0.8202 \| 0.8923 \| 0.9442 \| 0.8148 \| 0.8805 \| 0.4872 \| 0.9094 \| 0.8638 \| 0.8411 \| 0.8723 \| 0.6811 \| 0.7668 \| 0.4030 \| 0.8188 \| 0.7344 \| 0.7996 \| \| 0.1863 \| 21.73 \| 8040 \| 0.5065 \| 0.7208 \| 0.8128 \| 0.8896 \| 0.9436 \| 0.7926 \| 0.8758 \| 0.4850 \| 0.9168 \| 0.8583 \| 0.8175 \| 0.8725 \| 0.6783 \| 0.7685 \| 0.4060 \| 0.8126 \| 0.7301 \| 0.7774 \| \| 0.264 \| 21.78 \| 8060 \| 0.5151 \| 0.7178 \| 0.8145 \| 0.8872 \| 0.9424 \| 0.8147 \| 0.8772 \| 0.4987 \| 0.9150 \| 0.8555 \| 0.7979 \| 0.8724 \| 0.6794 \| 0.7677 \| 0.4060 \| 0.8073 \| 0.7292 \| 0.7623 \| \| 0.0748 \| 21.84 \| 8080 \| 0.5288 \| 0.7252 \| 0.8244 \| 0.8916 \| 0.9388 \| 0.8132 \| 0.8798 \| 0.5075 \| 0.9074 \| 0.8871 \| 0.8368 \| 0.8735 \| 0.6790 \| 0.7632 \| 0.4120 \| 0.8172 \| 0.7319 \| 0.7992 \| \| 0.1044 \| 21.89 \| 8100 \| 0.5047 \| 0.7279 \| 0.8236 \| 0.8942 \| 0.9392 \| 0.8216 \| 0.8819 \| 0.4761 \| 0.9101 \| 0.8752 \| 0.8613 \| 0.8733 \| 0.6806 \| 0.7627 \| 0.4021 \| 0.8220 \| 0.7366 \| 0.8181 \| \| 0.217 \| 21.95 \| 8120 \| 0.4980 \| 0.7225 \| 0.8175 \| 0.8909 \| 0.9414 \| 0.8003 \| 0.8814 \| 0.4869 \| 0.9118 \| 0.8659 \| 0.8348 \| 0.8734 \| 0.6772 \| 0.7652 \| 0.3981 \| 0.8142 \| 0.7354 \| 0.7942 \| \| 0.1532 \| 22.0 \| 8140 \| 0.5042 \| 0.7224 \| 0.8172 \| 0.8920 \| 0.9424 \| 0.7876 \| 0.8739 \| 0.4722 \| 0.9029 \| 0.8727 \| 0.8685 \| 0.8712 \| 0.6670 \| 0.7656 \| 0.3906 \| 0.8180 \| 0.7391 \| 0.8054 \| \| 0.1068 \| 22.05 \| 8160 \| 0.4846 \| 0.7246 \| 0.8222 \| 0.8922 \| 0.9403 \| 0.8012 \| 0.8697 \| 0.4986 \| 0.9040 \| 0.8778 \| 0.8641 \| 0.8723 \| 0.6699 \| 0.7651 \| 0.4029 \| 0.8186 \| 0.7380 \| 0.8051 \| \| 0.098 \| 22.11 \| 8180 \| 0.4889 \| 0.7257 \| 0.8174 \| 0.8934 \| 0.9450 \| 0.7790 \| 0.8772 \| 0.4880 \| 0.9101 \| 0.8669 \| 0.8558 \| 0.8727 \| 0.6736 \| 0.7633 \| 0.4016 \| 0.8211 \| 0.7353 \| 0.8122 \| \| 0.2365 \| 22.16 \| 8200 \| 0.4930 \| 0.7268 \| 0.8206 \| 0.8940 \| 0.9419 \| 0.8080 \| 0.8758 \| 0.4753 \| 0.9110 \| 0.8713 \| 0.8606 \| 0.8734 \| 0.6778 \| 0.7653 \| 0.3997 \| 0.8219 \| 0.7365 \| 0.8130 \| \| 0.1832 \| 22.22 \| 8220 \| 0.4950 \| 0.7267 \| 0.8191 \| 0.8937 \| 0.9398 \| 0.7963 \| 0.8735 \| 0.4846 \| 0.9150 \| 0.8583 \| 0.8659 \| 0.8731 \| 0.6745 \| 0.7659 \| 0.4052 \| 0.8206 \| 0.7342 \| 0.8134 \| \| 0.1064 \| 22.27 \| 8240 \| 0.4851 \| 0.7286 \| 0.8208 \| 0.8947 \| 0.9392 \| 0.8114 \| 0.8716 \| 0.4774 \| 0.9176 \| 0.8613 \| 0.8668 \| 0.8736 \| 0.6788 \| 0.7673 \| 0.4049 \| 0.8222 \| 0.7346 \| 0.8187 \| \| 0.1362 \| 22.32 \| 8260 \| 0.5081 \| 0.7262 \| 0.8214 \| 0.8928 \| 0.9425 \| 0.7998 \| 0.8759 \| 0.5016 \| 0.9110 \| 0.8770 \| 0.8421 \| 0.8733 \| 0.6790 \| 0.7661 \| 0.4136 \| 0.8218 \| 0.7265 \| 0.8033 \| \| 0.428 \| 22.38 \| 8280 \| 0.5036 \| 0.7230 \| 0.8194 \| 0.8914 \| 0.9414 \| 0.7991 \| 0.8868 \| 0.4910 \| 0.9107 \| 0.8796 \| 0.8273 \| 0.8733 \| 0.6783 \| 0.7652 \| 0.4121 \| 0.8211 \| 0.7198 \| 0.7913 \| \| 0.1478 \| 22.43 \| 8300 \| 0.4875 \| 0.7251 \| 0.8176 \| 0.8924 \| 0.9424 \| 0.7944 \| 0.8773 \| 0.4890 \| 0.9155 \| 0.8643 \| 0.8404 \| 0.8735 \| 0.6781 \| 0.7670 \| 0.4126 \| 0.8198 \| 0.7262 \| 0.7987 \| \| 0.1215 \| 22.49 \| 8320 \| 0.4854 \| 0.7255 \| 0.8180 \| 0.8930 \| 0.9417 \| 0.8034 \| 0.8867 \| 0.4823 \| 0.9162 \| 0.8454 \| 0.8503 \| 0.8741 \| 0.6798 \| 0.7652 \| 0.4053 \| 0.8198 \| 0.7270 \| 0.8074 \| \| 0.1314 \| 22.54 \| 8340 \| 0.5011 \| 0.7260 \| 0.8213 \| 0.8930 \| 0.9398 \| 0.8143 \| 0.8750 \| 0.4942 \| 0.9156 \| 0.8603 \| 0.8502 \| 0.8744 \| 0.6795 \| 0.7651 \| 0.4059 \| 0.8200 \| 0.7284 \| 0.8085 \| \| 0.0794 \| 22.59 \| 8360 \| 0.5000 \| 0.7246 \| 0.8217 \| 0.8924 \| 0.9419 \| 0.8195 \| 0.8763 \| 0.4910 \| 0.9099 \| 0.8669 \| 0.8464 \| 0.8730 \| 0.6792 \| 0.7646 \| 0.4016 \| 0.8207 \| 0.7292 \| 0.8038 \| \| 0.1479 \| 22.65 \| 8380 \| 0.5173 \| 0.7180 \| 0.8167 \| 0.8890 \| 0.9444 \| 0.8143 \| 0.8773 \| 0.4860 \| 0.9085 \| 0.8723 \| 0.8137 \| 0.8708 \| 0.6779 \| 0.7640 \| 0.4016 \| 0.8199 \| 0.7152 \| 0.7768 \| \| 0.1797 \| 22.7 \| 8400 \| 0.5417 \| 0.7125 \| 0.8097 \| 0.8856 \| 0.9467 \| 0.8023 \| 0.8736 \| 0.4824 \| 0.9100 \| 0.8647 \| 0.7882 \| 0.8699 \| 0.6753 \| 0.7637 \| 0.4009 \| 0.8118 \| 0.7142 \| 0.7519 \| \| 0.0471 \| 22.76 \| 8420 \| 0.5251 \| 0.7134 \| 0.8135 \| 0.8854 \| 0.9418 \| 0.8059 \| 0.8730 \| 0.4991 \| 0.9100 \| 0.8786 \| 0.7865 \| 0.8730 \| 0.6767 \| 0.7634 \| 0.4067 \| 0.8084 \| 0.7168 \| 0.7489 \| \| 1.8129 \| 22.81 \| 8440 \| 0.5326 \| 0.7136 \| 0.8113 \| 0.8863 \| 0.9442 \| 0.8157 \| 0.8823 \| 0.4813 \| 0.9131 \| 0.8468 \| 0.7958 \| 0.8704 \| 0.6772 \| 0.7639 \| 0.3959 \| 0.8115 \| 0.7163 \| 0.7601 \| \| 0.0702 \| 22.86 \| 8460 \| 0.5007 \| 0.7205 \| 0.8175 \| 0.8906 \| 0.9434 \| 0.8176 \| 0.8802 \| 0.4793 \| 0.9107 \| 0.8621 \| 0.8293 \| 0.8719 \| 0.6785 \| 0.7646 \| 0.3961 \| 0.8194 \| 0.7236 \| 0.7893 \| \| 0.2248 \| 22.92 \| 8480 \| 0.5076 \| 0.7135 \| 0.8099 \| 0.8859 \| 0.9438 \| 0.8019 \| 0.8837 \| 0.4814 \| 0.9135 \| 0.8566 \| 0.7883 \| 0.8710 \| 0.6780 \| 0.7662 \| 0.4000 \| 0.8098 \| 0.7182 \| 0.7511 \| \| 0.2697 \| 22.97 \| 8500 \| 0.4915 \| 0.7259 \| 0.8197 \| 0.8933 \| 0.9442 \| 0.8122 \| 0.8709 \| 0.4841 \| 0.9132 \| 0.8650 \| 0.8483 \| 0.8728 \| 0.6798 \| 0.7681 \| 0.4009 \| 0.8221 \| 0.7301 \| 0.8074 \| \| 1.8602 \| 23.03 \| 8520 \| 0.5097 \| 0.7245 \| 0.8202 \| 0.8926 \| 0.9433 \| 0.8220 \| 0.8762 \| 0.4851 \| 0.9132 \| 0.8595 \| 0.8423 \| 0.8723 \| 0.6790 \| 0.7668 \| 0.4004 \| 0.8220 \| 0.7252 \| 0.8057 \| \| 0.3626 \| 23.08 \| 8540 \| 0.4995 \| 0.7260 \| 0.8212 \| 0.8934 \| 0.9421 \| 0.8250 \| 0.8667 \| 0.4822 \| 0.9151 \| 0.8693 \| 0.8477 \| 0.8733 \| 0.6768 \| 0.7672 \| 0.4045 \| 0.8223 \| 0.7280 \| 0.8096 \| \| 0.2036 \| 23.14 \| 8560 \| 0.5187 \| 0.7189 \| 0.8157 \| 0.8886 \| 0.9417 \| 0.8033 \| 0.8733 \| 0.5011 \| 0.9159 \| 0.8698 \| 0.8048 \| 0.8731 \| 0.6766 \| 0.7681 \| 0.4126 \| 0.8147 \| 0.7170 \| 0.7704 \| \| 0.1444 \| 23.19 \| 8580 \| 0.4992 \| 0.7250 \| 0.8230 \| 0.8919 \| 0.9413 \| 0.8158 \| 0.8798 \| 0.5103 \| 0.9102 \| 0.8661 \| 0.8377 \| 0.8739 \| 0.6784 \| 0.7676 \| 0.4094 \| 0.8179 \| 0.7304 \| 0.7976 \| \| 0.1331 \| 23.24 \| 8600 \| 0.4921 \| 0.7241 \| 0.8201 \| 0.8913 \| 0.9421 \| 0.8101 \| 0.8725 \| 0.5101 \| 0.9144 \| 0.8586 \| 0.8330 \| 0.8749 \| 0.6773 \| 0.7686 \| 0.4105 \| 0.8148 \| 0.7293 \| 0.7931 \| \| 0.254 \| 23.3 \| 8620 \| 0.5117 \| 0.7183 \| 0.8082 \| 0.8893 \| 0.9457 \| 0.7872 \| 0.8693 \| 0.4610 \| 0.9182 \| 0.8596 \| 0.8163 \| 0.8728 \| 0.6749 \| 0.7671 \| 0.3950 \| 0.8112 \| 0.7296 \| 0.7779 \| \| 0.12 \| 23.35 \| 8640 \| 0.4869 \| 0.7281 \| 0.8213 \| 0.8948 \| 0.9427 \| 0.8105 \| 0.8855 \| 0.4730 \| 0.9099 \| 0.8586 \| 0.8688 \| 0.8741 \| 0.6810 \| 0.7663 \| 0.3923 \| 0.8207 \| 0.7379 \| 0.8245 \| \| 1.7441 \| 23.41 \| 8660 \| 0.5007 \| 0.7213 \| 0.8187 \| 0.8903 \| 0.9439 \| 0.8053 \| 0.8854 \| 0.4980 \| 0.9084 \| 0.8654 \| 0.8244 \| 0.8721 \| 0.6789 \| 0.7667 \| 0.4032 \| 0.8181 \| 0.7223 \| 0.7878 \| \| 0.8889 \| 23.46 \| 8680 \| 0.5140 \| 0.7173 \| 0.8158 \| 0.8874 \| 0.9437 \| 0.8113 \| 0.8795 \| 0.5094 \| 0.9122 \| 0.8550 \| 0.7996 \| 0.8719 \| 0.6787 \| 0.7683 \| 0.4082 \| 0.8121 \| 0.7177 \| 0.7645 \| \| 0.2187 \| 23.51 \| 8700 \| 0.5315 \| 0.7122 \| 0.8058 \| 0.8852 \| 0.9448 \| 0.7907 \| 0.8827 \| 0.4819 \| 0.9191 \| 0.8391 \| 0.7819 \| 0.8713 \| 0.6767 \| 0.7678 \| 0.4001 \| 0.8068 \| 0.7135 \| 0.7490 \| \| 0.1726 \| 23.57 \| 8720 \| 0.5219 \| 0.7208 \| 0.8176 \| 0.8901 \| 0.9434 \| 0.7990 \| 0.8838 \| 0.5072 \| 0.9121 \| 0.8546 \| 0.8231 \| 0.8733 \| 0.6788 \| 0.7678 \| 0.4022 \| 0.8168 \| 0.7191 \| 0.7874 \| \| 0.2181 \| 23.62 \| 8740 \| 0.4934 \| 0.7272 \| 0.8248 \| 0.8934 \| 0.9440 \| 0.8098 \| 0.8829 \| 0.5101 \| 0.9031 \| 0.8627 \| 0.8611 \| 0.8741 \| 0.6813 \| 0.7682 \| 0.3935 \| 0.8183 \| 0.7354 \| 0.8196 \| \| 0.2565 \| 23.68 \| 8760 \| 0.4912 \| 0.7295 \| 0.8272 \| 0.8944 \| 0.9397 \| 0.8090 \| 0.8814 \| 0.5188 \| 0.9076 \| 0.8659 \| 0.8678 \| 0.8758 \| 0.6817 \| 0.7680 \| 0.4032 \| 0.8195 \| 0.7351 \| 0.8231 \| \| 0.1629 \| 23.73 \| 8780 \| 0.4825 \| 0.7293 \| 0.8280 \| 0.8942 \| 0.9405 \| 0.8171 \| 0.8738 \| 0.5283 \| 0.9092 \| 0.8651 \| 0.8621 \| 0.8760 \| 0.6809 \| 0.7685 \| 0.4066 \| 0.8201 \| 0.7320 \| 0.8209 \| \| 0.126 \| 23.78 \| 8800 \| 0.4799 \| 0.7291 \| 0.8251 \| 0.8943 \| 0.9417 \| 0.7994 \| 0.8775 \| 0.5131 \| 0.9056 \| 0.8639 \| 0.8742 \| 0.8756 \| 0.6799 \| 0.7696 \| 0.3994 \| 0.8181 \| 0.7387 \| 0.8223 \| \| 0.0423 \| 23.84 \| 8820 \| 0.4822 \| 0.7267 \| 0.8222 \| 0.8933 \| 0.9449 \| 0.8065 \| 0.8679 \| 0.5014 \| 0.9043 \| 0.8584 \| 0.8718 \| 0.8733 \| 0.6748 \| 0.7684 \| 0.3986 \| 0.8180 \| 0.7380 \| 0.8157 \| \| 0.0722 \| 23.89 \| 8840 \| 0.4846 \| 0.7268 \| 0.8212 \| 0.8935 \| 0.9455 \| 0.8079 \| 0.8682 \| 0.4985 \| 0.9091 \| 0.8593 \| 0.8600 \| 0.8725 \| 0.6769 \| 0.7691 \| 0.3999 \| 0.8207 \| 0.7347 \| 0.8140 \| \| 0.1692 \| 23.95 \| 8860 \| 0.4849 \| 0.7252 \| 0.8165 \| 0.8938 \| 0.9430 \| 0.8004 \| 0.8757 \| 0.4576 \| 0.9146 \| 0.8678 \| 0.8561 \| 0.8731 \| 0.6779 \| 0.7692 \| 0.3907 \| 0.8220 \| 0.7332 \| 0.8105 \| \| 0.1919 \| 24.0 \| 8880 \| 0.5018 \| 0.7242 \| 0.8168 \| 0.8932 \| 0.9440 \| 0.8066 \| 0.8787 \| 0.4622 \| 0.9135 \| 0.8641 \| 0.8486 \| 0.8725 \| 0.6800 \| 0.7669 \| 0.3903 \| 0.8227 \| 0.7285 \| 0.8086 \| \| 0.8679 \| 24.05 \| 8900 \| 0.5028 \| 0.7250 \| 0.8177 \| 0.8936 \| 0.9451 \| 0.8218 \| 0.8705 \| 0.4622 \| 0.9143 \| 0.8568 \| 0.8534 \| 0.8716 \| 0.6796 \| 0.7666 \| 0.3905 \| 0.8231 \| 0.7310 \| 0.8129 \| \| 0.2077 \| 24.11 \| 8920 \| 0.4979 \| 0.7224 \| 0.8162 \| 0.8920 \| 0.9433 \| 0.8163 \| 0.8736 \| 0.4651 \| 0.9154 \| 0.8603 \| 0.8391 \| 0.8725 \| 0.6799 \| 0.7661 \| 0.3927 \| 0.8201 \| 0.7263 \| 0.7994 \| \| 0.051 \| 24.16 \| 8940 \| 0.4979 \| 0.7236 \| 0.8172 \| 0.8924 \| 0.9438 \| 0.8072 \| 0.8834 \| 0.4761 \| 0.9134 \| 0.8540 \| 0.8425 \| 0.8723 \| 0.6804 \| 0.7659 \| 0.3957 \| 0.8210 \| 0.7257 \| 0.8040 \| \| 0.1098 \| 24.22 \| 8960 \| 0.4894 \| 0.7265 \| 0.8226 \| 0.8934 \| 0.9418 \| 0.8218 \| 0.8761 \| 0.4941 \| 0.9115 \| 0.8552 \| 0.8575 \| 0.8732 \| 0.6819 \| 0.7674 \| 0.3978 \| 0.8210 \| 0.7304 \| 0.8136 \| \| 0.1552 \| 24.27 \| 8980 \| 0.5022 \| 0.7225 \| 0.8175 \| 0.8917 \| 0.9439 \| 0.8113 \| 0.8826 \| 0.4858 \| 0.9133 \| 0.8456 \| 0.8400 \| 0.8717 \| 0.6807 \| 0.7657 \| 0.3940 \| 0.8205 \| 0.7217 \| 0.8030 \| \| 0.1509 \| 24.32 \| 9000 \| 0.4919 \| 0.7260 \| 0.8194 \| 0.8932 \| 0.9435 \| 0.8137 \| 0.8731 \| 0.4966 \| 0.9159 \| 0.8341 \| 0.8585 \| 0.8724 \| 0.6809 \| 0.7674 \| 0.3984 \| 0.8204 \| 0.7264 \| 0.8160 \| \| 0.0315 \| 24.38 \| 9020 \| 0.5006 \| 0.7228 \| 0.8186 \| 0.8918 \| 0.9434 \| 0.8102 \| 0.8798 \| 0.4842 \| 0.9110 \| 0.8623 \| 0.8395 \| 0.8721 \| 0.6811 \| 0.7655 \| 0.3947 \| 0.8213 \| 0.7231 \| 0.8017 \| \| 0.1435 \| 24.43 \| 9040 \| 0.5141 \| 0.7236 \| 0.8165 \| 0.8929 \| 0.9447 \| 0.8144 \| 0.8749 \| 0.4540 \| 0.9107 \| 0.8627 \| 0.8544 \| 0.8711 \| 0.6802 \| 0.7646 \| 0.3851 \| 0.8219 \| 0.7322 \| 0.8099 \| \| 0.1574 \| 24.49 \| 9060 \| 0.4985 \| 0.7232 \| 0.8187 \| 0.8920 \| 0.9431 \| 0.8081 \| 0.8763 \| 0.4813 \| 0.9105 \| 0.8684 \| 0.8430 \| 0.8722 \| 0.6808 \| 0.7648 \| 0.3958 \| 0.8214 \| 0.7244 \| 0.8028 \| \| 0.1673 \| 24.54 \| 9080 \| 0.5061 \| 0.7248 \| 0.8204 \| 0.8926 \| 0.9406 \| 0.8131 \| 0.8784 \| 0.4885 \| 0.9134 \| 0.8607 \| 0.8484 \| 0.8727 \| 0.6811 \| 0.7651 \| 0.3994 \| 0.8210 \| 0.7274 \| 0.8070 \| \| 0.0692 \| 24.59 \| 9100 \| 0.4877 \| 0.7252 \| 0.8227 \| 0.8925 \| 0.9406 \| 0.8206 \| 0.8784 \| 0.5020 \| 0.9125 \| 0.8570 \| 0.8477 \| 0.8735 \| 0.6820 \| 0.7673 \| 0.4009 \| 0.8206 \| 0.7253 \| 0.8067 \| \| 0.1526 \| 24.65 \| 9120 \| 0.5075 \| 0.7236 \| 0.8160 \| 0.8927 \| 0.9447 \| 0.8006 \| 0.8741 \| 0.4682 \| 0.9130 \| 0.8632 \| 0.8479 \| 0.8717 \| 0.6793 \| 0.7658 \| 0.3914 \| 0.8222 \| 0.7281 \| 0.8064 \| \| 0.2667 \| 24.7 \| 9140 \| 0.5055 \| 0.7221 \| 0.8171 \| 0.8915 \| 0.9465 \| 0.8095 \| 0.8718 \| 0.4824 \| 0.9102 \| 0.8637 \| 0.8354 \| 0.8704 \| 0.6795 \| 0.7656 \| 0.3954 \| 0.8220 \| 0.7233 \| 0.7986 \| \| 0.8373 \| 24.76 \| 9160 \| 0.5134 \| 0.7225 \| 0.8152 \| 0.8921 \| 0.9429 \| 0.8119 \| 0.8808 \| 0.4713 \| 0.9181 \| 0.8359 \| 0.8454 \| 0.8719 \| 0.6805 \| 0.7653 \| 0.3914 \| 0.8205 \| 0.7209 \| 0.8067 \| \| 0.0706 \| 24.81 \| 9180 \| 0.5050 \| 0.7237 \| 0.8180 \| 0.8927 \| 0.9425 \| 0.8175 \| 0.8720 \| 0.4719 \| 0.9151 \| 0.8580 \| 0.8487 \| 0.8723 \| 0.6794 \| 0.7655 \| 0.3925 \| 0.8219 \| 0.7268 \| 0.8076 \| \| 0.1659 \| 24.86 \| 9200 \| 0.5036 \| 0.7233 \| 0.8150 \| 0.8928 \| 0.9441 \| 0.8035 \| 0.8738 \| 0.4605 \| 0.9156 \| 0.8590 \| 0.8483 \| 0.8719 \| 0.6793 \| 0.7661 \| 0.3891 \| 0.8223 \| 0.7273 \| 0.8068 \| \| 0.1071 \| 24.92 \| 9220 \| 0.5101 \| 0.7205 \| 0.8141 \| 0.8910 \| 0.9466 \| 0.8091 \| 0.8670 \| 0.4720 \| 0.9141 \| 0.8596 \| 0.8304 \| 0.8698 \| 0.6786 \| 0.7658 \| 0.3926 \| 0.8221 \| 0.7203 \| 0.7939 \| \| 0.1413 \| 24.97 \| 9240 \| 0.5021 \| 0.7220 \| 0.8156 \| 0.8922 \| 0.9448 \| 0.8091 \| 0.8790 \| 0.4533 \| 0.9102 \| 0.8690 \| 0.8436 \| 0.8711 \| 0.6804 \| 0.7651 \| 0.3850 \| 0.8221 \| 0.7272 \| 0.8031 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b3-cityscapes-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b3-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b3-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.4888 - Mean Iou: 0.7304 - Mean Accuracy: 0.8267 - Overall Accuracy: 0.8944 - Accuracy Water: 0.9447 - Accuracy Whitewater: 0.8151 - Accuracy Sediment: 0.8756 - Accuracy Other Natural Terrain: 0.5243 - Accuracy Vegetation: 0.9131 - Accuracy Development: 0.8836 - Accuracy Unknown: 0.8307 - Iou Water: 0.8786 - Iou Whitewater: 0.6862 - Iou Sediment: 0.7756 - Iou Other Natural Terrain: 0.4322 - Iou Vegetation: 0.8250 - Iou Development: 0.7213 - Iou Unknown: 0.7937 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7904 \| 0.05 \| 20 \| 1.6507 \| 0.1961 \| 0.2878 \| 0.5264 \| 0.6006 \| 0.1414 \| 0.0010 \| 0.0065 \| 0.9231 \| 0.0433 \| 0.2987 \| 0.4811 \| 0.1296 \| 0.0010 \| 0.0030 \| 0.4222 \| 0.0428 \| 0.2927 \| \| 1.6791 \| 0.11 \| 40 \| 1.3550 \| 0.1875 \| 0.2867 \| 0.5746 \| 0.8195 \| 0.0348 \| 0.0106 \| 0.0005 \| 0.9075 \| 0.2328 \| 0.0014 \| 0.5425 \| 0.0346 \| 0.0105 \| 0.0005 \| 0.4971 \| 0.2257 \| 0.0014 \| \| 1.3496 \| 0.16 \| 60 \| 1.2091 \| 0.2052 \| 0.3061 \| 0.5861 \| 0.7749 \| 0.0705 \| 0.0071 \| 0.0000 \| 0.9740 \| 0.3137 \| 0.0023 \| 0.5667 \| 0.0700 \| 0.0070 \| 0.0000 \| 0.5004 \| 0.2897 \| 0.0023 \| \| 1.0358 \| 0.22 \| 80 \| 1.0742 \| 0.2410 \| 0.3391 \| 0.6320 \| 0.8877 \| 0.0271 \| 0.0137 \| 0.0000 \| 0.9316 \| 0.4350 \| 0.0785 \| 0.5851 \| 0.0270 \| 0.0135 \| 0.0000 \| 0.5773 \| 0.4053 \| 0.0785 \| \| 1.1266 \| 0.27 \| 100 \| 1.0193 \| 0.3300 \| 0.4329 \| 0.6869 \| 0.8898 \| 0.0645 \| 0.1276 \| 0.0 \| 0.8862 \| 0.7286 \| 0.3335 \| 0.6468 \| 0.0639 \| 0.1090 \| 0.0 \| 0.6005 \| 0.5606 \| 0.3291 \| \| 0.8695 \| 0.32 \| 120 \| 0.9362 \| 0.3452 \| 0.4440 \| 0.7047 \| 0.9120 \| 0.0357 \| 0.1548 \| 0.0 \| 0.8841 \| 0.6873 \| 0.4342 \| 0.6616 \| 0.0357 \| 0.1315 \| 0.0 \| 0.6251 \| 0.5342 \| 0.4286 \| \| 1.2565 \| 0.38 \| 140 \| 0.9870 \| 0.3429 \| 0.4329 \| 0.6869 \| 0.7836 \| 0.0056 \| 0.3794 \| 0.0 \| 0.9753 \| 0.4296 \| 0.4567 \| 0.6823 \| 0.0056 \| 0.3310 \| 0.0 \| 0.5374 \| 0.3931 \| 0.4507 \| \| 1.3679 \| 0.43 \| 160 \| 0.8931 \| 0.3729 \| 0.4897 \| 0.7180 \| 0.9006 \| 0.0392 \| 0.4117 \| 0.0 \| 0.8210 \| 0.7848 \| 0.4704 \| 0.7126 \| 0.0391 \| 0.3469 \| 0.0 \| 0.5979 \| 0.4507 \| 0.4633 \| \| 1.0609 \| 0.49 \| 180 \| 0.8444 \| 0.3897 \| 0.4977 \| 0.7379 \| 0.8786 \| 0.0116 \| 0.4159 \| 0.0 \| 0.9101 \| 0.7734 \| 0.4942 \| 0.7263 \| 0.0116 \| 0.3328 \| 0.0 \| 0.6344 \| 0.5438 \| 0.4787 \| \| 0.988 \| 0.54 \| 200 \| 0.8040 \| 0.4415 \| 0.5765 \| 0.7508 \| 0.8661 \| 0.2453 \| 0.7349 \| 0.0 \| 0.8149 \| 0.8760 \| 0.4987 \| 0.7525 \| 0.2407 \| 0.5046 \| 0.0 \| 0.6454 \| 0.4613 \| 0.4858 \| \| 0.859 \| 0.59 \| 220 \| 0.7529 \| 0.4587 \| 0.5614 \| 0.7666 \| 0.8739 \| 0.2374 \| 0.6597 \| 0.0 \| 0.9230 \| 0.7393 \| 0.4964 \| 0.7549 \| 0.2312 \| 0.5377 \| 0.0 \| 0.6432 \| 0.5563 \| 0.4872 \| \| 1.2341 \| 0.65 \| 240 \| 0.7440 \| 0.4487 \| 0.5650 \| 0.7694 \| 0.9095 \| 0.1206 \| 0.7930 \| 0.0 \| 0.8479 \| 0.7852 \| 0.4985 \| 0.7466 \| 0.1186 \| 0.5127 \| 0.0 \| 0.6717 \| 0.6038 \| 0.4875 \| \| 0.8086 \| 0.7 \| 260 \| 0.8151 \| 0.4104 \| 0.5143 \| 0.7408 \| 0.9080 \| 0.2138 \| 0.2823 \| 0.0 \| 0.8900 \| 0.7932 \| 0.5127 \| 0.6991 \| 0.2075 \| 0.2369 \| 0.0 \| 0.6642 \| 0.5648 \| 0.5000 \| \| 0.9247 \| 0.76 \| 280 \| 0.7165 \| 0.4762 \| 0.5819 \| 0.7821 \| 0.8908 \| 0.3229 \| 0.8226 \| 0.0 \| 0.9340 \| 0.6057 \| 0.4970 \| 0.7758 \| 0.3117 \| 0.5261 \| 0.0 \| 0.6938 \| 0.5396 \| 0.4865 \| \| 0.5895 \| 0.81 \| 300 \| 0.6861 \| 0.5050 \| 0.6243 \| 0.7881 \| 0.8896 \| 0.4884 \| 0.7628 \| 0.0 \| 0.8836 \| 0.8257 \| 0.5199 \| 0.7917 \| 0.4211 \| 0.5906 \| 0.0 \| 0.6710 \| 0.5658 \| 0.4944 \| \| 1.8994 \| 0.86 \| 320 \| 0.7095 \| 0.4846 \| 0.5804 \| 0.7783 \| 0.9031 \| 0.4074 \| 0.6645 \| 0.0 \| 0.9462 \| 0.7287 \| 0.4128 \| 0.7652 \| 0.3754 \| 0.5614 \| 0.0 \| 0.6666 \| 0.6149 \| 0.4089 \| \| 0.6713 \| 0.92 \| 340 \| 0.6913 \| 0.5128 \| 0.6352 \| 0.7967 \| 0.9137 \| 0.4842 \| 0.8293 \| 0.0 \| 0.8614 \| 0.8425 \| 0.5156 \| 0.7855 \| 0.4104 \| 0.6060 \| 0.0 \| 0.7003 \| 0.5854 \| 0.5020 \| \| 0.5565 \| 0.97 \| 360 \| 0.6736 \| 0.5170 \| 0.6240 \| 0.7965 \| 0.8940 \| 0.4972 \| 0.7566 \| 0.0 \| 0.9197 \| 0.7734 \| 0.5274 \| 0.7909 \| 0.4251 \| 0.6095 \| 0.0 \| 0.6806 \| 0.6044 \| 0.5085 \| \| 0.7905 \| 1.03 \| 380 \| 0.6451 \| 0.5314 \| 0.6499 \| 0.8050 \| 0.8971 \| 0.5923 \| 0.8343 \| 0.0 \| 0.9074 \| 0.8040 \| 0.5141 \| 0.8072 \| 0.4899 \| 0.5962 \| 0.0 \| 0.7007 \| 0.6246 \| 0.5013 \| \| 0.8551 \| 1.08 \| 400 \| 0.6445 \| 0.5302 \| 0.6450 \| 0.8052 \| 0.9162 \| 0.5942 \| 0.8049 \| 0.0 \| 0.9026 \| 0.8016 \| 0.4955 \| 0.7930 \| 0.4930 \| 0.6052 \| 0.0 \| 0.7143 \| 0.6218 \| 0.4840 \| \| 0.6385 \| 1.14 \| 420 \| 0.6379 \| 0.5256 \| 0.6567 \| 0.7998 \| 0.9217 \| 0.5890 \| 0.8463 \| 0.0 \| 0.8272 \| 0.8774 \| 0.5352 \| 0.7935 \| 0.4870 \| 0.6023 \| 0.0 \| 0.6998 \| 0.5856 \| 0.5113 \| \| 0.4609 \| 1.19 \| 440 \| 0.6235 \| 0.5475 \| 0.6669 \| 0.8135 \| 0.9195 \| 0.6607 \| 0.8375 \| 0.0 \| 0.8877 \| 0.8438 \| 0.5191 \| 0.8090 \| 0.5283 \| 0.6509 \| 0.0 \| 0.7129 \| 0.6362 \| 0.4954 \| \| 0.3534 \| 1.24 \| 460 \| 0.6009 \| 0.5578 \| 0.6690 \| 0.8184 \| 0.9125 \| 0.6689 \| 0.8514 \| 0.0 \| 0.9085 \| 0.7859 \| 0.5558 \| 0.8170 \| 0.5672 \| 0.6652 \| 0.0 \| 0.7179 \| 0.6253 \| 0.5120 \| \| 0.7522 \| 1.3 \| 480 \| 0.6468 \| 0.5417 \| 0.6478 \| 0.8127 \| 0.9309 \| 0.6465 \| 0.8064 \| 0.0 \| 0.9218 \| 0.7195 \| 0.5094 \| 0.8088 \| 0.5337 \| 0.6337 \| 0.0 \| 0.7196 \| 0.6091 \| 0.4867 \| \| 0.8532 \| 1.35 \| 500 \| 0.6074 \| 0.5517 \| 0.6746 \| 0.8168 \| 0.9112 \| 0.6768 \| 0.8506 \| 0.0 \| 0.8951 \| 0.8636 \| 0.5247 \| 0.8213 \| 0.5722 \| 0.6382 \| 0.0 \| 0.7274 \| 0.5948 \| 0.5080 \| \| 0.5042 \| 1.41 \| 520 \| 0.6108 \| 0.5548 \| 0.6795 \| 0.8181 \| 0.9218 \| 0.7476 \| 0.8080 \| 0.0 \| 0.8948 \| 0.8704 \| 0.5137 \| 0.8228 \| 0.5715 \| 0.6629 \| 0.0 \| 0.7216 \| 0.6029 \| 0.5017 \| \| 0.378 \| 1.46 \| 540 \| 0.6197 \| 0.5555 \| 0.6718 \| 0.8172 \| 0.9172 \| 0.7386 \| 0.7948 \| 0.0 \| 0.9162 \| 0.8226 \| 0.5131 \| 0.8142 \| 0.5862 \| 0.6440 \| 0.0 \| 0.7211 \| 0.6225 \| 0.5001 \| \| 0.3847 \| 1.51 \| 560 \| 0.5786 \| 0.5589 \| 0.6727 \| 0.8206 \| 0.9183 \| 0.6747 \| 0.8505 \| 0.0 \| 0.9033 \| 0.8084 \| 0.5535 \| 0.8114 \| 0.5440 \| 0.6554 \| 0.0 \| 0.7242 \| 0.6485 \| 0.5285 \| \| 0.4656 \| 1.57 \| 580 \| 0.6244 \| 0.5528 \| 0.6646 \| 0.8145 \| 0.9174 \| 0.6969 \| 0.7974 \| 0.0 \| 0.9111 \| 0.8084 \| 0.5211 \| 0.8104 \| 0.5625 \| 0.6425 \| 0.0 \| 0.7070 \| 0.6395 \| 0.5074 \| \| 0.578 \| 1.62 \| 600 \| 0.5941 \| 0.5604 \| 0.6992 \| 0.8217 \| 0.9167 \| 0.8114 \| 0.8891 \| 0.0 \| 0.8722 \| 0.8685 \| 0.5364 \| 0.8296 \| 0.5553 \| 0.6390 \| 0.0 \| 0.7221 \| 0.6561 \| 0.5207 \| \| 0.3565 \| 1.68 \| 620 \| 0.5782 \| 0.5704 \| 0.7035 \| 0.8239 \| 0.9068 \| 0.8019 \| 0.8390 \| 0.0 \| 0.8677 \| 0.8986 \| 0.6108 \| 0.8306 \| 0.5881 \| 0.6698 \| 0.0 \| 0.7124 \| 0.6180 \| 0.5740 \| \| 0.3954 \| 1.73 \| 640 \| 0.5547 \| 0.5815 \| 0.6894 \| 0.8320 \| 0.9106 \| 0.7744 \| 0.8182 \| 0.0 \| 0.9288 \| 0.7536 \| 0.6406 \| 0.8327 \| 0.6155 \| 0.6686 \| 0.0 \| 0.7259 \| 0.6266 \| 0.6011 \| \| 1.2455 \| 1.78 \| 660 \| 0.5603 \| 0.5786 \| 0.7005 \| 0.8297 \| 0.9014 \| 0.7581 \| 0.8468 \| 0.0 \| 0.8944 \| 0.8617 \| 0.6410 \| 0.8279 \| 0.5835 \| 0.6685 \| 0.0 \| 0.7210 \| 0.6386 \| 0.6111 \| \| 0.8652 \| 1.84 \| 680 \| 0.5378 \| 0.5863 \| 0.6959 \| 0.8382 \| 0.9391 \| 0.7241 \| 0.8381 \| 0.0 \| 0.8959 \| 0.8562 \| 0.6176 \| 0.8313 \| 0.5784 \| 0.6698 \| 0.0 \| 0.7414 \| 0.6823 \| 0.6008 \| \| 0.4393 \| 1.89 \| 700 \| 0.5327 \| 0.5910 \| 0.7063 \| 0.8370 \| 0.8984 \| 0.7348 \| 0.8615 \| 0.0 \| 0.9026 \| 0.8644 \| 0.6825 \| 0.8308 \| 0.5909 \| 0.6546 \| 0.0 \| 0.7304 \| 0.6911 \| 0.6391 \| \| 0.7 \| 1.95 \| 720 \| 0.5942 \| 0.5673 \| 0.6839 \| 0.8208 \| 0.8793 \| 0.7467 \| 0.8172 \| 0.0012 \| 0.9104 \| 0.7195 \| 0.7128 \| 0.8003 \| 0.5591 \| 0.6482 \| 0.0012 \| 0.7204 \| 0.6380 \| 0.6037 \| \| 1.746 \| 2.0 \| 740 \| 0.7138 \| 0.5278 \| 0.6732 \| 0.8013 \| 0.9318 \| 0.7955 \| 0.8057 \| 0.0010 \| 0.8537 \| 0.9250 \| 0.3992 \| 0.8048 \| 0.5543 \| 0.6416 \| 0.0010 \| 0.7173 \| 0.5818 \| 0.3940 \| \| 0.4611 \| 2.05 \| 760 \| 0.6208 \| 0.5500 \| 0.6593 \| 0.8225 \| 0.9357 \| 0.7112 \| 0.8183 \| 0.0001 \| 0.9431 \| 0.6831 \| 0.5236 \| 0.8292 \| 0.5095 \| 0.6558 \| 0.0001 \| 0.7311 \| 0.6129 \| 0.5114 \| \| 0.4004 \| 2.11 \| 780 \| 0.5979 \| 0.5515 \| 0.6926 \| 0.8163 \| 0.9168 \| 0.8219 \| 0.8174 \| 0.0 \| 0.8751 \| 0.9105 \| 0.5068 \| 0.8365 \| 0.5725 \| 0.6819 \| 0.0 \| 0.7259 \| 0.5607 \| 0.4830 \| \| 0.5163 \| 2.16 \| 800 \| 0.5320 \| 0.5910 \| 0.7065 \| 0.8408 \| 0.9288 \| 0.7216 \| 0.8485 \| 0.0100 \| 0.8684 \| 0.8214 \| 0.7465 \| 0.8299 \| 0.5627 \| 0.6998 \| 0.0100 \| 0.7516 \| 0.6414 \| 0.6412 \| \| 1.4139 \| 2.22 \| 820 \| 0.5261 \| 0.6052 \| 0.7183 \| 0.8477 \| 0.9241 \| 0.7723 \| 0.8330 \| 0.0437 \| 0.8991 \| 0.8219 \| 0.7339 \| 0.8359 \| 0.5929 \| 0.6965 \| 0.0437 \| 0.7671 \| 0.6399 \| 0.6602 \| \| 0.2512 \| 2.27 \| 840 \| 0.5899 \| 0.5621 \| 0.7086 \| 0.8177 \| 0.8722 \| 0.7757 \| 0.8715 \| 0.0130 \| 0.8373 \| 0.8402 \| 0.7501 \| 0.8045 \| 0.5341 \| 0.6345 \| 0.0130 \| 0.7320 \| 0.6304 \| 0.5861 \| \| 0.6579 \| 2.32 \| 860 \| 0.5584 \| 0.5662 \| 0.7055 \| 0.8245 \| 0.9188 \| 0.8300 \| 0.7897 \| 0.0336 \| 0.8691 \| 0.8952 \| 0.6022 \| 0.8289 \| 0.5713 \| 0.6508 \| 0.0336 \| 0.7498 \| 0.5764 \| 0.5530 \| \| 0.2589 \| 2.38 \| 880 \| 0.5637 \| 0.5679 \| 0.6975 \| 0.8254 \| 0.9144 \| 0.8393 \| 0.7848 \| 0.0476 \| 0.9199 \| 0.8391 \| 0.5375 \| 0.8328 \| 0.5790 \| 0.6544 \| 0.0475 \| 0.7424 \| 0.6048 \| 0.5144 \| \| 0.6649 \| 2.43 \| 900 \| 0.5399 \| 0.5848 \| 0.6947 \| 0.8347 \| 0.9131 \| 0.7230 \| 0.8278 \| 0.0293 \| 0.9241 \| 0.8281 \| 0.6172 \| 0.8401 \| 0.5884 \| 0.6777 \| 0.0293 \| 0.7333 \| 0.6394 \| 0.5850 \| \| 1.0592 \| 2.49 \| 920 \| 0.5233 \| 0.5952 \| 0.7157 \| 0.8425 \| 0.9191 \| 0.7525 \| 0.8208 \| 0.0256 \| 0.8782 \| 0.8793 \| 0.7347 \| 0.8453 \| 0.5799 \| 0.6614 \| 0.0255 \| 0.7476 \| 0.6589 \| 0.6480 \| \| 0.3802 \| 2.54 \| 940 \| 0.5256 \| 0.6019 \| 0.7028 \| 0.8446 \| 0.9399 \| 0.7763 \| 0.7928 \| 0.0539 \| 0.9305 \| 0.7856 \| 0.6404 \| 0.8453 \| 0.6062 \| 0.6787 \| 0.0539 \| 0.7488 \| 0.6760 \| 0.6041 \| \| 0.4936 \| 2.59 \| 960 \| 0.4995 \| 0.6090 \| 0.7202 \| 0.8480 \| 0.9330 \| 0.8033 \| 0.8208 \| 0.0502 \| 0.8946 \| 0.8130 \| 0.7266 \| 0.8328 \| 0.6082 \| 0.6709 \| 0.0501 \| 0.7626 \| 0.6726 \| 0.6657 \| \| 0.2547 \| 2.65 \| 980 \| 0.5693 \| 0.5816 \| 0.7020 \| 0.8355 \| 0.9288 \| 0.7960 \| 0.8532 \| 0.0162 \| 0.9111 \| 0.8438 \| 0.5646 \| 0.8466 \| 0.6251 \| 0.6982 \| 0.0162 \| 0.7551 \| 0.5815 \| 0.5482 \| \| 0.3966 \| 2.7 \| 1000 \| 0.5405 \| 0.5989 \| 0.7220 \| 0.8440 \| 0.9234 \| 0.8325 \| 0.8774 \| 0.0268 \| 0.9014 \| 0.8649 \| 0.6275 \| 0.8511 \| 0.6307 \| 0.6899 \| 0.0267 \| 0.7566 \| 0.6374 \| 0.5999 \| \| 0.3763 \| 2.76 \| 1020 \| 0.5465 \| 0.6010 \| 0.7212 \| 0.8412 \| 0.9236 \| 0.7869 \| 0.8837 \| 0.0277 \| 0.8688 \| 0.8777 \| 0.6801 \| 0.8198 \| 0.6274 \| 0.6603 \| 0.0277 \| 0.7591 \| 0.6788 \| 0.6338 \| \| 0.3186 \| 2.81 \| 1040 \| 0.6535 \| 0.5532 \| 0.6718 \| 0.8149 \| 0.8839 \| 0.5667 \| 0.7725 \| 0.0258 \| 0.8812 \| 0.8928 \| 0.6797 \| 0.8022 \| 0.4506 \| 0.6641 \| 0.0257 \| 0.7271 \| 0.6862 \| 0.5168 \| \| 0.4744 \| 2.86 \| 1060 \| 0.5521 \| 0.6064 \| 0.7255 \| 0.8447 \| 0.9151 \| 0.8669 \| 0.8614 \| 0.0306 \| 0.9135 \| 0.8533 \| 0.6379 \| 0.8321 \| 0.6276 \| 0.6957 \| 0.0305 \| 0.7567 \| 0.7028 \| 0.5994 \| \| 0.4106 \| 2.92 \| 1080 \| 0.5327 \| 0.5828 \| 0.7096 \| 0.8350 \| 0.9341 \| 0.8627 \| 0.8158 \| 0.0492 \| 0.9125 \| 0.8563 \| 0.5367 \| 0.8246 \| 0.5217 \| 0.7029 \| 0.0490 \| 0.7544 \| 0.7054 \| 0.5218 \| \| 0.3022 \| 2.97 \| 1100 \| 0.5092 \| 0.6074 \| 0.7249 \| 0.8388 \| 0.9335 \| 0.7849 \| 0.8508 \| 0.1168 \| 0.8741 \| 0.9124 \| 0.6017 \| 0.8311 \| 0.6358 \| 0.7039 \| 0.1159 \| 0.7440 \| 0.6517 \| 0.5692 \| \| 0.3841 \| 3.03 \| 1120 \| 0.5060 \| 0.6195 \| 0.7321 \| 0.8532 \| 0.9288 \| 0.8132 \| 0.8910 \| 0.0545 \| 0.9012 \| 0.8518 \| 0.6842 \| 0.8372 \| 0.6251 \| 0.7079 \| 0.0541 \| 0.7711 \| 0.6924 \| 0.6488 \| \| 0.5748 \| 3.08 \| 1140 \| 0.5011 \| 0.6160 \| 0.7312 \| 0.8502 \| 0.9182 \| 0.7347 \| 0.8292 \| 0.1173 \| 0.8926 \| 0.8879 \| 0.7383 \| 0.8378 \| 0.5580 \| 0.7239 \| 0.1162 \| 0.7707 \| 0.6540 \| 0.6516 \| \| 0.7093 \| 3.14 \| 1160 \| 0.5459 \| 0.6043 \| 0.7229 \| 0.8442 \| 0.9093 \| 0.8401 \| 0.8065 \| 0.0764 \| 0.9321 \| 0.8534 \| 0.6426 \| 0.8292 \| 0.5620 \| 0.6926 \| 0.0759 \| 0.7567 \| 0.6839 \| 0.6302 \| \| 0.2525 \| 3.19 \| 1180 \| 0.5292 \| 0.6171 \| 0.7330 \| 0.8468 \| 0.9317 \| 0.8241 \| 0.8576 \| 0.1023 \| 0.8953 \| 0.9069 \| 0.6132 \| 0.8421 \| 0.6480 \| 0.7023 \| 0.1010 \| 0.7519 \| 0.6670 \| 0.6076 \| \| 0.2101 \| 3.24 \| 1200 \| 0.4930 \| 0.6471 \| 0.7484 \| 0.8622 \| 0.9452 \| 0.7725 \| 0.8465 \| 0.1504 \| 0.8878 \| 0.9129 \| 0.7231 \| 0.8438 \| 0.6437 \| 0.7259 \| 0.1483 \| 0.7715 \| 0.6907 \| 0.7056 \| \| 0.3821 \| 3.3 \| 1220 \| 0.5048 \| 0.6427 \| 0.7465 \| 0.8597 \| 0.9158 \| 0.7802 \| 0.8831 \| 0.1459 \| 0.9073 \| 0.8126 \| 0.7805 \| 0.8444 \| 0.6464 \| 0.7044 \| 0.1441 \| 0.7691 \| 0.6742 \| 0.7161 \| \| 0.3041 \| 3.35 \| 1240 \| 0.4916 \| 0.6479 \| 0.7563 \| 0.8601 \| 0.9367 \| 0.8092 \| 0.8307 \| 0.2226 \| 0.8924 \| 0.8646 \| 0.7381 \| 0.8414 \| 0.6030 \| 0.7230 \| 0.2179 \| 0.7742 \| 0.6896 \| 0.6863 \| \| 0.877 \| 3.41 \| 1260 \| 0.4969 \| 0.6313 \| 0.7306 \| 0.8542 \| 0.9189 \| 0.7119 \| 0.8496 \| 0.1484 \| 0.9161 \| 0.8405 \| 0.7288 \| 0.8371 \| 0.5931 \| 0.6993 \| 0.1376 \| 0.7579 \| 0.6908 \| 0.7030 \| \| 0.5803 \| 3.46 \| 1280 \| 0.4857 \| 0.6434 \| 0.7548 \| 0.8573 \| 0.9361 \| 0.7455 \| 0.8894 \| 0.2424 \| 0.8761 \| 0.8748 \| 0.7195 \| 0.8475 \| 0.6043 \| 0.7230 \| 0.2192 \| 0.7682 \| 0.6573 \| 0.6844 \| \| 0.3577 \| 3.51 \| 1300 \| 0.4575 \| 0.6801 \| 0.7878 \| 0.8747 \| 0.9237 \| 0.8381 \| 0.8561 \| 0.3108 \| 0.9054 \| 0.8638 \| 0.8165 \| 0.8593 \| 0.6342 \| 0.7421 \| 0.2855 \| 0.7912 \| 0.6722 \| 0.7760 \| \| 0.3857 \| 3.57 \| 1320 \| 0.4992 \| 0.6409 \| 0.7417 \| 0.8528 \| 0.9494 \| 0.7708 \| 0.8397 \| 0.2643 \| 0.9080 \| 0.8469 \| 0.6130 \| 0.8355 \| 0.6430 \| 0.7199 \| 0.2518 \| 0.7739 \| 0.6631 \| 0.5987 \| \| 0.4317 \| 3.62 \| 1340 \| 0.5130 \| 0.6411 \| 0.7393 \| 0.8558 \| 0.9341 \| 0.7172 \| 0.8395 \| 0.2569 \| 0.9212 \| 0.8294 \| 0.6772 \| 0.8565 \| 0.6033 \| 0.7349 \| 0.2306 \| 0.7576 \| 0.6503 \| 0.6544 \| \| 0.279 \| 3.68 \| 1360 \| 0.5247 \| 0.6505 \| 0.7680 \| 0.8544 \| 0.9295 \| 0.8210 \| 0.8200 \| 0.3374 \| 0.8926 \| 0.9224 \| 0.6530 \| 0.8584 \| 0.6335 \| 0.7284 \| 0.3043 \| 0.7591 \| 0.6398 \| 0.6300 \| \| 0.5528 \| 3.73 \| 1380 \| 0.5214 \| 0.6524 \| 0.7662 \| 0.8572 \| 0.9401 \| 0.8184 \| 0.8497 \| 0.3197 \| 0.8929 \| 0.8971 \| 0.6452 \| 0.8595 \| 0.6395 \| 0.7348 \| 0.2899 \| 0.7649 \| 0.6529 \| 0.6253 \| \| 0.3221 \| 3.78 \| 1400 \| 0.5247 \| 0.6501 \| 0.7681 \| 0.8528 \| 0.9180 \| 0.7262 \| 0.8485 \| 0.4457 \| 0.8990 \| 0.8556 \| 0.6833 \| 0.8564 \| 0.6046 \| 0.7172 \| 0.3405 \| 0.7634 \| 0.6381 \| 0.6305 \| \| 0.257 \| 3.84 \| 1420 \| 0.5622 \| 0.6518 \| 0.7680 \| 0.8516 \| 0.9312 \| 0.7704 \| 0.8379 \| 0.4372 \| 0.9002 \| 0.8928 \| 0.6067 \| 0.8496 \| 0.6256 \| 0.7287 \| 0.3589 \| 0.7632 \| 0.6507 \| 0.5858 \| \| 0.6232 \| 3.89 \| 1440 \| 0.5148 \| 0.6594 \| 0.7713 \| 0.8570 \| 0.9253 \| 0.8351 \| 0.8465 \| 0.3555 \| 0.9045 \| 0.8582 \| 0.6740 \| 0.8460 \| 0.6457 \| 0.7315 \| 0.3327 \| 0.7708 \| 0.6616 \| 0.6273 \| \| 0.9689 \| 3.95 \| 1460 \| 0.5393 \| 0.6573 \| 0.7600 \| 0.8558 \| 0.9216 \| 0.7498 \| 0.8429 \| 0.3396 \| 0.9090 \| 0.8776 \| 0.6793 \| 0.8373 \| 0.6220 \| 0.7368 \| 0.3166 \| 0.7604 \| 0.6821 \| 0.6461 \| \| 0.3059 \| 4.0 \| 1480 \| 0.5314 \| 0.6502 \| 0.7583 \| 0.8511 \| 0.8975 \| 0.7380 \| 0.8691 \| 0.3444 \| 0.9034 \| 0.7944 \| 0.7617 \| 0.8303 \| 0.6097 \| 0.7075 \| 0.3169 \| 0.7587 \| 0.6729 \| 0.6558 \| \| 0.2312 \| 4.05 \| 1500 \| 0.4809 \| 0.6717 \| 0.7782 \| 0.8664 \| 0.9312 \| 0.8285 \| 0.8694 \| 0.3303 \| 0.8959 \| 0.8278 \| 0.7647 \| 0.8463 \| 0.6506 \| 0.7327 \| 0.3003 \| 0.7816 \| 0.6732 \| 0.7172 \| \| 0.2505 \| 4.11 \| 1520 \| 0.5401 \| 0.6736 \| 0.7759 \| 0.8613 \| 0.9490 \| 0.7739 \| 0.8114 \| 0.4408 \| 0.8811 \| 0.8501 \| 0.7251 \| 0.8302 \| 0.6405 \| 0.7154 \| 0.3682 \| 0.7746 \| 0.6800 \| 0.7061 \| \| 0.4578 \| 4.16 \| 1540 \| 0.4937 \| 0.6730 \| 0.7779 \| 0.8668 \| 0.9160 \| 0.7678 \| 0.8327 \| 0.3910 \| 0.9177 \| 0.8404 \| 0.7800 \| 0.8495 \| 0.6076 \| 0.7339 \| 0.3204 \| 0.7757 \| 0.6750 \| 0.7485 \| \| 0.3604 \| 4.22 \| 1560 \| 0.5027 \| 0.6753 \| 0.7973 \| 0.8680 \| 0.9352 \| 0.8633 \| 0.8587 \| 0.3710 \| 0.8543 \| 0.8802 \| 0.8181 \| 0.8538 \| 0.6253 \| 0.7315 \| 0.3190 \| 0.7772 \| 0.6666 \| 0.7539 \| \| 0.6676 \| 4.27 \| 1580 \| 0.5017 \| 0.6788 \| 0.7869 \| 0.8689 \| 0.9267 \| 0.8172 \| 0.8469 \| 0.3701 \| 0.8987 \| 0.8880 \| 0.7608 \| 0.8546 \| 0.6521 \| 0.7304 \| 0.3301 \| 0.7815 \| 0.6783 \| 0.7249 \| \| 0.1231 \| 4.32 \| 1600 \| 0.5008 \| 0.6713 \| 0.7710 \| 0.8664 \| 0.9371 \| 0.8211 \| 0.8457 \| 0.3196 \| 0.9029 \| 0.7992 \| 0.7716 \| 0.8450 \| 0.6524 \| 0.7356 \| 0.2952 \| 0.7786 \| 0.6712 \| 0.7211 \| \| 0.3991 \| 4.38 \| 1620 \| 0.6165 \| 0.6542 \| 0.7692 \| 0.8539 \| 0.9096 \| 0.7636 \| 0.8482 \| 0.3961 \| 0.9117 \| 0.8941 \| 0.6611 \| 0.8521 \| 0.6223 \| 0.7413 \| 0.3299 \| 0.7602 \| 0.6441 \| 0.6299 \| \| 0.3374 \| 4.43 \| 1640 \| 0.5656 \| 0.6503 \| 0.7579 \| 0.8521 \| 0.9218 \| 0.7054 \| 0.8495 \| 0.4547 \| 0.9258 \| 0.8131 \| 0.6349 \| 0.8468 \| 0.5978 \| 0.7480 \| 0.3540 \| 0.7660 \| 0.6454 \| 0.5940 \| \| 0.2853 \| 4.49 \| 1660 \| 0.5989 \| 0.6416 \| 0.7584 \| 0.8473 \| 0.9182 \| 0.7487 \| 0.8607 \| 0.4385 \| 0.9187 \| 0.8241 \| 0.5998 \| 0.8398 \| 0.5995 \| 0.7400 \| 0.3578 \| 0.7700 \| 0.6089 \| 0.5752 \| \| 0.1362 \| 4.54 \| 1680 \| 0.5808 \| 0.6533 \| 0.7805 \| 0.8545 \| 0.9286 \| 0.8281 \| 0.8796 \| 0.3899 \| 0.8687 \| 0.8906 \| 0.6777 \| 0.8500 \| 0.6408 \| 0.7263 \| 0.3331 \| 0.7817 \| 0.6165 \| 0.6247 \| \| 0.1935 \| 4.59 \| 1700 \| 0.4929 \| 0.6909 \| 0.8036 \| 0.8701 \| 0.9285 \| 0.7931 \| 0.8721 \| 0.4901 \| 0.8679 \| 0.8462 \| 0.8274 \| 0.8422 \| 0.6501 \| 0.7307 \| 0.3715 \| 0.7786 \| 0.6794 \| 0.7839 \| \| 0.23 \| 4.65 \| 1720 \| 0.5351 \| 0.6558 \| 0.7640 \| 0.8529 \| 0.9163 \| 0.7330 \| 0.8231 \| 0.4532 \| 0.9160 \| 0.8160 \| 0.6904 \| 0.8435 \| 0.5954 \| 0.7369 \| 0.3572 \| 0.7517 \| 0.6459 \| 0.6602 \| \| 0.4055 \| 4.7 \| 1740 \| 0.5457 \| 0.6712 \| 0.7843 \| 0.8613 \| 0.9040 \| 0.7703 \| 0.8824 \| 0.3972 \| 0.8791 \| 0.8235 \| 0.8337 \| 0.8272 \| 0.6273 \| 0.7331 \| 0.3483 \| 0.7824 \| 0.6680 \| 0.7122 \| \| 0.2744 \| 4.76 \| 1760 \| 0.6800 \| 0.6233 \| 0.7548 \| 0.8376 \| 0.9306 \| 0.7361 \| 0.8890 \| 0.4210 \| 0.8727 \| 0.9083 \| 0.5256 \| 0.8451 \| 0.6057 \| 0.7186 \| 0.3316 \| 0.7603 \| 0.5895 \| 0.5122 \| \| 0.469 \| 4.81 \| 1780 \| 0.6159 \| 0.6264 \| 0.7628 \| 0.8368 \| 0.9363 \| 0.7177 \| 0.8547 \| 0.4980 \| 0.8503 \| 0.9243 \| 0.5585 \| 0.8540 \| 0.5957 \| 0.7468 \| 0.3247 \| 0.7444 \| 0.5753 \| 0.5438 \| \| 0.2803 \| 4.86 \| 1800 \| 0.5012 \| 0.6601 \| 0.7721 \| 0.8577 \| 0.9490 \| 0.7459 \| 0.8659 \| 0.4695 \| 0.8950 \| 0.8639 \| 0.6157 \| 0.8526 \| 0.6117 \| 0.7482 \| 0.3772 \| 0.7746 \| 0.6526 \| 0.6036 \| \| 0.4582 \| 4.92 \| 1820 \| 0.5956 \| 0.6374 \| 0.7729 \| 0.8381 \| 0.8865 \| 0.7623 \| 0.8605 \| 0.5189 \| 0.9038 \| 0.8988 \| 0.5799 \| 0.8265 \| 0.5897 \| 0.7438 \| 0.3813 \| 0.7539 \| 0.6224 \| 0.5446 \| \| 0.4948 \| 4.97 \| 1840 \| 0.5011 \| 0.6770 \| 0.7975 \| 0.8635 \| 0.9280 \| 0.8081 \| 0.8527 \| 0.5205 \| 0.8942 \| 0.8904 \| 0.6887 \| 0.8618 \| 0.6385 \| 0.7489 \| 0.3947 \| 0.7731 \| 0.6590 \| 0.6628 \| \| 0.1456 \| 5.03 \| 1860 \| 0.5256 \| 0.6611 \| 0.7731 \| 0.8581 \| 0.9506 \| 0.7433 \| 0.8696 \| 0.4652 \| 0.8856 \| 0.8581 \| 0.6394 \| 0.8547 \| 0.6196 \| 0.7380 \| 0.3663 \| 0.7710 \| 0.6615 \| 0.6162 \| \| 0.3301 \| 5.08 \| 1880 \| 0.4919 \| 0.6732 \| 0.7839 \| 0.8653 \| 0.9438 \| 0.7269 \| 0.8244 \| 0.5229 \| 0.9012 \| 0.8771 \| 0.6911 \| 0.8582 \| 0.6066 \| 0.7519 \| 0.3819 \| 0.7859 \| 0.6633 \| 0.6643 \| \| 0.299 \| 5.14 \| 1900 \| 0.4769 \| 0.6853 \| 0.7996 \| 0.8716 \| 0.9275 \| 0.8343 \| 0.8666 \| 0.4431 \| 0.8991 \| 0.8692 \| 0.7573 \| 0.8570 \| 0.6412 \| 0.7570 \| 0.3795 \| 0.8006 \| 0.6609 \| 0.7008 \| \| 0.2052 \| 5.19 \| 1920 \| 0.4750 \| 0.6876 \| 0.8037 \| 0.8716 \| 0.9221 \| 0.8353 \| 0.8538 \| 0.4640 \| 0.8972 \| 0.8777 \| 0.7758 \| 0.8599 \| 0.6529 \| 0.7515 \| 0.3792 \| 0.7950 \| 0.6620 \| 0.7128 \| \| 0.4131 \| 5.24 \| 1940 \| 0.4493 \| 0.6933 \| 0.8046 \| 0.8750 \| 0.9245 \| 0.8567 \| 0.8570 \| 0.4241 \| 0.8936 \| 0.8566 \| 0.8198 \| 0.8569 \| 0.6530 \| 0.7519 \| 0.3751 \| 0.7943 \| 0.6738 \| 0.7478 \| \| 0.1709 \| 5.3 \| 1960 \| 0.4802 \| 0.6730 \| 0.7809 \| 0.8673 \| 0.9340 \| 0.7420 \| 0.8846 \| 0.4231 \| 0.9024 \| 0.8664 \| 0.7137 \| 0.8563 \| 0.6168 \| 0.7500 \| 0.3602 \| 0.7925 \| 0.6522 \| 0.6828 \| \| 0.2687 \| 5.35 \| 1980 \| 0.4540 \| 0.7021 \| 0.8019 \| 0.8805 \| 0.9298 \| 0.8179 \| 0.8422 \| 0.4446 \| 0.9221 \| 0.8621 \| 0.7948 \| 0.8594 \| 0.6583 \| 0.7534 \| 0.3840 \| 0.8061 \| 0.6928 \| 0.7607 \| \| 0.2657 \| 5.41 \| 2000 \| 0.4879 \| 0.6708 \| 0.7745 \| 0.8669 \| 0.9376 \| 0.7919 \| 0.8356 \| 0.3863 \| 0.9193 \| 0.8456 \| 0.7048 \| 0.8660 \| 0.6639 \| 0.7518 \| 0.3458 \| 0.8004 \| 0.6207 \| 0.6471 \| \| 0.6565 \| 5.46 \| 2020 \| 0.4412 \| 0.6847 \| 0.8030 \| 0.8724 \| 0.9439 \| 0.8229 \| 0.8794 \| 0.4631 \| 0.8748 \| 0.8805 \| 0.7567 \| 0.8720 \| 0.6563 \| 0.7589 \| 0.3642 \| 0.7981 \| 0.6469 \| 0.6965 \| \| 0.1725 \| 5.51 \| 2040 \| 0.4157 \| 0.7030 \| 0.8073 \| 0.8813 \| 0.9320 \| 0.8220 \| 0.8568 \| 0.4515 \| 0.9105 \| 0.8843 \| 0.7942 \| 0.8642 \| 0.6645 \| 0.7601 \| 0.3817 \| 0.8085 \| 0.6854 \| 0.7568 \| \| 0.3233 \| 5.57 \| 2060 \| 0.4343 \| 0.7010 \| 0.7992 \| 0.8795 \| 0.9450 \| 0.7840 \| 0.8599 \| 0.4533 \| 0.8949 \| 0.8431 \| 0.8141 \| 0.8570 \| 0.6596 \| 0.7507 \| 0.3765 \| 0.7999 \| 0.6931 \| 0.7701 \| \| 0.2919 \| 5.62 \| 2080 \| 0.4530 \| 0.6860 \| 0.7916 \| 0.8724 \| 0.9396 \| 0.7579 \| 0.8412 \| 0.5087 \| 0.9077 \| 0.8191 \| 0.7667 \| 0.8646 \| 0.6289 \| 0.7381 \| 0.3894 \| 0.7896 \| 0.6562 \| 0.7350 \| \| 0.2267 \| 5.68 \| 2100 \| 0.4909 \| 0.6791 \| 0.7877 \| 0.8685 \| 0.9427 \| 0.8439 \| 0.8246 \| 0.3941 \| 0.8916 \| 0.8745 \| 0.7425 \| 0.8645 \| 0.6602 \| 0.7295 \| 0.3639 \| 0.7808 \| 0.6452 \| 0.7097 \| \| 0.1193 \| 5.73 \| 2120 \| 0.4938 \| 0.6811 \| 0.7798 \| 0.8706 \| 0.9315 \| 0.8016 \| 0.8415 \| 0.3974 \| 0.9260 \| 0.8110 \| 0.7495 \| 0.8626 \| 0.6433 \| 0.7518 \| 0.3361 \| 0.7774 \| 0.6829 \| 0.7135 \| \| 0.6777 \| 5.78 \| 2140 \| 0.5045 \| 0.6750 \| 0.7922 \| 0.8651 \| 0.9397 \| 0.8520 \| 0.8463 \| 0.4397 \| 0.8904 \| 0.8903 \| 0.6872 \| 0.8618 \| 0.6612 \| 0.7530 \| 0.3742 \| 0.7887 \| 0.6313 \| 0.6546 \| \| 0.1854 \| 5.84 \| 2160 \| 0.5463 \| 0.6723 \| 0.7785 \| 0.8636 \| 0.9540 \| 0.8106 \| 0.8812 \| 0.4216 \| 0.8990 \| 0.8551 \| 0.6280 \| 0.8494 \| 0.6637 \| 0.7521 \| 0.3749 \| 0.7919 \| 0.6692 \| 0.6052 \| \| 0.1881 \| 5.89 \| 2180 \| 0.4630 \| 0.7064 \| 0.8106 \| 0.8842 \| 0.9362 \| 0.8576 \| 0.8725 \| 0.4282 \| 0.9107 \| 0.8702 \| 0.7986 \| 0.8656 \| 0.6537 \| 0.7518 \| 0.3841 \| 0.8110 \| 0.7091 \| 0.7692 \| \| 0.3118 \| 5.95 \| 2200 \| 0.4420 \| 0.7141 \| 0.8200 \| 0.8850 \| 0.9275 \| 0.8425 \| 0.8546 \| 0.5110 \| 0.9097 \| 0.8499 \| 0.8450 \| 0.8650 \| 0.6661 \| 0.7646 \| 0.3949 \| 0.8043 \| 0.7048 \| 0.7991 \| \| 0.205 \| 6.0 \| 2220 \| 0.4587 \| 0.7014 \| 0.8095 \| 0.8774 \| 0.9392 \| 0.8329 \| 0.8618 \| 0.4599 \| 0.8808 \| 0.8941 \| 0.7978 \| 0.8547 \| 0.6674 \| 0.7559 \| 0.3837 \| 0.7946 \| 0.6877 \| 0.7656 \| \| 0.2836 \| 6.05 \| 2240 \| 0.4604 \| 0.7093 \| 0.8103 \| 0.8831 \| 0.9320 \| 0.8135 \| 0.8549 \| 0.4698 \| 0.9098 \| 0.8773 \| 0.8147 \| 0.8659 \| 0.6714 \| 0.7567 \| 0.3899 \| 0.8015 \| 0.6958 \| 0.7842 \| \| 0.2346 \| 6.11 \| 2260 \| 0.4548 \| 0.7058 \| 0.8216 \| 0.8808 \| 0.9392 \| 0.8332 \| 0.8794 \| 0.5435 \| 0.8801 \| 0.8525 \| 0.8233 \| 0.8664 \| 0.6634 \| 0.7501 \| 0.3802 \| 0.7989 \| 0.6977 \| 0.7841 \| \| 0.2304 \| 6.16 \| 2280 \| 0.4675 \| 0.6888 \| 0.8025 \| 0.8740 \| 0.9301 \| 0.8471 \| 0.8687 \| 0.4387 \| 0.8978 \| 0.8612 \| 0.7741 \| 0.8651 \| 0.6603 \| 0.7497 \| 0.3576 \| 0.7941 \| 0.6541 \| 0.7410 \| \| 0.2936 \| 6.22 \| 2300 \| 0.4553 \| 0.6983 \| 0.8042 \| 0.8775 \| 0.9405 \| 0.8216 \| 0.8636 \| 0.4870 \| 0.9001 \| 0.8263 \| 0.7900 \| 0.8662 \| 0.6602 \| 0.7549 \| 0.3741 \| 0.7888 \| 0.6826 \| 0.7615 \| \| 0.2135 \| 6.27 \| 2320 \| 0.5014 \| 0.6795 \| 0.7885 \| 0.8691 \| 0.9494 \| 0.7152 \| 0.8402 \| 0.5288 \| 0.8878 \| 0.8566 \| 0.7418 \| 0.8648 \| 0.6113 \| 0.7424 \| 0.3808 \| 0.7828 \| 0.6661 \| 0.7085 \| \| 0.1978 \| 6.32 \| 2340 \| 0.4746 \| 0.6861 \| 0.7971 \| 0.8720 \| 0.9345 \| 0.7484 \| 0.8656 \| 0.5179 \| 0.8988 \| 0.8601 \| 0.7547 \| 0.8700 \| 0.6211 \| 0.7444 \| 0.3786 \| 0.7815 \| 0.6872 \| 0.7200 \| \| 0.2561 \| 6.38 \| 2360 \| 0.4713 \| 0.7023 \| 0.8146 \| 0.8797 \| 0.9404 \| 0.8607 \| 0.8609 \| 0.4841 \| 0.8902 \| 0.8739 \| 0.7918 \| 0.8653 \| 0.6661 \| 0.7433 \| 0.3860 \| 0.8008 \| 0.6920 \| 0.7623 \| \| 0.265 \| 6.43 \| 2380 \| 0.4941 \| 0.6835 \| 0.8008 \| 0.8641 \| 0.9501 \| 0.8349 \| 0.8520 \| 0.5194 \| 0.8607 \| 0.8752 \| 0.7132 \| 0.8551 \| 0.6713 \| 0.7447 \| 0.3982 \| 0.7650 \| 0.6629 \| 0.6874 \| \| 0.32 \| 6.49 \| 2400 \| 0.4610 \| 0.7081 \| 0.8196 \| 0.8806 \| 0.9286 \| 0.8512 \| 0.8848 \| 0.4831 \| 0.8865 \| 0.8812 \| 0.8222 \| 0.8675 \| 0.6692 \| 0.7497 \| 0.4099 \| 0.7917 \| 0.6843 \| 0.7846 \| \| 0.2377 \| 6.54 \| 2420 \| 0.4208 \| 0.7134 \| 0.8183 \| 0.8849 \| 0.9296 \| 0.8551 \| 0.8574 \| 0.4912 \| 0.9086 \| 0.8384 \| 0.8476 \| 0.8652 \| 0.6670 \| 0.7500 \| 0.4035 \| 0.8047 \| 0.6998 \| 0.8035 \| \| 0.2178 \| 6.59 \| 2440 \| 0.4318 \| 0.7136 \| 0.8135 \| 0.8852 \| 0.9364 \| 0.8122 \| 0.8575 \| 0.5123 \| 0.9121 \| 0.8275 \| 0.8365 \| 0.8673 \| 0.6648 \| 0.7533 \| 0.4060 \| 0.8042 \| 0.6988 \| 0.8007 \| \| 0.2994 \| 6.65 \| 2460 \| 0.4384 \| 0.7149 \| 0.8159 \| 0.8869 \| 0.9378 \| 0.8006 \| 0.8743 \| 0.5005 \| 0.9062 \| 0.8604 \| 0.8313 \| 0.8736 \| 0.6694 \| 0.7519 \| 0.3945 \| 0.8050 \| 0.7018 \| 0.8085 \| \| 0.1453 \| 6.7 \| 2480 \| 0.4681 \| 0.6962 \| 0.8114 \| 0.8751 \| 0.9301 \| 0.8197 \| 0.8586 \| 0.5348 \| 0.8980 \| 0.8651 \| 0.7732 \| 0.8676 \| 0.6482 \| 0.7511 \| 0.3668 \| 0.7812 \| 0.7043 \| 0.7544 \| \| 0.4144 \| 6.76 \| 2500 \| 0.5016 \| 0.6820 \| 0.7871 \| 0.8690 \| 0.9397 \| 0.8307 \| 0.8773 \| 0.4030 \| 0.9021 \| 0.8416 \| 0.7150 \| 0.8548 \| 0.6659 \| 0.7494 \| 0.3477 \| 0.7813 \| 0.6801 \| 0.6949 \| \| 0.3051 \| 6.81 \| 2520 \| 0.5708 \| 0.6723 \| 0.7962 \| 0.8626 \| 0.9274 \| 0.8137 \| 0.8669 \| 0.4929 \| 0.8884 \| 0.9000 \| 0.6844 \| 0.8593 \| 0.6439 \| 0.7414 \| 0.3789 \| 0.7830 \| 0.6388 \| 0.6610 \| \| 0.2012 \| 6.86 \| 2540 \| 0.5169 \| 0.6803 \| 0.7907 \| 0.8670 \| 0.9484 \| 0.8071 \| 0.8554 \| 0.4894 \| 0.8947 \| 0.8505 \| 0.6896 \| 0.8619 \| 0.6631 \| 0.7501 \| 0.3867 \| 0.7853 \| 0.6479 \| 0.6669 \| \| 0.3411 \| 6.92 \| 2560 \| 0.5019 \| 0.6933 \| 0.8070 \| 0.8723 \| 0.9314 \| 0.8527 \| 0.8582 \| 0.4851 \| 0.8966 \| 0.8849 \| 0.7399 \| 0.8651 \| 0.6719 \| 0.7533 \| 0.3955 \| 0.7839 \| 0.6745 \| 0.7087 \| \| 0.2627 \| 6.97 \| 2580 \| 0.4331 \| 0.7049 \| 0.8045 \| 0.8812 \| 0.9387 \| 0.8024 \| 0.8698 \| 0.4437 \| 0.8887 \| 0.8259 \| 0.8626 \| 0.8603 \| 0.6714 \| 0.7533 \| 0.3689 \| 0.7967 \| 0.6968 \| 0.7869 \| \| 0.1814 \| 7.03 \| 2600 \| 0.4798 \| 0.6998 \| 0.8098 \| 0.8795 \| 0.9294 \| 0.7445 \| 0.8532 \| 0.5032 \| 0.8831 \| 0.9079 \| 0.8474 \| 0.8591 \| 0.6135 \| 0.7563 \| 0.3801 \| 0.7990 \| 0.7132 \| 0.7778 \| \| 0.1949 \| 7.08 \| 2620 \| 0.4401 \| 0.7123 \| 0.8125 \| 0.8855 \| 0.9398 \| 0.7901 \| 0.8464 \| 0.5213 \| 0.9072 \| 0.8378 \| 0.8449 \| 0.8663 \| 0.6504 \| 0.7578 \| 0.3933 \| 0.8050 \| 0.7097 \| 0.8036 \| \| 0.9191 \| 7.14 \| 2640 \| 0.4283 \| 0.7161 \| 0.8189 \| 0.8865 \| 0.9349 \| 0.8279 \| 0.8426 \| 0.5157 \| 0.9032 \| 0.8361 \| 0.8720 \| 0.8661 \| 0.6628 \| 0.7641 \| 0.3880 \| 0.8027 \| 0.7075 \| 0.8214 \| \| 0.0697 \| 7.19 \| 2660 \| 0.4656 \| 0.6975 \| 0.8059 \| 0.8769 \| 0.9399 \| 0.7600 \| 0.8618 \| 0.5274 \| 0.8889 \| 0.8691 \| 0.7939 \| 0.8706 \| 0.6271 \| 0.7655 \| 0.3677 \| 0.7791 \| 0.7173 \| 0.7550 \| \| 0.2438 \| 7.24 \| 2680 \| 0.5148 \| 0.6837 \| 0.7996 \| 0.8677 \| 0.9298 \| 0.7569 \| 0.8776 \| 0.5432 \| 0.8950 \| 0.8857 \| 0.7088 \| 0.8638 \| 0.6286 \| 0.7633 \| 0.3756 \| 0.7724 \| 0.7030 \| 0.6795 \| \| 0.2386 \| 7.3 \| 2700 \| 0.4630 \| 0.7081 \| 0.8087 \| 0.8798 \| 0.9369 \| 0.8512 \| 0.8502 \| 0.4760 \| 0.9090 \| 0.8542 \| 0.7834 \| 0.8651 \| 0.6771 \| 0.7664 \| 0.3964 \| 0.7858 \| 0.7182 \| 0.7480 \| \| 0.2898 \| 7.35 \| 2720 \| 0.4967 \| 0.6884 \| 0.7933 \| 0.8742 \| 0.9363 \| 0.7286 \| 0.8623 \| 0.5093 \| 0.9109 \| 0.8526 \| 0.7535 \| 0.8672 \| 0.6216 \| 0.7613 \| 0.3672 \| 0.7902 \| 0.6913 \| 0.7198 \| \| 0.1998 \| 7.41 \| 2740 \| 0.5332 \| 0.6869 \| 0.7992 \| 0.8684 \| 0.9438 \| 0.8082 \| 0.8374 \| 0.5133 \| 0.8868 \| 0.8941 \| 0.7107 \| 0.8622 \| 0.6691 \| 0.7539 \| 0.3912 \| 0.7794 \| 0.6726 \| 0.6798 \| \| 0.1355 \| 7.46 \| 2760 \| 0.5049 \| 0.6841 \| 0.7927 \| 0.8705 \| 0.9357 \| 0.7665 \| 0.8663 \| 0.5052 \| 0.9105 \| 0.8445 \| 0.7201 \| 0.8653 \| 0.6366 \| 0.7645 \| 0.3842 \| 0.7896 \| 0.6629 \| 0.6854 \| \| 0.2999 \| 7.51 \| 2780 \| 0.5097 \| 0.6883 \| 0.7943 \| 0.8716 \| 0.9361 \| 0.8230 \| 0.8818 \| 0.4548 \| 0.9114 \| 0.8405 \| 0.7125 \| 0.8639 \| 0.6751 \| 0.7616 \| 0.3841 \| 0.7908 \| 0.6623 \| 0.6800 \| \| 0.212 \| 7.57 \| 2800 \| 0.5677 \| 0.6757 \| 0.7898 \| 0.8670 \| 0.9366 \| 0.7212 \| 0.8633 \| 0.5259 \| 0.8988 \| 0.8827 \| 0.7001 \| 0.8637 \| 0.6131 \| 0.7452 \| 0.3833 \| 0.7886 \| 0.6632 \| 0.6727 \| \| 0.2469 \| 7.62 \| 2820 \| 0.5099 \| 0.6742 \| 0.7910 \| 0.8653 \| 0.9426 \| 0.7490 \| 0.8571 \| 0.5594 \| 0.8953 \| 0.8319 \| 0.7016 \| 0.8579 \| 0.6145 \| 0.7567 \| 0.3705 \| 0.7872 \| 0.6628 \| 0.6694 \| \| 0.1863 \| 7.68 \| 2840 \| 0.5382 \| 0.6780 \| 0.7864 \| 0.8671 \| 0.9368 \| 0.7580 \| 0.8590 \| 0.5191 \| 0.9193 \| 0.8304 \| 0.6822 \| 0.8572 \| 0.6319 \| 0.7658 \| 0.3787 \| 0.7916 \| 0.6678 \| 0.6533 \| \| 1.4722 \| 7.73 \| 2860 \| 0.5411 \| 0.6839 \| 0.7966 \| 0.8678 \| 0.9463 \| 0.8245 \| 0.8694 \| 0.4979 \| 0.8931 \| 0.8657 \| 0.6791 \| 0.8549 \| 0.6717 \| 0.7682 \| 0.3847 \| 0.7926 \| 0.6614 \| 0.6541 \| \| 0.1961 \| 7.78 \| 2880 \| 0.5241 \| 0.6721 \| 0.7749 \| 0.8664 \| 0.9498 \| 0.8119 \| 0.8907 \| 0.3502 \| 0.8987 \| 0.8442 \| 0.6785 \| 0.8474 \| 0.6786 \| 0.7620 \| 0.3072 \| 0.7955 \| 0.6648 \| 0.6497 \| \| 0.1708 \| 7.84 \| 2900 \| 0.5011 \| 0.6829 \| 0.8066 \| 0.8706 \| 0.9208 \| 0.7905 \| 0.8997 \| 0.4520 \| 0.8622 \| 0.9016 \| 0.8196 \| 0.8656 \| 0.6582 \| 0.7350 \| 0.2982 \| 0.7822 \| 0.6630 \| 0.7781 \| \| 0.0816 \| 7.89 \| 2920 \| 0.4790 \| 0.6876 \| 0.8070 \| 0.8732 \| 0.9372 \| 0.7412 \| 0.8653 \| 0.5503 \| 0.8718 \| 0.8829 \| 0.8001 \| 0.8681 \| 0.6178 \| 0.7608 \| 0.3522 \| 0.7870 \| 0.6624 \| 0.7647 \| \| 1.0574 \| 7.95 \| 2940 \| 0.5601 \| 0.6821 \| 0.7900 \| 0.8714 \| 0.9295 \| 0.7559 \| 0.8607 \| 0.4660 \| 0.9125 \| 0.8635 \| 0.7421 \| 0.8716 \| 0.6233 \| 0.7560 \| 0.3550 \| 0.7822 \| 0.6829 \| 0.7035 \| \| 0.1518 \| 8.0 \| 2960 \| 0.5089 \| 0.6903 \| 0.8073 \| 0.8720 \| 0.9427 \| 0.8368 \| 0.8689 \| 0.4881 \| 0.8727 \| 0.8840 \| 0.7575 \| 0.8659 \| 0.6679 \| 0.7601 \| 0.3500 \| 0.7790 \| 0.6896 \| 0.7194 \| \| 0.2055 \| 8.05 \| 2980 \| 0.5392 \| 0.6919 \| 0.7943 \| 0.8749 \| 0.9361 \| 0.8005 \| 0.8740 \| 0.4283 \| 0.9094 \| 0.8710 \| 0.7409 \| 0.8652 \| 0.6681 \| 0.7604 \| 0.3570 \| 0.7900 \| 0.6931 \| 0.7096 \| \| 0.3339 \| 8.11 \| 3000 \| 0.5170 \| 0.6919 \| 0.7965 \| 0.8740 \| 0.9376 \| 0.8238 \| 0.8608 \| 0.4697 \| 0.9154 \| 0.8341 \| 0.7341 \| 0.8698 \| 0.6769 \| 0.7643 \| 0.3867 \| 0.7921 \| 0.6529 \| 0.7006 \| \| 0.3377 \| 8.16 \| 3020 \| 0.5235 \| 0.6924 \| 0.7999 \| 0.8740 \| 0.9373 \| 0.8454 \| 0.8595 \| 0.4626 \| 0.9107 \| 0.8540 \| 0.7302 \| 0.8678 \| 0.6827 \| 0.7586 \| 0.3868 \| 0.7960 \| 0.6595 \| 0.6952 \| \| 0.4816 \| 8.22 \| 3040 \| 0.4929 \| 0.7076 \| 0.8129 \| 0.8814 \| 0.9416 \| 0.8051 \| 0.8681 \| 0.5256 \| 0.9009 \| 0.8664 \| 0.7826 \| 0.8620 \| 0.6764 \| 0.7682 \| 0.3888 \| 0.8077 \| 0.6970 \| 0.7530 \| \| 0.2001 \| 8.27 \| 3060 \| 0.4784 \| 0.7010 \| 0.8166 \| 0.8770 \| 0.9356 \| 0.7887 \| 0.8533 \| 0.5842 \| 0.8844 \| 0.8617 \| 0.8079 \| 0.8571 \| 0.6650 \| 0.7477 \| 0.3697 \| 0.8002 \| 0.6982 \| 0.7693 \| \| 0.2262 \| 8.32 \| 3080 \| 0.5180 \| 0.6939 \| 0.7955 \| 0.8739 \| 0.9469 \| 0.7936 \| 0.8688 \| 0.4765 \| 0.9053 \| 0.8689 \| 0.7088 \| 0.8611 \| 0.6638 \| 0.7667 \| 0.4030 \| 0.7947 \| 0.6897 \| 0.6783 \| \| 0.1501 \| 8.38 \| 3100 \| 0.5257 \| 0.6937 \| 0.8054 \| 0.8758 \| 0.9313 \| 0.7568 \| 0.8890 \| 0.5093 \| 0.8966 \| 0.8981 \| 0.7567 \| 0.8676 \| 0.6298 \| 0.7535 \| 0.3933 \| 0.7945 \| 0.6957 \| 0.7212 \| \| 0.1749 \| 8.43 \| 3120 \| 0.5309 \| 0.6995 \| 0.8106 \| 0.8755 \| 0.9168 \| 0.7978 \| 0.8713 \| 0.5126 \| 0.9085 \| 0.8997 \| 0.7676 \| 0.8622 \| 0.6627 \| 0.7410 \| 0.4140 \| 0.7943 \| 0.6953 \| 0.7270 \| \| 0.4568 \| 8.49 \| 3140 \| 0.4759 \| 0.7176 \| 0.8208 \| 0.8880 \| 0.9271 \| 0.8391 \| 0.8783 \| 0.4739 \| 0.9108 \| 0.8718 \| 0.8444 \| 0.8689 \| 0.6719 \| 0.7635 \| 0.3881 \| 0.8090 \| 0.7204 \| 0.8015 \| \| 0.2018 \| 8.54 \| 3160 \| 0.4739 \| 0.7112 \| 0.8230 \| 0.8829 \| 0.9354 \| 0.8469 \| 0.8549 \| 0.5386 \| 0.8970 \| 0.8816 \| 0.8069 \| 0.8688 \| 0.6688 \| 0.7644 \| 0.3931 \| 0.8009 \| 0.7165 \| 0.7660 \| \| 0.124 \| 8.59 \| 3180 \| 0.5135 \| 0.6952 \| 0.8054 \| 0.8768 \| 0.9337 \| 0.7318 \| 0.8729 \| 0.5478 \| 0.9010 \| 0.8850 \| 0.7658 \| 0.8717 \| 0.6264 \| 0.7740 \| 0.3758 \| 0.7922 \| 0.7036 \| 0.7227 \| \| 0.1762 \| 8.65 \| 3200 \| 0.5125 \| 0.6938 \| 0.8049 \| 0.8737 \| 0.9376 \| 0.7921 \| 0.8716 \| 0.5136 \| 0.8899 \| 0.8727 \| 0.7572 \| 0.8656 \| 0.6387 \| 0.7699 \| 0.3977 \| 0.7829 \| 0.6816 \| 0.7203 \| \| 0.4706 \| 8.7 \| 3220 \| 0.5122 \| 0.6864 \| 0.7990 \| 0.8692 \| 0.9415 \| 0.8153 \| 0.8616 \| 0.4985 \| 0.8870 \| 0.8595 \| 0.7299 \| 0.8667 \| 0.6729 \| 0.7624 \| 0.3591 \| 0.7743 \| 0.6714 \| 0.6981 \| \| 0.0903 \| 8.76 \| 3240 \| 0.4676 \| 0.7101 \| 0.8193 \| 0.8831 \| 0.9252 \| 0.8529 \| 0.8545 \| 0.4965 \| 0.9046 \| 0.8609 \| 0.8406 \| 0.8682 \| 0.6697 \| 0.7542 \| 0.3777 \| 0.7961 \| 0.7036 \| 0.8012 \| \| 0.287 \| 8.81 \| 3260 \| 0.4132 \| 0.7188 \| 0.8190 \| 0.8883 \| 0.9428 \| 0.8180 \| 0.8715 \| 0.4571 \| 0.8861 \| 0.9058 \| 0.8519 \| 0.8730 \| 0.6792 \| 0.7626 \| 0.4021 \| 0.8041 \| 0.6983 \| 0.8127 \| \| 0.1618 \| 8.86 \| 3280 \| 0.4648 \| 0.6883 \| 0.8063 \| 0.8708 \| 0.9382 \| 0.8018 \| 0.8765 \| 0.5463 \| 0.8911 \| 0.8772 \| 0.7132 \| 0.8648 \| 0.6429 \| 0.7636 \| 0.3960 \| 0.7876 \| 0.6740 \| 0.6891 \| \| 0.1509 \| 8.92 \| 3300 \| 0.4426 \| 0.6955 \| 0.8082 \| 0.8766 \| 0.9456 \| 0.7607 \| 0.8956 \| 0.5559 \| 0.8821 \| 0.8331 \| 0.7844 \| 0.8641 \| 0.6400 \| 0.7597 \| 0.3742 \| 0.7970 \| 0.6775 \| 0.7558 \| \| 0.2368 \| 8.97 \| 3320 \| 0.4561 \| 0.7039 \| 0.8085 \| 0.8809 \| 0.9502 \| 0.7863 \| 0.8776 \| 0.5092 \| 0.8914 \| 0.8650 \| 0.7795 \| 0.8630 \| 0.6614 \| 0.7638 \| 0.3932 \| 0.8097 \| 0.6903 \| 0.7458 \| \| 0.2234 \| 9.03 \| 3340 \| 0.4336 \| 0.7150 \| 0.8146 \| 0.8878 \| 0.9461 \| 0.8002 \| 0.8794 \| 0.4864 \| 0.9039 \| 0.8784 \| 0.8079 \| 0.8682 \| 0.6633 \| 0.7660 \| 0.3932 \| 0.8165 \| 0.7173 \| 0.7807 \| \| 0.1483 \| 9.08 \| 3360 \| 0.4472 \| 0.7188 \| 0.8215 \| 0.8875 \| 0.9400 \| 0.8120 \| 0.8512 \| 0.5269 \| 0.9026 \| 0.8936 \| 0.8240 \| 0.8675 \| 0.6701 \| 0.7645 \| 0.4040 \| 0.8106 \| 0.7222 \| 0.7925 \| \| 0.2744 \| 9.14 \| 3380 \| 0.4686 \| 0.7170 \| 0.8127 \| 0.8867 \| 0.9417 \| 0.8067 \| 0.8681 \| 0.4995 \| 0.9139 \| 0.8473 \| 0.8120 \| 0.8616 \| 0.6737 \| 0.7632 \| 0.4120 \| 0.8150 \| 0.7170 \| 0.7767 \| \| 0.1425 \| 9.19 \| 3400 \| 0.4754 \| 0.6980 \| 0.8020 \| 0.8751 \| 0.9420 \| 0.7846 \| 0.8599 \| 0.5262 \| 0.9065 \| 0.8656 \| 0.7294 \| 0.8569 \| 0.6522 \| 0.7604 \| 0.4091 \| 0.7952 \| 0.7102 \| 0.7021 \| \| 0.1164 \| 9.24 \| 3420 \| 0.4351 \| 0.7161 \| 0.8224 \| 0.8879 \| 0.9456 \| 0.7896 \| 0.8755 \| 0.5458 \| 0.8949 \| 0.8873 \| 0.8180 \| 0.8689 \| 0.6597 \| 0.7623 \| 0.3967 \| 0.8195 \| 0.7195 \| 0.7864 \| \| 0.2658 \| 9.3 \| 3440 \| 0.4865 \| 0.6946 \| 0.7964 \| 0.8744 \| 0.9560 \| 0.7853 \| 0.8785 \| 0.5134 \| 0.9025 \| 0.8364 \| 0.7025 \| 0.8591 \| 0.6636 \| 0.7638 \| 0.4011 \| 0.7980 \| 0.6940 \| 0.6827 \| \| 0.116 \| 9.35 \| 3460 \| 0.4434 \| 0.7177 \| 0.8206 \| 0.8885 \| 0.9439 \| 0.8191 \| 0.8659 \| 0.5081 \| 0.9012 \| 0.8832 \| 0.8226 \| 0.8680 \| 0.6550 \| 0.7624 \| 0.4064 \| 0.8148 \| 0.7161 \| 0.8010 \| \| 0.1327 \| 9.41 \| 3480 \| 0.4668 \| 0.7046 \| 0.8044 \| 0.8847 \| 0.9492 \| 0.7082 \| 0.8741 \| 0.5215 \| 0.9005 \| 0.8663 \| 0.8106 \| 0.8673 \| 0.6195 \| 0.7645 \| 0.3889 \| 0.8166 \| 0.6993 \| 0.7763 \| \| 0.1944 \| 9.46 \| 3500 \| 0.4559 \| 0.7034 \| 0.8089 \| 0.8845 \| 0.9327 \| 0.7475 \| 0.8475 \| 0.5314 \| 0.9178 \| 0.8598 \| 0.8258 \| 0.8723 \| 0.6176 \| 0.7547 \| 0.3800 \| 0.8145 \| 0.6999 \| 0.7849 \| \| 0.1356 \| 9.51 \| 3520 \| 0.4541 \| 0.6971 \| 0.7982 \| 0.8821 \| 0.9441 \| 0.7352 \| 0.8645 \| 0.4764 \| 0.9098 \| 0.8631 \| 0.7940 \| 0.8696 \| 0.6183 \| 0.7550 \| 0.3756 \| 0.8134 \| 0.6906 \| 0.7575 \| \| 1.2019 \| 9.57 \| 3540 \| 0.4935 \| 0.6907 \| 0.7890 \| 0.8784 \| 0.9434 \| 0.7412 \| 0.8817 \| 0.4441 \| 0.9158 \| 0.8304 \| 0.7665 \| 0.8652 \| 0.6218 \| 0.7522 \| 0.3705 \| 0.8064 \| 0.6868 \| 0.7324 \| \| 0.2405 \| 9.62 \| 3560 \| 0.5145 \| 0.6829 \| 0.7959 \| 0.8723 \| 0.9352 \| 0.7712 \| 0.8609 \| 0.5041 \| 0.9129 \| 0.8728 \| 0.7138 \| 0.8655 \| 0.6181 \| 0.7619 \| 0.3665 \| 0.8002 \| 0.6860 \| 0.6824 \| \| 0.5129 \| 9.68 \| 3580 \| 0.4985 \| 0.6830 \| 0.7955 \| 0.8716 \| 0.9356 \| 0.7488 \| 0.8668 \| 0.5537 \| 0.9159 \| 0.8265 \| 0.7216 \| 0.8689 \| 0.6191 \| 0.7649 \| 0.3678 \| 0.7938 \| 0.6772 \| 0.6894 \| \| 0.2311 \| 9.73 \| 3600 \| 0.4891 \| 0.6875 \| 0.8037 \| 0.8734 \| 0.9314 \| 0.7520 \| 0.8752 \| 0.5583 \| 0.9085 \| 0.8760 \| 0.7242 \| 0.8690 \| 0.6255 \| 0.7690 \| 0.3783 \| 0.8000 \| 0.6797 \| 0.6911 \| \| 0.1726 \| 9.78 \| 3620 \| 0.4717 \| 0.6978 \| 0.8147 \| 0.8780 \| 0.9277 \| 0.7774 \| 0.8944 \| 0.5534 \| 0.8974 \| 0.8708 \| 0.7822 \| 0.8617 \| 0.6354 \| 0.7491 \| 0.3916 \| 0.8100 \| 0.6947 \| 0.7418 \| \| 0.1894 \| 9.84 \| 3640 \| 0.5919 \| 0.6738 \| 0.7782 \| 0.8680 \| 0.9416 \| 0.7092 \| 0.8693 \| 0.4757 \| 0.9179 \| 0.8580 \| 0.6755 \| 0.8712 \| 0.6179 \| 0.7536 \| 0.3792 \| 0.7895 \| 0.6551 \| 0.6498 \| \| 0.2567 \| 9.89 \| 3660 \| 0.4845 \| 0.6869 \| 0.7998 \| 0.8711 \| 0.9408 \| 0.7815 \| 0.8661 \| 0.5220 \| 0.8937 \| 0.8674 \| 0.7268 \| 0.8682 \| 0.6483 \| 0.7571 \| 0.3976 \| 0.7908 \| 0.6598 \| 0.6863 \| \| 0.2441 \| 9.95 \| 3680 \| 0.5265 \| 0.6833 \| 0.7961 \| 0.8701 \| 0.9425 \| 0.7661 \| 0.8480 \| 0.5546 \| 0.9054 \| 0.8443 \| 0.7116 \| 0.8689 \| 0.6380 \| 0.7610 \| 0.3727 \| 0.7877 \| 0.6715 \| 0.6830 \| \| 0.1955 \| 10.0 \| 3700 \| 0.5393 \| 0.6749 \| 0.8018 \| 0.8649 \| 0.9356 \| 0.7599 \| 0.8614 \| 0.5662 \| 0.8738 \| 0.8998 \| 0.7156 \| 0.8636 \| 0.6121 \| 0.7627 \| 0.3686 \| 0.7814 \| 0.6519 \| 0.6840 \| \| 0.1065 \| 10.05 \| 3720 \| 0.6142 \| 0.6773 \| 0.7802 \| 0.8685 \| 0.9430 \| 0.6808 \| 0.8799 \| 0.5006 \| 0.9059 \| 0.8437 \| 0.7078 \| 0.8628 \| 0.6052 \| 0.7517 \| 0.3726 \| 0.7829 \| 0.6885 \| 0.6774 \| \| 0.1503 \| 10.11 \| 3740 \| 0.5452 \| 0.6907 \| 0.8022 \| 0.8740 \| 0.9437 \| 0.7243 \| 0.8874 \| 0.5502 \| 0.8866 \| 0.8797 \| 0.7437 \| 0.8653 \| 0.6246 \| 0.7597 \| 0.3886 \| 0.7925 \| 0.6928 \| 0.7117 \| \| 0.1538 \| 10.16 \| 3760 \| 0.4948 \| 0.7078 \| 0.8073 \| 0.8847 \| 0.9471 \| 0.7502 \| 0.8410 \| 0.5321 \| 0.9113 \| 0.8714 \| 0.7983 \| 0.8652 \| 0.6315 \| 0.7657 \| 0.4099 \| 0.8186 \| 0.7021 \| 0.7617 \| \| 0.212 \| 10.22 \| 3780 \| 0.4668 \| 0.7134 \| 0.8117 \| 0.8857 \| 0.9375 \| 0.7837 \| 0.8760 \| 0.5092 \| 0.9163 \| 0.8569 \| 0.8023 \| 0.8685 \| 0.6657 \| 0.7673 \| 0.4145 \| 0.8133 \| 0.6996 \| 0.7649 \| \| 0.1462 \| 10.27 \| 3800 \| 0.4617 \| 0.7131 \| 0.8161 \| 0.8850 \| 0.9394 \| 0.8052 \| 0.8811 \| 0.5202 \| 0.9070 \| 0.8606 \| 0.7989 \| 0.8678 \| 0.6743 \| 0.7720 \| 0.3997 \| 0.8112 \| 0.7025 \| 0.7640 \| \| 0.1509 \| 10.32 \| 3820 \| 0.4631 \| 0.7024 \| 0.8135 \| 0.8805 \| 0.9228 \| 0.7383 \| 0.8690 \| 0.5696 \| 0.9088 \| 0.8719 \| 0.8139 \| 0.8595 \| 0.6240 \| 0.7740 \| 0.3867 \| 0.8133 \| 0.7057 \| 0.7534 \| \| 0.1106 \| 10.38 \| 3840 \| 0.4633 \| 0.7071 \| 0.8155 \| 0.8838 \| 0.9373 \| 0.7150 \| 0.8711 \| 0.6031 \| 0.9038 \| 0.8671 \| 0.8112 \| 0.8671 \| 0.6181 \| 0.7789 \| 0.3951 \| 0.8137 \| 0.7070 \| 0.7701 \| \| 0.1689 \| 10.43 \| 3860 \| 0.4888 \| 0.6998 \| 0.8181 \| 0.8781 \| 0.9268 \| 0.7344 \| 0.8888 \| 0.6139 \| 0.8917 \| 0.8683 \| 0.8025 \| 0.8622 \| 0.6231 \| 0.7600 \| 0.3887 \| 0.8031 \| 0.7000 \| 0.7614 \| \| 0.986 \| 10.49 \| 3880 \| 0.4773 \| 0.7104 \| 0.8218 \| 0.8823 \| 0.9295 \| 0.8247 \| 0.8756 \| 0.5450 \| 0.9028 \| 0.8777 \| 0.7973 \| 0.8634 \| 0.6577 \| 0.7700 \| 0.4167 \| 0.8079 \| 0.6937 \| 0.7630 \| \| 0.1181 \| 10.54 \| 3900 \| 0.4418 \| 0.7108 \| 0.8142 \| 0.8848 \| 0.9372 \| 0.7416 \| 0.8841 \| 0.5569 \| 0.9061 \| 0.8625 \| 0.8108 \| 0.8672 \| 0.6415 \| 0.7726 \| 0.4102 \| 0.8138 \| 0.7070 \| 0.7633 \| \| 0.1374 \| 10.59 \| 3920 \| 0.4574 \| 0.7150 \| 0.8165 \| 0.8854 \| 0.9348 \| 0.7843 \| 0.8685 \| 0.5491 \| 0.9149 \| 0.8563 \| 0.8074 \| 0.8672 \| 0.6610 \| 0.7734 \| 0.4235 \| 0.8121 \| 0.7073 \| 0.7605 \| \| 0.175 \| 10.65 \| 3940 \| 0.4561 \| 0.7203 \| 0.8294 \| 0.8877 \| 0.9258 \| 0.8323 \| 0.8565 \| 0.5547 \| 0.9073 \| 0.8819 \| 0.8477 \| 0.8695 \| 0.6647 \| 0.7673 \| 0.4156 \| 0.8108 \| 0.7234 \| 0.7909 \| \| 0.0805 \| 10.7 \| 3960 \| 0.4652 \| 0.7141 \| 0.8209 \| 0.8846 \| 0.9389 \| 0.8305 \| 0.8795 \| 0.5245 \| 0.8986 \| 0.8705 \| 0.8039 \| 0.8673 \| 0.6770 \| 0.7708 \| 0.3989 \| 0.8072 \| 0.7142 \| 0.7632 \| \| 0.1396 \| 10.76 \| 3980 \| 0.4803 \| 0.7139 \| 0.8137 \| 0.8853 \| 0.9400 \| 0.8224 \| 0.8754 \| 0.4965 \| 0.9122 \| 0.8489 \| 0.8003 \| 0.8652 \| 0.6734 \| 0.7724 \| 0.4065 \| 0.8117 \| 0.7045 \| 0.7638 \| \| 0.1261 \| 10.81 \| 4000 \| 0.4742 \| 0.7103 \| 0.8178 \| 0.8826 \| 0.9456 \| 0.8078 \| 0.8795 \| 0.5307 \| 0.8888 \| 0.8855 \| 0.7867 \| 0.8650 \| 0.6733 \| 0.7680 \| 0.3919 \| 0.8045 \| 0.7097 \| 0.7599 \| \| 0.1406 \| 10.86 \| 4020 \| 0.4877 \| 0.7072 \| 0.8063 \| 0.8838 \| 0.9489 \| 0.7947 \| 0.8658 \| 0.4710 \| 0.9034 \| 0.8743 \| 0.7862 \| 0.8621 \| 0.6560 \| 0.7684 \| 0.3836 \| 0.8130 \| 0.7086 \| 0.7586 \| \| 0.3038 \| 10.92 \| 4040 \| 0.4616 \| 0.7243 \| 0.8275 \| 0.8900 \| 0.9389 \| 0.8352 \| 0.8542 \| 0.5369 \| 0.9035 \| 0.8803 \| 0.8434 \| 0.8708 \| 0.6848 \| 0.7717 \| 0.4005 \| 0.8120 \| 0.7261 \| 0.8044 \| \| 0.9241 \| 10.97 \| 4060 \| 0.4572 \| 0.7195 \| 0.8211 \| 0.8880 \| 0.9339 \| 0.8038 \| 0.8732 \| 0.5411 \| 0.9127 \| 0.8470 \| 0.8362 \| 0.8725 \| 0.6792 \| 0.7673 \| 0.3918 \| 0.8072 \| 0.7166 \| 0.8021 \| \| 0.2285 \| 11.03 \| 4080 \| 0.4664 \| 0.7163 \| 0.8265 \| 0.8859 \| 0.9377 \| 0.8312 \| 0.8673 \| 0.5617 \| 0.8987 \| 0.8708 \| 0.8179 \| 0.8720 \| 0.6835 \| 0.7639 \| 0.3920 \| 0.8086 \| 0.7112 \| 0.7827 \| \| 0.1239 \| 11.08 \| 4100 \| 0.4471 \| 0.7194 \| 0.8266 \| 0.8893 \| 0.9481 \| 0.8495 \| 0.8539 \| 0.5465 \| 0.8987 \| 0.8560 \| 0.8337 \| 0.8761 \| 0.6729 \| 0.7597 \| 0.3931 \| 0.8125 \| 0.7203 \| 0.8013 \| \| 0.0742 \| 11.14 \| 4120 \| 0.4513 \| 0.7231 \| 0.8197 \| 0.8905 \| 0.9421 \| 0.8260 \| 0.8597 \| 0.5005 \| 0.9130 \| 0.8609 \| 0.8357 \| 0.8703 \| 0.6826 \| 0.7677 \| 0.4029 \| 0.8154 \| 0.7231 \| 0.8001 \| \| 0.1861 \| 11.19 \| 4140 \| 0.4522 \| 0.7220 \| 0.8164 \| 0.8913 \| 0.9425 \| 0.8161 \| 0.8642 \| 0.4633 \| 0.9115 \| 0.8749 \| 0.8427 \| 0.8718 \| 0.6794 \| 0.7633 \| 0.3943 \| 0.8167 \| 0.7229 \| 0.8057 \| \| 0.0794 \| 11.24 \| 4160 \| 0.4709 \| 0.7219 \| 0.8258 \| 0.8896 \| 0.9432 \| 0.8393 \| 0.8598 \| 0.5297 \| 0.9005 \| 0.8669 \| 0.8410 \| 0.8705 \| 0.6805 \| 0.7621 \| 0.3984 \| 0.8145 \| 0.7222 \| 0.8049 \| \| 0.1616 \| 11.3 \| 4180 \| 0.4946 \| 0.7039 \| 0.8013 \| 0.8809 \| 0.9357 \| 0.7777 \| 0.8639 \| 0.4778 \| 0.9215 \| 0.8607 \| 0.7715 \| 0.8702 \| 0.6613 \| 0.7655 \| 0.3997 \| 0.8007 \| 0.6951 \| 0.7348 \| \| 0.2923 \| 11.35 \| 4200 \| 0.4866 \| 0.7009 \| 0.8007 \| 0.8795 \| 0.9394 \| 0.7483 \| 0.8629 \| 0.5252 \| 0.9185 \| 0.8486 \| 0.7621 \| 0.8702 \| 0.6403 \| 0.7659 \| 0.4087 \| 0.7988 \| 0.6945 \| 0.7279 \| \| 0.1627 \| 11.41 \| 4220 \| 0.4521 \| 0.7152 \| 0.8235 \| 0.8888 \| 0.9363 \| 0.7641 \| 0.8771 \| 0.5685 \| 0.9020 \| 0.8681 \| 0.8487 \| 0.8729 \| 0.6243 \| 0.7679 \| 0.3929 \| 0.8161 \| 0.7252 \| 0.8068 \| \| 0.1719 \| 11.46 \| 4240 \| 0.4681 \| 0.7174 \| 0.8207 \| 0.8895 \| 0.9373 \| 0.7653 \| 0.8788 \| 0.5549 \| 0.9087 \| 0.8545 \| 0.8456 \| 0.8728 \| 0.6424 \| 0.7709 \| 0.3909 \| 0.8162 \| 0.7249 \| 0.8037 \| \| 0.2675 \| 11.51 \| 4260 \| 0.5033 \| 0.7066 \| 0.8051 \| 0.8813 \| 0.9440 \| 0.7739 \| 0.8806 \| 0.5025 \| 0.9053 \| 0.8487 \| 0.7804 \| 0.8710 \| 0.6578 \| 0.7663 \| 0.4037 \| 0.7939 \| 0.7133 \| 0.7403 \| \| 0.1108 \| 11.57 \| 4280 \| 0.4680 \| 0.7138 \| 0.8164 \| 0.8858 \| 0.9338 \| 0.7772 \| 0.8839 \| 0.5244 \| 0.9098 \| 0.8779 \| 0.8077 \| 0.8735 \| 0.6583 \| 0.7645 \| 0.4067 \| 0.8064 \| 0.7198 \| 0.7676 \| \| 0.2194 \| 11.62 \| 4300 \| 0.4652 \| 0.7107 \| 0.8192 \| 0.8855 \| 0.9438 \| 0.7492 \| 0.8640 \| 0.5798 \| 0.8919 \| 0.8751 \| 0.8307 \| 0.8733 \| 0.6476 \| 0.7666 \| 0.3774 \| 0.8109 \| 0.7116 \| 0.7874 \| \| 0.1106 \| 11.68 \| 4320 \| 0.4775 \| 0.7096 \| 0.8164 \| 0.8826 \| 0.9377 \| 0.7927 \| 0.8621 \| 0.5615 \| 0.9042 \| 0.8516 \| 0.8049 \| 0.8673 \| 0.6761 \| 0.7588 \| 0.3876 \| 0.8065 \| 0.7042 \| 0.7667 \| \| 0.158 \| 11.73 \| 4340 \| 0.4871 \| 0.7105 \| 0.8172 \| 0.8822 \| 0.9319 \| 0.8248 \| 0.8622 \| 0.5417 \| 0.9101 \| 0.8460 \| 0.8038 \| 0.8638 \| 0.6827 \| 0.7552 \| 0.4001 \| 0.8067 \| 0.7009 \| 0.7641 \| \| 0.163 \| 11.78 \| 4360 \| 0.5091 \| 0.7146 \| 0.8131 \| 0.8850 \| 0.9444 \| 0.8177 \| 0.8572 \| 0.5094 \| 0.9097 \| 0.8536 \| 0.7995 \| 0.8650 \| 0.6877 \| 0.7614 \| 0.4080 \| 0.8119 \| 0.7053 \| 0.7628 \| \| 0.1114 \| 11.84 \| 4380 \| 0.4869 \| 0.7161 \| 0.8221 \| 0.8855 \| 0.9348 \| 0.8450 \| 0.8767 \| 0.5252 \| 0.9073 \| 0.8548 \| 0.8109 \| 0.8660 \| 0.6823 \| 0.7646 \| 0.4086 \| 0.8119 \| 0.7103 \| 0.7688 \| \| 0.2994 \| 11.89 \| 4400 \| 0.5103 \| 0.7133 \| 0.8114 \| 0.8838 \| 0.9459 \| 0.8384 \| 0.8919 \| 0.4736 \| 0.9022 \| 0.8338 \| 0.7940 \| 0.8593 \| 0.6848 \| 0.7636 \| 0.4136 \| 0.8095 \| 0.7020 \| 0.7604 \| \| 0.1622 \| 11.95 \| 4420 \| 0.4914 \| 0.7122 \| 0.8152 \| 0.8835 \| 0.9427 \| 0.8549 \| 0.8816 \| 0.4822 \| 0.9011 \| 0.8503 \| 0.7935 \| 0.8597 \| 0.6797 \| 0.7615 \| 0.4053 \| 0.8098 \| 0.7102 \| 0.7595 \| \| 0.1255 \| 12.0 \| 4440 \| 0.4792 \| 0.7144 \| 0.8228 \| 0.8836 \| 0.9438 \| 0.8124 \| 0.8637 \| 0.5545 \| 0.8867 \| 0.8942 \| 0.8040 \| 0.8662 \| 0.6768 \| 0.7604 \| 0.4174 \| 0.8055 \| 0.7078 \| 0.7670 \| \| 0.2135 \| 12.05 \| 4460 \| 0.4807 \| 0.7121 \| 0.8127 \| 0.8854 \| 0.9312 \| 0.7552 \| 0.8769 \| 0.5448 \| 0.9194 \| 0.8410 \| 0.8203 \| 0.8694 \| 0.6475 \| 0.7606 \| 0.4150 \| 0.8115 \| 0.7014 \| 0.7793 \| \| 0.1955 \| 12.11 \| 4480 \| 0.5035 \| 0.7149 \| 0.8200 \| 0.8846 \| 0.9325 \| 0.8246 \| 0.8859 \| 0.5171 \| 0.9061 \| 0.8724 \| 0.8014 \| 0.8604 \| 0.6796 \| 0.7521 \| 0.4200 \| 0.8161 \| 0.7070 \| 0.7693 \| \| 0.2167 \| 12.16 \| 4500 \| 0.4763 \| 0.7194 \| 0.8257 \| 0.8874 \| 0.9356 \| 0.8337 \| 0.8724 \| 0.5464 \| 0.9074 \| 0.8682 \| 0.8163 \| 0.8661 \| 0.6726 \| 0.7668 \| 0.4262 \| 0.8184 \| 0.7063 \| 0.7796 \| \| 0.1579 \| 12.22 \| 4520 \| 0.4657 \| 0.7177 \| 0.8237 \| 0.8867 \| 0.9368 \| 0.8175 \| 0.8703 \| 0.5574 \| 0.9088 \| 0.8671 \| 0.8078 \| 0.8697 \| 0.6802 \| 0.7633 \| 0.4190 \| 0.8173 \| 0.7071 \| 0.7670 \| \| 0.2283 \| 12.27 \| 4540 \| 0.5004 \| 0.7110 \| 0.8160 \| 0.8841 \| 0.9343 \| 0.7661 \| 0.8655 \| 0.5524 \| 0.9074 \| 0.8792 \| 0.8071 \| 0.8656 \| 0.6547 \| 0.7625 \| 0.4119 \| 0.8136 \| 0.7032 \| 0.7658 \| \| 0.1976 \| 12.32 \| 4560 \| 0.4800 \| 0.7098 \| 0.8224 \| 0.8840 \| 0.9317 \| 0.7796 \| 0.8673 \| 0.5767 \| 0.9015 \| 0.8894 \| 0.8105 \| 0.8676 \| 0.6407 \| 0.7650 \| 0.4060 \| 0.8137 \| 0.7050 \| 0.7709 \| \| 0.0708 \| 12.38 \| 4580 \| 0.4814 \| 0.7175 \| 0.8268 \| 0.8857 \| 0.9324 \| 0.8030 \| 0.8685 \| 0.5721 \| 0.8991 \| 0.8922 \| 0.8204 \| 0.8701 \| 0.6756 \| 0.7664 \| 0.4241 \| 0.8115 \| 0.6960 \| 0.7787 \| \| 0.083 \| 12.43 \| 4600 \| 0.4913 \| 0.7198 \| 0.8250 \| 0.8873 \| 0.9328 \| 0.8259 \| 0.8798 \| 0.5362 \| 0.9065 \| 0.8737 \| 0.8204 \| 0.8694 \| 0.6812 \| 0.7649 \| 0.4283 \| 0.8149 \| 0.7037 \| 0.7765 \| \| 0.1268 \| 12.49 \| 4620 \| 0.4745 \| 0.7132 \| 0.8133 \| 0.8852 \| 0.9426 \| 0.7967 \| 0.8799 \| 0.5131 \| 0.9059 \| 0.8451 \| 0.8094 \| 0.8662 \| 0.6782 \| 0.7670 \| 0.3981 \| 0.8126 \| 0.7009 \| 0.7695 \| \| 0.2728 \| 12.54 \| 4640 \| 0.5005 \| 0.7110 \| 0.8214 \| 0.8835 \| 0.9406 \| 0.8310 \| 0.8646 \| 0.5391 \| 0.8927 \| 0.8687 \| 0.8133 \| 0.8684 \| 0.6781 \| 0.7656 \| 0.3807 \| 0.8058 \| 0.7003 \| 0.7781 \| \| 0.1652 \| 12.59 \| 4660 \| 0.4490 \| 0.7244 \| 0.8264 \| 0.8909 \| 0.9373 \| 0.8113 \| 0.8600 \| 0.5563 \| 0.9068 \| 0.8429 \| 0.8706 \| 0.8728 \| 0.6780 \| 0.7709 \| 0.3907 \| 0.8118 \| 0.7160 \| 0.8305 \| \| 0.3775 \| 12.65 \| 4680 \| 0.4482 \| 0.7281 \| 0.8263 \| 0.8930 \| 0.9409 \| 0.8235 \| 0.8679 \| 0.5153 \| 0.9065 \| 0.8707 \| 0.8595 \| 0.8720 \| 0.6841 \| 0.7684 \| 0.4080 \| 0.8185 \| 0.7239 \| 0.8220 \| \| 0.1325 \| 12.7 \| 4700 \| 0.4561 \| 0.7242 \| 0.8265 \| 0.8907 \| 0.9427 \| 0.8141 \| 0.8761 \| 0.5290 \| 0.8979 \| 0.8854 \| 0.8401 \| 0.8737 \| 0.6823 \| 0.7721 \| 0.4114 \| 0.8163 \| 0.7142 \| 0.7994 \| \| 0.2477 \| 12.76 \| 4720 \| 0.4650 \| 0.7206 \| 0.8196 \| 0.8898 \| 0.9362 \| 0.8128 \| 0.8657 \| 0.5048 \| 0.9167 \| 0.8737 \| 0.8272 \| 0.8739 \| 0.6817 \| 0.7673 \| 0.4077 \| 0.8177 \| 0.7052 \| 0.7904 \| \| 0.1046 \| 12.81 \| 4740 \| 0.4666 \| 0.7127 \| 0.8205 \| 0.8842 \| 0.9393 \| 0.8162 \| 0.8727 \| 0.5512 \| 0.9008 \| 0.8569 \| 0.8062 \| 0.8714 \| 0.6797 \| 0.7619 \| 0.3981 \| 0.8060 \| 0.7003 \| 0.7718 \| \| 0.1242 \| 12.86 \| 4760 \| 0.4870 \| 0.7043 \| 0.8156 \| 0.8793 \| 0.9373 \| 0.8145 \| 0.8804 \| 0.5417 \| 0.9008 \| 0.8808 \| 0.7539 \| 0.8741 \| 0.6811 \| 0.7665 \| 0.4029 \| 0.8002 \| 0.6841 \| 0.7210 \| \| 0.1909 \| 12.92 \| 4780 \| 0.5522 \| 0.6987 \| 0.8020 \| 0.8762 \| 0.9426 \| 0.8216 \| 0.8797 \| 0.5001 \| 0.9145 \| 0.8369 \| 0.7186 \| 0.8686 \| 0.6810 \| 0.7737 \| 0.4095 \| 0.7967 \| 0.6737 \| 0.6875 \| \| 0.142 \| 12.97 \| 4800 \| 0.5047 \| 0.7038 \| 0.8064 \| 0.8798 \| 0.9394 \| 0.8153 \| 0.8796 \| 0.4926 \| 0.9151 \| 0.8588 \| 0.7438 \| 0.8728 \| 0.6857 \| 0.7735 \| 0.4113 \| 0.8051 \| 0.6706 \| 0.7077 \| \| 0.1242 \| 13.03 \| 4820 \| 0.5378 \| 0.6990 \| 0.8047 \| 0.8773 \| 0.9405 \| 0.8212 \| 0.8890 \| 0.4726 \| 0.9053 \| 0.8772 \| 0.7273 \| 0.8691 \| 0.6843 \| 0.7697 \| 0.4003 \| 0.8026 \| 0.6717 \| 0.6950 \| \| 0.202 \| 13.08 \| 4840 \| 0.4988 \| 0.7043 \| 0.8121 \| 0.8798 \| 0.9348 \| 0.8340 \| 0.8864 \| 0.5075 \| 0.9107 \| 0.8537 \| 0.7575 \| 0.8661 \| 0.6832 \| 0.7610 \| 0.4099 \| 0.8097 \| 0.6741 \| 0.7263 \| \| 0.1793 \| 13.14 \| 4860 \| 0.4787 \| 0.7134 \| 0.8156 \| 0.8850 \| 0.9397 \| 0.8351 \| 0.8804 \| 0.5004 \| 0.9086 \| 0.8378 \| 0.8070 \| 0.8650 \| 0.6848 \| 0.7616 \| 0.4041 \| 0.8140 \| 0.6920 \| 0.7721 \| \| 0.1127 \| 13.19 \| 4880 \| 0.4951 \| 0.7127 \| 0.8106 \| 0.8847 \| 0.9419 \| 0.8063 \| 0.8622 \| 0.4947 \| 0.9118 \| 0.8599 \| 0.7972 \| 0.8629 \| 0.6821 \| 0.7566 \| 0.4077 \| 0.8148 \| 0.6976 \| 0.7672 \| \| 0.3186 \| 13.24 \| 4900 \| 0.4851 \| 0.7161 \| 0.8143 \| 0.8865 \| 0.9383 \| 0.8289 \| 0.8699 \| 0.4787 \| 0.9135 \| 0.8621 \| 0.8087 \| 0.8650 \| 0.6865 \| 0.7587 \| 0.4097 \| 0.8164 \| 0.7046 \| 0.7717 \| \| 0.0742 \| 13.3 \| 4920 \| 0.4537 \| 0.7180 \| 0.8222 \| 0.8875 \| 0.9384 \| 0.8105 \| 0.8876 \| 0.5297 \| 0.9011 \| 0.8609 \| 0.8271 \| 0.8679 \| 0.6756 \| 0.7565 \| 0.4170 \| 0.8171 \| 0.7015 \| 0.7904 \| \| 0.239 \| 13.35 \| 4940 \| 0.4803 \| 0.7176 \| 0.8244 \| 0.8871 \| 0.9306 \| 0.8286 \| 0.8829 \| 0.5318 \| 0.9103 \| 0.8682 \| 0.8184 \| 0.8675 \| 0.6715 \| 0.7636 \| 0.4206 \| 0.8188 \| 0.6998 \| 0.7814 \| \| 0.313 \| 13.41 \| 4960 \| 0.5416 \| 0.6948 \| 0.8065 \| 0.8744 \| 0.9373 \| 0.7847 \| 0.8905 \| 0.5462 \| 0.9027 \| 0.8608 \| 0.7231 \| 0.8646 \| 0.6620 \| 0.7641 \| 0.4123 \| 0.8022 \| 0.6694 \| 0.6894 \| \| 0.1568 \| 13.46 \| 4980 \| 0.5448 \| 0.6918 \| 0.7989 \| 0.8744 \| 0.9489 \| 0.7640 \| 0.8815 \| 0.5194 \| 0.8978 \| 0.8645 \| 0.7165 \| 0.8630 \| 0.6564 \| 0.7647 \| 0.3938 \| 0.8041 \| 0.6744 \| 0.6860 \| \| 1.6999 \| 13.51 \| 5000 \| 0.5304 \| 0.6930 \| 0.8041 \| 0.8738 \| 0.9399 \| 0.8000 \| 0.8815 \| 0.5332 \| 0.9027 \| 0.8460 \| 0.7254 \| 0.8639 \| 0.6642 \| 0.7609 \| 0.3986 \| 0.7992 \| 0.6748 \| 0.6894 \| \| 0.0895 \| 13.57 \| 5020 \| 0.5758 \| 0.6924 \| 0.8062 \| 0.8726 \| 0.9397 \| 0.7865 \| 0.8731 \| 0.5551 \| 0.8960 \| 0.8769 \| 0.7164 \| 0.8653 \| 0.6623 \| 0.7586 \| 0.4020 \| 0.7937 \| 0.6763 \| 0.6887 \| \| 0.1111 \| 13.62 \| 5040 \| 0.5716 \| 0.7012 \| 0.8049 \| 0.8758 \| 0.9305 \| 0.8156 \| 0.8741 \| 0.5043 \| 0.9174 \| 0.8614 \| 0.7307 \| 0.8654 \| 0.6864 \| 0.7529 \| 0.4294 \| 0.7964 \| 0.6820 \| 0.6957 \| \| 0.2358 \| 13.68 \| 5060 \| 0.4927 \| 0.7151 \| 0.8263 \| 0.8831 \| 0.9372 \| 0.8262 \| 0.8733 \| 0.5730 \| 0.8905 \| 0.8771 \| 0.8068 \| 0.8652 \| 0.6864 \| 0.7560 \| 0.4173 \| 0.8054 \| 0.7038 \| 0.7715 \| \| 0.2064 \| 13.73 \| 5080 \| 0.5011 \| 0.7053 \| 0.8176 \| 0.8785 \| 0.9377 \| 0.8290 \| 0.8680 \| 0.5611 \| 0.8998 \| 0.8736 \| 0.7541 \| 0.8681 \| 0.6856 \| 0.7611 \| 0.4249 \| 0.8045 \| 0.6713 \| 0.7213 \| \| 0.2091 \| 13.78 \| 5100 \| 0.5034 \| 0.7112 \| 0.8232 \| 0.8820 \| 0.9343 \| 0.8270 \| 0.8709 \| 0.5490 \| 0.8943 \| 0.8955 \| 0.7910 \| 0.8696 \| 0.6850 \| 0.7554 \| 0.4303 \| 0.8095 \| 0.6797 \| 0.7486 \| \| 0.079 \| 13.84 \| 5120 \| 0.5097 \| 0.7037 \| 0.8106 \| 0.8779 \| 0.9405 \| 0.8260 \| 0.8620 \| 0.5184 \| 0.9049 \| 0.8890 \| 0.7336 \| 0.8703 \| 0.6894 \| 0.7646 \| 0.4265 \| 0.8021 \| 0.6758 \| 0.6975 \| \| 0.205 \| 13.89 \| 5140 \| 0.4906 \| 0.7016 \| 0.8057 \| 0.8774 \| 0.9455 \| 0.8202 \| 0.8718 \| 0.5209 \| 0.9095 \| 0.8419 \| 0.7298 \| 0.8699 \| 0.6920 \| 0.7652 \| 0.4171 \| 0.8014 \| 0.6707 \| 0.6949 \| \| 0.1016 \| 13.95 \| 5160 \| 0.4983 \| 0.7065 \| 0.8102 \| 0.8801 \| 0.9412 \| 0.8151 \| 0.8751 \| 0.5208 \| 0.9114 \| 0.8660 \| 0.7420 \| 0.8701 \| 0.6917 \| 0.7688 \| 0.4237 \| 0.8085 \| 0.6751 \| 0.7074 \| \| 0.1474 \| 14.0 \| 5180 \| 0.4849 \| 0.7157 \| 0.8210 \| 0.8852 \| 0.9438 \| 0.8319 \| 0.8696 \| 0.5334 \| 0.9001 \| 0.8755 \| 0.7927 \| 0.8671 \| 0.6888 \| 0.7704 \| 0.4120 \| 0.8143 \| 0.7021 \| 0.7548 \| \| 0.0501 \| 14.05 \| 5200 \| 0.5273 \| 0.7015 \| 0.8105 \| 0.8772 \| 0.9407 \| 0.8596 \| 0.8686 \| 0.5113 \| 0.9120 \| 0.8689 \| 0.7124 \| 0.8684 \| 0.6905 \| 0.7701 \| 0.4137 \| 0.8030 \| 0.6788 \| 0.6859 \| \| 1.6024 \| 14.11 \| 5220 \| 0.5348 \| 0.7028 \| 0.8118 \| 0.8769 \| 0.9348 \| 0.8290 \| 0.8883 \| 0.5219 \| 0.9077 \| 0.8815 \| 0.7194 \| 0.8690 \| 0.6911 \| 0.7726 \| 0.4222 \| 0.8000 \| 0.6817 \| 0.6831 \| \| 0.175 \| 14.16 \| 5240 \| 0.5391 \| 0.7019 \| 0.8117 \| 0.8769 \| 0.9422 \| 0.8212 \| 0.9006 \| 0.5242 \| 0.8958 \| 0.8726 \| 0.7255 \| 0.8662 \| 0.6841 \| 0.7670 \| 0.4270 \| 0.8036 \| 0.6711 \| 0.6946 \| \| 0.1283 \| 14.22 \| 5260 \| 0.5025 \| 0.7047 \| 0.8106 \| 0.8783 \| 0.9430 \| 0.8315 \| 0.8790 \| 0.5257 \| 0.9080 \| 0.8610 \| 0.7259 \| 0.8686 \| 0.6914 \| 0.7715 \| 0.4289 \| 0.8044 \| 0.6757 \| 0.6926 \| \| 0.055 \| 14.27 \| 5280 \| 0.5071 \| 0.7203 \| 0.8201 \| 0.8873 \| 0.9432 \| 0.8248 \| 0.8695 \| 0.5408 \| 0.9146 \| 0.8590 \| 0.7886 \| 0.8705 \| 0.6879 \| 0.7688 \| 0.4319 \| 0.8140 \| 0.7094 \| 0.7599 \| \| 0.116 \| 14.32 \| 5300 \| 0.4516 \| 0.7234 \| 0.8328 \| 0.8891 \| 0.9296 \| 0.8452 \| 0.8716 \| 0.5655 \| 0.9098 \| 0.8842 \| 0.8238 \| 0.8742 \| 0.6837 \| 0.7684 \| 0.4236 \| 0.8154 \| 0.7146 \| 0.7839 \| \| 0.1624 \| 14.38 \| 5320 \| 0.4612 \| 0.7211 \| 0.8120 \| 0.8900 \| 0.9402 \| 0.8069 \| 0.8687 \| 0.4762 \| 0.9268 \| 0.8489 \| 0.8163 \| 0.8730 \| 0.6914 \| 0.7692 \| 0.4097 \| 0.8179 \| 0.7093 \| 0.7772 \| \| 0.0905 \| 14.43 \| 5340 \| 0.5054 \| 0.7191 \| 0.8181 \| 0.8875 \| 0.9462 \| 0.8199 \| 0.8706 \| 0.4929 \| 0.9016 \| 0.8985 \| 0.7968 \| 0.8682 \| 0.6911 \| 0.7707 \| 0.4128 \| 0.8151 \| 0.7111 \| 0.7648 \| \| 0.1946 \| 14.49 \| 5360 \| 0.4936 \| 0.7200 \| 0.8254 \| 0.8875 \| 0.9355 \| 0.8464 \| 0.8768 \| 0.5426 \| 0.9139 \| 0.8623 \| 0.8006 \| 0.8690 \| 0.6799 \| 0.7769 \| 0.4180 \| 0.8155 \| 0.7138 \| 0.7668 \| \| 0.1407 \| 14.54 \| 5380 \| 0.5064 \| 0.7184 \| 0.8240 \| 0.8857 \| 0.9375 \| 0.8265 \| 0.8840 \| 0.5519 \| 0.9072 \| 0.8753 \| 0.7853 \| 0.8680 \| 0.6856 \| 0.7731 \| 0.4208 \| 0.8112 \| 0.7133 \| 0.7566 \| \| 0.1457 \| 14.59 \| 5400 \| 0.4936 \| 0.7182 \| 0.8204 \| 0.8860 \| 0.9406 \| 0.8197 \| 0.8767 \| 0.5070 \| 0.8978 \| 0.9005 \| 0.8007 \| 0.8673 \| 0.6899 \| 0.7715 \| 0.4171 \| 0.8102 \| 0.7053 \| 0.7661 \| \| 0.1503 \| 14.65 \| 5420 \| 0.5100 \| 0.7028 \| 0.8093 \| 0.8787 \| 0.9369 \| 0.8380 \| 0.8747 \| 0.4937 \| 0.9112 \| 0.8686 \| 0.7417 \| 0.8708 \| 0.6851 \| 0.7669 \| 0.4009 \| 0.7993 \| 0.6893 \| 0.7073 \| \| 0.2983 \| 14.7 \| 5440 \| 0.5051 \| 0.7028 \| 0.8087 \| 0.8792 \| 0.9361 \| 0.8354 \| 0.8726 \| 0.4787 \| 0.9118 \| 0.8844 \| 0.7421 \| 0.8707 \| 0.6855 \| 0.7640 \| 0.3966 \| 0.8017 \| 0.6924 \| 0.7092 \| \| 0.168 \| 14.76 \| 5460 \| 0.4620 \| 0.7229 \| 0.8271 \| 0.8903 \| 0.9376 \| 0.8473 \| 0.8669 \| 0.5054 \| 0.9030 \| 0.8918 \| 0.8374 \| 0.8726 \| 0.6844 \| 0.7665 \| 0.4008 \| 0.8153 \| 0.7217 \| 0.7988 \| \| 0.1338 \| 14.81 \| 5480 \| 0.4887 \| 0.7121 \| 0.8213 \| 0.8835 \| 0.9331 \| 0.8463 \| 0.8525 \| 0.5236 \| 0.9070 \| 0.8965 \| 0.7902 \| 0.8751 \| 0.6859 \| 0.7633 \| 0.4067 \| 0.8042 \| 0.6973 \| 0.7524 \| \| 0.1672 \| 14.86 \| 5500 \| 0.5014 \| 0.7046 \| 0.8138 \| 0.8794 \| 0.9370 \| 0.8247 \| 0.8690 \| 0.5302 \| 0.9075 \| 0.8806 \| 0.7476 \| 0.8744 \| 0.6861 \| 0.7706 \| 0.4044 \| 0.8007 \| 0.6829 \| 0.7134 \| \| 0.2296 \| 14.92 \| 5520 \| 0.5313 \| 0.6963 \| 0.8049 \| 0.8763 \| 0.9432 \| 0.7757 \| 0.8739 \| 0.5365 \| 0.9029 \| 0.8732 \| 0.7293 \| 0.8705 \| 0.6613 \| 0.7686 \| 0.3956 \| 0.7998 \| 0.6819 \| 0.6965 \| \| 0.1513 \| 14.97 \| 5540 \| 0.5274 \| 0.6941 \| 0.7987 \| 0.8768 \| 0.9426 \| 0.7528 \| 0.8702 \| 0.5081 \| 0.9102 \| 0.8770 \| 0.7299 \| 0.8713 \| 0.6469 \| 0.7666 \| 0.3939 \| 0.8019 \| 0.6810 \| 0.6974 \| \| 0.252 \| 15.03 \| 5560 \| 0.4824 \| 0.7041 \| 0.8097 \| 0.8837 \| 0.9384 \| 0.7608 \| 0.8776 \| 0.5197 \| 0.9096 \| 0.8647 \| 0.7968 \| 0.8746 \| 0.6408 \| 0.7632 \| 0.3878 \| 0.8126 \| 0.6887 \| 0.7612 \| \| 0.1755 \| 15.08 \| 5580 \| 0.4582 \| 0.7146 \| 0.8126 \| 0.8892 \| 0.9418 \| 0.7445 \| 0.8582 \| 0.5304 \| 0.9142 \| 0.8574 \| 0.8417 \| 0.8759 \| 0.6404 \| 0.7661 \| 0.3923 \| 0.8155 \| 0.7084 \| 0.8036 \| \| 0.1621 \| 15.14 \| 5600 \| 0.4815 \| 0.7000 \| 0.7990 \| 0.8802 \| 0.9382 \| 0.7697 \| 0.8770 \| 0.4916 \| 0.9226 \| 0.8249 \| 0.7691 \| 0.8716 \| 0.6581 \| 0.7659 \| 0.3875 \| 0.8030 \| 0.6794 \| 0.7342 \| \| 0.1574 \| 15.19 \| 5620 \| 0.5001 \| 0.6989 \| 0.8053 \| 0.8775 \| 0.9364 \| 0.8046 \| 0.8812 \| 0.5101 \| 0.9123 \| 0.8438 \| 0.7486 \| 0.8707 \| 0.6735 \| 0.7652 \| 0.3911 \| 0.7981 \| 0.6781 \| 0.7156 \| \| 0.0942 \| 15.24 \| 5640 \| 0.5032 \| 0.7019 \| 0.8079 \| 0.8786 \| 0.9384 \| 0.8194 \| 0.8816 \| 0.5162 \| 0.9137 \| 0.8415 \| 0.7441 \| 0.8737 \| 0.6861 \| 0.7686 \| 0.3967 \| 0.7989 \| 0.6775 \| 0.7122 \| \| 0.2344 \| 15.3 \| 5660 \| 0.4795 \| 0.7205 \| 0.8166 \| 0.8889 \| 0.9418 \| 0.8047 \| 0.8772 \| 0.5131 \| 0.9170 \| 0.8514 \| 0.8111 \| 0.8714 \| 0.6843 \| 0.7691 \| 0.4191 \| 0.8172 \| 0.7055 \| 0.7771 \| \| 0.09 \| 15.35 \| 5680 \| 0.4891 \| 0.7194 \| 0.8227 \| 0.8878 \| 0.9383 \| 0.7864 \| 0.8629 \| 0.5659 \| 0.9082 \| 0.8794 \| 0.8174 \| 0.8734 \| 0.6687 \| 0.7713 \| 0.4229 \| 0.8128 \| 0.7053 \| 0.7811 \| \| 0.1229 \| 15.41 \| 5700 \| 0.5433 \| 0.6990 \| 0.8082 \| 0.8765 \| 0.9409 \| 0.7778 \| 0.8542 \| 0.5850 \| 0.9119 \| 0.8596 \| 0.7284 \| 0.8731 \| 0.6594 \| 0.7705 \| 0.4174 \| 0.7977 \| 0.6785 \| 0.6960 \| \| 0.1885 \| 15.46 \| 5720 \| 0.4991 \| 0.7217 \| 0.8241 \| 0.8885 \| 0.9364 \| 0.8245 \| 0.8705 \| 0.5246 \| 0.9090 \| 0.8912 \| 0.8123 \| 0.8718 \| 0.6825 \| 0.7700 \| 0.4259 \| 0.8147 \| 0.7126 \| 0.7743 \| \| 0.0921 \| 15.51 \| 5740 \| 0.4973 \| 0.7201 \| 0.8165 \| 0.8882 \| 0.9431 \| 0.8082 \| 0.8634 \| 0.5052 \| 0.9124 \| 0.8778 \| 0.8052 \| 0.8693 \| 0.6841 \| 0.7673 \| 0.4206 \| 0.8158 \| 0.7145 \| 0.7691 \| \| 0.1609 \| 15.57 \| 5760 \| 0.5065 \| 0.7176 \| 0.8145 \| 0.8868 \| 0.9351 \| 0.8171 \| 0.8477 \| 0.5257 \| 0.9280 \| 0.8355 \| 0.8124 \| 0.8693 \| 0.6749 \| 0.7670 \| 0.4226 \| 0.8118 \| 0.7064 \| 0.7708 \| \| 0.0469 \| 15.62 \| 5780 \| 0.4886 \| 0.7223 \| 0.8205 \| 0.8891 \| 0.9431 \| 0.8182 \| 0.8719 \| 0.5112 \| 0.9095 \| 0.8843 \| 0.8054 \| 0.8697 \| 0.6838 \| 0.7707 \| 0.4291 \| 0.8189 \| 0.7142 \| 0.7694 \| \| 0.1541 \| 15.68 \| 5800 \| 0.5050 \| 0.7189 \| 0.8215 \| 0.8865 \| 0.9426 \| 0.8289 \| 0.8893 \| 0.4996 \| 0.8942 \| 0.8930 \| 0.8031 \| 0.8688 \| 0.6886 \| 0.7723 \| 0.4235 \| 0.8108 \| 0.6986 \| 0.7693 \| \| 0.0944 \| 15.73 \| 5820 \| 0.5343 \| 0.7051 \| 0.8020 \| 0.8814 \| 0.9445 \| 0.7882 \| 0.8862 \| 0.4734 \| 0.9174 \| 0.8670 \| 0.7375 \| 0.8691 \| 0.6804 \| 0.7769 \| 0.4098 \| 0.8117 \| 0.6828 \| 0.7048 \| \| 0.1106 \| 15.78 \| 5840 \| 0.4883 \| 0.7202 \| 0.8240 \| 0.8889 \| 0.9411 \| 0.7954 \| 0.8744 \| 0.5544 \| 0.9068 \| 0.8894 \| 0.8066 \| 0.8721 \| 0.6697 \| 0.7760 \| 0.4254 \| 0.8219 \| 0.7082 \| 0.7680 \| \| 0.1322 \| 15.84 \| 5860 \| 0.5120 \| 0.7151 \| 0.8149 \| 0.8854 \| 0.9485 \| 0.7949 \| 0.8842 \| 0.5345 \| 0.9070 \| 0.8626 \| 0.7725 \| 0.8638 \| 0.6774 \| 0.7749 \| 0.4170 \| 0.8184 \| 0.7093 \| 0.7445 \| \| 0.1645 \| 15.89 \| 5880 \| 0.5088 \| 0.7066 \| 0.8086 \| 0.8809 \| 0.9456 \| 0.7986 \| 0.8496 \| 0.5327 \| 0.9140 \| 0.8764 \| 0.7432 \| 0.8665 \| 0.6763 \| 0.7681 \| 0.4188 \| 0.8115 \| 0.6922 \| 0.7130 \| \| 0.2885 \| 15.95 \| 5900 \| 0.5200 \| 0.7179 \| 0.8232 \| 0.8857 \| 0.9407 \| 0.8060 \| 0.8772 \| 0.5637 \| 0.9043 \| 0.8878 \| 0.7823 \| 0.8667 \| 0.6839 \| 0.7739 \| 0.4213 \| 0.8155 \| 0.7131 \| 0.7507 \| \| 0.1412 \| 16.0 \| 5920 \| 0.5463 \| 0.7049 \| 0.8077 \| 0.8793 \| 0.9383 \| 0.7954 \| 0.8787 \| 0.5323 \| 0.9202 \| 0.8658 \| 0.7232 \| 0.8738 \| 0.6801 \| 0.7722 \| 0.4312 \| 0.8030 \| 0.6820 \| 0.6924 \| \| 0.091 \| 16.05 \| 5940 \| 0.4954 \| 0.7081 \| 0.8085 \| 0.8832 \| 0.9418 \| 0.7740 \| 0.8777 \| 0.5227 \| 0.9172 \| 0.8652 \| 0.7610 \| 0.8729 \| 0.6621 \| 0.7751 \| 0.4212 \| 0.8131 \| 0.6871 \| 0.7251 \| \| 0.1643 \| 16.11 \| 5960 \| 0.5759 \| 0.7020 \| 0.8116 \| 0.8775 \| 0.9384 \| 0.8081 \| 0.8759 \| 0.5597 \| 0.9132 \| 0.8721 \| 0.7140 \| 0.8708 \| 0.6669 \| 0.7745 \| 0.4343 \| 0.8033 \| 0.6782 \| 0.6861 \| \| 0.1183 \| 16.16 \| 5980 \| 0.5929 \| 0.7029 \| 0.8172 \| 0.8762 \| 0.9375 \| 0.8448 \| 0.8602 \| 0.5840 \| 0.9079 \| 0.8687 \| 0.7171 \| 0.8702 \| 0.6799 \| 0.7706 \| 0.4386 \| 0.7982 \| 0.6775 \| 0.6855 \| \| 0.5279 \| 16.22 \| 6000 \| 0.5750 \| 0.7054 \| 0.8117 \| 0.8781 \| 0.9403 \| 0.8191 \| 0.8778 \| 0.5382 \| 0.9078 \| 0.8725 \| 0.7263 \| 0.8695 \| 0.6867 \| 0.7687 \| 0.4381 \| 0.8020 \| 0.6813 \| 0.6916 \| \| 0.1544 \| 16.27 \| 6020 \| 0.5374 \| 0.7066 \| 0.8112 \| 0.8791 \| 0.9386 \| 0.8314 \| 0.8604 \| 0.5393 \| 0.9205 \| 0.8662 \| 0.7220 \| 0.8714 \| 0.6868 \| 0.7714 \| 0.4411 \| 0.8042 \| 0.6834 \| 0.6882 \| \| 0.0963 \| 16.32 \| 6040 \| 0.5530 \| 0.7029 \| 0.8069 \| 0.8781 \| 0.9391 \| 0.8075 \| 0.8810 \| 0.5368 \| 0.9208 \| 0.8469 \| 0.7165 \| 0.8704 \| 0.6777 \| 0.7733 \| 0.4323 \| 0.8040 \| 0.6778 \| 0.6846 \| \| 0.0602 \| 16.38 \| 6060 \| 0.6505 \| 0.6977 \| 0.8035 \| 0.8752 \| 0.9470 \| 0.8152 \| 0.8775 \| 0.5288 \| 0.9111 \| 0.8539 \| 0.6914 \| 0.8644 \| 0.6816 \| 0.7699 \| 0.4210 \| 0.8034 \| 0.6758 \| 0.6678 \| \| 0.1542 \| 16.43 \| 6080 \| 0.5294 \| 0.7021 \| 0.8136 \| 0.8781 \| 0.9420 \| 0.8220 \| 0.8912 \| 0.5470 \| 0.9031 \| 0.8654 \| 0.7245 \| 0.8686 \| 0.6810 \| 0.7690 \| 0.4154 \| 0.8080 \| 0.6778 \| 0.6949 \| \| 0.137 \| 16.49 \| 6100 \| 0.5182 \| 0.7184 \| 0.8156 \| 0.8872 \| 0.9446 \| 0.7972 \| 0.8600 \| 0.5389 \| 0.9170 \| 0.8595 \| 0.7924 \| 0.8694 \| 0.6816 \| 0.7678 \| 0.4274 \| 0.8172 \| 0.7043 \| 0.7609 \| \| 0.0867 \| 16.54 \| 6120 \| 0.5216 \| 0.7193 \| 0.8213 \| 0.8872 \| 0.9388 \| 0.8108 \| 0.8635 \| 0.5617 \| 0.9165 \| 0.8579 \| 0.8001 \| 0.8691 \| 0.6825 \| 0.7644 \| 0.4288 \| 0.8181 \| 0.7050 \| 0.7670 \| \| 0.5929 \| 16.59 \| 6140 \| 0.5043 \| 0.7233 \| 0.8254 \| 0.8890 \| 0.9393 \| 0.8252 \| 0.8775 \| 0.5460 \| 0.9106 \| 0.8736 \| 0.8058 \| 0.8684 \| 0.6858 \| 0.7662 \| 0.4400 \| 0.8222 \| 0.7103 \| 0.7704 \| \| 0.0974 \| 16.65 \| 6160 \| 0.4912 \| 0.7220 \| 0.8271 \| 0.8891 \| 0.9368 \| 0.8349 \| 0.8698 \| 0.5416 \| 0.9072 \| 0.8742 \| 0.8254 \| 0.8713 \| 0.6870 \| 0.7559 \| 0.4222 \| 0.8194 \| 0.7094 \| 0.7889 \| \| 0.095 \| 16.7 \| 6180 \| 0.4927 \| 0.7230 \| 0.8245 \| 0.8901 \| 0.9314 \| 0.8442 \| 0.8709 \| 0.5040 \| 0.9164 \| 0.8689 \| 0.8353 \| 0.8694 \| 0.6868 \| 0.7518 \| 0.4146 \| 0.8196 \| 0.7173 \| 0.8015 \| \| 0.1762 \| 16.76 \| 6200 \| 0.4817 \| 0.7245 \| 0.8222 \| 0.8917 \| 0.9339 \| 0.8061 \| 0.8888 \| 0.5058 \| 0.9154 \| 0.8567 \| 0.8483 \| 0.8709 \| 0.6797 \| 0.7528 \| 0.4135 \| 0.8218 \| 0.7227 \| 0.8098 \| \| 0.2064 \| 16.81 \| 6220 \| 0.4831 \| 0.7223 \| 0.8190 \| 0.8909 \| 0.9332 \| 0.8165 \| 0.8739 \| 0.4928 \| 0.9234 \| 0.8572 \| 0.8358 \| 0.8704 \| 0.6787 \| 0.7542 \| 0.4173 \| 0.8232 \| 0.7128 \| 0.7996 \| \| 2.5722 \| 16.86 \| 6240 \| 0.4929 \| 0.7249 \| 0.8200 \| 0.8922 \| 0.9375 \| 0.8226 \| 0.8883 \| 0.4654 \| 0.9130 \| 0.8658 \| 0.8470 \| 0.8692 \| 0.6880 \| 0.7566 \| 0.4044 \| 0.8224 \| 0.7237 \| 0.8101 \| \| 0.0689 \| 16.92 \| 6260 \| 0.4486 \| 0.7294 \| 0.8316 \| 0.8924 \| 0.9362 \| 0.8250 \| 0.8771 \| 0.5544 \| 0.9072 \| 0.8705 \| 0.8508 \| 0.8704 \| 0.6850 \| 0.7599 \| 0.4309 \| 0.8221 \| 0.7257 \| 0.8117 \| \| 0.1418 \| 16.97 \| 6280 \| 0.4676 \| 0.7265 \| 0.8279 \| 0.8918 \| 0.9324 \| 0.8054 \| 0.8903 \| 0.5608 \| 0.9159 \| 0.8416 \| 0.8491 \| 0.8702 \| 0.6729 \| 0.7592 \| 0.4288 \| 0.8226 \| 0.7200 \| 0.8116 \| \| 0.077 \| 17.03 \| 6300 \| 0.4762 \| 0.7229 \| 0.8299 \| 0.8893 \| 0.9258 \| 0.8208 \| 0.8694 \| 0.5676 \| 0.9126 \| 0.8604 \| 0.8527 \| 0.8666 \| 0.6730 \| 0.7488 \| 0.4191 \| 0.8194 \| 0.7247 \| 0.8087 \| \| 0.1309 \| 17.08 \| 6320 \| 0.4832 \| 0.7261 \| 0.8323 \| 0.8912 \| 0.9401 \| 0.8092 \| 0.8773 \| 0.5829 \| 0.8978 \| 0.8661 \| 0.8528 \| 0.8748 \| 0.6809 \| 0.7696 \| 0.4021 \| 0.8146 \| 0.7280 \| 0.8126 \| \| 0.0753 \| 17.14 \| 6340 \| 0.4893 \| 0.7281 \| 0.8320 \| 0.8920 \| 0.9401 \| 0.8229 \| 0.8759 \| 0.5826 \| 0.9065 \| 0.8460 \| 0.8497 \| 0.8754 \| 0.6857 \| 0.7703 \| 0.4125 \| 0.8162 \| 0.7253 \| 0.8112 \| \| 0.2753 \| 17.19 \| 6360 \| 0.4742 \| 0.7226 \| 0.8235 \| 0.8899 \| 0.9404 \| 0.8150 \| 0.8837 \| 0.5345 \| 0.9116 \| 0.8657 \| 0.8138 \| 0.8695 \| 0.6825 \| 0.7733 \| 0.4140 \| 0.8219 \| 0.7176 \| 0.7795 \| \| 1.1311 \| 17.24 \| 6380 \| 0.5416 \| 0.7014 \| 0.8033 \| 0.8793 \| 0.9505 \| 0.8132 \| 0.8690 \| 0.5012 \| 0.9163 \| 0.8656 \| 0.7075 \| 0.8704 \| 0.6818 \| 0.7692 \| 0.4125 \| 0.8123 \| 0.6849 \| 0.6783 \| \| 0.1347 \| 17.3 \| 6400 \| 0.5364 \| 0.7023 \| 0.8065 \| 0.8792 \| 0.9478 \| 0.8087 \| 0.8736 \| 0.5131 \| 0.9112 \| 0.8782 \| 0.7131 \| 0.8724 \| 0.6871 \| 0.7708 \| 0.4117 \| 0.8101 \| 0.6850 \| 0.6792 \| \| 0.0778 \| 17.35 \| 6420 \| 0.5326 \| 0.7016 \| 0.8074 \| 0.8783 \| 0.9428 \| 0.8297 \| 0.8640 \| 0.5127 \| 0.9151 \| 0.8696 \| 0.7180 \| 0.8707 \| 0.6858 \| 0.7702 \| 0.4096 \| 0.8066 \| 0.6851 \| 0.6829 \| \| 0.1207 \| 17.41 \| 6440 \| 0.5027 \| 0.7172 \| 0.8179 \| 0.8874 \| 0.9365 \| 0.8283 \| 0.8666 \| 0.5249 \| 0.9237 \| 0.8417 \| 0.8035 \| 0.8751 \| 0.6841 \| 0.7654 \| 0.4160 \| 0.8147 \| 0.7005 \| 0.7648 \| \| 0.2002 \| 17.46 \| 6460 \| 0.5099 \| 0.7254 \| 0.8218 \| 0.8923 \| 0.9356 \| 0.8219 \| 0.8703 \| 0.5060 \| 0.9239 \| 0.8566 \| 0.8380 \| 0.8749 \| 0.6876 \| 0.7624 \| 0.4139 \| 0.8224 \| 0.7185 \| 0.7981 \| \| 0.0712 \| 17.51 \| 6480 \| 0.4945 \| 0.7244 \| 0.8203 \| 0.8920 \| 0.9424 \| 0.8054 \| 0.8736 \| 0.5065 \| 0.9169 \| 0.8730 \| 0.8239 \| 0.8751 \| 0.6852 \| 0.7693 \| 0.4161 \| 0.8242 \| 0.7160 \| 0.7852 \| \| 0.1096 \| 17.57 \| 6500 \| 0.4888 \| 0.7185 \| 0.8208 \| 0.8877 \| 0.9443 \| 0.8046 \| 0.8595 \| 0.5492 \| 0.9082 \| 0.8775 \| 0.8025 \| 0.8701 \| 0.6775 \| 0.7671 \| 0.4142 \| 0.8186 \| 0.7162 \| 0.7660 \| \| 0.4782 \| 17.62 \| 6520 \| 0.4773 \| 0.7219 \| 0.8221 \| 0.8910 \| 0.9415 \| 0.7918 \| 0.8712 \| 0.5380 \| 0.9107 \| 0.8662 \| 0.8355 \| 0.8774 \| 0.6722 \| 0.7737 \| 0.4023 \| 0.8176 \| 0.7155 \| 0.7946 \| \| 0.1332 \| 17.68 \| 6540 \| 0.4696 \| 0.7275 \| 0.8288 \| 0.8927 \| 0.9381 \| 0.8197 \| 0.8763 \| 0.5248 \| 0.9049 \| 0.8872 \| 0.8505 \| 0.8765 \| 0.6833 \| 0.7746 \| 0.4059 \| 0.8166 \| 0.7283 \| 0.8072 \| \| 0.1496 \| 17.73 \| 6560 \| 0.4684 \| 0.7250 \| 0.8240 \| 0.8922 \| 0.9421 \| 0.8137 \| 0.8870 \| 0.5164 \| 0.9090 \| 0.8635 \| 0.8366 \| 0.8756 \| 0.6816 \| 0.7765 \| 0.4090 \| 0.8206 \| 0.7144 \| 0.7973 \| \| 0.149 \| 17.78 \| 6580 \| 0.4651 \| 0.7206 \| 0.8250 \| 0.8907 \| 0.9365 \| 0.8058 \| 0.8748 \| 0.5337 \| 0.9098 \| 0.8794 \| 0.8350 \| 0.8761 \| 0.6598 \| 0.7757 \| 0.4030 \| 0.8186 \| 0.7158 \| 0.7952 \| \| 0.1736 \| 17.84 \| 6600 \| 0.5323 \| 0.7061 \| 0.8092 \| 0.8826 \| 0.9394 \| 0.7930 \| 0.8848 \| 0.5039 \| 0.9150 \| 0.8698 \| 0.7589 \| 0.8767 \| 0.6671 \| 0.7703 \| 0.4086 \| 0.8081 \| 0.6871 \| 0.7249 \| \| 0.3321 \| 17.89 \| 6620 \| 0.4991 \| 0.7120 \| 0.8163 \| 0.8852 \| 0.9406 \| 0.8114 \| 0.8850 \| 0.5254 \| 0.9131 \| 0.8632 \| 0.7755 \| 0.8760 \| 0.6755 \| 0.7732 \| 0.4146 \| 0.8142 \| 0.6902 \| 0.7405 \| \| 0.1987 \| 17.95 \| 6640 \| 0.4752 \| 0.7305 \| 0.8273 \| 0.8946 \| 0.9402 \| 0.8406 \| 0.8792 \| 0.4942 \| 0.9138 \| 0.8805 \| 0.8424 \| 0.8764 \| 0.6892 \| 0.7750 \| 0.4233 \| 0.8244 \| 0.7240 \| 0.8009 \| \| 0.1911 \| 18.0 \| 6660 \| 0.5053 \| 0.7273 \| 0.8273 \| 0.8925 \| 0.9409 \| 0.8458 \| 0.8824 \| 0.4997 \| 0.9088 \| 0.8874 \| 0.8260 \| 0.8740 \| 0.6886 \| 0.7747 \| 0.4249 \| 0.8238 \| 0.7158 \| 0.7889 \| \| 0.1184 \| 18.05 \| 6680 \| 0.4973 \| 0.7249 \| 0.8196 \| 0.8920 \| 0.9404 \| 0.8141 \| 0.8849 \| 0.4833 \| 0.9167 \| 0.8745 \| 0.8231 \| 0.8725 \| 0.6864 \| 0.7727 \| 0.4190 \| 0.8243 \| 0.7156 \| 0.7835 \| \| 0.1047 \| 18.11 \| 6700 \| 0.4979 \| 0.7262 \| 0.8292 \| 0.8912 \| 0.9366 \| 0.8400 \| 0.8689 \| 0.5451 \| 0.9152 \| 0.8805 \| 0.8183 \| 0.8729 \| 0.6811 \| 0.7726 \| 0.4362 \| 0.8231 \| 0.7174 \| 0.7799 \| \| 0.2527 \| 18.16 \| 6720 \| 0.5006 \| 0.7240 \| 0.8239 \| 0.8911 \| 0.9404 \| 0.7979 \| 0.8787 \| 0.5354 \| 0.9117 \| 0.8840 \| 0.8189 \| 0.8740 \| 0.6744 \| 0.7696 \| 0.4286 \| 0.8231 \| 0.7163 \| 0.7821 \| \| 0.1367 \| 18.22 \| 6740 \| 0.4952 \| 0.7191 \| 0.8153 \| 0.8893 \| 0.9470 \| 0.7558 \| 0.8805 \| 0.5440 \| 0.9101 \| 0.8504 \| 0.8193 \| 0.8725 \| 0.6611 \| 0.7628 \| 0.4275 \| 0.8197 \| 0.7093 \| 0.7807 \| \| 0.224 \| 18.27 \| 6760 \| 0.4985 \| 0.7188 \| 0.8205 \| 0.8896 \| 0.9382 \| 0.7685 \| 0.8647 \| 0.5672 \| 0.9173 \| 0.8618 \| 0.8259 \| 0.8756 \| 0.6472 \| 0.7652 \| 0.4258 \| 0.8198 \| 0.7112 \| 0.7867 \| \| 0.1453 \| 18.32 \| 6780 \| 0.5145 \| 0.7164 \| 0.8207 \| 0.8884 \| 0.9385 \| 0.7515 \| 0.8721 \| 0.5760 \| 0.9090 \| 0.8736 \| 0.8240 \| 0.8766 \| 0.6500 \| 0.7664 \| 0.4069 \| 0.8158 \| 0.7135 \| 0.7857 \| \| 0.2411 \| 18.38 \| 6800 \| 0.4901 \| 0.7171 \| 0.8238 \| 0.8883 \| 0.9409 \| 0.7708 \| 0.8802 \| 0.5778 \| 0.9017 \| 0.8718 \| 0.8238 \| 0.8760 \| 0.6602 \| 0.7682 \| 0.4008 \| 0.8159 \| 0.7143 \| 0.7846 \| \| 0.1758 \| 18.43 \| 6820 \| 0.4820 \| 0.7228 \| 0.8262 \| 0.8905 \| 0.9429 \| 0.8053 \| 0.8721 \| 0.5507 \| 0.9035 \| 0.8809 \| 0.8281 \| 0.8760 \| 0.6761 \| 0.7709 \| 0.4159 \| 0.8192 \| 0.7151 \| 0.7864 \| \| 0.1194 \| 18.49 \| 6840 \| 0.4806 \| 0.7290 \| 0.8248 \| 0.8937 \| 0.9461 \| 0.7974 \| 0.8768 \| 0.5301 \| 0.9081 \| 0.8744 \| 0.8410 \| 0.8760 \| 0.6793 \| 0.7719 \| 0.4245 \| 0.8212 \| 0.7262 \| 0.8038 \| \| 0.225 \| 18.54 \| 6860 \| 0.4762 \| 0.7296 \| 0.8280 \| 0.8937 \| 0.9371 \| 0.8040 \| 0.8766 \| 0.5344 \| 0.9122 \| 0.8834 \| 0.8484 \| 0.8766 \| 0.6792 \| 0.7710 \| 0.4273 \| 0.8207 \| 0.7272 \| 0.8054 \| \| 0.1178 \| 18.59 \| 6880 \| 0.4880 \| 0.7209 \| 0.8179 \| 0.8913 \| 0.9464 \| 0.7552 \| 0.8777 \| 0.5302 \| 0.9084 \| 0.8814 \| 0.8264 \| 0.8757 \| 0.6530 \| 0.7732 \| 0.4189 \| 0.8221 \| 0.7147 \| 0.7888 \| \| 0.1537 \| 18.65 \| 6900 \| 0.4707 \| 0.7277 \| 0.8244 \| 0.8939 \| 0.9367 \| 0.7855 \| 0.8764 \| 0.5479 \| 0.9227 \| 0.8518 \| 0.8499 \| 0.8770 \| 0.6584 \| 0.7744 \| 0.4234 \| 0.8215 \| 0.7285 \| 0.8105 \| \| 0.0794 \| 18.7 \| 6920 \| 0.4622 \| 0.7324 \| 0.8356 \| 0.8943 \| 0.9375 \| 0.8252 \| 0.8802 \| 0.5589 \| 0.9041 \| 0.8894 \| 0.8541 \| 0.8777 \| 0.6824 \| 0.7745 \| 0.4287 \| 0.8195 \| 0.7335 \| 0.8108 \| \| 0.0975 \| 18.76 \| 6940 \| 0.4682 \| 0.7333 \| 0.8342 \| 0.8946 \| 0.9381 \| 0.8358 \| 0.8710 \| 0.5608 \| 0.9126 \| 0.8713 \| 0.8500 \| 0.8776 \| 0.6880 \| 0.7731 \| 0.4301 \| 0.8200 \| 0.7335 \| 0.8106 \| \| 0.1813 \| 18.81 \| 6960 \| 0.4706 \| 0.7343 \| 0.8309 \| 0.8955 \| 0.9429 \| 0.8136 \| 0.8781 \| 0.5481 \| 0.9117 \| 0.8742 \| 0.8473 \| 0.8787 \| 0.6883 \| 0.7750 \| 0.4333 \| 0.8214 \| 0.7336 \| 0.8098 \| \| 0.0857 \| 18.86 \| 6980 \| 0.4844 \| 0.7328 \| 0.8312 \| 0.8947 \| 0.9393 \| 0.8289 \| 0.8654 \| 0.5511 \| 0.9166 \| 0.8695 \| 0.8472 \| 0.8788 \| 0.6865 \| 0.7727 \| 0.4308 \| 0.8195 \| 0.7318 \| 0.8096 \| \| 0.1551 \| 18.92 \| 7000 \| 0.4666 \| 0.7352 \| 0.8309 \| 0.8960 \| 0.9439 \| 0.8132 \| 0.8696 \| 0.5473 \| 0.9124 \| 0.8803 \| 0.8497 \| 0.8788 \| 0.6834 \| 0.7763 \| 0.4410 \| 0.8228 \| 0.7338 \| 0.8102 \| \| 0.1407 \| 18.97 \| 7020 \| 0.4837 \| 0.7310 \| 0.8302 \| 0.8944 \| 0.9437 \| 0.7943 \| 0.8691 \| 0.5775 \| 0.9110 \| 0.8691 \| 0.8466 \| 0.8782 \| 0.6703 \| 0.7739 \| 0.4332 \| 0.8211 \| 0.7309 \| 0.8097 \| \| 0.1402 \| 19.03 \| 7040 \| 0.4735 \| 0.7329 \| 0.8334 \| 0.8946 \| 0.9401 \| 0.8166 \| 0.8735 \| 0.5754 \| 0.9118 \| 0.8694 \| 0.8473 \| 0.8783 \| 0.6798 \| 0.7741 \| 0.4393 \| 0.8206 \| 0.7288 \| 0.8097 \| \| 0.1547 \| 19.08 \| 7060 \| 0.4666 \| 0.7314 \| 0.8330 \| 0.8937 \| 0.9447 \| 0.7889 \| 0.8776 \| 0.5901 \| 0.8997 \| 0.8806 \| 0.8493 \| 0.8780 \| 0.6780 \| 0.7745 \| 0.4320 \| 0.8180 \| 0.7294 \| 0.8099 \| \| 0.1281 \| 19.14 \| 7080 \| 0.4763 \| 0.7312 \| 0.8350 \| 0.8935 \| 0.9366 \| 0.8173 \| 0.8772 \| 0.5880 \| 0.9102 \| 0.8688 \| 0.8471 \| 0.8781 \| 0.6767 \| 0.7767 \| 0.4302 \| 0.8172 \| 0.7301 \| 0.8093 \| \| 0.1814 \| 19.19 \| 7100 \| 0.4838 \| 0.7289 \| 0.8304 \| 0.8928 \| 0.9437 \| 0.8016 \| 0.8739 \| 0.5739 \| 0.9039 \| 0.8732 \| 0.8430 \| 0.8780 \| 0.6782 \| 0.7742 \| 0.4240 \| 0.8166 \| 0.7261 \| 0.8054 \| \| 0.0967 \| 19.24 \| 7120 \| 0.4687 \| 0.7306 \| 0.8317 \| 0.8936 \| 0.9459 \| 0.8151 \| 0.8723 \| 0.5706 \| 0.9037 \| 0.8688 \| 0.8453 \| 0.8772 \| 0.6811 \| 0.7769 \| 0.4217 \| 0.8181 \| 0.7307 \| 0.8086 \| \| 0.1277 \| 19.3 \| 7140 \| 0.5458 \| 0.7056 \| 0.8151 \| 0.8802 \| 0.9436 \| 0.8211 \| 0.8827 \| 0.5622 \| 0.9096 \| 0.8530 \| 0.7332 \| 0.8747 \| 0.6797 \| 0.7771 \| 0.4184 \| 0.8067 \| 0.6792 \| 0.7032 \| \| 0.0862 \| 19.35 \| 7160 \| 0.5271 \| 0.7125 \| 0.8142 \| 0.8846 \| 0.9421 \| 0.8138 \| 0.8758 \| 0.5210 \| 0.9175 \| 0.8712 \| 0.7577 \| 0.8773 \| 0.6780 \| 0.7757 \| 0.4335 \| 0.8123 \| 0.6856 \| 0.7252 \| \| 0.0718 \| 19.41 \| 7180 \| 0.4886 \| 0.7280 \| 0.8239 \| 0.8927 \| 0.9435 \| 0.8049 \| 0.8675 \| 0.5252 \| 0.9139 \| 0.8914 \| 0.8210 \| 0.8780 \| 0.6857 \| 0.7738 \| 0.4394 \| 0.8218 \| 0.7119 \| 0.7851 \| \| 0.148 \| 19.46 \| 7200 \| 0.5017 \| 0.7235 \| 0.8215 \| 0.8912 \| 0.9415 \| 0.8003 \| 0.8630 \| 0.5352 \| 0.9192 \| 0.8760 \| 0.8150 \| 0.8787 \| 0.6736 \| 0.7719 \| 0.4328 \| 0.8206 \| 0.7060 \| 0.7806 \| \| 0.1105 \| 19.51 \| 7220 \| 0.4812 \| 0.7233 \| 0.8252 \| 0.8907 \| 0.9455 \| 0.8138 \| 0.8570 \| 0.5550 \| 0.9092 \| 0.8763 \| 0.8199 \| 0.8755 \| 0.6731 \| 0.7720 \| 0.4224 \| 0.8199 \| 0.7142 \| 0.7862 \| \| 0.0709 \| 19.57 \| 7240 \| 0.4805 \| 0.7242 \| 0.8228 \| 0.8907 \| 0.9452 \| 0.8073 \| 0.8717 \| 0.5493 \| 0.9132 \| 0.8554 \| 0.8177 \| 0.8753 \| 0.6825 \| 0.7715 \| 0.4256 \| 0.8186 \| 0.7106 \| 0.7854 \| \| 0.1934 \| 19.62 \| 7260 \| 0.4811 \| 0.7242 \| 0.8220 \| 0.8903 \| 0.9461 \| 0.8242 \| 0.8679 \| 0.5299 \| 0.9131 \| 0.8646 \| 0.8079 \| 0.8732 \| 0.6894 \| 0.7716 \| 0.4273 \| 0.8192 \| 0.7127 \| 0.7756 \| \| 0.0762 \| 19.68 \| 7280 \| 0.4661 \| 0.7280 \| 0.8291 \| 0.8925 \| 0.9392 \| 0.8374 \| 0.8738 \| 0.5377 \| 0.9136 \| 0.8722 \| 0.8299 \| 0.8779 \| 0.6898 \| 0.7735 \| 0.4265 \| 0.8201 \| 0.7151 \| 0.7931 \| \| 0.2017 \| 19.73 \| 7300 \| 0.4777 \| 0.7228 \| 0.8266 \| 0.8899 \| 0.9402 \| 0.7996 \| 0.8826 \| 0.5660 \| 0.9077 \| 0.8744 \| 0.8158 \| 0.8756 \| 0.6788 \| 0.7740 \| 0.4179 \| 0.8175 \| 0.7159 \| 0.7803 \| \| 0.1173 \| 19.78 \| 7320 \| 0.4833 \| 0.7228 \| 0.8261 \| 0.8904 \| 0.9417 \| 0.7978 \| 0.8614 \| 0.5786 \| 0.9123 \| 0.8714 \| 0.8195 \| 0.8777 \| 0.6708 \| 0.7742 \| 0.4182 \| 0.8174 \| 0.7137 \| 0.7874 \| \| 1.7033 \| 19.84 \| 7340 \| 0.5097 \| 0.7215 \| 0.8239 \| 0.8890 \| 0.9449 \| 0.7910 \| 0.8810 \| 0.5681 \| 0.9059 \| 0.8736 \| 0.8032 \| 0.8754 \| 0.6774 \| 0.7740 \| 0.4212 \| 0.8152 \| 0.7143 \| 0.7733 \| \| 1.7523 \| 19.89 \| 7360 \| 0.5358 \| 0.7203 \| 0.8238 \| 0.8886 \| 0.9467 \| 0.7921 \| 0.8760 \| 0.5742 \| 0.9057 \| 0.8758 \| 0.7962 \| 0.8739 \| 0.6713 \| 0.7742 \| 0.4207 \| 0.8173 \| 0.7170 \| 0.7678 \| \| 0.0955 \| 19.95 \| 7380 \| 0.4843 \| 0.7216 \| 0.8243 \| 0.8905 \| 0.9399 \| 0.7800 \| 0.8671 \| 0.5689 \| 0.9132 \| 0.8817 \| 0.8195 \| 0.8776 \| 0.6589 \| 0.7725 \| 0.4203 \| 0.8191 \| 0.7195 \| 0.7836 \| \| 0.2175 \| 20.0 \| 7400 \| 0.5001 \| 0.7194 \| 0.8288 \| 0.8889 \| 0.9424 \| 0.7667 \| 0.8775 \| 0.6093 \| 0.8978 \| 0.8926 \| 0.8152 \| 0.8765 \| 0.6511 \| 0.7753 \| 0.4154 \| 0.8163 \| 0.7196 \| 0.7813 \| \| 0.1156 \| 20.05 \| 7420 \| 0.4869 \| 0.7242 \| 0.8260 \| 0.8913 \| 0.9425 \| 0.7803 \| 0.8851 \| 0.5681 \| 0.9082 \| 0.8777 \| 0.8198 \| 0.8770 \| 0.6640 \| 0.7746 \| 0.4288 \| 0.8201 \| 0.7213 \| 0.7834 \| \| 0.128 \| 20.11 \| 7440 \| 0.5023 \| 0.7210 \| 0.8236 \| 0.8894 \| 0.9415 \| 0.7794 \| 0.8686 \| 0.5775 \| 0.9126 \| 0.8808 \| 0.8051 \| 0.8749 \| 0.6573 \| 0.7718 \| 0.4305 \| 0.8177 \| 0.7213 \| 0.7731 \| \| 0.1642 \| 20.16 \| 7460 \| 0.4848 \| 0.7228 \| 0.8234 \| 0.8907 \| 0.9375 \| 0.7764 \| 0.8633 \| 0.5613 \| 0.9161 \| 0.8849 \| 0.8243 \| 0.8774 \| 0.6595 \| 0.7693 \| 0.4291 \| 0.8180 \| 0.7205 \| 0.7857 \| \| 0.0871 \| 20.22 \| 7480 \| 0.4817 \| 0.7226 \| 0.8179 \| 0.8912 \| 0.9426 \| 0.7800 \| 0.8762 \| 0.5262 \| 0.9200 \| 0.8666 \| 0.8139 \| 0.8759 \| 0.6664 \| 0.7724 \| 0.4238 \| 0.8203 \| 0.7195 \| 0.7797 \| \| 0.0701 \| 20.27 \| 7500 \| 0.4760 \| 0.7250 \| 0.8239 \| 0.8924 \| 0.9400 \| 0.7765 \| 0.8865 \| 0.5526 \| 0.9153 \| 0.8666 \| 0.8299 \| 0.8780 \| 0.6647 \| 0.7719 \| 0.4254 \| 0.8215 \| 0.7197 \| 0.7937 \| \| 0.275 \| 20.32 \| 7520 \| 0.4720 \| 0.7269 \| 0.8242 \| 0.8926 \| 0.9443 \| 0.7999 \| 0.8789 \| 0.5413 \| 0.9147 \| 0.8698 \| 0.8204 \| 0.8762 \| 0.6776 \| 0.7745 \| 0.4330 \| 0.8236 \| 0.7189 \| 0.7849 \| \| 0.1521 \| 20.38 \| 7540 \| 0.4797 \| 0.7268 \| 0.8258 \| 0.8928 \| 0.9396 \| 0.7946 \| 0.8817 \| 0.5511 \| 0.9176 \| 0.8713 \| 0.8249 \| 0.8780 \| 0.6713 \| 0.7755 \| 0.4297 \| 0.8226 \| 0.7195 \| 0.7907 \| \| 0.0776 \| 20.43 \| 7560 \| 0.4675 \| 0.7252 \| 0.8254 \| 0.8923 \| 0.9413 \| 0.8044 \| 0.8793 \| 0.5346 \| 0.9129 \| 0.8839 \| 0.8217 \| 0.8765 \| 0.6697 \| 0.7745 \| 0.4258 \| 0.8234 \| 0.7197 \| 0.7870 \| \| 0.1081 \| 20.49 \| 7580 \| 0.4725 \| 0.7203 \| 0.8214 \| 0.8905 \| 0.9448 \| 0.7544 \| 0.8850 \| 0.5586 \| 0.9067 \| 0.8879 \| 0.8127 \| 0.8752 \| 0.6520 \| 0.7763 \| 0.4180 \| 0.8222 \| 0.7195 \| 0.7792 \| \| 0.0522 \| 20.54 \| 7600 \| 0.4875 \| 0.7169 \| 0.8190 \| 0.8894 \| 0.9400 \| 0.7647 \| 0.8702 \| 0.5631 \| 0.9187 \| 0.8645 \| 0.8122 \| 0.8755 \| 0.6415 \| 0.7757 \| 0.4101 \| 0.8210 \| 0.7160 \| 0.7781 \| \| 0.0807 \| 20.59 \| 7620 \| 0.4822 \| 0.7175 \| 0.8196 \| 0.8897 \| 0.9458 \| 0.7638 \| 0.8635 \| 0.5698 \| 0.9134 \| 0.8717 \| 0.8093 \| 0.8747 \| 0.6434 \| 0.7768 \| 0.4102 \| 0.8230 \| 0.7172 \| 0.7770 \| \| 0.3588 \| 20.65 \| 7640 \| 0.4908 \| 0.7203 \| 0.8216 \| 0.8909 \| 0.9419 \| 0.7738 \| 0.8696 \| 0.5543 \| 0.9154 \| 0.8814 \| 0.8150 \| 0.8764 \| 0.6487 \| 0.7766 \| 0.4181 \| 0.8236 \| 0.7183 \| 0.7802 \| \| 1.3304 \| 20.7 \| 7660 \| 0.4822 \| 0.7216 \| 0.8231 \| 0.8907 \| 0.9450 \| 0.7617 \| 0.8726 \| 0.5752 \| 0.9096 \| 0.8858 \| 0.8121 \| 0.8766 \| 0.6547 \| 0.7773 \| 0.4245 \| 0.8223 \| 0.7183 \| 0.7774 \| \| 0.1188 \| 20.76 \| 7680 \| 0.5012 \| 0.7243 \| 0.8259 \| 0.8912 \| 0.9419 \| 0.7976 \| 0.8590 \| 0.5690 \| 0.9142 \| 0.8824 \| 0.8174 \| 0.8769 \| 0.6689 \| 0.7719 \| 0.4335 \| 0.8217 \| 0.7169 \| 0.7805 \| \| 0.0712 \| 20.81 \| 7700 \| 0.5107 \| 0.7250 \| 0.8234 \| 0.8913 \| 0.9417 \| 0.8058 \| 0.8690 \| 0.5371 \| 0.9170 \| 0.8851 \| 0.8082 \| 0.8758 \| 0.6779 \| 0.7708 \| 0.4356 \| 0.8219 \| 0.7198 \| 0.7735 \| \| 0.15 \| 20.86 \| 7720 \| 0.5057 \| 0.7282 \| 0.8255 \| 0.8923 \| 0.9424 \| 0.8196 \| 0.8810 \| 0.5270 \| 0.9143 \| 0.8807 \| 0.8137 \| 0.8764 \| 0.6907 \| 0.7725 \| 0.4390 \| 0.8220 \| 0.7195 \| 0.7777 \| \| 0.1319 \| 20.92 \| 7740 \| 0.4962 \| 0.7290 \| 0.8296 \| 0.8924 \| 0.9398 \| 0.8344 \| 0.8665 \| 0.5473 \| 0.9143 \| 0.8823 \| 0.8224 \| 0.8775 \| 0.6894 \| 0.7717 \| 0.4404 \| 0.8209 \| 0.7186 \| 0.7843 \| \| 0.2179 \| 20.97 \| 7760 \| 0.4837 \| 0.7290 \| 0.8233 \| 0.8936 \| 0.9413 \| 0.8217 \| 0.8757 \| 0.5049 \| 0.9191 \| 0.8691 \| 0.8315 \| 0.8777 \| 0.6916 \| 0.7719 \| 0.4305 \| 0.8226 \| 0.7170 \| 0.7919 \| \| 0.1186 \| 21.03 \| 7780 \| 0.5011 \| 0.7276 \| 0.8215 \| 0.8927 \| 0.9467 \| 0.8186 \| 0.8792 \| 0.5126 \| 0.9151 \| 0.8528 \| 0.8257 \| 0.8743 \| 0.6893 \| 0.7729 \| 0.4321 \| 0.8231 \| 0.7145 \| 0.7872 \| \| 0.121 \| 21.08 \| 7800 \| 0.4848 \| 0.7288 \| 0.8248 \| 0.8929 \| 0.9433 \| 0.8225 \| 0.8702 \| 0.5209 \| 0.9159 \| 0.8791 \| 0.8214 \| 0.8761 \| 0.6904 \| 0.7723 \| 0.4377 \| 0.8232 \| 0.7177 \| 0.7844 \| \| 0.165 \| 21.14 \| 7820 \| 0.4982 \| 0.7298 \| 0.8295 \| 0.8931 \| 0.9425 \| 0.8330 \| 0.8767 \| 0.5448 \| 0.9138 \| 0.8752 \| 0.8202 \| 0.8770 \| 0.6885 \| 0.7746 \| 0.4411 \| 0.8233 \| 0.7167 \| 0.7876 \| \| 0.1054 \| 21.19 \| 7840 \| 0.4609 \| 0.7374 \| 0.8338 \| 0.8969 \| 0.9409 \| 0.8280 \| 0.8774 \| 0.5493 \| 0.9150 \| 0.8719 \| 0.8544 \| 0.8781 \| 0.6903 \| 0.7767 \| 0.4416 \| 0.8250 \| 0.7345 \| 0.8155 \| \| 0.1345 \| 21.24 \| 7860 \| 0.4607 \| 0.7363 \| 0.8323 \| 0.8963 \| 0.9408 \| 0.8189 \| 0.8751 \| 0.5512 \| 0.9159 \| 0.8741 \| 0.8501 \| 0.8781 \| 0.6891 \| 0.7752 \| 0.4414 \| 0.8238 \| 0.7337 \| 0.8128 \| \| 0.0448 \| 21.3 \| 7880 \| 0.5015 \| 0.7322 \| 0.8270 \| 0.8944 \| 0.9409 \| 0.8056 \| 0.8779 \| 0.5403 \| 0.9183 \| 0.8708 \| 0.8352 \| 0.8778 \| 0.6876 \| 0.7735 \| 0.4405 \| 0.8224 \| 0.7246 \| 0.7986 \| \| 0.1437 \| 21.35 \| 7900 \| 0.4811 \| 0.7334 \| 0.8297 \| 0.8956 \| 0.9402 \| 0.8099 \| 0.8836 \| 0.5408 \| 0.9160 \| 0.8712 \| 0.8461 \| 0.8787 \| 0.6822 \| 0.7745 \| 0.4352 \| 0.8234 \| 0.7314 \| 0.8087 \| \| 0.2107 \| 21.41 \| 7920 \| 0.4812 \| 0.7352 \| 0.8351 \| 0.8958 \| 0.9421 \| 0.8290 \| 0.8721 \| 0.5611 \| 0.9090 \| 0.8812 \| 0.8513 \| 0.8773 \| 0.6843 \| 0.7756 \| 0.4378 \| 0.8242 \| 0.7360 \| 0.8108 \| \| 0.1664 \| 21.46 \| 7940 \| 0.4943 \| 0.7334 \| 0.8256 \| 0.8957 \| 0.9459 \| 0.7897 \| 0.8795 \| 0.5299 \| 0.9130 \| 0.8733 \| 0.8475 \| 0.8760 \| 0.6830 \| 0.7736 \| 0.4322 \| 0.8247 \| 0.7353 \| 0.8092 \| \| 0.1027 \| 21.51 \| 7960 \| 0.4708 \| 0.7351 \| 0.8332 \| 0.8959 \| 0.9416 \| 0.8249 \| 0.8747 \| 0.5460 \| 0.9107 \| 0.8855 \| 0.8490 \| 0.8774 \| 0.6872 \| 0.7758 \| 0.4372 \| 0.8244 \| 0.7347 \| 0.8092 \| \| 0.1035 \| 21.57 \| 7980 \| 0.4890 \| 0.7339 \| 0.8302 \| 0.8955 \| 0.9440 \| 0.8218 \| 0.8757 \| 0.5384 \| 0.9125 \| 0.8767 \| 0.8424 \| 0.8771 \| 0.6879 \| 0.7760 \| 0.4352 \| 0.8249 \| 0.7314 \| 0.8046 \| \| 0.0801 \| 21.62 \| 8000 \| 0.5082 \| 0.7255 \| 0.8224 \| 0.8914 \| 0.9450 \| 0.8059 \| 0.8670 \| 0.5354 \| 0.9151 \| 0.8770 \| 0.8117 \| 0.8741 \| 0.6811 \| 0.7730 \| 0.4327 \| 0.8227 \| 0.7193 \| 0.7756 \| \| 0.1395 \| 21.68 \| 8020 \| 0.4834 \| 0.7250 \| 0.8249 \| 0.8914 \| 0.9433 \| 0.8098 \| 0.8754 \| 0.5362 \| 0.9110 \| 0.8846 \| 0.8138 \| 0.8743 \| 0.6774 \| 0.7771 \| 0.4282 \| 0.8233 \| 0.7205 \| 0.7741 \| \| 0.1542 \| 21.73 \| 8040 \| 0.5085 \| 0.7223 \| 0.8205 \| 0.8904 \| 0.9430 \| 0.7801 \| 0.8773 \| 0.5407 \| 0.9137 \| 0.8802 \| 0.8083 \| 0.8735 \| 0.6718 \| 0.7751 \| 0.4235 \| 0.8223 \| 0.7205 \| 0.7696 \| \| 0.1969 \| 21.78 \| 8060 \| 0.5139 \| 0.7217 \| 0.8233 \| 0.8899 \| 0.9443 \| 0.7977 \| 0.8750 \| 0.5524 \| 0.9098 \| 0.8786 \| 0.8052 \| 0.8724 \| 0.6703 \| 0.7773 \| 0.4206 \| 0.8221 \| 0.7211 \| 0.7684 \| \| 0.0782 \| 21.84 \| 8080 \| 0.5488 \| 0.7194 \| 0.8238 \| 0.8891 \| 0.9417 \| 0.7647 \| 0.8789 \| 0.5749 \| 0.9056 \| 0.8937 \| 0.8071 \| 0.8738 \| 0.6554 \| 0.7756 \| 0.4218 \| 0.8205 \| 0.7184 \| 0.7704 \| \| 0.0925 \| 21.89 \| 8100 \| 0.5151 \| 0.7236 \| 0.8253 \| 0.8910 \| 0.9399 \| 0.7941 \| 0.8814 \| 0.5522 \| 0.9119 \| 0.8805 \| 0.8169 \| 0.8744 \| 0.6673 \| 0.7755 \| 0.4273 \| 0.8231 \| 0.7209 \| 0.7768 \| \| 0.2007 \| 21.95 \| 8120 \| 0.5069 \| 0.7241 \| 0.8242 \| 0.8914 \| 0.9419 \| 0.7844 \| 0.8809 \| 0.5595 \| 0.9141 \| 0.8731 \| 0.8157 \| 0.8753 \| 0.6674 \| 0.7771 \| 0.4272 \| 0.8236 \| 0.7198 \| 0.7779 \| \| 0.1353 \| 22.0 \| 8140 \| 0.4981 \| 0.7248 \| 0.8228 \| 0.8927 \| 0.9432 \| 0.7742 \| 0.8804 \| 0.5458 \| 0.9141 \| 0.8766 \| 0.8256 \| 0.8767 \| 0.6628 \| 0.7770 \| 0.4257 \| 0.8258 \| 0.7202 \| 0.7855 \| \| 0.0952 \| 22.05 \| 8160 \| 0.4900 \| 0.7222 \| 0.8242 \| 0.8914 \| 0.9411 \| 0.7676 \| 0.8757 \| 0.5723 \| 0.9137 \| 0.8774 \| 0.8214 \| 0.8767 \| 0.6529 \| 0.7776 \| 0.4237 \| 0.8245 \| 0.7186 \| 0.7817 \| \| 0.0638 \| 22.11 \| 8180 \| 0.4970 \| 0.7224 \| 0.8202 \| 0.8915 \| 0.9436 \| 0.7471 \| 0.8805 \| 0.5671 \| 0.9156 \| 0.8679 \| 0.8198 \| 0.8762 \| 0.6555 \| 0.7758 \| 0.4263 \| 0.8240 \| 0.7180 \| 0.7812 \| \| 0.1891 \| 22.16 \| 8200 \| 0.4894 \| 0.7260 \| 0.8262 \| 0.8925 \| 0.9406 \| 0.7966 \| 0.8797 \| 0.5499 \| 0.9142 \| 0.8777 \| 0.8246 \| 0.8770 \| 0.6710 \| 0.7758 \| 0.4298 \| 0.8249 \| 0.7185 \| 0.7848 \| \| 0.1589 \| 22.22 \| 8220 \| 0.4982 \| 0.7266 \| 0.8289 \| 0.8925 \| 0.9389 \| 0.7952 \| 0.8756 \| 0.5674 \| 0.9122 \| 0.8818 \| 0.8310 \| 0.8776 \| 0.6712 \| 0.7757 \| 0.4297 \| 0.8239 \| 0.7176 \| 0.7901 \| \| 0.0954 \| 22.27 \| 8240 \| 0.4850 \| 0.7296 \| 0.8294 \| 0.8934 \| 0.9396 \| 0.8139 \| 0.8746 \| 0.5601 \| 0.9169 \| 0.8702 \| 0.8304 \| 0.8774 \| 0.6825 \| 0.7764 \| 0.4385 \| 0.8255 \| 0.7177 \| 0.7889 \| \| 0.122 \| 22.32 \| 8260 \| 0.5113 \| 0.7269 \| 0.8307 \| 0.8915 \| 0.9414 \| 0.8099 \| 0.8763 \| 0.5802 \| 0.9089 \| 0.8824 \| 0.8161 \| 0.8757 \| 0.6823 \| 0.7764 \| 0.4350 \| 0.8234 \| 0.7171 \| 0.7784 \| \| 0.9475 \| 22.38 \| 8280 \| 0.5083 \| 0.7271 \| 0.8291 \| 0.8917 \| 0.9419 \| 0.8128 \| 0.8830 \| 0.5613 \| 0.9101 \| 0.8837 \| 0.8109 \| 0.8762 \| 0.6829 \| 0.7751 \| 0.4383 \| 0.8230 \| 0.7175 \| 0.7764 \| \| 0.1368 \| 22.43 \| 8300 \| 0.4833 \| 0.7275 \| 0.8255 \| 0.8931 \| 0.9407 \| 0.7950 \| 0.8759 \| 0.5505 \| 0.9182 \| 0.8716 \| 0.8262 \| 0.8775 \| 0.6771 \| 0.7757 \| 0.4342 \| 0.8256 \| 0.7168 \| 0.7858 \| \| 0.1054 \| 22.49 \| 8320 \| 0.4837 \| 0.7302 \| 0.8292 \| 0.8939 \| 0.9416 \| 0.8187 \| 0.8878 \| 0.5471 \| 0.9141 \| 0.8648 \| 0.8303 \| 0.8775 \| 0.6858 \| 0.7767 \| 0.4380 \| 0.8260 \| 0.7179 \| 0.7891 \| \| 0.1031 \| 22.54 \| 8340 \| 0.5020 \| 0.7290 \| 0.8293 \| 0.8928 \| 0.9417 \| 0.8192 \| 0.8727 \| 0.5527 \| 0.9119 \| 0.8810 \| 0.8257 \| 0.8772 \| 0.6859 \| 0.7741 \| 0.4378 \| 0.8233 \| 0.7179 \| 0.7865 \| \| 0.0597 \| 22.59 \| 8360 \| 0.4823 \| 0.7300 \| 0.8301 \| 0.8936 \| 0.9436 \| 0.8204 \| 0.8737 \| 0.5578 \| 0.9106 \| 0.8699 \| 0.8348 \| 0.8772 \| 0.6843 \| 0.7756 \| 0.4351 \| 0.8242 \| 0.7203 \| 0.7933 \| \| 0.1235 \| 22.65 \| 8380 \| 0.4940 \| 0.7273 \| 0.8267 \| 0.8921 \| 0.9447 \| 0.8200 \| 0.8729 \| 0.5466 \| 0.9119 \| 0.8732 \| 0.8176 \| 0.8753 \| 0.6841 \| 0.7743 \| 0.4349 \| 0.8234 \| 0.7183 \| 0.7807 \| \| 0.1661 \| 22.7 \| 8400 \| 0.5082 \| 0.7286 \| 0.8279 \| 0.8927 \| 0.9464 \| 0.8178 \| 0.8682 \| 0.5506 \| 0.9087 \| 0.8807 \| 0.8230 \| 0.8756 \| 0.6850 \| 0.7747 \| 0.4365 \| 0.8239 \| 0.7187 \| 0.7859 \| \| 0.0454 \| 22.76 \| 8420 \| 0.4871 \| 0.7287 \| 0.8282 \| 0.8935 \| 0.9414 \| 0.7992 \| 0.8663 \| 0.5585 \| 0.9141 \| 0.8859 \| 0.8318 \| 0.8791 \| 0.6766 \| 0.7742 \| 0.4349 \| 0.8238 \| 0.7197 \| 0.7924 \| \| 1.6658 \| 22.81 \| 8440 \| 0.5005 \| 0.7299 \| 0.8296 \| 0.8936 \| 0.9432 \| 0.8191 \| 0.8819 \| 0.5613 \| 0.9142 \| 0.8590 \| 0.8286 \| 0.8775 \| 0.6844 \| 0.7760 \| 0.4370 \| 0.8249 \| 0.7177 \| 0.7918 \| \| 0.0592 \| 22.86 \| 8460 \| 0.4833 \| 0.7307 \| 0.8297 \| 0.8943 \| 0.9422 \| 0.8234 \| 0.8804 \| 0.5452 \| 0.9140 \| 0.8686 \| 0.8340 \| 0.8779 \| 0.6854 \| 0.7753 \| 0.4354 \| 0.8258 \| 0.7210 \| 0.7940 \| \| 0.2034 \| 22.92 \| 8480 \| 0.4816 \| 0.7297 \| 0.8257 \| 0.8942 \| 0.9430 \| 0.8072 \| 0.8806 \| 0.5360 \| 0.9178 \| 0.8626 \| 0.8324 \| 0.8782 \| 0.6843 \| 0.7752 \| 0.4330 \| 0.8256 \| 0.7187 \| 0.7929 \| \| 0.219 \| 22.97 \| 8500 \| 0.4757 \| 0.7320 \| 0.8316 \| 0.8948 \| 0.9415 \| 0.8203 \| 0.8677 \| 0.5598 \| 0.9150 \| 0.8788 \| 0.8384 \| 0.8789 \| 0.6826 \| 0.7760 \| 0.4382 \| 0.8256 \| 0.7246 \| 0.7985 \| \| 1.6245 \| 23.03 \| 8520 \| 0.4976 \| 0.7325 \| 0.8304 \| 0.8949 \| 0.9435 \| 0.8109 \| 0.8732 \| 0.5627 \| 0.9149 \| 0.8692 \| 0.8382 \| 0.8784 \| 0.6823 \| 0.7758 \| 0.4375 \| 0.8245 \| 0.7272 \| 0.8018 \| \| 0.3622 \| 23.08 \| 8540 \| 0.5006 \| 0.7335 \| 0.8298 \| 0.8956 \| 0.9429 \| 0.8151 \| 0.8690 \| 0.5464 \| 0.9161 \| 0.8760 \| 0.8430 \| 0.8783 \| 0.6837 \| 0.7750 \| 0.4366 \| 0.8246 \| 0.7311 \| 0.8054 \| \| 0.1775 \| 23.14 \| 8560 \| 0.4989 \| 0.7307 \| 0.8279 \| 0.8944 \| 0.9419 \| 0.8006 \| 0.8692 \| 0.5572 \| 0.9180 \| 0.8751 \| 0.8335 \| 0.8791 \| 0.6793 \| 0.7748 \| 0.4362 \| 0.8239 \| 0.7239 \| 0.7975 \| \| 0.1161 \| 23.19 \| 8580 \| 0.4835 \| 0.7354 \| 0.8354 \| 0.8962 \| 0.9410 \| 0.8242 \| 0.8795 \| 0.5682 \| 0.9122 \| 0.8730 \| 0.8494 \| 0.8787 \| 0.6832 \| 0.7784 \| 0.4365 \| 0.8250 \| 0.7362 \| 0.8096 \| \| 0.115 \| 23.24 \| 8600 \| 0.4783 \| 0.7343 \| 0.8324 \| 0.8958 \| 0.9430 \| 0.8173 \| 0.8665 \| 0.5654 \| 0.9140 \| 0.8709 \| 0.8497 \| 0.8786 \| 0.6811 \| 0.7752 \| 0.4366 \| 0.8238 \| 0.7342 \| 0.8104 \| \| 0.1906 \| 23.3 \| 8620 \| 0.4966 \| 0.7327 \| 0.8234 \| 0.8961 \| 0.9468 \| 0.7885 \| 0.8655 \| 0.5206 \| 0.9170 \| 0.8763 \| 0.8487 \| 0.8778 \| 0.6789 \| 0.7735 \| 0.4286 \| 0.8246 \| 0.7345 \| 0.8109 \| \| 0.0925 \| 23.35 \| 8640 \| 0.4744 \| 0.7358 \| 0.8315 \| 0.8968 \| 0.9425 \| 0.8182 \| 0.8856 \| 0.5370 \| 0.9139 \| 0.8711 \| 0.8520 \| 0.8790 \| 0.6874 \| 0.7776 \| 0.4333 \| 0.8256 \| 0.7360 \| 0.8117 \| \| 1.6185 \| 23.41 \| 8660 \| 0.4855 \| 0.7338 \| 0.8319 \| 0.8956 \| 0.9453 \| 0.8040 \| 0.8841 \| 0.5642 \| 0.9091 \| 0.8741 \| 0.8426 \| 0.8791 \| 0.6829 \| 0.7773 \| 0.4345 \| 0.8241 \| 0.7318 \| 0.8073 \| \| 0.3196 \| 23.46 \| 8680 \| 0.4950 \| 0.7336 \| 0.8319 \| 0.8957 \| 0.9427 \| 0.8137 \| 0.8765 \| 0.5641 \| 0.9153 \| 0.8691 \| 0.8418 \| 0.8792 \| 0.6821 \| 0.7781 \| 0.4344 \| 0.8249 \| 0.7307 \| 0.8062 \| \| 0.1816 \| 23.51 \| 8700 \| 0.5101 \| 0.7298 \| 0.8242 \| 0.8942 \| 0.9456 \| 0.7986 \| 0.8740 \| 0.5440 \| 0.9197 \| 0.8610 \| 0.8267 \| 0.8783 \| 0.6820 \| 0.7757 \| 0.4342 \| 0.8243 \| 0.7197 \| 0.7943 \| \| 0.1225 \| 23.57 \| 8720 \| 0.5229 \| 0.7287 \| 0.8285 \| 0.8933 \| 0.9426 \| 0.7977 \| 0.8747 \| 0.5714 \| 0.9149 \| 0.8725 \| 0.8258 \| 0.8792 \| 0.6790 \| 0.7764 \| 0.4321 \| 0.8229 \| 0.7200 \| 0.7916 \| \| 0.1507 \| 23.62 \| 8740 \| 0.4819 \| 0.7337 \| 0.8348 \| 0.8954 \| 0.9437 \| 0.8198 \| 0.8790 \| 0.5703 \| 0.9077 \| 0.8805 \| 0.8428 \| 0.8794 \| 0.6835 \| 0.7790 \| 0.4328 \| 0.8241 \| 0.7311 \| 0.8058 \| \| 0.228 \| 23.68 \| 8760 \| 0.4819 \| 0.7348 \| 0.8339 \| 0.8961 \| 0.9408 \| 0.8189 \| 0.8732 \| 0.5635 \| 0.9139 \| 0.8778 \| 0.8489 \| 0.8797 \| 0.6835 \| 0.7775 \| 0.4338 \| 0.8240 \| 0.7351 \| 0.8102 \| \| 0.1354 \| 23.73 \| 8780 \| 0.4838 \| 0.7341 \| 0.8355 \| 0.8955 \| 0.9397 \| 0.8270 \| 0.8674 \| 0.5729 \| 0.9128 \| 0.8799 \| 0.8490 \| 0.8793 \| 0.6808 \| 0.7763 \| 0.4330 \| 0.8225 \| 0.7357 \| 0.8113 \| \| 0.1018 \| 23.78 \| 8800 \| 0.4698 \| 0.7351 \| 0.8331 \| 0.8964 \| 0.9413 \| 0.8098 \| 0.8744 \| 0.5628 \| 0.9139 \| 0.8773 \| 0.8521 \| 0.8799 \| 0.6823 \| 0.7775 \| 0.4336 \| 0.8243 \| 0.7365 \| 0.8117 \| \| 0.0382 \| 23.84 \| 8820 \| 0.4737 \| 0.7345 \| 0.8335 \| 0.8960 \| 0.9436 \| 0.8198 \| 0.8710 \| 0.5671 \| 0.9123 \| 0.8706 \| 0.8500 \| 0.8793 \| 0.6824 \| 0.7773 \| 0.4326 \| 0.8241 \| 0.7347 \| 0.8110 \| \| 0.0626 \| 23.89 \| 8840 \| 0.4759 \| 0.7320 \| 0.8318 \| 0.8950 \| 0.9447 \| 0.8173 \| 0.8676 \| 0.5704 \| 0.9130 \| 0.8702 \| 0.8396 \| 0.8798 \| 0.6786 \| 0.7773 \| 0.4323 \| 0.8234 \| 0.7274 \| 0.8049 \| \| 0.133 \| 23.95 \| 8860 \| 0.4844 \| 0.7316 \| 0.8273 \| 0.8951 \| 0.9413 \| 0.8210 \| 0.8741 \| 0.5234 \| 0.9204 \| 0.8792 \| 0.8315 \| 0.8803 \| 0.6871 \| 0.7768 \| 0.4341 \| 0.8251 \| 0.7220 \| 0.7961 \| \| 0.1631 \| 24.0 \| 8880 \| 0.5030 \| 0.7297 \| 0.8271 \| 0.8937 \| 0.9441 \| 0.8169 \| 0.8721 \| 0.5400 \| 0.9149 \| 0.8749 \| 0.8270 \| 0.8788 \| 0.6863 \| 0.7744 \| 0.4349 \| 0.8233 \| 0.7189 \| 0.7911 \| \| 1.1022 \| 24.05 \| 8900 \| 0.4980 \| 0.7310 \| 0.8303 \| 0.8943 \| 0.9437 \| 0.8310 \| 0.8688 \| 0.5447 \| 0.9131 \| 0.8782 \| 0.8326 \| 0.8786 \| 0.6864 \| 0.7758 \| 0.4353 \| 0.8247 \| 0.7216 \| 0.7949 \| \| 0.141 \| 24.11 \| 8920 \| 0.4811 \| 0.7307 \| 0.8295 \| 0.8944 \| 0.9431 \| 0.8174 \| 0.8706 \| 0.5475 \| 0.9136 \| 0.8799 \| 0.8341 \| 0.8793 \| 0.6833 \| 0.7758 \| 0.4344 \| 0.8243 \| 0.7217 \| 0.7961 \| \| 0.0416 \| 24.16 \| 8940 \| 0.4828 \| 0.7298 \| 0.8284 \| 0.8942 \| 0.9434 \| 0.8018 \| 0.8763 \| 0.5577 \| 0.9138 \| 0.8718 \| 0.8341 \| 0.8792 \| 0.6782 \| 0.7767 \| 0.4314 \| 0.8241 \| 0.7216 \| 0.7970 \| \| 0.0939 \| 24.22 \| 8960 \| 0.4767 \| 0.7301 \| 0.8314 \| 0.8942 \| 0.9415 \| 0.8115 \| 0.8711 \| 0.5720 \| 0.9133 \| 0.8714 \| 0.8391 \| 0.8794 \| 0.6773 \| 0.7777 \| 0.4299 \| 0.8240 \| 0.7235 \| 0.7989 \| \| 0.1396 \| 24.27 \| 8980 \| 0.4921 \| 0.7295 \| 0.8288 \| 0.8940 \| 0.9434 \| 0.8037 \| 0.8770 \| 0.5635 \| 0.9144 \| 0.8655 \| 0.8338 \| 0.8791 \| 0.6773 \| 0.7766 \| 0.4295 \| 0.8236 \| 0.7224 \| 0.7983 \| \| 1.2201 \| 24.32 \| 9000 \| 0.4818 \| 0.7291 \| 0.8297 \| 0.8937 \| 0.9426 \| 0.8100 \| 0.8709 \| 0.5747 \| 0.9150 \| 0.8567 \| 0.8380 \| 0.8791 \| 0.6767 \| 0.7765 \| 0.4278 \| 0.8226 \| 0.7210 \| 0.8001 \| \| 0.0287 \| 24.38 \| 9020 \| 0.4900 \| 0.7288 \| 0.8297 \| 0.8935 \| 0.9420 \| 0.8038 \| 0.8780 \| 0.5641 \| 0.9122 \| 0.8790 \| 0.8286 \| 0.8794 \| 0.6783 \| 0.7764 \| 0.4306 \| 0.8234 \| 0.7202 \| 0.7934 \| \| 0.1132 \| 24.43 \| 9040 \| 0.4940 \| 0.7308 \| 0.8282 \| 0.8944 \| 0.9432 \| 0.8193 \| 0.8745 \| 0.5367 \| 0.9149 \| 0.8765 \| 0.8323 \| 0.8784 \| 0.6860 \| 0.7761 \| 0.4339 \| 0.8250 \| 0.7216 \| 0.7946 \| \| 0.1419 \| 24.49 \| 9060 \| 0.4925 \| 0.7294 \| 0.8279 \| 0.8936 \| 0.9440 \| 0.8011 \| 0.8720 \| 0.5558 \| 0.9121 \| 0.8808 \| 0.8297 \| 0.8791 \| 0.6823 \| 0.7745 \| 0.4341 \| 0.8232 \| 0.7194 \| 0.7929 \| \| 0.1347 \| 24.54 \| 9080 \| 0.4996 \| 0.7295 \| 0.8289 \| 0.8936 \| 0.9416 \| 0.8125 \| 0.8720 \| 0.5588 \| 0.9157 \| 0.8714 \| 0.8306 \| 0.8791 \| 0.6829 \| 0.7749 \| 0.4336 \| 0.8231 \| 0.7191 \| 0.7935 \| \| 0.0695 \| 24.59 \| 9100 \| 0.4812 \| 0.7295 \| 0.8315 \| 0.8935 \| 0.9405 \| 0.8235 \| 0.8741 \| 0.5674 \| 0.9144 \| 0.8697 \| 0.8308 \| 0.8795 \| 0.6815 \| 0.7766 \| 0.4332 \| 0.8228 \| 0.7193 \| 0.7936 \| \| 0.1431 \| 24.65 \| 9120 \| 0.4953 \| 0.7301 \| 0.8272 \| 0.8941 \| 0.9448 \| 0.8128 \| 0.8702 \| 0.5408 \| 0.9143 \| 0.8787 \| 0.8290 \| 0.8788 \| 0.6846 \| 0.7753 \| 0.4341 \| 0.8243 \| 0.7203 \| 0.7929 \| \| 0.2409 \| 24.7 \| 9140 \| 0.4958 \| 0.7297 \| 0.8283 \| 0.8937 \| 0.9458 \| 0.8127 \| 0.8679 \| 0.5569 \| 0.9134 \| 0.8756 \| 0.8260 \| 0.8787 \| 0.6829 \| 0.7756 \| 0.4346 \| 0.8240 \| 0.7197 \| 0.7922 \| \| 0.2551 \| 24.76 \| 9160 \| 0.5110 \| 0.7286 \| 0.8247 \| 0.8935 \| 0.9427 \| 0.8118 \| 0.8768 \| 0.5444 \| 0.9213 \| 0.8467 \| 0.8292 \| 0.8786 \| 0.6829 \| 0.7749 \| 0.4336 \| 0.8226 \| 0.7142 \| 0.7937 \| \| 0.0546 \| 24.81 \| 9180 \| 0.4938 \| 0.7298 \| 0.8277 \| 0.8940 \| 0.9434 \| 0.8217 \| 0.8667 \| 0.5422 \| 0.9166 \| 0.8716 \| 0.8314 \| 0.8789 \| 0.6829 \| 0.7742 \| 0.4349 \| 0.8238 \| 0.7197 \| 0.7944 \| \| 0.1439 \| 24.86 \| 9200 \| 0.4937 \| 0.7299 \| 0.8262 \| 0.8942 \| 0.9439 \| 0.8105 \| 0.8724 \| 0.5322 \| 0.9157 \| 0.8771 \| 0.8315 \| 0.8789 \| 0.6840 \| 0.7746 \| 0.4331 \| 0.8242 \| 0.7206 \| 0.7943 \| \| 0.0879 \| 24.92 \| 9220 \| 0.5009 \| 0.7298 \| 0.8271 \| 0.8939 \| 0.9465 \| 0.8115 \| 0.8670 \| 0.5498 \| 0.9146 \| 0.8747 \| 0.8259 \| 0.8784 \| 0.6825 \| 0.7761 \| 0.4348 \| 0.8246 \| 0.7201 \| 0.7919 \| \| 0.1349 \| 24.97 \| 9240 \| 0.4888 \| 0.7304 \| 0.8267 \| 0.8944 \| 0.9447 \| 0.8151 \| 0.8756 \| 0.5243 \| 0.9131 \| 0.8836 \| 0.8307 \| 0.8786 \| 0.6862 \| 0.7756 \| 0.4322 \| 0.8250 \| 0.7213 \| 0.7937 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-cityscapes-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5730 - Mean Iou: 0.7157 - Mean Accuracy: 0.8145 - Overall Accuracy: 0.8866 - Accuracy Water: 0.9491 - Accuracy Whitewater: 0.8195 - Accuracy Sediment: 0.8684 - Accuracy Other Natural Terrain: 0.5106 - Accuracy Vegetation: 0.9154 - Accuracy Development: 0.8773 - Accuracy Unknown: 0.7612 - Iou Water: 0.8883 - Iou Whitewater: 0.7016 - Iou Sediment: 0.7771 - Iou Other Natural Terrain: 0.4328 - Iou Vegetation: 0.8130 - Iou Development: 0.6795 - Iou Unknown: 0.7176 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.8255 \| 0.05 \| 20 \| 1.7027 \| 0.1290 \| 0.2258 \| 0.4395 \| 0.4512 \| 0.0062 \| 0.0230 \| 0.0071 \| 0.8969 \| 0.1962 \| 0.0001 \| 0.3734 \| 0.0056 \| 0.0201 \| 0.0061 \| 0.3645 \| 0.1328 \| 0.0001 \| \| 1.6284 \| 0.11 \| 40 \| 1.3704 \| 0.1980 \| 0.2989 \| 0.5788 \| 0.7902 \| 0.0050 \| 0.0527 \| 0.0005 \| 0.9144 \| 0.2868 \| 0.0429 \| 0.5340 \| 0.0050 \| 0.0485 \| 0.0005 \| 0.5122 \| 0.2432 \| 0.0428 \| \| 1.3093 \| 0.16 \| 60 \| 1.2415 \| 0.2585 \| 0.3548 \| 0.6245 \| 0.7540 \| 0.0105 \| 0.0165 \| 0.0 \| 0.9710 \| 0.4103 \| 0.3215 \| 0.6036 \| 0.0104 \| 0.0161 \| 0.0 \| 0.5026 \| 0.3555 \| 0.3210 \| \| 1.0099 \| 0.22 \| 80 \| 1.1327 \| 0.2676 \| 0.3591 \| 0.6431 \| 0.8175 \| 0.0050 \| 0.0401 \| 0.0 \| 0.9532 \| 0.3186 \| 0.3795 \| 0.6247 \| 0.0050 \| 0.0390 \| 0.0 \| 0.5219 \| 0.3035 \| 0.3792 \| \| 1.1127 \| 0.27 \| 100 \| 1.0871 \| 0.3127 \| 0.4101 \| 0.6672 \| 0.8090 \| 0.0084 \| 0.1632 \| 0.0 \| 0.9318 \| 0.5647 \| 0.3937 \| 0.6501 \| 0.0084 \| 0.1461 \| 0.0 \| 0.5354 \| 0.4560 \| 0.3931 \| \| 0.8616 \| 0.32 \| 120 \| 0.9837 \| 0.3545 \| 0.4519 \| 0.7101 \| 0.8676 \| 0.0024 \| 0.3230 \| 0.0 \| 0.9290 \| 0.5953 \| 0.4461 \| 0.7064 \| 0.0024 \| 0.2692 \| 0.0 \| 0.5894 \| 0.4795 \| 0.4347 \| \| 1.1509 \| 0.38 \| 140 \| 0.9333 \| 0.3801 \| 0.4882 \| 0.7212 \| 0.8515 \| 0.0000 \| 0.5253 \| 0.0 \| 0.8948 \| 0.6991 \| 0.4468 \| 0.6908 \| 0.0000 \| 0.4022 \| 0.0 \| 0.6143 \| 0.5514 \| 0.4020 \| \| 1.3826 \| 0.43 \| 160 \| 0.8626 \| 0.3873 \| 0.5027 \| 0.7342 \| 0.9122 \| 0.0044 \| 0.4573 \| 0.0 \| 0.8399 \| 0.8457 \| 0.4594 \| 0.7047 \| 0.0044 \| 0.3826 \| 0.0 \| 0.6363 \| 0.5382 \| 0.4451 \| \| 1.0346 \| 0.49 \| 180 \| 0.8790 \| 0.3828 \| 0.4928 \| 0.7264 \| 0.8471 \| 0.0000 \| 0.4274 \| 0.0 \| 0.9077 \| 0.7813 \| 0.4861 \| 0.7062 \| 0.0000 \| 0.3443 \| 0.0 \| 0.6096 \| 0.5432 \| 0.4764 \| \| 1.0385 \| 0.54 \| 200 \| 0.8776 \| 0.4044 \| 0.5424 \| 0.7318 \| 0.8723 \| 0.0757 \| 0.6913 \| 0.0 \| 0.7709 \| 0.8850 \| 0.5015 \| 0.7417 \| 0.0736 \| 0.5008 \| 0.0 \| 0.6157 \| 0.4206 \| 0.4786 \| \| 0.9166 \| 0.59 \| 220 \| 0.7701 \| 0.4368 \| 0.5589 \| 0.7637 \| 0.8764 \| 0.0895 \| 0.7560 \| 0.0 \| 0.8723 \| 0.8130 \| 0.5050 \| 0.7467 \| 0.0886 \| 0.5264 \| 0.0 \| 0.6674 \| 0.5346 \| 0.4938 \| \| 1.4187 \| 0.65 \| 240 \| 0.7735 \| 0.4290 \| 0.5393 \| 0.7602 \| 0.9057 \| 0.0370 \| 0.7644 \| 0.0 \| 0.8616 \| 0.7105 \| 0.4957 \| 0.7142 \| 0.0368 \| 0.5090 \| 0.0 \| 0.6780 \| 0.5785 \| 0.4866 \| \| 0.8127 \| 0.7 \| 260 \| 0.7394 \| 0.4581 \| 0.5633 \| 0.7750 \| 0.9069 \| 0.1810 \| 0.6709 \| 0.0 \| 0.8976 \| 0.7690 \| 0.5175 \| 0.7359 \| 0.1733 \| 0.5022 \| 0.0 \| 0.6971 \| 0.5938 \| 0.5042 \| \| 0.8323 \| 0.76 \| 280 \| 0.7582 \| 0.4824 \| 0.5878 \| 0.7812 \| 0.8859 \| 0.3329 \| 0.7904 \| 0.0 \| 0.9308 \| 0.7197 \| 0.4552 \| 0.7473 \| 0.3141 \| 0.5890 \| 0.0 \| 0.6938 \| 0.5846 \| 0.4479 \| \| 0.6184 \| 0.81 \| 300 \| 0.7331 \| 0.4920 \| 0.6193 \| 0.7724 \| 0.9022 \| 0.5065 \| 0.7736 \| 0.0 \| 0.8107 \| 0.8244 \| 0.5180 \| 0.7508 \| 0.4264 \| 0.5756 \| 0.0 \| 0.6518 \| 0.5494 \| 0.4902 \| \| 2.0827 \| 0.86 \| 320 \| 0.7559 \| 0.4796 \| 0.5820 \| 0.7740 \| 0.9007 \| 0.4211 \| 0.7026 \| 0.0 \| 0.9247 \| 0.7033 \| 0.4214 \| 0.7534 \| 0.3776 \| 0.5706 \| 0.0 \| 0.6708 \| 0.5757 \| 0.4092 \| \| 0.748 \| 0.92 \| 340 \| 0.7179 \| 0.5110 \| 0.6444 \| 0.7866 \| 0.8798 \| 0.5538 \| 0.8472 \| 0.0 \| 0.8461 \| 0.8625 \| 0.5213 \| 0.7634 \| 0.4670 \| 0.5656 \| 0.0 \| 0.6901 \| 0.5830 \| 0.5081 \| \| 0.5084 \| 0.97 \| 360 \| 0.7135 \| 0.5228 \| 0.6294 \| 0.8001 \| 0.9061 \| 0.5449 \| 0.7269 \| 0.0 \| 0.9150 \| 0.7655 \| 0.5472 \| 0.7876 \| 0.4646 \| 0.5806 \| 0.0 \| 0.6971 \| 0.6069 \| 0.5232 \| \| 0.7817 \| 1.03 \| 380 \| 0.6495 \| 0.5343 \| 0.6487 \| 0.8037 \| 0.8974 \| 0.6201 \| 0.8332 \| 0.0 \| 0.9078 \| 0.7533 \| 0.5291 \| 0.7931 \| 0.5062 \| 0.6344 \| 0.0 \| 0.6950 \| 0.5964 \| 0.5153 \| \| 1.0043 \| 1.08 \| 400 \| 0.6443 \| 0.5413 \| 0.6538 \| 0.8097 \| 0.9058 \| 0.6272 \| 0.8076 \| 0.0 \| 0.9135 \| 0.7883 \| 0.5340 \| 0.8026 \| 0.5179 \| 0.6382 \| 0.0 \| 0.7066 \| 0.6063 \| 0.5175 \| \| 0.7235 \| 1.14 \| 420 \| 0.6647 \| 0.5199 \| 0.6546 \| 0.7918 \| 0.9328 \| 0.5814 \| 0.8595 \| 0.0 \| 0.7731 \| 0.8745 \| 0.5611 \| 0.7687 \| 0.4716 \| 0.5782 \| 0.0 \| 0.6840 \| 0.6070 \| 0.5295 \| \| 0.4646 \| 1.19 \| 440 \| 0.6397 \| 0.5485 \| 0.6677 \| 0.8114 \| 0.8968 \| 0.7575 \| 0.8333 \| 0.0 \| 0.9229 \| 0.7192 \| 0.5441 \| 0.8101 \| 0.5574 \| 0.6348 \| 0.0 \| 0.7036 \| 0.6153 \| 0.5185 \| \| 0.3387 \| 1.24 \| 460 \| 0.6339 \| 0.5459 \| 0.6488 \| 0.8134 \| 0.9239 \| 0.6487 \| 0.7729 \| 0.0 \| 0.9299 \| 0.7393 \| 0.5268 \| 0.8161 \| 0.5459 \| 0.6296 \| 0.0 \| 0.7084 \| 0.6191 \| 0.5019 \| \| 0.4492 \| 1.3 \| 480 \| 0.6280 \| 0.5590 \| 0.6748 \| 0.8210 \| 0.9198 \| 0.7297 \| 0.8350 \| 0.0 \| 0.9139 \| 0.7842 \| 0.5409 \| 0.8212 \| 0.5670 \| 0.6290 \| 0.0 \| 0.7244 \| 0.6477 \| 0.5236 \| \| 0.7281 \| 1.35 \| 500 \| 0.6056 \| 0.5607 \| 0.6783 \| 0.8223 \| 0.9169 \| 0.7259 \| 0.8499 \| 0.0 \| 0.9134 \| 0.8056 \| 0.5364 \| 0.8212 \| 0.5672 \| 0.6353 \| 0.0 \| 0.7296 \| 0.6536 \| 0.5177 \| \| 0.4626 \| 1.41 \| 520 \| 0.6378 \| 0.5516 \| 0.6765 \| 0.8136 \| 0.9113 \| 0.7343 \| 0.8006 \| 0.0001 \| 0.8891 \| 0.8723 \| 0.5278 \| 0.8083 \| 0.5583 \| 0.6237 \| 0.0001 \| 0.7103 \| 0.6468 \| 0.5137 \| \| 0.3665 \| 1.46 \| 540 \| 0.6123 \| 0.5573 \| 0.6768 \| 0.8179 \| 0.9093 \| 0.7674 \| 0.7990 \| 0.0 \| 0.9153 \| 0.7991 \| 0.5477 \| 0.8177 \| 0.5699 \| 0.6271 \| 0.0 \| 0.7142 \| 0.6435 \| 0.5283 \| \| 0.3533 \| 1.51 \| 560 \| 0.6079 \| 0.5586 \| 0.6627 \| 0.8206 \| 0.9350 \| 0.7048 \| 0.7373 \| 0.0001 \| 0.9192 \| 0.7832 \| 0.5594 \| 0.8146 \| 0.5719 \| 0.6252 \| 0.0001 \| 0.7216 \| 0.6390 \| 0.5378 \| \| 0.3662 \| 1.57 \| 580 \| 0.6387 \| 0.5443 \| 0.6593 \| 0.8103 \| 0.9371 \| 0.6781 \| 0.7947 \| 0.0000 \| 0.8765 \| 0.8076 \| 0.5212 \| 0.8181 \| 0.5589 \| 0.6010 \| 0.0000 \| 0.6942 \| 0.6216 \| 0.5163 \| \| 0.5607 \| 1.62 \| 600 \| 0.6234 \| 0.5623 \| 0.6999 \| 0.8215 \| 0.9081 \| 0.8504 \| 0.8616 \| 0.0000 \| 0.8935 \| 0.8640 \| 0.5214 \| 0.8246 \| 0.5843 \| 0.6351 \| 0.0000 \| 0.7276 \| 0.6550 \| 0.5091 \| \| 0.3321 \| 1.68 \| 620 \| 0.6355 \| 0.5625 \| 0.7020 \| 0.8178 \| 0.9242 \| 0.8198 \| 0.8432 \| 0.0001 \| 0.8295 \| 0.9079 \| 0.5891 \| 0.8362 \| 0.6050 \| 0.6528 \| 0.0001 \| 0.6967 \| 0.5816 \| 0.5654 \| \| 0.4281 \| 1.73 \| 640 \| 0.5823 \| 0.5826 \| 0.6897 \| 0.8327 \| 0.9162 \| 0.7880 \| 0.8567 \| 0.0001 \| 0.9397 \| 0.7525 \| 0.5747 \| 0.8327 \| 0.6281 \| 0.6770 \| 0.0001 \| 0.7332 \| 0.6576 \| 0.5498 \| \| 1.1026 \| 1.78 \| 660 \| 0.6229 \| 0.5613 \| 0.6920 \| 0.8202 \| 0.8902 \| 0.7902 \| 0.8338 \| 0.0 \| 0.9101 \| 0.8561 \| 0.5637 \| 0.8177 \| 0.5813 \| 0.6500 \| 0.0 \| 0.7279 \| 0.6087 \| 0.5433 \| \| 0.7561 \| 1.84 \| 680 \| 0.5747 \| 0.5691 \| 0.6735 \| 0.8313 \| 0.9400 \| 0.6768 \| 0.8304 \| 0.0005 \| 0.9305 \| 0.8062 \| 0.5301 \| 0.8284 \| 0.5407 \| 0.6685 \| 0.0005 \| 0.7425 \| 0.6838 \| 0.5195 \| \| 0.4515 \| 1.89 \| 700 \| 0.5821 \| 0.5899 \| 0.7094 \| 0.8352 \| 0.9120 \| 0.8155 \| 0.8818 \| 0.0004 \| 0.9025 \| 0.8512 \| 0.6024 \| 0.8364 \| 0.6455 \| 0.6447 \| 0.0004 \| 0.7347 \| 0.6910 \| 0.5768 \| \| 0.656 \| 1.95 \| 720 \| 0.5716 \| 0.5744 \| 0.7042 \| 0.8273 \| 0.9093 \| 0.8491 \| 0.8100 \| 0.0135 \| 0.8979 \| 0.8535 \| 0.5961 \| 0.8312 \| 0.6026 \| 0.6656 \| 0.0135 \| 0.7323 \| 0.6279 \| 0.5480 \| \| 1.8132 \| 2.0 \| 740 \| 0.6120 \| 0.5628 \| 0.6812 \| 0.8240 \| 0.9300 \| 0.7314 \| 0.7887 \| 0.0045 \| 0.9009 \| 0.8757 \| 0.5373 \| 0.8285 \| 0.5719 \| 0.6497 \| 0.0045 \| 0.7315 \| 0.6488 \| 0.5045 \| \| 0.3921 \| 2.05 \| 760 \| 0.6014 \| 0.5614 \| 0.6818 \| 0.8244 \| 0.9345 \| 0.7816 \| 0.8711 \| 0.0013 \| 0.9060 \| 0.7507 \| 0.5273 \| 0.8359 \| 0.5958 \| 0.6178 \| 0.0013 \| 0.7377 \| 0.6382 \| 0.5032 \| \| 0.3895 \| 2.11 \| 780 \| 0.5443 \| 0.5774 \| 0.7023 \| 0.8314 \| 0.9292 \| 0.8344 \| 0.8295 \| 0.0112 \| 0.9049 \| 0.8754 \| 0.5318 \| 0.8454 \| 0.6221 \| 0.6890 \| 0.0112 \| 0.7366 \| 0.6206 \| 0.5169 \| \| 0.4646 \| 2.16 \| 800 \| 0.5058 \| 0.6009 \| 0.7123 \| 0.8419 \| 0.9413 \| 0.7920 \| 0.8638 \| 0.0227 \| 0.8874 \| 0.8643 \| 0.6147 \| 0.8449 \| 0.6440 \| 0.7120 \| 0.0227 \| 0.7376 \| 0.6632 \| 0.5822 \| \| 1.5981 \| 2.22 \| 820 \| 0.5296 \| 0.5873 \| 0.7007 \| 0.8341 \| 0.9262 \| 0.8121 \| 0.8398 \| 0.0178 \| 0.9116 \| 0.8115 \| 0.5860 \| 0.8290 \| 0.6369 \| 0.7060 \| 0.0178 \| 0.7434 \| 0.6298 \| 0.5478 \| \| 0.2858 \| 2.27 \| 840 \| 0.5685 \| 0.5681 \| 0.6855 \| 0.8217 \| 0.9064 \| 0.7037 \| 0.8602 \| 0.0124 \| 0.8864 \| 0.8159 \| 0.6137 \| 0.8260 \| 0.5791 \| 0.6695 \| 0.0124 \| 0.7102 \| 0.6297 \| 0.5500 \| \| 0.6615 \| 2.32 \| 860 \| 0.5751 \| 0.5570 \| 0.6922 \| 0.8197 \| 0.9255 \| 0.7319 \| 0.8747 \| 0.0328 \| 0.8655 \| 0.9026 \| 0.5123 \| 0.8337 \| 0.5578 \| 0.6328 \| 0.0326 \| 0.7287 \| 0.6141 \| 0.4993 \| \| 0.2149 \| 2.38 \| 880 \| 0.5294 \| 0.5844 \| 0.7083 \| 0.8302 \| 0.9128 \| 0.8525 \| 0.7967 \| 0.0995 \| 0.9335 \| 0.8352 \| 0.5282 \| 0.8335 \| 0.5610 \| 0.7156 \| 0.0986 \| 0.7350 \| 0.6344 \| 0.5127 \| \| 0.576 \| 2.43 \| 900 \| 0.5266 \| 0.6100 \| 0.7118 \| 0.8432 \| 0.9210 \| 0.7831 \| 0.8250 \| 0.0737 \| 0.9333 \| 0.8283 \| 0.6183 \| 0.8536 \| 0.6435 \| 0.7215 \| 0.0735 \| 0.7310 \| 0.6642 \| 0.5828 \| \| 1.1175 \| 2.49 \| 920 \| 0.5370 \| 0.6007 \| 0.7203 \| 0.8394 \| 0.9294 \| 0.8115 \| 0.8496 \| 0.0324 \| 0.8635 \| 0.8747 \| 0.6810 \| 0.8532 \| 0.6487 \| 0.6791 \| 0.0323 \| 0.7280 \| 0.6755 \| 0.5880 \| \| 0.4719 \| 2.54 \| 940 \| 0.5447 \| 0.5940 \| 0.7022 \| 0.8367 \| 0.9405 \| 0.7849 \| 0.7967 \| 0.0279 \| 0.8949 \| 0.8637 \| 0.6066 \| 0.8399 \| 0.6297 \| 0.7051 \| 0.0279 \| 0.7272 \| 0.6622 \| 0.5662 \| \| 0.4847 \| 2.59 \| 960 \| 0.5860 \| 0.5878 \| 0.7206 \| 0.8323 \| 0.8983 \| 0.8799 \| 0.8445 \| 0.0374 \| 0.8901 \| 0.8314 \| 0.6622 \| 0.8313 \| 0.6254 \| 0.6237 \| 0.0373 \| 0.7429 \| 0.6653 \| 0.5884 \| \| 0.302 \| 2.65 \| 980 \| 0.5840 \| 0.5856 \| 0.6936 \| 0.8341 \| 0.9409 \| 0.7526 \| 0.8375 \| 0.0304 \| 0.9118 \| 0.8478 \| 0.5342 \| 0.8369 \| 0.6371 \| 0.7121 \| 0.0302 \| 0.7432 \| 0.6225 \| 0.5167 \| \| 0.4162 \| 2.7 \| 1000 \| 0.5942 \| 0.5833 \| 0.7201 \| 0.8296 \| 0.9197 \| 0.8478 \| 0.8826 \| 0.0437 \| 0.8636 \| 0.9211 \| 0.5621 \| 0.8460 \| 0.6394 \| 0.7000 \| 0.0435 \| 0.7351 \| 0.5969 \| 0.5222 \| \| 0.3414 \| 2.76 \| 1020 \| 0.5377 \| 0.6057 \| 0.7151 \| 0.8433 \| 0.9477 \| 0.8133 \| 0.8716 \| 0.0617 \| 0.8910 \| 0.7917 \| 0.6287 \| 0.8431 \| 0.6460 \| 0.6754 \| 0.0611 \| 0.7427 \| 0.6597 \| 0.6119 \| \| 0.2947 \| 2.81 \| 1040 \| 0.4663 \| 0.6194 \| 0.7372 \| 0.8499 \| 0.9337 \| 0.8449 \| 0.8461 \| 0.0507 \| 0.8663 \| 0.8996 \| 0.7191 \| 0.8582 \| 0.6537 \| 0.7134 \| 0.0504 \| 0.7373 \| 0.6829 \| 0.6398 \| \| 0.4344 \| 2.86 \| 1060 \| 0.5806 \| 0.6026 \| 0.7025 \| 0.8429 \| 0.9336 \| 0.7909 \| 0.8411 \| 0.0344 \| 0.9330 \| 0.7716 \| 0.6131 \| 0.8478 \| 0.6418 \| 0.6993 \| 0.0343 \| 0.7356 \| 0.6656 \| 0.5937 \| \| 0.4233 \| 2.92 \| 1080 \| 0.4980 \| 0.5976 \| 0.7286 \| 0.8404 \| 0.9283 \| 0.8777 \| 0.8380 \| 0.0629 \| 0.8873 \| 0.9085 \| 0.5975 \| 0.8496 \| 0.5984 \| 0.6865 \| 0.0613 \| 0.7413 \| 0.6624 \| 0.5838 \| \| 0.2809 \| 2.97 \| 1100 \| 0.4464 \| 0.6203 \| 0.7265 \| 0.8519 \| 0.9372 \| 0.7880 \| 0.8750 \| 0.0615 \| 0.9051 \| 0.8789 \| 0.6399 \| 0.8554 \| 0.6481 \| 0.7150 \| 0.0607 \| 0.7479 \| 0.6885 \| 0.6265 \| \| 0.3447 \| 3.03 \| 1120 \| 0.5340 \| 0.6096 \| 0.7311 \| 0.8446 \| 0.9362 \| 0.8434 \| 0.9080 \| 0.0769 \| 0.8855 \| 0.8803 \| 0.5874 \| 0.8509 \| 0.6528 \| 0.6686 \| 0.0754 \| 0.7471 \| 0.6900 \| 0.5824 \| \| 0.6117 \| 3.08 \| 1140 \| 0.5048 \| 0.6125 \| 0.7187 \| 0.8489 \| 0.9346 \| 0.7252 \| 0.8101 \| 0.0746 \| 0.9008 \| 0.9181 \| 0.6672 \| 0.8479 \| 0.6072 \| 0.6968 \| 0.0736 \| 0.7532 \| 0.6794 \| 0.6292 \| \| 0.6382 \| 3.14 \| 1160 \| 0.5120 \| 0.6234 \| 0.7304 \| 0.8506 \| 0.9355 \| 0.8197 \| 0.8209 \| 0.1160 \| 0.9205 \| 0.8901 \| 0.6098 \| 0.8504 \| 0.6514 \| 0.7115 \| 0.1151 \| 0.7543 \| 0.6798 \| 0.6014 \| \| 0.3643 \| 3.19 \| 1180 \| 0.5157 \| 0.6176 \| 0.7319 \| 0.8476 \| 0.9328 \| 0.8273 \| 0.8711 \| 0.0748 \| 0.8946 \| 0.9140 \| 0.6090 \| 0.8503 \| 0.6656 \| 0.7162 \| 0.0739 \| 0.7441 \| 0.6719 \| 0.6013 \| \| 0.335 \| 3.24 \| 1200 \| 0.4938 \| 0.6277 \| 0.7405 \| 0.8549 \| 0.9294 \| 0.8180 \| 0.8617 \| 0.0679 \| 0.8867 \| 0.9114 \| 0.7081 \| 0.8449 \| 0.6650 \| 0.7021 \| 0.0665 \| 0.7641 \| 0.6626 \| 0.6890 \| \| 0.3088 \| 3.3 \| 1220 \| 0.4818 \| 0.6334 \| 0.7421 \| 0.8592 \| 0.9182 \| 0.8099 \| 0.8625 \| 0.0526 \| 0.8875 \| 0.8356 \| 0.8282 \| 0.8452 \| 0.6720 \| 0.6992 \| 0.0521 \| 0.7738 \| 0.6848 \| 0.7070 \| \| 0.3001 \| 3.35 \| 1240 \| 0.4130 \| 0.6576 \| 0.7557 \| 0.8750 \| 0.9338 \| 0.8285 \| 0.8234 \| 0.0863 \| 0.9177 \| 0.8631 \| 0.8369 \| 0.8570 \| 0.6648 \| 0.7077 \| 0.0845 \| 0.7983 \| 0.6981 \| 0.7925 \| \| 0.8804 \| 3.41 \| 1260 \| 0.4606 \| 0.6584 \| 0.7540 \| 0.8712 \| 0.9287 \| 0.8165 \| 0.8108 \| 0.1195 \| 0.9197 \| 0.8575 \| 0.8252 \| 0.8494 \| 0.6774 \| 0.6906 \| 0.1175 \| 0.7892 \| 0.6961 \| 0.7887 \| \| 0.5654 \| 3.46 \| 1280 \| 0.4339 \| 0.6784 \| 0.7748 \| 0.8766 \| 0.9276 \| 0.7883 \| 0.8747 \| 0.2341 \| 0.9035 \| 0.8320 \| 0.8635 \| 0.8527 \| 0.6715 \| 0.7439 \| 0.2239 \| 0.8017 \| 0.6826 \| 0.7725 \| \| 0.4404 \| 3.51 \| 1300 \| 0.4618 \| 0.6788 \| 0.7941 \| 0.8709 \| 0.8789 \| 0.8413 \| 0.8772 \| 0.2895 \| 0.9032 \| 0.8595 \| 0.9091 \| 0.8389 \| 0.6576 \| 0.7442 \| 0.2706 \| 0.7937 \| 0.6782 \| 0.7682 \| \| 0.2588 \| 3.57 \| 1320 \| 0.4554 \| 0.6466 \| 0.7515 \| 0.8629 \| 0.9428 \| 0.8192 \| 0.8849 \| 0.1429 \| 0.8958 \| 0.8621 \| 0.7131 \| 0.8538 \| 0.6659 \| 0.6922 \| 0.1351 \| 0.7757 \| 0.7061 \| 0.6971 \| \| 0.3708 \| 3.62 \| 1340 \| 0.4490 \| 0.6492 \| 0.7439 \| 0.8677 \| 0.9405 \| 0.8127 \| 0.8779 \| 0.1198 \| 0.9245 \| 0.7643 \| 0.7675 \| 0.8659 \| 0.6714 \| 0.7057 \| 0.1145 \| 0.7774 \| 0.6797 \| 0.7300 \| \| 0.2473 \| 3.68 \| 1360 \| 0.4512 \| 0.6770 \| 0.7850 \| 0.8695 \| 0.9276 \| 0.8334 \| 0.8249 \| 0.3246 \| 0.8914 \| 0.8975 \| 0.7953 \| 0.8627 \| 0.6569 \| 0.7381 \| 0.2889 \| 0.7695 \| 0.6736 \| 0.7495 \| \| 0.5854 \| 3.73 \| 1380 \| 0.5085 \| 0.6547 \| 0.7673 \| 0.8568 \| 0.9400 \| 0.8039 \| 0.8561 \| 0.3414 \| 0.8908 \| 0.8975 \| 0.6413 \| 0.8545 \| 0.6506 \| 0.7473 \| 0.2727 \| 0.7627 \| 0.6719 \| 0.6233 \| \| 0.3184 \| 3.78 \| 1400 \| 0.4128 \| 0.7026 \| 0.8062 \| 0.8809 \| 0.9382 \| 0.8183 \| 0.8458 \| 0.4538 \| 0.8986 \| 0.8688 \| 0.8198 \| 0.8668 \| 0.6766 \| 0.7399 \| 0.3684 \| 0.8005 \| 0.6885 \| 0.7779 \| \| 0.2659 \| 3.84 \| 1420 \| 0.4764 \| 0.6760 \| 0.7831 \| 0.8647 \| 0.9331 \| 0.8080 \| 0.8572 \| 0.4071 \| 0.9059 \| 0.8980 \| 0.6726 \| 0.8548 \| 0.6742 \| 0.7513 \| 0.3663 \| 0.7851 \| 0.6526 \| 0.6474 \| \| 0.5461 \| 3.89 \| 1440 \| 0.4907 \| 0.6658 \| 0.7655 \| 0.8657 \| 0.9465 \| 0.8436 \| 0.8388 \| 0.2799 \| 0.9066 \| 0.8154 \| 0.7277 \| 0.8493 \| 0.6674 \| 0.7187 \| 0.2653 \| 0.7801 \| 0.6828 \| 0.6968 \| \| 0.8689 \| 3.95 \| 1460 \| 0.5126 \| 0.6689 \| 0.7649 \| 0.8665 \| 0.9300 \| 0.7880 \| 0.8115 \| 0.2581 \| 0.9069 \| 0.8927 \| 0.7673 \| 0.8536 \| 0.6609 \| 0.7237 \| 0.2470 \| 0.7633 \| 0.7085 \| 0.7254 \| \| 0.3114 \| 4.0 \| 1480 \| 0.4235 \| 0.6895 \| 0.7862 \| 0.8760 \| 0.9233 \| 0.7425 \| 0.9042 \| 0.3645 \| 0.8984 \| 0.8139 \| 0.8569 \| 0.8617 \| 0.6431 \| 0.7323 \| 0.3351 \| 0.7835 \| 0.7035 \| 0.7672 \| \| 0.2212 \| 4.05 \| 1500 \| 0.4079 \| 0.7026 \| 0.8032 \| 0.8804 \| 0.9379 \| 0.8310 \| 0.8791 \| 0.3948 \| 0.8940 \| 0.8782 \| 0.8071 \| 0.8635 \| 0.6828 \| 0.7379 \| 0.3420 \| 0.7890 \| 0.7159 \| 0.7872 \| \| 0.2255 \| 4.11 \| 1520 \| 0.4434 \| 0.6915 \| 0.7917 \| 0.8725 \| 0.9461 \| 0.8008 \| 0.8509 \| 0.4038 \| 0.8854 \| 0.9057 \| 0.7489 \| 0.8494 \| 0.6724 \| 0.7475 \| 0.3462 \| 0.7813 \| 0.7120 \| 0.7320 \| \| 0.4276 \| 4.16 \| 1540 \| 0.4964 \| 0.6539 \| 0.7529 \| 0.8599 \| 0.9204 \| 0.7102 \| 0.7869 \| 0.3103 \| 0.9190 \| 0.8669 \| 0.7565 \| 0.8426 \| 0.5873 \| 0.6978 \| 0.2811 \| 0.7713 \| 0.7043 \| 0.6927 \| \| 0.3546 \| 4.22 \| 1560 \| 0.4651 \| 0.6833 \| 0.7967 \| 0.8719 \| 0.9391 \| 0.8591 \| 0.8344 \| 0.3577 \| 0.8636 \| 0.8925 \| 0.8305 \| 0.8508 \| 0.6643 \| 0.7106 \| 0.3147 \| 0.7884 \| 0.6734 \| 0.7807 \| \| 0.6319 \| 4.27 \| 1580 \| 0.5045 \| 0.6774 \| 0.7742 \| 0.8705 \| 0.9391 \| 0.8038 \| 0.8128 \| 0.3067 \| 0.9066 \| 0.8871 \| 0.7631 \| 0.8577 \| 0.6715 \| 0.7080 \| 0.2822 \| 0.7769 \| 0.7059 \| 0.7394 \| \| 0.1278 \| 4.32 \| 1600 \| 0.4677 \| 0.6871 \| 0.7975 \| 0.8728 \| 0.9081 \| 0.8464 \| 0.8881 \| 0.3378 \| 0.8858 \| 0.8394 \| 0.8769 \| 0.8455 \| 0.6695 \| 0.7213 \| 0.3104 \| 0.7873 \| 0.7045 \| 0.7714 \| \| 0.5714 \| 4.38 \| 1620 \| 0.5400 \| 0.6707 \| 0.7809 \| 0.8585 \| 0.9036 \| 0.8117 \| 0.8734 \| 0.3903 \| 0.9088 \| 0.8717 \| 0.7069 \| 0.8373 \| 0.6764 \| 0.7166 \| 0.3348 \| 0.7639 \| 0.6929 \| 0.6734 \| \| 0.3133 \| 4.43 \| 1640 \| 0.4833 \| 0.6799 \| 0.7794 \| 0.8662 \| 0.9333 \| 0.7892 \| 0.8423 \| 0.4244 \| 0.9109 \| 0.8198 \| 0.7359 \| 0.8487 \| 0.6663 \| 0.7420 \| 0.3508 \| 0.7801 \| 0.6974 \| 0.6741 \| \| 0.3715 \| 4.49 \| 1660 \| 0.5050 \| 0.6704 \| 0.7804 \| 0.8613 \| 0.9366 \| 0.8461 \| 0.8313 \| 0.4135 \| 0.9013 \| 0.8468 \| 0.6875 \| 0.8484 \| 0.6532 \| 0.7305 \| 0.3480 \| 0.7732 \| 0.7007 \| 0.6392 \| \| 0.1323 \| 4.54 \| 1680 \| 0.5311 \| 0.6734 \| 0.7806 \| 0.8635 \| 0.9393 \| 0.7934 \| 0.8662 \| 0.3869 \| 0.8824 \| 0.8856 \| 0.7102 \| 0.8438 \| 0.6655 \| 0.7268 \| 0.3332 \| 0.7771 \| 0.6867 \| 0.6810 \| \| 0.1881 \| 4.59 \| 1700 \| 0.4877 \| 0.6843 \| 0.7969 \| 0.8674 \| 0.9471 \| 0.7914 \| 0.8588 \| 0.5029 \| 0.8649 \| 0.8440 \| 0.7692 \| 0.8484 \| 0.6692 \| 0.7375 \| 0.3308 \| 0.7776 \| 0.6966 \| 0.7299 \| \| 0.2152 \| 4.65 \| 1720 \| 0.4798 \| 0.6882 \| 0.7839 \| 0.8724 \| 0.9245 \| 0.8341 \| 0.8486 \| 0.3639 \| 0.9262 \| 0.8153 \| 0.7745 \| 0.8580 \| 0.6814 \| 0.7361 \| 0.3281 \| 0.7761 \| 0.6992 \| 0.7385 \| \| 0.3887 \| 4.7 \| 1740 \| 0.4644 \| 0.7012 \| 0.8003 \| 0.8819 \| 0.9379 \| 0.8008 \| 0.8847 \| 0.3497 \| 0.8749 \| 0.8713 \| 0.8825 \| 0.8635 \| 0.6746 \| 0.7379 \| 0.3251 \| 0.7904 \| 0.7130 \| 0.8038 \| \| 0.2631 \| 4.76 \| 1760 \| 0.4940 \| 0.6659 \| 0.7949 \| 0.8606 \| 0.9269 \| 0.8436 \| 0.8987 \| 0.4448 \| 0.8751 \| 0.8829 \| 0.6924 \| 0.8572 \| 0.6441 \| 0.7060 \| 0.3300 \| 0.7757 \| 0.6825 \| 0.6655 \| \| 0.4283 \| 4.81 \| 1780 \| 0.4320 \| 0.6947 \| 0.8103 \| 0.8754 \| 0.9436 \| 0.8065 \| 0.8544 \| 0.5058 \| 0.8668 \| 0.8860 \| 0.8094 \| 0.8621 \| 0.6621 \| 0.7540 \| 0.3441 \| 0.7907 \| 0.6833 \| 0.7664 \| \| 0.3054 \| 4.86 \| 1800 \| 0.4334 \| 0.7004 \| 0.7989 \| 0.8815 \| 0.9294 \| 0.7659 \| 0.8483 \| 0.4166 \| 0.8972 \| 0.8472 \| 0.8873 \| 0.8632 \| 0.6416 \| 0.7601 \| 0.3584 \| 0.8010 \| 0.7122 \| 0.7665 \| \| 0.1428 \| 4.92 \| 1820 \| 0.4784 \| 0.6906 \| 0.7981 \| 0.8694 \| 0.8965 \| 0.8180 \| 0.8675 \| 0.4166 \| 0.9119 \| 0.8736 \| 0.8028 \| 0.8436 \| 0.6657 \| 0.7591 \| 0.3677 \| 0.7810 \| 0.7052 \| 0.7118 \| \| 0.3282 \| 4.97 \| 1840 \| 0.5367 \| 0.6541 \| 0.7560 \| 0.8568 \| 0.9197 \| 0.5980 \| 0.8085 \| 0.3944 \| 0.8714 \| 0.8405 \| 0.8592 \| 0.8507 \| 0.5273 \| 0.7325 \| 0.3621 \| 0.7652 \| 0.6905 \| 0.6502 \| \| 0.1473 \| 5.03 \| 1860 \| 0.5241 \| 0.6629 \| 0.7788 \| 0.8601 \| 0.9506 \| 0.8008 \| 0.8766 \| 0.3883 \| 0.8625 \| 0.8822 \| 0.6903 \| 0.8565 \| 0.6732 \| 0.7043 \| 0.2914 \| 0.7715 \| 0.6797 \| 0.6636 \| \| 0.2876 \| 5.08 \| 1880 \| 0.5098 \| 0.6670 \| 0.7931 \| 0.8575 \| 0.9390 \| 0.8178 \| 0.8405 \| 0.5598 \| 0.8914 \| 0.8885 \| 0.6148 \| 0.8641 \| 0.6641 \| 0.7620 \| 0.3736 \| 0.7730 \| 0.6419 \| 0.5902 \| \| 0.3245 \| 5.14 \| 1900 \| 0.4614 \| 0.6892 \| 0.7963 \| 0.8730 \| 0.9335 \| 0.8429 \| 0.8633 \| 0.4376 \| 0.9102 \| 0.8412 \| 0.7457 \| 0.8608 \| 0.6662 \| 0.7528 \| 0.3396 \| 0.7869 \| 0.7092 \| 0.7089 \| \| 0.1845 \| 5.19 \| 1920 \| 0.4727 \| 0.6916 \| 0.8029 \| 0.8729 \| 0.9283 \| 0.8445 \| 0.8746 \| 0.4636 \| 0.9062 \| 0.8636 \| 0.7394 \| 0.8629 \| 0.6711 \| 0.7548 \| 0.3453 \| 0.7829 \| 0.7166 \| 0.7076 \| \| 0.3778 \| 5.24 \| 1940 \| 0.3897 \| 0.7174 \| 0.8218 \| 0.8870 \| 0.9246 \| 0.8508 \| 0.8721 \| 0.4436 \| 0.8962 \| 0.8946 \| 0.8709 \| 0.8638 \| 0.6841 \| 0.7588 \| 0.3789 \| 0.8043 \| 0.7111 \| 0.8209 \| \| 0.1666 \| 5.3 \| 1960 \| 0.5085 \| 0.7030 \| 0.8168 \| 0.8742 \| 0.8859 \| 0.8128 \| 0.8929 \| 0.4561 \| 0.8893 \| 0.8963 \| 0.8845 \| 0.8337 \| 0.6773 \| 0.7603 \| 0.3874 \| 0.7952 \| 0.6983 \| 0.7688 \| \| 0.2797 \| 5.35 \| 1980 \| 0.4200 \| 0.7082 \| 0.8209 \| 0.8806 \| 0.8983 \| 0.8547 \| 0.8556 \| 0.4783 \| 0.9093 \| 0.8617 \| 0.8883 \| 0.8478 \| 0.6716 \| 0.7616 \| 0.3822 \| 0.8097 \| 0.7045 \| 0.7803 \| \| 0.224 \| 5.41 \| 2000 \| 0.4688 \| 0.6861 \| 0.7851 \| 0.8735 \| 0.9341 \| 0.8084 \| 0.8583 \| 0.3831 \| 0.9198 \| 0.8447 \| 0.7475 \| 0.8738 \| 0.6856 \| 0.7582 \| 0.3415 \| 0.7872 \| 0.6484 \| 0.7079 \| \| 0.5611 \| 5.46 \| 2020 \| 0.4441 \| 0.6910 \| 0.8066 \| 0.8761 \| 0.9356 \| 0.8532 \| 0.8875 \| 0.4061 \| 0.8749 \| 0.8800 \| 0.8085 \| 0.8715 \| 0.6672 \| 0.7510 \| 0.3214 \| 0.7862 \| 0.6892 \| 0.7506 \| \| 0.1683 \| 5.51 \| 2040 \| 0.3961 \| 0.7104 \| 0.8077 \| 0.8853 \| 0.9415 \| 0.8228 \| 0.8612 \| 0.4269 \| 0.9047 \| 0.8746 \| 0.8221 \| 0.8766 \| 0.6841 \| 0.7638 \| 0.3432 \| 0.7926 \| 0.7286 \| 0.7838 \| \| 0.3154 \| 5.57 \| 2060 \| 0.4080 \| 0.7152 \| 0.8181 \| 0.8861 \| 0.9464 \| 0.7938 \| 0.8720 \| 0.4826 \| 0.8735 \| 0.8999 \| 0.8581 \| 0.8709 \| 0.6691 \| 0.7536 \| 0.3816 \| 0.7939 \| 0.7150 \| 0.8226 \| \| 0.2562 \| 5.62 \| 2080 \| 0.4422 \| 0.6994 \| 0.8111 \| 0.8763 \| 0.9414 \| 0.8246 \| 0.8581 \| 0.5367 \| 0.8926 \| 0.8574 \| 0.7672 \| 0.8716 \| 0.6805 \| 0.7577 \| 0.3594 \| 0.7838 \| 0.7073 \| 0.7356 \| \| 0.1811 \| 5.68 \| 2100 \| 0.4773 \| 0.6787 \| 0.7844 \| 0.8694 \| 0.9499 \| 0.8335 \| 0.8197 \| 0.3995 \| 0.8987 \| 0.8679 \| 0.7221 \| 0.8664 \| 0.6778 \| 0.7325 \| 0.3394 \| 0.7867 \| 0.6598 \| 0.6884 \| \| 0.1138 \| 5.73 \| 2120 \| 0.4266 \| 0.7052 \| 0.8091 \| 0.8813 \| 0.9388 \| 0.8631 \| 0.8415 \| 0.4379 \| 0.9006 \| 0.8727 \| 0.8090 \| 0.8738 \| 0.6846 \| 0.7567 \| 0.3493 \| 0.7851 \| 0.7140 \| 0.7732 \| \| 0.579 \| 5.78 \| 2140 \| 0.4989 \| 0.6872 \| 0.7884 \| 0.8717 \| 0.9399 \| 0.7968 \| 0.8438 \| 0.4222 \| 0.9029 \| 0.8656 \| 0.7476 \| 0.8663 \| 0.6690 \| 0.7555 \| 0.3329 \| 0.7736 \| 0.6991 \| 0.7140 \| \| 0.1794 \| 5.84 \| 2160 \| 0.5081 \| 0.6811 \| 0.7963 \| 0.8677 \| 0.9440 \| 0.7649 \| 0.8931 \| 0.5043 \| 0.8772 \| 0.8830 \| 0.7075 \| 0.8640 \| 0.6566 \| 0.7499 \| 0.3653 \| 0.7819 \| 0.6693 \| 0.6807 \| \| 0.1926 \| 5.89 \| 2180 \| 0.5154 \| 0.6944 \| 0.7977 \| 0.8718 \| 0.9258 \| 0.8272 \| 0.8597 \| 0.4614 \| 0.9156 \| 0.8595 \| 0.7345 \| 0.8614 \| 0.6734 \| 0.7521 \| 0.3866 \| 0.7737 \| 0.7073 \| 0.7064 \| \| 0.3038 \| 5.95 \| 2200 \| 0.4670 \| 0.6979 \| 0.8117 \| 0.8725 \| 0.9245 \| 0.8293 \| 0.8655 \| 0.5393 \| 0.8979 \| 0.8653 \| 0.7598 \| 0.8646 \| 0.6823 \| 0.7638 \| 0.3757 \| 0.7748 \| 0.7063 \| 0.7178 \| \| 0.1976 \| 6.0 \| 2220 \| 0.4768 \| 0.6954 \| 0.8009 \| 0.8741 \| 0.9431 \| 0.8201 \| 0.8658 \| 0.4713 \| 0.8949 \| 0.8725 \| 0.7389 \| 0.8671 \| 0.6891 \| 0.7576 \| 0.3684 \| 0.7826 \| 0.6959 \| 0.7070 \| \| 0.2534 \| 6.05 \| 2240 \| 0.5165 \| 0.6970 \| 0.7963 \| 0.8733 \| 0.9298 \| 0.7971 \| 0.8566 \| 0.4890 \| 0.9202 \| 0.8399 \| 0.7413 \| 0.8660 \| 0.6805 \| 0.7571 \| 0.3885 \| 0.7755 \| 0.7027 \| 0.7089 \| \| 0.2402 \| 6.11 \| 2260 \| 0.5051 \| 0.6957 \| 0.7932 \| 0.8760 \| 0.9516 \| 0.7848 \| 0.8780 \| 0.4310 \| 0.8930 \| 0.8626 \| 0.7512 \| 0.8666 \| 0.6840 \| 0.7517 \| 0.3449 \| 0.7837 \| 0.7232 \| 0.7157 \| \| 0.2262 \| 6.16 \| 2280 \| 0.5177 \| 0.6854 \| 0.7966 \| 0.8700 \| 0.9447 \| 0.8283 \| 0.8758 \| 0.4599 \| 0.8916 \| 0.8737 \| 0.7019 \| 0.8695 \| 0.6826 \| 0.7566 \| 0.3348 \| 0.7770 \| 0.7060 \| 0.6714 \| \| 0.2841 \| 6.22 \| 2300 \| 0.5127 \| 0.6839 \| 0.8061 \| 0.8684 \| 0.9396 \| 0.8420 \| 0.8691 \| 0.5321 \| 0.8822 \| 0.8526 \| 0.7250 \| 0.8687 \| 0.6730 \| 0.7610 \| 0.3082 \| 0.7777 \| 0.7073 \| 0.6914 \| \| 0.2022 \| 6.27 \| 2320 \| 0.5386 \| 0.6777 \| 0.7793 \| 0.8685 \| 0.9408 \| 0.7534 \| 0.8473 \| 0.4556 \| 0.9167 \| 0.8285 \| 0.7132 \| 0.8725 \| 0.6393 \| 0.7588 \| 0.3621 \| 0.7773 \| 0.6558 \| 0.6779 \| \| 0.1901 \| 6.32 \| 2340 \| 0.4924 \| 0.6871 \| 0.7987 \| 0.8710 \| 0.9375 \| 0.7970 \| 0.8885 \| 0.4797 \| 0.8937 \| 0.8756 \| 0.7189 \| 0.8695 \| 0.6687 \| 0.7599 \| 0.3746 \| 0.7853 \| 0.6676 \| 0.6845 \| \| 0.2208 \| 6.38 \| 2360 \| 0.5389 \| 0.6861 \| 0.8009 \| 0.8682 \| 0.9315 \| 0.8403 \| 0.8698 \| 0.4793 \| 0.8963 \| 0.8889 \| 0.7004 \| 0.8597 \| 0.6837 \| 0.7579 \| 0.3689 \| 0.7824 \| 0.6779 \| 0.6720 \| \| 0.271 \| 6.43 \| 2380 \| 0.5640 \| 0.6791 \| 0.7982 \| 0.8656 \| 0.9444 \| 0.8256 \| 0.8696 \| 0.5044 \| 0.8835 \| 0.8885 \| 0.6716 \| 0.8593 \| 0.6764 \| 0.7580 \| 0.3823 \| 0.7933 \| 0.6377 \| 0.6468 \| \| 0.3052 \| 6.49 \| 2400 \| 0.5183 \| 0.6923 \| 0.8067 \| 0.8740 \| 0.9172 \| 0.8531 \| 0.8967 \| 0.4502 \| 0.9072 \| 0.8558 \| 0.7670 \| 0.8632 \| 0.6733 \| 0.7492 \| 0.3753 \| 0.7948 \| 0.6692 \| 0.7215 \| \| 0.2231 \| 6.54 \| 2420 \| 0.4668 \| 0.7057 \| 0.8195 \| 0.8806 \| 0.9258 \| 0.8521 \| 0.8744 \| 0.5260 \| 0.9067 \| 0.8522 \| 0.7996 \| 0.8706 \| 0.6697 \| 0.7653 \| 0.3900 \| 0.7994 \| 0.6888 \| 0.7561 \| \| 0.1938 \| 6.59 \| 2440 \| 0.4231 \| 0.7169 \| 0.8120 \| 0.8906 \| 0.9442 \| 0.7319 \| 0.8659 \| 0.5043 \| 0.9025 \| 0.8605 \| 0.8748 \| 0.8697 \| 0.6252 \| 0.7687 \| 0.3992 \| 0.8180 \| 0.7250 \| 0.8123 \| \| 0.254 \| 6.65 \| 2460 \| 0.4882 \| 0.6926 \| 0.7963 \| 0.8751 \| 0.9251 \| 0.7666 \| 0.8937 \| 0.4443 \| 0.9112 \| 0.8747 \| 0.7581 \| 0.8661 \| 0.6522 \| 0.7609 \| 0.3719 \| 0.7895 \| 0.6919 \| 0.7157 \| \| 0.1238 \| 6.7 \| 2480 \| 0.4999 \| 0.6924 \| 0.8059 \| 0.8727 \| 0.9324 \| 0.8651 \| 0.8602 \| 0.4791 \| 0.9025 \| 0.8682 \| 0.7340 \| 0.8633 \| 0.6806 \| 0.7667 \| 0.3598 \| 0.7865 \| 0.6862 \| 0.7038 \| \| 0.4076 \| 6.76 \| 2500 \| 0.4681 \| 0.7106 \| 0.8064 \| 0.8827 \| 0.9433 \| 0.8205 \| 0.8791 \| 0.4448 \| 0.9002 \| 0.8515 \| 0.8053 \| 0.8595 \| 0.6908 \| 0.7675 \| 0.3738 \| 0.7989 \| 0.7138 \| 0.7699 \| \| 0.2787 \| 6.81 \| 2520 \| 0.5266 \| 0.6905 \| 0.8069 \| 0.8703 \| 0.9270 \| 0.8405 \| 0.8784 \| 0.5025 \| 0.8978 \| 0.8831 \| 0.7190 \| 0.8610 \| 0.6846 \| 0.7659 \| 0.4059 \| 0.7972 \| 0.6412 \| 0.6779 \| \| 0.1893 \| 6.86 \| 2540 \| 0.4335 \| 0.7157 \| 0.8059 \| 0.8873 \| 0.9430 \| 0.7788 \| 0.8718 \| 0.4508 \| 0.9068 \| 0.8388 \| 0.8515 \| 0.8613 \| 0.6716 \| 0.7709 \| 0.3921 \| 0.8125 \| 0.7100 \| 0.7915 \| \| 0.3215 \| 6.92 \| 2560 \| 0.4307 \| 0.7213 \| 0.8210 \| 0.8907 \| 0.9415 \| 0.8498 \| 0.8715 \| 0.4441 \| 0.8982 \| 0.8899 \| 0.8519 \| 0.8722 \| 0.6850 \| 0.7734 \| 0.3884 \| 0.8140 \| 0.7099 \| 0.8062 \| \| 0.2359 \| 6.97 \| 2580 \| 0.3978 \| 0.7187 \| 0.8141 \| 0.8893 \| 0.9339 \| 0.8156 \| 0.8696 \| 0.4648 \| 0.9135 \| 0.8281 \| 0.8731 \| 0.8706 \| 0.6849 \| 0.7627 \| 0.3884 \| 0.8116 \| 0.6967 \| 0.8162 \| \| 0.1723 \| 7.03 \| 2600 \| 0.5384 \| 0.6821 \| 0.7998 \| 0.8656 \| 0.9334 \| 0.8197 \| 0.8839 \| 0.4736 \| 0.8771 \| 0.9076 \| 0.7034 \| 0.8584 \| 0.6867 \| 0.7449 \| 0.3970 \| 0.7900 \| 0.6248 \| 0.6726 \| \| 0.2198 \| 7.08 \| 2620 \| 0.5005 \| 0.6910 \| 0.7960 \| 0.8729 \| 0.9388 \| 0.8048 \| 0.8743 \| 0.4808 \| 0.9120 \| 0.8466 \| 0.7147 \| 0.8675 \| 0.6817 \| 0.7668 \| 0.3986 \| 0.7977 \| 0.6429 \| 0.6815 \| \| 0.6163 \| 7.14 \| 2640 \| 0.4799 \| 0.6943 \| 0.8060 \| 0.8751 \| 0.9327 \| 0.8127 \| 0.8350 \| 0.5384 \| 0.9133 \| 0.8557 \| 0.7545 \| 0.8726 \| 0.6698 \| 0.7592 \| 0.3937 \| 0.7988 \| 0.6512 \| 0.7148 \| \| 0.0603 \| 7.19 \| 2660 \| 0.4724 \| 0.6998 \| 0.8133 \| 0.8786 \| 0.9442 \| 0.8708 \| 0.8613 \| 0.4953 \| 0.8946 \| 0.8629 \| 0.7644 \| 0.8767 \| 0.6846 \| 0.7633 \| 0.3903 \| 0.8013 \| 0.6581 \| 0.7246 \| \| 0.2466 \| 7.24 \| 2680 \| 0.4975 \| 0.7031 \| 0.8059 \| 0.8791 \| 0.9401 \| 0.8165 \| 0.8756 \| 0.4891 \| 0.9092 \| 0.8555 \| 0.7555 \| 0.8787 \| 0.6972 \| 0.7731 \| 0.3893 \| 0.7929 \| 0.6728 \| 0.7177 \| \| 0.2087 \| 7.3 \| 2700 \| 0.4788 \| 0.7118 \| 0.8103 \| 0.8830 \| 0.9365 \| 0.8503 \| 0.8741 \| 0.4746 \| 0.9179 \| 0.8286 \| 0.7903 \| 0.8748 \| 0.6950 \| 0.7713 \| 0.4020 \| 0.7944 \| 0.6956 \| 0.7496 \| \| 0.2716 \| 7.35 \| 2720 \| 0.4957 \| 0.6940 \| 0.8011 \| 0.8742 \| 0.9388 \| 0.8149 \| 0.8513 \| 0.5038 \| 0.9121 \| 0.8683 \| 0.7187 \| 0.8703 \| 0.6834 \| 0.7586 \| 0.4026 \| 0.7982 \| 0.6622 \| 0.6825 \| \| 0.1851 \| 7.41 \| 2740 \| 0.4543 \| 0.7050 \| 0.8120 \| 0.8802 \| 0.9414 \| 0.8445 \| 0.8650 \| 0.4935 \| 0.9010 \| 0.8670 \| 0.7715 \| 0.8749 \| 0.6802 \| 0.7678 \| 0.4062 \| 0.7976 \| 0.6809 \| 0.7272 \| \| 0.1417 \| 7.46 \| 2760 \| 0.4831 \| 0.7025 \| 0.7985 \| 0.8793 \| 0.9302 \| 0.8298 \| 0.8786 \| 0.4342 \| 0.9250 \| 0.8018 \| 0.7899 \| 0.8739 \| 0.6898 \| 0.7694 \| 0.3831 \| 0.7886 \| 0.6824 \| 0.7308 \| \| 0.3012 \| 7.51 \| 2780 \| 0.4962 \| 0.7097 \| 0.8119 \| 0.8825 \| 0.9359 \| 0.8398 \| 0.8710 \| 0.4752 \| 0.9096 \| 0.8621 \| 0.7895 \| 0.8791 \| 0.6931 \| 0.7672 \| 0.3864 \| 0.7914 \| 0.7086 \| 0.7423 \| \| 0.2088 \| 7.57 \| 2800 \| 0.5037 \| 0.7037 \| 0.8058 \| 0.8798 \| 0.9420 \| 0.8133 \| 0.8885 \| 0.4733 \| 0.9066 \| 0.8682 \| 0.7486 \| 0.8749 \| 0.6862 \| 0.7613 \| 0.3783 \| 0.7918 \| 0.7145 \| 0.7187 \| \| 0.2388 \| 7.62 \| 2820 \| 0.5005 \| 0.7019 \| 0.8039 \| 0.8781 \| 0.9405 \| 0.8312 \| 0.8574 \| 0.4664 \| 0.9079 \| 0.8697 \| 0.7541 \| 0.8686 \| 0.6809 \| 0.7637 \| 0.3752 \| 0.7881 \| 0.7190 \| 0.7179 \| \| 0.2092 \| 7.68 \| 2840 \| 0.5128 \| 0.6989 \| 0.7928 \| 0.8779 \| 0.9497 \| 0.7864 \| 0.8845 \| 0.4461 \| 0.9093 \| 0.8223 \| 0.7514 \| 0.8714 \| 0.6820 \| 0.7611 \| 0.3683 \| 0.7863 \| 0.7057 \| 0.7174 \| \| 1.3557 \| 7.73 \| 2860 \| 0.4480 \| 0.7106 \| 0.8094 \| 0.8838 \| 0.9479 \| 0.8261 \| 0.8706 \| 0.4868 \| 0.9069 \| 0.8359 \| 0.7914 \| 0.8731 \| 0.6923 \| 0.7656 \| 0.3900 \| 0.8021 \| 0.6976 \| 0.7538 \| \| 0.1944 \| 7.78 \| 2880 \| 0.4373 \| 0.7273 \| 0.8192 \| 0.8945 \| 0.9465 \| 0.8154 \| 0.8761 \| 0.4256 \| 0.8945 \| 0.8874 \| 0.8886 \| 0.8724 \| 0.6888 \| 0.7764 \| 0.3780 \| 0.8153 \| 0.7169 \| 0.8432 \| \| 0.1646 \| 7.84 \| 2900 \| 0.4373 \| 0.7199 \| 0.8296 \| 0.8868 \| 0.9281 \| 0.8104 \| 0.8877 \| 0.5164 \| 0.8756 \| 0.9036 \| 0.8855 \| 0.8755 \| 0.6939 \| 0.7610 \| 0.3872 \| 0.7949 \| 0.6832 \| 0.8435 \| \| 0.0828 \| 7.89 \| 2920 \| 0.4548 \| 0.7097 \| 0.8098 \| 0.8818 \| 0.9409 \| 0.8178 \| 0.8686 \| 0.4889 \| 0.9049 \| 0.8610 \| 0.7864 \| 0.8735 \| 0.6895 \| 0.7593 \| 0.3909 \| 0.7907 \| 0.7110 \| 0.7527 \| \| 0.1143 \| 7.95 \| 2940 \| 0.5495 \| 0.7020 \| 0.8016 \| 0.8770 \| 0.9277 \| 0.8212 \| 0.8506 \| 0.4769 \| 0.9255 \| 0.8516 \| 0.7577 \| 0.8701 \| 0.6829 \| 0.7663 \| 0.3880 \| 0.7835 \| 0.7044 \| 0.7187 \| \| 0.1333 \| 8.0 \| 2960 \| 0.5408 \| 0.6945 \| 0.8034 \| 0.8737 \| 0.9387 \| 0.8528 \| 0.8671 \| 0.4790 \| 0.9047 \| 0.8568 \| 0.7246 \| 0.8726 \| 0.6901 \| 0.7684 \| 0.3819 \| 0.7845 \| 0.6774 \| 0.6865 \| \| 0.1862 \| 8.05 \| 2980 \| 0.5236 \| 0.7037 \| 0.8026 \| 0.8786 \| 0.9452 \| 0.8044 \| 0.8722 \| 0.4588 \| 0.9004 \| 0.8903 \| 0.7470 \| 0.8739 \| 0.6928 \| 0.7682 \| 0.3928 \| 0.7867 \| 0.6961 \| 0.7156 \| \| 0.3287 \| 8.11 \| 3000 \| 0.5212 \| 0.7047 \| 0.8057 \| 0.8791 \| 0.9354 \| 0.8289 \| 0.8537 \| 0.4664 \| 0.9134 \| 0.8842 \| 0.7576 \| 0.8788 \| 0.6962 \| 0.7662 \| 0.4043 \| 0.7894 \| 0.6790 \| 0.7192 \| \| 0.2988 \| 8.16 \| 3020 \| 0.5032 \| 0.7043 \| 0.8064 \| 0.8801 \| 0.9440 \| 0.8239 \| 0.8728 \| 0.4639 \| 0.9035 \| 0.8838 \| 0.7530 \| 0.8802 \| 0.7025 \| 0.7636 \| 0.3916 \| 0.7951 \| 0.6832 \| 0.7140 \| \| 1.0718 \| 8.22 \| 3040 \| 0.5665 \| 0.6962 \| 0.8043 \| 0.8724 \| 0.9390 \| 0.8001 \| 0.8733 \| 0.5426 \| 0.9063 \| 0.8779 \| 0.6907 \| 0.8688 \| 0.6925 \| 0.7704 \| 0.4102 \| 0.7866 \| 0.6793 \| 0.6653 \| \| 0.2106 \| 8.27 \| 3060 \| 0.5268 \| 0.6970 \| 0.8074 \| 0.8726 \| 0.9401 \| 0.8282 \| 0.8458 \| 0.5715 \| 0.9076 \| 0.8424 \| 0.7164 \| 0.8712 \| 0.6944 \| 0.7674 \| 0.4069 \| 0.7841 \| 0.6746 \| 0.6803 \| \| 0.1997 \| 8.32 \| 3080 \| 0.5013 \| 0.6975 \| 0.8025 \| 0.8745 \| 0.9455 \| 0.8279 \| 0.8610 \| 0.4855 \| 0.8992 \| 0.8786 \| 0.7196 \| 0.8690 \| 0.6889 \| 0.7681 \| 0.4006 \| 0.7874 \| 0.6832 \| 0.6853 \| \| 0.1327 \| 8.38 \| 3100 \| 0.5208 \| 0.6988 \| 0.8045 \| 0.8761 \| 0.9368 \| 0.8375 \| 0.8737 \| 0.4766 \| 0.9112 \| 0.8718 \| 0.7241 \| 0.8755 \| 0.6972 \| 0.7654 \| 0.4009 \| 0.7923 \| 0.6695 \| 0.6906 \| \| 0.1801 \| 8.43 \| 3120 \| 0.5485 \| 0.6944 \| 0.8047 \| 0.8731 \| 0.9388 \| 0.8313 \| 0.8677 \| 0.5114 \| 0.9079 \| 0.8843 \| 0.6916 \| 0.8770 \| 0.6981 \| 0.7653 \| 0.4234 \| 0.7972 \| 0.6440 \| 0.6559 \| \| 0.4261 \| 8.49 \| 3140 \| 0.5703 \| 0.6891 \| 0.8029 \| 0.8727 \| 0.9392 \| 0.8418 \| 0.8875 \| 0.4915 \| 0.9097 \| 0.8731 \| 0.6777 \| 0.8796 \| 0.6931 \| 0.7751 \| 0.4042 \| 0.8056 \| 0.6218 \| 0.6445 \| \| 0.2176 \| 8.54 \| 3160 \| 0.5483 \| 0.6911 \| 0.8102 \| 0.8701 \| 0.9362 \| 0.8532 \| 0.8700 \| 0.5432 \| 0.8961 \| 0.8827 \| 0.6898 \| 0.8734 \| 0.6968 \| 0.7759 \| 0.4173 \| 0.7955 \| 0.6385 \| 0.6404 \| \| 0.1166 \| 8.59 \| 3180 \| 0.5981 \| 0.6825 \| 0.7929 \| 0.8661 \| 0.9442 \| 0.7995 \| 0.8892 \| 0.5105 \| 0.9017 \| 0.8629 \| 0.6419 \| 0.8664 \| 0.6796 \| 0.7740 \| 0.4026 \| 0.7826 \| 0.6613 \| 0.6113 \| \| 0.1617 \| 8.65 \| 3200 \| 0.5895 \| 0.6850 \| 0.7953 \| 0.8684 \| 0.9415 \| 0.8398 \| 0.8774 \| 0.4802 \| 0.9075 \| 0.8586 \| 0.6623 \| 0.8641 \| 0.6639 \| 0.7741 \| 0.3978 \| 0.7838 \| 0.6783 \| 0.6331 \| \| 0.4853 \| 8.7 \| 3220 \| 0.6131 \| 0.6845 \| 0.7921 \| 0.8675 \| 0.9431 \| 0.8010 \| 0.8777 \| 0.4909 \| 0.9030 \| 0.8641 \| 0.6650 \| 0.8665 \| 0.6774 \| 0.7701 \| 0.3851 \| 0.7774 \| 0.6796 \| 0.6355 \| \| 0.0873 \| 8.76 \| 3240 \| 0.5879 \| 0.6945 \| 0.8076 \| 0.8715 \| 0.9263 \| 0.8492 \| 0.8761 \| 0.5098 \| 0.9085 \| 0.8737 \| 0.7095 \| 0.8708 \| 0.6904 \| 0.7604 \| 0.3977 \| 0.7784 \| 0.6854 \| 0.6782 \| \| 0.2865 \| 8.81 \| 3260 \| 0.5065 \| 0.7087 \| 0.8131 \| 0.8799 \| 0.9493 \| 0.8084 \| 0.8635 \| 0.5394 \| 0.8958 \| 0.8922 \| 0.7430 \| 0.8802 \| 0.6940 \| 0.7734 \| 0.4308 \| 0.7922 \| 0.6798 \| 0.7104 \| \| 0.1574 \| 8.86 \| 3280 \| 0.5478 \| 0.6999 \| 0.8128 \| 0.8753 \| 0.9443 \| 0.8523 \| 0.8829 \| 0.5289 \| 0.8960 \| 0.8805 \| 0.7045 \| 0.8748 \| 0.6873 \| 0.7691 \| 0.4281 \| 0.7924 \| 0.6736 \| 0.6742 \| \| 0.1511 \| 8.92 \| 3300 \| 0.5475 \| 0.6957 \| 0.8082 \| 0.8739 \| 0.9444 \| 0.8209 \| 0.8979 \| 0.5452 \| 0.8977 \| 0.8443 \| 0.7069 \| 0.8774 \| 0.6891 \| 0.7626 \| 0.4038 \| 0.7878 \| 0.6735 \| 0.6756 \| \| 0.2231 \| 8.97 \| 3320 \| 0.5532 \| 0.7005 \| 0.8012 \| 0.8772 \| 0.9505 \| 0.8025 \| 0.8818 \| 0.4998 \| 0.9084 \| 0.8550 \| 0.7100 \| 0.8786 \| 0.6843 \| 0.7674 \| 0.4210 \| 0.7918 \| 0.6848 \| 0.6758 \| \| 0.2062 \| 9.03 \| 3340 \| 0.5598 \| 0.7011 \| 0.8072 \| 0.8758 \| 0.9338 \| 0.8453 \| 0.8817 \| 0.4907 \| 0.9142 \| 0.8748 \| 0.7098 \| 0.8736 \| 0.6909 \| 0.7740 \| 0.4259 \| 0.7908 \| 0.6757 \| 0.6766 \| \| 0.1339 \| 9.08 \| 3360 \| 0.5539 \| 0.7005 \| 0.8029 \| 0.8775 \| 0.9469 \| 0.8267 \| 0.8669 \| 0.4947 \| 0.9142 \| 0.8591 \| 0.7119 \| 0.8770 \| 0.6946 \| 0.7700 \| 0.4109 \| 0.7980 \| 0.6757 \| 0.6771 \| \| 0.2409 \| 9.14 \| 3380 \| 0.5878 \| 0.6978 \| 0.8020 \| 0.8759 \| 0.9449 \| 0.8467 \| 0.8800 \| 0.4797 \| 0.9153 \| 0.8511 \| 0.6961 \| 0.8760 \| 0.6979 \| 0.7691 \| 0.4080 \| 0.7961 \| 0.6742 \| 0.6629 \| \| 0.126 \| 9.19 \| 3400 \| 0.5468 \| 0.7010 \| 0.8080 \| 0.8768 \| 0.9434 \| 0.8312 \| 0.8736 \| 0.5210 \| 0.9065 \| 0.8558 \| 0.7249 \| 0.8790 \| 0.6955 \| 0.7707 \| 0.4111 \| 0.7921 \| 0.6756 \| 0.6832 \| \| 0.1114 \| 9.24 \| 3420 \| 0.5470 \| 0.6995 \| 0.8093 \| 0.8753 \| 0.9338 \| 0.8088 \| 0.8763 \| 0.5252 \| 0.9032 \| 0.8904 \| 0.7272 \| 0.8742 \| 0.6859 \| 0.7731 \| 0.4094 \| 0.7900 \| 0.6783 \| 0.6859 \| \| 0.2764 \| 9.3 \| 3440 \| 0.5306 \| 0.7005 \| 0.8029 \| 0.8766 \| 0.9438 \| 0.8092 \| 0.8938 \| 0.5021 \| 0.9078 \| 0.8386 \| 0.7253 \| 0.8726 \| 0.6931 \| 0.7699 \| 0.4084 \| 0.7922 \| 0.6738 \| 0.6933 \| \| 0.1108 \| 9.35 \| 3460 \| 0.5262 \| 0.7115 \| 0.8098 \| 0.8823 \| 0.9416 \| 0.8476 \| 0.8592 \| 0.4824 \| 0.9172 \| 0.8606 \| 0.7602 \| 0.8764 \| 0.6984 \| 0.7720 \| 0.4012 \| 0.7918 \| 0.7117 \| 0.7291 \| \| 0.1205 \| 9.41 \| 3480 \| 0.5267 \| 0.7118 \| 0.8141 \| 0.8825 \| 0.9434 \| 0.8254 \| 0.8708 \| 0.4930 \| 0.8988 \| 0.8958 \| 0.7717 \| 0.8778 \| 0.6977 \| 0.7728 \| 0.3959 \| 0.7916 \| 0.7119 \| 0.7351 \| \| 0.1861 \| 9.46 \| 3500 \| 0.5057 \| 0.7114 \| 0.8078 \| 0.8840 \| 0.9455 \| 0.8284 \| 0.8475 \| 0.4684 \| 0.9141 \| 0.8715 \| 0.7791 \| 0.8807 \| 0.6924 \| 0.7647 \| 0.3923 \| 0.7946 \| 0.7207 \| 0.7347 \| \| 0.1234 \| 9.51 \| 3520 \| 0.5621 \| 0.6939 \| 0.7884 \| 0.8761 \| 0.9414 \| 0.7444 \| 0.8401 \| 0.4622 \| 0.9184 \| 0.8575 \| 0.7549 \| 0.8674 \| 0.6326 \| 0.7638 \| 0.3922 \| 0.7912 \| 0.7196 \| 0.6908 \| \| 0.5423 \| 9.57 \| 3540 \| 0.5721 \| 0.6916 \| 0.7906 \| 0.8740 \| 0.9411 \| 0.8123 \| 0.8781 \| 0.4293 \| 0.9165 \| 0.8375 \| 0.7192 \| 0.8705 \| 0.6879 \| 0.7635 \| 0.3708 \| 0.7891 \| 0.6833 \| 0.6760 \| \| 0.2405 \| 9.62 \| 3560 \| 0.5583 \| 0.6991 \| 0.8101 \| 0.8755 \| 0.9292 \| 0.8411 \| 0.8654 \| 0.5109 \| 0.9101 \| 0.8771 \| 0.7370 \| 0.8767 \| 0.6946 \| 0.7654 \| 0.3852 \| 0.7855 \| 0.6879 \| 0.6987 \| \| 0.4535 \| 9.68 \| 3580 \| 0.5376 \| 0.7052 \| 0.8107 \| 0.8789 \| 0.9331 \| 0.8328 \| 0.8623 \| 0.5248 \| 0.9135 \| 0.8315 \| 0.7768 \| 0.8757 \| 0.6928 \| 0.7614 \| 0.3834 \| 0.7872 \| 0.7062 \| 0.7298 \| \| 0.2397 \| 9.73 \| 3600 \| 0.5768 \| 0.6989 \| 0.8059 \| 0.8766 \| 0.9395 \| 0.8361 \| 0.8707 \| 0.5003 \| 0.9138 \| 0.8660 \| 0.7151 \| 0.8735 \| 0.6935 \| 0.7700 \| 0.4069 \| 0.8007 \| 0.6671 \| 0.6808 \| \| 0.1404 \| 9.78 \| 3620 \| 0.5529 \| 0.7027 \| 0.8105 \| 0.8780 \| 0.9366 \| 0.8407 \| 0.8823 \| 0.4908 \| 0.9040 \| 0.8734 \| 0.7454 \| 0.8788 \| 0.6965 \| 0.7674 \| 0.4182 \| 0.7965 \| 0.6604 \| 0.7012 \| \| 0.1926 \| 9.84 \| 3640 \| 0.5995 \| 0.6965 \| 0.7970 \| 0.8767 \| 0.9377 \| 0.8165 \| 0.8752 \| 0.4468 \| 0.9177 \| 0.8468 \| 0.7379 \| 0.8770 \| 0.6967 \| 0.7674 \| 0.3957 \| 0.7982 \| 0.6480 \| 0.6926 \| \| 0.2463 \| 9.89 \| 3660 \| 0.5295 \| 0.6975 \| 0.8040 \| 0.8775 \| 0.9433 \| 0.8240 \| 0.8744 \| 0.4643 \| 0.8982 \| 0.8695 \| 0.7545 \| 0.8749 \| 0.6976 \| 0.7623 \| 0.3815 \| 0.8015 \| 0.6528 \| 0.7122 \| \| 0.2097 \| 9.95 \| 3680 \| 0.5249 \| 0.7013 \| 0.8106 \| 0.8780 \| 0.9407 \| 0.8411 \| 0.8545 \| 0.5219 \| 0.9058 \| 0.8556 \| 0.7544 \| 0.8727 \| 0.6904 \| 0.7680 \| 0.3781 \| 0.7956 \| 0.6839 \| 0.7204 \| \| 0.2171 \| 10.0 \| 3700 \| 0.5387 \| 0.7062 \| 0.8092 \| 0.8801 \| 0.9392 \| 0.8415 \| 0.8640 \| 0.4984 \| 0.9152 \| 0.8523 \| 0.7540 \| 0.8730 \| 0.6896 \| 0.7747 \| 0.3987 \| 0.7958 \| 0.6907 \| 0.7206 \| \| 0.1083 \| 10.05 \| 3720 \| 0.5688 \| 0.6990 \| 0.7994 \| 0.8769 \| 0.9435 \| 0.7578 \| 0.8806 \| 0.4867 \| 0.9008 \| 0.8881 \| 0.7385 \| 0.8723 \| 0.6761 \| 0.7670 \| 0.3956 \| 0.7903 \| 0.6852 \| 0.7067 \| \| 0.1415 \| 10.11 \| 3740 \| 0.5549 \| 0.7112 \| 0.8166 \| 0.8813 \| 0.9413 \| 0.8001 \| 0.8831 \| 0.5320 \| 0.8926 \| 0.8950 \| 0.7725 \| 0.8802 \| 0.6964 \| 0.7680 \| 0.4117 \| 0.7886 \| 0.6953 \| 0.7385 \| \| 0.1573 \| 10.16 \| 3760 \| 0.5257 \| 0.7071 \| 0.8079 \| 0.8809 \| 0.9473 \| 0.8075 \| 0.8343 \| 0.5126 \| 0.9060 \| 0.8802 \| 0.7679 \| 0.8758 \| 0.6892 \| 0.7649 \| 0.4158 \| 0.8002 \| 0.6728 \| 0.7314 \| \| 0.215 \| 10.22 \| 3780 \| 0.5679 \| 0.6982 \| 0.8041 \| 0.8751 \| 0.9341 \| 0.8082 \| 0.8800 \| 0.5118 \| 0.9143 \| 0.8624 \| 0.7182 \| 0.8756 \| 0.6927 \| 0.7713 \| 0.4135 \| 0.7926 \| 0.6580 \| 0.6840 \| \| 0.1497 \| 10.27 \| 3800 \| 0.5854 \| 0.6996 \| 0.8092 \| 0.8759 \| 0.9391 \| 0.8183 \| 0.8768 \| 0.5368 \| 0.9076 \| 0.8725 \| 0.7134 \| 0.8774 \| 0.6949 \| 0.7714 \| 0.4184 \| 0.7968 \| 0.6574 \| 0.6808 \| \| 0.148 \| 10.32 \| 3820 \| 0.5874 \| 0.6916 \| 0.8047 \| 0.8727 \| 0.9434 \| 0.8139 \| 0.8618 \| 0.5494 \| 0.9041 \| 0.8556 \| 0.7046 \| 0.8758 \| 0.6898 \| 0.7754 \| 0.3904 \| 0.7965 \| 0.6409 \| 0.6723 \| \| 0.1191 \| 10.38 \| 3840 \| 0.5505 \| 0.7035 \| 0.8101 \| 0.8782 \| 0.9408 \| 0.8230 \| 0.8747 \| 0.5242 \| 0.9071 \| 0.8634 \| 0.7377 \| 0.8797 \| 0.7034 \| 0.7731 \| 0.4193 \| 0.7992 \| 0.6480 \| 0.7021 \| \| 0.1576 \| 10.43 \| 3860 \| 0.5698 \| 0.7026 \| 0.8096 \| 0.8782 \| 0.9362 \| 0.8167 \| 0.8980 \| 0.4979 \| 0.9036 \| 0.8709 \| 0.7442 \| 0.8762 \| 0.6987 \| 0.7720 \| 0.4016 \| 0.7969 \| 0.6586 \| 0.7143 \| \| 0.2652 \| 10.49 \| 3880 \| 0.5395 \| 0.7063 \| 0.8152 \| 0.8797 \| 0.9346 \| 0.8534 \| 0.8747 \| 0.5109 \| 0.9083 \| 0.8707 \| 0.7540 \| 0.8776 \| 0.6944 \| 0.7709 \| 0.4165 \| 0.7971 \| 0.6655 \| 0.7220 \| \| 0.1185 \| 10.54 \| 3900 \| 0.4813 \| 0.7175 \| 0.8197 \| 0.8848 \| 0.9364 \| 0.8232 \| 0.8808 \| 0.5200 \| 0.9057 \| 0.8802 \| 0.7917 \| 0.8812 \| 0.7044 \| 0.7731 \| 0.4237 \| 0.7978 \| 0.6958 \| 0.7465 \| \| 0.1359 \| 10.59 \| 3920 \| 0.5336 \| 0.7115 \| 0.8101 \| 0.8810 \| 0.9387 \| 0.8125 \| 0.8570 \| 0.5197 \| 0.9151 \| 0.8655 \| 0.7622 \| 0.8759 \| 0.6925 \| 0.7724 \| 0.4144 \| 0.7883 \| 0.7171 \| 0.7201 \| \| 0.162 \| 10.65 \| 3940 \| 0.5542 \| 0.6990 \| 0.8152 \| 0.8748 \| 0.9318 \| 0.8723 \| 0.8525 \| 0.5301 \| 0.9048 \| 0.8906 \| 0.7247 \| 0.8750 \| 0.6851 \| 0.7662 \| 0.4145 \| 0.7897 \| 0.6773 \| 0.6854 \| \| 0.0826 \| 10.7 \| 3960 \| 0.5254 \| 0.7058 \| 0.8073 \| 0.8798 \| 0.9472 \| 0.8093 \| 0.8746 \| 0.5037 \| 0.9059 \| 0.8755 \| 0.7348 \| 0.8849 \| 0.6986 \| 0.7723 \| 0.4076 \| 0.7887 \| 0.6886 \| 0.7002 \| \| 0.1512 \| 10.76 \| 3980 \| 0.5818 \| 0.7025 \| 0.8067 \| 0.8782 \| 0.9444 \| 0.8431 \| 0.8735 \| 0.4959 \| 0.9145 \| 0.8653 \| 0.7105 \| 0.8797 \| 0.6914 \| 0.7726 \| 0.4169 \| 0.7949 \| 0.6831 \| 0.6787 \| \| 0.1112 \| 10.81 \| 4000 \| 0.5328 \| 0.6989 \| 0.8140 \| 0.8762 \| 0.9506 \| 0.8280 \| 0.8695 \| 0.5660 \| 0.8930 \| 0.8853 \| 0.7052 \| 0.8789 \| 0.6894 \| 0.7686 \| 0.4137 \| 0.7993 \| 0.6667 \| 0.6757 \| \| 0.1365 \| 10.86 \| 4020 \| 0.5622 \| 0.7009 \| 0.8049 \| 0.8792 \| 0.9498 \| 0.8320 \| 0.8619 \| 0.4901 \| 0.9124 \| 0.8737 \| 0.7148 \| 0.8802 \| 0.6866 \| 0.7731 \| 0.4141 \| 0.8052 \| 0.6652 \| 0.6819 \| \| 0.2949 \| 10.92 \| 4040 \| 0.4964 \| 0.7109 \| 0.8212 \| 0.8819 \| 0.9400 \| 0.8522 \| 0.8695 \| 0.5443 \| 0.9028 \| 0.8791 \| 0.7609 \| 0.8767 \| 0.6897 \| 0.7770 \| 0.4151 \| 0.8002 \| 0.6945 \| 0.7235 \| \| 0.9439 \| 10.97 \| 4060 \| 0.5072 \| 0.7214 \| 0.8176 \| 0.8862 \| 0.9299 \| 0.8279 \| 0.8637 \| 0.5209 \| 0.9264 \| 0.8534 \| 0.8009 \| 0.8803 \| 0.6983 \| 0.7747 \| 0.4137 \| 0.7898 \| 0.7274 \| 0.7654 \| \| 0.2403 \| 11.03 \| 4080 \| 0.5490 \| 0.7105 \| 0.8181 \| 0.8822 \| 0.9376 \| 0.8229 \| 0.8739 \| 0.5492 \| 0.9107 \| 0.8741 \| 0.7585 \| 0.8824 \| 0.6969 \| 0.7799 \| 0.4176 \| 0.8026 \| 0.6691 \| 0.7250 \| \| 0.1703 \| 11.08 \| 4100 \| 0.5449 \| 0.7048 \| 0.8114 \| 0.8799 \| 0.9449 \| 0.8294 \| 0.8631 \| 0.5379 \| 0.9095 \| 0.8453 \| 0.7501 \| 0.8791 \| 0.6835 \| 0.7735 \| 0.4089 \| 0.7971 \| 0.6732 \| 0.7184 \| \| 0.0699 \| 11.14 \| 4120 \| 0.4586 \| 0.7194 \| 0.8153 \| 0.8891 \| 0.9490 \| 0.8154 \| 0.8647 \| 0.5070 \| 0.9171 \| 0.8596 \| 0.7940 \| 0.8865 \| 0.6939 \| 0.7765 \| 0.4097 \| 0.8083 \| 0.7011 \| 0.7595 \| \| 0.1628 \| 11.19 \| 4140 \| 0.4187 \| 0.7311 \| 0.8206 \| 0.8977 \| 0.9531 \| 0.8281 \| 0.8786 \| 0.4440 \| 0.9092 \| 0.8631 \| 0.8681 \| 0.8818 \| 0.6975 \| 0.7727 \| 0.3805 \| 0.8234 \| 0.7283 \| 0.8334 \| \| 0.0776 \| 11.24 \| 4160 \| 0.4767 \| 0.7155 \| 0.8168 \| 0.8860 \| 0.9538 \| 0.8447 \| 0.8494 \| 0.5159 \| 0.9056 \| 0.8726 \| 0.7755 \| 0.8818 \| 0.6948 \| 0.7664 \| 0.4064 \| 0.8029 \| 0.7101 \| 0.7463 \| \| 0.1468 \| 11.3 \| 4180 \| 0.5068 \| 0.7191 \| 0.8109 \| 0.8872 \| 0.9429 \| 0.8277 \| 0.8600 \| 0.4666 \| 0.9181 \| 0.8574 \| 0.8034 \| 0.8791 \| 0.6986 \| 0.7703 \| 0.4056 \| 0.7969 \| 0.7197 \| 0.7636 \| \| 0.263 \| 11.35 \| 4200 \| 0.5154 \| 0.7106 \| 0.8081 \| 0.8823 \| 0.9453 \| 0.8173 \| 0.8603 \| 0.4935 \| 0.9135 \| 0.8685 \| 0.7581 \| 0.8791 \| 0.6995 \| 0.7721 \| 0.4126 \| 0.7965 \| 0.6920 \| 0.7227 \| \| 0.158 \| 11.41 \| 4220 \| 0.4783 \| 0.7111 \| 0.8196 \| 0.8834 \| 0.9409 \| 0.8612 \| 0.8628 \| 0.5107 \| 0.9034 \| 0.8807 \| 0.7778 \| 0.8792 \| 0.7002 \| 0.7671 \| 0.4089 \| 0.8069 \| 0.6750 \| 0.7401 \| \| 0.1783 \| 11.46 \| 4240 \| 0.5335 \| 0.7011 \| 0.7993 \| 0.8795 \| 0.9470 \| 0.8421 \| 0.8594 \| 0.4576 \| 0.9242 \| 0.8360 \| 0.7288 \| 0.8768 \| 0.6950 \| 0.7627 \| 0.3903 \| 0.7996 \| 0.6885 \| 0.6949 \| \| 0.2561 \| 11.51 \| 4260 \| 0.5462 \| 0.6994 \| 0.8050 \| 0.8775 \| 0.9402 \| 0.8519 \| 0.8834 \| 0.4523 \| 0.9086 \| 0.8740 \| 0.7246 \| 0.8741 \| 0.6932 \| 0.7723 \| 0.3841 \| 0.7947 \| 0.6913 \| 0.6865 \| \| 0.1057 \| 11.57 \| 4280 \| 0.5293 \| 0.7015 \| 0.8032 \| 0.8781 \| 0.9352 \| 0.8174 \| 0.8723 \| 0.4752 \| 0.9216 \| 0.8789 \| 0.7216 \| 0.8758 \| 0.6917 \| 0.7754 \| 0.3968 \| 0.7953 \| 0.6881 \| 0.6874 \| \| 0.2336 \| 11.62 \| 4300 \| 0.5145 \| 0.7074 \| 0.8121 \| 0.8813 \| 0.9433 \| 0.7996 \| 0.8912 \| 0.5205 \| 0.9041 \| 0.8794 \| 0.7466 \| 0.8789 \| 0.6942 \| 0.7783 \| 0.4039 \| 0.8019 \| 0.6829 \| 0.7115 \| \| 0.1043 \| 11.68 \| 4320 \| 0.5157 \| 0.7088 \| 0.8135 \| 0.8827 \| 0.9452 \| 0.8270 \| 0.8723 \| 0.5170 \| 0.9089 \| 0.8681 \| 0.7558 \| 0.8828 \| 0.6949 \| 0.7706 \| 0.4052 \| 0.8023 \| 0.6847 \| 0.7210 \| \| 0.1259 \| 11.73 \| 4340 \| 0.5239 \| 0.7089 \| 0.8139 \| 0.8822 \| 0.9417 \| 0.8217 \| 0.8772 \| 0.5369 \| 0.9135 \| 0.8477 \| 0.7587 \| 0.8836 \| 0.6953 \| 0.7746 \| 0.4047 \| 0.7996 \| 0.6816 \| 0.7227 \| \| 0.1687 \| 11.78 \| 4360 \| 0.5391 \| 0.7043 \| 0.8091 \| 0.8792 \| 0.9442 \| 0.8146 \| 0.8660 \| 0.5332 \| 0.9101 \| 0.8533 \| 0.7422 \| 0.8784 \| 0.6928 \| 0.7747 \| 0.4095 \| 0.7977 \| 0.6683 \| 0.7087 \| \| 0.1047 \| 11.84 \| 4380 \| 0.4750 \| 0.7148 \| 0.8203 \| 0.8855 \| 0.9372 \| 0.8505 \| 0.8778 \| 0.5093 \| 0.9110 \| 0.8701 \| 0.7859 \| 0.8746 \| 0.6852 \| 0.7761 \| 0.4141 \| 0.8101 \| 0.6979 \| 0.7456 \| \| 0.2485 \| 11.89 \| 4400 \| 0.5173 \| 0.7093 \| 0.8071 \| 0.8831 \| 0.9554 \| 0.8275 \| 0.8725 \| 0.4746 \| 0.9050 \| 0.8631 \| 0.7517 \| 0.8724 \| 0.6837 \| 0.7699 \| 0.4132 \| 0.8065 \| 0.7013 \| 0.7180 \| \| 0.1506 \| 11.95 \| 4420 \| 0.4751 \| 0.7194 \| 0.8191 \| 0.8886 \| 0.9493 \| 0.8387 \| 0.8728 \| 0.5062 \| 0.9091 \| 0.8656 \| 0.7920 \| 0.8826 \| 0.6917 \| 0.7746 \| 0.4199 \| 0.8108 \| 0.7005 \| 0.7555 \| \| 0.1273 \| 12.0 \| 4440 \| 0.4569 \| 0.7234 \| 0.8220 \| 0.8896 \| 0.9504 \| 0.8180 \| 0.8631 \| 0.5346 \| 0.9041 \| 0.8754 \| 0.8088 \| 0.8831 \| 0.6950 \| 0.7727 \| 0.4262 \| 0.8082 \| 0.7074 \| 0.7710 \| \| 0.2022 \| 12.05 \| 4460 \| 0.4756 \| 0.7224 \| 0.8221 \| 0.8886 \| 0.9465 \| 0.8296 \| 0.8684 \| 0.5373 \| 0.9093 \| 0.8635 \| 0.7999 \| 0.8856 \| 0.7031 \| 0.7763 \| 0.4204 \| 0.8037 \| 0.7078 \| 0.7602 \| \| 0.1816 \| 12.11 \| 4480 \| 0.5084 \| 0.7203 \| 0.8189 \| 0.8881 \| 0.9500 \| 0.8369 \| 0.8727 \| 0.5116 \| 0.9084 \| 0.8650 \| 0.7876 \| 0.8836 \| 0.7005 \| 0.7779 \| 0.4135 \| 0.8041 \| 0.7071 \| 0.7553 \| \| 0.1658 \| 12.16 \| 4500 \| 0.5079 \| 0.7220 \| 0.8206 \| 0.8875 \| 0.9495 \| 0.8525 \| 0.8678 \| 0.5163 \| 0.9056 \| 0.8606 \| 0.7921 \| 0.8798 \| 0.6962 \| 0.7751 \| 0.4180 \| 0.7972 \| 0.7313 \| 0.7566 \| \| 0.1448 \| 12.22 \| 4520 \| 0.4827 \| 0.7244 \| 0.8247 \| 0.8888 \| 0.9404 \| 0.8200 \| 0.8876 \| 0.5318 \| 0.9057 \| 0.8839 \| 0.8036 \| 0.8861 \| 0.6959 \| 0.7765 \| 0.4248 \| 0.7977 \| 0.7281 \| 0.7615 \| \| 0.2206 \| 12.27 \| 4540 \| 0.4846 \| 0.7228 \| 0.8265 \| 0.8885 \| 0.9401 \| 0.8284 \| 0.8699 \| 0.5522 \| 0.9066 \| 0.8814 \| 0.8069 \| 0.8853 \| 0.6984 \| 0.7810 \| 0.4195 \| 0.8034 \| 0.7105 \| 0.7614 \| \| 0.1661 \| 12.32 \| 4560 \| 0.5086 \| 0.7228 \| 0.8260 \| 0.8868 \| 0.9367 \| 0.8356 \| 0.8630 \| 0.5595 \| 0.9095 \| 0.8766 \| 0.8013 \| 0.8802 \| 0.6907 \| 0.7834 \| 0.4237 \| 0.7947 \| 0.7253 \| 0.7614 \| \| 0.0673 \| 12.38 \| 4580 \| 0.5182 \| 0.7216 \| 0.8257 \| 0.8871 \| 0.9367 \| 0.8264 \| 0.8664 \| 0.5596 \| 0.9090 \| 0.8790 \| 0.8028 \| 0.8838 \| 0.6948 \| 0.7829 \| 0.4189 \| 0.7980 \| 0.7140 \| 0.7586 \| \| 0.0807 \| 12.43 \| 4600 \| 0.5639 \| 0.7060 \| 0.8144 \| 0.8819 \| 0.9301 \| 0.7602 \| 0.8665 \| 0.5558 \| 0.9066 \| 0.8759 \| 0.8057 \| 0.8756 \| 0.6320 \| 0.7838 \| 0.4131 \| 0.8029 \| 0.7046 \| 0.7300 \| \| 0.1123 \| 12.49 \| 4620 \| 0.5331 \| 0.7034 \| 0.8012 \| 0.8822 \| 0.9395 \| 0.7271 \| 0.8733 \| 0.5097 \| 0.9122 \| 0.8412 \| 0.8049 \| 0.8781 \| 0.6366 \| 0.7805 \| 0.3934 \| 0.7990 \| 0.7050 \| 0.7313 \| \| 0.2726 \| 12.54 \| 4640 \| 0.5222 \| 0.7156 \| 0.8226 \| 0.8856 \| 0.9491 \| 0.8325 \| 0.8714 \| 0.5528 \| 0.8958 \| 0.8607 \| 0.7958 \| 0.8832 \| 0.6980 \| 0.7764 \| 0.3879 \| 0.8000 \| 0.7037 \| 0.7596 \| \| 0.1614 \| 12.59 \| 4660 \| 0.5256 \| 0.7181 \| 0.8203 \| 0.8857 \| 0.9436 \| 0.8265 \| 0.8479 \| 0.5582 \| 0.9111 \| 0.8627 \| 0.7920 \| 0.8805 \| 0.6962 \| 0.7737 \| 0.4047 \| 0.7979 \| 0.7176 \| 0.7560 \| \| 0.3386 \| 12.65 \| 4680 \| 0.5143 \| 0.7201 \| 0.8216 \| 0.8864 \| 0.9424 \| 0.8322 \| 0.8648 \| 0.5348 \| 0.9066 \| 0.8753 \| 0.7949 \| 0.8814 \| 0.6985 \| 0.7759 \| 0.4044 \| 0.7946 \| 0.7263 \| 0.7596 \| \| 0.1359 \| 12.7 \| 4700 \| 0.5013 \| 0.7232 \| 0.8210 \| 0.8894 \| 0.9484 \| 0.8014 \| 0.8731 \| 0.5343 \| 0.9054 \| 0.8831 \| 0.8012 \| 0.8884 \| 0.6999 \| 0.7804 \| 0.4117 \| 0.8013 \| 0.7212 \| 0.7592 \| \| 0.2407 \| 12.76 \| 4720 \| 0.5207 \| 0.7236 \| 0.8199 \| 0.8886 \| 0.9391 \| 0.8283 \| 0.8725 \| 0.5025 \| 0.9150 \| 0.8822 \| 0.7998 \| 0.8826 \| 0.6979 \| 0.7813 \| 0.4160 \| 0.7977 \| 0.7269 \| 0.7630 \| \| 0.0954 \| 12.81 \| 4740 \| 0.5054 \| 0.7236 \| 0.8256 \| 0.8875 \| 0.9420 \| 0.8355 \| 0.8703 \| 0.5533 \| 0.9064 \| 0.8752 \| 0.7963 \| 0.8803 \| 0.6978 \| 0.7806 \| 0.4233 \| 0.7977 \| 0.7242 \| 0.7613 \| \| 0.1139 \| 12.86 \| 4760 \| 0.5323 \| 0.7228 \| 0.8177 \| 0.8870 \| 0.9448 \| 0.8083 \| 0.8722 \| 0.5354 \| 0.9114 \| 0.8589 \| 0.7932 \| 0.8793 \| 0.7007 \| 0.7795 \| 0.4228 \| 0.7952 \| 0.7234 \| 0.7584 \| \| 0.179 \| 12.92 \| 4780 \| 0.5952 \| 0.7058 \| 0.8074 \| 0.8790 \| 0.9434 \| 0.8448 \| 0.8754 \| 0.4989 \| 0.9147 \| 0.8433 \| 0.7314 \| 0.8721 \| 0.6907 \| 0.7763 \| 0.4118 \| 0.7933 \| 0.6972 \| 0.6996 \| \| 0.1331 \| 12.97 \| 4800 \| 0.5669 \| 0.7120 \| 0.8053 \| 0.8826 \| 0.9395 \| 0.8205 \| 0.8760 \| 0.4617 \| 0.9225 \| 0.8632 \| 0.7535 \| 0.8750 \| 0.6991 \| 0.7773 \| 0.4067 \| 0.7943 \| 0.7161 \| 0.7156 \| \| 0.1101 \| 13.03 \| 4820 \| 0.5638 \| 0.7144 \| 0.8127 \| 0.8831 \| 0.9408 \| 0.8402 \| 0.8839 \| 0.4789 \| 0.9109 \| 0.8755 \| 0.7586 \| 0.8734 \| 0.6996 \| 0.7776 \| 0.4104 \| 0.7949 \| 0.7222 \| 0.7226 \| \| 0.1787 \| 13.08 \| 4840 \| 0.5823 \| 0.7128 \| 0.8122 \| 0.8819 \| 0.9405 \| 0.8267 \| 0.8736 \| 0.4990 \| 0.9097 \| 0.8788 \| 0.7568 \| 0.8716 \| 0.6965 \| 0.7683 \| 0.4193 \| 0.7952 \| 0.7153 \| 0.7233 \| \| 0.1737 \| 13.14 \| 4860 \| 0.5370 \| 0.7114 \| 0.8140 \| 0.8825 \| 0.9406 \| 0.8534 \| 0.8880 \| 0.4763 \| 0.9062 \| 0.8707 \| 0.7625 \| 0.8738 \| 0.6951 \| 0.7744 \| 0.4067 \| 0.7975 \| 0.7066 \| 0.7258 \| \| 0.1029 \| 13.19 \| 4880 \| 0.5663 \| 0.7131 \| 0.8103 \| 0.8828 \| 0.9431 \| 0.8236 \| 0.8719 \| 0.4947 \| 0.9153 \| 0.8718 \| 0.7517 \| 0.8748 \| 0.6956 \| 0.7756 \| 0.4226 \| 0.7983 \| 0.7043 \| 0.7203 \| \| 0.3167 \| 13.24 \| 4900 \| 0.5383 \| 0.7108 \| 0.8117 \| 0.8826 \| 0.9394 \| 0.8392 \| 0.8782 \| 0.4870 \| 0.9142 \| 0.8599 \| 0.7643 \| 0.8753 \| 0.7008 \| 0.7733 \| 0.4073 \| 0.8016 \| 0.6900 \| 0.7276 \| \| 0.071 \| 13.3 \| 4920 \| 0.4376 \| 0.7246 \| 0.8264 \| 0.8914 \| 0.9485 \| 0.8460 \| 0.8828 \| 0.5167 \| 0.9025 \| 0.8730 \| 0.8158 \| 0.8864 \| 0.6978 \| 0.7821 \| 0.4107 \| 0.8112 \| 0.7066 \| 0.7771 \| \| 0.2235 \| 13.35 \| 4940 \| 0.4993 \| 0.7130 \| 0.8187 \| 0.8838 \| 0.9436 \| 0.8289 \| 0.8909 \| 0.5379 \| 0.9085 \| 0.8700 \| 0.7509 \| 0.8763 \| 0.6922 \| 0.7803 \| 0.4208 \| 0.8095 \| 0.6973 \| 0.7149 \| \| 0.2843 \| 13.41 \| 4960 \| 0.5831 \| 0.6954 \| 0.8099 \| 0.8732 \| 0.9355 \| 0.8110 \| 0.8907 \| 0.5463 \| 0.9006 \| 0.8859 \| 0.6996 \| 0.8702 \| 0.6843 \| 0.7755 \| 0.4208 \| 0.7999 \| 0.6533 \| 0.6640 \| \| 0.1342 \| 13.46 \| 4980 \| 0.5407 \| 0.7054 \| 0.8130 \| 0.8802 \| 0.9525 \| 0.8101 \| 0.8777 \| 0.5310 \| 0.8905 \| 0.8816 \| 0.7476 \| 0.8747 \| 0.6908 \| 0.7755 \| 0.3986 \| 0.8034 \| 0.6838 \| 0.7108 \| \| 1.0814 \| 13.51 \| 5000 \| 0.5384 \| 0.7082 \| 0.8166 \| 0.8821 \| 0.9478 \| 0.8545 \| 0.8912 \| 0.5104 \| 0.8989 \| 0.8607 \| 0.7527 \| 0.8773 \| 0.6916 \| 0.7716 \| 0.4015 \| 0.8034 \| 0.6969 \| 0.7148 \| \| 0.0819 \| 13.57 \| 5020 \| 0.5716 \| 0.7084 \| 0.8188 \| 0.8800 \| 0.9438 \| 0.8412 \| 0.8764 \| 0.5473 \| 0.8958 \| 0.8771 \| 0.7501 \| 0.8749 \| 0.6956 \| 0.7716 \| 0.4121 \| 0.7968 \| 0.6903 \| 0.7173 \| \| 0.1046 \| 13.62 \| 5040 \| 0.5611 \| 0.7148 \| 0.8108 \| 0.8837 \| 0.9407 \| 0.8153 \| 0.8573 \| 0.5236 \| 0.9245 \| 0.8469 \| 0.7671 \| 0.8792 \| 0.6993 \| 0.7707 \| 0.4307 \| 0.7990 \| 0.6931 \| 0.7314 \| \| 0.2022 \| 13.68 \| 5060 \| 0.5357 \| 0.7218 \| 0.8213 \| 0.8879 \| 0.9404 \| 0.8123 \| 0.8587 \| 0.5567 \| 0.9161 \| 0.8599 \| 0.8050 \| 0.8826 \| 0.6976 \| 0.7722 \| 0.4270 \| 0.8042 \| 0.7023 \| 0.7666 \| \| 0.1772 \| 13.73 \| 5080 \| 0.5351 \| 0.7231 \| 0.8275 \| 0.8895 \| 0.9457 \| 0.8259 \| 0.8743 \| 0.5677 \| 0.9056 \| 0.8695 \| 0.8039 \| 0.8880 \| 0.6968 \| 0.7740 \| 0.4274 \| 0.8086 \| 0.7007 \| 0.7665 \| \| 0.1927 \| 13.78 \| 5100 \| 0.5247 \| 0.7178 \| 0.8298 \| 0.8845 \| 0.9375 \| 0.8328 \| 0.8781 \| 0.5797 \| 0.8896 \| 0.8816 \| 0.8092 \| 0.8815 \| 0.6978 \| 0.7772 \| 0.4289 \| 0.8010 \| 0.6971 \| 0.7408 \| \| 0.0898 \| 13.84 \| 5120 \| 0.5092 \| 0.7216 \| 0.8215 \| 0.8884 \| 0.9435 \| 0.8153 \| 0.8644 \| 0.5390 \| 0.9102 \| 0.8730 \| 0.8046 \| 0.8836 \| 0.6992 \| 0.7752 \| 0.4255 \| 0.8081 \| 0.6985 \| 0.7609 \| \| 0.2036 \| 13.89 \| 5140 \| 0.5080 \| 0.7147 \| 0.8174 \| 0.8849 \| 0.9465 \| 0.8024 \| 0.8599 \| 0.5614 \| 0.9098 \| 0.8671 \| 0.7747 \| 0.8864 \| 0.6991 \| 0.7784 \| 0.4173 \| 0.8038 \| 0.6846 \| 0.7331 \| \| 0.0804 \| 13.95 \| 5160 \| 0.5077 \| 0.7170 \| 0.8222 \| 0.8859 \| 0.9437 \| 0.8127 \| 0.8545 \| 0.5719 \| 0.9063 \| 0.8725 \| 0.7939 \| 0.8863 \| 0.6993 \| 0.7745 \| 0.4089 \| 0.8018 \| 0.6977 \| 0.7507 \| \| 0.1414 \| 14.0 \| 5180 \| 0.5017 \| 0.7211 \| 0.8244 \| 0.8876 \| 0.9459 \| 0.8270 \| 0.8675 \| 0.5556 \| 0.9025 \| 0.8688 \| 0.8032 \| 0.8841 \| 0.7019 \| 0.7737 \| 0.4253 \| 0.8049 \| 0.7010 \| 0.7571 \| \| 0.0496 \| 14.05 \| 5200 \| 0.5309 \| 0.7134 \| 0.8151 \| 0.8843 \| 0.9465 \| 0.8348 \| 0.8724 \| 0.5161 \| 0.9133 \| 0.8721 \| 0.7502 \| 0.8856 \| 0.7054 \| 0.7785 \| 0.4288 \| 0.8062 \| 0.6732 \| 0.7158 \| \| 1.5316 \| 14.11 \| 5220 \| 0.5198 \| 0.7137 \| 0.8214 \| 0.8833 \| 0.9376 \| 0.8416 \| 0.8852 \| 0.5400 \| 0.9093 \| 0.8812 \| 0.7546 \| 0.8844 \| 0.6970 \| 0.7795 \| 0.4406 \| 0.8040 \| 0.6799 \| 0.7109 \| \| 0.1592 \| 14.16 \| 5240 \| 0.6018 \| 0.7011 \| 0.8126 \| 0.8769 \| 0.9442 \| 0.8389 \| 0.8970 \| 0.5286 \| 0.9017 \| 0.8797 \| 0.6979 \| 0.8786 \| 0.6960 \| 0.7747 \| 0.4373 \| 0.8050 \| 0.6530 \| 0.6632 \| \| 0.1332 \| 14.22 \| 5260 \| 0.5614 \| 0.6969 \| 0.8030 \| 0.8744 \| 0.9443 \| 0.8343 \| 0.8888 \| 0.5003 \| 0.9095 \| 0.8553 \| 0.6884 \| 0.8720 \| 0.6960 \| 0.7764 \| 0.4299 \| 0.8004 \| 0.6500 \| 0.6537 \| \| 0.0598 \| 14.27 \| 5280 \| 0.5516 \| 0.7114 \| 0.8181 \| 0.8816 \| 0.9363 \| 0.8463 \| 0.8791 \| 0.5307 \| 0.9135 \| 0.8787 \| 0.7418 \| 0.8703 \| 0.6905 \| 0.7743 \| 0.4321 \| 0.8066 \| 0.6964 \| 0.7096 \| \| 0.1074 \| 14.32 \| 5300 \| 0.4560 \| 0.7393 \| 0.8364 \| 0.8971 \| 0.9331 \| 0.8332 \| 0.8744 \| 0.5512 \| 0.9167 \| 0.8719 \| 0.8746 \| 0.8813 \| 0.7050 \| 0.7807 \| 0.4254 \| 0.8174 \| 0.7324 \| 0.8327 \| \| 0.177 \| 14.38 \| 5320 \| 0.4475 \| 0.7429 \| 0.8297 \| 0.8996 \| 0.9407 \| 0.8292 \| 0.8672 \| 0.4997 \| 0.9210 \| 0.8657 \| 0.8847 \| 0.8805 \| 0.7083 \| 0.7769 \| 0.4317 \| 0.8204 \| 0.7409 \| 0.8417 \| \| 0.0884 \| 14.43 \| 5340 \| 0.4512 \| 0.7402 \| 0.8307 \| 0.8984 \| 0.9486 \| 0.8233 \| 0.8730 \| 0.5089 \| 0.9055 \| 0.8817 \| 0.8741 \| 0.8809 \| 0.7097 \| 0.7772 \| 0.4262 \| 0.8207 \| 0.7318 \| 0.8347 \| \| 0.198 \| 14.49 \| 5360 \| 0.4705 \| 0.7277 \| 0.8308 \| 0.8915 \| 0.9405 \| 0.8401 \| 0.8818 \| 0.5433 \| 0.9063 \| 0.8850 \| 0.8186 \| 0.8832 \| 0.7074 \| 0.7796 \| 0.4278 \| 0.8152 \| 0.6995 \| 0.7815 \| \| 0.1368 \| 14.54 \| 5380 \| 0.5291 \| 0.7053 \| 0.8162 \| 0.8793 \| 0.9444 \| 0.8350 \| 0.8832 \| 0.5546 \| 0.9057 \| 0.8728 \| 0.7174 \| 0.8770 \| 0.7014 \| 0.7774 \| 0.4180 \| 0.8071 \| 0.6673 \| 0.6887 \| \| 0.1021 \| 14.59 \| 5400 \| 0.5344 \| 0.7093 \| 0.8158 \| 0.8804 \| 0.9414 \| 0.8290 \| 0.8627 \| 0.5436 \| 0.9079 \| 0.8897 \| 0.7365 \| 0.8797 \| 0.7064 \| 0.7771 \| 0.4310 \| 0.8018 \| 0.6651 \| 0.7043 \| \| 0.1462 \| 14.65 \| 5420 \| 0.5663 \| 0.7113 \| 0.8151 \| 0.8815 \| 0.9429 \| 0.8510 \| 0.8709 \| 0.5239 \| 0.9118 \| 0.8609 \| 0.7443 \| 0.8807 \| 0.7052 \| 0.7771 \| 0.4325 \| 0.7983 \| 0.6760 \| 0.7094 \| \| 0.2965 \| 14.7 \| 5440 \| 0.5875 \| 0.7073 \| 0.8156 \| 0.8790 \| 0.9399 \| 0.8509 \| 0.8681 \| 0.5267 \| 0.9072 \| 0.8928 \| 0.7235 \| 0.8795 \| 0.7024 \| 0.7781 \| 0.4273 \| 0.7957 \| 0.6788 \| 0.6893 \| \| 0.1584 \| 14.76 \| 5460 \| 0.5612 \| 0.7053 \| 0.8135 \| 0.8781 \| 0.9424 \| 0.8380 \| 0.8634 \| 0.5269 \| 0.9030 \| 0.8996 \| 0.7215 \| 0.8775 \| 0.6992 \| 0.7756 \| 0.4249 \| 0.7962 \| 0.6762 \| 0.6873 \| \| 0.1212 \| 14.81 \| 5480 \| 0.5623 \| 0.7061 \| 0.8160 \| 0.8795 \| 0.9423 \| 0.8549 \| 0.8534 \| 0.5289 \| 0.9072 \| 0.9015 \| 0.7239 \| 0.8828 \| 0.7002 \| 0.7712 \| 0.4230 \| 0.7988 \| 0.6783 \| 0.6886 \| \| 0.1495 \| 14.86 \| 5500 \| 0.5443 \| 0.7135 \| 0.8195 \| 0.8827 \| 0.9362 \| 0.8541 \| 0.8807 \| 0.5252 \| 0.9130 \| 0.8746 \| 0.7530 \| 0.8834 \| 0.7046 \| 0.7787 \| 0.4249 \| 0.7968 \| 0.6901 \| 0.7161 \| \| 0.8258 \| 14.92 \| 5520 \| 0.5720 \| 0.7139 \| 0.8188 \| 0.8827 \| 0.9419 \| 0.8406 \| 0.8718 \| 0.5370 \| 0.9068 \| 0.8757 \| 0.7580 \| 0.8825 \| 0.7053 \| 0.7779 \| 0.4217 \| 0.7949 \| 0.6933 \| 0.7219 \| \| 0.1611 \| 14.97 \| 5540 \| 0.5816 \| 0.7114 \| 0.8148 \| 0.8810 \| 0.9375 \| 0.8299 \| 0.8644 \| 0.5274 \| 0.9128 \| 0.8869 \| 0.7450 \| 0.8804 \| 0.7056 \| 0.7792 \| 0.4318 \| 0.7978 \| 0.6866 \| 0.6983 \| \| 0.253 \| 15.03 \| 5560 \| 0.5703 \| 0.7145 \| 0.8170 \| 0.8833 \| 0.9381 \| 0.8431 \| 0.8802 \| 0.5115 \| 0.9129 \| 0.8754 \| 0.7576 \| 0.8795 \| 0.7082 \| 0.7793 \| 0.4310 \| 0.8030 \| 0.6864 \| 0.7138 \| \| 0.1777 \| 15.08 \| 5580 \| 0.5662 \| 0.7173 \| 0.8191 \| 0.8846 \| 0.9434 \| 0.8395 \| 0.8578 \| 0.5418 \| 0.9139 \| 0.8766 \| 0.7605 \| 0.8825 \| 0.7077 \| 0.7775 \| 0.4380 \| 0.8022 \| 0.6871 \| 0.7261 \| \| 0.1439 \| 15.14 \| 5600 \| 0.5368 \| 0.7184 \| 0.8145 \| 0.8844 \| 0.9367 \| 0.8270 \| 0.8799 \| 0.5251 \| 0.9211 \| 0.8265 \| 0.7853 \| 0.8792 \| 0.7061 \| 0.7796 \| 0.4316 \| 0.7949 \| 0.7043 \| 0.7333 \| \| 0.1532 \| 15.19 \| 5620 \| 0.5855 \| 0.7069 \| 0.8091 \| 0.8782 \| 0.9397 \| 0.8313 \| 0.8759 \| 0.5335 \| 0.9190 \| 0.8442 \| 0.7200 \| 0.8787 \| 0.7041 \| 0.7726 \| 0.4293 \| 0.7889 \| 0.6869 \| 0.6878 \| \| 0.0797 \| 15.24 \| 5640 \| 0.6323 \| 0.7071 \| 0.8121 \| 0.8791 \| 0.9391 \| 0.8504 \| 0.8716 \| 0.5204 \| 0.9188 \| 0.8718 \| 0.7126 \| 0.8786 \| 0.7005 \| 0.7771 \| 0.4337 \| 0.7973 \| 0.6811 \| 0.6816 \| \| 0.1549 \| 15.3 \| 5660 \| 0.5341 \| 0.7174 \| 0.8191 \| 0.8860 \| 0.9489 \| 0.8214 \| 0.8724 \| 0.5567 \| 0.9136 \| 0.8658 \| 0.7551 \| 0.8888 \| 0.7043 \| 0.7798 \| 0.4380 \| 0.8064 \| 0.6829 \| 0.7216 \| \| 0.0825 \| 15.35 \| 5680 \| 0.5877 \| 0.7079 \| 0.8141 \| 0.8802 \| 0.9491 \| 0.8225 \| 0.8568 \| 0.5718 \| 0.9117 \| 0.8665 \| 0.7199 \| 0.8835 \| 0.6977 \| 0.7734 \| 0.4385 \| 0.8010 \| 0.6743 \| 0.6872 \| \| 0.1114 \| 15.41 \| 5700 \| 0.5888 \| 0.7071 \| 0.8120 \| 0.8796 \| 0.9490 \| 0.8209 \| 0.8623 \| 0.5668 \| 0.9142 \| 0.8568 \| 0.7138 \| 0.8836 \| 0.6971 \| 0.7758 \| 0.4413 \| 0.7990 \| 0.6717 \| 0.6813 \| \| 0.1845 \| 15.46 \| 5720 \| 0.5980 \| 0.7052 \| 0.8125 \| 0.8789 \| 0.9400 \| 0.8390 \| 0.8840 \| 0.5193 \| 0.9112 \| 0.8786 \| 0.7154 \| 0.8791 \| 0.6993 \| 0.7772 \| 0.4315 \| 0.8021 \| 0.6658 \| 0.6815 \| \| 0.0943 \| 15.51 \| 5740 \| 0.5980 \| 0.7066 \| 0.8108 \| 0.8803 \| 0.9498 \| 0.8326 \| 0.8579 \| 0.5363 \| 0.9148 \| 0.8706 \| 0.7135 \| 0.8836 \| 0.6982 \| 0.7729 \| 0.4341 \| 0.8034 \| 0.6723 \| 0.6815 \| \| 0.1462 \| 15.57 \| 5760 \| 0.5699 \| 0.7114 \| 0.8108 \| 0.8822 \| 0.9451 \| 0.8368 \| 0.8590 \| 0.5318 \| 0.9230 \| 0.8341 \| 0.7458 \| 0.8883 \| 0.7067 \| 0.7726 \| 0.4326 \| 0.7954 \| 0.6805 \| 0.7036 \| \| 0.0397 \| 15.62 \| 5780 \| 0.5557 \| 0.7107 \| 0.8110 \| 0.8827 \| 0.9490 \| 0.8145 \| 0.8635 \| 0.5260 \| 0.9125 \| 0.8647 \| 0.7466 \| 0.8854 \| 0.7017 \| 0.7678 \| 0.4265 \| 0.8016 \| 0.6907 \| 0.7010 \| \| 0.1133 \| 15.68 \| 5800 \| 0.5547 \| 0.7090 \| 0.8149 \| 0.8818 \| 0.9483 \| 0.8205 \| 0.8798 \| 0.5297 \| 0.9009 \| 0.8832 \| 0.7422 \| 0.8845 \| 0.6992 \| 0.7715 \| 0.4242 \| 0.8030 \| 0.6845 \| 0.6964 \| \| 0.09 \| 15.73 \| 5820 \| 0.5832 \| 0.7059 \| 0.8089 \| 0.8801 \| 0.9449 \| 0.8349 \| 0.8736 \| 0.5085 \| 0.9165 \| 0.8643 \| 0.7198 \| 0.8807 \| 0.6956 \| 0.7730 \| 0.4238 \| 0.8017 \| 0.6865 \| 0.6800 \| \| 0.1115 \| 15.78 \| 5840 \| 0.5373 \| 0.7007 \| 0.8026 \| 0.8807 \| 0.9453 \| 0.7627 \| 0.8625 \| 0.5072 \| 0.9113 \| 0.8712 \| 0.7579 \| 0.8833 \| 0.6534 \| 0.7736 \| 0.4137 \| 0.8063 \| 0.6814 \| 0.6930 \| \| 0.1302 \| 15.84 \| 5860 \| 0.5311 \| 0.7060 \| 0.8081 \| 0.8820 \| 0.9508 \| 0.8145 \| 0.8773 \| 0.4971 \| 0.9064 \| 0.8618 \| 0.7487 \| 0.8824 \| 0.6973 \| 0.7711 \| 0.4074 \| 0.8079 \| 0.6712 \| 0.7047 \| \| 0.1614 \| 15.89 \| 5880 \| 0.5499 \| 0.7062 \| 0.8077 \| 0.8819 \| 0.9475 \| 0.8109 \| 0.8404 \| 0.5094 \| 0.9142 \| 0.8796 \| 0.7517 \| 0.8847 \| 0.6976 \| 0.7659 \| 0.4121 \| 0.8070 \| 0.6705 \| 0.7059 \| \| 0.2877 \| 15.95 \| 5900 \| 0.6037 \| 0.6983 \| 0.8012 \| 0.8798 \| 0.9440 \| 0.7287 \| 0.8728 \| 0.5228 \| 0.9093 \| 0.8792 \| 0.7514 \| 0.8835 \| 0.6398 \| 0.7745 \| 0.4227 \| 0.8074 \| 0.6709 \| 0.6892 \| \| 0.1544 \| 16.0 \| 5920 \| 0.6054 \| 0.6997 \| 0.7998 \| 0.8805 \| 0.9397 \| 0.7367 \| 0.8742 \| 0.5066 \| 0.9204 \| 0.8718 \| 0.7488 \| 0.8846 \| 0.6425 \| 0.7766 \| 0.4274 \| 0.8084 \| 0.6723 \| 0.6860 \| \| 0.0872 \| 16.05 \| 5940 \| 0.5785 \| 0.6981 \| 0.7984 \| 0.8803 \| 0.9428 \| 0.7402 \| 0.8800 \| 0.4933 \| 0.9170 \| 0.8693 \| 0.7459 \| 0.8844 \| 0.6397 \| 0.7781 \| 0.4226 \| 0.8095 \| 0.6705 \| 0.6819 \| \| 0.1587 \| 16.11 \| 5960 \| 0.6095 \| 0.7112 \| 0.8156 \| 0.8822 \| 0.9476 \| 0.8289 \| 0.8872 \| 0.5422 \| 0.9101 \| 0.8652 \| 0.7279 \| 0.8871 \| 0.6977 \| 0.7752 \| 0.4358 \| 0.7975 \| 0.6868 \| 0.6979 \| \| 0.1156 \| 16.16 \| 5980 \| 0.5631 \| 0.7228 \| 0.8271 \| 0.8878 \| 0.9435 \| 0.8430 \| 0.8641 \| 0.5728 \| 0.9099 \| 0.8648 \| 0.7916 \| 0.8881 \| 0.6966 \| 0.7756 \| 0.4288 \| 0.7981 \| 0.7184 \| 0.7537 \| \| 0.5602 \| 16.22 \| 6000 \| 0.6203 \| 0.7132 \| 0.8063 \| 0.8859 \| 0.9419 \| 0.7312 \| 0.8758 \| 0.5216 \| 0.9165 \| 0.8520 \| 0.8052 \| 0.8842 \| 0.6383 \| 0.7753 \| 0.4332 \| 0.7982 \| 0.7286 \| 0.7345 \| \| 0.1459 \| 16.27 \| 6020 \| 0.5944 \| 0.7127 \| 0.8062 \| 0.8857 \| 0.9413 \| 0.7417 \| 0.8655 \| 0.5203 \| 0.9210 \| 0.8585 \| 0.7955 \| 0.8849 \| 0.6412 \| 0.7771 \| 0.4349 \| 0.8006 \| 0.7241 \| 0.7257 \| \| 0.0815 \| 16.32 \| 6040 \| 0.5909 \| 0.7106 \| 0.8054 \| 0.8846 \| 0.9403 \| 0.7383 \| 0.8767 \| 0.5181 \| 0.9192 \| 0.8559 \| 0.7890 \| 0.8837 \| 0.6412 \| 0.7777 \| 0.4294 \| 0.7992 \| 0.7217 \| 0.7215 \| \| 0.0555 \| 16.38 \| 6060 \| 0.6450 \| 0.7010 \| 0.7965 \| 0.8791 \| 0.9475 \| 0.7309 \| 0.8698 \| 0.5238 \| 0.9174 \| 0.8433 \| 0.7427 \| 0.8749 \| 0.6325 \| 0.7736 \| 0.4255 \| 0.7962 \| 0.7195 \| 0.6847 \| \| 0.1441 \| 16.43 \| 6080 \| 0.5628 \| 0.7094 \| 0.8058 \| 0.8829 \| 0.9398 \| 0.7435 \| 0.8838 \| 0.5203 \| 0.9130 \| 0.8553 \| 0.7848 \| 0.8767 \| 0.6403 \| 0.7787 \| 0.4287 \| 0.7971 \| 0.7249 \| 0.7197 \| \| 0.1232 \| 16.49 \| 6100 \| 0.6332 \| 0.7048 \| 0.7949 \| 0.8809 \| 0.9410 \| 0.7159 \| 0.8585 \| 0.5052 \| 0.9246 \| 0.8475 \| 0.7716 \| 0.8766 \| 0.6354 \| 0.7750 \| 0.4266 \| 0.7925 \| 0.7187 \| 0.7091 \| \| 0.0853 \| 16.54 \| 6120 \| 0.6428 \| 0.7031 \| 0.7959 \| 0.8797 \| 0.9360 \| 0.7306 \| 0.8593 \| 0.5026 \| 0.9271 \| 0.8531 \| 0.7627 \| 0.8752 \| 0.6342 \| 0.7716 \| 0.4257 \| 0.7919 \| 0.7233 \| 0.7000 \| \| 0.7649 \| 16.59 \| 6140 \| 0.5122 \| 0.7155 \| 0.8128 \| 0.8858 \| 0.9417 \| 0.7967 \| 0.8721 \| 0.5045 \| 0.9136 \| 0.8763 \| 0.7849 \| 0.8835 \| 0.6709 \| 0.7748 \| 0.4283 \| 0.8004 \| 0.7250 \| 0.7252 \| \| 0.09 \| 16.65 \| 6160 \| 0.5520 \| 0.7133 \| 0.8116 \| 0.8825 \| 0.9419 \| 0.8183 \| 0.8705 \| 0.5052 \| 0.9114 \| 0.8734 \| 0.7608 \| 0.8778 \| 0.6943 \| 0.7728 \| 0.4124 \| 0.7913 \| 0.7264 \| 0.7180 \| \| 0.0908 \| 16.7 \| 6180 \| 0.5755 \| 0.7079 \| 0.8069 \| 0.8830 \| 0.9378 \| 0.7643 \| 0.8731 \| 0.4960 \| 0.9110 \| 0.8767 \| 0.7894 \| 0.8806 \| 0.6437 \| 0.7765 \| 0.4107 \| 0.7947 \| 0.7246 \| 0.7249 \| \| 0.1677 \| 16.76 \| 6200 \| 0.5405 \| 0.7123 \| 0.8083 \| 0.8855 \| 0.9371 \| 0.7522 \| 0.8811 \| 0.4956 \| 0.9134 \| 0.8738 \| 0.8052 \| 0.8814 \| 0.6446 \| 0.7790 \| 0.4156 \| 0.7985 \| 0.7305 \| 0.7368 \| \| 0.1951 \| 16.81 \| 6220 \| 0.5430 \| 0.7116 \| 0.8042 \| 0.8850 \| 0.9369 \| 0.7558 \| 0.8673 \| 0.4940 \| 0.9270 \| 0.8611 \| 0.7871 \| 0.8812 \| 0.6455 \| 0.7812 \| 0.4307 \| 0.8014 \| 0.7181 \| 0.7229 \| \| 2.4185 \| 16.86 \| 6240 \| 0.5116 \| 0.7233 \| 0.8135 \| 0.8942 \| 0.9414 \| 0.7437 \| 0.8883 \| 0.4649 \| 0.9122 \| 0.8772 \| 0.8669 \| 0.8806 \| 0.6438 \| 0.7806 \| 0.4132 \| 0.8204 \| 0.7283 \| 0.7962 \| \| 0.0651 \| 16.92 \| 6260 \| 0.5158 \| 0.7125 \| 0.8141 \| 0.8853 \| 0.9403 \| 0.7532 \| 0.8742 \| 0.5367 \| 0.9043 \| 0.8867 \| 0.8029 \| 0.8820 \| 0.6464 \| 0.7821 \| 0.4335 \| 0.8055 \| 0.7020 \| 0.7358 \| \| 0.1278 \| 16.97 \| 6280 \| 0.5137 \| 0.7215 \| 0.8240 \| 0.8863 \| 0.9382 \| 0.8188 \| 0.8786 \| 0.5701 \| 0.9106 \| 0.8597 \| 0.7923 \| 0.8807 \| 0.7033 \| 0.7833 \| 0.4311 \| 0.8020 \| 0.7094 \| 0.7408 \| \| 0.0665 \| 17.03 \| 6300 \| 0.5100 \| 0.7238 \| 0.8289 \| 0.8877 \| 0.9394 \| 0.8423 \| 0.8729 \| 0.5794 \| 0.9112 \| 0.8654 \| 0.7915 \| 0.8850 \| 0.7046 \| 0.7831 \| 0.4266 \| 0.8007 \| 0.7122 \| 0.7543 \| \| 0.1191 \| 17.08 \| 6320 \| 0.4659 \| 0.7353 \| 0.8338 \| 0.8952 \| 0.9470 \| 0.8215 \| 0.8865 \| 0.5719 \| 0.9055 \| 0.8615 \| 0.8429 \| 0.8900 \| 0.7069 \| 0.7794 \| 0.4308 \| 0.8108 \| 0.7305 \| 0.7990 \| \| 0.0746 \| 17.14 \| 6340 \| 0.4894 \| 0.7308 \| 0.8299 \| 0.8918 \| 0.9455 \| 0.8394 \| 0.8799 \| 0.5718 \| 0.9124 \| 0.8460 \| 0.8142 \| 0.8892 \| 0.7055 \| 0.7774 \| 0.4364 \| 0.8023 \| 0.7291 \| 0.7756 \| \| 0.2034 \| 17.19 \| 6360 \| 0.4699 \| 0.7292 \| 0.8226 \| 0.8923 \| 0.9502 \| 0.8090 \| 0.8897 \| 0.5148 \| 0.9061 \| 0.8729 \| 0.8155 \| 0.8856 \| 0.7053 \| 0.7810 \| 0.4269 \| 0.8092 \| 0.7282 \| 0.7679 \| \| 0.7434 \| 17.24 \| 6380 \| 0.5803 \| 0.7127 \| 0.8102 \| 0.8834 \| 0.9512 \| 0.8200 \| 0.8672 \| 0.5169 \| 0.9177 \| 0.8688 \| 0.7293 \| 0.8867 \| 0.7038 \| 0.7773 \| 0.4297 \| 0.7991 \| 0.6949 \| 0.6977 \| \| 0.1345 \| 17.3 \| 6400 \| 0.5747 \| 0.7115 \| 0.8166 \| 0.8822 \| 0.9477 \| 0.8255 \| 0.8825 \| 0.5463 \| 0.9072 \| 0.8773 \| 0.7297 \| 0.8873 \| 0.7034 \| 0.7768 \| 0.4383 \| 0.8007 \| 0.6783 \| 0.6955 \| \| 0.0724 \| 17.35 \| 6420 \| 0.5721 \| 0.7099 \| 0.8186 \| 0.8816 \| 0.9441 \| 0.8450 \| 0.8664 \| 0.5591 \| 0.9112 \| 0.8699 \| 0.7343 \| 0.8862 \| 0.6991 \| 0.7750 \| 0.4403 \| 0.8036 \| 0.6678 \| 0.6975 \| \| 0.1157 \| 17.41 \| 6440 \| 0.5546 \| 0.7128 \| 0.8164 \| 0.8833 \| 0.9447 \| 0.8381 \| 0.8653 \| 0.5479 \| 0.9179 \| 0.8568 \| 0.7442 \| 0.8868 \| 0.7034 \| 0.7776 \| 0.4376 \| 0.8042 \| 0.6753 \| 0.7051 \| \| 0.6272 \| 17.46 \| 6460 \| 0.5512 \| 0.7149 \| 0.8170 \| 0.8844 \| 0.9441 \| 0.8297 \| 0.8799 \| 0.5351 \| 0.9159 \| 0.8680 \| 0.7463 \| 0.8877 \| 0.7067 \| 0.7774 \| 0.4369 \| 0.8041 \| 0.6810 \| 0.7103 \| \| 0.065 \| 17.51 \| 6480 \| 0.4920 \| 0.7197 \| 0.8191 \| 0.8873 \| 0.9372 \| 0.8093 \| 0.8770 \| 0.5159 \| 0.9123 \| 0.8816 \| 0.8003 \| 0.8797 \| 0.6982 \| 0.7814 \| 0.4296 \| 0.8122 \| 0.6940 \| 0.7426 \| \| 0.106 \| 17.57 \| 6500 \| 0.4874 \| 0.7222 \| 0.8267 \| 0.8885 \| 0.9392 \| 0.8187 \| 0.8700 \| 0.5456 \| 0.8989 \| 0.8848 \| 0.8299 \| 0.8814 \| 0.7019 \| 0.7773 \| 0.4278 \| 0.8151 \| 0.7016 \| 0.7501 \| \| 0.4623 \| 17.62 \| 6520 \| 0.4663 \| 0.7323 \| 0.8317 \| 0.8947 \| 0.9397 \| 0.8166 \| 0.8638 \| 0.5497 \| 0.9080 \| 0.8808 \| 0.8632 \| 0.8835 \| 0.7045 \| 0.7775 \| 0.4254 \| 0.8228 \| 0.7205 \| 0.7919 \| \| 0.1292 \| 17.68 \| 6540 \| 0.4846 \| 0.7257 \| 0.8269 \| 0.8913 \| 0.9345 \| 0.8034 \| 0.8724 \| 0.5349 \| 0.9066 \| 0.8832 \| 0.8533 \| 0.8797 \| 0.6932 \| 0.7775 \| 0.4186 \| 0.8183 \| 0.7154 \| 0.7773 \| \| 0.1434 \| 17.73 \| 6560 \| 0.5075 \| 0.7200 \| 0.8167 \| 0.8875 \| 0.9376 \| 0.8059 \| 0.8805 \| 0.5128 \| 0.9166 \| 0.8592 \| 0.8045 \| 0.8803 \| 0.6989 \| 0.7812 \| 0.4201 \| 0.8073 \| 0.7048 \| 0.7475 \| \| 0.1434 \| 17.78 \| 6580 \| 0.5273 \| 0.7225 \| 0.8223 \| 0.8885 \| 0.9346 \| 0.8451 \| 0.8727 \| 0.5019 \| 0.9160 \| 0.8788 \| 0.8072 \| 0.8819 \| 0.7040 \| 0.7806 \| 0.4175 \| 0.8056 \| 0.7113 \| 0.7565 \| \| 0.1528 \| 17.84 \| 6600 \| 0.5419 \| 0.7181 \| 0.8155 \| 0.8872 \| 0.9382 \| 0.7992 \| 0.8891 \| 0.4952 \| 0.9111 \| 0.8707 \| 0.8050 \| 0.8804 \| 0.6901 \| 0.7771 \| 0.4133 \| 0.8054 \| 0.7122 \| 0.7480 \| \| 0.326 \| 17.89 \| 6620 \| 0.4937 \| 0.7303 \| 0.8299 \| 0.8931 \| 0.9398 \| 0.8346 \| 0.8880 \| 0.5239 \| 0.9072 \| 0.8784 \| 0.8373 \| 0.8837 \| 0.7059 \| 0.7778 \| 0.4200 \| 0.8129 \| 0.7167 \| 0.7948 \| \| 0.1772 \| 17.95 \| 6640 \| 0.4895 \| 0.7400 \| 0.8333 \| 0.8983 \| 0.9359 \| 0.8366 \| 0.8749 \| 0.5061 \| 0.9152 \| 0.8840 \| 0.8803 \| 0.8820 \| 0.7049 \| 0.7798 \| 0.4290 \| 0.8206 \| 0.7382 \| 0.8255 \| \| 0.1841 \| 18.0 \| 6660 \| 0.5031 \| 0.7391 \| 0.8344 \| 0.8978 \| 0.9391 \| 0.8235 \| 0.8797 \| 0.5181 \| 0.9049 \| 0.8902 \| 0.8849 \| 0.8790 \| 0.6979 \| 0.7796 \| 0.4292 \| 0.8224 \| 0.7401 \| 0.8252 \| \| 0.1194 \| 18.05 \| 6680 \| 0.5492 \| 0.7143 \| 0.8059 \| 0.8879 \| 0.9372 \| 0.7420 \| 0.8824 \| 0.4740 \| 0.9203 \| 0.8671 \| 0.8185 \| 0.8793 \| 0.6432 \| 0.7794 \| 0.4175 \| 0.8086 \| 0.7234 \| 0.7489 \| \| 0.0874 \| 18.11 \| 6700 \| 0.5252 \| 0.7216 \| 0.8188 \| 0.8915 \| 0.9353 \| 0.7620 \| 0.8655 \| 0.5191 \| 0.9150 \| 0.8831 \| 0.8515 \| 0.8798 \| 0.6392 \| 0.7790 \| 0.4291 \| 0.8161 \| 0.7295 \| 0.7785 \| \| 0.2507 \| 18.16 \| 6720 \| 0.5484 \| 0.7201 \| 0.8139 \| 0.8907 \| 0.9375 \| 0.7313 \| 0.8781 \| 0.5032 \| 0.9110 \| 0.8897 \| 0.8467 \| 0.8798 \| 0.6401 \| 0.7797 \| 0.4239 \| 0.8122 \| 0.7313 \| 0.7739 \| \| 0.1243 \| 18.22 \| 6740 \| 0.5657 \| 0.7145 \| 0.8065 \| 0.8860 \| 0.9386 \| 0.7248 \| 0.8740 \| 0.5135 \| 0.9162 \| 0.8674 \| 0.8108 \| 0.8806 \| 0.6408 \| 0.7811 \| 0.4245 \| 0.7974 \| 0.7393 \| 0.7375 \| \| 0.5715 \| 18.27 \| 6760 \| 0.4772 \| 0.7355 \| 0.8272 \| 0.8990 \| 0.9431 \| 0.7711 \| 0.8622 \| 0.5217 \| 0.9133 \| 0.8900 \| 0.8889 \| 0.8872 \| 0.6662 \| 0.7794 \| 0.4282 \| 0.8251 \| 0.7468 \| 0.8159 \| \| 0.1517 \| 18.32 \| 6780 \| 0.4804 \| 0.7373 \| 0.8335 \| 0.8981 \| 0.9397 \| 0.8005 \| 0.8741 \| 0.5403 \| 0.9090 \| 0.8902 \| 0.8809 \| 0.8857 \| 0.6945 \| 0.7793 \| 0.4287 \| 0.8253 \| 0.7343 \| 0.8133 \| \| 0.2206 \| 18.38 \| 6800 \| 0.4736 \| 0.7346 \| 0.8290 \| 0.8989 \| 0.9437 \| 0.7558 \| 0.8791 \| 0.5499 \| 0.9095 \| 0.8724 \| 0.8922 \| 0.8871 \| 0.6593 \| 0.7817 \| 0.4248 \| 0.8266 \| 0.7440 \| 0.8187 \| \| 0.1793 \| 18.43 \| 6820 \| 0.4780 \| 0.7342 \| 0.8252 \| 0.8993 \| 0.9450 \| 0.7567 \| 0.8716 \| 0.5234 \| 0.9136 \| 0.8712 \| 0.8946 \| 0.8867 \| 0.6529 \| 0.7802 \| 0.4299 \| 0.8285 \| 0.7438 \| 0.8172 \| \| 0.1145 \| 18.49 \| 6840 \| 0.4977 \| 0.7310 \| 0.8214 \| 0.8983 \| 0.9470 \| 0.7326 \| 0.8756 \| 0.5149 \| 0.9097 \| 0.8840 \| 0.8862 \| 0.8852 \| 0.6395 \| 0.7793 \| 0.4302 \| 0.8278 \| 0.7434 \| 0.8114 \| \| 0.1795 \| 18.54 \| 6860 \| 0.5186 \| 0.7287 \| 0.8220 \| 0.8965 \| 0.9375 \| 0.7385 \| 0.8750 \| 0.5185 \| 0.9131 \| 0.8788 \| 0.8922 \| 0.8835 \| 0.6419 \| 0.7770 \| 0.4282 \| 0.8257 \| 0.7414 \| 0.8030 \| \| 0.1177 \| 18.59 \| 6880 \| 0.4913 \| 0.7308 \| 0.8283 \| 0.8929 \| 0.9455 \| 0.8327 \| 0.8719 \| 0.5425 \| 0.9121 \| 0.8750 \| 0.8183 \| 0.8886 \| 0.7052 \| 0.7812 \| 0.4351 \| 0.8103 \| 0.7250 \| 0.7701 \| \| 0.1396 \| 18.65 \| 6900 \| 0.5047 \| 0.7286 \| 0.8289 \| 0.8917 \| 0.9388 \| 0.8497 \| 0.8785 \| 0.5495 \| 0.9213 \| 0.8569 \| 0.8072 \| 0.8886 \| 0.6988 \| 0.7830 \| 0.4336 \| 0.8079 \| 0.7240 \| 0.7644 \| \| 0.074 \| 18.7 \| 6920 \| 0.4698 \| 0.7357 \| 0.8362 \| 0.8962 \| 0.9462 \| 0.8410 \| 0.8769 \| 0.5523 \| 0.9033 \| 0.8837 \| 0.8497 \| 0.8881 \| 0.7053 \| 0.7782 \| 0.4386 \| 0.8201 \| 0.7173 \| 0.8025 \| \| 0.0895 \| 18.76 \| 6940 \| 0.5044 \| 0.7269 \| 0.8271 \| 0.8902 \| 0.9425 \| 0.8348 \| 0.8692 \| 0.5587 \| 0.9155 \| 0.8721 \| 0.7970 \| 0.8874 \| 0.7064 \| 0.7792 \| 0.4347 \| 0.8064 \| 0.7169 \| 0.7575 \| \| 0.1672 \| 18.81 \| 6960 \| 0.5068 \| 0.7274 \| 0.8261 \| 0.8913 \| 0.9472 \| 0.8288 \| 0.8699 \| 0.5518 \| 0.9140 \| 0.8746 \| 0.7965 \| 0.8897 \| 0.7033 \| 0.7798 \| 0.4374 \| 0.8093 \| 0.7149 \| 0.7572 \| \| 0.076 \| 18.86 \| 6980 \| 0.5349 \| 0.7284 \| 0.8252 \| 0.8918 \| 0.9483 \| 0.8235 \| 0.8669 \| 0.5465 \| 0.9149 \| 0.8765 \| 0.7995 \| 0.8895 \| 0.6992 \| 0.7787 \| 0.4395 \| 0.8084 \| 0.7205 \| 0.7627 \| \| 0.1471 \| 18.92 \| 7000 \| 0.5228 \| 0.7277 \| 0.8262 \| 0.8901 \| 0.9423 \| 0.8316 \| 0.8715 \| 0.5508 \| 0.9137 \| 0.8700 \| 0.8033 \| 0.8837 \| 0.7009 \| 0.7822 \| 0.4341 \| 0.8035 \| 0.7242 \| 0.7651 \| \| 0.1301 \| 18.97 \| 7020 \| 0.5561 \| 0.7258 \| 0.8245 \| 0.8886 \| 0.9422 \| 0.8108 \| 0.8647 \| 0.5742 \| 0.9134 \| 0.8675 \| 0.7990 \| 0.8830 \| 0.6989 \| 0.7803 \| 0.4329 \| 0.7996 \| 0.7270 \| 0.7591 \| \| 0.1434 \| 19.03 \| 7040 \| 0.5282 \| 0.7269 \| 0.8290 \| 0.8893 \| 0.9404 \| 0.8378 \| 0.8635 \| 0.5689 \| 0.9110 \| 0.8787 \| 0.8030 \| 0.8836 \| 0.6985 \| 0.7812 \| 0.4389 \| 0.8024 \| 0.7189 \| 0.7648 \| \| 0.1616 \| 19.08 \| 7060 \| 0.5171 \| 0.7264 \| 0.8251 \| 0.8892 \| 0.9412 \| 0.8066 \| 0.8744 \| 0.5583 \| 0.9078 \| 0.8763 \| 0.8110 \| 0.8824 \| 0.6981 \| 0.7812 \| 0.4352 \| 0.8022 \| 0.7229 \| 0.7625 \| \| 0.1079 \| 19.14 \| 7080 \| 0.5325 \| 0.7246 \| 0.8213 \| 0.8882 \| 0.9378 \| 0.8086 \| 0.8716 \| 0.5485 \| 0.9182 \| 0.8640 \| 0.8003 \| 0.8805 \| 0.6972 \| 0.7835 \| 0.4347 \| 0.8022 \| 0.7248 \| 0.7493 \| \| 0.1672 \| 19.19 \| 7100 \| 0.5327 \| 0.7273 \| 0.8244 \| 0.8895 \| 0.9422 \| 0.8242 \| 0.8625 \| 0.5552 \| 0.9162 \| 0.8696 \| 0.8007 \| 0.8835 \| 0.7031 \| 0.7800 \| 0.4388 \| 0.8020 \| 0.7211 \| 0.7630 \| \| 0.0963 \| 19.24 \| 7120 \| 0.5136 \| 0.7248 \| 0.8257 \| 0.8888 \| 0.9445 \| 0.8344 \| 0.8709 \| 0.5591 \| 0.9097 \| 0.8625 \| 0.7989 \| 0.8816 \| 0.7031 \| 0.7826 \| 0.4284 \| 0.8054 \| 0.7142 \| 0.7583 \| \| 0.1162 \| 19.3 \| 7140 \| 0.5461 \| 0.7254 \| 0.8259 \| 0.8890 \| 0.9423 \| 0.8372 \| 0.8809 \| 0.5598 \| 0.9136 \| 0.8495 \| 0.7981 \| 0.8832 \| 0.7029 \| 0.7852 \| 0.4180 \| 0.8011 \| 0.7279 \| 0.7599 \| \| 0.0799 \| 19.35 \| 7160 \| 0.5902 \| 0.7158 \| 0.8162 \| 0.8846 \| 0.9396 \| 0.8302 \| 0.8682 \| 0.5226 \| 0.9183 \| 0.8700 \| 0.7646 \| 0.8823 \| 0.7028 \| 0.7797 \| 0.4299 \| 0.8037 \| 0.6904 \| 0.7217 \| \| 0.0701 \| 19.41 \| 7180 \| 0.5926 \| 0.7038 \| 0.8039 \| 0.8813 \| 0.9398 \| 0.7416 \| 0.8608 \| 0.5220 \| 0.9152 \| 0.8830 \| 0.7649 \| 0.8800 \| 0.6510 \| 0.7757 \| 0.4271 \| 0.8067 \| 0.6825 \| 0.7040 \| \| 0.1361 \| 19.46 \| 7200 \| 0.6125 \| 0.7163 \| 0.8163 \| 0.8854 \| 0.9396 \| 0.8311 \| 0.8610 \| 0.5186 \| 0.9208 \| 0.8767 \| 0.7662 \| 0.8833 \| 0.7040 \| 0.7773 \| 0.4328 \| 0.8075 \| 0.6833 \| 0.7261 \| \| 0.1071 \| 19.51 \| 7220 \| 0.5760 \| 0.7155 \| 0.8198 \| 0.8846 \| 0.9441 \| 0.8383 \| 0.8569 \| 0.5451 \| 0.9108 \| 0.8771 \| 0.7661 \| 0.8820 \| 0.7033 \| 0.7776 \| 0.4297 \| 0.8069 \| 0.6812 \| 0.7281 \| \| 0.0699 \| 19.57 \| 7240 \| 0.5775 \| 0.7124 \| 0.8168 \| 0.8831 \| 0.9397 \| 0.8000 \| 0.8649 \| 0.5633 \| 0.9128 \| 0.8719 \| 0.7653 \| 0.8806 \| 0.6935 \| 0.7773 \| 0.4268 \| 0.8061 \| 0.6824 \| 0.7198 \| \| 0.1884 \| 19.62 \| 7260 \| 0.5848 \| 0.7082 \| 0.8115 \| 0.8823 \| 0.9377 \| 0.7771 \| 0.8674 \| 0.5400 \| 0.9142 \| 0.8764 \| 0.7675 \| 0.8801 \| 0.6667 \| 0.7779 \| 0.4339 \| 0.8078 \| 0.6827 \| 0.7083 \| \| 0.0725 \| 19.68 \| 7280 \| 0.5811 \| 0.7066 \| 0.8096 \| 0.8824 \| 0.9352 \| 0.7375 \| 0.8681 \| 0.5562 \| 0.9157 \| 0.8762 \| 0.7785 \| 0.8811 \| 0.6408 \| 0.7795 \| 0.4366 \| 0.8070 \| 0.6909 \| 0.7106 \| \| 0.1746 \| 19.73 \| 7300 \| 0.6009 \| 0.7088 \| 0.8181 \| 0.8815 \| 0.9326 \| 0.7889 \| 0.8763 \| 0.5736 \| 0.9104 \| 0.8801 \| 0.7648 \| 0.8801 \| 0.6746 \| 0.7806 \| 0.4304 \| 0.8057 \| 0.6818 \| 0.7081 \| \| 0.1194 \| 19.78 \| 7320 \| 0.6263 \| 0.7068 \| 0.8107 \| 0.8813 \| 0.9384 \| 0.7763 \| 0.8544 \| 0.5529 \| 0.9164 \| 0.8784 \| 0.7579 \| 0.8797 \| 0.6673 \| 0.7761 \| 0.4356 \| 0.8072 \| 0.6794 \| 0.7022 \| \| 1.7196 \| 19.84 \| 7340 \| 0.6567 \| 0.7014 \| 0.8042 \| 0.8799 \| 0.9420 \| 0.7219 \| 0.8769 \| 0.5483 \| 0.9089 \| 0.8775 \| 0.7536 \| 0.8788 \| 0.6380 \| 0.7781 \| 0.4355 \| 0.8059 \| 0.6798 \| 0.6940 \| \| 1.7015 \| 19.89 \| 7360 \| 0.6426 \| 0.7102 \| 0.8176 \| 0.8811 \| 0.9405 \| 0.8053 \| 0.8776 \| 0.5722 \| 0.9070 \| 0.8731 \| 0.7477 \| 0.8792 \| 0.6927 \| 0.7778 \| 0.4370 \| 0.8043 \| 0.6782 \| 0.7022 \| \| 0.0805 \| 19.95 \| 7380 \| 0.5811 \| 0.7063 \| 0.8137 \| 0.8821 \| 0.9390 \| 0.7647 \| 0.8700 \| 0.5678 \| 0.9105 \| 0.8800 \| 0.7642 \| 0.8840 \| 0.6498 \| 0.7778 \| 0.4389 \| 0.8088 \| 0.6830 \| 0.7021 \| \| 0.219 \| 20.0 \| 7400 \| 0.6208 \| 0.7019 \| 0.8119 \| 0.8797 \| 0.9378 \| 0.7344 \| 0.8682 \| 0.5779 \| 0.9011 \| 0.9001 \| 0.7636 \| 0.8811 \| 0.6346 \| 0.7778 \| 0.4365 \| 0.8049 \| 0.6794 \| 0.6991 \| \| 0.1064 \| 20.05 \| 7420 \| 0.5930 \| 0.7050 \| 0.8089 \| 0.8818 \| 0.9378 \| 0.7326 \| 0.8808 \| 0.5498 \| 0.9098 \| 0.8809 \| 0.7706 \| 0.8811 \| 0.6371 \| 0.7809 \| 0.4387 \| 0.8077 \| 0.6850 \| 0.7042 \| \| 0.1225 \| 20.11 \| 7440 \| 0.6141 \| 0.7039 \| 0.8100 \| 0.8809 \| 0.9367 \| 0.7466 \| 0.8674 \| 0.5571 \| 0.9107 \| 0.8868 \| 0.7648 \| 0.8811 \| 0.6392 \| 0.7790 \| 0.4388 \| 0.8068 \| 0.6815 \| 0.7006 \| \| 0.1528 \| 20.16 \| 7460 \| 0.6091 \| 0.7044 \| 0.8081 \| 0.8813 \| 0.9361 \| 0.7457 \| 0.8599 \| 0.5437 \| 0.9140 \| 0.8863 \| 0.7712 \| 0.8815 \| 0.6407 \| 0.7758 \| 0.4383 \| 0.8066 \| 0.6836 \| 0.7041 \| \| 0.0898 \| 20.22 \| 7480 \| 0.5996 \| 0.7033 \| 0.8043 \| 0.8813 \| 0.9391 \| 0.7470 \| 0.8692 \| 0.5258 \| 0.9171 \| 0.8669 \| 0.7647 \| 0.8802 \| 0.6431 \| 0.7788 \| 0.4309 \| 0.8071 \| 0.6815 \| 0.7016 \| \| 0.061 \| 20.27 \| 7500 \| 0.5774 \| 0.7044 \| 0.8052 \| 0.8817 \| 0.9372 \| 0.7412 \| 0.8784 \| 0.5365 \| 0.9187 \| 0.8529 \| 0.7717 \| 0.8808 \| 0.6412 \| 0.7802 \| 0.4330 \| 0.8063 \| 0.6827 \| 0.7064 \| \| 0.2588 \| 20.32 \| 7520 \| 0.5633 \| 0.7058 \| 0.8055 \| 0.8833 \| 0.9419 \| 0.7396 \| 0.8736 \| 0.5311 \| 0.9182 \| 0.8636 \| 0.7704 \| 0.8832 \| 0.6404 \| 0.7816 \| 0.4336 \| 0.8113 \| 0.6855 \| 0.7049 \| \| 0.1383 \| 20.38 \| 7540 \| 0.5946 \| 0.7105 \| 0.8138 \| 0.8830 \| 0.9332 \| 0.7809 \| 0.8742 \| 0.5516 \| 0.9208 \| 0.8680 \| 0.7680 \| 0.8812 \| 0.6698 \| 0.7828 \| 0.4335 \| 0.8065 \| 0.6892 \| 0.7105 \| \| 0.0776 \| 20.43 \| 7560 \| 0.5698 \| 0.7064 \| 0.8091 \| 0.8828 \| 0.9362 \| 0.7478 \| 0.8733 \| 0.5394 \| 0.9164 \| 0.8764 \| 0.7743 \| 0.8813 \| 0.6379 \| 0.7835 \| 0.4336 \| 0.8081 \| 0.6912 \| 0.7094 \| \| 0.0881 \| 20.49 \| 7580 \| 0.5651 \| 0.7094 \| 0.8150 \| 0.8828 \| 0.9366 \| 0.7775 \| 0.8798 \| 0.5485 \| 0.9111 \| 0.8873 \| 0.7640 \| 0.8814 \| 0.6707 \| 0.7861 \| 0.4316 \| 0.8100 \| 0.6787 \| 0.7070 \| \| 0.0403 \| 20.54 \| 7600 \| 0.5827 \| 0.7106 \| 0.8128 \| 0.8831 \| 0.9363 \| 0.7902 \| 0.8742 \| 0.5418 \| 0.9200 \| 0.8619 \| 0.7649 \| 0.8813 \| 0.6770 \| 0.7856 \| 0.4309 \| 0.8068 \| 0.6834 \| 0.7090 \| \| 0.078 \| 20.59 \| 7620 \| 0.5765 \| 0.7034 \| 0.8061 \| 0.8817 \| 0.9398 \| 0.7406 \| 0.8713 \| 0.5440 \| 0.9161 \| 0.8651 \| 0.7658 \| 0.8804 \| 0.6380 \| 0.7863 \| 0.4266 \| 0.8094 \| 0.6814 \| 0.7018 \| \| 0.3356 \| 20.65 \| 7640 \| 0.5912 \| 0.7061 \| 0.8074 \| 0.8825 \| 0.9351 \| 0.7633 \| 0.8712 \| 0.5214 \| 0.9212 \| 0.8708 \| 0.7688 \| 0.8810 \| 0.6466 \| 0.7851 \| 0.4336 \| 0.8092 \| 0.6836 \| 0.7037 \| \| 1.3171 \| 20.7 \| 7660 \| 0.5602 \| 0.7069 \| 0.8083 \| 0.8832 \| 0.9413 \| 0.7441 \| 0.8743 \| 0.5402 \| 0.9147 \| 0.8756 \| 0.7678 \| 0.8830 \| 0.6496 \| 0.7844 \| 0.4341 \| 0.8118 \| 0.6810 \| 0.7045 \| \| 0.0977 \| 20.76 \| 7680 \| 0.5698 \| 0.7072 \| 0.8097 \| 0.8825 \| 0.9377 \| 0.7633 \| 0.8650 \| 0.5423 \| 0.9169 \| 0.8716 \| 0.7709 \| 0.8809 \| 0.6540 \| 0.7816 \| 0.4357 \| 0.8089 \| 0.6823 \| 0.7073 \| \| 0.1241 \| 20.81 \| 7700 \| 0.5930 \| 0.7128 \| 0.8143 \| 0.8838 \| 0.9368 \| 0.8196 \| 0.8633 \| 0.5272 \| 0.9224 \| 0.8677 \| 0.7632 \| 0.8826 \| 0.6924 \| 0.7804 \| 0.4331 \| 0.8068 \| 0.6794 \| 0.7150 \| \| 0.1504 \| 20.86 \| 7720 \| 0.5620 \| 0.7150 \| 0.8158 \| 0.8847 \| 0.9397 \| 0.8153 \| 0.8756 \| 0.5283 \| 0.9166 \| 0.8664 \| 0.7686 \| 0.8833 \| 0.6988 \| 0.7806 \| 0.4346 \| 0.8073 \| 0.6799 \| 0.7203 \| \| 0.1303 \| 20.92 \| 7740 \| 0.5552 \| 0.7153 \| 0.8169 \| 0.8847 \| 0.9395 \| 0.8212 \| 0.8648 \| 0.5311 \| 0.9158 \| 0.8744 \| 0.7716 \| 0.8826 \| 0.6977 \| 0.7792 \| 0.4361 \| 0.8074 \| 0.6829 \| 0.7215 \| \| 0.1769 \| 20.97 \| 7760 \| 0.5356 \| 0.7134 \| 0.8102 \| 0.8851 \| 0.9392 \| 0.8151 \| 0.8748 \| 0.4775 \| 0.9192 \| 0.8678 \| 0.7780 \| 0.8807 \| 0.6960 \| 0.7808 \| 0.4172 \| 0.8083 \| 0.6865 \| 0.7240 \| \| 0.1076 \| 21.03 \| 7780 \| 0.5276 \| 0.7188 \| 0.8172 \| 0.8874 \| 0.9450 \| 0.8183 \| 0.8750 \| 0.5146 \| 0.9117 \| 0.8648 \| 0.7910 \| 0.8823 \| 0.7001 \| 0.7814 \| 0.4262 \| 0.8108 \| 0.6883 \| 0.7426 \| \| 0.1167 \| 21.08 \| 7800 \| 0.5451 \| 0.7170 \| 0.8193 \| 0.8858 \| 0.9412 \| 0.8274 \| 0.8671 \| 0.5280 \| 0.9127 \| 0.8857 \| 0.7729 \| 0.8844 \| 0.7033 \| 0.7808 \| 0.4294 \| 0.8082 \| 0.6814 \| 0.7314 \| \| 0.1505 \| 21.14 \| 7820 \| 0.5803 \| 0.7127 \| 0.8187 \| 0.8832 \| 0.9381 \| 0.8204 \| 0.8707 \| 0.5503 \| 0.9121 \| 0.8756 \| 0.7634 \| 0.8813 \| 0.6950 \| 0.7812 \| 0.4298 \| 0.8071 \| 0.6792 \| 0.7150 \| \| 0.0978 \| 21.19 \| 7840 \| 0.5547 \| 0.7092 \| 0.8096 \| 0.8844 \| 0.9383 \| 0.7414 \| 0.8759 \| 0.5400 \| 0.9153 \| 0.8644 \| 0.7917 \| 0.8814 \| 0.6410 \| 0.7830 \| 0.4297 \| 0.8081 \| 0.6970 \| 0.7243 \| \| 0.1336 \| 21.24 \| 7860 \| 0.5842 \| 0.7095 \| 0.8124 \| 0.8827 \| 0.9349 \| 0.7769 \| 0.8704 \| 0.5432 \| 0.9180 \| 0.8778 \| 0.7655 \| 0.8821 \| 0.6664 \| 0.7837 \| 0.4352 \| 0.8053 \| 0.6874 \| 0.7065 \| \| 0.0434 \| 21.3 \| 7880 \| 0.5824 \| 0.7172 \| 0.8205 \| 0.8851 \| 0.9390 \| 0.8237 \| 0.8763 \| 0.5484 \| 0.9144 \| 0.8757 \| 0.7663 \| 0.8843 \| 0.7015 \| 0.7813 \| 0.4384 \| 0.8057 \| 0.6847 \| 0.7243 \| \| 0.1369 \| 21.35 \| 7900 \| 0.5607 \| 0.7172 \| 0.8203 \| 0.8853 \| 0.9390 \| 0.8351 \| 0.8760 \| 0.5374 \| 0.9153 \| 0.8710 \| 0.7682 \| 0.8840 \| 0.7032 \| 0.7807 \| 0.4363 \| 0.8061 \| 0.6832 \| 0.7268 \| \| 0.1912 \| 21.41 \| 7920 \| 0.5439 \| 0.7188 \| 0.8225 \| 0.8860 \| 0.9412 \| 0.8383 \| 0.8626 \| 0.5567 \| 0.9149 \| 0.8707 \| 0.7735 \| 0.8836 \| 0.7002 \| 0.7822 \| 0.4392 \| 0.8070 \| 0.6885 \| 0.7313 \| \| 0.1582 \| 21.46 \| 7940 \| 0.5571 \| 0.7187 \| 0.8151 \| 0.8865 \| 0.9447 \| 0.8064 \| 0.8735 \| 0.5326 \| 0.9194 \| 0.8584 \| 0.7709 \| 0.8837 \| 0.6987 \| 0.7832 \| 0.4385 \| 0.8061 \| 0.6871 \| 0.7338 \| \| 0.0929 \| 21.51 \| 7960 \| 0.5337 \| 0.7203 \| 0.8231 \| 0.8872 \| 0.9407 \| 0.8339 \| 0.8734 \| 0.5499 \| 0.9157 \| 0.8705 \| 0.7774 \| 0.8847 \| 0.7018 \| 0.7832 \| 0.4407 \| 0.8099 \| 0.6832 \| 0.7386 \| \| 0.1048 \| 21.57 \| 7980 \| 0.5401 \| 0.7217 \| 0.8233 \| 0.8878 \| 0.9426 \| 0.8309 \| 0.8764 \| 0.5440 \| 0.9125 \| 0.8753 \| 0.7813 \| 0.8846 \| 0.7013 \| 0.7822 \| 0.4391 \| 0.8081 \| 0.6919 \| 0.7445 \| \| 0.0727 \| 21.62 \| 8000 \| 0.5514 \| 0.7187 \| 0.8208 \| 0.8866 \| 0.9422 \| 0.8335 \| 0.8697 \| 0.5334 \| 0.9141 \| 0.8796 \| 0.7729 \| 0.8846 \| 0.7021 \| 0.7798 \| 0.4371 \| 0.8094 \| 0.6822 \| 0.7359 \| \| 0.1216 \| 21.68 \| 8020 \| 0.5111 \| 0.7226 \| 0.8245 \| 0.8889 \| 0.9420 \| 0.8297 \| 0.8737 \| 0.5383 \| 0.9105 \| 0.8795 \| 0.7974 \| 0.8835 \| 0.7019 \| 0.7824 \| 0.4371 \| 0.8148 \| 0.6878 \| 0.7510 \| \| 0.1459 \| 21.73 \| 8040 \| 0.5444 \| 0.7199 \| 0.8168 \| 0.8878 \| 0.9379 \| 0.7841 \| 0.8657 \| 0.5358 \| 0.9194 \| 0.8734 \| 0.8014 \| 0.8822 \| 0.6837 \| 0.7813 \| 0.4348 \| 0.8096 \| 0.7035 \| 0.7441 \| \| 0.1852 \| 21.78 \| 8060 \| 0.5350 \| 0.7223 \| 0.8247 \| 0.8883 \| 0.9412 \| 0.8266 \| 0.8679 \| 0.5547 \| 0.9128 \| 0.8788 \| 0.7905 \| 0.8842 \| 0.6993 \| 0.7834 \| 0.4344 \| 0.8094 \| 0.6983 \| 0.7473 \| \| 0.0647 \| 21.84 \| 8080 \| 0.5759 \| 0.7213 \| 0.8262 \| 0.8876 \| 0.9390 \| 0.8241 \| 0.8713 \| 0.5653 \| 0.9112 \| 0.8879 \| 0.7847 \| 0.8849 \| 0.6995 \| 0.7828 \| 0.4386 \| 0.8101 \| 0.6906 \| 0.7428 \| \| 0.0837 \| 21.89 \| 8100 \| 0.5525 \| 0.7246 \| 0.8235 \| 0.8892 \| 0.9365 \| 0.8146 \| 0.8732 \| 0.5414 \| 0.9164 \| 0.8750 \| 0.8076 \| 0.8825 \| 0.6975 \| 0.7816 \| 0.4392 \| 0.8094 \| 0.7085 \| 0.7536 \| \| 0.1846 \| 21.95 \| 8120 \| 0.5484 \| 0.7272 \| 0.8259 \| 0.8903 \| 0.9411 \| 0.8181 \| 0.8788 \| 0.5542 \| 0.9149 \| 0.8741 \| 0.8000 \| 0.8854 \| 0.7019 \| 0.7838 \| 0.4427 \| 0.8078 \| 0.7078 \| 0.7613 \| \| 0.1278 \| 22.0 \| 8140 \| 0.5386 \| 0.7271 \| 0.8272 \| 0.8903 \| 0.9422 \| 0.8282 \| 0.8812 \| 0.5455 \| 0.9091 \| 0.8811 \| 0.8034 \| 0.8848 \| 0.7038 \| 0.7827 \| 0.4411 \| 0.8086 \| 0.7062 \| 0.7624 \| \| 0.0926 \| 22.05 \| 8160 \| 0.5304 \| 0.7240 \| 0.8272 \| 0.8884 \| 0.9430 \| 0.8241 \| 0.8711 \| 0.5746 \| 0.9093 \| 0.8793 \| 0.7889 \| 0.8853 \| 0.7035 \| 0.7825 \| 0.4416 \| 0.8078 \| 0.6965 \| 0.7508 \| \| 0.0592 \| 22.11 \| 8180 \| 0.5332 \| 0.7264 \| 0.8229 \| 0.8897 \| 0.9448 \| 0.7984 \| 0.8755 \| 0.5636 \| 0.9139 \| 0.8657 \| 0.7982 \| 0.8845 \| 0.6999 \| 0.7810 \| 0.4400 \| 0.8052 \| 0.7133 \| 0.7609 \| \| 0.1817 \| 22.16 \| 8200 \| 0.5291 \| 0.7277 \| 0.8281 \| 0.8906 \| 0.9411 \| 0.8406 \| 0.8751 \| 0.5480 \| 0.9136 \| 0.8761 \| 0.8023 \| 0.8867 \| 0.7046 \| 0.7813 \| 0.4389 \| 0.8071 \| 0.7117 \| 0.7635 \| \| 0.1515 \| 22.22 \| 8220 \| 0.5509 \| 0.7275 \| 0.8269 \| 0.8899 \| 0.9381 \| 0.8363 \| 0.8703 \| 0.5463 \| 0.9162 \| 0.8772 \| 0.8036 \| 0.8853 \| 0.7055 \| 0.7811 \| 0.4376 \| 0.8038 \| 0.7167 \| 0.7626 \| \| 0.0848 \| 22.27 \| 8240 \| 0.5433 \| 0.7264 \| 0.8255 \| 0.8893 \| 0.9358 \| 0.8325 \| 0.8701 \| 0.5449 \| 0.9185 \| 0.8714 \| 0.8053 \| 0.8843 \| 0.7060 \| 0.7813 \| 0.4374 \| 0.8047 \| 0.7139 \| 0.7571 \| \| 0.1139 \| 22.32 \| 8260 \| 0.5632 \| 0.7250 \| 0.8267 \| 0.8885 \| 0.9403 \| 0.8277 \| 0.8736 \| 0.5600 \| 0.9104 \| 0.8801 \| 0.7947 \| 0.8853 \| 0.7076 \| 0.7814 \| 0.4367 \| 0.8042 \| 0.7079 \| 0.7520 \| \| 0.5177 \| 22.38 \| 8280 \| 0.5729 \| 0.7166 \| 0.8211 \| 0.8844 \| 0.9378 \| 0.8310 \| 0.8771 \| 0.5467 \| 0.9130 \| 0.8809 \| 0.7614 \| 0.8841 \| 0.7072 \| 0.7815 \| 0.4379 \| 0.8050 \| 0.6824 \| 0.7180 \| \| 0.1236 \| 22.43 \| 8300 \| 0.5515 \| 0.7227 \| 0.8228 \| 0.8876 \| 0.9373 \| 0.8245 \| 0.8667 \| 0.5507 \| 0.9181 \| 0.8692 \| 0.7929 \| 0.8847 \| 0.7048 \| 0.7820 \| 0.4356 \| 0.8045 \| 0.7037 \| 0.7436 \| \| 0.0984 \| 22.49 \| 8320 \| 0.5298 \| 0.7214 \| 0.8218 \| 0.8873 \| 0.9408 \| 0.8249 \| 0.8826 \| 0.5460 \| 0.9139 \| 0.8556 \| 0.7888 \| 0.8849 \| 0.7065 \| 0.7813 \| 0.4306 \| 0.8041 \| 0.7011 \| 0.7414 \| \| 0.1006 \| 22.54 \| 8340 \| 0.5768 \| 0.7127 \| 0.8163 \| 0.8828 \| 0.9398 \| 0.8122 \| 0.8649 \| 0.5427 \| 0.9112 \| 0.8830 \| 0.7603 \| 0.8829 \| 0.6986 \| 0.7779 \| 0.4356 \| 0.8037 \| 0.6797 \| 0.7106 \| \| 0.0579 \| 22.59 \| 8360 \| 0.5445 \| 0.7139 \| 0.8163 \| 0.8843 \| 0.9388 \| 0.7999 \| 0.8679 \| 0.5413 \| 0.9121 \| 0.8746 \| 0.7797 \| 0.8817 \| 0.6815 \| 0.7797 \| 0.4354 \| 0.8059 \| 0.6923 \| 0.7205 \| \| 0.1172 \| 22.65 \| 8380 \| 0.5767 \| 0.7125 \| 0.8174 \| 0.8829 \| 0.9411 \| 0.8318 \| 0.8663 \| 0.5422 \| 0.9132 \| 0.8758 \| 0.7515 \| 0.8836 \| 0.7009 \| 0.7782 \| 0.4367 \| 0.8055 \| 0.6759 \| 0.7066 \| \| 0.1545 \| 22.7 \| 8400 \| 0.5854 \| 0.7114 \| 0.8146 \| 0.8826 \| 0.9431 \| 0.8138 \| 0.8676 \| 0.5363 \| 0.9106 \| 0.8776 \| 0.7532 \| 0.8817 \| 0.6967 \| 0.7797 \| 0.4359 \| 0.8069 \| 0.6733 \| 0.7054 \| \| 0.044 \| 22.76 \| 8420 \| 0.5867 \| 0.7099 \| 0.8126 \| 0.8820 \| 0.9393 \| 0.7963 \| 0.8624 \| 0.5450 \| 0.9164 \| 0.8751 \| 0.7537 \| 0.8821 \| 0.6883 \| 0.7795 \| 0.4381 \| 0.8062 \| 0.6744 \| 0.7010 \| \| 1.4577 \| 22.81 \| 8440 \| 0.5761 \| 0.7130 \| 0.8154 \| 0.8834 \| 0.9432 \| 0.8199 \| 0.8782 \| 0.5466 \| 0.9156 \| 0.8492 \| 0.7549 \| 0.8830 \| 0.7022 \| 0.7797 \| 0.4339 \| 0.8057 \| 0.6749 \| 0.7115 \| \| 0.0514 \| 22.86 \| 8460 \| 0.5602 \| 0.7105 \| 0.8134 \| 0.8827 \| 0.9396 \| 0.7937 \| 0.8748 \| 0.5392 \| 0.9123 \| 0.8670 \| 0.7669 \| 0.8806 \| 0.6785 \| 0.7804 \| 0.4358 \| 0.8063 \| 0.6832 \| 0.7089 \| \| 0.1701 \| 22.92 \| 8480 \| 0.5568 \| 0.7102 \| 0.8095 \| 0.8845 \| 0.9435 \| 0.7661 \| 0.8802 \| 0.5273 \| 0.9157 \| 0.8635 \| 0.7700 \| 0.8852 \| 0.6639 \| 0.7805 \| 0.4355 \| 0.8095 \| 0.6884 \| 0.7085 \| \| 0.2267 \| 22.97 \| 8500 \| 0.5569 \| 0.7140 \| 0.8135 \| 0.8869 \| 0.9431 \| 0.7740 \| 0.8688 \| 0.5302 \| 0.9161 \| 0.8754 \| 0.7872 \| 0.8867 \| 0.6592 \| 0.7804 \| 0.4364 \| 0.8123 \| 0.6997 \| 0.7236 \| \| 1.5935 \| 23.03 \| 8520 \| 0.5874 \| 0.7177 \| 0.8183 \| 0.8870 \| 0.9469 \| 0.8319 \| 0.8723 \| 0.5303 \| 0.9167 \| 0.8651 \| 0.7652 \| 0.8882 \| 0.7028 \| 0.7791 \| 0.4344 \| 0.8107 \| 0.6866 \| 0.7223 \| \| 0.6755 \| 23.08 \| 8540 \| 0.5885 \| 0.7161 \| 0.8164 \| 0.8863 \| 0.9459 \| 0.8387 \| 0.8614 \| 0.5197 \| 0.9204 \| 0.8699 \| 0.7590 \| 0.8881 \| 0.7025 \| 0.7776 \| 0.4350 \| 0.8115 \| 0.6814 \| 0.7165 \| \| 0.1699 \| 23.14 \| 8560 \| 0.6035 \| 0.7135 \| 0.8146 \| 0.8847 \| 0.9442 \| 0.8125 \| 0.8636 \| 0.5385 \| 0.9202 \| 0.8734 \| 0.7500 \| 0.8878 \| 0.6985 \| 0.7782 \| 0.4376 \| 0.8108 \| 0.6770 \| 0.7045 \| \| 0.1138 \| 23.19 \| 8580 \| 0.5666 \| 0.7141 \| 0.8161 \| 0.8854 \| 0.9437 \| 0.8091 \| 0.8734 \| 0.5387 \| 0.9166 \| 0.8676 \| 0.7637 \| 0.8866 \| 0.6898 \| 0.7817 \| 0.4364 \| 0.8126 \| 0.6824 \| 0.7093 \| \| 0.1108 \| 23.24 \| 8600 \| 0.5712 \| 0.7106 \| 0.8111 \| 0.8845 \| 0.9438 \| 0.7839 \| 0.8629 \| 0.5341 \| 0.9185 \| 0.8688 \| 0.7653 \| 0.8860 \| 0.6706 \| 0.7797 \| 0.4363 \| 0.8111 \| 0.6847 \| 0.7060 \| \| 0.1703 \| 23.3 \| 8620 \| 0.5907 \| 0.7072 \| 0.8013 \| 0.8835 \| 0.9442 \| 0.7530 \| 0.8611 \| 0.4989 \| 0.9236 \| 0.8639 \| 0.7644 \| 0.8830 \| 0.6628 \| 0.7778 \| 0.4292 \| 0.8091 \| 0.6837 \| 0.7049 \| \| 0.0848 \| 23.35 \| 8640 \| 0.5342 \| 0.7174 \| 0.8175 \| 0.8870 \| 0.9437 \| 0.8071 \| 0.8808 \| 0.5276 \| 0.9124 \| 0.8675 \| 0.7836 \| 0.8853 \| 0.6915 \| 0.7805 \| 0.4328 \| 0.8114 \| 0.6940 \| 0.7262 \| \| 1.6408 \| 23.41 \| 8660 \| 0.5582 \| 0.7182 \| 0.8200 \| 0.8871 \| 0.9482 \| 0.8185 \| 0.8802 \| 0.5473 \| 0.9122 \| 0.8686 \| 0.7649 \| 0.8895 \| 0.7045 \| 0.7806 \| 0.4331 \| 0.8106 \| 0.6851 \| 0.7238 \| \| 0.6283 \| 23.46 \| 8680 \| 0.5693 \| 0.7172 \| 0.8205 \| 0.8865 \| 0.9473 \| 0.8239 \| 0.8726 \| 0.5542 \| 0.9129 \| 0.8692 \| 0.7630 \| 0.8891 \| 0.7038 \| 0.7793 \| 0.4306 \| 0.8098 \| 0.6865 \| 0.7214 \| \| 0.1606 \| 23.51 \| 8700 \| 0.5917 \| 0.7163 \| 0.8129 \| 0.8864 \| 0.9509 \| 0.8091 \| 0.8720 \| 0.5277 \| 0.9195 \| 0.8548 \| 0.7562 \| 0.8889 \| 0.7031 \| 0.7773 \| 0.4331 \| 0.8082 \| 0.6832 \| 0.7201 \| \| 0.1161 \| 23.57 \| 8720 \| 0.6089 \| 0.7168 \| 0.8195 \| 0.8860 \| 0.9475 \| 0.8214 \| 0.8728 \| 0.5599 \| 0.9157 \| 0.8650 \| 0.7543 \| 0.8904 \| 0.7053 \| 0.7780 \| 0.4349 \| 0.8078 \| 0.6814 \| 0.7196 \| \| 0.1304 \| 23.62 \| 8740 \| 0.5523 \| 0.7186 \| 0.8239 \| 0.8871 \| 0.9478 \| 0.8349 \| 0.8764 \| 0.5601 \| 0.9090 \| 0.8720 \| 0.7670 \| 0.8898 \| 0.7043 \| 0.7802 \| 0.4340 \| 0.8107 \| 0.6829 \| 0.7281 \| \| 0.2109 \| 23.68 \| 8760 \| 0.5618 \| 0.7186 \| 0.8233 \| 0.8871 \| 0.9446 \| 0.8397 \| 0.8707 \| 0.5553 \| 0.9146 \| 0.8713 \| 0.7669 \| 0.8900 \| 0.7040 \| 0.7781 \| 0.4362 \| 0.8101 \| 0.6834 \| 0.7285 \| \| 0.1242 \| 23.73 \| 8780 \| 0.5724 \| 0.7172 \| 0.8240 \| 0.8863 \| 0.9453 \| 0.8427 \| 0.8659 \| 0.5634 \| 0.9120 \| 0.8768 \| 0.7620 \| 0.8901 \| 0.7032 \| 0.7769 \| 0.4348 \| 0.8096 \| 0.6804 \| 0.7255 \| \| 0.096 \| 23.78 \| 8800 \| 0.5456 \| 0.7191 \| 0.8223 \| 0.8876 \| 0.9454 \| 0.8300 \| 0.8713 \| 0.5517 \| 0.9142 \| 0.8710 \| 0.7728 \| 0.8903 \| 0.7041 \| 0.7792 \| 0.4345 \| 0.8112 \| 0.6846 \| 0.7300 \| \| 0.038 \| 23.84 \| 8820 \| 0.5495 \| 0.7185 \| 0.8226 \| 0.8872 \| 0.9476 \| 0.8372 \| 0.8645 \| 0.5558 \| 0.9120 \| 0.8695 \| 0.7717 \| 0.8894 \| 0.7038 \| 0.7779 \| 0.4326 \| 0.8108 \| 0.6854 \| 0.7294 \| \| 0.0602 \| 23.89 \| 8840 \| 0.5613 \| 0.7167 \| 0.8211 \| 0.8864 \| 0.9478 \| 0.8359 \| 0.8614 \| 0.5557 \| 0.9139 \| 0.8709 \| 0.7617 \| 0.8895 \| 0.7036 \| 0.7775 \| 0.4344 \| 0.8117 \| 0.6782 \| 0.7219 \| \| 0.1238 \| 23.95 \| 8860 \| 0.5696 \| 0.7171 \| 0.8175 \| 0.8871 \| 0.9462 \| 0.8324 \| 0.8678 \| 0.5188 \| 0.9186 \| 0.8775 \| 0.7614 \| 0.8899 \| 0.7057 \| 0.7779 \| 0.4349 \| 0.8139 \| 0.6769 \| 0.7207 \| \| 0.1268 \| 24.0 \| 8880 \| 0.5892 \| 0.7174 \| 0.8176 \| 0.8870 \| 0.9473 \| 0.8282 \| 0.8697 \| 0.5272 \| 0.9173 \| 0.8702 \| 0.7632 \| 0.8899 \| 0.7058 \| 0.7766 \| 0.4351 \| 0.8116 \| 0.6793 \| 0.7234 \| \| 0.9054 \| 24.05 \| 8900 \| 0.5655 \| 0.7181 \| 0.8187 \| 0.8875 \| 0.9479 \| 0.8362 \| 0.8659 \| 0.5280 \| 0.9168 \| 0.8688 \| 0.7676 \| 0.8892 \| 0.7046 \| 0.7777 \| 0.4341 \| 0.8125 \| 0.6826 \| 0.7261 \| \| 0.1283 \| 24.11 \| 8920 \| 0.5632 \| 0.7171 \| 0.8178 \| 0.8869 \| 0.9482 \| 0.8309 \| 0.8656 \| 0.5287 \| 0.9161 \| 0.8735 \| 0.7619 \| 0.8894 \| 0.7046 \| 0.7774 \| 0.4353 \| 0.8122 \| 0.6794 \| 0.7211 \| \| 0.0349 \| 24.16 \| 8940 \| 0.5627 \| 0.7162 \| 0.8183 \| 0.8862 \| 0.9484 \| 0.8265 \| 0.8731 \| 0.5375 \| 0.9129 \| 0.8696 \| 0.7597 \| 0.8889 \| 0.7042 \| 0.7771 \| 0.4342 \| 0.8110 \| 0.6794 \| 0.7187 \| \| 0.0946 \| 24.22 \| 8960 \| 0.5439 \| 0.7179 \| 0.8220 \| 0.8870 \| 0.9458 \| 0.8346 \| 0.8661 \| 0.5505 \| 0.9131 \| 0.8720 \| 0.7716 \| 0.8890 \| 0.7021 \| 0.7783 \| 0.4345 \| 0.8121 \| 0.6837 \| 0.7257 \| \| 0.1334 \| 24.27 \| 8980 \| 0.5707 \| 0.7171 \| 0.8200 \| 0.8866 \| 0.9482 \| 0.8326 \| 0.8735 \| 0.5463 \| 0.9140 \| 0.8660 \| 0.7592 \| 0.8893 \| 0.7041 \| 0.7774 \| 0.4353 \| 0.8106 \| 0.6815 \| 0.7215 \| \| 0.2462 \| 24.32 \| 9000 \| 0.5530 \| 0.7177 \| 0.8201 \| 0.8868 \| 0.9479 \| 0.8347 \| 0.8630 \| 0.5536 \| 0.9169 \| 0.8588 \| 0.7654 \| 0.8892 \| 0.7029 \| 0.7772 \| 0.4349 \| 0.8100 \| 0.6840 \| 0.7255 \| \| 0.0308 \| 24.38 \| 9020 \| 0.5783 \| 0.7160 \| 0.8188 \| 0.8860 \| 0.9486 \| 0.8234 \| 0.8695 \| 0.5480 \| 0.9137 \| 0.8751 \| 0.7531 \| 0.8896 \| 0.7035 \| 0.7776 \| 0.4377 \| 0.8113 \| 0.6764 \| 0.7159 \| \| 0.1121 \| 24.43 \| 9040 \| 0.5726 \| 0.7172 \| 0.8172 \| 0.8870 \| 0.9479 \| 0.8297 \| 0.8665 \| 0.5224 \| 0.9164 \| 0.8729 \| 0.7642 \| 0.8885 \| 0.7033 \| 0.7770 \| 0.4357 \| 0.8128 \| 0.6811 \| 0.7217 \| \| 0.1291 \| 24.49 \| 9060 \| 0.5862 \| 0.7159 \| 0.8174 \| 0.8860 \| 0.9478 \| 0.8177 \| 0.8648 \| 0.5422 \| 0.9146 \| 0.8765 \| 0.7586 \| 0.8892 \| 0.7029 \| 0.7756 \| 0.4369 \| 0.8108 \| 0.6792 \| 0.7167 \| \| 0.1289 \| 24.54 \| 9080 \| 0.5864 \| 0.7164 \| 0.8193 \| 0.8861 \| 0.9460 \| 0.8289 \| 0.8662 \| 0.5458 \| 0.9153 \| 0.8725 \| 0.7606 \| 0.8890 \| 0.7027 \| 0.7759 \| 0.4366 \| 0.8102 \| 0.6818 \| 0.7187 \| \| 0.0567 \| 24.59 \| 9100 \| 0.5724 \| 0.7158 \| 0.8205 \| 0.8859 \| 0.9461 \| 0.8304 \| 0.8682 \| 0.5551 \| 0.9141 \| 0.8710 \| 0.7584 \| 0.8895 \| 0.7022 \| 0.7774 \| 0.4353 \| 0.8110 \| 0.6786 \| 0.7168 \| \| 0.1257 \| 24.65 \| 9120 \| 0.5750 \| 0.7161 \| 0.8160 \| 0.8864 \| 0.9491 \| 0.8211 \| 0.8637 \| 0.5284 \| 0.9160 \| 0.8747 \| 0.7591 \| 0.8888 \| 0.7023 \| 0.7764 \| 0.4366 \| 0.8124 \| 0.6789 \| 0.7172 \| \| 0.2258 \| 24.7 \| 9140 \| 0.5831 \| 0.7155 \| 0.8183 \| 0.8858 \| 0.9494 \| 0.8261 \| 0.8642 \| 0.5451 \| 0.9132 \| 0.8756 \| 0.7542 \| 0.8889 \| 0.7032 \| 0.7765 \| 0.4357 \| 0.8115 \| 0.6774 \| 0.7152 \| \| 0.2915 \| 24.76 \| 9160 \| 0.5914 \| 0.7157 \| 0.8146 \| 0.8859 \| 0.9467 \| 0.8228 \| 0.8711 \| 0.5348 \| 0.9219 \| 0.8440 \| 0.7607 \| 0.8888 \| 0.7030 \| 0.7755 \| 0.4369 \| 0.8080 \| 0.6786 \| 0.7194 \| \| 0.0542 \| 24.81 \| 9180 \| 0.5788 \| 0.7164 \| 0.8172 \| 0.8863 \| 0.9466 \| 0.8288 \| 0.8637 \| 0.5341 \| 0.9183 \| 0.8676 \| 0.7613 \| 0.8887 \| 0.7013 \| 0.7760 \| 0.4378 \| 0.8109 \| 0.6817 \| 0.7182 \| \| 0.1377 \| 24.86 \| 9200 \| 0.5759 \| 0.7158 \| 0.8140 \| 0.8865 \| 0.9482 \| 0.8175 \| 0.8650 \| 0.5166 \| 0.9187 \| 0.8715 \| 0.7605 \| 0.8886 \| 0.7011 \| 0.7763 \| 0.4350 \| 0.8119 \| 0.6806 \| 0.7173 \| \| 0.0852 \| 24.92 \| 9220 \| 0.5892 \| 0.7156 \| 0.8164 \| 0.8862 \| 0.9496 \| 0.8265 \| 0.8628 \| 0.5355 \| 0.9172 \| 0.8691 \| 0.7543 \| 0.8888 \| 0.7034 \| 0.7772 \| 0.4361 \| 0.8126 \| 0.6759 \| 0.7154 \| \| 0.1275 \| 24.97 \| 9240 \| 0.5730 \| 0.7157 \| 0.8145 \| 0.8866 \| 0.9491 \| 0.8195 \| 0.8684 \| 0.5106 \| 0.9154 \| 0.8773 \| 0.7612 \| 0.8883 \| 0.7016 \| 0.7771 \| 0.4328 \| 0.8130 \| 0.6795 \| 0.7176 \| ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b5-cityscapes-512-512-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5660 - Mean Iou: 0.7096 - Mean Accuracy: 0.8100 - Overall Accuracy: 0.8811 - Accuracy Water: 0.9463 - Accuracy Whitewater: 0.8319 - Accuracy Sediment: 0.8716 - Accuracy Other Natural Terrain: 0.4993 - Accuracy Vegetation: 0.9117 - Accuracy Development: 0.8799 - Accuracy Unknown: 0.7292 - Iou Water: 0.8761 - Iou Whitewater: 0.6987 - Iou Sediment: 0.7692 - Iou Other Natural Terrain: 0.4207 - Iou Vegetation: 0.7986 - Iou Development: 0.7085 - Iou Unknown: 0.6951 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.7869 \| 0.05 \| 20 \| 1.6730 \| 0.1897 \| 0.2878 \| 0.4920 \| 0.4899 \| 0.0996 \| 0.0840 \| 0.0003 \| 0.8870 \| 0.1604 \| 0.2934 \| 0.3942 \| 0.0700 \| 0.0763 \| 0.0003 \| 0.3934 \| 0.1353 \| 0.2588 \| \| 1.6865 \| 0.11 \| 40 \| 1.3358 \| 0.2144 \| 0.3138 \| 0.5924 \| 0.8243 \| 0.0500 \| 0.1954 \| 0.0 \| 0.9079 \| 0.2133 \| 0.0055 \| 0.5716 \| 0.0490 \| 0.1702 \| 0.0 \| 0.5077 \| 0.1967 \| 0.0054 \| \| 1.3427 \| 0.16 \| 60 \| 1.1694 \| 0.1951 \| 0.2941 \| 0.5962 \| 0.8238 \| 0.0446 \| 0.1368 \| 0.0 \| 0.9811 \| 0.0645 \| 0.0082 \| 0.6315 \| 0.0434 \| 0.1184 \| 0.0 \| 0.5012 \| 0.0630 \| 0.0082 \| \| 1.0404 \| 0.22 \| 80 \| 1.0661 \| 0.2590 \| 0.3583 \| 0.6348 \| 0.8583 \| 0.0471 \| 0.2474 \| 0.0 \| 0.9357 \| 0.3876 \| 0.0323 \| 0.6338 \| 0.0470 \| 0.1955 \| 0.0 \| 0.5441 \| 0.3600 \| 0.0323 \| \| 1.1422 \| 0.27 \| 100 \| 0.9724 \| 0.3304 \| 0.4450 \| 0.6796 \| 0.9034 \| 0.1112 \| 0.4984 \| 0.0 \| 0.8486 \| 0.6674 \| 0.0859 \| 0.6511 \| 0.1095 \| 0.3461 \| 0.0 \| 0.6009 \| 0.5194 \| 0.0858 \| \| 0.8264 \| 0.32 \| 120 \| 0.9459 \| 0.3815 \| 0.4929 \| 0.7111 \| 0.9403 \| 0.1701 \| 0.4503 \| 0.0 \| 0.7772 \| 0.7352 \| 0.3774 \| 0.6776 \| 0.1662 \| 0.2944 \| 0.0 \| 0.6225 \| 0.5353 \| 0.3745 \| \| 1.1191 \| 0.38 \| 140 \| 0.8514 \| 0.4363 \| 0.5460 \| 0.7509 \| 0.8589 \| 0.2009 \| 0.7234 \| 0.0 \| 0.9098 \| 0.6862 \| 0.4424 \| 0.7251 \| 0.1965 \| 0.5005 \| 0.0 \| 0.6410 \| 0.5498 \| 0.4409 \| \| 1.475 \| 0.43 \| 160 \| 0.8789 \| 0.4089 \| 0.5258 \| 0.7311 \| 0.8891 \| 0.1992 \| 0.4867 \| 0.0 \| 0.8436 \| 0.8382 \| 0.4238 \| 0.7199 \| 0.1934 \| 0.3952 \| 0.0 \| 0.6059 \| 0.5276 \| 0.4201 \| \| 1.0117 \| 0.49 \| 180 \| 0.8290 \| 0.4342 \| 0.5571 \| 0.7484 \| 0.8451 \| 0.1765 \| 0.6713 \| 0.0 \| 0.8673 \| 0.8308 \| 0.5086 \| 0.7556 \| 0.1709 \| 0.4881 \| 0.0 \| 0.6128 \| 0.5152 \| 0.4967 \| \| 1.0762 \| 0.54 \| 200 \| 0.8169 \| 0.4536 \| 0.5888 \| 0.7423 \| 0.8711 \| 0.4329 \| 0.6116 \| 0.0 \| 0.7746 \| 0.8910 \| 0.5402 \| 0.7339 \| 0.3886 \| 0.4601 \| 0.0 \| 0.6144 \| 0.4639 \| 0.5143 \| \| 0.7088 \| 0.59 \| 220 \| 0.7176 \| 0.4647 \| 0.5823 \| 0.7769 \| 0.9169 \| 0.2060 \| 0.7572 \| 0.0 \| 0.8442 \| 0.8346 \| 0.5174 \| 0.7607 \| 0.2002 \| 0.5408 \| 0.0 \| 0.6758 \| 0.5697 \| 0.5060 \| \| 1.1673 \| 0.65 \| 240 \| 0.6926 \| 0.4668 \| 0.5713 \| 0.7833 \| 0.9110 \| 0.1818 \| 0.7988 \| 0.0 \| 0.9077 \| 0.6924 \| 0.5076 \| 0.7630 \| 0.1760 \| 0.5680 \| 0.0 \| 0.6926 \| 0.5718 \| 0.4964 \| \| 0.819 \| 0.7 \| 260 \| 0.7199 \| 0.4893 \| 0.6039 \| 0.7748 \| 0.8856 \| 0.4489 \| 0.6503 \| 0.0 \| 0.8669 \| 0.8088 \| 0.5665 \| 0.7523 \| 0.4006 \| 0.5011 \| 0.0 \| 0.6593 \| 0.5641 \| 0.5476 \| \| 0.8159 \| 0.76 \| 280 \| 0.6450 \| 0.5235 \| 0.6400 \| 0.8043 \| 0.8968 \| 0.5229 \| 0.8479 \| 0.0 \| 0.9081 \| 0.7546 \| 0.5495 \| 0.8047 \| 0.4441 \| 0.5845 \| 0.0 \| 0.7087 \| 0.5897 \| 0.5331 \| \| 0.5106 \| 0.81 \| 300 \| 0.6862 \| 0.5095 \| 0.6144 \| 0.7946 \| 0.9347 \| 0.5246 \| 0.7094 \| 0.0 \| 0.8990 \| 0.7324 \| 0.5003 \| 0.7848 \| 0.4317 \| 0.5803 \| 0.0 \| 0.6884 \| 0.5845 \| 0.4969 \| \| 1.6295 \| 0.86 \| 320 \| 0.6821 \| 0.5166 \| 0.6254 \| 0.7947 \| 0.8721 \| 0.5026 \| 0.7390 \| 0.0 \| 0.9247 \| 0.7488 \| 0.5907 \| 0.7971 \| 0.4273 \| 0.5915 \| 0.0 \| 0.6711 \| 0.5812 \| 0.5480 \| \| 0.6778 \| 0.92 \| 340 \| 0.6748 \| 0.5210 \| 0.6443 \| 0.7985 \| 0.8983 \| 0.6450 \| 0.7436 \| 0.0 \| 0.9062 \| 0.8023 \| 0.5145 \| 0.8017 \| 0.4824 \| 0.6097 \| 0.0 \| 0.6953 \| 0.5559 \| 0.5024 \| \| 0.5691 \| 0.97 \| 360 \| 0.6691 \| 0.5295 \| 0.6392 \| 0.8024 \| 0.8691 \| 0.5215 \| 0.8438 \| 0.0 \| 0.9296 \| 0.7270 \| 0.5834 \| 0.7916 \| 0.4530 \| 0.6066 \| 0.0 \| 0.6932 \| 0.6162 \| 0.5458 \| \| 0.9304 \| 1.03 \| 380 \| 0.6415 \| 0.5412 \| 0.6596 \| 0.8084 \| 0.9091 \| 0.6822 \| 0.8048 \| 0.0 \| 0.8998 \| 0.7859 \| 0.5358 \| 0.8024 \| 0.5181 \| 0.6189 \| 0.0 \| 0.7024 \| 0.6340 \| 0.5126 \| \| 0.8359 \| 1.08 \| 400 \| 0.5973 \| 0.5492 \| 0.6786 \| 0.8158 \| 0.9114 \| 0.7224 \| 0.8266 \| 0.0 \| 0.8855 \| 0.8520 \| 0.5523 \| 0.8137 \| 0.5106 \| 0.6352 \| 0.0 \| 0.7172 \| 0.6350 \| 0.5328 \| \| 0.5464 \| 1.14 \| 420 \| 0.5950 \| 0.5495 \| 0.6740 \| 0.8162 \| 0.9427 \| 0.6262 \| 0.8573 \| 0.0 \| 0.8251 \| 0.8593 \| 0.6075 \| 0.8143 \| 0.5062 \| 0.6303 \| 0.0 \| 0.7091 \| 0.6116 \| 0.5752 \| \| 0.5086 \| 1.19 \| 440 \| 0.5903 \| 0.5626 \| 0.6926 \| 0.8211 \| 0.8905 \| 0.7257 \| 0.8896 \| 0.0 \| 0.8747 \| 0.8005 \| 0.6674 \| 0.8174 \| 0.5485 \| 0.6167 \| 0.0 \| 0.7214 \| 0.6243 \| 0.6097 \| \| 0.4012 \| 1.24 \| 460 \| 0.6441 \| 0.5321 \| 0.6342 \| 0.8101 \| 0.9439 \| 0.5133 \| 0.7812 \| 0.0 \| 0.8961 \| 0.7785 \| 0.5265 \| 0.8022 \| 0.4613 \| 0.6239 \| 0.0 \| 0.7159 \| 0.6259 \| 0.4956 \| \| 0.4512 \| 1.3 \| 480 \| 0.6333 \| 0.5481 \| 0.6693 \| 0.8162 \| 0.9175 \| 0.6760 \| 0.8669 \| 0.0 \| 0.8975 \| 0.7990 \| 0.5285 \| 0.8253 \| 0.5312 \| 0.6255 \| 0.0 \| 0.7202 \| 0.6388 \| 0.4955 \| \| 0.8906 \| 1.35 \| 500 \| 0.6266 \| 0.5488 \| 0.6595 \| 0.8177 \| 0.9284 \| 0.6428 \| 0.7894 \| 0.0 \| 0.9110 \| 0.8099 \| 0.5350 \| 0.8301 \| 0.5266 \| 0.6408 \| 0.0 \| 0.7109 \| 0.6151 \| 0.5178 \| \| 0.4136 \| 1.41 \| 520 \| 0.6275 \| 0.5427 \| 0.6845 \| 0.8122 \| 0.8972 \| 0.7420 \| 0.8417 \| 0.0 \| 0.8758 \| 0.8909 \| 0.5435 \| 0.8285 \| 0.5184 \| 0.6443 \| 0.0 \| 0.7155 \| 0.5663 \| 0.5261 \| \| 0.3611 \| 1.46 \| 540 \| 0.5947 \| 0.5541 \| 0.6597 \| 0.8180 \| 0.9184 \| 0.6808 \| 0.7818 \| 0.0 \| 0.9294 \| 0.7481 \| 0.5594 \| 0.8268 \| 0.5360 \| 0.6413 \| 0.0 \| 0.7012 \| 0.6337 \| 0.5397 \| \| 0.366 \| 1.51 \| 560 \| 0.5689 \| 0.5723 \| 0.6776 \| 0.8287 \| 0.9218 \| 0.6805 \| 0.7981 \| 0.0 \| 0.9095 \| 0.7920 \| 0.6415 \| 0.8287 \| 0.5634 \| 0.6313 \| 0.0 \| 0.7203 \| 0.6591 \| 0.6034 \| \| 0.4422 \| 1.57 \| 580 \| 0.6035 \| 0.5652 \| 0.6711 \| 0.8252 \| 0.9345 \| 0.6733 \| 0.7796 \| 0.0 \| 0.9083 \| 0.8360 \| 0.5659 \| 0.8251 \| 0.5657 \| 0.6362 \| 0.0 \| 0.7209 \| 0.6569 \| 0.5516 \| \| 0.5816 \| 1.62 \| 600 \| 0.5651 \| 0.5711 \| 0.7027 \| 0.8290 \| 0.9095 \| 0.8546 \| 0.8309 \| 0.0 \| 0.9051 \| 0.8144 \| 0.6046 \| 0.8306 \| 0.5323 \| 0.6547 \| 0.0 \| 0.7283 \| 0.6717 \| 0.5805 \| \| 0.3161 \| 1.68 \| 620 \| 0.5555 \| 0.5856 \| 0.7112 \| 0.8336 \| 0.9083 \| 0.7695 \| 0.8482 \| 0.0 \| 0.8669 \| 0.8936 \| 0.6921 \| 0.8375 \| 0.6016 \| 0.6816 \| 0.0 \| 0.7238 \| 0.6212 \| 0.6336 \| \| 0.3963 \| 1.73 \| 640 \| 0.5569 \| 0.5856 \| 0.6867 \| 0.8347 \| 0.9131 \| 0.6977 \| 0.8404 \| 0.0 \| 0.9279 \| 0.7917 \| 0.6363 \| 0.8328 \| 0.5907 \| 0.6761 \| 0.0 \| 0.7235 \| 0.6668 \| 0.6091 \| \| 1.1068 \| 1.78 \| 660 \| 0.5667 \| 0.5809 \| 0.6864 \| 0.8324 \| 0.9227 \| 0.7348 \| 0.8057 \| 0.0 \| 0.9177 \| 0.7984 \| 0.6257 \| 0.8252 \| 0.5897 \| 0.6634 \| 0.0 \| 0.7312 \| 0.6722 \| 0.5848 \| \| 0.7308 \| 1.84 \| 680 \| 0.5451 \| 0.5862 \| 0.6841 \| 0.8378 \| 0.9351 \| 0.6702 \| 0.8559 \| 0.0 \| 0.9234 \| 0.8136 \| 0.5906 \| 0.8283 \| 0.5761 \| 0.6798 \| 0.0 \| 0.7410 \| 0.7028 \| 0.5751 \| \| 0.4504 \| 1.89 \| 700 \| 0.5394 \| 0.5997 \| 0.7189 \| 0.8416 \| 0.9008 \| 0.7593 \| 0.8843 \| 0.0000 \| 0.8871 \| 0.8946 \| 0.7062 \| 0.8368 \| 0.6057 \| 0.6815 \| 0.0000 \| 0.7330 \| 0.6887 \| 0.6522 \| \| 0.6723 \| 1.95 \| 720 \| 0.5213 \| 0.5949 \| 0.6998 \| 0.8397 \| 0.9075 \| 0.7133 \| 0.8073 \| 0.0 \| 0.8971 \| 0.7825 \| 0.7908 \| 0.8201 \| 0.6001 \| 0.6940 \| 0.0 \| 0.7525 \| 0.6656 \| 0.6318 \| \| 1.8716 \| 2.0 \| 740 \| 0.6752 \| 0.5433 \| 0.6693 \| 0.8077 \| 0.9273 \| 0.7063 \| 0.8397 \| 0.0 \| 0.8718 \| 0.9078 \| 0.4322 \| 0.8125 \| 0.5853 \| 0.6515 \| 0.0 \| 0.7026 \| 0.6281 \| 0.4233 \| \| 0.3526 \| 2.05 \| 760 \| 0.6048 \| 0.5577 \| 0.6633 \| 0.8247 \| 0.9417 \| 0.6346 \| 0.8600 \| 0.0 \| 0.9165 \| 0.7746 \| 0.5154 \| 0.8267 \| 0.5156 \| 0.6763 \| 0.0 \| 0.7248 \| 0.6524 \| 0.5084 \| \| 0.8143 \| 2.11 \| 780 \| 0.6048 \| 0.5571 \| 0.6912 \| 0.8148 \| 0.9058 \| 0.8190 \| 0.7949 \| 0.0 \| 0.8850 \| 0.9207 \| 0.5127 \| 0.8236 \| 0.6317 \| 0.6462 \| 0.0 \| 0.7180 \| 0.5818 \| 0.4986 \| \| 0.4404 \| 2.16 \| 800 \| 0.5332 \| 0.5788 \| 0.6904 \| 0.8313 \| 0.9470 \| 0.7292 \| 0.8590 \| 0.0003 \| 0.8758 \| 0.8384 \| 0.5832 \| 0.8263 \| 0.5831 \| 0.6799 \| 0.0003 \| 0.7289 \| 0.6866 \| 0.5468 \| \| 1.5442 \| 2.22 \| 820 \| 0.5527 \| 0.5798 \| 0.6954 \| 0.8336 \| 0.9305 \| 0.7805 \| 0.7921 \| 0.0 \| 0.9071 \| 0.8683 \| 0.5894 \| 0.8470 \| 0.6189 \| 0.6843 \| 0.0 \| 0.7395 \| 0.6272 \| 0.5417 \| \| 0.2406 \| 2.27 \| 840 \| 0.5961 \| 0.5580 \| 0.6800 \| 0.8177 \| 0.9187 \| 0.6968 \| 0.8732 \| 0.0011 \| 0.8778 \| 0.8605 \| 0.5322 \| 0.8270 \| 0.5785 \| 0.6841 \| 0.0011 \| 0.7158 \| 0.6191 \| 0.4805 \| \| 0.6891 \| 2.32 \| 860 \| 0.5977 \| 0.5668 \| 0.6984 \| 0.8229 \| 0.9124 \| 0.8123 \| 0.8318 \| 0.0016 \| 0.8878 \| 0.9033 \| 0.5393 \| 0.8295 \| 0.6257 \| 0.6768 \| 0.0016 \| 0.7375 \| 0.5899 \| 0.5065 \| \| 0.2213 \| 2.38 \| 880 \| 0.5615 \| 0.5741 \| 0.6977 \| 0.8266 \| 0.9145 \| 0.8230 \| 0.8095 \| 0.0074 \| 0.9108 \| 0.8875 \| 0.5312 \| 0.8322 \| 0.6290 \| 0.6948 \| 0.0074 \| 0.7311 \| 0.6119 \| 0.5124 \| \| 0.6314 \| 2.43 \| 900 \| 0.5351 \| 0.5928 \| 0.7070 \| 0.8373 \| 0.8989 \| 0.7600 \| 0.8465 \| 0.0082 \| 0.9130 \| 0.8553 \| 0.6669 \| 0.8319 \| 0.6172 \| 0.6913 \| 0.0082 \| 0.7389 \| 0.6578 \| 0.6041 \| \| 0.8619 \| 2.49 \| 920 \| 0.5227 \| 0.6031 \| 0.7266 \| 0.8458 \| 0.9117 \| 0.7834 \| 0.8580 \| 0.0001 \| 0.8652 \| 0.8958 \| 0.7722 \| 0.8407 \| 0.6159 \| 0.6697 \| 0.0001 \| 0.7502 \| 0.6671 \| 0.6780 \| \| 0.3913 \| 2.54 \| 940 \| 0.5070 \| 0.6071 \| 0.7143 \| 0.8481 \| 0.9289 \| 0.7794 \| 0.8277 \| 0.0001 \| 0.9008 \| 0.8541 \| 0.7092 \| 0.8462 \| 0.6329 \| 0.6863 \| 0.0001 \| 0.7488 \| 0.6937 \| 0.6419 \| \| 0.5043 \| 2.59 \| 960 \| 0.5220 \| 0.6104 \| 0.7180 \| 0.8494 \| 0.9189 \| 0.7882 \| 0.8778 \| 0.0054 \| 0.9049 \| 0.7886 \| 0.7420 \| 0.8397 \| 0.6361 \| 0.6845 \| 0.0054 \| 0.7527 \| 0.6724 \| 0.6819 \| \| 0.2676 \| 2.65 \| 980 \| 0.5918 \| 0.5820 \| 0.7055 \| 0.8339 \| 0.9251 \| 0.8134 \| 0.8375 \| 0.0170 \| 0.9065 \| 0.8908 \| 0.5484 \| 0.8475 \| 0.6310 \| 0.7246 \| 0.0169 \| 0.7519 \| 0.5673 \| 0.5348 \| \| 0.3604 \| 2.7 \| 1000 \| 0.5708 \| 0.5853 \| 0.7121 \| 0.8313 \| 0.9282 \| 0.8105 \| 0.9014 \| 0.0143 \| 0.8597 \| 0.8801 \| 0.5910 \| 0.8337 \| 0.6490 \| 0.6808 \| 0.0143 \| 0.7349 \| 0.6457 \| 0.5389 \| \| 0.3495 \| 2.76 \| 1020 \| 0.5675 \| 0.5926 \| 0.7077 \| 0.8369 \| 0.9261 \| 0.7396 \| 0.8907 \| 0.0143 \| 0.8703 \| 0.8490 \| 0.6640 \| 0.8333 \| 0.6066 \| 0.6780 \| 0.0142 \| 0.7313 \| 0.6853 \| 0.5995 \| \| 0.3026 \| 2.81 \| 1040 \| 0.5944 \| 0.5625 \| 0.6806 \| 0.8240 \| 0.9004 \| 0.5326 \| 0.8021 \| 0.0073 \| 0.8453 \| 0.8974 \| 0.7787 \| 0.8228 \| 0.4382 \| 0.6807 \| 0.0073 \| 0.7230 \| 0.7015 \| 0.5642 \| \| 0.4121 \| 2.86 \| 1060 \| 0.5965 \| 0.6026 \| 0.7133 \| 0.8409 \| 0.9177 \| 0.8344 \| 0.8718 \| 0.0022 \| 0.9168 \| 0.8455 \| 0.6044 \| 0.8339 \| 0.6659 \| 0.6983 \| 0.0022 \| 0.7413 \| 0.7092 \| 0.5673 \| \| 0.4115 \| 2.92 \| 1080 \| 0.5514 \| 0.5996 \| 0.7165 \| 0.8416 \| 0.9380 \| 0.8276 \| 0.8579 \| 0.0091 \| 0.8899 \| 0.9083 \| 0.5848 \| 0.8362 \| 0.6393 \| 0.6985 \| 0.0090 \| 0.7445 \| 0.7065 \| 0.5633 \| \| 0.2564 \| 2.97 \| 1100 \| 0.5257 \| 0.6010 \| 0.7095 \| 0.8425 \| 0.9247 \| 0.7582 \| 0.8717 \| 0.0219 \| 0.9129 \| 0.8738 \| 0.6036 \| 0.8385 \| 0.6093 \| 0.7101 \| 0.0218 \| 0.7403 \| 0.7087 \| 0.5785 \| \| 0.3053 \| 3.03 \| 1120 \| 0.5541 \| 0.5943 \| 0.7096 \| 0.8389 \| 0.9208 \| 0.7512 \| 0.9048 \| 0.0216 \| 0.8942 \| 0.8543 \| 0.6205 \| 0.8307 \| 0.5933 \| 0.6821 \| 0.0215 \| 0.7393 \| 0.6973 \| 0.5960 \| \| 0.5715 \| 3.08 \| 1140 \| 0.5467 \| 0.5986 \| 0.7014 \| 0.8466 \| 0.9319 \| 0.6833 \| 0.8590 \| 0.0045 \| 0.9147 \| 0.8670 \| 0.6491 \| 0.8522 \| 0.5739 \| 0.6950 \| 0.0045 \| 0.7406 \| 0.6938 \| 0.6304 \| \| 0.6605 \| 3.14 \| 1160 \| 0.5642 \| 0.6150 \| 0.7266 \| 0.8477 \| 0.9234 \| 0.8324 \| 0.8053 \| 0.0750 \| 0.9218 \| 0.9026 \| 0.6259 \| 0.8481 \| 0.6321 \| 0.7025 \| 0.0747 \| 0.7449 \| 0.6870 \| 0.6156 \| \| 0.2237 \| 3.19 \| 1180 \| 0.5258 \| 0.6121 \| 0.7186 \| 0.8503 \| 0.9331 \| 0.7522 \| 0.8576 \| 0.0267 \| 0.9040 \| 0.8994 \| 0.6572 \| 0.8456 \| 0.6215 \| 0.6982 \| 0.0266 \| 0.7518 \| 0.6973 \| 0.6437 \| \| 0.1796 \| 3.24 \| 1200 \| 0.5549 \| 0.6098 \| 0.7148 \| 0.8447 \| 0.9335 \| 0.7445 \| 0.8377 \| 0.0644 \| 0.9011 \| 0.8913 \| 0.6312 \| 0.8331 \| 0.6119 \| 0.7071 \| 0.0641 \| 0.7411 \| 0.6896 \| 0.6219 \| \| 0.2964 \| 3.3 \| 1220 \| 0.5876 \| 0.6044 \| 0.7270 \| 0.8377 \| 0.8636 \| 0.7857 \| 0.8873 \| 0.0375 \| 0.8912 \| 0.8251 \| 0.7986 \| 0.8023 \| 0.6430 \| 0.6917 \| 0.0373 \| 0.7614 \| 0.6614 \| 0.6338 \| \| 0.286 \| 3.35 \| 1240 \| 0.4495 \| 0.6440 \| 0.7510 \| 0.8616 \| 0.9264 \| 0.8400 \| 0.8198 \| 0.1348 \| 0.9017 \| 0.8444 \| 0.7900 \| 0.8425 \| 0.6450 \| 0.7239 \| 0.1329 \| 0.7772 \| 0.6717 \| 0.7149 \| \| 0.8444 \| 3.41 \| 1260 \| 0.4613 \| 0.6452 \| 0.7400 \| 0.8701 \| 0.9422 \| 0.7420 \| 0.8741 \| 0.0752 \| 0.9140 \| 0.8584 \| 0.7743 \| 0.8520 \| 0.6375 \| 0.7142 \| 0.0740 \| 0.7969 \| 0.6907 \| 0.7511 \| \| 0.5691 \| 3.46 \| 1280 \| 0.5630 \| 0.6081 \| 0.7265 \| 0.8389 \| 0.8873 \| 0.7211 \| 0.8961 \| 0.0812 \| 0.8700 \| 0.8608 \| 0.7691 \| 0.8080 \| 0.6057 \| 0.7052 \| 0.0791 \| 0.7575 \| 0.6828 \| 0.6182 \| \| 0.3308 \| 3.51 \| 1300 \| 0.5206 \| 0.6257 \| 0.7368 \| 0.8555 \| 0.9370 \| 0.8242 \| 0.8638 \| 0.0662 \| 0.8908 \| 0.8670 \| 0.7086 \| 0.8516 \| 0.6436 \| 0.7067 \| 0.0646 \| 0.7619 \| 0.6897 \| 0.6616 \| \| 0.7701 \| 3.57 \| 1320 \| 0.5687 \| 0.6105 \| 0.7166 \| 0.8459 \| 0.9465 \| 0.7459 \| 0.8654 \| 0.0651 \| 0.8852 \| 0.8781 \| 0.6300 \| 0.8291 \| 0.6160 \| 0.7030 \| 0.0632 \| 0.7540 \| 0.6928 \| 0.6154 \| \| 0.4416 \| 3.62 \| 1340 \| 0.5212 \| 0.6201 \| 0.7167 \| 0.8521 \| 0.9405 \| 0.7353 \| 0.8704 \| 0.0996 \| 0.9159 \| 0.7603 \| 0.6950 \| 0.8504 \| 0.6206 \| 0.7016 \| 0.0949 \| 0.7540 \| 0.6505 \| 0.6683 \| \| 0.3212 \| 3.68 \| 1360 \| 0.4729 \| 0.6611 \| 0.7719 \| 0.8681 \| 0.9434 \| 0.8136 \| 0.8317 \| 0.2239 \| 0.8668 \| 0.9181 \| 0.8061 \| 0.8643 \| 0.6507 \| 0.7270 \| 0.2105 \| 0.7803 \| 0.6316 \| 0.7631 \| \| 0.6837 \| 3.73 \| 1380 \| 0.4984 \| 0.6387 \| 0.7553 \| 0.8554 \| 0.9424 \| 0.7992 \| 0.8743 \| 0.1861 \| 0.8586 \| 0.9213 \| 0.7053 \| 0.8615 \| 0.6534 \| 0.7161 \| 0.1662 \| 0.7554 \| 0.6381 \| 0.6803 \| \| 0.3388 \| 3.78 \| 1400 \| 0.5311 \| 0.6375 \| 0.7367 \| 0.8524 \| 0.9384 \| 0.7173 \| 0.8529 \| 0.2293 \| 0.8956 \| 0.8298 \| 0.6936 \| 0.8521 \| 0.6171 \| 0.7214 \| 0.2003 \| 0.7477 \| 0.6914 \| 0.6322 \| \| 0.2773 \| 3.84 \| 1420 \| 0.5747 \| 0.6243 \| 0.7436 \| 0.8453 \| 0.9363 \| 0.7845 \| 0.8710 \| 0.2294 \| 0.8854 \| 0.9271 \| 0.5714 \| 0.8566 \| 0.6418 \| 0.7243 \| 0.2034 \| 0.7531 \| 0.6375 \| 0.5531 \| \| 0.4829 \| 3.89 \| 1440 \| 0.4821 \| 0.6605 \| 0.7618 \| 0.8671 \| 0.9341 \| 0.8260 \| 0.8438 \| 0.1967 \| 0.8958 \| 0.8229 \| 0.8130 \| 0.8473 \| 0.6585 \| 0.7319 \| 0.1899 \| 0.7835 \| 0.6993 \| 0.7132 \| \| 1.18 \| 3.95 \| 1460 \| 0.4574 \| 0.6715 \| 0.7684 \| 0.8743 \| 0.9277 \| 0.8027 \| 0.8248 \| 0.2032 \| 0.9160 \| 0.8869 \| 0.8175 \| 0.8534 \| 0.6569 \| 0.7413 \| 0.1956 \| 0.7933 \| 0.6982 \| 0.7615 \| \| 0.3137 \| 4.0 \| 1480 \| 0.4898 \| 0.6473 \| 0.7478 \| 0.8580 \| 0.9085 \| 0.7580 \| 0.8810 \| 0.1833 \| 0.9050 \| 0.7966 \| 0.8024 \| 0.8519 \| 0.6395 \| 0.7305 \| 0.1723 \| 0.7507 \| 0.6974 \| 0.6888 \| \| 0.2366 \| 4.05 \| 1500 \| 0.4845 \| 0.6613 \| 0.7691 \| 0.8657 \| 0.9421 \| 0.8300 \| 0.8850 \| 0.2413 \| 0.8918 \| 0.8891 \| 0.7044 \| 0.8533 \| 0.6508 \| 0.7255 \| 0.2265 \| 0.7777 \| 0.7101 \| 0.6850 \| \| 0.2155 \| 4.11 \| 1520 \| 0.5356 \| 0.6608 \| 0.7573 \| 0.8624 \| 0.9468 \| 0.7520 \| 0.8318 \| 0.3049 \| 0.9072 \| 0.8768 \| 0.6818 \| 0.8518 \| 0.6411 \| 0.7173 \| 0.2639 \| 0.7682 \| 0.7176 \| 0.6660 \| \| 0.4067 \| 4.16 \| 1540 \| 0.4990 \| 0.6525 \| 0.7638 \| 0.8604 \| 0.9030 \| 0.7382 \| 0.8150 \| 0.2843 \| 0.8979 \| 0.8790 \| 0.8292 \| 0.8404 \| 0.5873 \| 0.7238 \| 0.2361 \| 0.7784 \| 0.6934 \| 0.7084 \| \| 0.354 \| 4.22 \| 1560 \| 0.4710 \| 0.6792 \| 0.7938 \| 0.8716 \| 0.9342 \| 0.8430 \| 0.8744 \| 0.3118 \| 0.8592 \| 0.9052 \| 0.8290 \| 0.8554 \| 0.6524 \| 0.7445 \| 0.2809 \| 0.7815 \| 0.6804 \| 0.7591 \| \| 0.6107 \| 4.27 \| 1580 \| 0.4985 \| 0.6586 \| 0.7645 \| 0.8642 \| 0.9296 \| 0.7848 \| 0.8810 \| 0.2439 \| 0.8969 \| 0.8780 \| 0.7374 \| 0.8603 \| 0.6542 \| 0.7112 \| 0.2198 \| 0.7703 \| 0.6933 \| 0.7011 \| \| 0.1191 \| 4.32 \| 1600 \| 0.4457 \| 0.6820 \| 0.7732 \| 0.8779 \| 0.9401 \| 0.7269 \| 0.8604 \| 0.3259 \| 0.9180 \| 0.8253 \| 0.8157 \| 0.8614 \| 0.6116 \| 0.7353 \| 0.2934 \| 0.7974 \| 0.6989 \| 0.7758 \| \| 0.2567 \| 4.38 \| 1620 \| 0.5391 \| 0.6630 \| 0.7732 \| 0.8601 \| 0.9231 \| 0.7242 \| 0.8487 \| 0.4188 \| 0.9025 \| 0.8982 \| 0.6971 \| 0.8605 \| 0.5984 \| 0.7558 \| 0.3221 \| 0.7578 \| 0.6860 \| 0.6603 \| \| 0.3344 \| 4.43 \| 1640 \| 0.4906 \| 0.6711 \| 0.7675 \| 0.8677 \| 0.9347 \| 0.7109 \| 0.8618 \| 0.3658 \| 0.9040 \| 0.8085 \| 0.7870 \| 0.8503 \| 0.5954 \| 0.7531 \| 0.3287 \| 0.7825 \| 0.6829 \| 0.7048 \| \| 0.2813 \| 4.49 \| 1660 \| 0.4923 \| 0.6738 \| 0.7855 \| 0.8675 \| 0.9185 \| 0.7756 \| 0.8795 \| 0.4014 \| 0.9004 \| 0.8454 \| 0.7778 \| 0.8480 \| 0.6109 \| 0.7452 \| 0.3204 \| 0.7878 \| 0.6893 \| 0.7150 \| \| 0.1327 \| 4.54 \| 1680 \| 0.5320 \| 0.6723 \| 0.7850 \| 0.8666 \| 0.9359 \| 0.7100 \| 0.8961 \| 0.4199 \| 0.8622 \| 0.8862 \| 0.7850 \| 0.8502 \| 0.6091 \| 0.7329 \| 0.3219 \| 0.7831 \| 0.6855 \| 0.7235 \| \| 0.1881 \| 4.59 \| 1700 \| 0.5100 \| 0.6730 \| 0.7826 \| 0.8657 \| 0.9426 \| 0.6979 \| 0.8863 \| 0.4732 \| 0.8779 \| 0.8662 \| 0.7339 \| 0.8577 \| 0.6006 \| 0.7557 \| 0.3216 \| 0.7685 \| 0.7010 \| 0.7057 \| \| 0.2198 \| 4.65 \| 1720 \| 0.4461 \| 0.6873 \| 0.7852 \| 0.8763 \| 0.9287 \| 0.7624 \| 0.8388 \| 0.3827 \| 0.9124 \| 0.8400 \| 0.8314 \| 0.8555 \| 0.6132 \| 0.7548 \| 0.3329 \| 0.7927 \| 0.6880 \| 0.7738 \| \| 0.4457 \| 4.7 \| 1740 \| 0.5282 \| 0.6631 \| 0.7776 \| 0.8616 \| 0.9055 \| 0.7438 \| 0.9051 \| 0.3135 \| 0.8636 \| 0.8570 \| 0.8548 \| 0.8372 \| 0.6150 \| 0.7240 \| 0.2870 \| 0.7778 \| 0.6973 \| 0.7035 \| \| 0.2517 \| 4.76 \| 1760 \| 0.5730 \| 0.6604 \| 0.7729 \| 0.8568 \| 0.9282 \| 0.7986 \| 0.9005 \| 0.3926 \| 0.8986 \| 0.8365 \| 0.6550 \| 0.8489 \| 0.6575 \| 0.7205 \| 0.3227 \| 0.7646 \| 0.6727 \| 0.6361 \| \| 0.4303 \| 4.81 \| 1780 \| 0.5073 \| 0.6640 \| 0.7957 \| 0.8571 \| 0.9337 \| 0.7878 \| 0.8565 \| 0.5059 \| 0.8400 \| 0.8956 \| 0.7504 \| 0.8523 \| 0.6486 \| 0.7298 \| 0.2940 \| 0.7651 \| 0.6432 \| 0.7149 \| \| 0.3944 \| 4.86 \| 1800 \| 0.4867 \| 0.6739 \| 0.7827 \| 0.8659 \| 0.9319 \| 0.8167 \| 0.8735 \| 0.3844 \| 0.8981 \| 0.8448 \| 0.7298 \| 0.8477 \| 0.6506 \| 0.7322 \| 0.3239 \| 0.7819 \| 0.6800 \| 0.7012 \| \| 0.6012 \| 4.92 \| 1820 \| 0.4952 \| 0.6722 \| 0.7807 \| 0.8611 \| 0.9023 \| 0.8245 \| 0.8540 \| 0.3771 \| 0.9178 \| 0.8522 \| 0.7372 \| 0.8335 \| 0.6620 \| 0.7561 \| 0.3362 \| 0.7821 \| 0.6748 \| 0.6605 \| \| 0.327 \| 4.97 \| 1840 \| 0.4402 \| 0.6954 \| 0.8006 \| 0.8772 \| 0.9481 \| 0.7937 \| 0.8256 \| 0.4786 \| 0.8959 \| 0.8942 \| 0.7679 \| 0.8635 \| 0.6582 \| 0.7517 \| 0.3682 \| 0.8003 \| 0.6798 \| 0.7459 \| \| 0.1421 \| 5.03 \| 1860 \| 0.5242 \| 0.6746 \| 0.7843 \| 0.8653 \| 0.9526 \| 0.7812 \| 0.8842 \| 0.4337 \| 0.8776 \| 0.8747 \| 0.6859 \| 0.8570 \| 0.6557 \| 0.7540 \| 0.3204 \| 0.7752 \| 0.7005 \| 0.6591 \| \| 0.2281 \| 5.08 \| 1880 \| 0.4724 \| 0.6934 \| 0.7981 \| 0.8739 \| 0.9398 \| 0.8055 \| 0.8379 \| 0.4750 \| 0.9005 \| 0.8682 \| 0.7600 \| 0.8549 \| 0.6556 \| 0.7680 \| 0.3552 \| 0.7883 \| 0.7030 \| 0.7289 \| \| 0.2993 \| 5.14 \| 1900 \| 0.4743 \| 0.6906 \| 0.8048 \| 0.8734 \| 0.9179 \| 0.8497 \| 0.8659 \| 0.4449 \| 0.9038 \| 0.8634 \| 0.7883 \| 0.8530 \| 0.6452 \| 0.7612 \| 0.3450 \| 0.7912 \| 0.7033 \| 0.7355 \| \| 0.2055 \| 5.19 \| 1920 \| 0.4622 \| 0.6946 \| 0.8067 \| 0.8751 \| 0.9235 \| 0.8360 \| 0.8735 \| 0.4365 \| 0.8923 \| 0.8917 \| 0.7937 \| 0.8566 \| 0.6565 \| 0.7676 \| 0.3458 \| 0.7887 \| 0.7110 \| 0.7363 \| \| 0.3412 \| 5.24 \| 1940 \| 0.4457 \| 0.6952 \| 0.8125 \| 0.8759 \| 0.9201 \| 0.8528 \| 0.8940 \| 0.4325 \| 0.8768 \| 0.8663 \| 0.8447 \| 0.8646 \| 0.6578 \| 0.7447 \| 0.3568 \| 0.7844 \| 0.6959 \| 0.7621 \| \| 0.151 \| 5.3 \| 1960 \| 0.4514 \| 0.6987 \| 0.8015 \| 0.8788 \| 0.9391 \| 0.7956 \| 0.8804 \| 0.3985 \| 0.8831 \| 0.9117 \| 0.8020 \| 0.8706 \| 0.6685 \| 0.7522 \| 0.3468 \| 0.7816 \| 0.6951 \| 0.7758 \| \| 0.2555 \| 5.35 \| 1980 \| 0.4614 \| 0.6948 \| 0.7889 \| 0.8787 \| 0.9345 \| 0.8141 \| 0.8631 \| 0.3713 \| 0.9240 \| 0.8289 \| 0.7866 \| 0.8607 \| 0.6671 \| 0.7611 \| 0.3365 \| 0.7970 \| 0.6890 \| 0.7519 \| \| 0.2239 \| 5.41 \| 2000 \| 0.4844 \| 0.6866 \| 0.7904 \| 0.8715 \| 0.9036 \| 0.7965 \| 0.8565 \| 0.3857 \| 0.9111 \| 0.8231 \| 0.8560 \| 0.8506 \| 0.6680 \| 0.7614 \| 0.3428 \| 0.7942 \| 0.6705 \| 0.7185 \| \| 0.5612 \| 5.46 \| 2020 \| 0.4714 \| 0.6793 \| 0.7872 \| 0.8700 \| 0.9358 \| 0.7631 \| 0.8837 \| 0.4077 \| 0.8903 \| 0.8830 \| 0.7467 \| 0.8606 \| 0.6458 \| 0.7542 \| 0.3295 \| 0.7872 \| 0.6757 \| 0.7022 \| \| 0.1632 \| 5.51 \| 2040 \| 0.4192 \| 0.7001 \| 0.8006 \| 0.8799 \| 0.9337 \| 0.7906 \| 0.8776 \| 0.4283 \| 0.9040 \| 0.8670 \| 0.8032 \| 0.8620 \| 0.6523 \| 0.7545 \| 0.3565 \| 0.7943 \| 0.7136 \| 0.7676 \| \| 0.3176 \| 5.57 \| 2060 \| 0.4405 \| 0.6961 \| 0.8071 \| 0.8739 \| 0.9055 \| 0.7677 \| 0.8714 \| 0.4748 \| 0.8877 \| 0.8745 \| 0.8681 \| 0.8364 \| 0.6430 \| 0.7630 \| 0.3790 \| 0.8048 \| 0.7027 \| 0.7435 \| \| 0.2527 \| 5.62 \| 2080 \| 0.4809 \| 0.6865 \| 0.8118 \| 0.8643 \| 0.8902 \| 0.8201 \| 0.8365 \| 0.5203 \| 0.8765 \| 0.8821 \| 0.8570 \| 0.8246 \| 0.6589 \| 0.7479 \| 0.3651 \| 0.7878 \| 0.6943 \| 0.7268 \| \| 0.1764 \| 5.68 \| 2100 \| 0.5341 \| 0.6777 \| 0.7883 \| 0.8588 \| 0.8914 \| 0.8190 \| 0.8287 \| 0.4192 \| 0.9007 \| 0.8714 \| 0.7878 \| 0.8238 \| 0.6738 \| 0.7457 \| 0.3683 \| 0.7768 \| 0.6936 \| 0.6617 \| \| 0.1136 \| 5.73 \| 2120 \| 0.4474 \| 0.6963 \| 0.7986 \| 0.8749 \| 0.9295 \| 0.8177 \| 0.8562 \| 0.4604 \| 0.9136 \| 0.8418 \| 0.7708 \| 0.8611 \| 0.6680 \| 0.7516 \| 0.3707 \| 0.7827 \| 0.7011 \| 0.7390 \| \| 0.5141 \| 5.78 \| 2140 \| 0.4665 \| 0.6846 \| 0.7962 \| 0.8712 \| 0.9421 \| 0.8277 \| 0.8321 \| 0.4425 \| 0.8902 \| 0.8964 \| 0.7426 \| 0.8667 \| 0.6649 \| 0.7442 \| 0.3540 \| 0.7868 \| 0.6655 \| 0.7100 \| \| 0.174 \| 5.84 \| 2160 \| 0.5218 \| 0.6835 \| 0.7878 \| 0.8690 \| 0.9482 \| 0.7833 \| 0.8772 \| 0.4438 \| 0.8915 \| 0.8688 \| 0.7019 \| 0.8577 \| 0.6668 \| 0.7536 \| 0.3759 \| 0.7872 \| 0.6675 \| 0.6755 \| \| 0.188 \| 5.89 \| 2180 \| 0.4522 \| 0.7021 \| 0.8060 \| 0.8802 \| 0.9293 \| 0.8342 \| 0.8655 \| 0.4577 \| 0.9181 \| 0.8512 \| 0.7858 \| 0.8665 \| 0.6660 \| 0.7572 \| 0.3813 \| 0.7996 \| 0.6905 \| 0.7540 \| \| 0.3344 \| 5.95 \| 2200 \| 0.4360 \| 0.7086 \| 0.8142 \| 0.8837 \| 0.9306 \| 0.7532 \| 0.8829 \| 0.5359 \| 0.9002 \| 0.8530 \| 0.8436 \| 0.8695 \| 0.6444 \| 0.7615 \| 0.3880 \| 0.8023 \| 0.6994 \| 0.7950 \| \| 0.1797 \| 6.0 \| 2220 \| 0.4445 \| 0.7060 \| 0.8141 \| 0.8818 \| 0.9441 \| 0.8379 \| 0.8681 \| 0.4773 \| 0.8861 \| 0.8778 \| 0.8078 \| 0.8675 \| 0.6734 \| 0.7598 \| 0.3752 \| 0.8000 \| 0.6887 \| 0.7772 \| \| 0.2774 \| 6.05 \| 2240 \| 0.4818 \| 0.6994 \| 0.7988 \| 0.8768 \| 0.9332 \| 0.7931 \| 0.8432 \| 0.4720 \| 0.9138 \| 0.8620 \| 0.7747 \| 0.8585 \| 0.6726 \| 0.7516 \| 0.3863 \| 0.7948 \| 0.6857 \| 0.7461 \| \| 0.2327 \| 6.11 \| 2260 \| 0.4569 \| 0.7031 \| 0.8161 \| 0.8784 \| 0.9475 \| 0.8025 \| 0.8781 \| 0.5475 \| 0.8725 \| 0.8686 \| 0.7959 \| 0.8673 \| 0.6759 \| 0.7472 \| 0.3821 \| 0.7932 \| 0.6922 \| 0.7639 \| \| 0.2325 \| 6.16 \| 2280 \| 0.4467 \| 0.7008 \| 0.8099 \| 0.8781 \| 0.9340 \| 0.8298 \| 0.8729 \| 0.4840 \| 0.8993 \| 0.8757 \| 0.7738 \| 0.8649 \| 0.6751 \| 0.7579 \| 0.3879 \| 0.7987 \| 0.6742 \| 0.7469 \| \| 0.2765 \| 6.22 \| 2300 \| 0.4697 \| 0.7079 \| 0.8190 \| 0.8814 \| 0.9312 \| 0.8476 \| 0.8850 \| 0.4808 \| 0.8852 \| 0.8712 \| 0.8319 \| 0.8622 \| 0.6748 \| 0.7480 \| 0.3760 \| 0.7963 \| 0.7046 \| 0.7935 \| \| 0.2046 \| 6.27 \| 2320 \| 0.4616 \| 0.7127 \| 0.8109 \| 0.8837 \| 0.9376 \| 0.7920 \| 0.8526 \| 0.4951 \| 0.9013 \| 0.8622 \| 0.8354 \| 0.8613 \| 0.6714 \| 0.7559 \| 0.4065 \| 0.8032 \| 0.7022 \| 0.7887 \| \| 0.1963 \| 6.32 \| 2340 \| 0.4739 \| 0.6945 \| 0.8007 \| 0.8725 \| 0.9310 \| 0.8082 \| 0.8955 \| 0.4643 \| 0.8927 \| 0.8487 \| 0.7645 \| 0.8585 \| 0.6757 \| 0.7448 \| 0.3928 \| 0.7816 \| 0.6807 \| 0.7273 \| \| 0.2361 \| 6.38 \| 2360 \| 0.4741 \| 0.7069 \| 0.8140 \| 0.8802 \| 0.9299 \| 0.8167 \| 0.8707 \| 0.4924 \| 0.8943 \| 0.8771 \| 0.8170 \| 0.8667 \| 0.6784 \| 0.7430 \| 0.3972 \| 0.7933 \| 0.6887 \| 0.7810 \| \| 0.2632 \| 6.43 \| 2380 \| 0.4558 \| 0.7139 \| 0.8155 \| 0.8826 \| 0.9459 \| 0.8249 \| 0.8559 \| 0.5139 \| 0.8881 \| 0.8566 \| 0.8232 \| 0.8579 \| 0.6799 \| 0.7580 \| 0.4103 \| 0.7994 \| 0.7044 \| 0.7875 \| \| 0.3303 \| 6.49 \| 2400 \| 0.4515 \| 0.7168 \| 0.8235 \| 0.8848 \| 0.9259 \| 0.8486 \| 0.8710 \| 0.5175 \| 0.9060 \| 0.8625 \| 0.8334 \| 0.8647 \| 0.6741 \| 0.7653 \| 0.4198 \| 0.8040 \| 0.6994 \| 0.7903 \| \| 0.2302 \| 6.54 \| 2420 \| 0.5023 \| 0.7023 \| 0.8086 \| 0.8749 \| 0.9289 \| 0.8241 \| 0.8668 \| 0.5379 \| 0.9107 \| 0.8341 \| 0.7576 \| 0.8635 \| 0.6727 \| 0.7638 \| 0.4177 \| 0.7813 \| 0.7000 \| 0.7171 \| \| 0.1938 \| 6.59 \| 2440 \| 0.4455 \| 0.7135 \| 0.8184 \| 0.8836 \| 0.9385 \| 0.8023 \| 0.8569 \| 0.5383 \| 0.8913 \| 0.8604 \| 0.8413 \| 0.8639 \| 0.6716 \| 0.7535 \| 0.4012 \| 0.7998 \| 0.7039 \| 0.8004 \| \| 0.2548 \| 6.65 \| 2460 \| 0.4623 \| 0.7105 \| 0.8076 \| 0.8845 \| 0.9245 \| 0.8094 \| 0.8767 \| 0.4464 \| 0.9216 \| 0.8380 \| 0.8362 \| 0.8654 \| 0.6776 \| 0.7547 \| 0.3729 \| 0.8026 \| 0.7027 \| 0.7980 \| \| 0.1381 \| 6.7 \| 2480 \| 0.5230 \| 0.6845 \| 0.8019 \| 0.8681 \| 0.9127 \| 0.8364 \| 0.8695 \| 0.4520 \| 0.8976 \| 0.8859 \| 0.7589 \| 0.8565 \| 0.6653 \| 0.7490 \| 0.3569 \| 0.7795 \| 0.6690 \| 0.7149 \| \| 0.3893 \| 6.76 \| 2500 \| 0.5467 \| 0.6816 \| 0.7832 \| 0.8673 \| 0.9414 \| 0.7916 \| 0.8847 \| 0.4098 \| 0.8943 \| 0.8442 \| 0.7166 \| 0.8537 \| 0.6665 \| 0.7586 \| 0.3393 \| 0.7716 \| 0.6987 \| 0.6825 \| \| 0.265 \| 6.81 \| 2520 \| 0.5706 \| 0.6789 \| 0.7995 \| 0.8636 \| 0.9280 \| 0.8522 \| 0.8637 \| 0.4634 \| 0.8812 \| 0.9074 \| 0.7009 \| 0.8567 \| 0.6724 \| 0.7561 \| 0.3618 \| 0.7704 \| 0.6671 \| 0.6675 \| \| 0.1622 \| 6.86 \| 2540 \| 0.5427 \| 0.6803 \| 0.7808 \| 0.8669 \| 0.9521 \| 0.8043 \| 0.8767 \| 0.4134 \| 0.8967 \| 0.8405 \| 0.6822 \| 0.8576 \| 0.6739 \| 0.7517 \| 0.3402 \| 0.7713 \| 0.7081 \| 0.6591 \| \| 0.2996 \| 6.92 \| 2560 \| 0.5518 \| 0.6801 \| 0.7910 \| 0.8658 \| 0.9381 \| 0.8455 \| 0.8768 \| 0.4183 \| 0.8908 \| 0.8771 \| 0.6904 \| 0.8564 \| 0.6737 \| 0.7388 \| 0.3572 \| 0.7725 \| 0.6991 \| 0.6633 \| \| 0.2399 \| 6.97 \| 2580 \| 0.4749 \| 0.6954 \| 0.7948 \| 0.8751 \| 0.9334 \| 0.7980 \| 0.8536 \| 0.4331 \| 0.9032 \| 0.8485 \| 0.7935 \| 0.8499 \| 0.6713 \| 0.7370 \| 0.3594 \| 0.7930 \| 0.7105 \| 0.7464 \| \| 0.1772 \| 7.03 \| 2600 \| 0.5112 \| 0.6882 \| 0.8023 \| 0.8708 \| 0.9248 \| 0.8454 \| 0.8591 \| 0.4283 \| 0.8905 \| 0.9117 \| 0.7567 \| 0.8542 \| 0.6686 \| 0.7392 \| 0.3601 \| 0.7867 \| 0.6899 \| 0.7183 \| \| 0.2108 \| 7.08 \| 2620 \| 0.4926 \| 0.7034 \| 0.8062 \| 0.8795 \| 0.9369 \| 0.8160 \| 0.8563 \| 0.4529 \| 0.8976 \| 0.8882 \| 0.7952 \| 0.8586 \| 0.6741 \| 0.7536 \| 0.3730 \| 0.7979 \| 0.7091 \| 0.7578 \| \| 0.2477 \| 7.14 \| 2640 \| 0.4855 \| 0.6858 \| 0.7974 \| 0.8689 \| 0.9219 \| 0.8176 \| 0.8402 \| 0.4723 \| 0.8969 \| 0.8408 \| 0.7923 \| 0.8523 \| 0.6444 \| 0.7348 \| 0.3680 \| 0.7787 \| 0.7024 \| 0.7202 \| \| 0.0687 \| 7.19 \| 2660 \| 0.5380 \| 0.6873 \| 0.8059 \| 0.8689 \| 0.9022 \| 0.8409 \| 0.8493 \| 0.4224 \| 0.8742 \| 0.8757 \| 0.8762 \| 0.8390 \| 0.6574 \| 0.7325 \| 0.3482 \| 0.7847 \| 0.7071 \| 0.7424 \| \| 0.2234 \| 7.24 \| 2680 \| 0.5683 \| 0.6803 \| 0.7977 \| 0.8611 \| 0.9037 \| 0.7905 \| 0.8715 \| 0.4998 \| 0.8894 \| 0.8721 \| 0.7569 \| 0.8322 \| 0.6649 \| 0.7453 \| 0.3639 \| 0.7774 \| 0.7065 \| 0.6720 \| \| 0.2062 \| 7.3 \| 2700 \| 0.5760 \| 0.6851 \| 0.7858 \| 0.8686 \| 0.9280 \| 0.8046 \| 0.8789 \| 0.4224 \| 0.9189 \| 0.8400 \| 0.7079 \| 0.8576 \| 0.6625 \| 0.7535 \| 0.3691 \| 0.7734 \| 0.7006 \| 0.6792 \| \| 0.2796 \| 7.35 \| 2720 \| 0.5103 \| 0.6942 \| 0.8027 \| 0.8733 \| 0.9303 \| 0.7984 \| 0.8478 \| 0.5072 \| 0.9045 \| 0.8758 \| 0.7552 \| 0.8614 \| 0.6613 \| 0.7566 \| 0.3804 \| 0.7856 \| 0.6955 \| 0.7188 \| \| 0.1884 \| 7.41 \| 2740 \| 0.4969 \| 0.6902 \| 0.7937 \| 0.8736 \| 0.9394 \| 0.7590 \| 0.8406 \| 0.4820 \| 0.9037 \| 0.8801 \| 0.7516 \| 0.8636 \| 0.6399 \| 0.7596 \| 0.3696 \| 0.7853 \| 0.6933 \| 0.7203 \| \| 0.1346 \| 7.46 \| 2760 \| 0.4948 \| 0.6952 \| 0.7930 \| 0.8764 \| 0.9402 \| 0.7778 \| 0.8859 \| 0.4373 \| 0.9071 \| 0.8393 \| 0.7636 \| 0.8660 \| 0.6528 \| 0.7625 \| 0.3671 \| 0.7839 \| 0.7029 \| 0.7311 \| \| 0.2628 \| 7.51 \| 2780 \| 0.4775 \| 0.6991 \| 0.8045 \| 0.8761 \| 0.9337 \| 0.8090 \| 0.8646 \| 0.5064 \| 0.9083 \| 0.8437 \| 0.7661 \| 0.8643 \| 0.6792 \| 0.7563 \| 0.3793 \| 0.7903 \| 0.6919 \| 0.7325 \| \| 0.2086 \| 7.57 \| 2800 \| 0.4892 \| 0.6979 \| 0.8067 \| 0.8773 \| 0.9348 \| 0.7837 \| 0.8824 \| 0.4875 \| 0.8918 \| 0.8865 \| 0.7800 \| 0.8656 \| 0.6634 \| 0.7463 \| 0.3805 \| 0.7959 \| 0.6842 \| 0.7493 \| \| 0.2542 \| 7.62 \| 2820 \| 0.5231 \| 0.6911 \| 0.7874 \| 0.8732 \| 0.9414 \| 0.7914 \| 0.8602 \| 0.4360 \| 0.9169 \| 0.8390 \| 0.7265 \| 0.8632 \| 0.6651 \| 0.7538 \| 0.3766 \| 0.7835 \| 0.6996 \| 0.6957 \| \| 0.1954 \| 7.68 \| 2840 \| 0.4852 \| 0.7024 \| 0.7956 \| 0.8810 \| 0.9451 \| 0.7869 \| 0.8629 \| 0.4326 \| 0.9166 \| 0.8577 \| 0.7673 \| 0.8690 \| 0.6747 \| 0.7620 \| 0.3745 \| 0.7996 \| 0.7029 \| 0.7339 \| \| 1.0273 \| 7.73 \| 2860 \| 0.4596 \| 0.7141 \| 0.8089 \| 0.8882 \| 0.9431 \| 0.8245 \| 0.8802 \| 0.4189 \| 0.9070 \| 0.8486 \| 0.8398 \| 0.8682 \| 0.6845 \| 0.7557 \| 0.3676 \| 0.8126 \| 0.7095 \| 0.8006 \| \| 0.1902 \| 7.78 \| 2880 \| 0.4873 \| 0.6970 \| 0.7940 \| 0.8816 \| 0.9379 \| 0.7967 \| 0.8838 \| 0.3488 \| 0.8978 \| 0.8531 \| 0.8400 \| 0.8573 \| 0.6607 \| 0.7351 \| 0.3182 \| 0.8041 \| 0.7070 \| 0.7968 \| \| 0.2062 \| 7.84 \| 2900 \| 0.4681 \| 0.7058 \| 0.8141 \| 0.8805 \| 0.9318 \| 0.7580 \| 0.8674 \| 0.5270 \| 0.8838 \| 0.8921 \| 0.8389 \| 0.8637 \| 0.6480 \| 0.7286 \| 0.3987 \| 0.7945 \| 0.7032 \| 0.8044 \| \| 0.0755 \| 7.89 \| 2920 \| 0.4817 \| 0.6979 \| 0.8084 \| 0.8775 \| 0.9363 \| 0.7458 \| 0.8554 \| 0.5834 \| 0.9033 \| 0.8523 \| 0.7822 \| 0.8533 \| 0.6161 \| 0.7478 \| 0.3927 \| 0.8073 \| 0.7137 \| 0.7546 \| \| 0.1843 \| 7.95 \| 2940 \| 0.4548 \| 0.7083 \| 0.8167 \| 0.8833 \| 0.9267 \| 0.7871 \| 0.8382 \| 0.5425 \| 0.9080 \| 0.8748 \| 0.8398 \| 0.8663 \| 0.6356 \| 0.7535 \| 0.3897 \| 0.8026 \| 0.7132 \| 0.7975 \| \| 0.1396 \| 8.0 \| 2960 \| 0.4567 \| 0.7076 \| 0.8127 \| 0.8836 \| 0.9436 \| 0.8298 \| 0.8537 \| 0.4647 \| 0.8881 \| 0.8685 \| 0.8408 \| 0.8656 \| 0.6714 \| 0.7452 \| 0.3598 \| 0.8031 \| 0.7129 \| 0.7953 \| \| 0.173 \| 8.05 \| 2980 \| 0.4945 \| 0.7061 \| 0.8035 \| 0.8844 \| 0.9451 \| 0.7856 \| 0.8608 \| 0.4255 \| 0.8966 \| 0.8829 \| 0.8280 \| 0.8673 \| 0.6596 \| 0.7561 \| 0.3545 \| 0.8026 \| 0.7114 \| 0.7911 \| \| 0.3093 \| 8.11 \| 3000 \| 0.4823 \| 0.7100 \| 0.8086 \| 0.8866 \| 0.9432 \| 0.8145 \| 0.8652 \| 0.4169 \| 0.8970 \| 0.8789 \| 0.8442 \| 0.8699 \| 0.6677 \| 0.7530 \| 0.3577 \| 0.8058 \| 0.7154 \| 0.8005 \| \| 0.2962 \| 8.16 \| 3020 \| 0.4966 \| 0.7021 \| 0.8003 \| 0.8788 \| 0.9312 \| 0.8020 \| 0.8730 \| 0.4374 \| 0.9119 \| 0.8635 \| 0.7835 \| 0.8661 \| 0.6728 \| 0.7586 \| 0.3732 \| 0.7875 \| 0.7131 \| 0.7433 \| \| 0.3733 \| 8.22 \| 3040 \| 0.4950 \| 0.6958 \| 0.7942 \| 0.8764 \| 0.9414 \| 0.7381 \| 0.8736 \| 0.4837 \| 0.9038 \| 0.8475 \| 0.7713 \| 0.8665 \| 0.6489 \| 0.7507 \| 0.3670 \| 0.7835 \| 0.7111 \| 0.7431 \| \| 0.1865 \| 8.27 \| 3060 \| 0.5472 \| 0.6920 \| 0.8016 \| 0.8710 \| 0.9394 \| 0.8116 \| 0.8359 \| 0.5225 \| 0.8934 \| 0.8568 \| 0.7516 \| 0.8623 \| 0.6671 \| 0.7436 \| 0.3737 \| 0.7752 \| 0.7078 \| 0.7140 \| \| 0.2072 \| 8.32 \| 3080 \| 0.6108 \| 0.6840 \| 0.7919 \| 0.8688 \| 0.9411 \| 0.8302 \| 0.8567 \| 0.4390 \| 0.9008 \| 0.8849 \| 0.6906 \| 0.8617 \| 0.6779 \| 0.7663 \| 0.3816 \| 0.7894 \| 0.6560 \| 0.6554 \| \| 0.1293 \| 8.38 \| 3100 \| 0.6279 \| 0.6843 \| 0.7943 \| 0.8678 \| 0.9376 \| 0.8017 \| 0.8483 \| 0.4900 \| 0.9012 \| 0.8921 \| 0.6894 \| 0.8637 \| 0.6781 \| 0.7502 \| 0.4039 \| 0.7900 \| 0.6513 \| 0.6531 \| \| 0.1629 \| 8.43 \| 3120 \| 0.5999 \| 0.6915 \| 0.8051 \| 0.8707 \| 0.9294 \| 0.8130 \| 0.8717 \| 0.5201 \| 0.9050 \| 0.9022 \| 0.6945 \| 0.8691 \| 0.6780 \| 0.7687 \| 0.4235 \| 0.7937 \| 0.6506 \| 0.6567 \| \| 0.3812 \| 8.49 \| 3140 \| 0.5890 \| 0.6842 \| 0.7996 \| 0.8692 \| 0.9256 \| 0.8259 \| 0.8914 \| 0.4570 \| 0.9037 \| 0.9010 \| 0.6924 \| 0.8683 \| 0.6799 \| 0.7632 \| 0.3861 \| 0.7945 \| 0.6402 \| 0.6573 \| \| 0.2094 \| 8.54 \| 3160 \| 0.5584 \| 0.6824 \| 0.8023 \| 0.8676 \| 0.9451 \| 0.8207 \| 0.8681 \| 0.5136 \| 0.8803 \| 0.9061 \| 0.6824 \| 0.8732 \| 0.6764 \| 0.7650 \| 0.3899 \| 0.7889 \| 0.6352 \| 0.6480 \| \| 0.1628 \| 8.59 \| 3180 \| 0.5262 \| 0.6964 \| 0.8051 \| 0.8744 \| 0.9411 \| 0.7867 \| 0.8729 \| 0.5033 \| 0.8861 \| 0.8976 \| 0.7483 \| 0.8692 \| 0.6749 \| 0.7693 \| 0.3892 \| 0.7865 \| 0.6787 \| 0.7067 \| \| 0.1661 \| 8.65 \| 3200 \| 0.5327 \| 0.7005 \| 0.8050 \| 0.8761 \| 0.9367 \| 0.8371 \| 0.8716 \| 0.4827 \| 0.9058 \| 0.8479 \| 0.7535 \| 0.8629 \| 0.6644 \| 0.7739 \| 0.3909 \| 0.7851 \| 0.7129 \| 0.7131 \| \| 0.4721 \| 8.7 \| 3220 \| 0.5279 \| 0.7002 \| 0.8018 \| 0.8766 \| 0.9359 \| 0.8079 \| 0.8655 \| 0.4743 \| 0.9079 \| 0.8635 \| 0.7576 \| 0.8663 \| 0.6812 \| 0.7605 \| 0.3771 \| 0.7859 \| 0.7115 \| 0.7187 \| \| 0.0703 \| 8.76 \| 3240 \| 0.4664 \| 0.7106 \| 0.8204 \| 0.8825 \| 0.9152 \| 0.8265 \| 0.8478 \| 0.5010 \| 0.9002 \| 0.8785 \| 0.8737 \| 0.8631 \| 0.6731 \| 0.7550 \| 0.3782 \| 0.7990 \| 0.7168 \| 0.7886 \| \| 0.2753 \| 8.81 \| 3260 \| 0.4006 \| 0.7247 \| 0.8180 \| 0.8945 \| 0.9523 \| 0.8096 \| 0.8616 \| 0.4366 \| 0.8913 \| 0.8826 \| 0.8921 \| 0.8811 \| 0.6908 \| 0.7512 \| 0.3619 \| 0.8111 \| 0.7225 \| 0.8542 \| \| 0.1837 \| 8.86 \| 3280 \| 0.4169 \| 0.7180 \| 0.8247 \| 0.8890 \| 0.9497 \| 0.8345 \| 0.8788 \| 0.5008 \| 0.8804 \| 0.8770 \| 0.8518 \| 0.8827 \| 0.6880 \| 0.7510 \| 0.3701 \| 0.8017 \| 0.7074 \| 0.8250 \| \| 0.152 \| 8.92 \| 3300 \| 0.5033 \| 0.6876 \| 0.8002 \| 0.8697 \| 0.9498 \| 0.8260 \| 0.8842 \| 0.4980 \| 0.8790 \| 0.8433 \| 0.7209 \| 0.8611 \| 0.6797 \| 0.7366 \| 0.3518 \| 0.7775 \| 0.7075 \| 0.6990 \| \| 0.2573 \| 8.97 \| 3320 \| 0.5029 \| 0.7023 \| 0.7983 \| 0.8805 \| 0.9496 \| 0.8027 \| 0.8716 \| 0.4214 \| 0.9036 \| 0.8821 \| 0.7569 \| 0.8711 \| 0.6779 \| 0.7529 \| 0.3727 \| 0.7932 \| 0.7183 \| 0.7304 \| \| 0.2241 \| 9.03 \| 3340 \| 0.4776 \| 0.7155 \| 0.8199 \| 0.8877 \| 0.9399 \| 0.8379 \| 0.8945 \| 0.4420 \| 0.8887 \| 0.9032 \| 0.8332 \| 0.8734 \| 0.6784 \| 0.7479 \| 0.3828 \| 0.8066 \| 0.7172 \| 0.8023 \| \| 0.1353 \| 9.08 \| 3360 \| 0.4805 \| 0.7122 \| 0.8071 \| 0.8841 \| 0.9435 \| 0.8157 \| 0.8559 \| 0.4643 \| 0.9135 \| 0.8709 \| 0.7856 \| 0.8676 \| 0.6885 \| 0.7606 \| 0.3982 \| 0.8037 \| 0.7092 \| 0.7576 \| \| 0.2888 \| 9.14 \| 3380 \| 0.5065 \| 0.7141 \| 0.8114 \| 0.8861 \| 0.9485 \| 0.8318 \| 0.8524 \| 0.4801 \| 0.9119 \| 0.8649 \| 0.7904 \| 0.8703 \| 0.6904 \| 0.7527 \| 0.3996 \| 0.8124 \| 0.7090 \| 0.7642 \| \| 0.1335 \| 9.19 \| 3400 \| 0.4572 \| 0.7229 \| 0.8273 \| 0.8894 \| 0.9437 \| 0.8470 \| 0.8592 \| 0.5295 \| 0.8975 \| 0.8785 \| 0.8356 \| 0.8735 \| 0.6861 \| 0.7644 \| 0.4015 \| 0.8087 \| 0.7227 \| 0.8030 \| \| 0.1061 \| 9.24 \| 3420 \| 0.4607 \| 0.7189 \| 0.8208 \| 0.8878 \| 0.9453 \| 0.8148 \| 0.8817 \| 0.4944 \| 0.8880 \| 0.8853 \| 0.8359 \| 0.8699 \| 0.6851 \| 0.7572 \| 0.3883 \| 0.8058 \| 0.7238 \| 0.8025 \| \| 0.2501 \| 9.3 \| 3440 \| 0.5414 \| 0.6908 \| 0.7916 \| 0.8713 \| 0.9531 \| 0.7998 \| 0.8756 \| 0.4751 \| 0.9021 \| 0.8557 \| 0.6799 \| 0.8596 \| 0.6792 \| 0.7642 \| 0.3872 \| 0.7858 \| 0.6981 \| 0.6612 \| \| 0.1097 \| 9.35 \| 3460 \| 0.5304 \| 0.6981 \| 0.8068 \| 0.8750 \| 0.9384 \| 0.8401 \| 0.8437 \| 0.4930 \| 0.9012 \| 0.8940 \| 0.7369 \| 0.8648 \| 0.6767 \| 0.7606 \| 0.3942 \| 0.7889 \| 0.6915 \| 0.7097 \| \| 0.122 \| 9.41 \| 3480 \| 0.4739 \| 0.7062 \| 0.8067 \| 0.8786 \| 0.9376 \| 0.7564 \| 0.8608 \| 0.5608 \| 0.9094 \| 0.8477 \| 0.7744 \| 0.8608 \| 0.6668 \| 0.7677 \| 0.4176 \| 0.7977 \| 0.7029 \| 0.7301 \| \| 0.2102 \| 9.46 \| 3500 \| 0.4655 \| 0.7113 \| 0.8183 \| 0.8820 \| 0.9350 \| 0.8271 \| 0.8528 \| 0.5288 \| 0.9018 \| 0.8889 \| 0.7934 \| 0.8624 \| 0.6762 \| 0.7652 \| 0.4080 \| 0.8053 \| 0.7126 \| 0.7491 \| \| 0.1169 \| 9.51 \| 3520 \| 0.5201 \| 0.7008 \| 0.7988 \| 0.8758 \| 0.9444 \| 0.8025 \| 0.8559 \| 0.5037 \| 0.9168 \| 0.8519 \| 0.7165 \| 0.8639 \| 0.6781 \| 0.7670 \| 0.4096 \| 0.7894 \| 0.7074 \| 0.6903 \| \| 0.6264 \| 9.57 \| 3540 \| 0.5133 \| 0.6964 \| 0.7993 \| 0.8757 \| 0.9458 \| 0.8025 \| 0.8797 \| 0.4804 \| 0.9068 \| 0.8670 \| 0.7127 \| 0.8682 \| 0.6785 \| 0.7571 \| 0.3860 \| 0.7925 \| 0.7047 \| 0.6875 \| \| 0.2373 \| 9.62 \| 3560 \| 0.4821 \| 0.7022 \| 0.8111 \| 0.8776 \| 0.9360 \| 0.8357 \| 0.8722 \| 0.5095 \| 0.9056 \| 0.8749 \| 0.7435 \| 0.8664 \| 0.6754 \| 0.7664 \| 0.3894 \| 0.7939 \| 0.7136 \| 0.7102 \| \| 0.3805 \| 9.68 \| 3580 \| 0.5108 \| 0.6985 \| 0.8045 \| 0.8757 \| 0.9361 \| 0.8166 \| 0.8450 \| 0.5232 \| 0.9135 \| 0.8485 \| 0.7483 \| 0.8654 \| 0.6738 \| 0.7538 \| 0.3882 \| 0.7917 \| 0.7107 \| 0.7062 \| \| 0.237 \| 9.73 \| 3600 \| 0.5523 \| 0.6863 \| 0.7982 \| 0.8681 \| 0.9384 \| 0.8199 \| 0.8666 \| 0.5222 \| 0.9065 \| 0.8604 \| 0.6735 \| 0.8622 \| 0.6765 \| 0.7646 \| 0.4105 \| 0.7899 \| 0.6590 \| 0.6414 \| \| 0.1482 \| 9.78 \| 3620 \| 0.5941 \| 0.6820 \| 0.8039 \| 0.8643 \| 0.9280 \| 0.8276 \| 0.8820 \| 0.5199 \| 0.8856 \| 0.9067 \| 0.6775 \| 0.8624 \| 0.6734 \| 0.7643 \| 0.4165 \| 0.7838 \| 0.6345 \| 0.6393 \| \| 0.1805 \| 9.84 \| 3640 \| 0.6438 \| 0.6796 \| 0.7864 \| 0.8652 \| 0.9350 \| 0.7989 \| 0.8489 \| 0.4813 \| 0.9166 \| 0.8611 \| 0.6631 \| 0.8624 \| 0.6714 \| 0.7556 \| 0.4067 \| 0.7858 \| 0.6458 \| 0.6293 \| \| 0.239 \| 9.89 \| 3660 \| 0.4694 \| 0.7002 \| 0.8129 \| 0.8774 \| 0.9367 \| 0.8162 \| 0.8671 \| 0.5162 \| 0.8852 \| 0.8713 \| 0.7978 \| 0.8658 \| 0.6771 \| 0.7579 \| 0.3663 \| 0.7945 \| 0.6914 \| 0.7483 \| \| 0.2104 \| 9.95 \| 3680 \| 0.4891 \| 0.7038 \| 0.8162 \| 0.8789 \| 0.9426 \| 0.8106 \| 0.8472 \| 0.5556 \| 0.8854 \| 0.8730 \| 0.7987 \| 0.8706 \| 0.6809 \| 0.7598 \| 0.3556 \| 0.7913 \| 0.7074 \| 0.7607 \| \| 0.1765 \| 10.0 \| 3700 \| 0.5206 \| 0.6970 \| 0.8066 \| 0.8750 \| 0.9372 \| 0.8411 \| 0.8607 \| 0.4818 \| 0.8967 \| 0.8782 \| 0.7505 \| 0.8660 \| 0.6826 \| 0.7633 \| 0.3571 \| 0.7837 \| 0.7077 \| 0.7183 \| \| 0.0946 \| 10.05 \| 3720 \| 0.5914 \| 0.6823 \| 0.7823 \| 0.8700 \| 0.9417 \| 0.7156 \| 0.8745 \| 0.4482 \| 0.9023 \| 0.8800 \| 0.7136 \| 0.8645 \| 0.6400 \| 0.7556 \| 0.3600 \| 0.7790 \| 0.6934 \| 0.6835 \| \| 0.1405 \| 10.11 \| 3740 \| 0.5498 \| 0.6925 \| 0.7974 \| 0.8749 \| 0.9437 \| 0.7456 \| 0.8604 \| 0.4931 \| 0.8924 \| 0.8882 \| 0.7584 \| 0.8668 \| 0.6513 \| 0.7552 \| 0.3623 \| 0.7877 \| 0.6997 \| 0.7247 \| \| 0.1388 \| 10.16 \| 3760 \| 0.5357 \| 0.6968 \| 0.7967 \| 0.8774 \| 0.9471 \| 0.8022 \| 0.8386 \| 0.4642 \| 0.9113 \| 0.8707 \| 0.7430 \| 0.8712 \| 0.6730 \| 0.7566 \| 0.3697 \| 0.7928 \| 0.7060 \| 0.7084 \| \| 0.1771 \| 10.22 \| 3780 \| 0.6115 \| 0.6831 \| 0.7889 \| 0.8675 \| 0.9348 \| 0.8152 \| 0.8740 \| 0.4634 \| 0.9171 \| 0.8440 \| 0.6736 \| 0.8677 \| 0.6903 \| 0.7642 \| 0.3713 \| 0.7792 \| 0.6652 \| 0.6438 \| \| 0.1444 \| 10.27 \| 3800 \| 0.6109 \| 0.6864 \| 0.7940 \| 0.8691 \| 0.9423 \| 0.8238 \| 0.8708 \| 0.4760 \| 0.9064 \| 0.8655 \| 0.6734 \| 0.8671 \| 0.6874 \| 0.7687 \| 0.3885 \| 0.7852 \| 0.6643 \| 0.6436 \| \| 0.1396 \| 10.32 \| 3820 \| 0.5184 \| 0.7008 \| 0.8145 \| 0.8741 \| 0.9314 \| 0.8091 \| 0.8466 \| 0.5851 \| 0.9004 \| 0.8896 \| 0.7393 \| 0.8691 \| 0.6783 \| 0.7650 \| 0.4179 \| 0.7852 \| 0.6960 \| 0.6940 \| \| 0.1081 \| 10.38 \| 3840 \| 0.4741 \| 0.7096 \| 0.8148 \| 0.8802 \| 0.9375 \| 0.8211 \| 0.8672 \| 0.5263 \| 0.9007 \| 0.8757 \| 0.7750 \| 0.8676 \| 0.6857 \| 0.7702 \| 0.4048 \| 0.7939 \| 0.7166 \| 0.7286 \| \| 0.1524 \| 10.43 \| 3860 \| 0.4823 \| 0.7103 \| 0.8144 \| 0.8825 \| 0.9334 \| 0.8009 \| 0.8934 \| 0.4991 \| 0.8977 \| 0.8631 \| 0.8131 \| 0.8663 \| 0.6799 \| 0.7609 \| 0.3795 \| 0.7978 \| 0.7156 \| 0.7721 \| \| 0.9599 \| 10.49 \| 3880 \| 0.4986 \| 0.7052 \| 0.8120 \| 0.8789 \| 0.9277 \| 0.8567 \| 0.8765 \| 0.4741 \| 0.9100 \| 0.8699 \| 0.7694 \| 0.8619 \| 0.6791 \| 0.7645 \| 0.3910 \| 0.7948 \| 0.7114 \| 0.7337 \| \| 0.1149 \| 10.54 \| 3900 \| 0.4714 \| 0.7129 \| 0.8183 \| 0.8819 \| 0.9337 \| 0.8206 \| 0.8717 \| 0.5011 \| 0.8914 \| 0.9065 \| 0.8033 \| 0.8634 \| 0.6916 \| 0.7739 \| 0.3999 \| 0.7990 \| 0.7125 \| 0.7499 \| \| 0.1256 \| 10.59 \| 3920 \| 0.5573 \| 0.6929 \| 0.7990 \| 0.8698 \| 0.9333 \| 0.7965 \| 0.8690 \| 0.5079 \| 0.9008 \| 0.8673 \| 0.7179 \| 0.8593 \| 0.6822 \| 0.7692 \| 0.3795 \| 0.7751 \| 0.7116 \| 0.6736 \| \| 0.158 \| 10.65 \| 3940 \| 0.5614 \| 0.6934 \| 0.8102 \| 0.8707 \| 0.9232 \| 0.8543 \| 0.8500 \| 0.5118 \| 0.8974 \| 0.8908 \| 0.7438 \| 0.8604 \| 0.6705 \| 0.7624 \| 0.3783 \| 0.7776 \| 0.7074 \| 0.6972 \| \| 0.0693 \| 10.7 \| 3960 \| 0.5446 \| 0.6953 \| 0.8007 \| 0.8723 \| 0.9379 \| 0.8160 \| 0.8718 \| 0.4593 \| 0.8911 \| 0.8970 \| 0.7315 \| 0.8591 \| 0.6834 \| 0.7616 \| 0.3788 \| 0.7800 \| 0.7144 \| 0.6895 \| \| 0.1369 \| 10.76 \| 3980 \| 0.5633 \| 0.6895 \| 0.7988 \| 0.8694 \| 0.9320 \| 0.8285 \| 0.8722 \| 0.4870 \| 0.9071 \| 0.8685 \| 0.6962 \| 0.8586 \| 0.6812 \| 0.7700 \| 0.3828 \| 0.7845 \| 0.6935 \| 0.6554 \| \| 0.1034 \| 10.81 \| 4000 \| 0.5001 \| 0.7074 \| 0.8234 \| 0.8781 \| 0.9387 \| 0.8294 \| 0.8683 \| 0.5886 \| 0.8856 \| 0.8867 \| 0.7662 \| 0.8622 \| 0.6791 \| 0.7719 \| 0.4064 \| 0.7969 \| 0.7092 \| 0.7260 \| \| 0.1418 \| 10.86 \| 4020 \| 0.5075 \| 0.7002 \| 0.8130 \| 0.8773 \| 0.9377 \| 0.8373 \| 0.8523 \| 0.5111 \| 0.8922 \| 0.8864 \| 0.7739 \| 0.8618 \| 0.6792 \| 0.7700 \| 0.3629 \| 0.7998 \| 0.6969 \| 0.7309 \| \| 0.3032 \| 10.92 \| 4040 \| 0.4956 \| 0.7048 \| 0.8140 \| 0.8802 \| 0.9397 \| 0.8100 \| 0.8448 \| 0.5330 \| 0.8947 \| 0.8756 \| 0.8001 \| 0.8647 \| 0.6779 \| 0.7694 \| 0.3635 \| 0.8030 \| 0.7010 \| 0.7541 \| \| 0.5018 \| 10.97 \| 4060 \| 0.4593 \| 0.7106 \| 0.8173 \| 0.8836 \| 0.9289 \| 0.8175 \| 0.8638 \| 0.5043 \| 0.9047 \| 0.8772 \| 0.8246 \| 0.8684 \| 0.6841 \| 0.7629 \| 0.3601 \| 0.8030 \| 0.7144 \| 0.7810 \| \| 0.2459 \| 11.03 \| 4080 \| 0.4838 \| 0.7113 \| 0.8166 \| 0.8856 \| 0.9435 \| 0.8489 \| 0.8586 \| 0.4825 \| 0.9041 \| 0.8770 \| 0.8014 \| 0.8714 \| 0.6883 \| 0.7590 \| 0.3663 \| 0.8124 \| 0.7128 \| 0.7691 \| \| 0.1309 \| 11.08 \| 4100 \| 0.5770 \| 0.6777 \| 0.7948 \| 0.8650 \| 0.9474 \| 0.8369 \| 0.8296 \| 0.5281 \| 0.8970 \| 0.8552 \| 0.6696 \| 0.8627 \| 0.6675 \| 0.7578 \| 0.3589 \| 0.7804 \| 0.6718 \| 0.6450 \| \| 0.0667 \| 11.14 \| 4120 \| 0.5862 \| 0.6822 \| 0.7895 \| 0.8669 \| 0.9409 \| 0.8124 \| 0.8650 \| 0.4713 \| 0.9090 \| 0.8675 \| 0.6602 \| 0.8645 \| 0.6809 \| 0.7679 \| 0.3647 \| 0.7775 \| 0.6871 \| 0.6331 \| \| 0.1616 \| 11.19 \| 4140 \| 0.4892 \| 0.7126 \| 0.8063 \| 0.8856 \| 0.9422 \| 0.8165 \| 0.8658 \| 0.4276 \| 0.9103 \| 0.8745 \| 0.8074 \| 0.8644 \| 0.6867 \| 0.7632 \| 0.3770 \| 0.8082 \| 0.7201 \| 0.7689 \| \| 0.0772 \| 11.24 \| 4160 \| 0.4894 \| 0.7117 \| 0.8198 \| 0.8824 \| 0.9428 \| 0.8579 \| 0.8460 \| 0.5232 \| 0.8940 \| 0.8710 \| 0.8033 \| 0.8620 \| 0.6829 \| 0.7607 \| 0.3884 \| 0.8027 \| 0.7202 \| 0.7649 \| \| 0.145 \| 11.3 \| 4180 \| 0.4947 \| 0.7079 \| 0.8052 \| 0.8819 \| 0.9416 \| 0.7954 \| 0.8507 \| 0.4770 \| 0.9104 \| 0.8821 \| 0.7794 \| 0.8658 \| 0.6836 \| 0.7666 \| 0.3990 \| 0.8058 \| 0.6937 \| 0.7409 \| \| 0.2545 \| 11.35 \| 4200 \| 0.5643 \| 0.6948 \| 0.7995 \| 0.8729 \| 0.9391 \| 0.8174 \| 0.8499 \| 0.5036 \| 0.9140 \| 0.8680 \| 0.7044 \| 0.8653 \| 0.6851 \| 0.7664 \| 0.4014 \| 0.7906 \| 0.6826 \| 0.6720 \| \| 0.1577 \| 11.41 \| 4220 \| 0.5282 \| 0.6957 \| 0.8024 \| 0.8746 \| 0.9392 \| 0.8311 \| 0.8691 \| 0.4776 \| 0.9048 \| 0.8670 \| 0.7281 \| 0.8645 \| 0.6855 \| 0.7680 \| 0.3843 \| 0.7944 \| 0.6832 \| 0.6901 \| \| 0.1623 \| 11.46 \| 4240 \| 0.5951 \| 0.6843 \| 0.7962 \| 0.8692 \| 0.9421 \| 0.8296 \| 0.8669 \| 0.4804 \| 0.9044 \| 0.8796 \| 0.6704 \| 0.8690 \| 0.6853 \| 0.7667 \| 0.3798 \| 0.7922 \| 0.6597 \| 0.6372 \| \| 0.257 \| 11.51 \| 4260 \| 0.5655 \| 0.6858 \| 0.7965 \| 0.8708 \| 0.9448 \| 0.8252 \| 0.8663 \| 0.4579 \| 0.8944 \| 0.8835 \| 0.7034 \| 0.8685 \| 0.6849 \| 0.7679 \| 0.3601 \| 0.7920 \| 0.6661 \| 0.6613 \| \| 0.0991 \| 11.57 \| 4280 \| 0.5676 \| 0.6887 \| 0.7975 \| 0.8704 \| 0.9344 \| 0.8123 \| 0.8720 \| 0.4865 \| 0.9074 \| 0.8677 \| 0.7023 \| 0.8662 \| 0.6827 \| 0.7706 \| 0.3776 \| 0.7864 \| 0.6753 \| 0.6619 \| \| 0.2156 \| 11.62 \| 4300 \| 0.4649 \| 0.7140 \| 0.8241 \| 0.8857 \| 0.9389 \| 0.7820 \| 0.8824 \| 0.5541 \| 0.8847 \| 0.8888 \| 0.8376 \| 0.8728 \| 0.6756 \| 0.7683 \| 0.3768 \| 0.8092 \| 0.7127 \| 0.7826 \| \| 0.1035 \| 11.68 \| 4320 \| 0.4957 \| 0.7082 \| 0.8054 \| 0.8808 \| 0.9357 \| 0.8112 \| 0.8578 \| 0.4838 \| 0.9143 \| 0.8404 \| 0.7946 \| 0.8713 \| 0.6885 \| 0.7577 \| 0.3826 \| 0.7875 \| 0.7215 \| 0.7480 \| \| 0.1514 \| 11.73 \| 4340 \| 0.4930 \| 0.7073 \| 0.8107 \| 0.8792 \| 0.9374 \| 0.8345 \| 0.8629 \| 0.5147 \| 0.9073 \| 0.8414 \| 0.7770 \| 0.8711 \| 0.6904 \| 0.7601 \| 0.3964 \| 0.7871 \| 0.7140 \| 0.7324 \| \| 0.1573 \| 11.78 \| 4360 \| 0.5794 \| 0.6896 \| 0.7959 \| 0.8704 \| 0.9485 \| 0.8130 \| 0.8560 \| 0.5058 \| 0.9057 \| 0.8696 \| 0.6725 \| 0.8680 \| 0.6896 \| 0.7615 \| 0.4024 \| 0.7888 \| 0.6749 \| 0.6422 \| \| 0.1051 \| 11.84 \| 4380 \| 0.5103 \| 0.7027 \| 0.8111 \| 0.8778 \| 0.9386 \| 0.8408 \| 0.8751 \| 0.4967 \| 0.9034 \| 0.8940 \| 0.7294 \| 0.8729 \| 0.6863 \| 0.7694 \| 0.4073 \| 0.7950 \| 0.6985 \| 0.6897 \| \| 0.2098 \| 11.89 \| 4400 \| 0.5512 \| 0.7001 \| 0.7944 \| 0.8772 \| 0.9505 \| 0.8314 \| 0.8697 \| 0.4333 \| 0.9173 \| 0.8512 \| 0.7077 \| 0.8671 \| 0.6847 \| 0.7678 \| 0.3907 \| 0.7905 \| 0.7223 \| 0.6775 \| \| 0.1623 \| 11.95 \| 4420 \| 0.5274 \| 0.7010 \| 0.8061 \| 0.8765 \| 0.9487 \| 0.8456 \| 0.8751 \| 0.4888 \| 0.9004 \| 0.8683 \| 0.7156 \| 0.8693 \| 0.6833 \| 0.7690 \| 0.3990 \| 0.7887 \| 0.7145 \| 0.6832 \| \| 0.1104 \| 12.0 \| 4440 \| 0.5310 \| 0.7025 \| 0.8094 \| 0.8753 \| 0.9391 \| 0.8334 \| 0.8675 \| 0.5172 \| 0.9003 \| 0.8800 \| 0.7280 \| 0.8677 \| 0.6850 \| 0.7711 \| 0.4001 \| 0.7804 \| 0.7222 \| 0.6912 \| \| 0.211 \| 12.05 \| 4460 \| 0.5243 \| 0.7053 \| 0.8045 \| 0.8775 \| 0.9370 \| 0.8123 \| 0.8782 \| 0.4890 \| 0.9108 \| 0.8623 \| 0.7422 \| 0.8696 \| 0.6880 \| 0.7698 \| 0.4005 \| 0.7822 \| 0.7243 \| 0.7029 \| \| 0.1944 \| 12.11 \| 4480 \| 0.5550 \| 0.7014 \| 0.8063 \| 0.8744 \| 0.9407 \| 0.8288 \| 0.8712 \| 0.5126 \| 0.9023 \| 0.8725 \| 0.7159 \| 0.8677 \| 0.6898 \| 0.7732 \| 0.4011 \| 0.7779 \| 0.7150 \| 0.6852 \| \| 0.1553 \| 12.16 \| 4500 \| 0.5307 \| 0.7063 \| 0.8118 \| 0.8780 \| 0.9432 \| 0.8511 \| 0.8547 \| 0.5245 \| 0.9070 \| 0.8700 \| 0.7321 \| 0.8710 \| 0.6856 \| 0.7711 \| 0.4126 \| 0.7878 \| 0.7188 \| 0.6971 \| \| 0.1606 \| 12.22 \| 4520 \| 0.4892 \| 0.7123 \| 0.8178 \| 0.8817 \| 0.9317 \| 0.8140 \| 0.8735 \| 0.5241 \| 0.9010 \| 0.8892 \| 0.7915 \| 0.8699 \| 0.6862 \| 0.7664 \| 0.4039 \| 0.7931 \| 0.7198 \| 0.7469 \| \| 0.2076 \| 12.27 \| 4540 \| 0.4659 \| 0.7240 \| 0.8295 \| 0.8892 \| 0.9358 \| 0.8227 \| 0.8704 \| 0.5564 \| 0.9004 \| 0.8795 \| 0.8411 \| 0.8739 \| 0.6929 \| 0.7671 \| 0.4116 \| 0.8116 \| 0.7208 \| 0.7903 \| \| 0.1691 \| 12.32 \| 4560 \| 0.4532 \| 0.7221 \| 0.8269 \| 0.8886 \| 0.9430 \| 0.8278 \| 0.8553 \| 0.5435 \| 0.8952 \| 0.8892 \| 0.8341 \| 0.8734 \| 0.6893 \| 0.7655 \| 0.4137 \| 0.8116 \| 0.7164 \| 0.7852 \| \| 0.0608 \| 12.38 \| 4580 \| 0.4673 \| 0.7258 \| 0.8270 \| 0.8911 \| 0.9378 \| 0.8305 \| 0.8636 \| 0.5196 \| 0.9048 \| 0.8837 \| 0.8490 \| 0.8768 \| 0.6909 \| 0.7660 \| 0.4129 \| 0.8126 \| 0.7219 \| 0.7995 \| \| 0.0709 \| 12.43 \| 4600 \| 0.4770 \| 0.7231 \| 0.8252 \| 0.8896 \| 0.9381 \| 0.8149 \| 0.8688 \| 0.5247 \| 0.9007 \| 0.8877 \| 0.8415 \| 0.8746 \| 0.6857 \| 0.7628 \| 0.4076 \| 0.8100 \| 0.7272 \| 0.7934 \| \| 0.1155 \| 12.49 \| 4620 \| 0.4650 \| 0.7160 \| 0.8185 \| 0.8870 \| 0.9423 \| 0.8251 \| 0.8675 \| 0.4938 \| 0.8978 \| 0.8726 \| 0.8306 \| 0.8729 \| 0.6909 \| 0.7583 \| 0.3734 \| 0.8066 \| 0.7257 \| 0.7843 \| \| 0.2714 \| 12.54 \| 4640 \| 0.5005 \| 0.7109 \| 0.8199 \| 0.8828 \| 0.9338 \| 0.8412 \| 0.8512 \| 0.5115 \| 0.8969 \| 0.8885 \| 0.8164 \| 0.8686 \| 0.6843 \| 0.7655 \| 0.3729 \| 0.7985 \| 0.7102 \| 0.7766 \| \| 0.1586 \| 12.59 \| 4660 \| 0.4738 \| 0.7179 \| 0.8261 \| 0.8871 \| 0.9363 \| 0.8269 \| 0.8478 \| 0.5486 \| 0.8983 \| 0.8830 \| 0.8420 \| 0.8739 \| 0.6801 \| 0.7652 \| 0.3909 \| 0.8062 \| 0.7084 \| 0.8009 \| \| 0.3566 \| 12.65 \| 4680 \| 0.4770 \| 0.7160 \| 0.8213 \| 0.8871 \| 0.9429 \| 0.8264 \| 0.8607 \| 0.5180 \| 0.9007 \| 0.8871 \| 0.8130 \| 0.8751 \| 0.6817 \| 0.7674 \| 0.3938 \| 0.8112 \| 0.7061 \| 0.7767 \| \| 0.1293 \| 12.7 \| 4700 \| 0.4729 \| 0.7157 \| 0.8246 \| 0.8866 \| 0.9413 \| 0.8350 \| 0.8620 \| 0.5194 \| 0.8920 \| 0.9012 \| 0.8213 \| 0.8767 \| 0.6836 \| 0.7690 \| 0.3903 \| 0.8079 \| 0.7029 \| 0.7795 \| \| 0.2317 \| 12.76 \| 4720 \| 0.4741 \| 0.7194 \| 0.8218 \| 0.8872 \| 0.9358 \| 0.8083 \| 0.8612 \| 0.5258 \| 0.9047 \| 0.8948 \| 0.8219 \| 0.8718 \| 0.6812 \| 0.7711 \| 0.4119 \| 0.8078 \| 0.7092 \| 0.7827 \| \| 0.1032 \| 12.81 \| 4740 \| 0.4636 \| 0.7207 \| 0.8248 \| 0.8871 \| 0.9393 \| 0.8171 \| 0.8644 \| 0.5568 \| 0.9019 \| 0.8718 \| 0.8221 \| 0.8707 \| 0.6836 \| 0.7695 \| 0.4159 \| 0.8074 \| 0.7134 \| 0.7844 \| \| 0.1157 \| 12.86 \| 4760 \| 0.4825 \| 0.7105 \| 0.8214 \| 0.8821 \| 0.9385 \| 0.8118 \| 0.8807 \| 0.5477 \| 0.8905 \| 0.8918 \| 0.7886 \| 0.8714 \| 0.6887 \| 0.7697 \| 0.4080 \| 0.8062 \| 0.6768 \| 0.7527 \| \| 0.1749 \| 12.92 \| 4780 \| 0.5870 \| 0.6970 \| 0.8021 \| 0.8747 \| 0.9416 \| 0.8252 \| 0.8663 \| 0.5061 \| 0.9115 \| 0.8480 \| 0.7162 \| 0.8662 \| 0.6841 \| 0.7745 \| 0.4039 \| 0.7947 \| 0.6703 \| 0.6854 \| \| 0.1278 \| 12.97 \| 4800 \| 0.5370 \| 0.7086 \| 0.8091 \| 0.8818 \| 0.9374 \| 0.8212 \| 0.8687 \| 0.4876 \| 0.9147 \| 0.8635 \| 0.7707 \| 0.8682 \| 0.6952 \| 0.7744 \| 0.4023 \| 0.8074 \| 0.6793 \| 0.7336 \| \| 0.1008 \| 13.03 \| 4820 \| 0.5594 \| 0.6944 \| 0.8062 \| 0.8723 \| 0.9373 \| 0.8379 \| 0.8844 \| 0.4923 \| 0.8936 \| 0.8838 \| 0.7142 \| 0.8653 \| 0.6945 \| 0.7722 \| 0.3868 \| 0.7876 \| 0.6721 \| 0.6822 \| \| 0.1732 \| 13.08 \| 4840 \| 0.5512 \| 0.6985 \| 0.8104 \| 0.8740 \| 0.9340 \| 0.8407 \| 0.8845 \| 0.5203 \| 0.9018 \| 0.8753 \| 0.7164 \| 0.8670 \| 0.6923 \| 0.7727 \| 0.4072 \| 0.7908 \| 0.6745 \| 0.6850 \| \| 0.1677 \| 13.14 \| 4860 \| 0.5072 \| 0.7081 \| 0.8136 \| 0.8834 \| 0.9446 \| 0.8437 \| 0.8804 \| 0.4798 \| 0.9025 \| 0.8683 \| 0.7759 \| 0.8742 \| 0.6916 \| 0.7685 \| 0.3934 \| 0.8112 \| 0.6781 \| 0.7398 \| \| 0.1052 \| 13.19 \| 4880 \| 0.4882 \| 0.7192 \| 0.8145 \| 0.8896 \| 0.9517 \| 0.8136 \| 0.8757 \| 0.4702 \| 0.9035 \| 0.8740 \| 0.8130 \| 0.8751 \| 0.6911 \| 0.7729 \| 0.3919 \| 0.8143 \| 0.7094 \| 0.7797 \| \| 0.3023 \| 13.24 \| 4900 \| 0.4847 \| 0.7241 \| 0.8221 \| 0.8918 \| 0.9395 \| 0.8436 \| 0.8724 \| 0.4620 \| 0.9068 \| 0.8812 \| 0.8488 \| 0.8762 \| 0.6909 \| 0.7692 \| 0.3885 \| 0.8118 \| 0.7225 \| 0.8095 \| \| 0.0676 \| 13.3 \| 4920 \| 0.4604 \| 0.7284 \| 0.8260 \| 0.8926 \| 0.9418 \| 0.8318 \| 0.8744 \| 0.5011 \| 0.9048 \| 0.8818 \| 0.8466 \| 0.8747 \| 0.6887 \| 0.7766 \| 0.4114 \| 0.8137 \| 0.7245 \| 0.8092 \| \| 0.2334 \| 13.35 \| 4940 \| 0.5013 \| 0.7271 \| 0.8324 \| 0.8912 \| 0.9322 \| 0.8464 \| 0.8866 \| 0.5178 \| 0.9004 \| 0.8967 \| 0.8464 \| 0.8738 \| 0.6821 \| 0.7749 \| 0.4163 \| 0.8110 \| 0.7241 \| 0.8079 \| \| 0.264 \| 13.41 \| 4960 \| 0.5389 \| 0.7004 \| 0.8117 \| 0.8756 \| 0.9371 \| 0.8110 \| 0.8914 \| 0.5436 \| 0.8997 \| 0.8760 \| 0.7228 \| 0.8701 \| 0.6816 \| 0.7743 \| 0.4175 \| 0.7942 \| 0.6752 \| 0.6900 \| \| 0.1266 \| 13.46 \| 4980 \| 0.5829 \| 0.6898 \| 0.8025 \| 0.8698 \| 0.9459 \| 0.8180 \| 0.8711 \| 0.5304 \| 0.8921 \| 0.8749 \| 0.6853 \| 0.8633 \| 0.6867 \| 0.7669 \| 0.4012 \| 0.7904 \| 0.6638 \| 0.6562 \| \| 0.9889 \| 13.51 \| 5000 \| 0.5592 \| 0.6921 \| 0.8041 \| 0.8715 \| 0.9415 \| 0.8460 \| 0.8747 \| 0.5050 \| 0.9013 \| 0.8745 \| 0.6859 \| 0.8654 \| 0.6892 \| 0.7706 \| 0.4058 \| 0.7943 \| 0.6646 \| 0.6549 \| \| 0.0844 \| 13.57 \| 5020 \| 0.6120 \| 0.6885 \| 0.8003 \| 0.8690 \| 0.9420 \| 0.8217 \| 0.8554 \| 0.5179 \| 0.9006 \| 0.8933 \| 0.6711 \| 0.8646 \| 0.6896 \| 0.7622 \| 0.4098 \| 0.7913 \| 0.6582 \| 0.6439 \| \| 0.1035 \| 13.62 \| 5040 \| 0.5904 \| 0.7034 \| 0.7973 \| 0.8764 \| 0.9387 \| 0.8138 \| 0.8376 \| 0.4908 \| 0.9280 \| 0.8430 \| 0.7293 \| 0.8653 \| 0.6911 \| 0.7582 \| 0.4120 \| 0.7863 \| 0.7156 \| 0.6957 \| \| 0.1744 \| 13.68 \| 5060 \| 0.4922 \| 0.7183 \| 0.8213 \| 0.8850 \| 0.9413 \| 0.8252 \| 0.8593 \| 0.5281 \| 0.8953 \| 0.8871 \| 0.8124 \| 0.8650 \| 0.6927 \| 0.7611 \| 0.4027 \| 0.8027 \| 0.7286 \| 0.7751 \| \| 0.187 \| 13.73 \| 5080 \| 0.4829 \| 0.7179 \| 0.8169 \| 0.8854 \| 0.9394 \| 0.8254 \| 0.8582 \| 0.5190 \| 0.9115 \| 0.8645 \| 0.8007 \| 0.8654 \| 0.6896 \| 0.7631 \| 0.4069 \| 0.8057 \| 0.7300 \| 0.7649 \| \| 0.1855 \| 13.78 \| 5100 \| 0.4941 \| 0.7183 \| 0.8256 \| 0.8851 \| 0.9316 \| 0.8356 \| 0.8628 \| 0.5307 \| 0.8972 \| 0.8985 \| 0.8224 \| 0.8642 \| 0.6851 \| 0.7642 \| 0.4131 \| 0.8063 \| 0.7216 \| 0.7737 \| \| 0.0794 \| 13.84 \| 5120 \| 0.4800 \| 0.7199 \| 0.8183 \| 0.8868 \| 0.9403 \| 0.8018 \| 0.8669 \| 0.5106 \| 0.9023 \| 0.8917 \| 0.8145 \| 0.8680 \| 0.6885 \| 0.7742 \| 0.4123 \| 0.8075 \| 0.7186 \| 0.7702 \| \| 0.1965 \| 13.89 \| 5140 \| 0.4668 \| 0.7143 \| 0.8158 \| 0.8829 \| 0.9415 \| 0.8281 \| 0.8750 \| 0.5131 \| 0.9015 \| 0.8663 \| 0.7849 \| 0.8671 \| 0.6963 \| 0.7753 \| 0.3950 \| 0.7972 \| 0.7236 \| 0.7455 \| \| 0.0808 \| 13.95 \| 5160 \| 0.4898 \| 0.7116 \| 0.8142 \| 0.8804 \| 0.9359 \| 0.8242 \| 0.8714 \| 0.5208 \| 0.9059 \| 0.8712 \| 0.7697 \| 0.8697 \| 0.6968 \| 0.7718 \| 0.4001 \| 0.7887 \| 0.7242 \| 0.7297 \| \| 0.1323 \| 14.0 \| 5180 \| 0.4871 \| 0.7175 \| 0.8172 \| 0.8843 \| 0.9384 \| 0.8075 \| 0.8845 \| 0.5179 \| 0.9014 \| 0.8702 \| 0.8004 \| 0.8695 \| 0.6942 \| 0.7705 \| 0.4082 \| 0.7967 \| 0.7273 \| 0.7560 \| \| 0.052 \| 14.05 \| 5200 \| 0.4886 \| 0.7227 \| 0.8219 \| 0.8886 \| 0.9366 \| 0.8515 \| 0.8754 \| 0.4846 \| 0.9090 \| 0.8740 \| 0.8221 \| 0.8712 \| 0.6937 \| 0.7715 \| 0.4067 \| 0.8059 \| 0.7264 \| 0.7834 \| \| 1.5334 \| 14.11 \| 5220 \| 0.4957 \| 0.7222 \| 0.8195 \| 0.8869 \| 0.9358 \| 0.8362 \| 0.8734 \| 0.5082 \| 0.9151 \| 0.8657 \| 0.8020 \| 0.8719 \| 0.7029 \| 0.7736 \| 0.4188 \| 0.8028 \| 0.7262 \| 0.7592 \| \| 0.1475 \| 14.16 \| 5240 \| 0.5308 \| 0.7140 \| 0.8197 \| 0.8818 \| 0.9361 \| 0.8319 \| 0.8961 \| 0.5282 \| 0.9006 \| 0.8796 \| 0.7653 \| 0.8694 \| 0.6954 \| 0.7721 \| 0.4203 \| 0.7961 \| 0.7159 \| 0.7290 \| \| 0.1126 \| 14.22 \| 5260 \| 0.5163 \| 0.7099 \| 0.8090 \| 0.8804 \| 0.9406 \| 0.8275 \| 0.8881 \| 0.4893 \| 0.9090 \| 0.8539 \| 0.7544 \| 0.8684 \| 0.6979 \| 0.7755 \| 0.4073 \| 0.7937 \| 0.7105 \| 0.7162 \| \| 0.0525 \| 14.27 \| 5280 \| 0.6142 \| 0.7024 \| 0.8039 \| 0.8757 \| 0.9418 \| 0.8341 \| 0.8721 \| 0.4929 \| 0.9109 \| 0.8670 \| 0.7086 \| 0.8672 \| 0.6992 \| 0.7703 \| 0.4105 \| 0.7875 \| 0.7030 \| 0.6793 \| \| 0.1045 \| 14.32 \| 5300 \| 0.5200 \| 0.7119 \| 0.8169 \| 0.8796 \| 0.9341 \| 0.8416 \| 0.8705 \| 0.5419 \| 0.9114 \| 0.8742 \| 0.7447 \| 0.8706 \| 0.6957 \| 0.7718 \| 0.4245 \| 0.7893 \| 0.7229 \| 0.7082 \| \| 0.1537 \| 14.38 \| 5320 \| 0.5363 \| 0.7092 \| 0.8092 \| 0.8790 \| 0.9381 \| 0.8420 \| 0.8620 \| 0.5041 \| 0.9168 \| 0.8662 \| 0.7350 \| 0.8705 \| 0.6993 \| 0.7731 \| 0.4169 \| 0.7890 \| 0.7179 \| 0.6979 \| \| 0.0836 \| 14.43 \| 5340 \| 0.5465 \| 0.7087 \| 0.8097 \| 0.8799 \| 0.9502 \| 0.8128 \| 0.8736 \| 0.5116 \| 0.8995 \| 0.8890 \| 0.7315 \| 0.8736 \| 0.6965 \| 0.7743 \| 0.4144 \| 0.7927 \| 0.7114 \| 0.6980 \| \| 0.1907 \| 14.49 \| 5360 \| 0.5253 \| 0.7122 \| 0.8206 \| 0.8801 \| 0.9358 \| 0.8275 \| 0.8897 \| 0.5488 \| 0.8987 \| 0.8970 \| 0.7466 \| 0.8707 \| 0.6915 \| 0.7763 \| 0.4244 \| 0.7914 \| 0.7185 \| 0.7123 \| \| 0.1354 \| 14.54 \| 5380 \| 0.4917 \| 0.7242 \| 0.8327 \| 0.8873 \| 0.9352 \| 0.8341 \| 0.8768 \| 0.5954 \| 0.9038 \| 0.8809 \| 0.8026 \| 0.8707 \| 0.6870 \| 0.7787 \| 0.4357 \| 0.8082 \| 0.7206 \| 0.7684 \| \| 0.0947 \| 14.59 \| 5400 \| 0.4813 \| 0.7270 \| 0.8290 \| 0.8891 \| 0.9390 \| 0.8270 \| 0.8627 \| 0.5546 \| 0.9021 \| 0.8977 \| 0.8198 \| 0.8724 \| 0.6928 \| 0.7771 \| 0.4387 \| 0.8082 \| 0.7185 \| 0.7811 \| \| 0.1314 \| 14.65 \| 5420 \| 0.5243 \| 0.7067 \| 0.8049 \| 0.8797 \| 0.9416 \| 0.8445 \| 0.8690 \| 0.4635 \| 0.9149 \| 0.8531 \| 0.7475 \| 0.8690 \| 0.6921 \| 0.7716 \| 0.4037 \| 0.7931 \| 0.7061 \| 0.7115 \| \| 0.2984 \| 14.7 \| 5440 \| 0.5308 \| 0.7039 \| 0.8090 \| 0.8778 \| 0.9402 \| 0.8337 \| 0.8739 \| 0.4858 \| 0.9021 \| 0.8947 \| 0.7328 \| 0.8720 \| 0.6960 \| 0.7715 \| 0.3999 \| 0.7905 \| 0.6985 \| 0.6992 \| \| 0.1504 \| 14.76 \| 5460 \| 0.5163 \| 0.7054 \| 0.8012 \| 0.8791 \| 0.9426 \| 0.8090 \| 0.8573 \| 0.4633 \| 0.9135 \| 0.8783 \| 0.7445 \| 0.8692 \| 0.6871 \| 0.7710 \| 0.3978 \| 0.7902 \| 0.7130 \| 0.7094 \| \| 0.1155 \| 14.81 \| 5480 \| 0.5011 \| 0.7114 \| 0.8149 \| 0.8831 \| 0.9414 \| 0.8547 \| 0.8500 \| 0.4774 \| 0.9055 \| 0.9037 \| 0.7716 \| 0.8740 \| 0.6909 \| 0.7686 \| 0.4004 \| 0.7999 \| 0.7127 \| 0.7330 \| \| 0.1482 \| 14.86 \| 5500 \| 0.4876 \| 0.7147 \| 0.8174 \| 0.8846 \| 0.9392 \| 0.8457 \| 0.8705 \| 0.4961 \| 0.9092 \| 0.8821 \| 0.7793 \| 0.8733 \| 0.6949 \| 0.7737 \| 0.3983 \| 0.8031 \| 0.7179 \| 0.7413 \| \| 0.9022 \| 14.92 \| 5520 \| 0.5065 \| 0.7124 \| 0.8168 \| 0.8829 \| 0.9454 \| 0.8380 \| 0.8736 \| 0.5016 \| 0.8934 \| 0.8798 \| 0.7857 \| 0.8710 \| 0.6956 \| 0.7662 \| 0.3930 \| 0.7979 \| 0.7141 \| 0.7489 \| \| 0.132 \| 14.97 \| 5540 \| 0.5276 \| 0.6994 \| 0.8104 \| 0.8747 \| 0.9415 \| 0.8438 \| 0.8627 \| 0.5047 \| 0.8918 \| 0.9051 \| 0.7232 \| 0.8697 \| 0.6993 \| 0.7709 \| 0.4005 \| 0.7901 \| 0.6741 \| 0.6909 \| \| 0.2138 \| 15.03 \| 5560 \| 0.4709 \| 0.7129 \| 0.8174 \| 0.8829 \| 0.9378 \| 0.8383 \| 0.8802 \| 0.5150 \| 0.9043 \| 0.8578 \| 0.7881 \| 0.8709 \| 0.6987 \| 0.7695 \| 0.3985 \| 0.7995 \| 0.7014 \| 0.7520 \| \| 0.1711 \| 15.08 \| 5580 \| 0.4906 \| 0.7126 \| 0.8128 \| 0.8826 \| 0.9420 \| 0.8211 \| 0.8596 \| 0.5303 \| 0.9141 \| 0.8521 \| 0.7701 \| 0.8763 \| 0.6950 \| 0.7728 \| 0.4058 \| 0.7939 \| 0.7073 \| 0.7371 \| \| 0.1349 \| 15.14 \| 5600 \| 0.4841 \| 0.7137 \| 0.8141 \| 0.8840 \| 0.9444 \| 0.8316 \| 0.8826 \| 0.5211 \| 0.9142 \| 0.8376 \| 0.7670 \| 0.8796 \| 0.6988 \| 0.7709 \| 0.4039 \| 0.7979 \| 0.7115 \| 0.7333 \| \| 0.154 \| 15.19 \| 5620 \| 0.4496 \| 0.7192 \| 0.8222 \| 0.8874 \| 0.9447 \| 0.8265 \| 0.8868 \| 0.5339 \| 0.9028 \| 0.8577 \| 0.8028 \| 0.8784 \| 0.6958 \| 0.7697 \| 0.4051 \| 0.8065 \| 0.7126 \| 0.7662 \| \| 0.0808 \| 15.24 \| 5640 \| 0.5273 \| 0.6967 \| 0.8038 \| 0.8754 \| 0.9464 \| 0.8310 \| 0.8744 \| 0.4998 \| 0.9098 \| 0.8796 \| 0.6856 \| 0.8742 \| 0.6936 \| 0.7745 \| 0.4105 \| 0.8011 \| 0.6670 \| 0.6559 \| \| 0.15 \| 15.3 \| 5660 \| 0.4631 \| 0.7201 \| 0.8192 \| 0.8882 \| 0.9455 \| 0.8194 \| 0.8798 \| 0.5255 \| 0.9115 \| 0.8593 \| 0.7937 \| 0.8756 \| 0.6924 \| 0.7739 \| 0.4138 \| 0.8122 \| 0.7136 \| 0.7595 \| \| 0.0762 \| 15.35 \| 5680 \| 0.4700 \| 0.7209 \| 0.8211 \| 0.8887 \| 0.9454 \| 0.8250 \| 0.8680 \| 0.5226 \| 0.9065 \| 0.8694 \| 0.8108 \| 0.8752 \| 0.6929 \| 0.7747 \| 0.4034 \| 0.8113 \| 0.7151 \| 0.7739 \| \| 0.1096 \| 15.41 \| 5700 \| 0.4910 \| 0.7128 \| 0.8142 \| 0.8833 \| 0.9474 \| 0.8293 \| 0.8565 \| 0.5270 \| 0.9101 \| 0.8694 \| 0.7594 \| 0.8742 \| 0.6916 \| 0.7730 \| 0.4100 \| 0.8015 \| 0.7142 \| 0.7254 \| \| 0.1826 \| 15.46 \| 5720 \| 0.4842 \| 0.7179 \| 0.8183 \| 0.8870 \| 0.9435 \| 0.8381 \| 0.8702 \| 0.4942 \| 0.9101 \| 0.8929 \| 0.7793 \| 0.8768 \| 0.6938 \| 0.7755 \| 0.4083 \| 0.8085 \| 0.7193 \| 0.7430 \| \| 0.0888 \| 15.51 \| 5740 \| 0.4808 \| 0.7170 \| 0.8134 \| 0.8869 \| 0.9506 \| 0.8203 \| 0.8591 \| 0.4920 \| 0.9082 \| 0.8774 \| 0.7863 \| 0.8734 \| 0.6953 \| 0.7673 \| 0.4004 \| 0.8097 \| 0.7214 \| 0.7513 \| \| 0.1496 \| 15.57 \| 5760 \| 0.4660 \| 0.7283 \| 0.8264 \| 0.8928 \| 0.9394 \| 0.8520 \| 0.8564 \| 0.5227 \| 0.9193 \| 0.8498 \| 0.8453 \| 0.8783 \| 0.6939 \| 0.7742 \| 0.4172 \| 0.8175 \| 0.7203 \| 0.7966 \| \| 0.034 \| 15.62 \| 5780 \| 0.4921 \| 0.7151 \| 0.8128 \| 0.8847 \| 0.9467 \| 0.8223 \| 0.8638 \| 0.4968 \| 0.9092 \| 0.8780 \| 0.7726 \| 0.8719 \| 0.6924 \| 0.7694 \| 0.4120 \| 0.8049 \| 0.7231 \| 0.7323 \| \| 0.1116 \| 15.68 \| 5800 \| 0.4806 \| 0.7192 \| 0.8215 \| 0.8875 \| 0.9442 \| 0.8307 \| 0.8832 \| 0.4967 \| 0.8969 \| 0.8959 \| 0.8025 \| 0.8731 \| 0.6946 \| 0.7701 \| 0.4032 \| 0.8097 \| 0.7209 \| 0.7626 \| \| 0.0909 \| 15.73 \| 5820 \| 0.4786 \| 0.7218 \| 0.8150 \| 0.8898 \| 0.9466 \| 0.8160 \| 0.8693 \| 0.4922 \| 0.9182 \| 0.8575 \| 0.8049 \| 0.8743 \| 0.6967 \| 0.7753 \| 0.4012 \| 0.8152 \| 0.7240 \| 0.7661 \| \| 0.1079 \| 15.78 \| 5840 \| 0.4401 \| 0.7346 \| 0.8346 \| 0.8956 \| 0.9437 \| 0.8306 \| 0.8551 \| 0.5747 \| 0.9119 \| 0.8758 \| 0.8505 \| 0.8800 \| 0.6978 \| 0.7773 \| 0.4291 \| 0.8246 \| 0.7261 \| 0.8076 \| \| 0.1312 \| 15.84 \| 5860 \| 0.4592 \| 0.7239 \| 0.8231 \| 0.8894 \| 0.9526 \| 0.8194 \| 0.8678 \| 0.5472 \| 0.9030 \| 0.8736 \| 0.7979 \| 0.8713 \| 0.6958 \| 0.7777 \| 0.4182 \| 0.8172 \| 0.7215 \| 0.7658 \| \| 0.1523 \| 15.89 \| 5880 \| 0.4761 \| 0.7248 \| 0.8219 \| 0.8905 \| 0.9457 \| 0.8266 \| 0.8337 \| 0.5337 \| 0.9170 \| 0.8853 \| 0.8110 \| 0.8758 \| 0.6967 \| 0.7686 \| 0.4224 \| 0.8175 \| 0.7181 \| 0.7748 \| \| 0.2768 \| 15.95 \| 5900 \| 0.5037 \| 0.7176 \| 0.8158 \| 0.8856 \| 0.9433 \| 0.8239 \| 0.8657 \| 0.5131 \| 0.9150 \| 0.8818 \| 0.7679 \| 0.8746 \| 0.6979 \| 0.7705 \| 0.4203 \| 0.8063 \| 0.7192 \| 0.7344 \| \| 0.1386 \| 16.0 \| 5920 \| 0.4989 \| 0.7149 \| 0.8115 \| 0.8848 \| 0.9427 \| 0.8358 \| 0.8668 \| 0.4808 \| 0.9188 \| 0.8733 \| 0.7626 \| 0.8757 \| 0.6991 \| 0.7674 \| 0.4138 \| 0.8035 \| 0.7165 \| 0.7281 \| \| 0.0866 \| 16.05 \| 5940 \| 0.4779 \| 0.7148 \| 0.8103 \| 0.8855 \| 0.9458 \| 0.8288 \| 0.8719 \| 0.4682 \| 0.9165 \| 0.8795 \| 0.7618 \| 0.8755 \| 0.6978 \| 0.7715 \| 0.4070 \| 0.8062 \| 0.7180 \| 0.7276 \| \| 0.1616 \| 16.11 \| 5960 \| 0.5905 \| 0.7048 \| 0.8052 \| 0.8789 \| 0.9453 \| 0.8243 \| 0.8737 \| 0.4880 \| 0.9148 \| 0.8839 \| 0.7067 \| 0.8730 \| 0.6907 \| 0.7750 \| 0.4145 \| 0.7964 \| 0.7031 \| 0.6811 \| \| 0.1141 \| 16.16 \| 5980 \| 0.5389 \| 0.7077 \| 0.8132 \| 0.8803 \| 0.9437 \| 0.8445 \| 0.8622 \| 0.5056 \| 0.9060 \| 0.8956 \| 0.7347 \| 0.8733 \| 0.6907 \| 0.7747 \| 0.4132 \| 0.7988 \| 0.7013 \| 0.7020 \| \| 0.5809 \| 16.22 \| 6000 \| 0.5397 \| 0.7062 \| 0.8059 \| 0.8798 \| 0.9463 \| 0.8050 \| 0.8765 \| 0.4903 \| 0.9069 \| 0.8849 \| 0.7315 \| 0.8724 \| 0.6922 \| 0.7725 \| 0.4087 \| 0.7974 \| 0.7049 \| 0.6956 \| \| 0.1502 \| 16.27 \| 6020 \| 0.5337 \| 0.7051 \| 0.8056 \| 0.8791 \| 0.9448 \| 0.8178 \| 0.8625 \| 0.5024 \| 0.9157 \| 0.8774 \| 0.7187 \| 0.8723 \| 0.6923 \| 0.7743 \| 0.4184 \| 0.8012 \| 0.6922 \| 0.6849 \| \| 0.0764 \| 16.32 \| 6040 \| 0.5655 \| 0.7079 \| 0.8073 \| 0.8797 \| 0.9433 \| 0.8245 \| 0.8713 \| 0.5061 \| 0.9193 \| 0.8738 \| 0.7129 \| 0.8737 \| 0.6965 \| 0.7791 \| 0.4238 \| 0.7977 \| 0.7029 \| 0.6815 \| \| 0.0561 \| 16.38 \| 6060 \| 0.6671 \| 0.7018 \| 0.8034 \| 0.8763 \| 0.9532 \| 0.8155 \| 0.8667 \| 0.5083 \| 0.9035 \| 0.8813 \| 0.6949 \| 0.8690 \| 0.6926 \| 0.7733 \| 0.4111 \| 0.7916 \| 0.7039 \| 0.6711 \| \| 0.1363 \| 16.43 \| 6080 \| 0.5540 \| 0.7047 \| 0.8098 \| 0.8781 \| 0.9473 \| 0.8302 \| 0.8811 \| 0.5139 \| 0.9031 \| 0.8808 \| 0.7121 \| 0.8723 \| 0.6977 \| 0.7750 \| 0.4095 \| 0.7953 \| 0.7012 \| 0.6821 \| \| 0.1408 \| 16.49 \| 6100 \| 0.6001 \| 0.7058 \| 0.8058 \| 0.8781 \| 0.9473 \| 0.8158 \| 0.8603 \| 0.5305 \| 0.9159 \| 0.8609 \| 0.7102 \| 0.8739 \| 0.6957 \| 0.7757 \| 0.4201 \| 0.7917 \| 0.7023 \| 0.6810 \| \| 0.0844 \| 16.54 \| 6120 \| 0.5692 \| 0.7057 \| 0.8102 \| 0.8782 \| 0.9462 \| 0.8158 \| 0.8603 \| 0.5451 \| 0.9087 \| 0.8795 \| 0.7154 \| 0.8747 \| 0.6935 \| 0.7741 \| 0.4216 \| 0.7944 \| 0.6965 \| 0.6849 \| \| 0.6166 \| 16.59 \| 6140 \| 0.5215 \| 0.7115 \| 0.8146 \| 0.8822 \| 0.9468 \| 0.8382 \| 0.8739 \| 0.5055 \| 0.9028 \| 0.8894 \| 0.7457 \| 0.8739 \| 0.6958 \| 0.7734 \| 0.4119 \| 0.7992 \| 0.7130 \| 0.7134 \| \| 0.0868 \| 16.65 \| 6160 \| 0.5212 \| 0.7093 \| 0.8136 \| 0.8810 \| 0.9439 \| 0.8428 \| 0.8667 \| 0.5176 \| 0.9098 \| 0.8770 \| 0.7374 \| 0.8759 \| 0.6968 \| 0.7706 \| 0.4109 \| 0.7971 \| 0.7089 \| 0.7049 \| \| 0.0933 \| 16.7 \| 6180 \| 0.5656 \| 0.7039 \| 0.8086 \| 0.8766 \| 0.9395 \| 0.8424 \| 0.8725 \| 0.5149 \| 0.9131 \| 0.8680 \| 0.7094 \| 0.8708 \| 0.6959 \| 0.7706 \| 0.4154 \| 0.7888 \| 0.7053 \| 0.6804 \| \| 0.1599 \| 16.76 \| 6200 \| 0.5295 \| 0.7078 \| 0.8083 \| 0.8784 \| 0.9412 \| 0.8144 \| 0.8737 \| 0.5262 \| 0.9125 \| 0.8597 \| 0.7303 \| 0.8703 \| 0.6947 \| 0.7708 \| 0.4198 \| 0.7899 \| 0.7117 \| 0.6975 \| \| 0.194 \| 16.81 \| 6220 \| 0.5692 \| 0.7040 \| 0.8062 \| 0.8769 \| 0.9393 \| 0.8272 \| 0.8603 \| 0.5139 \| 0.9169 \| 0.8726 \| 0.7135 \| 0.8693 \| 0.6918 \| 0.7713 \| 0.4191 \| 0.7916 \| 0.7010 \| 0.6838 \| \| 2.0002 \| 16.86 \| 6240 \| 0.5730 \| 0.7020 \| 0.8013 \| 0.8769 \| 0.9429 \| 0.8263 \| 0.8759 \| 0.4654 \| 0.9115 \| 0.8683 \| 0.7190 \| 0.8675 \| 0.6957 \| 0.7702 \| 0.3999 \| 0.7913 \| 0.6999 \| 0.6893 \| \| 0.0626 \| 16.92 \| 6260 \| 0.4793 \| 0.7126 \| 0.8165 \| 0.8826 \| 0.9442 \| 0.8376 \| 0.8666 \| 0.5252 \| 0.9066 \| 0.8816 \| 0.7537 \| 0.8753 \| 0.6957 \| 0.7725 \| 0.4177 \| 0.7999 \| 0.7073 \| 0.7202 \| \| 0.1376 \| 16.97 \| 6280 \| 0.5064 \| 0.7102 \| 0.8151 \| 0.8806 \| 0.9399 \| 0.8344 \| 0.8783 \| 0.5470 \| 0.9139 \| 0.8520 \| 0.7402 \| 0.8733 \| 0.6981 \| 0.7739 \| 0.4154 \| 0.7970 \| 0.7040 \| 0.7096 \| \| 0.0716 \| 17.03 \| 6300 \| 0.4703 \| 0.7176 \| 0.8226 \| 0.8847 \| 0.9421 \| 0.8342 \| 0.8686 \| 0.5637 \| 0.9075 \| 0.8650 \| 0.7768 \| 0.8757 \| 0.6993 \| 0.7757 \| 0.4188 \| 0.8023 \| 0.7087 \| 0.7428 \| \| 0.1183 \| 17.08 \| 6320 \| 0.4537 \| 0.7268 \| 0.8272 \| 0.8908 \| 0.9471 \| 0.8228 \| 0.8720 \| 0.5645 \| 0.9071 \| 0.8600 \| 0.8168 \| 0.8819 \| 0.6999 \| 0.7726 \| 0.4285 \| 0.8115 \| 0.7165 \| 0.7769 \| \| 0.0756 \| 17.14 \| 6340 \| 0.5057 \| 0.7158 \| 0.8177 \| 0.8830 \| 0.9447 \| 0.8341 \| 0.8755 \| 0.5660 \| 0.9143 \| 0.8345 \| 0.7546 \| 0.8760 \| 0.6994 \| 0.7705 \| 0.4280 \| 0.7968 \| 0.7185 \| 0.7212 \| \| 0.1121 \| 17.19 \| 6360 \| 0.5146 \| 0.7133 \| 0.8116 \| 0.8816 \| 0.9511 \| 0.8261 \| 0.8788 \| 0.5182 \| 0.9059 \| 0.8677 \| 0.7334 \| 0.8716 \| 0.7010 \| 0.7681 \| 0.4269 \| 0.7961 \| 0.7253 \| 0.7039 \| \| 0.8812 \| 17.24 \| 6380 \| 0.5779 \| 0.6991 \| 0.8014 \| 0.8751 \| 0.9509 \| 0.8260 \| 0.8680 \| 0.5013 \| 0.9100 \| 0.8768 \| 0.6771 \| 0.8719 \| 0.6979 \| 0.7692 \| 0.4269 \| 0.7953 \| 0.6821 \| 0.6507 \| \| 0.1224 \| 17.3 \| 6400 \| 0.6081 \| 0.6975 \| 0.8002 \| 0.8743 \| 0.9457 \| 0.8119 \| 0.8703 \| 0.5074 \| 0.9152 \| 0.8790 \| 0.6722 \| 0.8739 \| 0.6973 \| 0.7696 \| 0.4294 \| 0.7954 \| 0.6745 \| 0.6426 \| \| 0.0756 \| 17.35 \| 6420 \| 0.5924 \| 0.6984 \| 0.8034 \| 0.8742 \| 0.9438 \| 0.8337 \| 0.8612 \| 0.5196 \| 0.9158 \| 0.8701 \| 0.6797 \| 0.8730 \| 0.6984 \| 0.7679 \| 0.4288 \| 0.7936 \| 0.6795 \| 0.6477 \| \| 0.0989 \| 17.41 \| 6440 \| 0.5463 \| 0.7041 \| 0.8093 \| 0.8774 \| 0.9465 \| 0.8364 \| 0.8611 \| 0.5322 \| 0.9093 \| 0.8687 \| 0.7106 \| 0.8742 \| 0.6969 \| 0.7676 \| 0.4272 \| 0.7956 \| 0.6908 \| 0.6764 \| \| 0.2782 \| 17.46 \| 6460 \| 0.5839 \| 0.7092 \| 0.8070 \| 0.8805 \| 0.9421 \| 0.8236 \| 0.8708 \| 0.4941 \| 0.9181 \| 0.8671 \| 0.7328 \| 0.8759 \| 0.7028 \| 0.7662 \| 0.4183 \| 0.7944 \| 0.7096 \| 0.6975 \| \| 0.0626 \| 17.51 \| 6480 \| 0.5333 \| 0.7105 \| 0.8119 \| 0.8815 \| 0.9456 \| 0.8366 \| 0.8678 \| 0.5003 \| 0.9084 \| 0.8866 \| 0.7379 \| 0.8767 \| 0.6991 \| 0.7686 \| 0.4236 \| 0.7983 \| 0.7061 \| 0.7013 \| \| 0.1027 \| 17.57 \| 6500 \| 0.5370 \| 0.7107 \| 0.8130 \| 0.8806 \| 0.9470 \| 0.8279 \| 0.8627 \| 0.5325 \| 0.9071 \| 0.8817 \| 0.7324 \| 0.8758 \| 0.6951 \| 0.7668 \| 0.4315 \| 0.7946 \| 0.7122 \| 0.6987 \| \| 0.5464 \| 17.62 \| 6520 \| 0.5111 \| 0.7157 \| 0.8163 \| 0.8832 \| 0.9424 \| 0.8294 \| 0.8653 \| 0.5289 \| 0.9104 \| 0.8776 \| 0.7599 \| 0.8771 \| 0.6953 \| 0.7687 \| 0.4300 \| 0.7949 \| 0.7223 \| 0.7220 \| \| 0.118 \| 17.68 \| 6540 \| 0.5359 \| 0.7105 \| 0.8124 \| 0.8794 \| 0.9351 \| 0.8242 \| 0.8694 \| 0.5230 \| 0.9131 \| 0.8818 \| 0.7403 \| 0.8720 \| 0.6952 \| 0.7729 \| 0.4260 \| 0.7891 \| 0.7151 \| 0.7036 \| \| 0.1491 \| 17.73 \| 6560 \| 0.5201 \| 0.7045 \| 0.8158 \| 0.8767 \| 0.9395 \| 0.8256 \| 0.8856 \| 0.5546 \| 0.8943 \| 0.8738 \| 0.7371 \| 0.8705 \| 0.6925 \| 0.7732 \| 0.4114 \| 0.7894 \| 0.6923 \| 0.7025 \| \| 0.1414 \| 17.78 \| 6580 \| 0.5441 \| 0.7029 \| 0.8116 \| 0.8770 \| 0.9349 \| 0.8467 \| 0.8683 \| 0.5044 \| 0.9062 \| 0.8868 \| 0.7336 \| 0.8703 \| 0.6898 \| 0.7738 \| 0.4018 \| 0.7912 \| 0.6955 \| 0.6979 \| \| 0.147 \| 17.84 \| 6600 \| 0.6016 \| 0.7023 \| 0.8067 \| 0.8768 \| 0.9389 \| 0.8315 \| 0.8824 \| 0.4868 \| 0.9073 \| 0.8782 \| 0.7217 \| 0.8690 \| 0.6917 \| 0.7701 \| 0.4035 \| 0.7913 \| 0.7007 \| 0.6895 \| \| 0.3068 \| 17.89 \| 6620 \| 0.5620 \| 0.7040 \| 0.8117 \| 0.8770 \| 0.9388 \| 0.8389 \| 0.8782 \| 0.5185 \| 0.9049 \| 0.8814 \| 0.7214 \| 0.8696 \| 0.6956 \| 0.7740 \| 0.4102 \| 0.7927 \| 0.6976 \| 0.6887 \| \| 0.1801 \| 17.95 \| 6640 \| 0.4885 \| 0.7204 \| 0.8225 \| 0.8876 \| 0.9360 \| 0.8473 \| 0.8697 \| 0.5022 \| 0.9097 \| 0.8832 \| 0.8093 \| 0.8716 \| 0.6937 \| 0.7719 \| 0.4129 \| 0.8105 \| 0.7139 \| 0.7684 \| \| 0.1804 \| 18.0 \| 6660 \| 0.5110 \| 0.7219 \| 0.8262 \| 0.8881 \| 0.9358 \| 0.8444 \| 0.8673 \| 0.5296 \| 0.9070 \| 0.8819 \| 0.8175 \| 0.8714 \| 0.6929 \| 0.7692 \| 0.4163 \| 0.8118 \| 0.7128 \| 0.7791 \| \| 0.1116 \| 18.05 \| 6680 \| 0.5070 \| 0.7206 \| 0.8138 \| 0.8894 \| 0.9378 \| 0.8169 \| 0.8801 \| 0.4586 \| 0.9176 \| 0.8617 \| 0.8243 \| 0.8715 \| 0.6940 \| 0.7692 \| 0.3995 \| 0.8132 \| 0.7136 \| 0.7833 \| \| 0.1006 \| 18.11 \| 6700 \| 0.4960 \| 0.7241 \| 0.8216 \| 0.8892 \| 0.9401 \| 0.8249 \| 0.8662 \| 0.5111 \| 0.9106 \| 0.8824 \| 0.8156 \| 0.8717 \| 0.6915 \| 0.7716 \| 0.4227 \| 0.8115 \| 0.7237 \| 0.7759 \| \| 0.2359 \| 18.16 \| 6720 \| 0.5146 \| 0.7224 \| 0.8199 \| 0.8878 \| 0.9389 \| 0.8115 \| 0.8748 \| 0.5118 \| 0.9080 \| 0.8876 \| 0.8069 \| 0.8704 \| 0.6938 \| 0.7688 \| 0.4199 \| 0.8074 \| 0.7277 \| 0.7690 \| \| 0.1132 \| 18.22 \| 6740 \| 0.5011 \| 0.7205 \| 0.8157 \| 0.8871 \| 0.9409 \| 0.7965 \| 0.8643 \| 0.5211 \| 0.9115 \| 0.8601 \| 0.8151 \| 0.8681 \| 0.6914 \| 0.7606 \| 0.4174 \| 0.8083 \| 0.7245 \| 0.7733 \| \| 0.2334 \| 18.27 \| 6760 \| 0.5014 \| 0.7203 \| 0.8228 \| 0.8856 \| 0.9371 \| 0.8392 \| 0.8644 \| 0.5331 \| 0.9075 \| 0.8853 \| 0.7931 \| 0.8715 \| 0.6960 \| 0.7711 \| 0.4218 \| 0.8016 \| 0.7262 \| 0.7540 \| \| 0.1462 \| 18.32 \| 6780 \| 0.5624 \| 0.7124 \| 0.8109 \| 0.8816 \| 0.9380 \| 0.8244 \| 0.8777 \| 0.4855 \| 0.9108 \| 0.8844 \| 0.7555 \| 0.8717 \| 0.7002 \| 0.7708 \| 0.4074 \| 0.7919 \| 0.7255 \| 0.7193 \| \| 0.2056 \| 18.38 \| 6800 \| 0.5420 \| 0.7120 \| 0.8147 \| 0.8812 \| 0.9423 \| 0.8275 \| 0.8862 \| 0.5207 \| 0.9056 \| 0.8792 \| 0.7413 \| 0.8755 \| 0.6975 \| 0.7707 \| 0.4154 \| 0.7917 \| 0.7273 \| 0.7058 \| \| 0.1651 \| 18.43 \| 6820 \| 0.5382 \| 0.7110 \| 0.8140 \| 0.8803 \| 0.9388 \| 0.8440 \| 0.8692 \| 0.5121 \| 0.9082 \| 0.8761 \| 0.7495 \| 0.8724 \| 0.6953 \| 0.7692 \| 0.4149 \| 0.7894 \| 0.7248 \| 0.7111 \| \| 0.0992 \| 18.49 \| 6840 \| 0.5620 \| 0.7088 \| 0.8093 \| 0.8790 \| 0.9420 \| 0.8331 \| 0.8753 \| 0.5021 \| 0.9083 \| 0.8684 \| 0.7362 \| 0.8702 \| 0.6949 \| 0.7673 \| 0.4140 \| 0.7876 \| 0.7235 \| 0.7039 \| \| 0.1757 \| 18.54 \| 6860 \| 0.5442 \| 0.7108 \| 0.8150 \| 0.8803 \| 0.9360 \| 0.8308 \| 0.8751 \| 0.5137 \| 0.9033 \| 0.8825 \| 0.7639 \| 0.8719 \| 0.6964 \| 0.7657 \| 0.4081 \| 0.7890 \| 0.7198 \| 0.7248 \| \| 0.1177 \| 18.59 \| 6880 \| 0.5886 \| 0.7041 \| 0.8065 \| 0.8767 \| 0.9395 \| 0.8178 \| 0.8681 \| 0.5125 \| 0.9088 \| 0.8689 \| 0.7302 \| 0.8708 \| 0.6918 \| 0.7697 \| 0.4076 \| 0.7845 \| 0.7084 \| 0.6961 \| \| 0.1385 \| 18.65 \| 6900 \| 0.5821 \| 0.7068 \| 0.8103 \| 0.8775 \| 0.9338 \| 0.8142 \| 0.8833 \| 0.5361 \| 0.9145 \| 0.8609 \| 0.7296 \| 0.8713 \| 0.6881 \| 0.7706 \| 0.4206 \| 0.7861 \| 0.7155 \| 0.6953 \| \| 0.0752 \| 18.7 \| 6920 \| 0.5313 \| 0.7110 \| 0.8164 \| 0.8798 \| 0.9377 \| 0.8312 \| 0.8773 \| 0.5327 \| 0.9023 \| 0.8818 \| 0.7519 \| 0.8714 \| 0.6941 \| 0.7714 \| 0.4151 \| 0.7884 \| 0.7219 \| 0.7144 \| \| 0.0994 \| 18.76 \| 6940 \| 0.5557 \| 0.7074 \| 0.8114 \| 0.8784 \| 0.9387 \| 0.8372 \| 0.8628 \| 0.5177 \| 0.9090 \| 0.8761 \| 0.7384 \| 0.8707 \| 0.6932 \| 0.7722 \| 0.4082 \| 0.7877 \| 0.7151 \| 0.7046 \| \| 0.1765 \| 18.81 \| 6960 \| 0.5659 \| 0.7064 \| 0.8084 \| 0.8781 \| 0.9393 \| 0.8197 \| 0.8669 \| 0.5152 \| 0.9122 \| 0.8764 \| 0.7289 \| 0.8718 \| 0.6949 \| 0.7747 \| 0.4103 \| 0.7892 \| 0.7079 \| 0.6959 \| \| 0.0776 \| 18.86 \| 6980 \| 0.5780 \| 0.7067 \| 0.8135 \| 0.8782 \| 0.9362 \| 0.8413 \| 0.8658 \| 0.5231 \| 0.9094 \| 0.8878 \| 0.7309 \| 0.8722 \| 0.6953 \| 0.7721 \| 0.4183 \| 0.7925 \| 0.6990 \| 0.6973 \| \| 0.1493 \| 18.92 \| 7000 \| 0.5443 \| 0.7038 \| 0.8113 \| 0.8769 \| 0.9407 \| 0.8341 \| 0.8725 \| 0.5199 \| 0.9015 \| 0.8848 \| 0.7255 \| 0.8709 \| 0.6948 \| 0.7726 \| 0.4193 \| 0.7930 \| 0.6851 \| 0.6913 \| \| 0.1297 \| 18.97 \| 7020 \| 0.5767 \| 0.6982 \| 0.8070 \| 0.8735 \| 0.9423 \| 0.8170 \| 0.8655 \| 0.5456 \| 0.9027 \| 0.8751 \| 0.7012 \| 0.8693 \| 0.6915 \| 0.7676 \| 0.4209 \| 0.7898 \| 0.6776 \| 0.6705 \| \| 0.1254 \| 19.03 \| 7040 \| 0.5464 \| 0.6990 \| 0.8106 \| 0.8747 \| 0.9448 \| 0.8353 \| 0.8614 \| 0.5483 \| 0.9022 \| 0.8883 \| 0.6937 \| 0.8739 \| 0.6948 \| 0.7686 \| 0.4258 \| 0.7960 \| 0.6705 \| 0.6633 \| \| 0.1392 \| 19.08 \| 7060 \| 0.5197 \| 0.7054 \| 0.8122 \| 0.8780 \| 0.9463 \| 0.8156 \| 0.8707 \| 0.5498 \| 0.9015 \| 0.8804 \| 0.7214 \| 0.8747 \| 0.6972 \| 0.7697 \| 0.4242 \| 0.7960 \| 0.6885 \| 0.6877 \| \| 0.1098 \| 19.14 \| 7080 \| 0.5556 \| 0.7011 \| 0.8103 \| 0.8760 \| 0.9443 \| 0.8244 \| 0.8687 \| 0.5591 \| 0.9091 \| 0.8681 \| 0.6980 \| 0.8757 \| 0.6964 \| 0.7739 \| 0.4264 \| 0.7976 \| 0.6710 \| 0.6664 \| \| 0.1717 \| 19.19 \| 7100 \| 0.5825 \| 0.6957 \| 0.8024 \| 0.8740 \| 0.9463 \| 0.8181 \| 0.8598 \| 0.5280 \| 0.9115 \| 0.8674 \| 0.6861 \| 0.8745 \| 0.6960 \| 0.7699 \| 0.4194 \| 0.7980 \| 0.6562 \| 0.6558 \| \| 0.0918 \| 19.24 \| 7120 \| 0.5705 \| 0.6960 \| 0.8056 \| 0.8741 \| 0.9499 \| 0.8380 \| 0.8656 \| 0.5248 \| 0.9035 \| 0.8754 \| 0.6821 \| 0.8728 \| 0.6964 \| 0.7716 \| 0.4200 \| 0.8010 \| 0.6572 \| 0.6528 \| \| 0.1239 \| 19.3 \| 7140 \| 0.6309 \| 0.6946 \| 0.8038 \| 0.8735 \| 0.9491 \| 0.8301 \| 0.8817 \| 0.5198 \| 0.9048 \| 0.8699 \| 0.6711 \| 0.8725 \| 0.6945 \| 0.7754 \| 0.4174 \| 0.7989 \| 0.6613 \| 0.6426 \| \| 0.0707 \| 19.35 \| 7160 \| 0.6285 \| 0.6973 \| 0.8068 \| 0.8733 \| 0.9336 \| 0.8444 \| 0.8719 \| 0.5197 \| 0.9156 \| 0.8736 \| 0.6884 \| 0.8690 \| 0.6931 \| 0.7749 \| 0.4198 \| 0.7919 \| 0.6746 \| 0.6580 \| \| 0.0628 \| 19.41 \| 7180 \| 0.6001 \| 0.6988 \| 0.8025 \| 0.8743 \| 0.9391 \| 0.8174 \| 0.8625 \| 0.5177 \| 0.9176 \| 0.8690 \| 0.6938 \| 0.8704 \| 0.6945 \| 0.7740 \| 0.4198 \| 0.7918 \| 0.6786 \| 0.6624 \| \| 0.128 \| 19.46 \| 7200 \| 0.5883 \| 0.7000 \| 0.8058 \| 0.8748 \| 0.9390 \| 0.8277 \| 0.8617 \| 0.5227 \| 0.9130 \| 0.8731 \| 0.7031 \| 0.8697 \| 0.6947 \| 0.7717 \| 0.4186 \| 0.7923 \| 0.6820 \| 0.6707 \| \| 0.1079 \| 19.51 \| 7220 \| 0.5329 \| 0.7090 \| 0.8124 \| 0.8797 \| 0.9429 \| 0.8367 \| 0.8552 \| 0.5280 \| 0.9089 \| 0.8720 \| 0.7434 \| 0.8700 \| 0.6940 \| 0.7700 \| 0.4173 \| 0.7957 \| 0.7074 \| 0.7082 \| \| 0.0662 \| 19.57 \| 7240 \| 0.5389 \| 0.7124 \| 0.8122 \| 0.8805 \| 0.9388 \| 0.8218 \| 0.8682 \| 0.5353 \| 0.9156 \| 0.8577 \| 0.7481 \| 0.8700 \| 0.6976 \| 0.7713 \| 0.4253 \| 0.7927 \| 0.7158 \| 0.7143 \| \| 0.1982 \| 19.62 \| 7260 \| 0.5389 \| 0.7124 \| 0.8117 \| 0.8811 \| 0.9399 \| 0.8329 \| 0.8654 \| 0.5114 \| 0.9153 \| 0.8707 \| 0.7463 \| 0.8714 \| 0.6997 \| 0.7691 \| 0.4253 \| 0.7953 \| 0.7141 \| 0.7119 \| \| 0.0693 \| 19.68 \| 7280 \| 0.5139 \| 0.7161 \| 0.8157 \| 0.8842 \| 0.9429 \| 0.8245 \| 0.8727 \| 0.5213 \| 0.9130 \| 0.8789 \| 0.7569 \| 0.8796 \| 0.7020 \| 0.7719 \| 0.4269 \| 0.7996 \| 0.7144 \| 0.7186 \| \| 0.1813 \| 19.73 \| 7300 \| 0.5365 \| 0.7132 \| 0.8171 \| 0.8825 \| 0.9422 \| 0.8286 \| 0.8737 \| 0.5397 \| 0.9098 \| 0.8763 \| 0.7490 \| 0.8799 \| 0.6980 \| 0.7725 \| 0.4196 \| 0.7960 \| 0.7135 \| 0.7128 \| \| 0.1081 \| 19.78 \| 7320 \| 0.5273 \| 0.7126 \| 0.8143 \| 0.8824 \| 0.9462 \| 0.8293 \| 0.8549 \| 0.5354 \| 0.9131 \| 0.8793 \| 0.7416 \| 0.8767 \| 0.6944 \| 0.7703 \| 0.4204 \| 0.7986 \| 0.7191 \| 0.7091 \| \| 1.5546 \| 19.84 \| 7340 \| 0.5608 \| 0.7097 \| 0.8116 \| 0.8805 \| 0.9488 \| 0.8067 \| 0.8780 \| 0.5345 \| 0.9045 \| 0.8835 \| 0.7253 \| 0.8737 \| 0.6930 \| 0.7699 \| 0.4231 \| 0.7971 \| 0.7159 \| 0.6949 \| \| 1.4996 \| 19.89 \| 7360 \| 0.6004 \| 0.7065 \| 0.8139 \| 0.8785 \| 0.9467 \| 0.8240 \| 0.8768 \| 0.5526 \| 0.9046 \| 0.8878 \| 0.7049 \| 0.8741 \| 0.6946 \| 0.7713 \| 0.4285 \| 0.7979 \| 0.7028 \| 0.6765 \| \| 0.0874 \| 19.95 \| 7380 \| 0.5210 \| 0.7112 \| 0.8185 \| 0.8814 \| 0.9440 \| 0.8369 \| 0.8703 \| 0.5430 \| 0.9045 \| 0.8981 \| 0.7327 \| 0.8772 \| 0.6942 \| 0.7713 \| 0.4292 \| 0.8001 \| 0.7076 \| 0.6987 \| \| 0.2072 \| 20.0 \| 7400 \| 0.5481 \| 0.7100 \| 0.8146 \| 0.8807 \| 0.9470 \| 0.8139 \| 0.8698 \| 0.5562 \| 0.9078 \| 0.8855 \| 0.7223 \| 0.8762 \| 0.6906 \| 0.7739 \| 0.4309 \| 0.7991 \| 0.7092 \| 0.6902 \| \| 0.1101 \| 20.05 \| 7420 \| 0.5232 \| 0.7142 \| 0.8139 \| 0.8833 \| 0.9458 \| 0.8184 \| 0.8812 \| 0.5229 \| 0.9121 \| 0.8765 \| 0.7404 \| 0.8762 \| 0.6941 \| 0.7740 \| 0.4271 \| 0.8008 \| 0.7212 \| 0.7064 \| \| 0.1173 \| 20.11 \| 7440 \| 0.5291 \| 0.7127 \| 0.8152 \| 0.8822 \| 0.9455 \| 0.8264 \| 0.8733 \| 0.5350 \| 0.9096 \| 0.8774 \| 0.7389 \| 0.8756 \| 0.6948 \| 0.7710 \| 0.4243 \| 0.7992 \| 0.7182 \| 0.7059 \| \| 0.1554 \| 20.16 \| 7460 \| 0.5416 \| 0.7110 \| 0.8090 \| 0.8820 \| 0.9452 \| 0.8151 \| 0.8670 \| 0.5110 \| 0.9166 \| 0.8661 \| 0.7417 \| 0.8776 \| 0.6956 \| 0.7681 \| 0.4188 \| 0.7969 \| 0.7141 \| 0.7059 \| \| 0.0842 \| 20.22 \| 7480 \| 0.5363 \| 0.7100 \| 0.8069 \| 0.8819 \| 0.9465 \| 0.8148 \| 0.8731 \| 0.4977 \| 0.9176 \| 0.8624 \| 0.7361 \| 0.8759 \| 0.6949 \| 0.7690 \| 0.4134 \| 0.7986 \| 0.7152 \| 0.7032 \| \| 0.059 \| 20.27 \| 7500 \| 0.5013 \| 0.7174 \| 0.8156 \| 0.8856 \| 0.9427 \| 0.8188 \| 0.8792 \| 0.5164 \| 0.9152 \| 0.8662 \| 0.7704 \| 0.8763 \| 0.6959 \| 0.7698 \| 0.4198 \| 0.8044 \| 0.7205 \| 0.7349 \| \| 0.2544 \| 20.32 \| 7520 \| 0.4857 \| 0.7240 \| 0.8204 \| 0.8898 \| 0.9451 \| 0.8156 \| 0.8719 \| 0.5201 \| 0.9129 \| 0.8768 \| 0.8006 \| 0.8768 \| 0.6960 \| 0.7726 \| 0.4248 \| 0.8138 \| 0.7223 \| 0.7621 \| \| 0.1371 \| 20.38 \| 7540 \| 0.5108 \| 0.7185 \| 0.8166 \| 0.8849 \| 0.9364 \| 0.8225 \| 0.8757 \| 0.5203 \| 0.9184 \| 0.8686 \| 0.7742 \| 0.8733 \| 0.6958 \| 0.7745 \| 0.4245 \| 0.8003 \| 0.7229 \| 0.7381 \| \| 0.074 \| 20.43 \| 7560 \| 0.4800 \| 0.7225 \| 0.8200 \| 0.8889 \| 0.9429 \| 0.8235 \| 0.8771 \| 0.5116 \| 0.9128 \| 0.8764 \| 0.7958 \| 0.8764 \| 0.6945 \| 0.7744 \| 0.4196 \| 0.8100 \| 0.7236 \| 0.7592 \| \| 0.0802 \| 20.49 \| 7580 \| 0.4816 \| 0.7193 \| 0.8192 \| 0.8868 \| 0.9467 \| 0.8058 \| 0.8837 \| 0.5255 \| 0.9042 \| 0.8953 \| 0.7734 \| 0.8798 \| 0.6936 \| 0.7735 \| 0.4210 \| 0.8046 \| 0.7240 \| 0.7383 \| \| 0.0402 \| 20.54 \| 7600 \| 0.5232 \| 0.7147 \| 0.8162 \| 0.8836 \| 0.9437 \| 0.8337 \| 0.8760 \| 0.5226 \| 0.9119 \| 0.8757 \| 0.7495 \| 0.8785 \| 0.6952 \| 0.7744 \| 0.4203 \| 0.7980 \| 0.7220 \| 0.7144 \| \| 0.0726 \| 20.59 \| 7620 \| 0.4981 \| 0.7173 \| 0.8167 \| 0.8854 \| 0.9469 \| 0.8319 \| 0.8703 \| 0.5215 \| 0.9130 \| 0.8762 \| 0.7571 \| 0.8773 \| 0.6951 \| 0.7767 \| 0.4205 \| 0.8034 \| 0.7259 \| 0.7225 \| \| 0.3745 \| 20.65 \| 7640 \| 0.5250 \| 0.7157 \| 0.8151 \| 0.8845 \| 0.9447 \| 0.8437 \| 0.8754 \| 0.4954 \| 0.9123 \| 0.8797 \| 0.7542 \| 0.8776 \| 0.6968 \| 0.7749 \| 0.4198 \| 0.8001 \| 0.7226 \| 0.7178 \| \| 1.2679 \| 20.7 \| 7660 \| 0.4804 \| 0.7208 \| 0.8205 \| 0.8872 \| 0.9480 \| 0.8189 \| 0.8741 \| 0.5276 \| 0.9040 \| 0.8925 \| 0.7782 \| 0.8774 \| 0.6960 \| 0.7746 \| 0.4267 \| 0.8070 \| 0.7219 \| 0.7418 \| \| 0.0966 \| 20.76 \| 7680 \| 0.5085 \| 0.7187 \| 0.8179 \| 0.8859 \| 0.9447 \| 0.8308 \| 0.8638 \| 0.5216 \| 0.9121 \| 0.8817 \| 0.7707 \| 0.8775 \| 0.6975 \| 0.7710 \| 0.4265 \| 0.8039 \| 0.7209 \| 0.7333 \| \| 0.1726 \| 20.81 \| 7700 \| 0.5561 \| 0.7123 \| 0.8114 \| 0.8808 \| 0.9384 \| 0.8226 \| 0.8625 \| 0.5116 \| 0.9149 \| 0.8872 \| 0.7426 \| 0.8712 \| 0.6967 \| 0.7713 \| 0.4261 \| 0.7932 \| 0.7194 \| 0.7085 \| \| 0.1355 \| 20.86 \| 7720 \| 0.5438 \| 0.7146 \| 0.8136 \| 0.8821 \| 0.9390 \| 0.8201 \| 0.8767 \| 0.5170 \| 0.9121 \| 0.8754 \| 0.7546 \| 0.8709 \| 0.6980 \| 0.7702 \| 0.4277 \| 0.7957 \| 0.7214 \| 0.7186 \| \| 0.1081 \| 20.92 \| 7740 \| 0.5306 \| 0.7158 \| 0.8173 \| 0.8826 \| 0.9393 \| 0.8267 \| 0.8674 \| 0.5339 \| 0.9089 \| 0.8833 \| 0.7616 \| 0.8712 \| 0.6975 \| 0.7703 \| 0.4277 \| 0.7967 \| 0.7211 \| 0.7259 \| \| 0.1707 \| 20.97 \| 7760 \| 0.5283 \| 0.7167 \| 0.8143 \| 0.8842 \| 0.9382 \| 0.8324 \| 0.8755 \| 0.4941 \| 0.9148 \| 0.8718 \| 0.7731 \| 0.8711 \| 0.6988 \| 0.7703 \| 0.4199 \| 0.8003 \| 0.7205 \| 0.7362 \| \| 0.122 \| 21.03 \| 7780 \| 0.5323 \| 0.7170 \| 0.8137 \| 0.8845 \| 0.9438 \| 0.8208 \| 0.8783 \| 0.5060 \| 0.9096 \| 0.8593 \| 0.7782 \| 0.8686 \| 0.6960 \| 0.7711 \| 0.4208 \| 0.8028 \| 0.7190 \| 0.7409 \| \| 0.0951 \| 21.08 \| 7800 \| 0.5344 \| 0.7142 \| 0.8126 \| 0.8822 \| 0.9388 \| 0.8252 \| 0.8686 \| 0.5019 \| 0.9133 \| 0.8850 \| 0.7549 \| 0.8705 \| 0.6985 \| 0.7699 \| 0.4227 \| 0.7968 \| 0.7215 \| 0.7191 \| \| 0.1561 \| 21.14 \| 7820 \| 0.5678 \| 0.7108 \| 0.8118 \| 0.8800 \| 0.9426 \| 0.8291 \| 0.8740 \| 0.5106 \| 0.9078 \| 0.8872 \| 0.7311 \| 0.8694 \| 0.6975 \| 0.7711 \| 0.4228 \| 0.7935 \| 0.7195 \| 0.7017 \| \| 0.0966 \| 21.19 \| 7840 \| 0.4841 \| 0.7250 \| 0.8224 \| 0.8894 \| 0.9423 \| 0.8323 \| 0.8717 \| 0.5137 \| 0.9106 \| 0.8799 \| 0.8061 \| 0.8741 \| 0.7001 \| 0.7702 \| 0.4264 \| 0.8114 \| 0.7247 \| 0.7682 \| \| 0.1362 \| 21.24 \| 7860 \| 0.5114 \| 0.7173 \| 0.8162 \| 0.8841 \| 0.9388 \| 0.8310 \| 0.8622 \| 0.5194 \| 0.9162 \| 0.8790 \| 0.7667 \| 0.8726 \| 0.6985 \| 0.7671 \| 0.4282 \| 0.8001 \| 0.7228 \| 0.7321 \| \| 0.0383 \| 21.3 \| 7880 \| 0.5743 \| 0.7119 \| 0.8133 \| 0.8804 \| 0.9362 \| 0.8395 \| 0.8661 \| 0.5197 \| 0.9166 \| 0.8721 \| 0.7427 \| 0.8701 \| 0.6988 \| 0.7636 \| 0.4290 \| 0.7944 \| 0.7183 \| 0.7091 \| \| 0.1295 \| 21.35 \| 7900 \| 0.5497 \| 0.7130 \| 0.8135 \| 0.8812 \| 0.9385 \| 0.8287 \| 0.8700 \| 0.5175 \| 0.9127 \| 0.8785 \| 0.7484 \| 0.8711 \| 0.6987 \| 0.7650 \| 0.4274 \| 0.7950 \| 0.7203 \| 0.7137 \| \| 0.176 \| 21.41 \| 7920 \| 0.5293 \| 0.7150 \| 0.8149 \| 0.8829 \| 0.9444 \| 0.8322 \| 0.8598 \| 0.5333 \| 0.9126 \| 0.8641 \| 0.7581 \| 0.8729 \| 0.6963 \| 0.7651 \| 0.4290 \| 0.7988 \| 0.7215 \| 0.7217 \| \| 0.1668 \| 21.46 \| 7940 \| 0.5478 \| 0.7130 \| 0.8073 \| 0.8818 \| 0.9461 \| 0.7878 \| 0.8749 \| 0.5211 \| 0.9132 \| 0.8564 \| 0.7517 \| 0.8704 \| 0.6904 \| 0.7706 \| 0.4282 \| 0.7958 \| 0.7187 \| 0.7174 \| \| 0.0873 \| 21.51 \| 7960 \| 0.5093 \| 0.7198 \| 0.8187 \| 0.8859 \| 0.9453 \| 0.8315 \| 0.8734 \| 0.5284 \| 0.9113 \| 0.8729 \| 0.7679 \| 0.8764 \| 0.7006 \| 0.7705 \| 0.4335 \| 0.8041 \| 0.7222 \| 0.7311 \| \| 0.1029 \| 21.57 \| 7980 \| 0.5399 \| 0.7167 \| 0.8150 \| 0.8843 \| 0.9483 \| 0.8273 \| 0.8665 \| 0.5269 \| 0.9118 \| 0.8702 \| 0.7540 \| 0.8761 \| 0.6993 \| 0.7686 \| 0.4308 \| 0.8016 \| 0.7209 \| 0.7193 \| \| 0.0735 \| 21.62 \| 8000 \| 0.5728 \| 0.7106 \| 0.8112 \| 0.8808 \| 0.9464 \| 0.8353 \| 0.8590 \| 0.5218 \| 0.9141 \| 0.8738 \| 0.7282 \| 0.8755 \| 0.6988 \| 0.7652 \| 0.4316 \| 0.7976 \| 0.7112 \| 0.6944 \| \| 0.1241 \| 21.68 \| 8020 \| 0.5378 \| 0.7131 \| 0.8143 \| 0.8822 \| 0.9475 \| 0.8299 \| 0.8678 \| 0.5294 \| 0.9092 \| 0.8786 \| 0.7374 \| 0.8760 \| 0.6979 \| 0.7688 \| 0.4342 \| 0.8001 \| 0.7142 \| 0.7008 \| \| 0.1456 \| 21.73 \| 8040 \| 0.5700 \| 0.7107 \| 0.8099 \| 0.8808 \| 0.9469 \| 0.8073 \| 0.8641 \| 0.5361 \| 0.9134 \| 0.8733 \| 0.7286 \| 0.8754 \| 0.6955 \| 0.7658 \| 0.4338 \| 0.7974 \| 0.7133 \| 0.6936 \| \| 0.1718 \| 21.78 \| 8060 \| 0.5572 \| 0.7102 \| 0.8138 \| 0.8803 \| 0.9475 \| 0.8285 \| 0.8637 \| 0.5474 \| 0.9090 \| 0.8762 \| 0.7241 \| 0.8752 \| 0.6961 \| 0.7669 \| 0.4323 \| 0.7973 \| 0.7120 \| 0.6916 \| \| 0.0592 \| 21.84 \| 8080 \| 0.5832 \| 0.7112 \| 0.8180 \| 0.8807 \| 0.9451 \| 0.8232 \| 0.8658 \| 0.5628 \| 0.9034 \| 0.8929 \| 0.7328 \| 0.8766 \| 0.6951 \| 0.7673 \| 0.4354 \| 0.7979 \| 0.7068 \| 0.6996 \| \| 0.0823 \| 21.89 \| 8100 \| 0.5474 \| 0.7157 \| 0.8173 \| 0.8827 \| 0.9396 \| 0.8341 \| 0.8708 \| 0.5360 \| 0.9118 \| 0.8709 \| 0.7582 \| 0.8738 \| 0.6984 \| 0.7688 \| 0.4339 \| 0.7972 \| 0.7181 \| 0.7201 \| \| 0.1769 \| 21.95 \| 8120 \| 0.5557 \| 0.7126 \| 0.8155 \| 0.8815 \| 0.9433 \| 0.8268 \| 0.8745 \| 0.5414 \| 0.9099 \| 0.8752 \| 0.7377 \| 0.8760 \| 0.6984 \| 0.7706 \| 0.4323 \| 0.7974 \| 0.7110 \| 0.7024 \| \| 0.1213 \| 22.0 \| 8140 \| 0.5464 \| 0.7129 \| 0.8153 \| 0.8814 \| 0.9391 \| 0.8340 \| 0.8662 \| 0.5266 \| 0.9110 \| 0.8792 \| 0.7513 \| 0.8733 \| 0.6999 \| 0.7683 \| 0.4298 \| 0.7974 \| 0.7082 \| 0.7131 \| \| 0.086 \| 22.05 \| 8160 \| 0.5355 \| 0.7134 \| 0.8177 \| 0.8814 \| 0.9381 \| 0.8381 \| 0.8604 \| 0.5436 \| 0.9106 \| 0.8789 \| 0.7539 \| 0.8720 \| 0.6987 \| 0.7647 \| 0.4342 \| 0.7983 \| 0.7098 \| 0.7162 \| \| 0.0569 \| 22.11 \| 8180 \| 0.5513 \| 0.7107 \| 0.8095 \| 0.8798 \| 0.9419 \| 0.8049 \| 0.8646 \| 0.5381 \| 0.9142 \| 0.8621 \| 0.7407 \| 0.8697 \| 0.6955 \| 0.7631 \| 0.4341 \| 0.7953 \| 0.7113 \| 0.7056 \| \| 0.1725 \| 22.16 \| 8200 \| 0.5476 \| 0.7114 \| 0.8143 \| 0.8804 \| 0.9412 \| 0.8400 \| 0.8665 \| 0.5273 \| 0.9096 \| 0.8740 \| 0.7418 \| 0.8712 \| 0.6993 \| 0.7641 \| 0.4308 \| 0.7961 \| 0.7128 \| 0.7057 \| \| 0.1424 \| 22.22 \| 8220 \| 0.5766 \| 0.7096 \| 0.8123 \| 0.8792 \| 0.9366 \| 0.8393 \| 0.8607 \| 0.5203 \| 0.9142 \| 0.8767 \| 0.7381 \| 0.8706 \| 0.6995 \| 0.7656 \| 0.4282 \| 0.7935 \| 0.7090 \| 0.7008 \| \| 0.0815 \| 22.27 \| 8240 \| 0.5603 \| 0.7117 \| 0.8106 \| 0.8805 \| 0.9362 \| 0.8323 \| 0.8617 \| 0.5083 \| 0.9189 \| 0.8691 \| 0.7478 \| 0.8712 \| 0.7010 \| 0.7678 \| 0.4260 \| 0.7940 \| 0.7123 \| 0.7095 \| \| 0.1072 \| 22.32 \| 8260 \| 0.5785 \| 0.7106 \| 0.8133 \| 0.8796 \| 0.9399 \| 0.8229 \| 0.8683 \| 0.5322 \| 0.9088 \| 0.8857 \| 0.7354 \| 0.8712 \| 0.6991 \| 0.7697 \| 0.4309 \| 0.7943 \| 0.7082 \| 0.7009 \| \| 0.6081 \| 22.38 \| 8280 \| 0.5738 \| 0.7090 \| 0.8126 \| 0.8789 \| 0.9388 \| 0.8331 \| 0.8765 \| 0.5201 \| 0.9099 \| 0.8851 \| 0.7244 \| 0.8710 \| 0.6988 \| 0.7719 \| 0.4309 \| 0.7941 \| 0.7046 \| 0.6919 \| \| 0.1266 \| 22.43 \| 8300 \| 0.5503 \| 0.7105 \| 0.8116 \| 0.8799 \| 0.9393 \| 0.8274 \| 0.8678 \| 0.5223 \| 0.9141 \| 0.8770 \| 0.7336 \| 0.8717 \| 0.6984 \| 0.7723 \| 0.4306 \| 0.7948 \| 0.7084 \| 0.6975 \| \| 0.0965 \| 22.49 \| 8320 \| 0.5334 \| 0.7118 \| 0.8122 \| 0.8807 \| 0.9405 \| 0.8295 \| 0.8791 \| 0.5216 \| 0.9135 \| 0.8605 \| 0.7410 \| 0.8719 \| 0.6994 \| 0.7727 \| 0.4289 \| 0.7956 \| 0.7101 \| 0.7040 \| \| 0.0954 \| 22.54 \| 8340 \| 0.5871 \| 0.7064 \| 0.8094 \| 0.8776 \| 0.9403 \| 0.8274 \| 0.8615 \| 0.5317 \| 0.9132 \| 0.8697 \| 0.7223 \| 0.8718 \| 0.6974 \| 0.7685 \| 0.4273 \| 0.7916 \| 0.6994 \| 0.6885 \| \| 0.0541 \| 22.59 \| 8360 \| 0.5509 \| 0.7109 \| 0.8137 \| 0.8807 \| 0.9442 \| 0.8316 \| 0.8640 \| 0.5374 \| 0.9097 \| 0.8684 \| 0.7405 \| 0.8743 \| 0.6968 \| 0.7676 \| 0.4267 \| 0.7957 \| 0.7109 \| 0.7042 \| \| 0.1117 \| 22.65 \| 8380 \| 0.5819 \| 0.7039 \| 0.8110 \| 0.8764 \| 0.9404 \| 0.8394 \| 0.8661 \| 0.5365 \| 0.9092 \| 0.8758 \| 0.7098 \| 0.8712 \| 0.6966 \| 0.7682 \| 0.4283 \| 0.7928 \| 0.6925 \| 0.6775 \| \| 0.1635 \| 22.7 \| 8400 \| 0.5829 \| 0.7093 \| 0.8106 \| 0.8794 \| 0.9440 \| 0.8297 \| 0.8635 \| 0.5252 \| 0.9116 \| 0.8737 \| 0.7267 \| 0.8712 \| 0.6976 \| 0.7690 \| 0.4302 \| 0.7953 \| 0.7082 \| 0.6935 \| \| 0.0433 \| 22.76 \| 8420 \| 0.5677 \| 0.7094 \| 0.8125 \| 0.8791 \| 0.9402 \| 0.8238 \| 0.8619 \| 0.5343 \| 0.9099 \| 0.8874 \| 0.7301 \| 0.8714 \| 0.6976 \| 0.7677 \| 0.4326 \| 0.7942 \| 0.7069 \| 0.6958 \| \| 1.1943 \| 22.81 \| 8440 \| 0.5698 \| 0.7098 \| 0.8120 \| 0.8793 \| 0.9427 \| 0.8280 \| 0.8726 \| 0.5379 \| 0.9111 \| 0.8632 \| 0.7286 \| 0.8702 \| 0.6977 \| 0.7698 \| 0.4304 \| 0.7945 \| 0.7097 \| 0.6963 \| \| 0.0504 \| 22.86 \| 8460 \| 0.5308 \| 0.7134 \| 0.8157 \| 0.8817 \| 0.9428 \| 0.8360 \| 0.8711 \| 0.5340 \| 0.9098 \| 0.8711 \| 0.7450 \| 0.8724 \| 0.6987 \| 0.7685 \| 0.4306 \| 0.7979 \| 0.7169 \| 0.7091 \| \| 0.1853 \| 22.92 \| 8480 \| 0.5508 \| 0.7116 \| 0.8122 \| 0.8811 \| 0.9447 \| 0.8256 \| 0.8715 \| 0.5254 \| 0.9111 \| 0.8693 \| 0.7380 \| 0.8740 \| 0.6985 \| 0.7667 \| 0.4287 \| 0.7971 \| 0.7136 \| 0.7026 \| \| 0.2347 \| 22.97 \| 8500 \| 0.5389 \| 0.7132 \| 0.8148 \| 0.8822 \| 0.9450 \| 0.8338 \| 0.8628 \| 0.5267 \| 0.9099 \| 0.8812 \| 0.7446 \| 0.8755 \| 0.6981 \| 0.7677 \| 0.4284 \| 0.7986 \| 0.7159 \| 0.7085 \| \| 1.5401 \| 23.03 \| 8520 \| 0.5766 \| 0.7113 \| 0.8133 \| 0.8813 \| 0.9484 \| 0.8311 \| 0.8695 \| 0.5294 \| 0.9075 \| 0.8728 \| 0.7342 \| 0.8751 \| 0.6969 \| 0.7681 \| 0.4250 \| 0.7970 \| 0.7154 \| 0.7018 \| \| 0.2574 \| 23.08 \| 8540 \| 0.5870 \| 0.7099 \| 0.8104 \| 0.8808 \| 0.9473 \| 0.8340 \| 0.8651 \| 0.5127 \| 0.9115 \| 0.8731 \| 0.7293 \| 0.8750 \| 0.6969 \| 0.7684 \| 0.4232 \| 0.7960 \| 0.7135 \| 0.6964 \| \| 0.1632 \| 23.14 \| 8560 \| 0.5995 \| 0.7083 \| 0.8100 \| 0.8795 \| 0.9457 \| 0.8221 \| 0.8642 \| 0.5330 \| 0.9136 \| 0.8736 \| 0.7176 \| 0.8755 \| 0.6967 \| 0.7674 \| 0.4272 \| 0.7948 \| 0.7099 \| 0.6865 \| \| 0.1034 \| 23.19 \| 8580 \| 0.5488 \| 0.7133 \| 0.8156 \| 0.8824 \| 0.9448 \| 0.8405 \| 0.8758 \| 0.5264 \| 0.9114 \| 0.8710 \| 0.7392 \| 0.8765 \| 0.6986 \| 0.7710 \| 0.4270 \| 0.7994 \| 0.7167 \| 0.7038 \| \| 0.1135 \| 23.24 \| 8600 \| 0.5597 \| 0.7119 \| 0.8128 \| 0.8817 \| 0.9456 \| 0.8379 \| 0.8639 \| 0.5206 \| 0.9129 \| 0.8706 \| 0.7384 \| 0.8764 \| 0.6979 \| 0.7679 \| 0.4248 \| 0.7968 \| 0.7160 \| 0.7031 \| \| 0.1802 \| 23.3 \| 8620 \| 0.5903 \| 0.7094 \| 0.8045 \| 0.8809 \| 0.9467 \| 0.8124 \| 0.8603 \| 0.4947 \| 0.9187 \| 0.8655 \| 0.7330 \| 0.8748 \| 0.6971 \| 0.7671 \| 0.4196 \| 0.7955 \| 0.7127 \| 0.6988 \| \| 0.0857 \| 23.35 \| 8640 \| 0.5284 \| 0.7150 \| 0.8147 \| 0.8834 \| 0.9431 \| 0.8353 \| 0.8775 \| 0.5122 \| 0.9120 \| 0.8673 \| 0.7555 \| 0.8756 \| 0.7001 \| 0.7708 \| 0.4235 \| 0.7985 \| 0.7187 \| 0.7179 \| \| 1.4639 \| 23.41 \| 8660 \| 0.5624 \| 0.7108 \| 0.8139 \| 0.8804 \| 0.9453 \| 0.8230 \| 0.8743 \| 0.5360 \| 0.9051 \| 0.8793 \| 0.7341 \| 0.8740 \| 0.6983 \| 0.7689 \| 0.4263 \| 0.7950 \| 0.7119 \| 0.7009 \| \| 0.4716 \| 23.46 \| 8680 \| 0.5759 \| 0.7098 \| 0.8134 \| 0.8801 \| 0.9459 \| 0.8281 \| 0.8704 \| 0.5395 \| 0.9076 \| 0.8741 \| 0.7281 \| 0.8750 \| 0.6982 \| 0.7684 \| 0.4264 \| 0.7953 \| 0.7093 \| 0.6959 \| \| 0.1424 \| 23.51 \| 8700 \| 0.6016 \| 0.7062 \| 0.8049 \| 0.8788 \| 0.9469 \| 0.8120 \| 0.8714 \| 0.5144 \| 0.9158 \| 0.8582 \| 0.7152 \| 0.8741 \| 0.6969 \| 0.7665 \| 0.4238 \| 0.7943 \| 0.7033 \| 0.6847 \| \| 0.1204 \| 23.57 \| 8720 \| 0.6076 \| 0.7072 \| 0.8103 \| 0.8789 \| 0.9448 \| 0.8232 \| 0.8670 \| 0.5388 \| 0.9134 \| 0.8683 \| 0.7164 \| 0.8756 \| 0.6981 \| 0.7662 \| 0.4271 \| 0.7952 \| 0.7032 \| 0.6852 \| \| 0.1257 \| 23.62 \| 8740 \| 0.5440 \| 0.7118 \| 0.8154 \| 0.8816 \| 0.9464 \| 0.8338 \| 0.8716 \| 0.5362 \| 0.9076 \| 0.8754 \| 0.7370 \| 0.8763 \| 0.6987 \| 0.7684 \| 0.4260 \| 0.7991 \| 0.7114 \| 0.7024 \| \| 0.2179 \| 23.68 \| 8760 \| 0.5609 \| 0.7106 \| 0.8135 \| 0.8809 \| 0.9429 \| 0.8358 \| 0.8679 \| 0.5310 \| 0.9139 \| 0.8695 \| 0.7332 \| 0.8768 \| 0.6992 \| 0.7676 \| 0.4268 \| 0.7969 \| 0.7092 \| 0.6980 \| \| 0.1164 \| 23.73 \| 8780 \| 0.5748 \| 0.7090 \| 0.8135 \| 0.8799 \| 0.9431 \| 0.8425 \| 0.8606 \| 0.5360 \| 0.9132 \| 0.8718 \| 0.7273 \| 0.8765 \| 0.6977 \| 0.7664 \| 0.4264 \| 0.7954 \| 0.7075 \| 0.6934 \| \| 0.0919 \| 23.78 \| 8800 \| 0.5438 \| 0.7120 \| 0.8140 \| 0.8817 \| 0.9438 \| 0.8326 \| 0.8649 \| 0.5313 \| 0.9132 \| 0.8716 \| 0.7405 \| 0.8772 \| 0.6997 \| 0.7671 \| 0.4264 \| 0.7978 \| 0.7122 \| 0.7037 \| \| 0.036 \| 23.84 \| 8820 \| 0.5488 \| 0.7113 \| 0.8134 \| 0.8815 \| 0.9468 \| 0.8407 \| 0.8598 \| 0.5294 \| 0.9115 \| 0.8660 \| 0.7398 \| 0.8756 \| 0.6982 \| 0.7662 \| 0.4246 \| 0.7984 \| 0.7125 \| 0.7040 \| \| 0.0586 \| 23.89 \| 8840 \| 0.5605 \| 0.7089 \| 0.8111 \| 0.8801 \| 0.9475 \| 0.8407 \| 0.8589 \| 0.5258 \| 0.9123 \| 0.8676 \| 0.7253 \| 0.8744 \| 0.6974 \| 0.7655 \| 0.4257 \| 0.7973 \| 0.7088 \| 0.6929 \| \| 0.1225 \| 23.95 \| 8860 \| 0.5631 \| 0.7091 \| 0.8081 \| 0.8809 \| 0.9451 \| 0.8345 \| 0.8627 \| 0.4950 \| 0.9178 \| 0.8749 \| 0.7264 \| 0.8754 \| 0.6995 \| 0.7662 \| 0.4214 \| 0.7991 \| 0.7094 \| 0.6931 \| \| 0.1302 \| 24.0 \| 8880 \| 0.5985 \| 0.7087 \| 0.8087 \| 0.8802 \| 0.9450 \| 0.8338 \| 0.8645 \| 0.5075 \| 0.9158 \| 0.8683 \| 0.7257 \| 0.8750 \| 0.6995 \| 0.7656 \| 0.4231 \| 0.7962 \| 0.7092 \| 0.6923 \| \| 0.7791 \| 24.05 \| 8900 \| 0.5912 \| 0.7091 \| 0.8098 \| 0.8807 \| 0.9460 \| 0.8422 \| 0.8633 \| 0.5032 \| 0.9138 \| 0.8694 \| 0.7308 \| 0.8748 \| 0.6979 \| 0.7666 \| 0.4216 \| 0.7979 \| 0.7092 \| 0.6959 \| \| 0.1207 \| 24.11 \| 8920 \| 0.5727 \| 0.7082 \| 0.8106 \| 0.8799 \| 0.9446 \| 0.8382 \| 0.8673 \| 0.5120 \| 0.9128 \| 0.8760 \| 0.7230 \| 0.8758 \| 0.6990 \| 0.7691 \| 0.4249 \| 0.7975 \| 0.7022 \| 0.6887 \| \| 0.0369 \| 24.16 \| 8940 \| 0.5716 \| 0.7093 \| 0.8109 \| 0.8804 \| 0.9444 \| 0.8315 \| 0.8750 \| 0.5187 \| 0.9134 \| 0.8677 \| 0.7257 \| 0.8759 \| 0.6986 \| 0.7696 \| 0.4261 \| 0.7970 \| 0.7058 \| 0.6919 \| \| 0.0854 \| 24.22 \| 8960 \| 0.5496 \| 0.7112 \| 0.8143 \| 0.8813 \| 0.9435 \| 0.8420 \| 0.8665 \| 0.5268 \| 0.9129 \| 0.8729 \| 0.7352 \| 0.8764 \| 0.6979 \| 0.7705 \| 0.4279 \| 0.7986 \| 0.7091 \| 0.6981 \| \| 0.1296 \| 24.27 \| 8980 \| 0.5903 \| 0.7087 \| 0.8103 \| 0.8799 \| 0.9462 \| 0.8319 \| 0.8728 \| 0.5222 \| 0.9121 \| 0.8647 \| 0.7225 \| 0.8748 \| 0.6977 \| 0.7694 \| 0.4250 \| 0.7958 \| 0.7077 \| 0.6903 \| \| 0.1722 \| 24.32 \| 9000 \| 0.5730 \| 0.7099 \| 0.8103 \| 0.8804 \| 0.9451 \| 0.8336 \| 0.8667 \| 0.5284 \| 0.9172 \| 0.8509 \| 0.7299 \| 0.8752 \| 0.6975 \| 0.7696 \| 0.4260 \| 0.7955 \| 0.7092 \| 0.6958 \| \| 0.0266 \| 24.38 \| 9020 \| 0.5943 \| 0.7062 \| 0.8093 \| 0.8786 \| 0.9450 \| 0.8267 \| 0.8686 \| 0.5267 \| 0.9130 \| 0.8748 \| 0.7102 \| 0.8754 \| 0.6975 \| 0.7694 \| 0.4279 \| 0.7962 \| 0.6978 \| 0.6789 \| \| 0.1113 \| 24.43 \| 9040 \| 0.5776 \| 0.7099 \| 0.8101 \| 0.8812 \| 0.9459 \| 0.8356 \| 0.8658 \| 0.5062 \| 0.9147 \| 0.8743 \| 0.7284 \| 0.8763 \| 0.6986 \| 0.7697 \| 0.4238 \| 0.7989 \| 0.7078 \| 0.6940 \| \| 0.1312 \| 24.49 \| 9060 \| 0.5847 \| 0.7080 \| 0.8101 \| 0.8797 \| 0.9460 \| 0.8215 \| 0.8657 \| 0.5264 \| 0.9114 \| 0.8790 \| 0.7209 \| 0.8768 \| 0.6978 \| 0.7679 \| 0.4274 \| 0.7964 \| 0.7026 \| 0.6871 \| \| 0.1281 \| 24.54 \| 9080 \| 0.5907 \| 0.7089 \| 0.8114 \| 0.8800 \| 0.9439 \| 0.8333 \| 0.8674 \| 0.5263 \| 0.9140 \| 0.8707 \| 0.7244 \| 0.8766 \| 0.6981 \| 0.7680 \| 0.4269 \| 0.7958 \| 0.7064 \| 0.6905 \| \| 0.0558 \| 24.59 \| 9100 \| 0.5632 \| 0.7092 \| 0.8133 \| 0.8802 \| 0.9445 \| 0.8376 \| 0.8700 \| 0.5320 \| 0.9116 \| 0.8731 \| 0.7241 \| 0.8770 \| 0.6975 \| 0.7694 \| 0.4278 \| 0.7969 \| 0.7056 \| 0.6903 \| \| 0.1248 \| 24.65 \| 9120 \| 0.5770 \| 0.7087 \| 0.8098 \| 0.8804 \| 0.9466 \| 0.8291 \| 0.8648 \| 0.5126 \| 0.9122 \| 0.8794 \| 0.7238 \| 0.8763 \| 0.6983 \| 0.7686 \| 0.4240 \| 0.7976 \| 0.7057 \| 0.6905 \| \| 0.2245 \| 24.7 \| 9140 \| 0.5899 \| 0.7070 \| 0.8098 \| 0.8793 \| 0.9484 \| 0.8299 \| 0.8632 \| 0.5259 \| 0.9098 \| 0.8753 \| 0.7162 \| 0.8754 \| 0.6968 \| 0.7679 \| 0.4243 \| 0.7963 \| 0.7035 \| 0.6849 \| \| 0.1617 \| 24.76 \| 9160 \| 0.6000 \| 0.7088 \| 0.8076 \| 0.8800 \| 0.9442 \| 0.8312 \| 0.8732 \| 0.5157 \| 0.9204 \| 0.8421 \| 0.7261 \| 0.8753 \| 0.6984 \| 0.7675 \| 0.4236 \| 0.7939 \| 0.7093 \| 0.6937 \| \| 0.0511 \| 24.81 \| 9180 \| 0.5836 \| 0.7091 \| 0.8110 \| 0.8803 \| 0.9449 \| 0.8414 \| 0.8621 \| 0.5167 \| 0.9140 \| 0.8690 \| 0.7288 \| 0.8758 \| 0.6965 \| 0.7671 \| 0.4239 \| 0.7958 \| 0.7093 \| 0.6949 \| \| 0.1321 \| 24.86 \| 9200 \| 0.5826 \| 0.7092 \| 0.8090 \| 0.8807 \| 0.9465 \| 0.8284 \| 0.8660 \| 0.5077 \| 0.9136 \| 0.8724 \| 0.7283 \| 0.8759 \| 0.6984 \| 0.7679 \| 0.4227 \| 0.7969 \| 0.7082 \| 0.6944 \| \| 0.0827 \| 24.92 \| 9220 \| 0.5856 \| 0.7073 \| 0.8091 \| 0.8796 \| 0.9482 \| 0.8329 \| 0.8612 \| 0.5195 \| 0.9127 \| 0.8731 \| 0.7164 \| 0.8752 \| 0.6969 \| 0.7681 \| 0.4244 \| 0.7976 \| 0.7039 \| 0.6852 \| \| 0.131 \| 24.97 \| 9240 \| 0.5660 \| 0.7096 \| 0.8100 \| 0.8811 \| 0.9463 \| 0.8319 \| 0.8716 \| 0.4993 \| 0.9117 \| 0.8799 \| 0.7292 \| 0.8761 \| 0.6987 \| 0.7692 \| 0.4207 \| 0.7986 \| 0.7085 \| 0.6951 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512 This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2343 - Mean Iou: 0.7550 - Mean Accuracy: 0.8157 - Overall Accuracy: 0.9435 - Accuracy Water: 0.9775 - Accuracy Whitewater: 0.2651 - Accuracy Sediment: 0.9504 - Accuracy Other Natural Terrain: 0.8170 - Accuracy Vegetation: 0.8956 - Accuracy Development: 0.8082 - Accuracy Unknown: 0.9956 - Iou Water: 0.9507 - Iou Whitewater: 0.2519 - Iou Sediment: 0.8719 - Iou Other Natural Terrain: 0.7298 - Iou Vegetation: 0.7848 - Iou Development: 0.7015 - Iou Unknown: 0.9946 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.3152 \| 0.24 \| 20 \| 1.1371 \| 0.3592 \| 0.4647 \| 0.7315 \| 0.9430 \| 0.0 \| 0.2992 \| 0.0547 \| 0.7991 \| 0.1760 \| 0.9809 \| 0.6706 \| 0.0 \| 0.2742 \| 0.0502 \| 0.4041 \| 0.1413 \| 0.9741 \| \| 1.2237 \| 0.49 \| 40 \| 0.7602 \| 0.4366 \| 0.5444 \| 0.8084 \| 0.9568 \| 0.0 \| 0.8684 \| 0.0674 \| 0.8738 \| 0.0645 \| 0.9803 \| 0.8767 \| 0.0 \| 0.5931 \| 0.0668 \| 0.4759 \| 0.0643 \| 0.9792 \| \| 0.8849 \| 0.73 \| 60 \| 0.5319 \| 0.5122 \| 0.6082 \| 0.8591 \| 0.9603 \| 0.0 \| 0.9492 \| 0.3503 \| 0.9236 \| 0.0824 \| 0.9915 \| 0.9197 \| 0.0 \| 0.6535 \| 0.3355 \| 0.6080 \| 0.0822 \| 0.9867 \| \| 0.7138 \| 0.98 \| 80 \| 0.4433 \| 0.5645 \| 0.6474 \| 0.8886 \| 0.9732 \| 0.0 \| 0.9297 \| 0.6001 \| 0.9305 \| 0.1018 \| 0.9962 \| 0.9208 \| 0.0 \| 0.7143 \| 0.5271 \| 0.7005 \| 0.1015 \| 0.9872 \| \| 0.4057 \| 1.22 \| 100 \| 0.3726 \| 0.6034 \| 0.6801 \| 0.9021 \| 0.9746 \| 0.0 \| 0.9397 \| 0.6993 \| 0.8983 \| 0.2557 \| 0.9930 \| 0.9325 \| 0.0 \| 0.7428 \| 0.6061 \| 0.7024 \| 0.2508 \| 0.9894 \| \| 0.5947 \| 1.46 \| 120 \| 0.3407 \| 0.6003 \| 0.6767 \| 0.9043 \| 0.9809 \| 0.0 \| 0.9493 \| 0.7424 \| 0.8936 \| 0.1789 \| 0.9916 \| 0.9264 \| 0.0 \| 0.7549 \| 0.6223 \| 0.7327 \| 0.1776 \| 0.9881 \| \| 0.324 \| 1.71 \| 140 \| 0.3482 \| 0.6087 \| 0.6906 \| 0.8992 \| 0.9661 \| 0.0 \| 0.9787 \| 0.8298 \| 0.7234 \| 0.3403 \| 0.9958 \| 0.9342 \| 0.0 \| 0.6806 \| 0.6506 \| 0.6853 \| 0.3202 \| 0.9901 \| \| 0.5283 \| 1.95 \| 160 \| 0.2851 \| 0.6729 \| 0.7389 \| 0.9265 \| 0.9757 \| 0.0 \| 0.9427 \| 0.8225 \| 0.8647 \| 0.5717 \| 0.9954 \| 0.9346 \| 0.0 \| 0.8134 \| 0.7038 \| 0.7573 \| 0.5116 \| 0.9895 \| \| 0.4225 \| 2.2 \| 180 \| 0.2628 \| 0.6674 \| 0.7330 \| 0.9232 \| 0.9642 \| 0.0 \| 0.9175 \| 0.8301 \| 0.9002 \| 0.5261 \| 0.9928 \| 0.9183 \| 0.0 \| 0.8127 \| 0.7082 \| 0.7438 \| 0.4982 \| 0.9904 \| \| 0.2334 \| 2.44 \| 200 \| 0.2544 \| 0.6811 \| 0.7448 \| 0.9282 \| 0.9783 \| 0.0 \| 0.9488 \| 0.7218 \| 0.9115 \| 0.6576 \| 0.9956 \| 0.9326 \| 0.0 \| 0.8252 \| 0.6780 \| 0.7556 \| 0.5856 \| 0.9905 \| \| 0.3386 \| 2.68 \| 220 \| 0.2385 \| 0.6844 \| 0.7511 \| 0.9279 \| 0.9773 \| 0.0 \| 0.9358 \| 0.7831 \| 0.8913 \| 0.6838 \| 0.9864 \| 0.9298 \| 0.0 \| 0.8409 \| 0.6831 \| 0.7590 \| 0.5939 \| 0.9845 \| \| 0.2847 \| 2.93 \| 240 \| 0.2321 \| 0.6817 \| 0.7530 \| 0.9275 \| 0.9694 \| 0.0 \| 0.9472 \| 0.8888 \| 0.7828 \| 0.6848 \| 0.9980 \| 0.9334 \| 0.0 \| 0.8187 \| 0.7156 \| 0.7399 \| 0.5752 \| 0.9895 \| \| 0.6314 \| 3.17 \| 260 \| 0.2118 \| 0.6995 \| 0.7630 \| 0.9362 \| 0.9725 \| 0.0 \| 0.9494 \| 0.8463 \| 0.8667 \| 0.7094 \| 0.9965 \| 0.9404 \| 0.0 \| 0.8324 \| 0.7431 \| 0.7783 \| 0.6104 \| 0.9916 \| \| 0.2687 \| 3.41 \| 280 \| 0.2140 \| 0.6992 \| 0.7599 \| 0.9359 \| 0.9739 \| 0.0 \| 0.9480 \| 0.8333 \| 0.8776 \| 0.6886 \| 0.9976 \| 0.9348 \| 0.0 \| 0.8242 \| 0.7413 \| 0.7869 \| 0.6166 \| 0.9908 \| \| 0.4188 \| 3.66 \| 300 \| 0.2088 \| 0.7045 \| 0.7646 \| 0.9382 \| 0.9743 \| 0.0 \| 0.9594 \| 0.8251 \| 0.8940 \| 0.7055 \| 0.9936 \| 0.9368 \| 0.0 \| 0.8483 \| 0.7412 \| 0.7886 \| 0.6260 \| 0.9909 \| \| 0.1609 \| 3.9 \| 320 \| 0.1991 \| 0.7059 \| 0.7740 \| 0.9372 \| 0.9758 \| 0.0 \| 0.9463 \| 0.8677 \| 0.8325 \| 0.8036 \| 0.9923 \| 0.9388 \| 0.0 \| 0.8620 \| 0.7343 \| 0.7721 \| 0.6440 \| 0.9900 \| \| 0.1591 \| 4.15 \| 340 \| 0.2563 \| 0.6544 \| 0.7303 \| 0.9157 \| 0.9718 \| 0.0 \| 0.9700 \| 0.8359 \| 0.7659 \| 0.5772 \| 0.9915 \| 0.9427 \| 0.0 \| 0.7907 \| 0.6447 \| 0.6947 \| 0.5180 \| 0.9901 \| \| 0.4456 \| 4.39 \| 360 \| 0.2374 \| 0.6846 \| 0.7496 \| 0.9283 \| 0.9789 \| 0.0 \| 0.9396 \| 0.7259 \| 0.8976 \| 0.7094 \| 0.9956 \| 0.9436 \| 0.0 \| 0.8668 \| 0.6313 \| 0.7349 \| 0.6230 \| 0.9928 \| \| 0.1556 \| 4.63 \| 380 \| 0.2165 \| 0.6871 \| 0.7568 \| 0.9294 \| 0.9701 \| 0.0 \| 0.9681 \| 0.8800 \| 0.7831 \| 0.6998 \| 0.9963 \| 0.9401 \| 0.0 \| 0.8319 \| 0.7082 \| 0.7283 \| 0.6095 \| 0.9918 \| \| 0.3269 \| 4.88 \| 400 \| 0.2230 \| 0.6995 \| 0.7612 \| 0.9340 \| 0.9709 \| 0.0 \| 0.9544 \| 0.7420 \| 0.9106 \| 0.7533 \| 0.9969 \| 0.9432 \| 0.0 \| 0.8551 \| 0.6806 \| 0.7497 \| 0.6751 \| 0.9929 \| \| 0.2006 \| 5.12 \| 420 \| 0.2233 \| 0.6884 \| 0.7545 \| 0.9303 \| 0.9727 \| 0.0 \| 0.9573 \| 0.8825 \| 0.8049 \| 0.6679 \| 0.9960 \| 0.9405 \| 0.0 \| 0.8366 \| 0.7042 \| 0.7340 \| 0.6110 \| 0.9929 \| \| 0.1007 \| 5.37 \| 440 \| 0.2047 \| 0.7084 \| 0.7769 \| 0.9383 \| 0.9683 \| 0.0 \| 0.9583 \| 0.8657 \| 0.8279 \| 0.8214 \| 0.9966 \| 0.9428 \| 0.0 \| 0.8463 \| 0.7494 \| 0.7689 \| 0.6592 \| 0.9921 \| \| 0.1391 \| 5.61 \| 460 \| 0.2110 \| 0.7102 \| 0.7698 \| 0.9386 \| 0.9775 \| 0.0 \| 0.9289 \| 0.8196 \| 0.9082 \| 0.7632 \| 0.9914 \| 0.9384 \| 0.0 \| 0.8686 \| 0.7287 \| 0.7739 \| 0.6716 \| 0.9899 \| \| 0.1582 \| 5.85 \| 480 \| 0.1974 \| 0.7070 \| 0.7756 \| 0.9371 \| 0.9688 \| 0.0 \| 0.9503 \| 0.7850 \| 0.8715 \| 0.8567 \| 0.9971 \| 0.9420 \| 0.0 \| 0.8565 \| 0.7161 \| 0.7626 \| 0.6792 \| 0.9928 \| \| 0.118 \| 6.1 \| 500 \| 0.2184 \| 0.6937 \| 0.7602 \| 0.9312 \| 0.9800 \| 0.0 \| 0.9321 \| 0.8670 \| 0.8032 \| 0.7424 \| 0.9969 \| 0.9372 \| 0.0 \| 0.8535 \| 0.6900 \| 0.7355 \| 0.6468 \| 0.9929 \| \| 0.1206 \| 6.34 \| 520 \| 0.2585 \| 0.6906 \| 0.7549 \| 0.9312 \| 0.9766 \| 0.0 \| 0.9652 \| 0.7906 \| 0.8669 \| 0.6927 \| 0.9922 \| 0.9364 \| 0.0 \| 0.8134 \| 0.7155 \| 0.7562 \| 0.6218 \| 0.9910 \| \| 0.1531 \| 6.59 \| 540 \| 0.2177 \| 0.7048 \| 0.7699 \| 0.9370 \| 0.9788 \| 0.0 \| 0.9361 \| 0.8889 \| 0.8270 \| 0.7644 \| 0.9944 \| 0.9426 \| 0.0 \| 0.8647 \| 0.7215 \| 0.7629 \| 0.6492 \| 0.9926 \| \| 0.141 \| 6.83 \| 560 \| 0.2271 \| 0.7014 \| 0.7655 \| 0.9362 \| 0.9625 \| 0.0 \| 0.9726 \| 0.8432 \| 0.8655 \| 0.7186 \| 0.9957 \| 0.9403 \| 0.0 \| 0.8254 \| 0.7420 \| 0.7758 \| 0.6330 \| 0.9931 \| \| 0.1233 \| 7.07 \| 580 \| 0.2128 \| 0.7108 \| 0.7723 \| 0.9398 \| 0.9739 \| 0.0 \| 0.9529 \| 0.8535 \| 0.8659 \| 0.7646 \| 0.9954 \| 0.9430 \| 0.0 \| 0.8579 \| 0.7390 \| 0.7766 \| 0.6661 \| 0.9932 \| \| 0.0518 \| 7.32 \| 600 \| 0.2460 \| 0.6911 \| 0.7617 \| 0.9304 \| 0.9659 \| 0.0 \| 0.9711 \| 0.8530 \| 0.7962 \| 0.7486 \| 0.9969 \| 0.9426 \| 0.0 \| 0.8348 \| 0.6982 \| 0.7278 \| 0.6405 \| 0.9941 \| \| 0.1164 \| 7.56 \| 620 \| 0.2446 \| 0.6992 \| 0.7670 \| 0.9337 \| 0.9747 \| 0.0 \| 0.9534 \| 0.8651 \| 0.8042 \| 0.7752 \| 0.9963 \| 0.9432 \| 0.0 \| 0.8550 \| 0.7027 \| 0.7379 \| 0.6615 \| 0.9941 \| \| 0.1448 \| 7.8 \| 640 \| 0.2159 \| 0.7115 \| 0.7726 \| 0.9394 \| 0.9771 \| 0.0 \| 0.9510 \| 0.8102 \| 0.8822 \| 0.7928 \| 0.9952 \| 0.9435 \| 0.0 \| 0.8560 \| 0.7265 \| 0.7725 \| 0.6886 \| 0.9932 \| \| 0.4327 \| 8.05 \| 660 \| 0.2056 \| 0.7150 \| 0.7766 \| 0.9418 \| 0.9736 \| 0.0 \| 0.9551 \| 0.8341 \| 0.8786 \| 0.7980 \| 0.9966 \| 0.9443 \| 0.0 \| 0.8579 \| 0.7494 \| 0.7862 \| 0.6734 \| 0.9935 \| \| 0.1197 \| 8.29 \| 680 \| 0.2153 \| 0.7068 \| 0.7647 \| 0.9389 \| 0.9767 \| 0.0 \| 0.9434 \| 0.8219 \| 0.9024 \| 0.7126 \| 0.9963 \| 0.9417 \| 0.0 \| 0.8681 \| 0.7183 \| 0.7794 \| 0.6469 \| 0.9935 \| \| 0.1376 \| 8.54 \| 700 \| 0.2252 \| 0.7069 \| 0.7755 \| 0.9375 \| 0.9676 \| 0.0 \| 0.9668 \| 0.8520 \| 0.8228 \| 0.8217 \| 0.9977 \| 0.9441 \| 0.0 \| 0.8448 \| 0.7397 \| 0.7594 \| 0.6667 \| 0.9934 \| \| 0.3054 \| 8.78 \| 720 \| 0.2291 \| 0.7079 \| 0.7708 \| 0.9382 \| 0.9773 \| 0.0 \| 0.9544 \| 0.8451 \| 0.8599 \| 0.7667 \| 0.9924 \| 0.9404 \| 0.0 \| 0.8559 \| 0.7306 \| 0.7749 \| 0.6626 \| 0.9912 \| \| 0.1884 \| 9.02 \| 740 \| 0.2077 \| 0.7194 \| 0.7823 \| 0.9422 \| 0.9733 \| 0.0 \| 0.9366 \| 0.8561 \| 0.8671 \| 0.8472 \| 0.9957 \| 0.9449 \| 0.0 \| 0.8750 \| 0.7354 \| 0.7776 \| 0.7092 \| 0.9936 \| \| 0.0987 \| 9.27 \| 760 \| 0.2207 \| 0.7112 \| 0.7780 \| 0.9385 \| 0.9753 \| 0.0 \| 0.9640 \| 0.8870 \| 0.8026 \| 0.8232 \| 0.9938 \| 0.9414 \| 0.0 \| 0.8349 \| 0.7599 \| 0.7583 \| 0.6912 \| 0.9924 \| \| 0.1062 \| 9.51 \| 780 \| 0.2697 \| 0.6999 \| 0.7640 \| 0.9335 \| 0.9747 \| 0.0 \| 0.9493 \| 0.7366 \| 0.8967 \| 0.7950 \| 0.9957 \| 0.9429 \| 0.0 \| 0.8455 \| 0.6892 \| 0.7403 \| 0.6884 \| 0.9932 \| \| 0.1437 \| 9.76 \| 800 \| 0.2240 \| 0.7069 \| 0.7715 \| 0.9380 \| 0.9692 \| 0.0 \| 0.9578 \| 0.8028 \| 0.8838 \| 0.7906 \| 0.9960 \| 0.9451 \| 0.0 \| 0.8487 \| 0.7271 \| 0.7701 \| 0.6635 \| 0.9935 \| \| 0.0806 \| 10.0 \| 820 \| 0.2262 \| 0.7068 \| 0.7692 \| 0.9388 \| 0.9788 \| 0.0 \| 0.9596 \| 0.8313 \| 0.8618 \| 0.7573 \| 0.9960 \| 0.9447 \| 0.0 \| 0.8471 \| 0.7398 \| 0.7748 \| 0.6479 \| 0.9934 \| \| 0.1172 \| 10.24 \| 840 \| 0.2594 \| 0.6971 \| 0.7598 \| 0.9336 \| 0.9751 \| 0.0 \| 0.9497 \| 0.7498 \| 0.8983 \| 0.7482 \| 0.9975 \| 0.9432 \| 0.0 \| 0.8596 \| 0.6762 \| 0.7500 \| 0.6570 \| 0.9934 \| \| 0.3204 \| 10.49 \| 860 \| 0.2114 \| 0.7167 \| 0.7775 \| 0.9417 \| 0.9735 \| 0.0 \| 0.9405 \| 0.8401 \| 0.8791 \| 0.8117 \| 0.9977 \| 0.9440 \| 0.0 \| 0.8751 \| 0.7310 \| 0.7812 \| 0.6925 \| 0.9933 \| \| 0.18 \| 10.73 \| 880 \| 0.2234 \| 0.7163 \| 0.7774 \| 0.9415 \| 0.9708 \| 0.0 \| 0.9606 \| 0.8125 \| 0.8921 \| 0.8111 \| 0.9950 \| 0.9458 \| 0.0 \| 0.8635 \| 0.7310 \| 0.7799 \| 0.7000 \| 0.9937 \| \| 0.1388 \| 10.98 \| 900 \| 0.2211 \| 0.7231 \| 0.7820 \| 0.9435 \| 0.9745 \| 0.0 \| 0.9282 \| 0.8094 \| 0.9115 \| 0.8533 \| 0.9971 \| 0.9442 \| 0.0 \| 0.8842 \| 0.7275 \| 0.7822 \| 0.7296 \| 0.9942 \| \| 0.3495 \| 11.22 \| 920 \| 0.2246 \| 0.7172 \| 0.7803 \| 0.9420 \| 0.9735 \| 0.0 \| 0.9535 \| 0.8467 \| 0.8540 \| 0.8361 \| 0.9985 \| 0.9443 \| 0.0 \| 0.8700 \| 0.7384 \| 0.7796 \| 0.6941 \| 0.9940 \| \| 0.1129 \| 11.46 \| 940 \| 0.2116 \| 0.7187 \| 0.7770 \| 0.9431 \| 0.9764 \| 0.0 \| 0.9480 \| 0.8252 \| 0.9009 \| 0.7927 \| 0.9954 \| 0.9460 \| 0.0 \| 0.8772 \| 0.7303 \| 0.7890 \| 0.6944 \| 0.9941 \| \| 0.1725 \| 11.71 \| 960 \| 0.2028 \| 0.7199 \| 0.7820 \| 0.9432 \| 0.9799 \| 0.0 \| 0.9457 \| 0.8285 \| 0.8723 \| 0.8515 \| 0.9962 \| 0.9442 \| 0.0 \| 0.8773 \| 0.7348 \| 0.7872 \| 0.7019 \| 0.9941 \| \| 0.1882 \| 11.95 \| 980 \| 0.2180 \| 0.7168 \| 0.7759 \| 0.9422 \| 0.9743 \| 0.0 \| 0.9556 \| 0.8052 \| 0.8990 \| 0.7998 \| 0.9974 \| 0.9460 \| 0.0 \| 0.8570 \| 0.7326 \| 0.7887 \| 0.6984 \| 0.9945 \| \| 0.1523 \| 12.2 \| 1000 \| 0.2185 \| 0.7172 \| 0.7792 \| 0.9416 \| 0.9750 \| 0.0000 \| 0.9527 \| 0.8253 \| 0.8779 \| 0.8287 \| 0.9947 \| 0.9444 \| 0.0000 \| 0.8701 \| 0.7322 \| 0.7781 \| 0.7019 \| 0.9936 \| \| 0.0959 \| 12.44 \| 1020 \| 0.2232 \| 0.7192 \| 0.7806 \| 0.9424 \| 0.9781 \| 0.0 \| 0.9452 \| 0.8150 \| 0.8840 \| 0.8469 \| 0.9953 \| 0.9444 \| 0.0 \| 0.8769 \| 0.7281 \| 0.7792 \| 0.7115 \| 0.9941 \| \| 0.0786 \| 12.68 \| 1040 \| 0.2383 \| 0.7129 \| 0.7741 \| 0.9403 \| 0.9771 \| 0.0001 \| 0.9592 \| 0.8173 \| 0.8741 \| 0.7949 \| 0.9956 \| 0.9449 \| 0.0001 \| 0.8567 \| 0.7321 \| 0.7734 \| 0.6892 \| 0.9942 \| \| 0.1079 \| 12.93 \| 1060 \| 0.2410 \| 0.7144 \| 0.7772 \| 0.9401 \| 0.9786 \| 0.0040 \| 0.9510 \| 0.7919 \| 0.8845 \| 0.8357 \| 0.9945 \| 0.9451 \| 0.0040 \| 0.8585 \| 0.7261 \| 0.7709 \| 0.7030 \| 0.9933 \| \| 0.1476 \| 13.17 \| 1080 \| 0.2192 \| 0.7130 \| 0.7782 \| 0.9403 \| 0.9718 \| 0.0008 \| 0.9582 \| 0.8334 \| 0.8548 \| 0.8309 \| 0.9975 \| 0.9458 \| 0.0008 \| 0.8536 \| 0.7367 \| 0.7733 \| 0.6859 \| 0.9950 \| \| 0.1231 \| 13.41 \| 1100 \| 0.2260 \| 0.7157 \| 0.7790 \| 0.9417 \| 0.9800 \| 0.0002 \| 0.9430 \| 0.8018 \| 0.8889 \| 0.8443 \| 0.9951 \| 0.9456 \| 0.0002 \| 0.8722 \| 0.7265 \| 0.7836 \| 0.6882 \| 0.9939 \| \| 0.0879 \| 13.66 \| 1120 \| 0.2403 \| 0.7133 \| 0.7767 \| 0.9407 \| 0.9709 \| 0.0 \| 0.9670 \| 0.8450 \| 0.8523 \| 0.8043 \| 0.9974 \| 0.9472 \| 0.0 \| 0.8539 \| 0.7357 \| 0.7748 \| 0.6864 \| 0.9951 \| \| 0.116 \| 13.9 \| 1140 \| 0.2334 \| 0.7191 \| 0.7810 \| 0.9425 \| 0.9767 \| 0.0165 \| 0.9465 \| 0.8118 \| 0.8896 \| 0.8284 \| 0.9974 \| 0.9471 \| 0.0164 \| 0.8677 \| 0.7354 \| 0.7863 \| 0.6862 \| 0.9946 \| \| 0.1264 \| 14.15 \| 1160 \| 0.2366 \| 0.7162 \| 0.7765 \| 0.9414 \| 0.9789 \| 0.0146 \| 0.9504 \| 0.8165 \| 0.8936 \| 0.7870 \| 0.9943 \| 0.9462 \| 0.0145 \| 0.8657 \| 0.7314 \| 0.7849 \| 0.6774 \| 0.9934 \| \| 0.0761 \| 14.39 \| 1180 \| 0.2227 \| 0.7198 \| 0.7792 \| 0.9427 \| 0.9789 \| 0.0180 \| 0.9509 \| 0.8127 \| 0.8924 \| 0.8044 \| 0.9968 \| 0.9469 \| 0.0179 \| 0.8670 \| 0.7339 \| 0.7858 \| 0.6921 \| 0.9948 \| \| 0.0437 \| 14.63 \| 1200 \| 0.2192 \| 0.7188 \| 0.7819 \| 0.9415 \| 0.9769 \| 0.0248 \| 0.9490 \| 0.8470 \| 0.8566 \| 0.8219 \| 0.9970 \| 0.9466 \| 0.0246 \| 0.8645 \| 0.7379 \| 0.7761 \| 0.6873 \| 0.9948 \| \| 0.0732 \| 14.88 \| 1220 \| 0.2396 \| 0.7289 \| 0.7897 \| 0.9421 \| 0.9760 \| 0.0861 \| 0.9477 \| 0.8180 \| 0.8934 \| 0.8121 \| 0.9948 \| 0.9465 \| 0.0849 \| 0.8654 \| 0.7368 \| 0.7824 \| 0.6923 \| 0.9936 \| \| 0.1376 \| 15.12 \| 1240 \| 0.2280 \| 0.7314 \| 0.7915 \| 0.9430 \| 0.9753 \| 0.0944 \| 0.9480 \| 0.8444 \| 0.8766 \| 0.8039 \| 0.9976 \| 0.9469 \| 0.0925 \| 0.8660 \| 0.7413 \| 0.7854 \| 0.6934 \| 0.9946 \| \| 0.0518 \| 15.37 \| 1260 \| 0.2378 \| 0.7289 \| 0.7880 \| 0.9422 \| 0.9746 \| 0.0885 \| 0.9501 \| 0.8424 \| 0.8832 \| 0.7807 \| 0.9963 \| 0.9460 \| 0.0864 \| 0.8661 \| 0.7345 \| 0.7828 \| 0.6920 \| 0.9946 \| \| 0.0599 \| 15.61 \| 1280 \| 0.2288 \| 0.7242 \| 0.7848 \| 0.9418 \| 0.9784 \| 0.0559 \| 0.9443 \| 0.8397 \| 0.8761 \| 0.8037 \| 0.9952 \| 0.9468 \| 0.0555 \| 0.8645 \| 0.7356 \| 0.7789 \| 0.6943 \| 0.9939 \| \| 0.0967 \| 15.85 \| 1300 \| 0.2416 \| 0.7301 \| 0.7939 \| 0.9413 \| 0.9749 \| 0.1088 \| 0.9523 \| 0.8402 \| 0.8542 \| 0.8291 \| 0.9979 \| 0.9493 \| 0.1074 \| 0.8613 \| 0.7326 \| 0.7718 \| 0.6933 \| 0.9952 \| \| 0.0593 \| 16.1 \| 1320 \| 0.2691 \| 0.7212 \| 0.7812 \| 0.9396 \| 0.9777 \| 0.0661 \| 0.9444 \| 0.7484 \| 0.9244 \| 0.8117 \| 0.9958 \| 0.9483 \| 0.0651 \| 0.8732 \| 0.6970 \| 0.7657 \| 0.7051 \| 0.9944 \| \| 0.2264 \| 16.34 \| 1340 \| 0.2362 \| 0.7237 \| 0.7854 \| 0.9420 \| 0.9756 \| 0.0505 \| 0.9512 \| 0.8124 \| 0.8846 \| 0.8266 \| 0.9969 \| 0.9469 \| 0.0499 \| 0.8610 \| 0.7362 \| 0.7802 \| 0.6966 \| 0.9948 \| \| 0.0592 \| 16.59 \| 1360 \| 0.2423 \| 0.7367 \| 0.8007 \| 0.9391 \| 0.9729 \| 0.1878 \| 0.9486 \| 0.8662 \| 0.8410 \| 0.7923 \| 0.9964 \| 0.9477 \| 0.1838 \| 0.8581 \| 0.7238 \| 0.7609 \| 0.6875 \| 0.9951 \| \| 0.1125 \| 16.83 \| 1380 \| 0.2339 \| 0.7527 \| 0.8150 \| 0.9431 \| 0.9762 \| 0.2572 \| 0.9448 \| 0.8334 \| 0.8824 \| 0.8143 \| 0.9969 \| 0.9485 \| 0.2431 \| 0.8608 \| 0.7434 \| 0.7846 \| 0.6934 \| 0.9951 \| \| 0.0603 \| 17.07 \| 1400 \| 0.2270 \| 0.7406 \| 0.8004 \| 0.9417 \| 0.9753 \| 0.1855 \| 0.9417 \| 0.8159 \| 0.8973 \| 0.7897 \| 0.9975 \| 0.9475 \| 0.1795 \| 0.8640 \| 0.7270 \| 0.7791 \| 0.6921 \| 0.9951 \| \| 0.0519 \| 17.32 \| 1420 \| 0.2306 \| 0.7467 \| 0.8067 \| 0.9430 \| 0.9751 \| 0.2083 \| 0.9472 \| 0.8316 \| 0.8892 \| 0.7984 \| 0.9969 \| 0.9491 \| 0.2023 \| 0.8660 \| 0.7348 \| 0.7845 \| 0.6952 \| 0.9950 \| \| 0.0604 \| 17.56 \| 1440 \| 0.2442 \| 0.7355 \| 0.7969 \| 0.9424 \| 0.9799 \| 0.1369 \| 0.9507 \| 0.8123 \| 0.8850 \| 0.8175 \| 0.9956 \| 0.9483 \| 0.1337 \| 0.8670 \| 0.7313 \| 0.7826 \| 0.6911 \| 0.9945 \| \| 0.0938 \| 17.8 \| 1460 \| 0.2359 \| 0.7392 \| 0.7993 \| 0.9422 \| 0.9726 \| 0.1637 \| 0.9542 \| 0.8012 \| 0.8966 \| 0.8084 \| 0.9987 \| 0.9483 \| 0.1598 \| 0.8663 \| 0.7251 \| 0.7808 \| 0.6992 \| 0.9947 \| \| 0.1024 \| 18.05 \| 1480 \| 0.2377 \| 0.7305 \| 0.7902 \| 0.9418 \| 0.9811 \| 0.1062 \| 0.9475 \| 0.8259 \| 0.8784 \| 0.7962 \| 0.9960 \| 0.9482 \| 0.1042 \| 0.8690 \| 0.7262 \| 0.7776 \| 0.6936 \| 0.9946 \| \| 0.0536 \| 18.29 \| 1500 \| 0.2309 \| 0.7358 \| 0.7961 \| 0.9424 \| 0.9756 \| 0.1348 \| 0.9526 \| 0.8292 \| 0.8784 \| 0.8046 \| 0.9975 \| 0.9502 \| 0.1325 \| 0.8695 \| 0.7282 \| 0.7786 \| 0.6971 \| 0.9948 \| \| 0.07 \| 18.54 \| 1520 \| 0.2380 \| 0.7507 \| 0.8127 \| 0.9428 \| 0.9747 \| 0.2410 \| 0.9478 \| 0.8254 \| 0.8836 \| 0.8191 \| 0.9971 \| 0.9503 \| 0.2312 \| 0.8708 \| 0.7276 \| 0.7799 \| 0.7001 \| 0.9951 \| \| 0.0692 \| 18.78 \| 1540 \| 0.2429 \| 0.7478 \| 0.8104 \| 0.9420 \| 0.9745 \| 0.2285 \| 0.9462 \| 0.8139 \| 0.8853 \| 0.8269 \| 0.9973 \| 0.9502 \| 0.2198 \| 0.8739 \| 0.7180 \| 0.7755 \| 0.7018 \| 0.9952 \| \| 0.0673 \| 19.02 \| 1560 \| 0.2288 \| 0.7352 \| 0.7966 \| 0.9409 \| 0.9769 \| 0.1525 \| 0.9459 \| 0.8163 \| 0.8795 \| 0.8081 \| 0.9974 \| 0.9470 \| 0.1472 \| 0.8681 \| 0.7192 \| 0.7749 \| 0.6955 \| 0.9945 \| \| 0.0406 \| 19.27 \| 1580 \| 0.2302 \| 0.7484 \| 0.8096 \| 0.9426 \| 0.9757 \| 0.2222 \| 0.9442 \| 0.8234 \| 0.8849 \| 0.8196 \| 0.9974 \| 0.9493 \| 0.2126 \| 0.8746 \| 0.7252 \| 0.7781 \| 0.7042 \| 0.9945 \| \| 0.0686 \| 19.51 \| 1600 \| 0.2228 \| 0.7421 \| 0.8031 \| 0.9432 \| 0.9755 \| 0.1643 \| 0.9524 \| 0.8481 \| 0.8669 \| 0.8176 \| 0.9970 \| 0.9496 \| 0.1599 \| 0.8718 \| 0.7337 \| 0.7808 \| 0.7039 \| 0.9950 \| \| 0.0559 \| 19.76 \| 1620 \| 0.2335 \| 0.7497 \| 0.8141 \| 0.9422 \| 0.9753 \| 0.2443 \| 0.9511 \| 0.8181 \| 0.8749 \| 0.8382 \| 0.9967 \| 0.9497 \| 0.2320 \| 0.8723 \| 0.7237 \| 0.7767 \| 0.6985 \| 0.9949 \| \| 0.0726 \| 20.0 \| 1640 \| 0.2381 \| 0.7439 \| 0.8067 \| 0.9417 \| 0.9796 \| 0.2054 \| 0.9492 \| 0.8341 \| 0.8658 \| 0.8182 \| 0.9949 \| 0.9484 \| 0.1952 \| 0.8690 \| 0.7270 \| 0.7748 \| 0.6985 \| 0.9941 \| \| 0.0381 \| 20.24 \| 1660 \| 0.2289 \| 0.7603 \| 0.8246 \| 0.9425 \| 0.9763 \| 0.3250 \| 0.9474 \| 0.8232 \| 0.8778 \| 0.8261 \| 0.9967 \| 0.9506 \| 0.3039 \| 0.8722 \| 0.7244 \| 0.7768 \| 0.6991 \| 0.9951 \| \| 0.1459 \| 20.49 \| 1680 \| 0.2320 \| 0.7435 \| 0.8034 \| 0.9422 \| 0.9795 \| 0.2004 \| 0.9497 \| 0.8294 \| 0.8781 \| 0.7897 \| 0.9967 \| 0.9500 \| 0.1939 \| 0.8711 \| 0.7228 \| 0.7781 \| 0.6936 \| 0.9950 \| \| 0.0515 \| 20.73 \| 1700 \| 0.2366 \| 0.7584 \| 0.8212 \| 0.9425 \| 0.9772 \| 0.3128 \| 0.9445 \| 0.8043 \| 0.8924 \| 0.8189 \| 0.9980 \| 0.9504 \| 0.2910 \| 0.8743 \| 0.7188 \| 0.7777 \| 0.7017 \| 0.9951 \| \| 0.1066 \| 20.98 \| 1720 \| 0.2450 \| 0.7615 \| 0.8249 \| 0.9420 \| 0.9723 \| 0.3449 \| 0.9531 \| 0.8283 \| 0.8804 \| 0.7978 \| 0.9973 \| 0.9506 \| 0.3225 \| 0.8704 \| 0.7218 \| 0.7762 \| 0.6941 \| 0.9950 \| \| 0.0677 \| 21.22 \| 1740 \| 0.2302 \| 0.7512 \| 0.8141 \| 0.9424 \| 0.9777 \| 0.2553 \| 0.9465 \| 0.8569 \| 0.8526 \| 0.8115 \| 0.9982 \| 0.9502 \| 0.2412 \| 0.8731 \| 0.7264 \| 0.7766 \| 0.6954 \| 0.9953 \| \| 0.0745 \| 21.46 \| 1760 \| 0.2343 \| 0.7389 \| 0.7999 \| 0.9420 \| 0.9807 \| 0.1705 \| 0.9453 \| 0.8517 \| 0.8613 \| 0.7930 \| 0.9966 \| 0.9486 \| 0.1644 \| 0.8710 \| 0.7263 \| 0.7792 \| 0.6877 \| 0.9950 \| \| 0.1053 \| 21.71 \| 1780 \| 0.2453 \| 0.7591 \| 0.8219 \| 0.9426 \| 0.9747 \| 0.3127 \| 0.9517 \| 0.8279 \| 0.8834 \| 0.8070 \| 0.9958 \| 0.9511 \| 0.2943 \| 0.8705 \| 0.7253 \| 0.7796 \| 0.6977 \| 0.9948 \| \| 0.0898 \| 21.95 \| 1800 \| 0.2224 \| 0.7525 \| 0.8145 \| 0.9435 \| 0.9767 \| 0.2480 \| 0.9498 \| 0.8216 \| 0.8848 \| 0.8237 \| 0.9972 \| 0.9501 \| 0.2357 \| 0.8693 \| 0.7325 \| 0.7856 \| 0.6988 \| 0.9953 \| \| 0.1724 \| 22.2 \| 1820 \| 0.2210 \| 0.7390 \| 0.7982 \| 0.9430 \| 0.9795 \| 0.1569 \| 0.9503 \| 0.8319 \| 0.8831 \| 0.7889 \| 0.9966 \| 0.9499 \| 0.1527 \| 0.8697 \| 0.7298 \| 0.7853 \| 0.6903 \| 0.9950 \| \| 0.1683 \| 22.44 \| 1840 \| 0.2362 \| 0.7629 \| 0.8257 \| 0.9439 \| 0.9774 \| 0.3265 \| 0.9405 \| 0.8187 \| 0.8975 \| 0.8231 \| 0.9966 \| 0.9514 \| 0.3020 \| 0.8741 \| 0.7299 \| 0.7861 \| 0.7016 \| 0.9951 \| \| 0.0613 \| 22.68 \| 1860 \| 0.2266 \| 0.7634 \| 0.8267 \| 0.9441 \| 0.9769 \| 0.3291 \| 0.9418 \| 0.8187 \| 0.8939 \| 0.8291 \| 0.9974 \| 0.9511 \| 0.3024 \| 0.8750 \| 0.7301 \| 0.7864 \| 0.7032 \| 0.9953 \| \| 0.0638 \| 22.93 \| 1880 \| 0.2321 \| 0.7650 \| 0.8286 \| 0.9438 \| 0.9755 \| 0.3469 \| 0.9500 \| 0.8305 \| 0.8831 \| 0.8173 \| 0.9972 \| 0.9519 \| 0.3208 \| 0.8735 \| 0.7297 \| 0.7852 \| 0.6986 \| 0.9953 \| \| 0.0865 \| 23.17 \| 1900 \| 0.2402 \| 0.7476 \| 0.8078 \| 0.9434 \| 0.9773 \| 0.2115 \| 0.9529 \| 0.8024 \| 0.9005 \| 0.8132 \| 0.9965 \| 0.9502 \| 0.2039 \| 0.8688 \| 0.7291 \| 0.7860 \| 0.7006 \| 0.9950 \| \| 0.183 \| 23.41 \| 1920 \| 0.2340 \| 0.7545 \| 0.8155 \| 0.9437 \| 0.9757 \| 0.2616 \| 0.9551 \| 0.8198 \| 0.8879 \| 0.8106 \| 0.9975 \| 0.9512 \| 0.2492 \| 0.8685 \| 0.7321 \| 0.7853 \| 0.7000 \| 0.9953 \| \| 0.0665 \| 23.66 \| 1940 \| 0.2250 \| 0.7580 \| 0.8206 \| 0.9439 \| 0.9756 \| 0.2861 \| 0.9518 \| 0.8188 \| 0.8857 \| 0.8279 \| 0.9979 \| 0.9513 \| 0.2691 \| 0.8718 \| 0.7316 \| 0.7853 \| 0.7015 \| 0.9953 \| \| 0.0783 \| 23.9 \| 1960 \| 0.2271 \| 0.7541 \| 0.8161 \| 0.9435 \| 0.9773 \| 0.2581 \| 0.9518 \| 0.8318 \| 0.8773 \| 0.8199 \| 0.9966 \| 0.9511 \| 0.2452 \| 0.8718 \| 0.7308 \| 0.7832 \| 0.7017 \| 0.9952 \| \| 0.0767 \| 24.15 \| 1980 \| 0.2246 \| 0.7616 \| 0.8247 \| 0.9438 \| 0.9765 \| 0.3151 \| 0.9509 \| 0.8143 \| 0.8912 \| 0.8285 \| 0.9964 \| 0.9515 \| 0.2948 \| 0.8724 \| 0.7301 \| 0.7856 \| 0.7014 \| 0.9951 \| \| 0.112 \| 24.39 \| 2000 \| 0.2314 \| 0.7669 \| 0.8310 \| 0.9438 \| 0.9743 \| 0.3599 \| 0.9503 \| 0.8198 \| 0.8892 \| 0.8259 \| 0.9972 \| 0.9520 \| 0.3326 \| 0.8731 \| 0.7290 \| 0.7844 \| 0.7016 \| 0.9953 \| \| 0.074 \| 24.63 \| 2020 \| 0.2291 \| 0.7603 \| 0.8235 \| 0.9437 \| 0.9770 \| 0.3074 \| 0.9499 \| 0.8136 \| 0.8901 \| 0.8296 \| 0.9966 \| 0.9513 \| 0.2874 \| 0.8723 \| 0.7293 \| 0.7851 \| 0.7014 \| 0.9951 \| \| 0.0684 \| 24.88 \| 2040 \| 0.2343 \| 0.7550 \| 0.8157 \| 0.9435 \| 0.9775 \| 0.2651 \| 0.9504 \| 0.8170 \| 0.8956 \| 0.8082 \| 0.9956 \| 0.9507 \| 0.2519 \| 0.8719 \| 0.7298 \| 0.7848 \| 0.7015 \| 0.9946 \| ### Framework versions - Transformers 4.35.0 - Pytorch 2.0.0 - Datasets 2.1.0 - Tokenizers 0.14.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b3-ade-512-512-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b3-ade-512-512-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2531 - Mean Iou: 0.7677 - Mean Accuracy: 0.8502 - Overall Accuracy: 0.9340 - Accuracy Water: 0.9810 - Accuracy Whitewater: 0.5654 - Accuracy Sediment: 0.8995 - Accuracy Other Natural Terrain: 0.7891 - Accuracy Vegetation: 0.8969 - Accuracy Development: 0.8221 - Accuracy Unknown: 0.9974 - Iou Water: 0.9535 - Iou Whitewater: 0.4217 - Iou Sediment: 0.8288 - Iou Other Natural Terrain: 0.6339 - Iou Vegetation: 0.8151 - Iou Development: 0.7244 - Iou Unknown: 0.9964 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.2485 \| 0.24 \| 20 \| 0.4622 \| 0.5668 \| 0.6676 \| 0.8536 \| 0.9523 \| 0.2722 \| 0.9426 \| 0.0 \| 0.9170 \| 0.5995 \| 0.9897 \| 0.9004 \| 0.2295 \| 0.6418 \| 0.0 \| 0.6785 \| 0.5280 \| 0.9890 \| \| 0.4894 \| 0.49 \| 40 \| 0.3645 \| 0.6103 \| 0.7022 \| 0.8775 \| 0.9738 \| 0.2414 \| 0.9207 \| 0.1627 \| 0.9260 \| 0.6974 \| 0.9932 \| 0.9318 \| 0.2117 \| 0.6742 \| 0.1589 \| 0.7242 \| 0.5807 \| 0.9904 \| \| 0.4931 \| 0.73 \| 60 \| 0.3257 \| 0.6374 \| 0.7168 \| 0.8940 \| 0.9790 \| 0.1616 \| 0.8723 \| 0.2837 \| 0.9522 \| 0.7731 \| 0.9955 \| 0.9359 \| 0.1529 \| 0.7241 \| 0.2724 \| 0.7487 \| 0.6360 \| 0.9920 \| \| 0.1766 \| 0.98 \| 80 \| 0.2769 \| 0.6970 \| 0.7755 \| 0.9123 \| 0.9726 \| 0.3993 \| 0.9157 \| 0.6302 \| 0.9080 \| 0.6049 \| 0.9976 \| 0.9443 \| 0.3230 \| 0.7710 \| 0.5134 \| 0.7866 \| 0.5485 \| 0.9921 \| \| 0.6156 \| 1.22 \| 100 \| 0.2895 \| 0.6691 \| 0.7372 \| 0.9115 \| 0.9696 \| 0.1418 \| 0.9271 \| 0.5343 \| 0.9293 \| 0.6601 \| 0.9981 \| 0.9435 \| 0.1371 \| 0.7252 \| 0.4855 \| 0.7931 \| 0.6066 \| 0.9929 \| \| 0.4116 \| 1.46 \| 120 \| 0.2715 \| 0.7026 \| 0.7775 \| 0.9135 \| 0.9521 \| 0.2680 \| 0.9245 \| 0.6565 \| 0.8937 \| 0.7554 \| 0.9922 \| 0.9225 \| 0.2401 \| 0.7913 \| 0.5413 \| 0.7691 \| 0.6637 \| 0.9905 \| \| 0.261 \| 1.71 \| 140 \| 0.2459 \| 0.7193 \| 0.8036 \| 0.9186 \| 0.9770 \| 0.3963 \| 0.8738 \| 0.6637 \| 0.8956 \| 0.8211 \| 0.9973 \| 0.9387 \| 0.3074 \| 0.7904 \| 0.5513 \| 0.7829 \| 0.6708 \| 0.9933 \| \| 0.2603 \| 1.95 \| 160 \| 0.2538 \| 0.7189 \| 0.7987 \| 0.9159 \| 0.9752 \| 0.3829 \| 0.9032 \| 0.7231 \| 0.8610 \| 0.7478 \| 0.9975 \| 0.9288 \| 0.3082 \| 0.7996 \| 0.5457 \| 0.7713 \| 0.6843 \| 0.9943 \| \| 0.3266 \| 2.2 \| 180 \| 0.2468 \| 0.7232 \| 0.8227 \| 0.9118 \| 0.9734 \| 0.4478 \| 0.9127 \| 0.8202 \| 0.7856 \| 0.8226 \| 0.9967 \| 0.9337 \| 0.3322 \| 0.8097 \| 0.5550 \| 0.7399 \| 0.6988 \| 0.9936 \| \| 0.1754 \| 2.44 \| 200 \| 0.2850 \| 0.7269 \| 0.8031 \| 0.9209 \| 0.9764 \| 0.3942 \| 0.8998 \| 0.6822 \| 0.8980 \| 0.7752 \| 0.9957 \| 0.9300 \| 0.3147 \| 0.8116 \| 0.5579 \| 0.7858 \| 0.6944 \| 0.9937 \| \| 0.1391 \| 2.68 \| 220 \| 0.2787 \| 0.7316 \| 0.8041 \| 0.9264 \| 0.9678 \| 0.4164 \| 0.9050 \| 0.6179 \| 0.9497 \| 0.7737 \| 0.9982 \| 0.9474 \| 0.3268 \| 0.8058 \| 0.5714 \| 0.8035 \| 0.6720 \| 0.9946 \| \| 0.1294 \| 2.93 \| 240 \| 0.2869 \| 0.7176 \| 0.8170 \| 0.9100 \| 0.9752 \| 0.4576 \| 0.9232 \| 0.9012 \| 0.7608 \| 0.7034 \| 0.9976 \| 0.9455 \| 0.3430 \| 0.7795 \| 0.5795 \| 0.7315 \| 0.6496 \| 0.9948 \| \| 0.3478 \| 3.17 \| 260 \| 0.2799 \| 0.7348 \| 0.8127 \| 0.9238 \| 0.9792 \| 0.4352 \| 0.8693 \| 0.6888 \| 0.9183 \| 0.8048 \| 0.9935 \| 0.9461 \| 0.3369 \| 0.8102 \| 0.5753 \| 0.7904 \| 0.6923 \| 0.9926 \| \| 0.1053 \| 3.41 \| 280 \| 0.2963 \| 0.7227 \| 0.7986 \| 0.9234 \| 0.9837 \| 0.4045 \| 0.8366 \| 0.5931 \| 0.9610 \| 0.8150 \| 0.9966 \| 0.9409 \| 0.3144 \| 0.7928 \| 0.5578 \| 0.8011 \| 0.6577 \| 0.9939 \| \| 0.3786 \| 3.66 \| 300 \| 0.2416 \| 0.7282 \| 0.8228 \| 0.9137 \| 0.9689 \| 0.4874 \| 0.9182 \| 0.8059 \| 0.8081 \| 0.7729 \| 0.9984 \| 0.9455 \| 0.3525 \| 0.8143 \| 0.5534 \| 0.7431 \| 0.6944 \| 0.9937 \| \| 0.3046 \| 3.9 \| 320 \| 0.2374 \| 0.7406 \| 0.8148 \| 0.9279 \| 0.9820 \| 0.3912 \| 0.8961 \| 0.7267 \| 0.8996 \| 0.8111 \| 0.9966 \| 0.9438 \| 0.3180 \| 0.8193 \| 0.5968 \| 0.8014 \| 0.7111 \| 0.9940 \| \| 0.1098 \| 4.15 \| 340 \| 0.2479 \| 0.7278 \| 0.8012 \| 0.9258 \| 0.9816 \| 0.2957 \| 0.8885 \| 0.7045 \| 0.8956 \| 0.8445 \| 0.9977 \| 0.9488 \| 0.2557 \| 0.8194 \| 0.5799 \| 0.7923 \| 0.7036 \| 0.9948 \| \| 0.1654 \| 4.39 \| 360 \| 0.2757 \| 0.7484 \| 0.8304 \| 0.9290 \| 0.9751 \| 0.4714 \| 0.8718 \| 0.7298 \| 0.9119 \| 0.8562 \| 0.9965 \| 0.9508 \| 0.3615 \| 0.8222 \| 0.6089 \| 0.8021 \| 0.6989 \| 0.9944 \| \| 0.1079 \| 4.63 \| 380 \| 0.2821 \| 0.7171 \| 0.8052 \| 0.9095 \| 0.9789 \| 0.3882 \| 0.9159 \| 0.8147 \| 0.7865 \| 0.7563 \| 0.9959 \| 0.9358 \| 0.3245 \| 0.7857 \| 0.5545 \| 0.7318 \| 0.6930 \| 0.9942 \| \| 0.1849 \| 4.88 \| 400 \| 0.2637 \| 0.7398 \| 0.8191 \| 0.9250 \| 0.9773 \| 0.4225 \| 0.8793 \| 0.6972 \| 0.9008 \| 0.8600 \| 0.9967 \| 0.9472 \| 0.3367 \| 0.8212 \| 0.5715 \| 0.7886 \| 0.7189 \| 0.9946 \| \| 0.1643 \| 5.12 \| 420 \| 0.3350 \| 0.7221 \| 0.7861 \| 0.9244 \| 0.9782 \| 0.3296 \| 0.9235 \| 0.5713 \| 0.9536 \| 0.7526 \| 0.9939 \| 0.9458 \| 0.2901 \| 0.7973 \| 0.5429 \| 0.8014 \| 0.6843 \| 0.9927 \| \| 0.1595 \| 5.37 \| 440 \| 0.2582 \| 0.7366 \| 0.8255 \| 0.9196 \| 0.9769 \| 0.4560 \| 0.8771 \| 0.7617 \| 0.8518 \| 0.8582 \| 0.9965 \| 0.9464 \| 0.3440 \| 0.8231 \| 0.5601 \| 0.7647 \| 0.7237 \| 0.9946 \| \| 0.3171 \| 5.61 \| 460 \| 0.2579 \| 0.7433 \| 0.8317 \| 0.9261 \| 0.9681 \| 0.5031 \| 0.9291 \| 0.7243 \| 0.8871 \| 0.8137 \| 0.9965 \| 0.9506 \| 0.3517 \| 0.8177 \| 0.5841 \| 0.7930 \| 0.7112 \| 0.9950 \| \| 0.2955 \| 5.85 \| 480 \| 0.2975 \| 0.7288 \| 0.8072 \| 0.9226 \| 0.9758 \| 0.4648 \| 0.9149 \| 0.6695 \| 0.9146 \| 0.7139 \| 0.9967 \| 0.9498 \| 0.3452 \| 0.7954 \| 0.5683 \| 0.7901 \| 0.6579 \| 0.9948 \| \| 0.0857 \| 6.1 \| 500 \| 0.2707 \| 0.7307 \| 0.8236 \| 0.9194 \| 0.9792 \| 0.5026 \| 0.9181 \| 0.7281 \| 0.8591 \| 0.7821 \| 0.9957 \| 0.9512 \| 0.3523 \| 0.8017 \| 0.5624 \| 0.7724 \| 0.6806 \| 0.9944 \| \| 0.109 \| 6.34 \| 520 \| 0.2674 \| 0.7488 \| 0.8316 \| 0.9312 \| 0.9738 \| 0.5295 \| 0.9087 \| 0.6734 \| 0.9363 \| 0.8021 \| 0.9977 \| 0.9524 \| 0.3633 \| 0.8258 \| 0.5984 \| 0.8127 \| 0.6945 \| 0.9948 \| \| 0.0593 \| 6.59 \| 540 \| 0.2806 \| 0.7376 \| 0.8273 \| 0.9204 \| 0.9756 \| 0.4729 \| 0.9084 \| 0.8021 \| 0.8373 \| 0.7988 \| 0.9962 \| 0.9491 \| 0.3463 \| 0.8215 \| 0.5723 \| 0.7676 \| 0.7121 \| 0.9947 \| \| 0.099 \| 6.83 \| 560 \| 0.2874 \| 0.7421 \| 0.8331 \| 0.9237 \| 0.9626 \| 0.4619 \| 0.9334 \| 0.7321 \| 0.8586 \| 0.8852 \| 0.9982 \| 0.9486 \| 0.3640 \| 0.8238 \| 0.5798 \| 0.7802 \| 0.7024 \| 0.9957 \| \| 0.0665 \| 7.07 \| 580 \| 0.2642 \| 0.7462 \| 0.8177 \| 0.9291 \| 0.9780 \| 0.5176 \| 0.8784 \| 0.6685 \| 0.9544 \| 0.7287 \| 0.9983 \| 0.9493 \| 0.3841 \| 0.8119 \| 0.5980 \| 0.8057 \| 0.6788 \| 0.9953 \| \| 0.1285 \| 7.32 \| 600 \| 0.2347 \| 0.7495 \| 0.8500 \| 0.9236 \| 0.9799 \| 0.5332 \| 0.8905 \| 0.8549 \| 0.8181 \| 0.8766 \| 0.9968 \| 0.9483 \| 0.3906 \| 0.8197 \| 0.6088 \| 0.7745 \| 0.7102 \| 0.9946 \| \| 0.1299 \| 7.56 \| 620 \| 0.2630 \| 0.7506 \| 0.8232 \| 0.9311 \| 0.9751 \| 0.4683 \| 0.9292 \| 0.6923 \| 0.9228 \| 0.7773 \| 0.9976 \| 0.9489 \| 0.3754 \| 0.8070 \| 0.6084 \| 0.8172 \| 0.7028 \| 0.9948 \| \| 0.0504 \| 7.8 \| 640 \| 0.2964 \| 0.7358 \| 0.8238 \| 0.9172 \| 0.9790 \| 0.4852 \| 0.9113 \| 0.7586 \| 0.8335 \| 0.8016 \| 0.9976 \| 0.9481 \| 0.3776 \| 0.8139 \| 0.5465 \| 0.7591 \| 0.7105 \| 0.9953 \| \| 0.0795 \| 8.05 \| 660 \| 0.2654 \| 0.7443 \| 0.8427 \| 0.9198 \| 0.9764 \| 0.5517 \| 0.9103 \| 0.8286 \| 0.8150 \| 0.8193 \| 0.9978 \| 0.9506 \| 0.3918 \| 0.8173 \| 0.5768 \| 0.7619 \| 0.7163 \| 0.9953 \| \| 0.0614 \| 8.29 \| 680 \| 0.2904 \| 0.7452 \| 0.8165 \| 0.9303 \| 0.9763 \| 0.4578 \| 0.8990 \| 0.6315 \| 0.9536 \| 0.8003 \| 0.9973 \| 0.9496 \| 0.3518 \| 0.8172 \| 0.5805 \| 0.8118 \| 0.7105 \| 0.9951 \| \| 0.1476 \| 8.54 \| 700 \| 0.2814 \| 0.7498 \| 0.8324 \| 0.9276 \| 0.9785 \| 0.5138 \| 0.9093 \| 0.7335 \| 0.8910 \| 0.8028 \| 0.9979 \| 0.9489 \| 0.3821 \| 0.8168 \| 0.5909 \| 0.7981 \| 0.7165 \| 0.9956 \| \| 0.0669 \| 8.78 \| 720 \| 0.2774 \| 0.7483 \| 0.8374 \| 0.9250 \| 0.9741 \| 0.5476 \| 0.9217 \| 0.7477 \| 0.8710 \| 0.8020 \| 0.9980 \| 0.9313 \| 0.3931 \| 0.8220 \| 0.5795 \| 0.7975 \| 0.7196 \| 0.9953 \| \| 0.142 \| 9.02 \| 740 \| 0.2362 \| 0.7624 \| 0.8555 \| 0.9327 \| 0.9784 \| 0.6280 \| 0.8959 \| 0.7341 \| 0.9111 \| 0.8425 \| 0.9983 \| 0.9516 \| 0.4124 \| 0.8211 \| 0.6182 \| 0.8158 \| 0.7224 \| 0.9952 \| \| 0.1258 \| 9.27 \| 760 \| 0.2666 \| 0.7597 \| 0.8357 \| 0.9329 \| 0.9762 \| 0.4810 \| 0.9161 \| 0.7439 \| 0.9043 \| 0.8311 \| 0.9975 \| 0.9554 \| 0.3793 \| 0.8262 \| 0.6165 \| 0.8111 \| 0.7338 \| 0.9954 \| \| 0.1541 \| 9.51 \| 780 \| 0.2484 \| 0.7630 \| 0.8423 \| 0.9334 \| 0.9797 \| 0.5260 \| 0.9084 \| 0.7548 \| 0.9043 \| 0.8259 \| 0.9973 \| 0.9543 \| 0.3991 \| 0.8244 \| 0.6228 \| 0.8147 \| 0.7307 \| 0.9953 \| \| 0.1689 \| 9.76 \| 800 \| 0.2151 \| 0.7710 \| 0.8619 \| 0.9341 \| 0.9747 \| 0.6199 \| 0.9143 \| 0.8381 \| 0.8751 \| 0.8127 \| 0.9985 \| 0.9553 \| 0.4257 \| 0.8333 \| 0.6421 \| 0.8117 \| 0.7341 \| 0.9952 \| \| 0.0931 \| 10.0 \| 820 \| 0.2422 \| 0.7506 \| 0.8239 \| 0.9325 \| 0.9783 \| 0.4062 \| 0.9162 \| 0.7139 \| 0.9116 \| 0.8443 \| 0.9969 \| 0.9528 \| 0.3324 \| 0.8236 \| 0.6103 \| 0.8137 \| 0.7265 \| 0.9953 \| \| 0.1109 \| 10.24 \| 840 \| 0.2336 \| 0.7522 \| 0.8271 \| 0.9321 \| 0.9774 \| 0.4327 \| 0.9191 \| 0.7334 \| 0.9027 \| 0.8263 \| 0.9981 \| 0.9530 \| 0.3442 \| 0.8194 \| 0.6136 \| 0.8110 \| 0.7283 \| 0.9960 \| \| 0.0561 \| 10.49 \| 860 \| 0.2991 \| 0.7572 \| 0.8445 \| 0.9284 \| 0.9743 \| 0.5846 \| 0.9094 \| 0.7471 \| 0.8933 \| 0.8066 \| 0.9966 \| 0.9514 \| 0.4134 \| 0.8200 \| 0.5952 \| 0.7985 \| 0.7261 \| 0.9955 \| \| 0.0701 \| 10.73 \| 880 \| 0.2647 \| 0.7554 \| 0.8481 \| 0.9286 \| 0.9774 \| 0.6203 \| 0.9098 \| 0.7382 \| 0.8929 \| 0.7991 \| 0.9990 \| 0.9534 \| 0.4082 \| 0.8163 \| 0.5967 \| 0.8006 \| 0.7175 \| 0.9951 \| \| 0.1528 \| 10.98 \| 900 \| 0.2988 \| 0.7626 \| 0.8573 \| 0.9310 \| 0.9713 \| 0.6322 \| 0.9123 \| 0.7464 \| 0.8980 \| 0.8442 \| 0.9969 \| 0.9548 \| 0.4138 \| 0.8368 \| 0.6036 \| 0.8022 \| 0.7317 \| 0.9956 \| \| 0.0514 \| 11.22 \| 920 \| 0.2537 \| 0.7528 \| 0.8314 \| 0.9302 \| 0.9749 \| 0.4371 \| 0.9270 \| 0.8595 \| 0.8548 \| 0.7694 \| 0.9970 \| 0.9527 \| 0.3550 \| 0.8248 \| 0.6354 \| 0.8004 \| 0.7063 \| 0.9951 \| \| 0.0959 \| 11.46 \| 940 \| 0.2897 \| 0.7458 \| 0.8233 \| 0.9279 \| 0.9835 \| 0.4569 \| 0.8963 \| 0.7962 \| 0.8808 \| 0.7523 \| 0.9974 \| 0.9499 \| 0.3569 \| 0.8096 \| 0.6191 \| 0.7974 \| 0.6918 \| 0.9958 \| \| 0.1997 \| 11.71 \| 960 \| 0.3142 \| 0.7512 \| 0.8251 \| 0.9295 \| 0.9745 \| 0.5071 \| 0.9290 \| 0.6819 \| 0.9251 \| 0.7615 \| 0.9964 \| 0.9537 \| 0.3946 \| 0.8181 \| 0.5902 \| 0.8052 \| 0.7017 \| 0.9953 \| \| 0.0724 \| 11.95 \| 980 \| 0.2794 \| 0.7525 \| 0.8318 \| 0.9290 \| 0.9822 \| 0.4696 \| 0.9038 \| 0.7310 \| 0.8897 \| 0.8489 \| 0.9973 \| 0.9557 \| 0.3727 \| 0.8276 \| 0.5890 \| 0.7970 \| 0.7299 \| 0.9957 \| \| 0.0668 \| 12.2 \| 1000 \| 0.2911 \| 0.7447 \| 0.8175 \| 0.9321 \| 0.9844 \| 0.3514 \| 0.9008 \| 0.7032 \| 0.9105 \| 0.8749 \| 0.9970 \| 0.9500 \| 0.2946 \| 0.8281 \| 0.6032 \| 0.8126 \| 0.7290 \| 0.9953 \| \| 0.0574 \| 12.44 \| 1020 \| 0.2565 \| 0.7619 \| 0.8407 \| 0.9330 \| 0.9797 \| 0.5386 \| 0.9173 \| 0.7298 \| 0.9096 \| 0.8120 \| 0.9982 \| 0.9545 \| 0.3984 \| 0.8306 \| 0.6073 \| 0.8131 \| 0.7338 \| 0.9956 \| \| 0.0696 \| 12.68 \| 1040 \| 0.2657 \| 0.7595 \| 0.8366 \| 0.9339 \| 0.9808 \| 0.4966 \| 0.9101 \| 0.7057 \| 0.9197 \| 0.8458 \| 0.9979 \| 0.9520 \| 0.3767 \| 0.8308 \| 0.6096 \| 0.8173 \| 0.7345 \| 0.9956 \| \| 0.3274 \| 12.93 \| 1060 \| 0.2586 \| 0.7465 \| 0.8222 \| 0.9297 \| 0.9793 \| 0.3965 \| 0.9265 \| 0.7214 \| 0.8877 \| 0.8457 \| 0.9983 \| 0.9539 \| 0.3307 \| 0.8268 \| 0.5935 \| 0.8017 \| 0.7235 \| 0.9953 \| \| 0.0817 \| 13.17 \| 1080 \| 0.2783 \| 0.7569 \| 0.8496 \| 0.9265 \| 0.9772 \| 0.5303 \| 0.9224 \| 0.8566 \| 0.8235 \| 0.8395 \| 0.9975 \| 0.9548 \| 0.4030 \| 0.8286 \| 0.6126 \| 0.7783 \| 0.7250 \| 0.9963 \| \| 0.0787 \| 13.41 \| 1100 \| 0.2517 \| 0.7489 \| 0.8218 \| 0.9294 \| 0.9802 \| 0.4487 \| 0.9232 \| 0.7094 \| 0.9058 \| 0.7883 \| 0.9968 \| 0.9527 \| 0.3654 \| 0.8222 \| 0.5939 \| 0.8027 \| 0.7105 \| 0.9951 \| \| 0.1024 \| 13.66 \| 1120 \| 0.2590 \| 0.7569 \| 0.8290 \| 0.9327 \| 0.9812 \| 0.4873 \| 0.9080 \| 0.7041 \| 0.9259 \| 0.7986 \| 0.9977 \| 0.9543 \| 0.3833 \| 0.8266 \| 0.6094 \| 0.8118 \| 0.7171 \| 0.9960 \| \| 0.0888 \| 13.9 \| 1140 \| 0.2647 \| 0.7489 \| 0.8352 \| 0.9228 \| 0.9812 \| 0.5251 \| 0.9169 \| 0.7856 \| 0.8447 \| 0.7955 \| 0.9973 \| 0.9491 \| 0.4024 \| 0.8276 \| 0.5748 \| 0.7738 \| 0.7184 \| 0.9958 \| \| 0.0946 \| 14.15 \| 1160 \| 0.2453 \| 0.7571 \| 0.8370 \| 0.9298 \| 0.9823 \| 0.5318 \| 0.9002 \| 0.7619 \| 0.8942 \| 0.7913 \| 0.9973 \| 0.9531 \| 0.4046 \| 0.8240 \| 0.6086 \| 0.8008 \| 0.7125 \| 0.9960 \| \| 0.0529 \| 14.39 \| 1180 \| 0.2514 \| 0.7596 \| 0.8460 \| 0.9298 \| 0.9808 \| 0.5804 \| 0.9014 \| 0.7354 \| 0.8979 \| 0.8289 \| 0.9970 \| 0.9559 \| 0.4197 \| 0.8307 \| 0.5978 \| 0.7990 \| 0.7183 \| 0.9958 \| \| 0.0495 \| 14.63 \| 1200 \| 0.2323 \| 0.7634 \| 0.8491 \| 0.9324 \| 0.9790 \| 0.5831 \| 0.9267 \| 0.7848 \| 0.8862 \| 0.7861 \| 0.9977 \| 0.9550 \| 0.4175 \| 0.8280 \| 0.6217 \| 0.8103 \| 0.7151 \| 0.9962 \| \| 0.0401 \| 14.88 \| 1220 \| 0.2248 \| 0.7677 \| 0.8467 \| 0.9366 \| 0.9796 \| 0.5337 \| 0.9256 \| 0.8125 \| 0.8943 \| 0.7834 \| 0.9981 \| 0.9524 \| 0.4037 \| 0.8250 \| 0.6561 \| 0.8282 \| 0.7126 \| 0.9961 \| \| 0.053 \| 15.12 \| 1240 \| 0.2280 \| 0.7701 \| 0.8541 \| 0.9362 \| 0.9805 \| 0.5488 \| 0.9155 \| 0.8259 \| 0.8830 \| 0.8280 \| 0.9974 \| 0.9542 \| 0.4107 \| 0.8259 \| 0.6577 \| 0.8224 \| 0.7233 \| 0.9961 \| \| 0.0764 \| 15.37 \| 1260 \| 0.2350 \| 0.7741 \| 0.8577 \| 0.9370 \| 0.9777 \| 0.5690 \| 0.9145 \| 0.8514 \| 0.8825 \| 0.8119 \| 0.9972 \| 0.9574 \| 0.4265 \| 0.8296 \| 0.6666 \| 0.8216 \| 0.7212 \| 0.9962 \| \| 0.0568 \| 15.61 \| 1280 \| 0.2420 \| 0.7629 \| 0.8407 \| 0.9343 \| 0.9813 \| 0.5093 \| 0.9057 \| 0.8360 \| 0.8871 \| 0.7680 \| 0.9973 \| 0.9560 \| 0.3937 \| 0.8246 \| 0.6536 \| 0.8142 \| 0.7025 \| 0.9960 \| \| 0.1199 \| 15.85 \| 1300 \| 0.2545 \| 0.7620 \| 0.8463 \| 0.9321 \| 0.9752 \| 0.5904 \| 0.9180 \| 0.7196 \| 0.9135 \| 0.8090 \| 0.9981 \| 0.9557 \| 0.4209 \| 0.8276 \| 0.6064 \| 0.8098 \| 0.7171 \| 0.9964 \| \| 0.7094 \| 16.1 \| 1320 \| 0.2446 \| 0.7584 \| 0.8409 \| 0.9314 \| 0.9790 \| 0.5580 \| 0.9151 \| 0.7301 \| 0.9070 \| 0.7993 \| 0.9979 \| 0.9542 \| 0.4042 \| 0.8218 \| 0.6091 \| 0.8088 \| 0.7145 \| 0.9963 \| \| 0.0321 \| 16.34 \| 1340 \| 0.2652 \| 0.7585 \| 0.8329 \| 0.9340 \| 0.9787 \| 0.5076 \| 0.9089 \| 0.6924 \| 0.9365 \| 0.8091 \| 0.9974 \| 0.9538 \| 0.3925 \| 0.8214 \| 0.6173 \| 0.8211 \| 0.7075 \| 0.9962 \| \| 0.1328 \| 16.59 \| 1360 \| 0.2322 \| 0.7587 \| 0.8403 \| 0.9327 \| 0.9805 \| 0.5174 \| 0.9092 \| 0.7077 \| 0.9123 \| 0.8570 \| 0.9977 \| 0.9558 \| 0.3966 \| 0.8276 \| 0.6071 \| 0.8146 \| 0.7132 \| 0.9959 \| \| 0.0637 \| 16.83 \| 1380 \| 0.2331 \| 0.7615 \| 0.8441 \| 0.9322 \| 0.9831 \| 0.5529 \| 0.8983 \| 0.7412 \| 0.9048 \| 0.8305 \| 0.9976 \| 0.9530 \| 0.4111 \| 0.8243 \| 0.6155 \| 0.8104 \| 0.7201 \| 0.9961 \| \| 0.3028 \| 17.07 \| 1400 \| 0.2446 \| 0.7572 \| 0.8367 \| 0.9312 \| 0.9804 \| 0.5135 \| 0.9061 \| 0.7279 \| 0.9044 \| 0.8263 \| 0.9981 \| 0.9548 \| 0.3970 \| 0.8212 \| 0.6048 \| 0.8084 \| 0.7181 \| 0.9962 \| \| 0.0479 \| 17.32 \| 1420 \| 0.2556 \| 0.7609 \| 0.8506 \| 0.9295 \| 0.9778 \| 0.6127 \| 0.9095 \| 0.7802 \| 0.8835 \| 0.7929 \| 0.9974 \| 0.9556 \| 0.4318 \| 0.8241 \| 0.6105 \| 0.7988 \| 0.7095 \| 0.9963 \| \| 0.0645 \| 17.56 \| 1440 \| 0.2530 \| 0.7587 \| 0.8480 \| 0.9283 \| 0.9769 \| 0.5933 \| 0.9080 \| 0.7729 \| 0.8775 \| 0.8091 \| 0.9985 \| 0.9543 \| 0.4244 \| 0.8268 \| 0.5993 \| 0.7945 \| 0.7155 \| 0.9962 \| \| 0.0513 \| 17.8 \| 1460 \| 0.2451 \| 0.7598 \| 0.8467 \| 0.9306 \| 0.9794 \| 0.5549 \| 0.9064 \| 0.7567 \| 0.8863 \| 0.8448 \| 0.9985 \| 0.9547 \| 0.4093 \| 0.8259 \| 0.6076 \| 0.8039 \| 0.7214 \| 0.9961 \| \| 0.0387 \| 18.05 \| 1480 \| 0.2374 \| 0.7625 \| 0.8446 \| 0.9344 \| 0.9810 \| 0.5392 \| 0.9007 \| 0.7115 \| 0.9214 \| 0.8609 \| 0.9975 \| 0.9539 \| 0.4025 \| 0.8249 \| 0.6196 \| 0.8218 \| 0.7193 \| 0.9958 \| \| 0.0903 \| 18.29 \| 1500 \| 0.2353 \| 0.7662 \| 0.8468 \| 0.9351 \| 0.9820 \| 0.5342 \| 0.9097 \| 0.8100 \| 0.8918 \| 0.8030 \| 0.9971 \| 0.9549 \| 0.4053 \| 0.8261 \| 0.6487 \| 0.8190 \| 0.7130 \| 0.9961 \| \| 0.0832 \| 18.54 \| 1520 \| 0.2372 \| 0.7677 \| 0.8428 \| 0.9375 \| 0.9807 \| 0.5172 \| 0.9098 \| 0.7757 \| 0.9184 \| 0.8007 \| 0.9970 \| 0.9563 \| 0.3981 \| 0.8264 \| 0.6574 \| 0.8284 \| 0.7113 \| 0.9961 \| \| 0.0601 \| 18.78 \| 1540 \| 0.2473 \| 0.7741 \| 0.8607 \| 0.9366 \| 0.9771 \| 0.6169 \| 0.9135 \| 0.8532 \| 0.8866 \| 0.7798 \| 0.9976 \| 0.9559 \| 0.4365 \| 0.8295 \| 0.6630 \| 0.8221 \| 0.7154 \| 0.9965 \| \| 0.0516 \| 19.02 \| 1560 \| 0.2363 \| 0.7731 \| 0.8556 \| 0.9369 \| 0.9792 \| 0.5591 \| 0.9075 \| 0.8329 \| 0.8883 \| 0.8243 \| 0.9981 \| 0.9563 \| 0.4189 \| 0.8305 \| 0.6623 \| 0.8215 \| 0.7256 \| 0.9964 \| \| 0.0782 \| 19.27 \| 1580 \| 0.2454 \| 0.7651 \| 0.8426 \| 0.9341 \| 0.9813 \| 0.5266 \| 0.9008 \| 0.7847 \| 0.9005 \| 0.8059 \| 0.9981 \| 0.9543 \| 0.4057 \| 0.8280 \| 0.6356 \| 0.8141 \| 0.7217 \| 0.9961 \| \| 0.0221 \| 19.51 \| 1600 \| 0.2540 \| 0.7660 \| 0.8474 \| 0.9333 \| 0.9785 \| 0.5946 \| 0.9085 \| 0.7579 \| 0.9117 \| 0.7828 \| 0.9976 \| 0.9543 \| 0.4320 \| 0.8265 \| 0.6259 \| 0.8134 \| 0.7131 \| 0.9964 \| \| 0.0283 \| 19.76 \| 1620 \| 0.2623 \| 0.7662 \| 0.8588 \| 0.9320 \| 0.9750 \| 0.6488 \| 0.9141 \| 0.7503 \| 0.8988 \| 0.8266 \| 0.9981 \| 0.9549 \| 0.4395 \| 0.8271 \| 0.6123 \| 0.8092 \| 0.7240 \| 0.9964 \| \| 0.1029 \| 20.0 \| 1640 \| 0.2747 \| 0.7633 \| 0.8522 \| 0.9299 \| 0.9767 \| 0.6031 \| 0.9118 \| 0.7738 \| 0.8809 \| 0.8213 \| 0.9981 \| 0.9539 \| 0.4336 \| 0.8317 \| 0.6053 \| 0.7991 \| 0.7235 \| 0.9962 \| \| 0.0731 \| 20.24 \| 1660 \| 0.2650 \| 0.7621 \| 0.8529 \| 0.9294 \| 0.9794 \| 0.6019 \| 0.9106 \| 0.7555 \| 0.8790 \| 0.8453 \| 0.9983 \| 0.9552 \| 0.4310 \| 0.8288 \| 0.5977 \| 0.7971 \| 0.7288 \| 0.9963 \| \| 0.2587 \| 20.49 \| 1680 \| 0.2767 \| 0.7602 \| 0.8430 \| 0.9311 \| 0.9794 \| 0.5600 \| 0.9158 \| 0.7217 \| 0.9023 \| 0.8234 \| 0.9985 \| 0.9552 \| 0.4160 \| 0.8239 \| 0.5994 \| 0.8073 \| 0.7237 \| 0.9961 \| \| 0.1071 \| 20.73 \| 1700 \| 0.2826 \| 0.7607 \| 0.8443 \| 0.9311 \| 0.9805 \| 0.5820 \| 0.9125 \| 0.7122 \| 0.9091 \| 0.8156 \| 0.9980 \| 0.9548 \| 0.4239 \| 0.8225 \| 0.5976 \| 0.8080 \| 0.7220 \| 0.9963 \| \| 0.0323 \| 20.98 \| 1720 \| 0.2620 \| 0.7621 \| 0.8522 \| 0.9293 \| 0.9801 \| 0.6139 \| 0.9065 \| 0.7633 \| 0.8829 \| 0.8215 \| 0.9975 \| 0.9551 \| 0.4342 \| 0.8296 \| 0.5996 \| 0.7968 \| 0.7231 \| 0.9963 \| \| 0.1072 \| 21.22 \| 1740 \| 0.2592 \| 0.7614 \| 0.8426 \| 0.9315 \| 0.9824 \| 0.5483 \| 0.9094 \| 0.7402 \| 0.8997 \| 0.8211 \| 0.9974 \| 0.9546 \| 0.4149 \| 0.8257 \| 0.6074 \| 0.8078 \| 0.7230 \| 0.9961 \| \| 0.0732 \| 21.46 \| 1760 \| 0.2598 \| 0.7654 \| 0.8497 \| 0.9327 \| 0.9795 \| 0.5819 \| 0.9130 \| 0.7528 \| 0.8994 \| 0.8240 \| 0.9976 \| 0.9557 \| 0.4265 \| 0.8275 \| 0.6163 \| 0.8106 \| 0.7248 \| 0.9963 \| \| 0.0603 \| 21.71 \| 1780 \| 0.2581 \| 0.7650 \| 0.8503 \| 0.9320 \| 0.9790 \| 0.5874 \| 0.9130 \| 0.7452 \| 0.8984 \| 0.8315 \| 0.9974 \| 0.9556 \| 0.4282 \| 0.8302 \| 0.6095 \| 0.8070 \| 0.7280 \| 0.9963 \| \| 0.0548 \| 21.95 \| 1800 \| 0.2520 \| 0.7649 \| 0.8598 \| 0.9300 \| 0.9747 \| 0.6344 \| 0.9218 \| 0.7885 \| 0.8683 \| 0.8322 \| 0.9988 \| 0.9560 \| 0.4352 \| 0.8339 \| 0.6082 \| 0.7956 \| 0.7291 \| 0.9963 \| \| 0.0503 \| 22.2 \| 1820 \| 0.2521 \| 0.7657 \| 0.8528 \| 0.9317 \| 0.9799 \| 0.6030 \| 0.9077 \| 0.7726 \| 0.8890 \| 0.8193 \| 0.9983 \| 0.9558 \| 0.4312 \| 0.8324 \| 0.6150 \| 0.8034 \| 0.7257 \| 0.9964 \| \| 0.0356 \| 22.44 \| 1840 \| 0.2491 \| 0.7669 \| 0.8551 \| 0.9328 \| 0.9783 \| 0.6119 \| 0.9086 \| 0.7470 \| 0.9004 \| 0.8412 \| 0.9983 \| 0.9568 \| 0.4338 \| 0.8310 \| 0.6140 \| 0.8091 \| 0.7271 \| 0.9966 \| \| 0.0381 \| 22.68 \| 1860 \| 0.2660 \| 0.7644 \| 0.8458 \| 0.9330 \| 0.9805 \| 0.5651 \| 0.9095 \| 0.7344 \| 0.9094 \| 0.8242 \| 0.9973 \| 0.9559 \| 0.4213 \| 0.8289 \| 0.6129 \| 0.8116 \| 0.7240 \| 0.9964 \| \| 0.0671 \| 22.93 \| 1880 \| 0.2633 \| 0.7664 \| 0.8517 \| 0.9332 \| 0.9787 \| 0.5970 \| 0.9067 \| 0.7371 \| 0.9083 \| 0.8360 \| 0.9982 \| 0.9559 \| 0.4307 \| 0.8286 \| 0.6140 \| 0.8129 \| 0.7261 \| 0.9966 \| \| 0.1123 \| 23.17 \| 1900 \| 0.2462 \| 0.7659 \| 0.8489 \| 0.9337 \| 0.9790 \| 0.5848 \| 0.9088 \| 0.7332 \| 0.9121 \| 0.8253 \| 0.9987 \| 0.9556 \| 0.4257 \| 0.8275 \| 0.6161 \| 0.8154 \| 0.7251 \| 0.9963 \| \| 0.0476 \| 23.41 \| 1920 \| 0.2498 \| 0.7665 \| 0.8490 \| 0.9336 \| 0.9789 \| 0.5651 \| 0.9133 \| 0.7813 \| 0.8942 \| 0.8124 \| 0.9978 \| 0.9557 \| 0.4204 \| 0.8297 \| 0.6267 \| 0.8128 \| 0.7238 \| 0.9966 \| \| 0.0999 \| 23.66 \| 1940 \| 0.2556 \| 0.7678 \| 0.8539 \| 0.9335 \| 0.9779 \| 0.6072 \| 0.9123 \| 0.7735 \| 0.8972 \| 0.8109 \| 0.9985 \| 0.9561 \| 0.4335 \| 0.8291 \| 0.6245 \| 0.8127 \| 0.7223 \| 0.9966 \| \| 0.0639 \| 23.9 \| 1960 \| 0.2467 \| 0.7659 \| 0.8480 \| 0.9337 \| 0.9799 \| 0.5431 \| 0.9126 \| 0.8278 \| 0.8777 \| 0.7960 \| 0.9987 \| 0.9547 \| 0.4119 \| 0.8279 \| 0.6398 \| 0.8137 \| 0.7167 \| 0.9964 \| \| 0.0718 \| 24.15 \| 1980 \| 0.2469 \| 0.7667 \| 0.8484 \| 0.9341 \| 0.9804 \| 0.5609 \| 0.9068 \| 0.7785 \| 0.8983 \| 0.8160 \| 0.9982 \| 0.9546 \| 0.4190 \| 0.8271 \| 0.6306 \| 0.8159 \| 0.7232 \| 0.9965 \| \| 0.0578 \| 24.39 \| 2000 \| 0.2466 \| 0.7668 \| 0.8490 \| 0.9339 \| 0.9795 \| 0.5737 \| 0.9089 \| 0.7591 \| 0.9041 \| 0.8194 \| 0.9983 \| 0.9551 \| 0.4249 \| 0.8271 \| 0.6246 \| 0.8155 \| 0.7241 \| 0.9965 \| \| 0.0664 \| 24.63 \| 2020 \| 0.2530 \| 0.7640 \| 0.8449 \| 0.9328 \| 0.9784 \| 0.5888 \| 0.9101 \| 0.7452 \| 0.9125 \| 0.7808 \| 0.9987 \| 0.9549 \| 0.4305 \| 0.8255 \| 0.6185 \| 0.8132 \| 0.7088 \| 0.9963 \| \| 0.7601 \| 24.88 \| 2040 \| 0.2531 \| 0.7677 \| 0.8502 \| 0.9340 \| 0.9810 \| 0.5654 \| 0.8995 \| 0.7891 \| 0.8969 \| 0.8221 \| 0.9974 \| 0.9535 \| 0.4217 \| 0.8288 \| 0.6339 \| 0.8151 \| 0.7244 \| 0.9964 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-ade-finetuned-512-512-finetuned-grCoastline_512	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-ade-finetuned-512-512-finetuned-grCoastline_512 This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.3485 - Mean Iou: 0.7745 - Mean Accuracy: 0.8460 - Overall Accuracy: 0.9397 - Accuracy Water: 0.9854 - Accuracy Whitewater: 0.5267 - Accuracy Sediment: 0.9100 - Accuracy Other Natural Terrain: 0.7714 - Accuracy Vegetation: 0.9143 - Accuracy Development: 0.8156 - Accuracy Unknown: 0.9987 - Iou Water: 0.9657 - Iou Whitewater: 0.4461 - Iou Sediment: 0.8412 - Iou Other Natural Terrain: 0.6769 - Iou Vegetation: 0.7892 - Iou Development: 0.7052 - Iou Unknown: 0.9973 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 40 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.4715 \| 0.24 \| 20 \| 1.3366 \| 0.4971 \| 0.6028 \| 0.8289 \| 0.8428 \| 0.0 \| 0.7635 \| 0.5946 \| 0.8680 \| 0.1720 \| 0.9787 \| 0.7080 \| 0.0 \| 0.5497 \| 0.5015 \| 0.5871 \| 0.1572 \| 0.9761 \| \| 1.0643 \| 0.49 \| 40 \| 0.8194 \| 0.5046 \| 0.6044 \| 0.8506 \| 0.9722 \| 0.0 \| 0.8982 \| 0.4334 \| 0.8951 \| 0.0386 \| 0.9935 \| 0.7889 \| 0.0 \| 0.7048 \| 0.3646 \| 0.6444 \| 0.0384 \| 0.9912 \| \| 1.1372 \| 0.73 \| 60 \| 0.6288 \| 0.5104 \| 0.6150 \| 0.8513 \| 0.9722 \| 0.0 \| 0.9217 \| 0.4078 \| 0.8554 \| 0.1517 \| 0.9959 \| 0.7840 \| 0.0 \| 0.5960 \| 0.3498 \| 0.7041 \| 0.1494 \| 0.9897 \| \| 1.2667 \| 0.98 \| 80 \| 0.4994 \| 0.5638 \| 0.6526 \| 0.8825 \| 0.9793 \| 0.0 \| 0.9053 \| 0.5839 \| 0.9205 \| 0.1807 \| 0.9984 \| 0.8893 \| 0.0 \| 0.6812 \| 0.5051 \| 0.7026 \| 0.1783 \| 0.9903 \| \| 0.8003 \| 1.22 \| 100 \| 0.4520 \| 0.5522 \| 0.6421 \| 0.8767 \| 0.9719 \| 0.0 \| 0.9220 \| 0.5197 \| 0.9549 \| 0.1324 \| 0.9942 \| 0.9218 \| 0.0 \| 0.7007 \| 0.4562 \| 0.6631 \| 0.1315 \| 0.9917 \| \| 0.6688 \| 1.46 \| 120 \| 0.4432 \| 0.5528 \| 0.6399 \| 0.8774 \| 0.9726 \| 0.0 \| 0.8860 \| 0.5450 \| 0.9650 \| 0.1153 \| 0.9955 \| 0.9121 \| 0.0 \| 0.7111 \| 0.4820 \| 0.6572 \| 0.1149 \| 0.9921 \| \| 0.7934 \| 1.71 \| 140 \| 0.3905 \| 0.6088 \| 0.6882 \| 0.8968 \| 0.9406 \| 0.0 \| 0.7654 \| 0.8742 \| 0.8782 \| 0.3614 \| 0.9979 \| 0.8728 \| 0.0 \| 0.7087 \| 0.6021 \| 0.7469 \| 0.3397 \| 0.9914 \| \| 0.6258 \| 1.95 \| 160 \| 0.3358 \| 0.6410 \| 0.7105 \| 0.9126 \| 0.9753 \| 0.0 \| 0.8484 \| 0.7994 \| 0.9134 \| 0.4395 \| 0.9977 \| 0.9140 \| 0.0 \| 0.7937 \| 0.6252 \| 0.7544 \| 0.4076 \| 0.9924 \| \| 0.4741 \| 2.2 \| 180 \| 0.3298 \| 0.6339 \| 0.7070 \| 0.9115 \| 0.9715 \| 0.0 \| 0.9195 \| 0.7328 \| 0.9316 \| 0.3962 \| 0.9971 \| 0.9326 \| 0.0 \| 0.7588 \| 0.6403 \| 0.7344 \| 0.3787 \| 0.9926 \| \| 1.1083 \| 2.44 \| 200 \| 0.2815 \| 0.6686 \| 0.7348 \| 0.9217 \| 0.9554 \| 0.0 \| 0.8974 \| 0.7519 \| 0.9370 \| 0.6029 \| 0.9990 \| 0.9269 \| 0.0 \| 0.8030 \| 0.6504 \| 0.7567 \| 0.5518 \| 0.9912 \| \| 0.2948 \| 2.68 \| 220 \| 0.3011 \| 0.6636 \| 0.7362 \| 0.9187 \| 0.9852 \| 0.0 \| 0.7992 \| 0.7347 \| 0.9271 \| 0.7136 \| 0.9935 \| 0.9241 \| 0.0 \| 0.7458 \| 0.6579 \| 0.7534 \| 0.5726 \| 0.9914 \| \| 0.2183 \| 2.93 \| 240 \| 0.2771 \| 0.6775 \| 0.7451 \| 0.9235 \| 0.9840 \| 0.0 \| 0.8966 \| 0.6596 \| 0.9337 \| 0.7454 \| 0.9966 \| 0.9334 \| 0.0 \| 0.7904 \| 0.6217 \| 0.7482 \| 0.6564 \| 0.9922 \| \| 0.1911 \| 3.17 \| 260 \| 0.2561 \| 0.6791 \| 0.7506 \| 0.9240 \| 0.9807 \| 0.0 \| 0.8817 \| 0.8266 \| 0.8373 \| 0.7304 \| 0.9974 \| 0.9228 \| 0.0 \| 0.8090 \| 0.6484 \| 0.7604 \| 0.6190 \| 0.9944 \| \| 0.3457 \| 3.41 \| 280 \| 0.2194 \| 0.6919 \| 0.7642 \| 0.9311 \| 0.9774 \| 0.0 \| 0.8939 \| 0.9032 \| 0.8159 \| 0.7615 \| 0.9975 \| 0.9484 \| 0.0 \| 0.8097 \| 0.7083 \| 0.7685 \| 0.6141 \| 0.9942 \| \| 0.2098 \| 3.66 \| 300 \| 0.2858 \| 0.6620 \| 0.7319 \| 0.9185 \| 0.9742 \| 0.0 \| 0.9149 \| 0.6644 \| 0.9326 \| 0.6386 \| 0.9985 \| 0.9503 \| 0.0 \| 0.7779 \| 0.5936 \| 0.7397 \| 0.5780 \| 0.9942 \| \| 0.6556 \| 3.9 \| 320 \| 0.2265 \| 0.6824 \| 0.7512 \| 0.9263 \| 0.9779 \| 0.0 \| 0.9237 \| 0.8318 \| 0.8446 \| 0.6831 \| 0.9971 \| 0.9465 \| 0.0 \| 0.8176 \| 0.6572 \| 0.7500 \| 0.6113 \| 0.9940 \| \| 0.4157 \| 4.15 \| 340 \| 0.2339 \| 0.6836 \| 0.7573 \| 0.9252 \| 0.9802 \| 0.0 \| 0.9133 \| 0.7874 \| 0.8292 \| 0.7922 \| 0.9984 \| 0.9434 \| 0.0 \| 0.8170 \| 0.6560 \| 0.7348 \| 0.6417 \| 0.9924 \| \| 0.4104 \| 4.39 \| 360 \| 0.2441 \| 0.6896 \| 0.7593 \| 0.9293 \| 0.9763 \| 0.0 \| 0.9323 \| 0.7923 \| 0.8774 \| 0.7438 \| 0.9930 \| 0.9313 \| 0.0 \| 0.8156 \| 0.6714 \| 0.7766 \| 0.6404 \| 0.9921 \| \| 0.2119 \| 4.63 \| 380 \| 0.2272 \| 0.6863 \| 0.7540 \| 0.9291 \| 0.9842 \| 0.0 \| 0.9231 \| 0.7755 \| 0.8810 \| 0.7168 \| 0.9977 \| 0.9304 \| 0.0 \| 0.8128 \| 0.6666 \| 0.7776 \| 0.6220 \| 0.9944 \| \| 0.3009 \| 4.88 \| 400 \| 0.2231 \| 0.6931 \| 0.7598 \| 0.9314 \| 0.9807 \| 0.0 \| 0.9065 \| 0.7653 \| 0.8970 \| 0.7710 \| 0.9979 \| 0.9526 \| 0.0 \| 0.8193 \| 0.6725 \| 0.7653 \| 0.6477 \| 0.9943 \| \| 0.1716 \| 5.12 \| 420 \| 0.2095 \| 0.6985 \| 0.7675 \| 0.9342 \| 0.9757 \| 0.0 \| 0.8680 \| 0.8194 \| 0.8927 \| 0.8204 \| 0.9965 \| 0.9522 \| 0.0 \| 0.7944 \| 0.7061 \| 0.7876 \| 0.6548 \| 0.9943 \| \| 0.1558 \| 5.37 \| 440 \| 0.2252 \| 0.6895 \| 0.7561 \| 0.9312 \| 0.9824 \| 0.0 \| 0.8594 \| 0.8082 \| 0.9130 \| 0.7348 \| 0.9951 \| 0.9245 \| 0.0 \| 0.8017 \| 0.6848 \| 0.8102 \| 0.6118 \| 0.9935 \| \| 0.1676 \| 5.61 \| 460 \| 0.2248 \| 0.6910 \| 0.7673 \| 0.9309 \| 0.9748 \| 0.0 \| 0.8889 \| 0.8280 \| 0.8465 \| 0.8361 \| 0.9971 \| 0.9442 \| 0.0 \| 0.7857 \| 0.7080 \| 0.7802 \| 0.6238 \| 0.9950 \| \| 0.1709 \| 5.85 \| 480 \| 0.2455 \| 0.6937 \| 0.7573 \| 0.9327 \| 0.9739 \| 0.0 \| 0.9177 \| 0.7953 \| 0.9107 \| 0.7058 \| 0.9975 \| 0.9538 \| 0.0 \| 0.8189 \| 0.6807 \| 0.7747 \| 0.6323 \| 0.9956 \| \| 0.3403 \| 6.1 \| 500 \| 0.2661 \| 0.6862 \| 0.7528 \| 0.9298 \| 0.9821 \| 0.0 \| 0.9366 \| 0.7061 \| 0.9308 \| 0.7172 \| 0.9967 \| 0.9161 \| 0.0 \| 0.8040 \| 0.6597 \| 0.7971 \| 0.6315 \| 0.9948 \| \| 0.2134 \| 6.34 \| 520 \| 0.2447 \| 0.6857 \| 0.7522 \| 0.9310 \| 0.9757 \| 0.0 \| 0.9248 \| 0.8739 \| 0.8677 \| 0.6256 \| 0.9977 \| 0.9368 \| 0.0 \| 0.8059 \| 0.6996 \| 0.7921 \| 0.5703 \| 0.9953 \| \| 0.2108 \| 6.59 \| 540 \| 0.2575 \| 0.6868 \| 0.7574 \| 0.9277 \| 0.9824 \| 0.0 \| 0.9024 \| 0.7638 \| 0.8811 \| 0.7776 \| 0.9946 \| 0.9476 \| 0.0 \| 0.8100 \| 0.6565 \| 0.7566 \| 0.6439 \| 0.9931 \| \| 0.2009 \| 6.83 \| 560 \| 0.2191 \| 0.7008 \| 0.7625 \| 0.9362 \| 0.9839 \| 0.0 \| 0.8759 \| 0.8257 \| 0.9155 \| 0.7399 \| 0.9967 \| 0.9362 \| 0.0 \| 0.8088 \| 0.7217 \| 0.8005 \| 0.6438 \| 0.9946 \| \| 0.1056 \| 7.07 \| 580 \| 0.2391 \| 0.6950 \| 0.7571 \| 0.9339 \| 0.9793 \| 0.0 \| 0.9294 \| 0.7612 \| 0.9302 \| 0.7020 \| 0.9974 \| 0.9495 \| 0.0 \| 0.8024 \| 0.6891 \| 0.7857 \| 0.6439 \| 0.9947 \| \| 0.1038 \| 7.32 \| 600 \| 0.2415 \| 0.6921 \| 0.7598 \| 0.9311 \| 0.9821 \| 0.0 \| 0.9165 \| 0.7571 \| 0.8915 \| 0.7730 \| 0.9982 \| 0.9450 \| 0.0 \| 0.8143 \| 0.6651 \| 0.7725 \| 0.6526 \| 0.9950 \| \| 0.4394 \| 7.56 \| 620 \| 0.2763 \| 0.6891 \| 0.7597 \| 0.9281 \| 0.9686 \| 0.0 \| 0.8743 \| 0.7862 \| 0.8842 \| 0.8074 \| 0.9970 \| 0.9424 \| 0.0 \| 0.8110 \| 0.6664 \| 0.7543 \| 0.6549 \| 0.9950 \| \| 0.2996 \| 7.8 \| 640 \| 0.2946 \| 0.7019 \| 0.7650 \| 0.9346 \| 0.9868 \| 0.0 \| 0.8923 \| 0.7386 \| 0.9290 \| 0.8131 \| 0.9953 \| 0.9532 \| 0.0 \| 0.8276 \| 0.6724 \| 0.7729 \| 0.6929 \| 0.9943 \| \| 0.1253 \| 8.05 \| 660 \| 0.2495 \| 0.7061 \| 0.7659 \| 0.9381 \| 0.9803 \| 0.0 \| 0.9227 \| 0.7637 \| 0.9341 \| 0.7618 \| 0.9985 \| 0.9558 \| 0.0 \| 0.8267 \| 0.6985 \| 0.7890 \| 0.6769 \| 0.9959 \| \| 0.1667 \| 8.29 \| 680 \| 0.2619 \| 0.7000 \| 0.7624 \| 0.9356 \| 0.9870 \| 0.0 \| 0.9419 \| 0.7868 \| 0.9021 \| 0.7228 \| 0.9965 \| 0.9519 \| 0.0 \| 0.8224 \| 0.6895 \| 0.7855 \| 0.6554 \| 0.9954 \| \| 0.2411 \| 8.54 \| 700 \| 0.2650 \| 0.6945 \| 0.7599 \| 0.9319 \| 0.9841 \| 0.0 \| 0.9103 \| 0.7808 \| 0.8906 \| 0.7563 \| 0.9971 \| 0.9538 \| 0.0 \| 0.8257 \| 0.6670 \| 0.7658 \| 0.6537 \| 0.9953 \| \| 0.0618 \| 8.78 \| 720 \| 0.2791 \| 0.6958 \| 0.7612 \| 0.9323 \| 0.9846 \| 0.0 \| 0.9110 \| 0.7900 \| 0.8929 \| 0.7549 \| 0.9947 \| 0.9507 \| 0.0 \| 0.8265 \| 0.6742 \| 0.7708 \| 0.6544 \| 0.9938 \| \| 0.3955 \| 9.02 \| 740 \| 0.2605 \| 0.6973 \| 0.7678 \| 0.9329 \| 0.9833 \| 0.0 \| 0.8551 \| 0.7686 \| 0.8970 \| 0.8734 \| 0.9972 \| 0.9309 \| 0.0 \| 0.8111 \| 0.6795 \| 0.7933 \| 0.6713 \| 0.9952 \| \| 0.1222 \| 9.27 \| 760 \| 0.3107 \| 0.6889 \| 0.7515 \| 0.9302 \| 0.9839 \| 0.0 \| 0.9143 \| 0.7856 \| 0.9042 \| 0.6760 \| 0.9968 \| 0.9551 \| 0.0 \| 0.8226 \| 0.6597 \| 0.7625 \| 0.6266 \| 0.9955 \| \| 0.1179 \| 9.51 \| 780 \| 0.2867 \| 0.6988 \| 0.7651 \| 0.9329 \| 0.9810 \| 0.0 \| 0.9059 \| 0.7761 \| 0.8890 \| 0.8069 \| 0.9969 \| 0.9544 \| 0.0 \| 0.8335 \| 0.6615 \| 0.7678 \| 0.6791 \| 0.9955 \| \| 0.1552 \| 9.76 \| 800 \| 0.2837 \| 0.6905 \| 0.7528 \| 0.9313 \| 0.9863 \| 0.0 \| 0.9165 \| 0.7775 \| 0.9105 \| 0.6815 \| 0.9970 \| 0.9520 \| 0.0 \| 0.8224 \| 0.6600 \| 0.7745 \| 0.6299 \| 0.9949 \| \| 0.0762 \| 10.0 \| 820 \| 0.2756 \| 0.7050 \| 0.7682 \| 0.9361 \| 0.9786 \| 0.0 \| 0.9304 \| 0.7674 \| 0.9024 \| 0.8000 \| 0.9984 \| 0.9552 \| 0.0 \| 0.8306 \| 0.6760 \| 0.7779 \| 0.6998 \| 0.9954 \| \| 0.0641 \| 10.24 \| 840 \| 0.2555 \| 0.7081 \| 0.7697 \| 0.9373 \| 0.9786 \| 0.0 \| 0.9068 \| 0.7760 \| 0.9134 \| 0.8147 \| 0.9983 \| 0.9544 \| 0.0 \| 0.8366 \| 0.6825 \| 0.7816 \| 0.7059 \| 0.9957 \| \| 0.1294 \| 10.49 \| 860 \| 0.2671 \| 0.6987 \| 0.7599 \| 0.9336 \| 0.9865 \| 0.0 \| 0.8976 \| 0.7942 \| 0.9003 \| 0.7429 \| 0.9978 \| 0.9498 \| 0.0 \| 0.8382 \| 0.6635 \| 0.7767 \| 0.6669 \| 0.9958 \| \| 0.0948 \| 10.73 \| 880 \| 0.2697 \| 0.6969 \| 0.7693 \| 0.9318 \| 0.9753 \| 0.0 \| 0.9242 \| 0.7797 \| 0.8536 \| 0.8534 \| 0.9987 \| 0.9501 \| 0.0 \| 0.8246 \| 0.6679 \| 0.7616 \| 0.6787 \| 0.9956 \| \| 0.1013 \| 10.98 \| 900 \| 0.2956 \| 0.6931 \| 0.7573 \| 0.9321 \| 0.9885 \| 0.0 \| 0.9132 \| 0.8039 \| 0.8866 \| 0.7121 \| 0.9966 \| 0.9519 \| 0.0 \| 0.8242 \| 0.6681 \| 0.7760 \| 0.6357 \| 0.9956 \| \| 0.1085 \| 11.22 \| 920 \| 0.2849 \| 0.7058 \| 0.7714 \| 0.9359 \| 0.9893 \| 0.0 \| 0.8995 \| 0.7545 \| 0.8977 \| 0.8616 \| 0.9969 \| 0.9556 \| 0.0 \| 0.8445 \| 0.6664 \| 0.7752 \| 0.7033 \| 0.9956 \| \| 0.0805 \| 11.46 \| 940 \| 0.3072 \| 0.6998 \| 0.7662 \| 0.9333 \| 0.9777 \| 0.0 \| 0.8816 \| 0.7738 \| 0.9020 \| 0.8309 \| 0.9973 \| 0.9570 \| 0.0 \| 0.8242 \| 0.6621 \| 0.7718 \| 0.6877 \| 0.9957 \| \| 0.1627 \| 11.71 \| 960 \| 0.2815 \| 0.7008 \| 0.7608 \| 0.9346 \| 0.9895 \| 0.0 \| 0.9083 \| 0.7872 \| 0.9032 \| 0.7397 \| 0.9976 \| 0.9534 \| 0.0 \| 0.8419 \| 0.6661 \| 0.7739 \| 0.6743 \| 0.9960 \| \| 0.0728 \| 11.95 \| 980 \| 0.3182 \| 0.6968 \| 0.7611 \| 0.9325 \| 0.9789 \| 0.0 \| 0.9230 \| 0.7933 \| 0.8883 \| 0.7476 \| 0.9969 \| 0.9570 \| 0.0 \| 0.8308 \| 0.6558 \| 0.7697 \| 0.6684 \| 0.9961 \| \| 0.078 \| 12.2 \| 1000 \| 0.2794 \| 0.7036 \| 0.7688 \| 0.9349 \| 0.9842 \| 0.0 \| 0.9117 \| 0.7724 \| 0.8858 \| 0.8290 \| 0.9983 \| 0.9538 \| 0.0 \| 0.8378 \| 0.6639 \| 0.7725 \| 0.7010 \| 0.9962 \| \| 0.0962 \| 12.44 \| 1020 \| 0.2778 \| 0.7023 \| 0.7618 \| 0.9357 \| 0.9830 \| 0.0016 \| 0.9060 \| 0.7851 \| 0.9184 \| 0.7402 \| 0.9985 \| 0.9533 \| 0.0016 \| 0.8370 \| 0.6728 \| 0.7826 \| 0.6724 \| 0.9965 \| \| 0.0621 \| 12.68 \| 1040 \| 0.2452 \| 0.7029 \| 0.7639 \| 0.9360 \| 0.9855 \| 0.0 \| 0.9187 \| 0.8156 \| 0.8879 \| 0.7406 \| 0.9988 \| 0.9538 \| 0.0 \| 0.8374 \| 0.6806 \| 0.7827 \| 0.6695 \| 0.9961 \| \| 0.114 \| 12.93 \| 1060 \| 0.2496 \| 0.7090 \| 0.7703 \| 0.9390 \| 0.9852 \| 0.0 \| 0.9259 \| 0.7787 \| 0.9130 \| 0.7912 \| 0.9979 \| 0.9554 \| 0.0 \| 0.8333 \| 0.6915 \| 0.7959 \| 0.6904 \| 0.9962 \| \| 0.0747 \| 13.17 \| 1080 \| 0.2531 \| 0.7038 \| 0.7656 \| 0.9369 \| 0.9820 \| 0.0 \| 0.9245 \| 0.8319 \| 0.8851 \| 0.7371 \| 0.9985 \| 0.9543 \| 0.0 \| 0.8339 \| 0.6898 \| 0.7919 \| 0.6609 \| 0.9957 \| \| 0.0535 \| 13.41 \| 1100 \| 0.2763 \| 0.7113 \| 0.7728 \| 0.9391 \| 0.9832 \| 0.0 \| 0.9017 \| 0.7641 \| 0.9231 \| 0.8398 \| 0.9978 \| 0.9549 \| 0.0 \| 0.8403 \| 0.6872 \| 0.7908 \| 0.7099 \| 0.9959 \| \| 0.0538 \| 13.66 \| 1120 \| 0.2819 \| 0.7020 \| 0.7662 \| 0.9355 \| 0.9854 \| 0.0 \| 0.9113 \| 0.7951 \| 0.8927 \| 0.7817 \| 0.9971 \| 0.9505 \| 0.0 \| 0.8276 \| 0.6783 \| 0.7863 \| 0.6752 \| 0.9962 \| \| 0.0953 \| 13.9 \| 1140 \| 0.2945 \| 0.7000 \| 0.7616 \| 0.9347 \| 0.9839 \| 0.0 \| 0.9208 \| 0.7676 \| 0.9141 \| 0.7474 \| 0.9975 \| 0.9556 \| 0.0 \| 0.8339 \| 0.6660 \| 0.7777 \| 0.6703 \| 0.9963 \| \| 0.1052 \| 14.15 \| 1160 \| 0.3095 \| 0.6944 \| 0.7566 \| 0.9331 \| 0.9859 \| 0.0000 \| 0.9257 \| 0.7770 \| 0.9067 \| 0.7023 \| 0.9982 \| 0.9564 \| 0.0000 \| 0.8287 \| 0.6599 \| 0.7790 \| 0.6406 \| 0.9963 \| \| 0.0879 \| 14.39 \| 1180 \| 0.2800 \| 0.7084 \| 0.7724 \| 0.9372 \| 0.9864 \| 0.0006 \| 0.9166 \| 0.7625 \| 0.8991 \| 0.8443 \| 0.9973 \| 0.9561 \| 0.0006 \| 0.8483 \| 0.6707 \| 0.7806 \| 0.7064 \| 0.9958 \| \| 0.1387 \| 14.63 \| 1200 \| 0.2951 \| 0.7115 \| 0.7741 \| 0.9363 \| 0.9825 \| 0.0384 \| 0.9211 \| 0.7941 \| 0.8873 \| 0.7972 \| 0.9982 \| 0.9595 \| 0.0383 \| 0.8431 \| 0.6666 \| 0.7776 \| 0.6990 \| 0.9963 \| \| 0.2297 \| 14.88 \| 1220 \| 0.3029 \| 0.7035 \| 0.7635 \| 0.9363 \| 0.9882 \| 0.0009 \| 0.9185 \| 0.7519 \| 0.9243 \| 0.7628 \| 0.9981 \| 0.9537 \| 0.0009 \| 0.8377 \| 0.6681 \| 0.7840 \| 0.6838 \| 0.9963 \| \| 0.0713 \| 15.12 \| 1240 \| 0.2940 \| 0.7232 \| 0.7852 \| 0.9380 \| 0.9879 \| 0.1042 \| 0.8996 \| 0.7752 \| 0.9104 \| 0.8218 \| 0.9974 \| 0.9600 \| 0.1029 \| 0.8405 \| 0.6757 \| 0.7867 \| 0.7003 \| 0.9962 \| \| 0.0909 \| 15.37 \| 1260 \| 0.2922 \| 0.7233 \| 0.7846 \| 0.9371 \| 0.9820 \| 0.1383 \| 0.9264 \| 0.7661 \| 0.9219 \| 0.7598 \| 0.9981 \| 0.9589 \| 0.1356 \| 0.8298 \| 0.6753 \| 0.7886 \| 0.6786 \| 0.9966 \| \| 0.0336 \| 15.61 \| 1280 \| 0.2995 \| 0.7155 \| 0.7758 \| 0.9367 \| 0.9891 \| 0.0878 \| 0.9176 \| 0.7913 \| 0.9071 \| 0.7396 \| 0.9979 \| 0.9565 \| 0.0854 \| 0.8376 \| 0.6727 \| 0.7890 \| 0.6709 \| 0.9964 \| \| 0.1919 \| 15.85 \| 1300 \| 0.2794 \| 0.7271 \| 0.7880 \| 0.9393 \| 0.9827 \| 0.1148 \| 0.9229 \| 0.7685 \| 0.9148 \| 0.8133 \| 0.9988 \| 0.9577 \| 0.1123 \| 0.8422 \| 0.6828 \| 0.7899 \| 0.7087 \| 0.9963 \| \| 0.1494 \| 16.1 \| 1320 \| 0.3131 \| 0.7285 \| 0.7895 \| 0.9375 \| 0.9858 \| 0.1660 \| 0.9179 \| 0.7783 \| 0.9150 \| 0.7654 \| 0.9978 \| 0.9603 \| 0.1615 \| 0.8331 \| 0.6788 \| 0.7865 \| 0.6827 \| 0.9965 \| \| 0.0559 \| 16.34 \| 1340 \| 0.3163 \| 0.7314 \| 0.7925 \| 0.9376 \| 0.9834 \| 0.1874 \| 0.9244 \| 0.7683 \| 0.9205 \| 0.7657 \| 0.9981 \| 0.9597 \| 0.1813 \| 0.8335 \| 0.6762 \| 0.7878 \| 0.6846 \| 0.9967 \| \| 0.0675 \| 16.59 \| 1360 \| 0.3053 \| 0.7238 \| 0.7866 \| 0.9356 \| 0.9866 \| 0.1591 \| 0.9287 \| 0.8038 \| 0.8834 \| 0.7465 \| 0.9983 \| 0.9593 \| 0.1527 \| 0.8366 \| 0.6695 \| 0.7782 \| 0.6733 \| 0.9969 \| \| 0.0999 \| 16.83 \| 1380 \| 0.2811 \| 0.7283 \| 0.7878 \| 0.9390 \| 0.9841 \| 0.1288 \| 0.9217 \| 0.7675 \| 0.9173 \| 0.7957 \| 0.9994 \| 0.9592 \| 0.1254 \| 0.8404 \| 0.6818 \| 0.7867 \| 0.7083 \| 0.9961 \| \| 0.0321 \| 17.07 \| 1400 \| 0.3063 \| 0.7335 \| 0.7965 \| 0.9373 \| 0.9857 \| 0.1924 \| 0.9164 \| 0.7917 \| 0.8896 \| 0.8007 \| 0.9988 \| 0.9599 \| 0.1806 \| 0.8428 \| 0.6686 \| 0.7805 \| 0.7052 \| 0.9969 \| \| 0.1219 \| 17.32 \| 1420 \| 0.3262 \| 0.7209 \| 0.7820 \| 0.9354 \| 0.9855 \| 0.1616 \| 0.9346 \| 0.7688 \| 0.9175 \| 0.7074 \| 0.9985 \| 0.9587 \| 0.1578 \| 0.8217 \| 0.6706 \| 0.7852 \| 0.6552 \| 0.9969 \| \| 0.0637 \| 17.56 \| 1440 \| 0.3415 \| 0.7331 \| 0.7938 \| 0.9379 \| 0.9874 \| 0.1945 \| 0.9184 \| 0.7516 \| 0.9269 \| 0.7789 \| 0.9985 \| 0.9607 \| 0.1848 \| 0.8401 \| 0.6685 \| 0.7870 \| 0.6937 \| 0.9968 \| \| 0.183 \| 17.8 \| 1460 \| 0.3183 \| 0.7403 \| 0.8019 \| 0.9381 \| 0.9842 \| 0.2370 \| 0.9312 \| 0.7719 \| 0.9064 \| 0.7836 \| 0.9991 \| 0.9626 \| 0.2256 \| 0.8413 \| 0.6737 \| 0.7818 \| 0.7009 \| 0.9965 \| \| 0.0783 \| 18.05 \| 1480 \| 0.3003 \| 0.7481 \| 0.8096 \| 0.9396 \| 0.9827 \| 0.2663 \| 0.9208 \| 0.7452 \| 0.9282 \| 0.8255 \| 0.9986 \| 0.9648 \| 0.2526 \| 0.8468 \| 0.6734 \| 0.7831 \| 0.7192 \| 0.9970 \| \| 0.1254 \| 18.29 \| 1500 \| 0.3088 \| 0.7317 \| 0.7921 \| 0.9373 \| 0.9880 \| 0.2074 \| 0.9196 \| 0.7615 \| 0.9285 \| 0.7413 \| 0.9984 \| 0.9628 \| 0.1987 \| 0.8281 \| 0.6746 \| 0.7877 \| 0.6736 \| 0.9968 \| \| 0.0438 \| 18.54 \| 1520 \| 0.3166 \| 0.7430 \| 0.8087 \| 0.9373 \| 0.9827 \| 0.2761 \| 0.8887 \| 0.7908 \| 0.9066 \| 0.8186 \| 0.9976 \| 0.9639 \| 0.2588 \| 0.8243 \| 0.6753 \| 0.7890 \| 0.6931 \| 0.9966 \| \| 0.06 \| 18.78 \| 1540 \| 0.3152 \| 0.7472 \| 0.8138 \| 0.9371 \| 0.9862 \| 0.3188 \| 0.8854 \| 0.7848 \| 0.9059 \| 0.8171 \| 0.9981 \| 0.9626 \| 0.2963 \| 0.8203 \| 0.6789 \| 0.7871 \| 0.6883 \| 0.9968 \| \| 0.0426 \| 19.02 \| 1560 \| 0.3289 \| 0.7438 \| 0.8098 \| 0.9362 \| 0.9830 \| 0.3040 \| 0.8962 \| 0.7911 \| 0.9009 \| 0.7953 \| 0.9981 \| 0.9639 \| 0.2836 \| 0.8180 \| 0.6722 \| 0.7831 \| 0.6885 \| 0.9972 \| \| 0.0333 \| 19.27 \| 1580 \| 0.3027 \| 0.7387 \| 0.8038 \| 0.9375 \| 0.9842 \| 0.2482 \| 0.8965 \| 0.7879 \| 0.9063 \| 0.8050 \| 0.9983 \| 0.9625 \| 0.2332 \| 0.8212 \| 0.6809 \| 0.7886 \| 0.6868 \| 0.9973 \| \| 0.044 \| 19.51 \| 1600 \| 0.3048 \| 0.7386 \| 0.8002 \| 0.9387 \| 0.9865 \| 0.2334 \| 0.9183 \| 0.7811 \| 0.9175 \| 0.7664 \| 0.9983 \| 0.9607 \| 0.2165 \| 0.8341 \| 0.6816 \| 0.7914 \| 0.6890 \| 0.9971 \| \| 0.0876 \| 19.76 \| 1620 \| 0.2864 \| 0.7563 \| 0.8204 \| 0.9401 \| 0.9835 \| 0.3356 \| 0.9230 \| 0.7849 \| 0.9065 \| 0.8113 \| 0.9985 \| 0.9645 \| 0.3109 \| 0.8376 \| 0.6865 \| 0.7905 \| 0.7072 \| 0.9971 \| \| 0.0432 \| 20.0 \| 1640 \| 0.3037 \| 0.7480 \| 0.8111 \| 0.9382 \| 0.9856 \| 0.3087 \| 0.9147 \| 0.7628 \| 0.9219 \| 0.7857 \| 0.9984 \| 0.9637 \| 0.2853 \| 0.8319 \| 0.6757 \| 0.7849 \| 0.6977 \| 0.9972 \| \| 0.1937 \| 20.24 \| 1660 \| 0.3050 \| 0.7495 \| 0.8149 \| 0.9368 \| 0.9852 \| 0.3424 \| 0.9162 \| 0.7638 \| 0.9086 \| 0.7893 \| 0.9989 \| 0.9630 \| 0.3114 \| 0.8323 \| 0.6671 \| 0.7782 \| 0.6978 \| 0.9969 \| \| 0.0361 \| 20.49 \| 1680 \| 0.3204 \| 0.7553 \| 0.8221 \| 0.9380 \| 0.9846 \| 0.3646 \| 0.9083 \| 0.7738 \| 0.9064 \| 0.8188 \| 0.9979 \| 0.9636 \| 0.3276 \| 0.8381 \| 0.6715 \| 0.7813 \| 0.7085 \| 0.9970 \| \| 0.1199 \| 20.73 \| 1700 \| 0.3165 \| 0.7572 \| 0.8218 \| 0.9400 \| 0.9873 \| 0.3352 \| 0.9105 \| 0.7428 \| 0.9204 \| 0.8581 \| 0.9986 \| 0.9642 \| 0.3088 \| 0.8400 \| 0.6760 \| 0.7842 \| 0.7302 \| 0.9971 \| \| 0.0564 \| 20.98 \| 1720 \| 0.3132 \| 0.7561 \| 0.8199 \| 0.9397 \| 0.9821 \| 0.3483 \| 0.9140 \| 0.7492 \| 0.9344 \| 0.8129 \| 0.9986 \| 0.9631 \| 0.3137 \| 0.8348 \| 0.6799 \| 0.7879 \| 0.7164 \| 0.9971 \| \| 0.0598 \| 21.22 \| 1740 \| 0.3061 \| 0.7511 \| 0.8144 \| 0.9399 \| 0.9889 \| 0.3005 \| 0.9115 \| 0.7575 \| 0.9219 \| 0.8219 \| 0.9984 \| 0.9630 \| 0.2700 \| 0.8384 \| 0.6792 \| 0.7874 \| 0.7228 \| 0.9971 \| \| 0.046 \| 21.46 \| 1760 \| 0.3253 \| 0.7429 \| 0.8072 \| 0.9359 \| 0.9847 \| 0.3337 \| 0.9198 \| 0.7560 \| 0.9298 \| 0.7273 \| 0.9987 \| 0.9630 \| 0.3009 \| 0.8273 \| 0.6668 \| 0.7833 \| 0.6625 \| 0.9968 \| \| 0.0445 \| 21.71 \| 1780 \| 0.3066 \| 0.7553 \| 0.8234 \| 0.9377 \| 0.9840 \| 0.3722 \| 0.9179 \| 0.7741 \| 0.9034 \| 0.8151 \| 0.9970 \| 0.9637 \| 0.3362 \| 0.8364 \| 0.6700 \| 0.7859 \| 0.6981 \| 0.9964 \| \| 0.0319 \| 21.95 \| 1800 \| 0.2987 \| 0.7557 \| 0.8219 \| 0.9383 \| 0.9826 \| 0.3776 \| 0.9244 \| 0.7681 \| 0.9151 \| 0.7867 \| 0.9984 \| 0.9653 \| 0.3414 \| 0.8323 \| 0.6704 \| 0.7900 \| 0.6936 \| 0.9972 \| \| 0.0618 \| 22.2 \| 1820 \| 0.3117 \| 0.7561 \| 0.8216 \| 0.9393 \| 0.9881 \| 0.3721 \| 0.9045 \| 0.7756 \| 0.9193 \| 0.7927 \| 0.9986 \| 0.9647 \| 0.3263 \| 0.8346 \| 0.6793 \| 0.7907 \| 0.6997 \| 0.9972 \| \| 0.0648 \| 22.44 \| 1840 \| 0.3060 \| 0.7560 \| 0.8229 \| 0.9388 \| 0.9856 \| 0.3763 \| 0.9219 \| 0.7655 \| 0.9124 \| 0.8000 \| 0.9988 \| 0.9639 \| 0.3345 \| 0.8326 \| 0.6758 \| 0.7895 \| 0.6985 \| 0.9973 \| \| 0.0797 \| 22.68 \| 1860 \| 0.3263 \| 0.7554 \| 0.8208 \| 0.9377 \| 0.9827 \| 0.3870 \| 0.9216 \| 0.7785 \| 0.9135 \| 0.7631 \| 0.9987 \| 0.9627 \| 0.3487 \| 0.8298 \| 0.6744 \| 0.7863 \| 0.6886 \| 0.9974 \| \| 0.1237 \| 22.93 \| 1880 \| 0.3307 \| 0.7485 \| 0.8114 \| 0.9392 \| 0.9884 \| 0.3037 \| 0.9067 \| 0.7530 \| 0.9316 \| 0.7979 \| 0.9987 \| 0.9618 \| 0.2721 \| 0.8339 \| 0.6789 \| 0.7890 \| 0.7067 \| 0.9970 \| \| 0.1067 \| 23.17 \| 1900 \| 0.3474 \| 0.7529 \| 0.8184 \| 0.9373 \| 0.9817 \| 0.3705 \| 0.9195 \| 0.7855 \| 0.9099 \| 0.7639 \| 0.9982 \| 0.9632 \| 0.3348 \| 0.8316 \| 0.6730 \| 0.7849 \| 0.6853 \| 0.9972 \| \| 0.0712 \| 23.41 \| 1920 \| 0.3343 \| 0.7541 \| 0.8183 \| 0.9385 \| 0.9859 \| 0.3507 \| 0.9117 \| 0.7823 \| 0.9149 \| 0.7855 \| 0.9970 \| 0.9633 \| 0.3194 \| 0.8392 \| 0.6755 \| 0.7876 \| 0.6974 \| 0.9965 \| \| 0.0899 \| 23.66 \| 1940 \| 0.3323 \| 0.7533 \| 0.8188 \| 0.9389 \| 0.9847 \| 0.3440 \| 0.9164 \| 0.7552 \| 0.9246 \| 0.8087 \| 0.9978 \| 0.9628 \| 0.3066 \| 0.8374 \| 0.6754 \| 0.7868 \| 0.7075 \| 0.9969 \| \| 0.0317 \| 23.9 \| 1960 \| 0.3198 \| 0.7618 \| 0.8313 \| 0.9374 \| 0.9849 \| 0.4468 \| 0.9193 \| 0.7863 \| 0.8964 \| 0.7872 \| 0.9984 \| 0.9644 \| 0.3890 \| 0.8393 \| 0.6682 \| 0.7815 \| 0.6928 \| 0.9973 \| \| 0.0285 \| 24.15 \| 1980 \| 0.3128 \| 0.7596 \| 0.8264 \| 0.9378 \| 0.9851 \| 0.4220 \| 0.9104 \| 0.7717 \| 0.9158 \| 0.7810 \| 0.9986 \| 0.9640 \| 0.3708 \| 0.8387 \| 0.6694 \| 0.7830 \| 0.6944 \| 0.9971 \| \| 0.0486 \| 24.39 \| 2000 \| 0.3437 \| 0.7630 \| 0.8306 \| 0.9386 \| 0.9822 \| 0.4286 \| 0.9020 \| 0.7792 \| 0.9146 \| 0.8095 \| 0.9984 \| 0.9642 \| 0.3776 \| 0.8381 \| 0.6761 \| 0.7856 \| 0.7021 \| 0.9971 \| \| 0.0316 \| 24.63 \| 2020 \| 0.3405 \| 0.7544 \| 0.8216 \| 0.9370 \| 0.9844 \| 0.3825 \| 0.9102 \| 0.7801 \| 0.9019 \| 0.7935 \| 0.9987 \| 0.9634 \| 0.3421 \| 0.8381 \| 0.6681 \| 0.7806 \| 0.6912 \| 0.9970 \| \| 0.0578 \| 24.88 \| 2040 \| 0.3236 \| 0.7546 \| 0.8199 \| 0.9375 \| 0.9852 \| 0.3842 \| 0.9154 \| 0.7651 \| 0.9180 \| 0.7719 \| 0.9992 \| 0.9628 \| 0.3424 \| 0.8374 \| 0.6677 \| 0.7841 \| 0.6912 \| 0.9969 \| \| 0.0508 \| 25.12 \| 2060 \| 0.3100 \| 0.7602 \| 0.8293 \| 0.9381 \| 0.9860 \| 0.4213 \| 0.9127 \| 0.7742 \| 0.9023 \| 0.8093 \| 0.9991 \| 0.9647 \| 0.3667 \| 0.8409 \| 0.6696 \| 0.7843 \| 0.6979 \| 0.9970 \| \| 0.1105 \| 25.37 \| 2080 \| 0.3355 \| 0.7627 \| 0.8309 \| 0.9385 \| 0.9833 \| 0.4328 \| 0.9249 \| 0.7711 \| 0.9098 \| 0.7957 \| 0.9983 \| 0.9647 \| 0.3824 \| 0.8389 \| 0.6719 \| 0.7872 \| 0.6967 \| 0.9971 \| \| 0.0606 \| 25.61 \| 2100 \| 0.3244 \| 0.7614 \| 0.8294 \| 0.9383 \| 0.9857 \| 0.4365 \| 0.9214 \| 0.7704 \| 0.9122 \| 0.7807 \| 0.9989 \| 0.9642 \| 0.3811 \| 0.8372 \| 0.6716 \| 0.7884 \| 0.6905 \| 0.9968 \| \| 0.0617 \| 25.85 \| 2120 \| 0.3365 \| 0.7631 \| 0.8326 \| 0.9379 \| 0.9844 \| 0.4610 \| 0.9217 \| 0.7764 \| 0.9067 \| 0.7792 \| 0.9989 \| 0.9646 \| 0.4002 \| 0.8362 \| 0.6713 \| 0.7871 \| 0.6853 \| 0.9968 \| \| 0.0475 \| 26.1 \| 2140 \| 0.3276 \| 0.7625 \| 0.8293 \| 0.9389 \| 0.9836 \| 0.4334 \| 0.9154 \| 0.7779 \| 0.9191 \| 0.7777 \| 0.9984 \| 0.9635 \| 0.3804 \| 0.8365 \| 0.6807 \| 0.7890 \| 0.6902 \| 0.9970 \| \| 0.0273 \| 26.34 \| 2160 \| 0.3273 \| 0.7619 \| 0.8280 \| 0.9395 \| 0.9861 \| 0.4197 \| 0.9042 \| 0.7734 \| 0.9250 \| 0.7885 \| 0.9989 \| 0.9625 \| 0.3677 \| 0.8352 \| 0.6845 \| 0.7922 \| 0.6943 \| 0.9968 \| \| 0.032 \| 26.59 \| 2180 \| 0.3212 \| 0.7663 \| 0.8346 \| 0.9389 \| 0.9860 \| 0.4738 \| 0.9158 \| 0.7828 \| 0.9155 \| 0.7700 \| 0.9983 \| 0.9636 \| 0.4117 \| 0.8346 \| 0.6795 \| 0.7925 \| 0.6848 \| 0.9971 \| \| 0.0506 \| 26.83 \| 2200 \| 0.3258 \| 0.7628 \| 0.8333 \| 0.9381 \| 0.9853 \| 0.4548 \| 0.9100 \| 0.7921 \| 0.9009 \| 0.7919 \| 0.9981 \| 0.9641 \| 0.3927 \| 0.8347 \| 0.6766 \| 0.7885 \| 0.6862 \| 0.9970 \| \| 0.0514 \| 27.07 \| 2220 \| 0.3247 \| 0.7611 \| 0.8285 \| 0.9381 \| 0.9859 \| 0.4388 \| 0.9098 \| 0.7799 \| 0.9138 \| 0.7724 \| 0.9990 \| 0.9636 \| 0.3842 \| 0.8339 \| 0.6749 \| 0.7888 \| 0.6857 \| 0.9969 \| \| 0.0586 \| 27.32 \| 2240 \| 0.3425 \| 0.7694 \| 0.8395 \| 0.9383 \| 0.9817 \| 0.5045 \| 0.9230 \| 0.7765 \| 0.9132 \| 0.7790 \| 0.9983 \| 0.9647 \| 0.4356 \| 0.8357 \| 0.6748 \| 0.7871 \| 0.6906 \| 0.9971 \| \| 0.0358 \| 27.56 \| 2260 \| 0.3287 \| 0.7649 \| 0.8334 \| 0.9387 \| 0.9853 \| 0.4549 \| 0.9222 \| 0.7742 \| 0.9103 \| 0.7880 \| 0.9986 \| 0.9651 \| 0.3982 \| 0.8369 \| 0.6744 \| 0.7883 \| 0.6941 \| 0.9973 \| \| 0.081 \| 27.8 \| 2280 \| 0.3187 \| 0.7564 \| 0.8199 \| 0.9394 \| 0.9879 \| 0.3687 \| 0.9101 \| 0.7757 \| 0.9257 \| 0.7730 \| 0.9979 \| 0.9634 \| 0.3317 \| 0.8395 \| 0.6810 \| 0.7917 \| 0.6905 \| 0.9971 \| \| 0.0626 \| 28.05 \| 2300 \| 0.3303 \| 0.7624 \| 0.8294 \| 0.9383 \| 0.9846 \| 0.4509 \| 0.9207 \| 0.7909 \| 0.9108 \| 0.7493 \| 0.9988 \| 0.9647 \| 0.3953 \| 0.8379 \| 0.6762 \| 0.7896 \| 0.6763 \| 0.9971 \| \| 0.0348 \| 28.29 \| 2320 \| 0.3290 \| 0.7726 \| 0.8442 \| 0.9384 \| 0.9813 \| 0.5497 \| 0.9144 \| 0.7723 \| 0.9233 \| 0.7689 \| 0.9991 \| 0.9648 \| 0.4603 \| 0.8368 \| 0.6741 \| 0.7889 \| 0.6864 \| 0.9968 \| \| 0.0613 \| 28.54 \| 2340 \| 0.3243 \| 0.7716 \| 0.8412 \| 0.9390 \| 0.9845 \| 0.5196 \| 0.9183 \| 0.7645 \| 0.9230 \| 0.7797 \| 0.9990 \| 0.9648 \| 0.4432 \| 0.8364 \| 0.6745 \| 0.7894 \| 0.6961 \| 0.9970 \| \| 0.0561 \| 28.78 \| 2360 \| 0.3364 \| 0.7712 \| 0.8417 \| 0.9384 \| 0.9854 \| 0.5267 \| 0.9070 \| 0.7671 \| 0.9243 \| 0.7833 \| 0.9981 \| 0.9648 \| 0.4469 \| 0.8355 \| 0.6727 \| 0.7872 \| 0.6941 \| 0.9972 \| \| 0.051 \| 29.02 \| 2380 \| 0.3470 \| 0.7779 \| 0.8563 \| 0.9375 \| 0.9825 \| 0.6252 \| 0.9132 \| 0.7795 \| 0.9038 \| 0.7915 \| 0.9986 \| 0.9655 \| 0.5035 \| 0.8367 \| 0.6669 \| 0.7830 \| 0.6923 \| 0.9972 \| \| 0.0249 \| 29.27 \| 2400 \| 0.3659 \| 0.7658 \| 0.8363 \| 0.9376 \| 0.9860 \| 0.4942 \| 0.9175 \| 0.7694 \| 0.9121 \| 0.7767 \| 0.9985 \| 0.9646 \| 0.4209 \| 0.8363 \| 0.6672 \| 0.7842 \| 0.6901 \| 0.9971 \| \| 0.0322 \| 29.51 \| 2420 \| 0.3596 \| 0.7666 \| 0.8374 \| 0.9378 \| 0.9819 \| 0.4925 \| 0.9202 \| 0.7731 \| 0.9110 \| 0.7850 \| 0.9984 \| 0.9644 \| 0.4217 \| 0.8361 \| 0.6686 \| 0.7850 \| 0.6932 \| 0.9973 \| \| 0.0473 \| 29.76 \| 2440 \| 0.3501 \| 0.7664 \| 0.8363 \| 0.9384 \| 0.9861 \| 0.4770 \| 0.9151 \| 0.7702 \| 0.9121 \| 0.7954 \| 0.9981 \| 0.9644 \| 0.4089 \| 0.8377 \| 0.6714 \| 0.7849 \| 0.7002 \| 0.9973 \| \| 0.0373 \| 30.0 \| 2460 \| 0.3375 \| 0.7571 \| 0.8235 \| 0.9378 \| 0.9867 \| 0.4027 \| 0.9193 \| 0.7815 \| 0.9091 \| 0.7668 \| 0.9981 \| 0.9630 \| 0.3564 \| 0.8380 \| 0.6714 \| 0.7861 \| 0.6875 \| 0.9972 \| \| 0.0415 \| 30.24 \| 2480 \| 0.3230 \| 0.7695 \| 0.8391 \| 0.9394 \| 0.9865 \| 0.4905 \| 0.9062 \| 0.7704 \| 0.9173 \| 0.8038 \| 0.9992 \| 0.9646 \| 0.4169 \| 0.8398 \| 0.6773 \| 0.7892 \| 0.7018 \| 0.9969 \| \| 0.023 \| 30.49 \| 2500 \| 0.3284 \| 0.7734 \| 0.8448 \| 0.9403 \| 0.9865 \| 0.4943 \| 0.9014 \| 0.7698 \| 0.9117 \| 0.8511 \| 0.9984 \| 0.9647 \| 0.4229 \| 0.8395 \| 0.6835 \| 0.7889 \| 0.7173 \| 0.9973 \| \| 0.0746 \| 30.73 \| 2520 \| 0.3388 \| 0.7713 \| 0.8415 \| 0.9398 \| 0.9838 \| 0.4801 \| 0.9121 \| 0.7629 \| 0.9142 \| 0.8387 \| 0.9986 \| 0.9644 \| 0.4167 \| 0.8402 \| 0.6782 \| 0.7883 \| 0.7140 \| 0.9973 \| \| 0.0468 \| 30.98 \| 2540 \| 0.3446 \| 0.7756 \| 0.8479 \| 0.9389 \| 0.9833 \| 0.5564 \| 0.9096 \| 0.7794 \| 0.9148 \| 0.7935 \| 0.9985 \| 0.9656 \| 0.4674 \| 0.8403 \| 0.6732 \| 0.7888 \| 0.6969 \| 0.9973 \| \| 0.0257 \| 31.22 \| 2560 \| 0.3663 \| 0.7678 \| 0.8371 \| 0.9380 \| 0.9836 \| 0.5014 \| 0.9126 \| 0.7739 \| 0.9198 \| 0.7705 \| 0.9982 \| 0.9653 \| 0.4311 \| 0.8394 \| 0.6693 \| 0.7859 \| 0.6862 \| 0.9973 \| \| 0.1516 \| 31.46 \| 2580 \| 0.3418 \| 0.7661 \| 0.8338 \| 0.9392 \| 0.9865 \| 0.4536 \| 0.9081 \| 0.7723 \| 0.9184 \| 0.7998 \| 0.9982 \| 0.9648 \| 0.3961 \| 0.8399 \| 0.6758 \| 0.7888 \| 0.7002 \| 0.9973 \| \| 0.1241 \| 31.71 \| 2600 \| 0.3424 \| 0.7699 \| 0.8384 \| 0.9392 \| 0.9853 \| 0.5002 \| 0.9148 \| 0.7822 \| 0.9176 \| 0.7698 \| 0.9988 \| 0.9655 \| 0.4294 \| 0.8400 \| 0.6772 \| 0.7908 \| 0.6887 \| 0.9973 \| \| 0.0768 \| 31.95 \| 2620 \| 0.3201 \| 0.7747 \| 0.8469 \| 0.9396 \| 0.9860 \| 0.5485 \| 0.9095 \| 0.7722 \| 0.9192 \| 0.7940 \| 0.9991 \| 0.9659 \| 0.4546 \| 0.8402 \| 0.6769 \| 0.7908 \| 0.6975 \| 0.9971 \| \| 0.0675 \| 32.2 \| 2640 \| 0.3314 \| 0.7741 \| 0.8464 \| 0.9388 \| 0.9852 \| 0.5593 \| 0.9178 \| 0.7701 \| 0.9193 \| 0.7744 \| 0.9987 \| 0.9656 \| 0.4658 \| 0.8366 \| 0.6715 \| 0.7904 \| 0.6914 \| 0.9972 \| \| 0.0597 \| 32.44 \| 2660 \| 0.3408 \| 0.7713 \| 0.8443 \| 0.9380 \| 0.9845 \| 0.5475 \| 0.9203 \| 0.7840 \| 0.9053 \| 0.7698 \| 0.9990 \| 0.9659 \| 0.4557 \| 0.8393 \| 0.6696 \| 0.7871 \| 0.6842 \| 0.9971 \| \| 0.0284 \| 32.68 \| 2680 \| 0.3684 \| 0.7701 \| 0.8421 \| 0.9382 \| 0.9845 \| 0.5241 \| 0.9118 \| 0.7772 \| 0.9147 \| 0.7849 \| 0.9977 \| 0.9651 \| 0.4414 \| 0.8362 \| 0.6732 \| 0.7872 \| 0.6904 \| 0.9971 \| \| 0.1271 \| 32.93 \| 2700 \| 0.3431 \| 0.7724 \| 0.8467 \| 0.9383 \| 0.9835 \| 0.5404 \| 0.9117 \| 0.7855 \| 0.8996 \| 0.8079 \| 0.9986 \| 0.9658 \| 0.4524 \| 0.8362 \| 0.6742 \| 0.7846 \| 0.6964 \| 0.9975 \| \| 0.0555 \| 33.17 \| 2720 \| 0.3386 \| 0.7752 \| 0.8499 \| 0.9386 \| 0.9842 \| 0.5763 \| 0.8996 \| 0.7841 \| 0.9127 \| 0.7935 \| 0.9991 \| 0.9656 \| 0.4722 \| 0.8328 \| 0.6773 \| 0.7881 \| 0.6931 \| 0.9973 \| \| 0.0462 \| 33.41 \| 2740 \| 0.3433 \| 0.7714 \| 0.8416 \| 0.9392 \| 0.9854 \| 0.5143 \| 0.9154 \| 0.7865 \| 0.9101 \| 0.7807 \| 0.9988 \| 0.9658 \| 0.4387 \| 0.8367 \| 0.6789 \| 0.7898 \| 0.6922 \| 0.9975 \| \| 0.0603 \| 33.66 \| 2760 \| 0.3408 \| 0.7767 \| 0.8502 \| 0.9390 \| 0.9834 \| 0.5767 \| 0.9157 \| 0.7825 \| 0.9118 \| 0.7823 \| 0.9990 \| 0.9661 \| 0.4786 \| 0.8374 \| 0.6763 \| 0.7891 \| 0.6922 \| 0.9974 \| \| 0.0315 \| 33.9 \| 2780 \| 0.3349 \| 0.7717 \| 0.8432 \| 0.9386 \| 0.9857 \| 0.5284 \| 0.9087 \| 0.7813 \| 0.9108 \| 0.7890 \| 0.9985 \| 0.9655 \| 0.4475 \| 0.8373 \| 0.6741 \| 0.7875 \| 0.6924 \| 0.9973 \| \| 0.1076 \| 34.15 \| 2800 \| 0.3251 \| 0.7679 \| 0.8382 \| 0.9387 \| 0.9859 \| 0.4756 \| 0.9135 \| 0.7862 \| 0.8993 \| 0.8085 \| 0.9982 \| 0.9653 \| 0.4124 \| 0.8401 \| 0.6741 \| 0.7854 \| 0.7010 \| 0.9973 \| \| 0.0482 \| 34.39 \| 2820 \| 0.3239 \| 0.7676 \| 0.8374 \| 0.9388 \| 0.9874 \| 0.4803 \| 0.9072 \| 0.7828 \| 0.9067 \| 0.7987 \| 0.9986 \| 0.9653 \| 0.4128 \| 0.8395 \| 0.6736 \| 0.7868 \| 0.6979 \| 0.9976 \| \| 0.1525 \| 34.63 \| 2840 \| 0.3541 \| 0.7625 \| 0.8297 \| 0.9383 \| 0.9882 \| 0.4431 \| 0.9115 \| 0.7750 \| 0.9137 \| 0.7779 \| 0.9986 \| 0.9640 \| 0.3867 \| 0.8389 \| 0.6731 \| 0.7854 \| 0.6919 \| 0.9973 \| \| 0.0616 \| 34.88 \| 2860 \| 0.3402 \| 0.7664 \| 0.8364 \| 0.9377 \| 0.9877 \| 0.4787 \| 0.9077 \| 0.7727 \| 0.9042 \| 0.8050 \| 0.9986 \| 0.9640 \| 0.4145 \| 0.8395 \| 0.6692 \| 0.7799 \| 0.7008 \| 0.9972 \| \| 0.0271 \| 35.12 \| 2880 \| 0.3425 \| 0.7775 \| 0.8553 \| 0.9376 \| 0.9838 \| 0.6081 \| 0.9064 \| 0.7798 \| 0.8996 \| 0.8104 \| 0.9987 \| 0.9660 \| 0.4933 \| 0.8408 \| 0.6664 \| 0.7792 \| 0.6993 \| 0.9974 \| \| 0.1006 \| 35.37 \| 2900 \| 0.3457 \| 0.7764 \| 0.8499 \| 0.9388 \| 0.9842 \| 0.5641 \| 0.9209 \| 0.7709 \| 0.9068 \| 0.8030 \| 0.9990 \| 0.9656 \| 0.4715 \| 0.8439 \| 0.6709 \| 0.7837 \| 0.7022 \| 0.9972 \| \| 0.0644 \| 35.61 \| 2920 \| 0.3366 \| 0.7728 \| 0.8433 \| 0.9395 \| 0.9867 \| 0.5212 \| 0.9161 \| 0.7713 \| 0.9154 \| 0.7938 \| 0.9989 \| 0.9655 \| 0.4395 \| 0.8438 \| 0.6758 \| 0.7876 \| 0.7000 \| 0.9973 \| \| 0.1789 \| 35.85 \| 2940 \| 0.3341 \| 0.7747 \| 0.8462 \| 0.9396 \| 0.9870 \| 0.5396 \| 0.9129 \| 0.7713 \| 0.9183 \| 0.7964 \| 0.9981 \| 0.9658 \| 0.4523 \| 0.8430 \| 0.6768 \| 0.7882 \| 0.6994 \| 0.9974 \| \| 0.0253 \| 36.1 \| 2960 \| 0.3389 \| 0.7769 \| 0.8515 \| 0.9386 \| 0.9834 \| 0.5893 \| 0.9061 \| 0.7757 \| 0.9157 \| 0.7912 \| 0.9992 \| 0.9661 \| 0.4828 \| 0.8401 \| 0.6729 \| 0.7860 \| 0.6935 \| 0.9972 \| \| 0.0542 \| 36.34 \| 2980 \| 0.3422 \| 0.7758 \| 0.8501 \| 0.9382 \| 0.9838 \| 0.5750 \| 0.9163 \| 0.7807 \| 0.9059 \| 0.7904 \| 0.9983 \| 0.9661 \| 0.4789 \| 0.8418 \| 0.6700 \| 0.7841 \| 0.6921 \| 0.9975 \| \| 0.0217 \| 36.59 \| 3000 \| 0.3516 \| 0.7750 \| 0.8485 \| 0.9381 \| 0.9850 \| 0.5718 \| 0.9154 \| 0.7808 \| 0.9093 \| 0.7792 \| 0.9980 \| 0.9661 \| 0.4767 \| 0.8420 \| 0.6687 \| 0.7850 \| 0.6894 \| 0.9973 \| \| 0.0374 \| 36.83 \| 3020 \| 0.3425 \| 0.7814 \| 0.8568 \| 0.9395 \| 0.9830 \| 0.6156 \| 0.9201 \| 0.7733 \| 0.9167 \| 0.7906 \| 0.9985 \| 0.9667 \| 0.5020 \| 0.8429 \| 0.6745 \| 0.7883 \| 0.6981 \| 0.9976 \| \| 0.0426 \| 37.07 \| 3040 \| 0.3436 \| 0.7764 \| 0.8476 \| 0.9399 \| 0.9836 \| 0.5385 \| 0.9183 \| 0.7688 \| 0.9154 \| 0.8098 \| 0.9991 \| 0.9660 \| 0.4570 \| 0.8428 \| 0.6772 \| 0.7891 \| 0.7053 \| 0.9973 \| \| 0.0192 \| 37.32 \| 3060 \| 0.3413 \| 0.7791 \| 0.8553 \| 0.9388 \| 0.9822 \| 0.6076 \| 0.9145 \| 0.7757 \| 0.9120 \| 0.7964 \| 0.9990 \| 0.9662 \| 0.4941 \| 0.8409 \| 0.6722 \| 0.7871 \| 0.6956 \| 0.9975 \| \| 0.0654 \| 37.56 \| 3080 \| 0.3456 \| 0.7780 \| 0.8529 \| 0.9392 \| 0.9845 \| 0.5859 \| 0.9168 \| 0.7745 \| 0.9102 \| 0.7994 \| 0.9990 \| 0.9664 \| 0.4809 \| 0.8411 \| 0.6737 \| 0.7873 \| 0.6990 \| 0.9975 \| \| 0.0387 \| 37.8 \| 3100 \| 0.3460 \| 0.7758 \| 0.8496 \| 0.9389 \| 0.9849 \| 0.5651 \| 0.9166 \| 0.7760 \| 0.9078 \| 0.7979 \| 0.9991 \| 0.9661 \| 0.4685 \| 0.8413 \| 0.6729 \| 0.7866 \| 0.6980 \| 0.9973 \| \| 0.0312 \| 38.05 \| 3120 \| 0.3362 \| 0.7752 \| 0.8494 \| 0.9384 \| 0.9834 \| 0.5731 \| 0.9147 \| 0.7806 \| 0.9064 \| 0.7881 \| 0.9995 \| 0.9654 \| 0.4732 \| 0.8406 \| 0.6713 \| 0.7864 \| 0.6928 \| 0.9968 \| \| 0.023 \| 38.29 \| 3140 \| 0.3474 \| 0.7786 \| 0.8549 \| 0.9387 \| 0.9826 \| 0.6057 \| 0.9138 \| 0.7812 \| 0.9092 \| 0.7931 \| 0.9989 \| 0.9661 \| 0.4926 \| 0.8401 \| 0.6728 \| 0.7879 \| 0.6938 \| 0.9974 \| \| 0.0204 \| 38.54 \| 3160 \| 0.3287 \| 0.7759 \| 0.8489 \| 0.9393 \| 0.9849 \| 0.5570 \| 0.9121 \| 0.7799 \| 0.9096 \| 0.7997 \| 0.9990 \| 0.9660 \| 0.4643 \| 0.8407 \| 0.6753 \| 0.7887 \| 0.6991 \| 0.9973 \| \| 0.0676 \| 38.78 \| 3180 \| 0.3485 \| 0.7717 \| 0.8417 \| 0.9396 \| 0.9868 \| 0.5033 \| 0.9104 \| 0.7705 \| 0.9171 \| 0.8056 \| 0.9986 \| 0.9654 \| 0.4285 \| 0.8405 \| 0.6769 \| 0.7895 \| 0.7040 \| 0.9972 \| \| 0.0312 \| 39.02 \| 3200 \| 0.3597 \| 0.7787 \| 0.8529 \| 0.9393 \| 0.9830 \| 0.5874 \| 0.9159 \| 0.7752 \| 0.9152 \| 0.7951 \| 0.9987 \| 0.9662 \| 0.4840 \| 0.8413 \| 0.6747 \| 0.7886 \| 0.6988 \| 0.9973 \| \| 0.0392 \| 39.27 \| 3220 \| 0.3508 \| 0.7762 \| 0.8490 \| 0.9390 \| 0.9843 \| 0.5641 \| 0.9162 \| 0.7803 \| 0.9107 \| 0.7887 \| 0.9987 \| 0.9662 \| 0.4712 \| 0.8415 \| 0.6732 \| 0.7884 \| 0.6958 \| 0.9973 \| \| 0.027 \| 39.51 \| 3240 \| 0.3385 \| 0.7775 \| 0.8510 \| 0.9399 \| 0.9853 \| 0.5561 \| 0.9128 \| 0.7709 \| 0.9115 \| 0.8212 \| 0.9990 \| 0.9659 \| 0.4629 \| 0.8420 \| 0.6781 \| 0.7893 \| 0.7074 \| 0.9971 \| \| 0.0287 \| 39.76 \| 3260 \| 0.3301 \| 0.7703 \| 0.8404 \| 0.9392 \| 0.9867 \| 0.4985 \| 0.9117 \| 0.7794 \| 0.9087 \| 0.7985 \| 0.9989 \| 0.9653 \| 0.4252 \| 0.8413 \| 0.6749 \| 0.7884 \| 0.6995 \| 0.9971 \| \| 0.0608 \| 40.0 \| 3280 \| 0.3485 \| 0.7745 \| 0.8460 \| 0.9397 \| 0.9854 \| 0.5267 \| 0.9100 \| 0.7714 \| 0.9143 \| 0.8156 \| 0.9987 \| 0.9657 \| 0.4461 \| 0.8412 \| 0.6769 \| 0.7892 \| 0.7052 \| 0.9973 \| ### Framework versions - Transformers 4.35.0 - Pytorch 2.0.0 - Datasets 2.1.0 - Tokenizers 0.14.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b4-ade-512-512-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-ade-512-512-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.1900 - Mean Iou: 0.8129 - Mean Accuracy: 0.8809 - Overall Accuracy: 0.9540 - Accuracy Water: 0.9875 - Accuracy Whitewater: 0.6312 - Accuracy Sediment: 0.9541 - Accuracy Other Natural Terrain: 0.8566 - Accuracy Vegetation: 0.8860 - Accuracy Development: 0.8526 - Accuracy Unknown: 0.9984 - Iou Water: 0.9631 - Iou Whitewater: 0.5490 - Iou Sediment: 0.8864 - Iou Other Natural Terrain: 0.7326 - Iou Vegetation: 0.8448 - Iou Development: 0.7176 - Iou Unknown: 0.9972 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 40 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 0.3829 \| 0.24 \| 20 \| 0.4153 \| 0.5484 \| 0.6468 \| 0.8693 \| 0.9547 \| 0.2281 \| 0.9398 \| 0.0617 \| 0.9459 \| 0.4008 \| 0.9963 \| 0.9176 \| 0.1120 \| 0.7770 \| 0.0612 \| 0.6193 \| 0.3634 \| 0.9882 \| \| 2.0682 \| 0.49 \| 40 \| 0.2991 \| 0.6099 \| 0.6956 \| 0.8939 \| 0.9735 \| 0.1187 \| 0.9464 \| 0.3054 \| 0.8869 \| 0.6447 \| 0.9938 \| 0.9316 \| 0.1123 \| 0.7992 \| 0.2941 \| 0.6709 \| 0.4733 \| 0.9879 \| \| 0.5418 \| 0.73 \| 60 \| 0.2615 \| 0.6607 \| 0.7312 \| 0.9192 \| 0.9684 \| 0.0686 \| 0.9512 \| 0.7257 \| 0.8597 \| 0.5526 \| 0.9920 \| 0.9252 \| 0.0665 \| 0.7986 \| 0.6036 \| 0.7632 \| 0.4800 \| 0.9881 \| \| 0.4389 \| 0.98 \| 80 \| 0.2421 \| 0.6515 \| 0.7159 \| 0.9201 \| 0.9756 \| 0.0911 \| 0.9662 \| 0.6066 \| 0.9156 \| 0.4593 \| 0.9971 \| 0.9426 \| 0.0898 \| 0.7943 \| 0.5455 \| 0.7796 \| 0.4163 \| 0.9926 \| \| 0.3756 \| 1.22 \| 100 \| 0.2204 \| 0.7025 \| 0.7747 \| 0.9295 \| 0.9931 \| 0.1656 \| 0.9258 \| 0.8460 \| 0.8142 \| 0.6870 \| 0.9912 \| 0.9124 \| 0.1560 \| 0.8274 \| 0.7147 \| 0.7806 \| 0.5365 \| 0.9896 \| \| 0.7675 \| 1.46 \| 120 \| 0.2169 \| 0.7061 \| 0.7876 \| 0.9184 \| 0.9774 \| 0.4127 \| 0.9614 \| 0.8133 \| 0.7635 \| 0.5874 \| 0.9976 \| 0.9489 \| 0.3887 \| 0.8088 \| 0.5972 \| 0.7210 \| 0.4855 \| 0.9928 \| \| 0.5434 \| 1.71 \| 140 \| 0.2232 \| 0.7104 \| 0.7782 \| 0.9308 \| 0.9820 \| 0.2467 \| 0.9620 \| 0.6425 \| 0.8970 \| 0.7228 \| 0.9943 \| 0.9529 \| 0.2410 \| 0.8545 \| 0.5718 \| 0.7752 \| 0.5848 \| 0.9925 \| \| 0.8975 \| 1.95 \| 160 \| 0.2187 \| 0.7209 \| 0.8231 \| 0.9231 \| 0.9757 \| 0.3658 \| 0.8885 \| 0.8665 \| 0.7545 \| 0.9165 \| 0.9945 \| 0.9473 \| 0.3471 \| 0.8241 \| 0.6442 \| 0.7331 \| 0.5589 \| 0.9917 \| \| 0.2799 \| 2.2 \| 180 \| 0.1662 \| 0.7404 \| 0.8029 \| 0.9418 \| 0.9706 \| 0.3506 \| 0.9555 \| 0.9022 \| 0.8947 \| 0.5523 \| 0.9946 \| 0.9425 \| 0.3293 \| 0.8567 \| 0.7286 \| 0.8378 \| 0.4949 \| 0.9928 \| \| 0.2132 \| 2.44 \| 200 \| 0.1616 \| 0.7714 \| 0.8442 \| 0.9443 \| 0.9777 \| 0.4621 \| 0.9536 \| 0.7886 \| 0.8819 \| 0.8492 \| 0.9963 \| 0.9435 \| 0.4076 \| 0.8578 \| 0.7267 \| 0.8215 \| 0.6498 \| 0.9930 \| \| 0.3068 \| 2.68 \| 220 \| 0.2055 \| 0.7345 \| 0.8090 \| 0.9318 \| 0.9870 \| 0.4136 \| 0.9517 \| 0.8730 \| 0.8080 \| 0.6367 \| 0.9931 \| 0.9370 \| 0.3753 \| 0.8034 \| 0.7027 \| 0.7935 \| 0.5387 \| 0.9909 \| \| 0.1822 \| 2.93 \| 240 \| 0.1367 \| 0.7984 \| 0.8640 \| 0.9531 \| 0.9886 \| 0.5028 \| 0.9106 \| 0.8899 \| 0.8992 \| 0.8593 \| 0.9977 \| 0.9499 \| 0.4617 \| 0.8667 \| 0.7874 \| 0.8617 \| 0.6675 \| 0.9937 \| \| 0.1504 \| 3.17 \| 260 \| 0.1548 \| 0.7794 \| 0.8446 \| 0.9471 \| 0.9830 \| 0.4763 \| 0.9544 \| 0.8496 \| 0.8731 \| 0.7774 \| 0.9983 \| 0.9482 \| 0.4416 \| 0.8516 \| 0.7572 \| 0.8427 \| 0.6226 \| 0.9917 \| \| 0.2699 \| 3.41 \| 280 \| 0.1543 \| 0.7508 \| 0.8024 \| 0.9475 \| 0.9889 \| 0.2791 \| 0.9421 \| 0.8336 \| 0.9211 \| 0.6552 \| 0.9967 \| 0.9484 \| 0.2719 \| 0.8647 \| 0.7216 \| 0.8500 \| 0.6056 \| 0.9938 \| \| 0.2272 \| 3.66 \| 300 \| 0.1547 \| 0.7618 \| 0.8232 \| 0.9490 \| 0.9868 \| 0.2820 \| 0.9403 \| 0.7567 \| 0.9193 \| 0.8808 \| 0.9963 \| 0.9565 \| 0.2766 \| 0.8735 \| 0.7173 \| 0.8339 \| 0.6810 \| 0.9938 \| \| 0.0938 \| 3.9 \| 320 \| 0.1776 \| 0.7615 \| 0.8290 \| 0.9415 \| 0.9889 \| 0.4229 \| 0.9468 \| 0.7605 \| 0.8807 \| 0.8081 \| 0.9953 \| 0.9545 \| 0.3961 \| 0.8519 \| 0.6753 \| 0.8080 \| 0.6522 \| 0.9929 \| \| 0.129 \| 4.15 \| 340 \| 0.1708 \| 0.7606 \| 0.8281 \| 0.9404 \| 0.9839 \| 0.5055 \| 0.9591 \| 0.8675 \| 0.8540 \| 0.6292 \| 0.9977 \| 0.9548 \| 0.4638 \| 0.8605 \| 0.6874 \| 0.8105 \| 0.5533 \| 0.9935 \| \| 0.1929 \| 4.39 \| 360 \| 0.1504 \| 0.7864 \| 0.8456 \| 0.9493 \| 0.9832 \| 0.4961 \| 0.9428 \| 0.8054 \| 0.9216 \| 0.7725 \| 0.9976 \| 0.9551 \| 0.4630 \| 0.8737 \| 0.7149 \| 0.8442 \| 0.6605 \| 0.9936 \| \| 0.1933 \| 4.63 \| 380 \| 0.1572 \| 0.7887 \| 0.8610 \| 0.9475 \| 0.9875 \| 0.4972 \| 0.9328 \| 0.8885 \| 0.8523 \| 0.8746 \| 0.9939 \| 0.9520 \| 0.4646 \| 0.8696 \| 0.7369 \| 0.8259 \| 0.6796 \| 0.9925 \| \| 0.0642 \| 4.88 \| 400 \| 0.1759 \| 0.7988 \| 0.8631 \| 0.9504 \| 0.9839 \| 0.5690 \| 0.9449 \| 0.7954 \| 0.9159 \| 0.8352 \| 0.9971 \| 0.9585 \| 0.5125 \| 0.8850 \| 0.7171 \| 0.8326 \| 0.6917 \| 0.9943 \| \| 0.1118 \| 5.12 \| 420 \| 0.1461 \| 0.8027 \| 0.8728 \| 0.9524 \| 0.9854 \| 0.5667 \| 0.9487 \| 0.8658 \| 0.8783 \| 0.8670 \| 0.9973 \| 0.9592 \| 0.4847 \| 0.8653 \| 0.7586 \| 0.8420 \| 0.7145 \| 0.9944 \| \| 0.1145 \| 5.37 \| 440 \| 0.1437 \| 0.7884 \| 0.8471 \| 0.9517 \| 0.9806 \| 0.4749 \| 0.9560 \| 0.9182 \| 0.8870 \| 0.7163 \| 0.9969 \| 0.9578 \| 0.4510 \| 0.8813 \| 0.7459 \| 0.8526 \| 0.6354 \| 0.9947 \| \| 0.2373 \| 5.61 \| 460 \| 0.1429 \| 0.8081 \| 0.8807 \| 0.9539 \| 0.9875 \| 0.6424 \| 0.9413 \| 0.8411 \| 0.9063 \| 0.8488 \| 0.9976 \| 0.9526 \| 0.5048 \| 0.8671 \| 0.7674 \| 0.8562 \| 0.7140 \| 0.9950 \| \| 0.0863 \| 5.85 \| 480 \| 0.1620 \| 0.7747 \| 0.8317 \| 0.9497 \| 0.9872 \| 0.3768 \| 0.9531 \| 0.8926 \| 0.8780 \| 0.7383 \| 0.9957 \| 0.9520 \| 0.3645 \| 0.8553 \| 0.7583 \| 0.8462 \| 0.6527 \| 0.9942 \| \| 0.1391 \| 6.1 \| 500 \| 0.1639 \| 0.7719 \| 0.8332 \| 0.9476 \| 0.9856 \| 0.3736 \| 0.9277 \| 0.7736 \| 0.9158 \| 0.8580 \| 0.9980 \| 0.9536 \| 0.3623 \| 0.8647 \| 0.7044 \| 0.8334 \| 0.6903 \| 0.9945 \| \| 0.0976 \| 6.34 \| 520 \| 0.1893 \| 0.7449 \| 0.8043 \| 0.9405 \| 0.9883 \| 0.3225 \| 0.9467 \| 0.8313 \| 0.8733 \| 0.6724 \| 0.9955 \| 0.9496 \| 0.3151 \| 0.8619 \| 0.6690 \| 0.8097 \| 0.6149 \| 0.9938 \| \| 0.1592 \| 6.59 \| 540 \| 0.1842 \| 0.7557 \| 0.8210 \| 0.9436 \| 0.9888 \| 0.3033 \| 0.9475 \| 0.8408 \| 0.8482 \| 0.8224 \| 0.9958 \| 0.9522 \| 0.2846 \| 0.8585 \| 0.7011 \| 0.8012 \| 0.6982 \| 0.9940 \| \| 0.2569 \| 6.83 \| 560 \| 0.1531 \| 0.7984 \| 0.8686 \| 0.9495 \| 0.9863 \| 0.5709 \| 0.9457 \| 0.8419 \| 0.8783 \| 0.8619 \| 0.9955 \| 0.9554 \| 0.5058 \| 0.8757 \| 0.7338 \| 0.8258 \| 0.6986 \| 0.9940 \| \| 0.1064 \| 7.07 \| 580 \| 0.1944 \| 0.7784 \| 0.8474 \| 0.9420 \| 0.9895 \| 0.5455 \| 0.9459 \| 0.7592 \| 0.8764 \| 0.8178 \| 0.9975 \| 0.9534 \| 0.5047 \| 0.8475 \| 0.6847 \| 0.8063 \| 0.6572 \| 0.9949 \| \| 0.0979 \| 7.32 \| 600 \| 0.1581 \| 0.7959 \| 0.8574 \| 0.9508 \| 0.9869 \| 0.5223 \| 0.9399 \| 0.8773 \| 0.8874 \| 0.7912 \| 0.9968 \| 0.9522 \| 0.4766 \| 0.8740 \| 0.7516 \| 0.8359 \| 0.6865 \| 0.9945 \| \| 0.045 \| 7.56 \| 620 \| 0.1962 \| 0.7990 \| 0.8655 \| 0.9479 \| 0.9801 \| 0.5896 \| 0.9347 \| 0.7952 \| 0.9054 \| 0.8546 \| 0.9988 \| 0.9485 \| 0.5253 \| 0.8764 \| 0.7167 \| 0.8204 \| 0.7117 \| 0.9938 \| \| 0.0495 \| 7.8 \| 640 \| 0.2135 \| 0.7824 \| 0.8541 \| 0.9428 \| 0.9834 \| 0.5986 \| 0.9555 \| 0.8005 \| 0.8692 \| 0.7725 \| 0.9987 \| 0.9550 \| 0.5221 \| 0.8447 \| 0.7026 \| 0.8075 \| 0.6500 \| 0.9949 \| \| 0.0389 \| 8.05 \| 660 \| 0.1860 \| 0.7856 \| 0.8503 \| 0.9469 \| 0.9809 \| 0.4908 \| 0.9358 \| 0.7910 \| 0.9012 \| 0.8538 \| 0.9985 \| 0.9547 \| 0.4522 \| 0.8837 \| 0.6847 \| 0.8158 \| 0.7134 \| 0.9946 \| \| 0.177 \| 8.29 \| 680 \| 0.2002 \| 0.7719 \| 0.8338 \| 0.9478 \| 0.9871 \| 0.3745 \| 0.9462 \| 0.7507 \| 0.9147 \| 0.8683 \| 0.9951 \| 0.9535 \| 0.3584 \| 0.8738 \| 0.7041 \| 0.8278 \| 0.6920 \| 0.9937 \| \| 0.0522 \| 8.54 \| 700 \| 0.1619 \| 0.7917 \| 0.8564 \| 0.9481 \| 0.9875 \| 0.5765 \| 0.9388 \| 0.8643 \| 0.8908 \| 0.7403 \| 0.9963 \| 0.9568 \| 0.5202 \| 0.8813 \| 0.7152 \| 0.8297 \| 0.6440 \| 0.9945 \| \| 0.066 \| 8.78 \| 720 \| 0.1800 \| 0.7782 \| 0.8539 \| 0.9451 \| 0.9850 \| 0.4766 \| 0.9503 \| 0.8770 \| 0.8304 \| 0.8615 \| 0.9963 \| 0.9597 \| 0.4398 \| 0.8674 \| 0.7291 \| 0.7992 \| 0.6581 \| 0.9945 \| \| 0.1114 \| 9.02 \| 740 \| 0.1692 \| 0.7867 \| 0.8517 \| 0.9476 \| 0.9880 \| 0.5068 \| 0.9485 \| 0.8157 \| 0.8789 \| 0.8257 \| 0.9982 \| 0.9569 \| 0.4758 \| 0.8787 \| 0.7079 \| 0.8205 \| 0.6723 \| 0.9951 \| \| 0.1906 \| 9.27 \| 760 \| 0.1724 \| 0.7929 \| 0.8617 \| 0.9490 \| 0.9820 \| 0.5359 \| 0.9464 \| 0.8073 \| 0.8928 \| 0.8697 \| 0.9978 \| 0.9572 \| 0.4821 \| 0.8714 \| 0.7178 \| 0.8284 \| 0.6980 \| 0.9956 \| \| 0.0562 \| 9.51 \| 780 \| 0.1984 \| 0.7811 \| 0.8494 \| 0.9449 \| 0.9807 \| 0.5865 \| 0.9549 \| 0.8392 \| 0.8888 \| 0.6984 \| 0.9969 \| 0.9569 \| 0.5050 \| 0.8750 \| 0.6786 \| 0.8232 \| 0.6337 \| 0.9952 \| \| 0.1104 \| 9.76 \| 800 \| 0.1972 \| 0.7978 \| 0.8687 \| 0.9469 \| 0.9855 \| 0.5906 \| 0.9419 \| 0.7758 \| 0.8914 \| 0.9000 \| 0.9955 \| 0.9556 \| 0.5334 \| 0.8733 \| 0.6863 \| 0.8178 \| 0.7237 \| 0.9945 \| \| 0.0451 \| 10.0 \| 820 \| 0.2123 \| 0.7769 \| 0.8455 \| 0.9415 \| 0.9821 \| 0.5810 \| 0.9500 \| 0.8132 \| 0.8747 \| 0.7191 \| 0.9984 \| 0.9537 \| 0.5241 \| 0.8658 \| 0.6691 \| 0.8074 \| 0.6231 \| 0.9949 \| \| 0.1426 \| 10.24 \| 840 \| 0.2210 \| 0.7989 \| 0.8745 \| 0.9465 \| 0.9800 \| 0.6316 \| 0.9435 \| 0.7712 \| 0.8897 \| 0.9072 \| 0.9983 \| 0.9562 \| 0.5525 \| 0.8783 \| 0.6823 \| 0.8131 \| 0.7147 \| 0.9951 \| \| 0.0683 \| 10.49 \| 860 \| 0.2162 \| 0.7964 \| 0.8677 \| 0.9473 \| 0.9802 \| 0.5774 \| 0.9515 \| 0.7715 \| 0.8902 \| 0.9058 \| 0.9974 \| 0.9549 \| 0.5202 \| 0.8777 \| 0.6901 \| 0.8156 \| 0.7210 \| 0.9954 \| \| 0.0758 \| 10.73 \| 880 \| 0.1898 \| 0.8005 \| 0.8774 \| 0.9468 \| 0.9863 \| 0.6471 \| 0.9326 \| 0.8057 \| 0.8757 \| 0.8960 \| 0.9984 \| 0.9595 \| 0.5466 \| 0.8796 \| 0.6810 \| 0.8067 \| 0.7347 \| 0.9957 \| \| 0.0496 \| 10.98 \| 900 \| 0.1919 \| 0.8019 \| 0.8738 \| 0.9469 \| 0.9794 \| 0.6404 \| 0.9636 \| 0.8149 \| 0.8670 \| 0.8526 \| 0.9984 \| 0.9598 \| 0.5598 \| 0.8726 \| 0.6949 \| 0.8065 \| 0.7236 \| 0.9959 \| \| 0.0329 \| 11.22 \| 920 \| 0.1862 \| 0.8004 \| 0.8689 \| 0.9469 \| 0.9891 \| 0.5888 \| 0.9460 \| 0.8303 \| 0.8556 \| 0.8746 \| 0.9977 \| 0.9594 \| 0.5378 \| 0.8816 \| 0.6882 \| 0.8003 \| 0.7395 \| 0.9957 \| \| 0.0808 \| 11.46 \| 940 \| 0.2000 \| 0.8016 \| 0.8730 \| 0.9485 \| 0.9868 \| 0.6599 \| 0.9461 \| 0.7912 \| 0.8998 \| 0.8292 \| 0.9977 \| 0.9617 \| 0.5578 \| 0.8811 \| 0.6872 \| 0.8208 \| 0.7070 \| 0.9960 \| \| 0.0492 \| 11.71 \| 960 \| 0.2148 \| 0.7983 \| 0.8672 \| 0.9466 \| 0.9895 \| 0.6154 \| 0.9459 \| 0.8051 \| 0.8765 \| 0.8410 \| 0.9968 \| 0.9589 \| 0.5439 \| 0.8735 \| 0.6870 \| 0.8079 \| 0.7210 \| 0.9959 \| \| 0.0629 \| 11.95 \| 980 \| 0.2277 \| 0.7941 \| 0.8637 \| 0.9456 \| 0.9842 \| 0.5803 \| 0.9556 \| 0.7909 \| 0.8695 \| 0.8680 \| 0.9973 \| 0.9604 \| 0.5260 \| 0.8744 \| 0.6751 \| 0.8009 \| 0.7260 \| 0.9958 \| \| 0.1419 \| 12.2 \| 1000 \| 0.2076 \| 0.7977 \| 0.8623 \| 0.9483 \| 0.9868 \| 0.5485 \| 0.9413 \| 0.8046 \| 0.8865 \| 0.8710 \| 0.9977 \| 0.9584 \| 0.5079 \| 0.8817 \| 0.6928 \| 0.8139 \| 0.7335 \| 0.9957 \| \| 0.153 \| 12.44 \| 1020 \| 0.1835 \| 0.7986 \| 0.8608 \| 0.9494 \| 0.9833 \| 0.5284 \| 0.9457 \| 0.8415 \| 0.8814 \| 0.8475 \| 0.9979 \| 0.9600 \| 0.4923 \| 0.8840 \| 0.6992 \| 0.8185 \| 0.7404 \| 0.9957 \| \| 0.0377 \| 12.68 \| 1040 \| 0.2033 \| 0.7894 \| 0.8567 \| 0.9476 \| 0.9826 \| 0.4861 \| 0.9596 \| 0.8731 \| 0.8436 \| 0.8548 \| 0.9971 \| 0.9603 \| 0.4626 \| 0.8669 \| 0.7198 \| 0.8113 \| 0.7089 \| 0.9957 \| \| 0.0474 \| 12.93 \| 1060 \| 0.2220 \| 0.7935 \| 0.8586 \| 0.9464 \| 0.9890 \| 0.5751 \| 0.9476 \| 0.7947 \| 0.8835 \| 0.8229 \| 0.9974 \| 0.9577 \| 0.5129 \| 0.8731 \| 0.6790 \| 0.8098 \| 0.7261 \| 0.9959 \| \| 1.1161 \| 13.17 \| 1080 \| 0.2110 \| 0.7992 \| 0.8716 \| 0.9463 \| 0.9821 \| 0.6330 \| 0.9614 \| 0.8127 \| 0.8632 \| 0.8502 \| 0.9983 \| 0.9585 \| 0.5585 \| 0.8827 \| 0.6897 \| 0.8012 \| 0.7076 \| 0.9962 \| \| 0.099 \| 13.41 \| 1100 \| 0.2123 \| 0.7984 \| 0.8743 \| 0.9472 \| 0.9868 \| 0.6128 \| 0.9379 \| 0.8127 \| 0.8678 \| 0.9040 \| 0.9983 \| 0.9570 \| 0.5382 \| 0.8878 \| 0.6926 \| 0.8075 \| 0.7095 \| 0.9962 \| \| 0.0588 \| 13.66 \| 1120 \| 0.1905 \| 0.8032 \| 0.8784 \| 0.9485 \| 0.9814 \| 0.6312 \| 0.9540 \| 0.8039 \| 0.8745 \| 0.9050 \| 0.9984 \| 0.9603 \| 0.5530 \| 0.8902 \| 0.6977 \| 0.8097 \| 0.7157 \| 0.9961 \| \| 0.0769 \| 13.9 \| 1140 \| 0.1758 \| 0.8017 \| 0.8647 \| 0.9500 \| 0.9864 \| 0.5469 \| 0.9429 \| 0.8562 \| 0.8735 \| 0.8484 \| 0.9985 \| 0.9568 \| 0.5034 \| 0.8897 \| 0.7119 \| 0.8164 \| 0.7372 \| 0.9962 \| \| 0.121 \| 14.15 \| 1160 \| 0.1858 \| 0.8027 \| 0.8701 \| 0.9499 \| 0.9816 \| 0.5560 \| 0.9518 \| 0.8267 \| 0.8789 \| 0.8986 \| 0.9969 \| 0.9578 \| 0.5182 \| 0.8862 \| 0.7072 \| 0.8231 \| 0.7310 \| 0.9956 \| \| 0.0663 \| 14.39 \| 1180 \| 0.2045 \| 0.7889 \| 0.8640 \| 0.9451 \| 0.9897 \| 0.5519 \| 0.9317 \| 0.8208 \| 0.8533 \| 0.9023 \| 0.9981 \| 0.9563 \| 0.4946 \| 0.8742 \| 0.6857 \| 0.8016 \| 0.7136 \| 0.9960 \| \| 0.0254 \| 14.63 \| 1200 \| 0.2105 \| 0.8003 \| 0.8676 \| 0.9474 \| 0.9816 \| 0.6103 \| 0.9605 \| 0.8074 \| 0.8776 \| 0.8377 \| 0.9982 \| 0.9611 \| 0.5442 \| 0.8794 \| 0.6838 \| 0.8091 \| 0.7281 \| 0.9962 \| \| 0.1533 \| 14.88 \| 1220 \| 0.2133 \| 0.7973 \| 0.8680 \| 0.9470 \| 0.9870 \| 0.6039 \| 0.9465 \| 0.8942 \| 0.8418 \| 0.8046 \| 0.9985 \| 0.9606 \| 0.5294 \| 0.8828 \| 0.6974 \| 0.8046 \| 0.7100 \| 0.9962 \| \| 0.0389 \| 15.12 \| 1240 \| 0.1854 \| 0.8032 \| 0.8722 \| 0.9489 \| 0.9893 \| 0.6311 \| 0.9484 \| 0.8297 \| 0.8745 \| 0.8342 \| 0.9984 \| 0.9600 \| 0.5509 \| 0.8777 \| 0.7049 \| 0.8183 \| 0.7145 \| 0.9962 \| \| 0.0361 \| 15.37 \| 1260 \| 0.1864 \| 0.7939 \| 0.8565 \| 0.9493 \| 0.9896 \| 0.5175 \| 0.9430 \| 0.8092 \| 0.8878 \| 0.8494 \| 0.9990 \| 0.9588 \| 0.4678 \| 0.8842 \| 0.6940 \| 0.8197 \| 0.7371 \| 0.9958 \| \| 0.0211 \| 15.61 \| 1280 \| 0.2172 \| 0.7962 \| 0.8720 \| 0.9454 \| 0.9853 \| 0.5900 \| 0.9531 \| 0.8542 \| 0.8295 \| 0.8943 \| 0.9973 \| 0.9621 \| 0.5328 \| 0.8799 \| 0.6886 \| 0.7885 \| 0.7253 \| 0.9963 \| \| 0.1093 \| 15.85 \| 1300 \| 0.1688 \| 0.8111 \| 0.8728 \| 0.9531 \| 0.9880 \| 0.5895 \| 0.9482 \| 0.8217 \| 0.9014 \| 0.8627 \| 0.9979 \| 0.9620 \| 0.5364 \| 0.8934 \| 0.7190 \| 0.8316 \| 0.7392 \| 0.9965 \| \| 0.0733 \| 16.1 \| 1320 \| 0.1827 \| 0.8126 \| 0.8845 \| 0.9515 \| 0.9869 \| 0.6553 \| 0.9503 \| 0.8784 \| 0.8587 \| 0.8627 \| 0.9990 \| 0.9608 \| 0.5654 \| 0.8826 \| 0.7278 \| 0.8258 \| 0.7300 \| 0.9960 \| \| 0.0708 \| 16.34 \| 1340 \| 0.1822 \| 0.8101 \| 0.8783 \| 0.9527 \| 0.9896 \| 0.6199 \| 0.9476 \| 0.8128 \| 0.8992 \| 0.8827 \| 0.9967 \| 0.9598 \| 0.5407 \| 0.8858 \| 0.7244 \| 0.8394 \| 0.7250 \| 0.9955 \| \| 0.0522 \| 16.59 \| 1360 \| 0.1780 \| 0.8087 \| 0.8748 \| 0.9518 \| 0.9864 \| 0.5917 \| 0.9509 \| 0.8650 \| 0.8725 \| 0.8599 \| 0.9974 \| 0.9615 \| 0.5372 \| 0.8861 \| 0.7247 \| 0.8282 \| 0.7270 \| 0.9959 \| \| 0.0453 \| 16.83 \| 1380 \| 0.1880 \| 0.8020 \| 0.8735 \| 0.9486 \| 0.9891 \| 0.5987 \| 0.9476 \| 0.8654 \| 0.8475 \| 0.8680 \| 0.9983 \| 0.9611 \| 0.5376 \| 0.8809 \| 0.7100 \| 0.8114 \| 0.7165 \| 0.9962 \| \| 0.0351 \| 17.07 \| 1400 \| 0.1885 \| 0.8045 \| 0.8758 \| 0.9502 \| 0.9880 \| 0.5929 \| 0.9435 \| 0.8644 \| 0.8591 \| 0.8846 \| 0.9982 \| 0.9608 \| 0.5261 \| 0.8841 \| 0.7161 \| 0.8189 \| 0.7295 \| 0.9962 \| \| 0.0629 \| 17.32 \| 1420 \| 0.1721 \| 0.8132 \| 0.8780 \| 0.9536 \| 0.9840 \| 0.6104 \| 0.9586 \| 0.8472 \| 0.8888 \| 0.8590 \| 0.9982 \| 0.9627 \| 0.5470 \| 0.8839 \| 0.7381 \| 0.8383 \| 0.7260 \| 0.9962 \| \| 0.0547 \| 17.56 \| 1440 \| 0.1993 \| 0.8025 \| 0.8734 \| 0.9478 \| 0.9877 \| 0.6203 \| 0.9555 \| 0.8655 \| 0.8430 \| 0.8431 \| 0.9987 \| 0.9599 \| 0.5544 \| 0.8666 \| 0.7186 \| 0.8101 \| 0.7115 \| 0.9963 \| \| 0.081 \| 17.8 \| 1460 \| 0.2054 \| 0.8034 \| 0.8702 \| 0.9493 \| 0.9892 \| 0.6097 \| 0.9505 \| 0.8118 \| 0.8823 \| 0.8502 \| 0.9976 \| 0.9603 \| 0.5416 \| 0.8769 \| 0.6996 \| 0.8204 \| 0.7283 \| 0.9964 \| \| 0.04 \| 18.05 \| 1480 \| 0.2196 \| 0.7915 \| 0.8572 \| 0.9459 \| 0.9893 \| 0.5738 \| 0.9500 \| 0.8183 \| 0.8706 \| 0.8003 \| 0.9979 \| 0.9586 \| 0.5216 \| 0.8679 \| 0.6870 \| 0.8109 \| 0.6976 \| 0.9966 \| \| 0.1213 \| 18.29 \| 1500 \| 0.2320 \| 0.7920 \| 0.8620 \| 0.9461 \| 0.9850 \| 0.5770 \| 0.9594 \| 0.8126 \| 0.8628 \| 0.8395 \| 0.9980 \| 0.9609 \| 0.5168 \| 0.8688 \| 0.6891 \| 0.8062 \| 0.7053 \| 0.9966 \| \| 0.0496 \| 18.54 \| 1520 \| 0.1928 \| 0.8065 \| 0.8745 \| 0.9503 \| 0.9842 \| 0.6020 \| 0.9449 \| 0.8562 \| 0.8736 \| 0.8619 \| 0.9984 \| 0.9612 \| 0.5367 \| 0.8886 \| 0.7098 \| 0.8177 \| 0.7348 \| 0.9966 \| \| 0.045 \| 18.78 \| 1540 \| 0.2075 \| 0.7988 \| 0.8787 \| 0.9460 \| 0.9839 \| 0.6246 \| 0.9374 \| 0.8428 \| 0.8457 \| 0.9183 \| 0.9984 \| 0.9607 \| 0.5522 \| 0.8790 \| 0.6941 \| 0.7982 \| 0.7107 \| 0.9968 \| \| 0.0317 \| 19.02 \| 1560 \| 0.1938 \| 0.8051 \| 0.8715 \| 0.9505 \| 0.9892 \| 0.5835 \| 0.9426 \| 0.8278 \| 0.8810 \| 0.8782 \| 0.9980 \| 0.9598 \| 0.5248 \| 0.8878 \| 0.7125 \| 0.8174 \| 0.7364 \| 0.9967 \| \| 0.0489 \| 19.27 \| 1580 \| 0.1844 \| 0.8074 \| 0.8792 \| 0.9500 \| 0.9847 \| 0.6251 \| 0.9529 \| 0.8445 \| 0.8628 \| 0.8855 \| 0.9991 \| 0.9613 \| 0.5493 \| 0.8817 \| 0.7121 \| 0.8174 \| 0.7331 \| 0.9966 \| \| 0.091 \| 19.51 \| 1600 \| 0.1976 \| 0.7907 \| 0.8478 \| 0.9495 \| 0.9910 \| 0.5186 \| 0.9449 \| 0.8258 \| 0.9006 \| 0.7553 \| 0.9986 \| 0.9563 \| 0.4818 \| 0.8703 \| 0.7123 \| 0.8358 \| 0.6818 \| 0.9967 \| \| 0.0308 \| 19.76 \| 1620 \| 0.1722 \| 0.8076 \| 0.8722 \| 0.9518 \| 0.9861 \| 0.5906 \| 0.9516 \| 0.8461 \| 0.8820 \| 0.8503 \| 0.9987 \| 0.9612 \| 0.5347 \| 0.8842 \| 0.7192 \| 0.8309 \| 0.7259 \| 0.9968 \| \| 0.231 \| 20.0 \| 1640 \| 0.1774 \| 0.8073 \| 0.8726 \| 0.9523 \| 0.9912 \| 0.5837 \| 0.9329 \| 0.8215 \| 0.8979 \| 0.8822 \| 0.9988 \| 0.9554 \| 0.5183 \| 0.8759 \| 0.7299 \| 0.8404 \| 0.7343 \| 0.9966 \| \| 0.0407 \| 20.24 \| 1660 \| 0.2232 \| 0.7988 \| 0.8750 \| 0.9464 \| 0.9844 \| 0.6060 \| 0.9575 \| 0.8624 \| 0.8267 \| 0.8891 \| 0.9989 \| 0.9609 \| 0.5377 \| 0.8691 \| 0.7052 \| 0.7968 \| 0.7252 \| 0.9964 \| \| 0.0303 \| 20.49 \| 1680 \| 0.2146 \| 0.8002 \| 0.8709 \| 0.9479 \| 0.9872 \| 0.5865 \| 0.9498 \| 0.8449 \| 0.8528 \| 0.8774 \| 0.9979 \| 0.9612 \| 0.5307 \| 0.8760 \| 0.7040 \| 0.8067 \| 0.7260 \| 0.9965 \| \| 0.0398 \| 20.73 \| 1700 \| 0.2119 \| 0.7977 \| 0.8754 \| 0.9465 \| 0.9858 \| 0.6453 \| 0.9460 \| 0.8314 \| 0.8575 \| 0.8631 \| 0.9989 \| 0.9632 \| 0.5460 \| 0.8824 \| 0.6865 \| 0.8007 \| 0.7087 \| 0.9967 \| \| 0.6198 \| 20.98 \| 1720 \| 0.2056 \| 0.7992 \| 0.8731 \| 0.9472 \| 0.9852 \| 0.6495 \| 0.9462 \| 0.8761 \| 0.8560 \| 0.8006 \| 0.9982 \| 0.9628 \| 0.5610 \| 0.8854 \| 0.6941 \| 0.8091 \| 0.6852 \| 0.9969 \| \| 0.0428 \| 21.22 \| 1740 \| 0.1978 \| 0.7970 \| 0.8670 \| 0.9483 \| 0.9843 \| 0.6512 \| 0.9546 \| 0.8829 \| 0.8734 \| 0.7246 \| 0.9979 \| 0.9629 \| 0.5622 \| 0.8830 \| 0.7036 \| 0.8269 \| 0.6435 \| 0.9967 \| \| 0.04 \| 21.46 \| 1760 \| 0.1939 \| 0.7945 \| 0.8675 \| 0.9469 \| 0.9860 \| 0.6371 \| 0.9491 \| 0.8376 \| 0.8718 \| 0.7922 \| 0.9988 \| 0.9619 \| 0.5536 \| 0.8799 \| 0.6914 \| 0.8183 \| 0.6592 \| 0.9968 \| \| 0.0279 \| 21.71 \| 1780 \| 0.2210 \| 0.7852 \| 0.8516 \| 0.9464 \| 0.9866 \| 0.5663 \| 0.9519 \| 0.8814 \| 0.8654 \| 0.7116 \| 0.9979 \| 0.9611 \| 0.5143 \| 0.8860 \| 0.6954 \| 0.8175 \| 0.6253 \| 0.9966 \| \| 0.0619 \| 21.95 \| 1800 \| 0.1971 \| 0.7930 \| 0.8654 \| 0.9484 \| 0.9867 \| 0.6116 \| 0.9498 \| 0.8739 \| 0.8676 \| 0.7698 \| 0.9981 \| 0.9627 \| 0.5353 \| 0.8885 \| 0.7080 \| 0.8258 \| 0.6342 \| 0.9967 \| \| 0.0203 \| 22.2 \| 1820 \| 0.1964 \| 0.7926 \| 0.8679 \| 0.9464 \| 0.9832 \| 0.6733 \| 0.9576 \| 0.8433 \| 0.8750 \| 0.7447 \| 0.9984 \| 0.9631 \| 0.5685 \| 0.8830 \| 0.6827 \| 0.8230 \| 0.6308 \| 0.9969 \| \| 0.0907 \| 22.44 \| 1840 \| 0.2107 \| 0.7875 \| 0.8587 \| 0.9458 \| 0.9896 \| 0.5721 \| 0.9506 \| 0.8118 \| 0.8643 \| 0.8239 \| 0.9988 \| 0.9596 \| 0.5017 \| 0.8729 \| 0.6816 \| 0.8105 \| 0.6896 \| 0.9969 \| \| 0.0378 \| 22.68 \| 1860 \| 0.2036 \| 0.8053 \| 0.8807 \| 0.9492 \| 0.9850 \| 0.6530 \| 0.9489 \| 0.8037 \| 0.8791 \| 0.8962 \| 0.9989 \| 0.9615 \| 0.5578 \| 0.8828 \| 0.6954 \| 0.8183 \| 0.7247 \| 0.9967 \| \| 0.081 \| 22.93 \| 1880 \| 0.2039 \| 0.7989 \| 0.8683 \| 0.9488 \| 0.9908 \| 0.5842 \| 0.9388 \| 0.8415 \| 0.8693 \| 0.8548 \| 0.9982 \| 0.9593 \| 0.5193 \| 0.8801 \| 0.7000 \| 0.8198 \| 0.7170 \| 0.9969 \| \| 0.0237 \| 23.17 \| 1900 \| 0.2002 \| 0.7899 \| 0.8571 \| 0.9471 \| 0.9876 \| 0.5706 \| 0.9510 \| 0.8307 \| 0.8760 \| 0.7854 \| 0.9982 \| 0.9612 \| 0.5203 \| 0.8814 \| 0.6841 \| 0.8224 \| 0.6634 \| 0.9968 \| \| 0.0528 \| 23.41 \| 1920 \| 0.2114 \| 0.7850 \| 0.8538 \| 0.9461 \| 0.9886 \| 0.5398 \| 0.9524 \| 0.8423 \| 0.8587 \| 0.7965 \| 0.9982 \| 0.9603 \| 0.4920 \| 0.8728 \| 0.6905 \| 0.8156 \| 0.6667 \| 0.9970 \| \| 0.0793 \| 23.66 \| 1940 \| 0.1825 \| 0.8003 \| 0.8694 \| 0.9498 \| 0.9888 \| 0.6138 \| 0.9454 \| 0.8474 \| 0.8786 \| 0.8130 \| 0.9990 \| 0.9604 \| 0.5439 \| 0.8800 \| 0.7102 \| 0.8346 \| 0.6757 \| 0.9969 \| \| 0.0288 \| 23.9 \| 1960 \| 0.1854 \| 0.8051 \| 0.8705 \| 0.9520 \| 0.9893 \| 0.6176 \| 0.9509 \| 0.8519 \| 0.8913 \| 0.7944 \| 0.9979 \| 0.9608 \| 0.5530 \| 0.8781 \| 0.7302 \| 0.8473 \| 0.6693 \| 0.9968 \| \| 0.0525 \| 24.15 \| 1980 \| 0.1603 \| 0.8141 \| 0.8846 \| 0.9550 \| 0.9864 \| 0.6848 \| 0.9472 \| 0.8581 \| 0.9083 \| 0.8084 \| 0.9990 \| 0.9620 \| 0.5691 \| 0.8876 \| 0.7440 \| 0.8616 \| 0.6776 \| 0.9966 \| \| 0.026 \| 24.39 \| 2000 \| 0.1684 \| 0.8068 \| 0.8752 \| 0.9532 \| 0.9877 \| 0.6538 \| 0.9479 \| 0.8936 \| 0.8893 \| 0.7554 \| 0.9989 \| 0.9616 \| 0.5547 \| 0.8856 \| 0.7362 \| 0.8538 \| 0.6586 \| 0.9969 \| \| 0.0397 \| 24.63 \| 2020 \| 0.1692 \| 0.8121 \| 0.8760 \| 0.9542 \| 0.9870 \| 0.5916 \| 0.9529 \| 0.8621 \| 0.8871 \| 0.8535 \| 0.9979 \| 0.9616 \| 0.5381 \| 0.8834 \| 0.7400 \| 0.8478 \| 0.7173 \| 0.9968 \| \| 0.4272 \| 24.88 \| 2040 \| 0.1785 \| 0.8101 \| 0.8749 \| 0.9535 \| 0.9868 \| 0.5751 \| 0.9539 \| 0.8895 \| 0.8697 \| 0.8520 \| 0.9975 \| 0.9633 \| 0.5204 \| 0.8832 \| 0.7380 \| 0.8374 \| 0.7316 \| 0.9966 \| \| 0.0399 \| 25.12 \| 2060 \| 0.1765 \| 0.8070 \| 0.8682 \| 0.9532 \| 0.9885 \| 0.5755 \| 0.9559 \| 0.8543 \| 0.8893 \| 0.8154 \| 0.9983 \| 0.9615 \| 0.5252 \| 0.8758 \| 0.7359 \| 0.8473 \| 0.7064 \| 0.9968 \| \| 0.0456 \| 25.37 \| 2080 \| 0.1777 \| 0.8060 \| 0.8668 \| 0.9535 \| 0.9900 \| 0.5873 \| 0.9487 \| 0.8418 \| 0.9061 \| 0.7955 \| 0.9983 \| 0.9605 \| 0.5270 \| 0.8821 \| 0.7299 \| 0.8526 \| 0.6928 \| 0.9969 \| \| 0.0414 \| 25.61 \| 2100 \| 0.1844 \| 0.8132 \| 0.8847 \| 0.9531 \| 0.9864 \| 0.6789 \| 0.9515 \| 0.8486 \| 0.8916 \| 0.8373 \| 0.9984 \| 0.9623 \| 0.5671 \| 0.8849 \| 0.7266 \| 0.8418 \| 0.7130 \| 0.9970 \| \| 0.0925 \| 25.85 \| 2120 \| 0.2120 \| 0.8035 \| 0.8663 \| 0.9521 \| 0.9886 \| 0.5885 \| 0.9500 \| 0.8118 \| 0.9077 \| 0.8193 \| 0.9982 \| 0.9607 \| 0.5215 \| 0.8832 \| 0.7125 \| 0.8402 \| 0.7097 \| 0.9970 \| \| 0.0443 \| 26.1 \| 2140 \| 0.1615 \| 0.8151 \| 0.8790 \| 0.9555 \| 0.9882 \| 0.5945 \| 0.9449 \| 0.8779 \| 0.8874 \| 0.8610 \| 0.9992 \| 0.9603 \| 0.5309 \| 0.8871 \| 0.7511 \| 0.8517 \| 0.7281 \| 0.9964 \| \| 0.0728 \| 26.34 \| 2160 \| 0.1701 \| 0.8091 \| 0.8771 \| 0.9534 \| 0.9872 \| 0.6244 \| 0.9493 \| 0.8818 \| 0.8816 \| 0.8164 \| 0.9989 \| 0.9624 \| 0.5469 \| 0.8858 \| 0.7362 \| 0.8478 \| 0.6876 \| 0.9968 \| \| 0.0484 \| 26.59 \| 2180 \| 0.1720 \| 0.8061 \| 0.8707 \| 0.9530 \| 0.9895 \| 0.6110 \| 0.9487 \| 0.8831 \| 0.8852 \| 0.7787 \| 0.9987 \| 0.9615 \| 0.5429 \| 0.8814 \| 0.7374 \| 0.8496 \| 0.6727 \| 0.9969 \| \| 0.027 \| 26.83 \| 2200 \| 0.1728 \| 0.8060 \| 0.8754 \| 0.9525 \| 0.9879 \| 0.6263 \| 0.9498 \| 0.8718 \| 0.8823 \| 0.8111 \| 0.9983 \| 0.9620 \| 0.5489 \| 0.8825 \| 0.7351 \| 0.8472 \| 0.6694 \| 0.9970 \| \| 0.0465 \| 27.07 \| 2220 \| 0.1763 \| 0.8075 \| 0.8751 \| 0.9534 \| 0.9875 \| 0.6402 \| 0.9496 \| 0.8776 \| 0.8938 \| 0.7791 \| 0.9981 \| 0.9623 \| 0.5514 \| 0.8842 \| 0.7366 \| 0.8533 \| 0.6675 \| 0.9970 \| \| 0.0213 \| 27.32 \| 2240 \| 0.1740 \| 0.8085 \| 0.8743 \| 0.9538 \| 0.9869 \| 0.6184 \| 0.9501 \| 0.8787 \| 0.8917 \| 0.7963 \| 0.9983 \| 0.9632 \| 0.5446 \| 0.8852 \| 0.7370 \| 0.8523 \| 0.6799 \| 0.9971 \| \| 0.022 \| 27.56 \| 2260 \| 0.1923 \| 0.7998 \| 0.8675 \| 0.9508 \| 0.9863 \| 0.5850 \| 0.9506 \| 0.8669 \| 0.8777 \| 0.8084 \| 0.9979 \| 0.9613 \| 0.5253 \| 0.8839 \| 0.7155 \| 0.8387 \| 0.6769 \| 0.9970 \| \| 0.0311 \| 27.8 \| 2280 \| 0.1871 \| 0.8005 \| 0.8657 \| 0.9518 \| 0.9877 \| 0.5896 \| 0.9482 \| 0.8699 \| 0.8900 \| 0.7763 \| 0.9980 \| 0.9612 \| 0.5235 \| 0.8837 \| 0.7229 \| 0.8452 \| 0.6701 \| 0.9970 \| \| 0.0281 \| 28.05 \| 2300 \| 0.1984 \| 0.7970 \| 0.8665 \| 0.9490 \| 0.9881 \| 0.6233 \| 0.9441 \| 0.9007 \| 0.8659 \| 0.7451 \| 0.9984 \| 0.9614 \| 0.5465 \| 0.8850 \| 0.7081 \| 0.8310 \| 0.6496 \| 0.9971 \| \| 0.029 \| 28.29 \| 2320 \| 0.1929 \| 0.8018 \| 0.8684 \| 0.9508 \| 0.9890 \| 0.6266 \| 0.9484 \| 0.8783 \| 0.8813 \| 0.7572 \| 0.9981 \| 0.9612 \| 0.5522 \| 0.8820 \| 0.7180 \| 0.8409 \| 0.6616 \| 0.9970 \| \| 0.0205 \| 28.54 \| 2340 \| 0.1939 \| 0.8127 \| 0.8877 \| 0.9536 \| 0.9857 \| 0.6927 \| 0.9459 \| 0.8321 \| 0.9031 \| 0.8553 \| 0.9989 \| 0.9628 \| 0.5574 \| 0.8940 \| 0.7233 \| 0.8410 \| 0.7133 \| 0.9969 \| \| 0.1185 \| 28.78 \| 2360 \| 0.2147 \| 0.7963 \| 0.8662 \| 0.9476 \| 0.9888 \| 0.5806 \| 0.9517 \| 0.8657 \| 0.8458 \| 0.8323 \| 0.9987 \| 0.9615 \| 0.5186 \| 0.8772 \| 0.6987 \| 0.8088 \| 0.7122 \| 0.9971 \| \| 0.0848 \| 29.02 \| 2380 \| 0.1978 \| 0.8047 \| 0.8712 \| 0.9510 \| 0.9884 \| 0.5966 \| 0.9504 \| 0.8398 \| 0.8784 \| 0.8459 \| 0.9988 \| 0.9618 \| 0.5329 \| 0.8799 \| 0.7125 \| 0.8299 \| 0.7184 \| 0.9972 \| \| 0.028 \| 29.27 \| 2400 \| 0.2065 \| 0.8000 \| 0.8675 \| 0.9497 \| 0.9878 \| 0.6095 \| 0.9561 \| 0.8780 \| 0.8647 \| 0.7781 \| 0.9983 \| 0.9629 \| 0.5428 \| 0.8784 \| 0.7121 \| 0.8296 \| 0.6767 \| 0.9973 \| \| 0.0232 \| 29.51 \| 2420 \| 0.1912 \| 0.8063 \| 0.8750 \| 0.9520 \| 0.9887 \| 0.6177 \| 0.9491 \| 0.8746 \| 0.8742 \| 0.8221 \| 0.9983 \| 0.9631 \| 0.5401 \| 0.8824 \| 0.7242 \| 0.8371 \| 0.7000 \| 0.9973 \| \| 0.0241 \| 29.76 \| 2440 \| 0.1768 \| 0.8095 \| 0.8797 \| 0.9525 \| 0.9871 \| 0.6426 \| 0.9506 \| 0.8691 \| 0.8781 \| 0.8319 \| 0.9986 \| 0.9637 \| 0.5552 \| 0.8871 \| 0.7228 \| 0.8388 \| 0.7015 \| 0.9971 \| \| 0.0249 \| 30.0 \| 2460 \| 0.1885 \| 0.8051 \| 0.8734 \| 0.9518 \| 0.9885 \| 0.6096 \| 0.9517 \| 0.8740 \| 0.8714 \| 0.8203 \| 0.9986 \| 0.9631 \| 0.5348 \| 0.8836 \| 0.7230 \| 0.8353 \| 0.6989 \| 0.9970 \| \| 0.0314 \| 30.24 \| 2480 \| 0.1853 \| 0.8046 \| 0.8698 \| 0.9521 \| 0.9882 \| 0.6049 \| 0.9524 \| 0.8782 \| 0.8786 \| 0.7873 \| 0.9989 \| 0.9630 \| 0.5373 \| 0.8846 \| 0.7241 \| 0.8409 \| 0.6853 \| 0.9968 \| \| 0.045 \| 30.49 \| 2500 \| 0.1810 \| 0.8134 \| 0.8792 \| 0.9542 \| 0.9871 \| 0.6099 \| 0.9502 \| 0.8672 \| 0.8840 \| 0.8573 \| 0.9986 \| 0.9621 \| 0.5421 \| 0.8876 \| 0.7371 \| 0.8430 \| 0.7251 \| 0.9971 \| \| 0.0261 \| 30.73 \| 2520 \| 0.1893 \| 0.8172 \| 0.8897 \| 0.9548 \| 0.9847 \| 0.6630 \| 0.9480 \| 0.8516 \| 0.8922 \| 0.8897 \| 0.9988 \| 0.9619 \| 0.5530 \| 0.8890 \| 0.7377 \| 0.8441 \| 0.7375 \| 0.9972 \| \| 0.0175 \| 30.98 \| 2540 \| 0.1904 \| 0.8155 \| 0.8830 \| 0.9553 \| 0.9866 \| 0.6192 \| 0.9535 \| 0.8526 \| 0.8915 \| 0.8791 \| 0.9983 \| 0.9635 \| 0.5371 \| 0.8874 \| 0.7404 \| 0.8472 \| 0.7359 \| 0.9972 \| \| 0.0326 \| 31.22 \| 2560 \| 0.1888 \| 0.8126 \| 0.8811 \| 0.9535 \| 0.9875 \| 0.6216 \| 0.9501 \| 0.8821 \| 0.8722 \| 0.8559 \| 0.9985 \| 0.9627 \| 0.5421 \| 0.8861 \| 0.7326 \| 0.8392 \| 0.7283 \| 0.9970 \| \| 0.0854 \| 31.46 \| 2580 \| 0.1981 \| 0.8043 \| 0.8676 \| 0.9523 \| 0.9893 \| 0.5619 \| 0.9525 \| 0.8688 \| 0.8749 \| 0.8275 \| 0.9983 \| 0.9613 \| 0.5166 \| 0.8798 \| 0.7305 \| 0.8396 \| 0.7054 \| 0.9969 \| \| 0.0313 \| 31.71 \| 2600 \| 0.2039 \| 0.8109 \| 0.8805 \| 0.9522 \| 0.9873 \| 0.6476 \| 0.9539 \| 0.8586 \| 0.8781 \| 0.8404 \| 0.9978 \| 0.9621 \| 0.5616 \| 0.8829 \| 0.7235 \| 0.8372 \| 0.7118 \| 0.9968 \| \| 0.0228 \| 31.95 \| 2620 \| 0.2029 \| 0.8079 \| 0.8795 \| 0.9515 \| 0.9876 \| 0.6392 \| 0.9510 \| 0.8668 \| 0.8685 \| 0.8450 \| 0.9988 \| 0.9620 \| 0.5487 \| 0.8832 \| 0.7207 \| 0.8320 \| 0.7118 \| 0.9970 \| \| 0.0301 \| 32.2 \| 2640 \| 0.2147 \| 0.8037 \| 0.8739 \| 0.9499 \| 0.9872 \| 0.6339 \| 0.9546 \| 0.8759 \| 0.8607 \| 0.8062 \| 0.9988 \| 0.9620 \| 0.5508 \| 0.8801 \| 0.7129 \| 0.8259 \| 0.6974 \| 0.9971 \| \| 0.0312 \| 32.44 \| 2660 \| 0.2114 \| 0.8016 \| 0.8718 \| 0.9496 \| 0.9876 \| 0.6201 \| 0.9532 \| 0.8755 \| 0.8584 \| 0.8090 \| 0.9990 \| 0.9616 \| 0.5405 \| 0.8791 \| 0.7107 \| 0.8252 \| 0.6969 \| 0.9969 \| \| 0.0427 \| 32.68 \| 2680 \| 0.2085 \| 0.8015 \| 0.8694 \| 0.9506 \| 0.9873 \| 0.6277 \| 0.9543 \| 0.8743 \| 0.8767 \| 0.7668 \| 0.9986 \| 0.9622 \| 0.5421 \| 0.8828 \| 0.7131 \| 0.8356 \| 0.6777 \| 0.9970 \| \| 0.0398 \| 32.93 \| 2700 \| 0.2139 \| 0.8062 \| 0.8766 \| 0.9507 \| 0.9850 \| 0.6461 \| 0.9581 \| 0.8557 \| 0.8761 \| 0.8176 \| 0.9976 \| 0.9612 \| 0.5560 \| 0.8817 \| 0.7157 \| 0.8308 \| 0.7017 \| 0.9967 \| \| 0.0274 \| 33.17 \| 2720 \| 0.2093 \| 0.8094 \| 0.8806 \| 0.9516 \| 0.9847 \| 0.6481 \| 0.9555 \| 0.8572 \| 0.8764 \| 0.8440 \| 0.9980 \| 0.9615 \| 0.5583 \| 0.8860 \| 0.7187 \| 0.8323 \| 0.7124 \| 0.9969 \| \| 0.0309 \| 33.41 \| 2740 \| 0.2170 \| 0.8068 \| 0.8833 \| 0.9505 \| 0.9840 \| 0.6723 \| 0.9536 \| 0.8855 \| 0.8602 \| 0.8290 \| 0.9984 \| 0.9632 \| 0.5588 \| 0.8902 \| 0.7108 \| 0.8261 \| 0.7013 \| 0.9969 \| \| 0.0395 \| 33.66 \| 2760 \| 0.2031 \| 0.8060 \| 0.8787 \| 0.9513 \| 0.9879 \| 0.6361 \| 0.9472 \| 0.8725 \| 0.8689 \| 0.8401 \| 0.9986 \| 0.9624 \| 0.5421 \| 0.8871 \| 0.7157 \| 0.8327 \| 0.7048 \| 0.9970 \| \| 0.0298 \| 33.9 \| 2780 \| 0.1892 \| 0.8082 \| 0.8804 \| 0.9522 \| 0.9868 \| 0.6612 \| 0.9493 \| 0.8657 \| 0.8823 \| 0.8189 \| 0.9987 \| 0.9630 \| 0.5586 \| 0.8887 \| 0.7184 \| 0.8409 \| 0.6906 \| 0.9970 \| \| 0.0313 \| 34.15 \| 2800 \| 0.1960 \| 0.8064 \| 0.8772 \| 0.9522 \| 0.9881 \| 0.6294 \| 0.9442 \| 0.8685 \| 0.8810 \| 0.8310 \| 0.9984 \| 0.9623 \| 0.5435 \| 0.8893 \| 0.7198 \| 0.8407 \| 0.6925 \| 0.9970 \| \| 0.0249 \| 34.39 \| 2820 \| 0.1958 \| 0.8086 \| 0.8772 \| 0.9527 \| 0.9879 \| 0.6079 \| 0.9521 \| 0.8570 \| 0.8777 \| 0.8597 \| 0.9980 \| 0.9625 \| 0.5362 \| 0.8852 \| 0.7255 \| 0.8383 \| 0.7154 \| 0.9969 \| \| 0.0959 \| 34.63 \| 2840 \| 0.2022 \| 0.8077 \| 0.8757 \| 0.9520 \| 0.9877 \| 0.6105 \| 0.9548 \| 0.8691 \| 0.8697 \| 0.8401 \| 0.9981 \| 0.9627 \| 0.5434 \| 0.8838 \| 0.7228 \| 0.8347 \| 0.7099 \| 0.9969 \| \| 0.0195 \| 34.88 \| 2860 \| 0.1878 \| 0.8089 \| 0.8758 \| 0.9526 \| 0.9884 \| 0.6187 \| 0.9483 \| 0.8695 \| 0.8809 \| 0.8262 \| 0.9985 \| 0.9624 \| 0.5476 \| 0.8880 \| 0.7218 \| 0.8411 \| 0.7046 \| 0.9969 \| \| 0.0144 \| 35.12 \| 2880 \| 0.1991 \| 0.8099 \| 0.8809 \| 0.9523 \| 0.9851 \| 0.6489 \| 0.9545 \| 0.8723 \| 0.8751 \| 0.8324 \| 0.9984 \| 0.9637 \| 0.5606 \| 0.8891 \| 0.7197 \| 0.8377 \| 0.7017 \| 0.9969 \| \| 0.0316 \| 35.37 \| 2900 \| 0.2001 \| 0.8057 \| 0.8747 \| 0.9515 \| 0.9883 \| 0.6212 \| 0.9501 \| 0.8815 \| 0.8704 \| 0.8137 \| 0.9979 \| 0.9625 \| 0.5443 \| 0.8877 \| 0.7179 \| 0.8351 \| 0.6955 \| 0.9968 \| \| 0.0363 \| 35.61 \| 2920 \| 0.2015 \| 0.8048 \| 0.8718 \| 0.9516 \| 0.9887 \| 0.6135 \| 0.9523 \| 0.8771 \| 0.8752 \| 0.7983 \| 0.9977 \| 0.9624 \| 0.5432 \| 0.8856 \| 0.7195 \| 0.8383 \| 0.6878 \| 0.9968 \| \| 0.1011 \| 35.85 \| 2940 \| 0.1922 \| 0.8089 \| 0.8777 \| 0.9529 \| 0.9882 \| 0.6236 \| 0.9487 \| 0.8627 \| 0.8810 \| 0.8407 \| 0.9989 \| 0.9621 \| 0.5429 \| 0.8874 \| 0.7256 \| 0.8414 \| 0.7057 \| 0.9970 \| \| 0.0455 \| 36.1 \| 2960 \| 0.2002 \| 0.8059 \| 0.8733 \| 0.9519 \| 0.9888 \| 0.6067 \| 0.9517 \| 0.8642 \| 0.8746 \| 0.8285 \| 0.9986 \| 0.9621 \| 0.5401 \| 0.8853 \| 0.7211 \| 0.8371 \| 0.6988 \| 0.9970 \| \| 0.0289 \| 36.34 \| 2980 \| 0.1995 \| 0.8096 \| 0.8805 \| 0.9521 \| 0.9879 \| 0.6477 \| 0.9501 \| 0.8688 \| 0.8739 \| 0.8365 \| 0.9985 \| 0.9625 \| 0.5577 \| 0.8869 \| 0.7201 \| 0.8362 \| 0.7069 \| 0.9971 \| \| 0.091 \| 36.59 \| 3000 \| 0.1941 \| 0.8124 \| 0.8867 \| 0.9529 \| 0.9882 \| 0.6654 \| 0.9482 \| 0.8641 \| 0.8745 \| 0.8678 \| 0.9987 \| 0.9627 \| 0.5555 \| 0.8877 \| 0.7251 \| 0.8370 \| 0.7217 \| 0.9972 \| \| 0.0635 \| 36.83 \| 3020 \| 0.1858 \| 0.8132 \| 0.8837 \| 0.9535 \| 0.9875 \| 0.6478 \| 0.9525 \| 0.8476 \| 0.8842 \| 0.8673 \| 0.9988 \| 0.9632 \| 0.5549 \| 0.8876 \| 0.7265 \| 0.8408 \| 0.7220 \| 0.9972 \| \| 0.0244 \| 37.07 \| 3040 \| 0.1862 \| 0.8109 \| 0.8797 \| 0.9533 \| 0.9875 \| 0.6420 \| 0.9502 \| 0.8755 \| 0.8815 \| 0.8221 \| 0.9987 \| 0.9633 \| 0.5540 \| 0.8906 \| 0.7254 \| 0.8422 \| 0.7034 \| 0.9972 \| \| 0.0265 \| 37.32 \| 3060 \| 0.1864 \| 0.8146 \| 0.8844 \| 0.9543 \| 0.9867 \| 0.6543 \| 0.9477 \| 0.8679 \| 0.8891 \| 0.8461 \| 0.9987 \| 0.9633 \| 0.5578 \| 0.8936 \| 0.7306 \| 0.8449 \| 0.7146 \| 0.9972 \| \| 0.0344 \| 37.56 \| 3080 \| 0.1838 \| 0.8162 \| 0.8873 \| 0.9547 \| 0.9862 \| 0.6641 \| 0.9524 \| 0.8551 \| 0.8905 \| 0.8644 \| 0.9988 \| 0.9636 \| 0.5604 \| 0.8903 \| 0.7340 \| 0.8471 \| 0.7211 \| 0.9972 \| \| 0.0267 \| 37.8 \| 3100 \| 0.1903 \| 0.8137 \| 0.8841 \| 0.9540 \| 0.9870 \| 0.6543 \| 0.9499 \| 0.8745 \| 0.8841 \| 0.8409 \| 0.9983 \| 0.9633 \| 0.5565 \| 0.8921 \| 0.7309 \| 0.8444 \| 0.7119 \| 0.9971 \| \| 0.3041 \| 38.05 \| 3120 \| 0.1891 \| 0.8051 \| 0.8701 \| 0.9526 \| 0.9903 \| 0.5815 \| 0.9478 \| 0.8685 \| 0.8792 \| 0.8248 \| 0.9985 \| 0.9604 \| 0.5197 \| 0.8850 \| 0.7270 \| 0.8415 \| 0.7051 \| 0.9969 \| \| 0.0272 \| 38.29 \| 3140 \| 0.1971 \| 0.8077 \| 0.8754 \| 0.9522 \| 0.9877 \| 0.6189 \| 0.9552 \| 0.8747 \| 0.8726 \| 0.8205 \| 0.9983 \| 0.9628 \| 0.5447 \| 0.8851 \| 0.7236 \| 0.8373 \| 0.7036 \| 0.9971 \| \| 0.063 \| 38.54 \| 3160 \| 0.1888 \| 0.8125 \| 0.8786 \| 0.9542 \| 0.9881 \| 0.6109 \| 0.9529 \| 0.8503 \| 0.8879 \| 0.8613 \| 0.9986 \| 0.9625 \| 0.5407 \| 0.8857 \| 0.7339 \| 0.8452 \| 0.7224 \| 0.9971 \| \| 0.0527 \| 38.78 \| 3180 \| 0.1899 \| 0.8121 \| 0.8842 \| 0.9531 \| 0.9865 \| 0.6598 \| 0.9521 \| 0.8748 \| 0.8761 \| 0.8415 \| 0.9986 \| 0.9634 \| 0.5575 \| 0.8896 \| 0.7261 \| 0.8392 \| 0.7117 \| 0.9972 \| \| 0.0465 \| 39.02 \| 3200 \| 0.1947 \| 0.8108 \| 0.8793 \| 0.9532 \| 0.9881 \| 0.6358 \| 0.9517 \| 0.8722 \| 0.8808 \| 0.8284 \| 0.9979 \| 0.9626 \| 0.5509 \| 0.8879 \| 0.7275 \| 0.8422 \| 0.7075 \| 0.9970 \| \| 0.0305 \| 39.27 \| 3220 \| 0.1884 \| 0.8118 \| 0.8806 \| 0.9538 \| 0.9888 \| 0.6265 \| 0.9468 \| 0.8655 \| 0.8838 \| 0.8547 \| 0.9983 \| 0.9620 \| 0.5422 \| 0.8885 \| 0.7313 \| 0.8439 \| 0.7177 \| 0.9971 \| \| 0.0167 \| 39.51 \| 3240 \| 0.1935 \| 0.8111 \| 0.8805 \| 0.9533 \| 0.9879 \| 0.6352 \| 0.9505 \| 0.8737 \| 0.8794 \| 0.8383 \| 0.9981 \| 0.9629 \| 0.5473 \| 0.8891 \| 0.7279 \| 0.8414 \| 0.7120 \| 0.9971 \| \| 0.0507 \| 39.76 \| 3260 \| 0.1888 \| 0.8109 \| 0.8783 \| 0.9535 \| 0.9883 \| 0.6259 \| 0.9528 \| 0.8630 \| 0.8829 \| 0.8363 \| 0.9986 \| 0.9625 \| 0.5459 \| 0.8854 \| 0.7306 \| 0.8435 \| 0.7110 \| 0.9971 \| \| 0.0354 \| 40.0 \| 3280 \| 0.1900 \| 0.8129 \| 0.8809 \| 0.9540 \| 0.9875 \| 0.6312 \| 0.9541 \| 0.8566 \| 0.8860 \| 0.8526 \| 0.9984 \| 0.9631 \| 0.5490 \| 0.8864 \| 0.7326 \| 0.8448 \| 0.7176 \| 0.9972 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b3-cityscapes-512-512-finetuned-coastTrain_50epochs	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b3-cityscapes-512-512-finetuned-coastTrain_50epochs This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b3-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5328 - Mean Iou: 0.7402 - Mean Accuracy: 0.8345 - Overall Accuracy: 0.8995 - Accuracy Water: 0.9472 - Accuracy Whitewater: 0.8139 - Accuracy Sediment: 0.8796 - Accuracy Other Natural Terrain: 0.5587 - Accuracy Vegetation: 0.9175 - Accuracy Development: 0.8744 - Accuracy Unknown: 0.8503 - Iou Water: 0.8830 - Iou Whitewater: 0.6854 - Iou Sediment: 0.7777 - Iou Other Natural Terrain: 0.4534 - Iou Vegetation: 0.8340 - Iou Development: 0.7384 - Iou Unknown: 0.8091 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 40 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| \|:-------------:\|:-----:\|:-----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\| \| 1.819 \| 0.05 \| 20 \| 1.6652 \| 0.1742 \| 0.2778 \| 0.4848 \| 0.5623 \| 0.0179 \| 0.3709 \| 0.0031 \| 0.8151 \| 0.1633 \| 0.0121 \| 0.3821 \| 0.0134 \| 0.2639 \| 0.0029 \| 0.4354 \| 0.1100 \| 0.0116 \| \| 1.7261 \| 0.11 \| 40 \| 1.3937 \| 0.2544 \| 0.3553 \| 0.6008 \| 0.7592 \| 0.0293 \| 0.1060 \| 0.0001 \| 0.8580 \| 0.4454 \| 0.2892 \| 0.5488 \| 0.0283 \| 0.0911 \| 0.0001 \| 0.4885 \| 0.3368 \| 0.2871 \| \| 1.2623 \| 0.16 \| 60 \| 1.2644 \| 0.2652 \| 0.3629 \| 0.6090 \| 0.6938 \| 0.0572 \| 0.0832 \| 0.0000 \| 0.9639 \| 0.4355 \| 0.3063 \| 0.5505 \| 0.0565 \| 0.0759 \| 0.0000 \| 0.4960 \| 0.3729 \| 0.3048 \| \| 1.0987 \| 0.22 \| 80 \| 1.1180 \| 0.2889 \| 0.3841 \| 0.6546 \| 0.7972 \| 0.0001 \| 0.0538 \| 0.0 \| 0.9640 \| 0.4985 \| 0.3754 \| 0.6099 \| 0.0001 \| 0.0520 \| 0.0 \| 0.5473 \| 0.4394 \| 0.3734 \| \| 1.1484 \| 0.27 \| 100 \| 1.0266 \| 0.3212 \| 0.4211 \| 0.6828 \| 0.8465 \| 0.0015 \| 0.1904 \| 0.0 \| 0.9195 \| 0.5661 \| 0.4237 \| 0.6575 \| 0.0015 \| 0.1690 \| 0.0 \| 0.5755 \| 0.4459 \| 0.3990 \| \| 0.8779 \| 0.32 \| 120 \| 0.9490 \| 0.3473 \| 0.4439 \| 0.7077 \| 0.8838 \| 0.0 \| 0.3156 \| 0.0 \| 0.9316 \| 0.5962 \| 0.3798 \| 0.6657 \| 0.0 \| 0.2738 \| 0.0 \| 0.6232 \| 0.4931 \| 0.3751 \| \| 1.103 \| 0.38 \| 140 \| 0.8613 \| 0.3941 \| 0.5050 \| 0.7409 \| 0.8917 \| 0.0 \| 0.5959 \| 0.0 \| 0.8945 \| 0.7355 \| 0.4175 \| 0.7125 \| 0.0 \| 0.4510 \| 0.0 \| 0.6530 \| 0.5313 \| 0.4111 \| \| 1.4642 \| 0.43 \| 160 \| 0.8631 \| 0.3867 \| 0.5084 \| 0.7286 \| 0.8705 \| 0.0007 \| 0.5328 \| 0.0 \| 0.8461 \| 0.8428 \| 0.4660 \| 0.6951 \| 0.0007 \| 0.4323 \| 0.0 \| 0.6318 \| 0.5188 \| 0.4284 \| \| 1.058 \| 0.49 \| 180 \| 0.8220 \| 0.4019 \| 0.5133 \| 0.7434 \| 0.8719 \| 0.0000 \| 0.5454 \| 0.0 \| 0.8929 \| 0.7774 \| 0.5052 \| 0.7278 \| 0.0000 \| 0.4200 \| 0.0 \| 0.6344 \| 0.5595 \| 0.4717 \| \| 1.0423 \| 0.54 \| 200 \| 0.8452 \| 0.3867 \| 0.5301 \| 0.7195 \| 0.8196 \| 0.0104 \| 0.6703 \| 0.0 \| 0.7908 \| 0.8796 \| 0.5399 \| 0.7352 \| 0.0104 \| 0.4538 \| 0.0 \| 0.6000 \| 0.4181 \| 0.4894 \| \| 0.8507 \| 0.59 \| 220 \| 0.7354 \| 0.4301 \| 0.5454 \| 0.7661 \| 0.9063 \| 0.0308 \| 0.7024 \| 0.0 \| 0.8734 \| 0.8135 \| 0.4916 \| 0.7511 \| 0.0307 \| 0.5356 \| 0.0 \| 0.6695 \| 0.5479 \| 0.4758 \| \| 1.304 \| 0.65 \| 240 \| 0.7374 \| 0.4177 \| 0.5408 \| 0.7606 \| 0.8990 \| 0.0030 \| 0.8217 \| 0.0 \| 0.8734 \| 0.7723 \| 0.4161 \| 0.7410 \| 0.0030 \| 0.4974 \| 0.0 \| 0.6902 \| 0.5776 \| 0.4146 \| \| 0.7238 \| 0.7 \| 260 \| 0.7586 \| 0.4108 \| 0.5126 \| 0.7530 \| 0.9048 \| 0.0271 \| 0.5367 \| 0.0 \| 0.9085 \| 0.7206 \| 0.4905 \| 0.7142 \| 0.0270 \| 0.3574 \| 0.0 \| 0.6964 \| 0.5990 \| 0.4819 \| \| 0.9137 \| 0.76 \| 280 \| 0.6967 \| 0.4678 \| 0.5741 \| 0.7804 \| 0.8805 \| 0.2221 \| 0.8397 \| 0.0 \| 0.9340 \| 0.6376 \| 0.5046 \| 0.7705 \| 0.2139 \| 0.5748 \| 0.0 \| 0.6791 \| 0.5415 \| 0.4949 \| \| 0.5555 \| 0.81 \| 300 \| 0.6864 \| 0.4752 \| 0.5933 \| 0.7788 \| 0.9220 \| 0.2630 \| 0.8194 \| 0.0 \| 0.8287 \| 0.8053 \| 0.5147 \| 0.7723 \| 0.2512 \| 0.6276 \| 0.0 \| 0.6633 \| 0.5219 \| 0.4899 \| \| 1.7594 \| 0.86 \| 320 \| 0.6829 \| 0.5031 \| 0.6023 \| 0.7944 \| 0.8926 \| 0.3306 \| 0.7444 \| 0.0 \| 0.9259 \| 0.7647 \| 0.5581 \| 0.7768 \| 0.3155 \| 0.5980 \| 0.0 \| 0.6855 \| 0.6226 \| 0.5237 \| \| 0.7284 \| 0.92 \| 340 \| 0.6587 \| 0.5048 \| 0.6187 \| 0.8047 \| 0.9176 \| 0.3054 \| 0.8405 \| 0.0 \| 0.8949 \| 0.8480 \| 0.5245 \| 0.8080 \| 0.2814 \| 0.6013 \| 0.0 \| 0.7106 \| 0.6180 \| 0.5140 \| \| 0.5838 \| 0.97 \| 360 \| 0.6600 \| 0.5134 \| 0.6207 \| 0.7979 \| 0.8778 \| 0.3782 \| 0.8248 \| 0.0 \| 0.9162 \| 0.7745 \| 0.5737 \| 0.7797 \| 0.3487 \| 0.6325 \| 0.0 \| 0.6911 \| 0.6161 \| 0.5257 \| \| 0.9766 \| 1.03 \| 380 \| 0.6475 \| 0.5219 \| 0.6364 \| 0.8039 \| 0.8934 \| 0.4583 \| 0.8557 \| 0.0 \| 0.9113 \| 0.8205 \| 0.5153 \| 0.7982 \| 0.3948 \| 0.6072 \| 0.0 \| 0.7020 \| 0.6485 \| 0.5029 \| \| 0.8671 \| 1.08 \| 400 \| 0.6275 \| 0.5254 \| 0.6242 \| 0.8089 \| 0.9260 \| 0.4626 \| 0.7961 \| 0.0 \| 0.9307 \| 0.7423 \| 0.5118 \| 0.8011 \| 0.4163 \| 0.6109 \| 0.0 \| 0.7127 \| 0.6299 \| 0.5066 \| \| 0.7227 \| 1.14 \| 420 \| 0.6668 \| 0.4999 \| 0.6444 \| 0.7820 \| 0.9362 \| 0.4977 \| 0.8845 \| 0.0 \| 0.7314 \| 0.9097 \| 0.5511 \| 0.7992 \| 0.4354 \| 0.5505 \| 0.0 \| 0.6543 \| 0.5328 \| 0.5270 \| \| 0.4667 \| 1.19 \| 440 \| 0.6013 \| 0.5509 \| 0.6651 \| 0.8174 \| 0.9204 \| 0.6158 \| 0.8319 \| 0.0 \| 0.8903 \| 0.8318 \| 0.5657 \| 0.8193 \| 0.5118 \| 0.6563 \| 0.0 \| 0.7104 \| 0.6220 \| 0.5369 \| \| 0.3519 \| 1.24 \| 460 \| 0.6313 \| 0.5253 \| 0.6338 \| 0.8098 \| 0.9256 \| 0.4552 \| 0.8406 \| 0.0 \| 0.9058 \| 0.7953 \| 0.5140 \| 0.8129 \| 0.4100 \| 0.6318 \| 0.0 \| 0.7163 \| 0.6222 \| 0.4837 \| \| 0.4907 \| 1.3 \| 480 \| 0.6214 \| 0.5544 \| 0.6702 \| 0.8179 \| 0.9216 \| 0.6888 \| 0.8569 \| 0.0 \| 0.9036 \| 0.8041 \| 0.5162 \| 0.8214 \| 0.5469 \| 0.6614 \| 0.0 \| 0.7144 \| 0.6474 \| 0.4895 \| \| 0.8349 \| 1.35 \| 500 \| 0.5884 \| 0.5525 \| 0.6684 \| 0.8200 \| 0.9304 \| 0.6519 \| 0.7855 \| 0.0 \| 0.8966 \| 0.8772 \| 0.5371 \| 0.8157 \| 0.5241 \| 0.6454 \| 0.0 \| 0.7289 \| 0.6336 \| 0.5200 \| \| 0.466 \| 1.41 \| 520 \| 0.5810 \| 0.5584 \| 0.6869 \| 0.8223 \| 0.9170 \| 0.7382 \| 0.8488 \| 0.0 \| 0.8946 \| 0.8842 \| 0.5251 \| 0.8226 \| 0.5444 \| 0.6739 \| 0.0 \| 0.7328 \| 0.6228 \| 0.5122 \| \| 0.3783 \| 1.46 \| 540 \| 0.5925 \| 0.5628 \| 0.6718 \| 0.8224 \| 0.9208 \| 0.7262 \| 0.8069 \| 0.0 \| 0.9286 \| 0.7863 \| 0.5338 \| 0.8273 \| 0.5618 \| 0.6620 \| 0.0 \| 0.7098 \| 0.6503 \| 0.5284 \| \| 0.3865 \| 1.51 \| 560 \| 0.5658 \| 0.5667 \| 0.6738 \| 0.8245 \| 0.9307 \| 0.6871 \| 0.8258 \| 0.0 \| 0.9056 \| 0.8081 \| 0.5596 \| 0.8241 \| 0.5652 \| 0.6655 \| 0.0 \| 0.7164 \| 0.6599 \| 0.5357 \| \| 0.4578 \| 1.57 \| 580 \| 0.6584 \| 0.5512 \| 0.6699 \| 0.8128 \| 0.8999 \| 0.6886 \| 0.8235 \| 0.0 \| 0.9096 \| 0.8558 \| 0.5117 \| 0.8117 \| 0.5384 \| 0.6498 \| 0.0 \| 0.6981 \| 0.6603 \| 0.5003 \| \| 0.6526 \| 1.62 \| 600 \| 0.5924 \| 0.5548 \| 0.6852 \| 0.8195 \| 0.9181 \| 0.8340 \| 0.8738 \| 0.0 \| 0.9148 \| 0.7688 \| 0.4867 \| 0.8145 \| 0.5239 \| 0.6711 \| 0.0 \| 0.7293 \| 0.6684 \| 0.4765 \| \| 0.3538 \| 1.68 \| 620 \| 0.5656 \| 0.5771 \| 0.7144 \| 0.8238 \| 0.9087 \| 0.7954 \| 0.8683 \| 0.0 \| 0.8171 \| 0.9212 \| 0.6899 \| 0.8350 \| 0.6169 \| 0.6723 \| 0.0 \| 0.6950 \| 0.5883 \| 0.6322 \| \| 0.4446 \| 1.73 \| 640 \| 0.5482 \| 0.5792 \| 0.6772 \| 0.8344 \| 0.9201 \| 0.6804 \| 0.8613 \| 0.0 \| 0.9421 \| 0.7160 \| 0.6204 \| 0.8385 \| 0.5755 \| 0.6636 \| 0.0 \| 0.7278 \| 0.6486 \| 0.6006 \| \| 1.166 \| 1.78 \| 660 \| 0.5782 \| 0.5635 \| 0.6885 \| 0.8219 \| 0.9064 \| 0.7127 \| 0.8046 \| 0.0 \| 0.8803 \| 0.9036 \| 0.6116 \| 0.8288 \| 0.5596 \| 0.6522 \| 0.0 \| 0.7119 \| 0.6053 \| 0.5867 \| \| 0.884 \| 1.84 \| 680 \| 0.5683 \| 0.5736 \| 0.6866 \| 0.8288 \| 0.9399 \| 0.7292 \| 0.8414 \| 0.0 \| 0.8930 \| 0.8646 \| 0.5378 \| 0.8202 \| 0.5786 \| 0.6709 \| 0.0 \| 0.7343 \| 0.6961 \| 0.5153 \| \| 0.4581 \| 1.89 \| 700 \| 0.5838 \| 0.5806 \| 0.7038 \| 0.8293 \| 0.8860 \| 0.7218 \| 0.8881 \| 0.0004 \| 0.8881 \| 0.8782 \| 0.6638 \| 0.8220 \| 0.5841 \| 0.6273 \| 0.0004 \| 0.7226 \| 0.6812 \| 0.6264 \| \| 0.6757 \| 1.95 \| 720 \| 0.5951 \| 0.5691 \| 0.6813 \| 0.8251 \| 0.8657 \| 0.6365 \| 0.8109 \| 0.0003 \| 0.9162 \| 0.7627 \| 0.7766 \| 0.7896 \| 0.5237 \| 0.6350 \| 0.0003 \| 0.7493 \| 0.6716 \| 0.6142 \| \| 1.8545 \| 2.0 \| 740 \| 0.6812 \| 0.5417 \| 0.6664 \| 0.8110 \| 0.9312 \| 0.6934 \| 0.8289 \| 0.0001 \| 0.8877 \| 0.8927 \| 0.4311 \| 0.8070 \| 0.5438 \| 0.6569 \| 0.0001 \| 0.7201 \| 0.6370 \| 0.4271 \| \| 0.4047 \| 2.05 \| 760 \| 0.6205 \| 0.5462 \| 0.6655 \| 0.8142 \| 0.9071 \| 0.7238 \| 0.8775 \| 0.0003 \| 0.9271 \| 0.7154 \| 0.5073 \| 0.8065 \| 0.5525 \| 0.5943 \| 0.0003 \| 0.7338 \| 0.6352 \| 0.5008 \| \| 0.4515 \| 2.11 \| 780 \| 0.6132 \| 0.5336 \| 0.6761 \| 0.8040 \| 0.9321 \| 0.8235 \| 0.7424 \| 0.0024 \| 0.8579 \| 0.9264 \| 0.4481 \| 0.8100 \| 0.5738 \| 0.6352 \| 0.0024 \| 0.7222 \| 0.5543 \| 0.4370 \| \| 0.5024 \| 2.16 \| 800 \| 0.5489 \| 0.5850 \| 0.6942 \| 0.8366 \| 0.9482 \| 0.6629 \| 0.8108 \| 0.0243 \| 0.8626 \| 0.8734 \| 0.6769 \| 0.8162 \| 0.5509 \| 0.6876 \| 0.0243 \| 0.7615 \| 0.6729 \| 0.5819 \| \| 1.6373 \| 2.22 \| 820 \| 0.5656 \| 0.5826 \| 0.6976 \| 0.8340 \| 0.9300 \| 0.7296 \| 0.8727 \| 0.0192 \| 0.8916 \| 0.8391 \| 0.6010 \| 0.8099 \| 0.5747 \| 0.6903 \| 0.0192 \| 0.7676 \| 0.6776 \| 0.5386 \| \| 0.281 \| 2.27 \| 840 \| 0.5156 \| 0.6001 \| 0.7189 \| 0.8436 \| 0.9102 \| 0.7545 \| 0.8683 \| 0.0227 \| 0.8791 \| 0.8366 \| 0.7610 \| 0.8331 \| 0.5925 \| 0.6534 \| 0.0226 \| 0.7548 \| 0.6809 \| 0.6633 \| \| 0.579 \| 2.32 \| 860 \| 0.5796 \| 0.5517 \| 0.6869 \| 0.8157 \| 0.9329 \| 0.7382 \| 0.8211 \| 0.0321 \| 0.8545 \| 0.9163 \| 0.5132 \| 0.8326 \| 0.5684 \| 0.6283 \| 0.0319 \| 0.7276 \| 0.5904 \| 0.4827 \| \| 0.2339 \| 2.38 \| 880 \| 0.5204 \| 0.5813 \| 0.7008 \| 0.8328 \| 0.9224 \| 0.8078 \| 0.8093 \| 0.0844 \| 0.9376 \| 0.8072 \| 0.5366 \| 0.8388 \| 0.5544 \| 0.6906 \| 0.0840 \| 0.7456 \| 0.6362 \| 0.5193 \| \| 0.7328 \| 2.43 \| 900 \| 0.5233 \| 0.6044 \| 0.7107 \| 0.8414 \| 0.9138 \| 0.7215 \| 0.8202 \| 0.0809 \| 0.9137 \| 0.8555 \| 0.6694 \| 0.8436 \| 0.5932 \| 0.6987 \| 0.0803 \| 0.7384 \| 0.6870 \| 0.5898 \| \| 0.9982 \| 2.49 \| 920 \| 0.5630 \| 0.5893 \| 0.7151 \| 0.8309 \| 0.9000 \| 0.7179 \| 0.8320 \| 0.0853 \| 0.8590 \| 0.8913 \| 0.7203 \| 0.8372 \| 0.5638 \| 0.6829 \| 0.0850 \| 0.7223 \| 0.6385 \| 0.5955 \| \| 0.3926 \| 2.54 \| 940 \| 0.5589 \| 0.5858 \| 0.6842 \| 0.8358 \| 0.9225 \| 0.6172 \| 0.8171 \| 0.0327 \| 0.9131 \| 0.8245 \| 0.6622 \| 0.8345 \| 0.5369 \| 0.6959 \| 0.0325 \| 0.7336 \| 0.6944 \| 0.5729 \| \| 0.5018 \| 2.59 \| 960 \| 0.5172 \| 0.6177 \| 0.7248 \| 0.8581 \| 0.9236 \| 0.6985 \| 0.8513 \| 0.0383 \| 0.8975 \| 0.8602 \| 0.8042 \| 0.8494 \| 0.5810 \| 0.6725 \| 0.0380 \| 0.7836 \| 0.7077 \| 0.6915 \| \| 0.2735 \| 2.65 \| 980 \| 0.5515 \| 0.5864 \| 0.6963 \| 0.8387 \| 0.9344 \| 0.7383 \| 0.8665 \| 0.0379 \| 0.9330 \| 0.8329 \| 0.5309 \| 0.8461 \| 0.5993 \| 0.7137 \| 0.0375 \| 0.7541 \| 0.6296 \| 0.5248 \| \| 0.3839 \| 2.7 \| 1000 \| 0.5652 \| 0.5803 \| 0.7092 \| 0.8326 \| 0.9161 \| 0.7864 \| 0.8964 \| 0.0354 \| 0.8980 \| 0.8822 \| 0.5497 \| 0.8380 \| 0.6092 \| 0.6727 \| 0.0352 \| 0.7549 \| 0.6311 \| 0.5212 \| \| 0.3531 \| 2.76 \| 1020 \| 0.5669 \| 0.5816 \| 0.6981 \| 0.8334 \| 0.9352 \| 0.7396 \| 0.8690 \| 0.0381 \| 0.8979 \| 0.8546 \| 0.5521 \| 0.8383 \| 0.6134 \| 0.6611 \| 0.0379 \| 0.7476 \| 0.6373 \| 0.5354 \| \| 0.2312 \| 2.81 \| 1040 \| 0.5318 \| 0.6043 \| 0.7191 \| 0.8460 \| 0.9259 \| 0.7778 \| 0.8476 \| 0.0471 \| 0.9046 \| 0.8812 \| 0.6496 \| 0.8397 \| 0.5853 \| 0.6739 \| 0.0466 \| 0.7573 \| 0.7163 \| 0.6112 \| \| 0.5955 \| 2.86 \| 1060 \| 0.5730 \| 0.5972 \| 0.7101 \| 0.8395 \| 0.9149 \| 0.8154 \| 0.8389 \| 0.0332 \| 0.9251 \| 0.8266 \| 0.6164 \| 0.8400 \| 0.6176 \| 0.6864 \| 0.0330 \| 0.7414 \| 0.6908 \| 0.5712 \| \| 0.4457 \| 2.92 \| 1080 \| 0.4992 \| 0.6089 \| 0.7267 \| 0.8455 \| 0.9262 \| 0.8220 \| 0.8642 \| 0.0595 \| 0.8999 \| 0.8946 \| 0.6206 \| 0.8421 \| 0.6105 \| 0.6996 \| 0.0571 \| 0.7504 \| 0.7132 \| 0.5892 \| \| 0.2825 \| 2.97 \| 1100 \| 0.5145 \| 0.6007 \| 0.7105 \| 0.8398 \| 0.9360 \| 0.7366 \| 0.8729 \| 0.0694 \| 0.8921 \| 0.8717 \| 0.5949 \| 0.8487 \| 0.6017 \| 0.7048 \| 0.0661 \| 0.7303 \| 0.6948 \| 0.5583 \| \| 0.3274 \| 3.03 \| 1120 \| 0.5493 \| 0.6054 \| 0.7231 \| 0.8404 \| 0.9359 \| 0.7684 \| 0.8952 \| 0.1101 \| 0.8797 \| 0.8864 \| 0.5857 \| 0.8487 \| 0.6156 \| 0.6978 \| 0.1036 \| 0.7379 \| 0.6797 \| 0.5544 \| \| 0.8034 \| 3.08 \| 1140 \| 0.5433 \| 0.6114 \| 0.7238 \| 0.8446 \| 0.9268 \| 0.7549 \| 0.8444 \| 0.0928 \| 0.8886 \| 0.8996 \| 0.6598 \| 0.8461 \| 0.6118 \| 0.7035 \| 0.0899 \| 0.7415 \| 0.6758 \| 0.6111 \| \| 0.5863 \| 3.14 \| 1160 \| 0.5395 \| 0.6096 \| 0.7286 \| 0.8430 \| 0.9193 \| 0.8539 \| 0.8307 \| 0.0950 \| 0.9129 \| 0.8827 \| 0.6058 \| 0.8445 \| 0.6220 \| 0.7115 \| 0.0936 \| 0.7445 \| 0.6776 \| 0.5734 \| \| 0.2249 \| 3.19 \| 1180 \| 0.5066 \| 0.6122 \| 0.7183 \| 0.8485 \| 0.9421 \| 0.7691 \| 0.8629 \| 0.0716 \| 0.9124 \| 0.8727 \| 0.5972 \| 0.8503 \| 0.6324 \| 0.7082 \| 0.0700 \| 0.7552 \| 0.6834 \| 0.5855 \| \| 0.2115 \| 3.24 \| 1200 \| 0.5109 \| 0.6203 \| 0.7304 \| 0.8464 \| 0.9371 \| 0.8116 \| 0.8596 \| 0.1329 \| 0.9039 \| 0.8805 \| 0.5874 \| 0.8511 \| 0.6471 \| 0.7280 \| 0.1271 \| 0.7420 \| 0.6726 \| 0.5740 \| \| 0.3939 \| 3.3 \| 1220 \| 0.5001 \| 0.6297 \| 0.7418 \| 0.8542 \| 0.9117 \| 0.7707 \| 0.8710 \| 0.1207 \| 0.8892 \| 0.8420 \| 0.7873 \| 0.8468 \| 0.6324 \| 0.7056 \| 0.1168 \| 0.7677 \| 0.6723 \| 0.6662 \| \| 0.3146 \| 3.35 \| 1240 \| 0.4795 \| 0.6310 \| 0.7451 \| 0.8530 \| 0.9185 \| 0.8271 \| 0.8393 \| 0.1369 \| 0.8968 \| 0.8735 \| 0.7238 \| 0.8391 \| 0.6344 \| 0.7031 \| 0.1302 \| 0.7666 \| 0.6911 \| 0.6527 \| \| 1.0368 \| 3.41 \| 1260 \| 0.4918 \| 0.6261 \| 0.7292 \| 0.8565 \| 0.9118 \| 0.6879 \| 0.8536 \| 0.1286 \| 0.9225 \| 0.8397 \| 0.7607 \| 0.8381 \| 0.5896 \| 0.6575 \| 0.1200 \| 0.7852 \| 0.6613 \| 0.7312 \| \| 0.5795 \| 3.46 \| 1280 \| 0.6112 \| 0.6323 \| 0.7602 \| 0.8406 \| 0.8351 \| 0.7382 \| 0.9195 \| 0.2488 \| 0.8829 \| 0.8442 \| 0.8526 \| 0.7706 \| 0.6128 \| 0.6311 \| 0.2293 \| 0.7889 \| 0.6936 \| 0.6997 \| \| 0.3686 \| 3.51 \| 1300 \| 0.4967 \| 0.6613 \| 0.7782 \| 0.8612 \| 0.8786 \| 0.8180 \| 0.8636 \| 0.2660 \| 0.9012 \| 0.8664 \| 0.8536 \| 0.8298 \| 0.6318 \| 0.7420 \| 0.2460 \| 0.7798 \| 0.6828 \| 0.7166 \| \| 0.2349 \| 3.57 \| 1320 \| 0.4953 \| 0.6342 \| 0.7357 \| 0.8544 \| 0.9391 \| 0.7633 \| 0.8615 \| 0.1727 \| 0.9151 \| 0.8668 \| 0.6312 \| 0.8478 \| 0.6300 \| 0.7239 \| 0.1561 \| 0.7633 \| 0.7080 \| 0.6104 \| \| 0.4217 \| 3.62 \| 1340 \| 0.4766 \| 0.6516 \| 0.7475 \| 0.8632 \| 0.9384 \| 0.7338 \| 0.8651 \| 0.2318 \| 0.9191 \| 0.8396 \| 0.7048 \| 0.8575 \| 0.6185 \| 0.7234 \| 0.2089 \| 0.7709 \| 0.7040 \| 0.6780 \| \| 0.2898 \| 3.68 \| 1360 \| 0.4637 \| 0.6722 \| 0.7814 \| 0.8661 \| 0.9278 \| 0.8127 \| 0.8470 \| 0.3403 \| 0.8946 \| 0.9104 \| 0.7372 \| 0.8580 \| 0.6420 \| 0.7329 \| 0.3011 \| 0.7670 \| 0.6921 \| 0.7123 \| \| 0.5545 \| 3.73 \| 1380 \| 0.4646 \| 0.6755 \| 0.7825 \| 0.8681 \| 0.9449 \| 0.8086 \| 0.8611 \| 0.3592 \| 0.8876 \| 0.9017 \| 0.7146 \| 0.8599 \| 0.6513 \| 0.7467 \| 0.3089 \| 0.7765 \| 0.7021 \| 0.6829 \| \| 0.31 \| 3.78 \| 1400 \| 0.4794 \| 0.6748 \| 0.7882 \| 0.8650 \| 0.9185 \| 0.7609 \| 0.8412 \| 0.4449 \| 0.8881 \| 0.8753 \| 0.7886 \| 0.8540 \| 0.6263 \| 0.7287 \| 0.3347 \| 0.7736 \| 0.7031 \| 0.7030 \| \| 0.2665 \| 3.84 \| 1420 \| 0.5223 \| 0.6480 \| 0.7634 \| 0.8498 \| 0.9196 \| 0.7413 \| 0.8567 \| 0.3999 \| 0.8926 \| 0.8812 \| 0.6523 \| 0.8493 \| 0.6271 \| 0.7190 \| 0.3217 \| 0.7562 \| 0.6703 \| 0.5921 \| \| 0.5818 \| 3.89 \| 1440 \| 0.5043 \| 0.6629 \| 0.7642 \| 0.8661 \| 0.9377 \| 0.8163 \| 0.8686 \| 0.2610 \| 0.9064 \| 0.8081 \| 0.7512 \| 0.8516 \| 0.6515 \| 0.7271 \| 0.2454 \| 0.7841 \| 0.6935 \| 0.6869 \| \| 1.2037 \| 3.95 \| 1460 \| 0.5396 \| 0.6400 \| 0.7395 \| 0.8563 \| 0.9248 \| 0.6675 \| 0.8409 \| 0.2370 \| 0.9066 \| 0.8677 \| 0.7322 \| 0.8536 \| 0.5725 \| 0.7438 \| 0.2230 \| 0.7626 \| 0.6881 \| 0.6363 \| \| 0.317 \| 4.0 \| 1480 \| 0.5300 \| 0.6343 \| 0.7373 \| 0.8508 \| 0.9009 \| 0.6888 \| 0.8873 \| 0.2465 \| 0.9246 \| 0.7886 \| 0.7244 \| 0.8342 \| 0.5893 \| 0.7064 \| 0.2198 \| 0.7699 \| 0.6932 \| 0.6275 \| \| 0.2423 \| 4.05 \| 1500 \| 0.4636 \| 0.6769 \| 0.7843 \| 0.8695 \| 0.9377 \| 0.8186 \| 0.8722 \| 0.3433 \| 0.8857 \| 0.8647 \| 0.7680 \| 0.8525 \| 0.6555 \| 0.7449 \| 0.2920 \| 0.7846 \| 0.6902 \| 0.7185 \| \| 0.2467 \| 4.11 \| 1520 \| 0.5415 \| 0.6571 \| 0.7648 \| 0.8559 \| 0.9488 \| 0.7661 \| 0.8346 \| 0.4329 \| 0.9052 \| 0.8605 \| 0.6053 \| 0.8432 \| 0.6481 \| 0.7337 \| 0.3121 \| 0.7753 \| 0.6935 \| 0.5938 \| \| 0.4379 \| 4.16 \| 1540 \| 0.4933 \| 0.6634 \| 0.7775 \| 0.8623 \| 0.9158 \| 0.6951 \| 0.8217 \| 0.4249 \| 0.8799 \| 0.8754 \| 0.8299 \| 0.8526 \| 0.5809 \| 0.7307 \| 0.3199 \| 0.7743 \| 0.6682 \| 0.7170 \| \| 0.3536 \| 4.22 \| 1560 \| 0.4949 \| 0.6745 \| 0.7931 \| 0.8676 \| 0.9322 \| 0.8047 \| 0.8617 \| 0.3888 \| 0.8572 \| 0.8813 \| 0.8260 \| 0.8556 \| 0.6337 \| 0.7269 \| 0.3072 \| 0.7806 \| 0.6859 \| 0.7315 \| \| 0.6592 \| 4.27 \| 1580 \| 0.4814 \| 0.6780 \| 0.7867 \| 0.8706 \| 0.9250 \| 0.7844 \| 0.8565 \| 0.3672 \| 0.8897 \| 0.8674 \| 0.8165 \| 0.8577 \| 0.6410 \| 0.7296 \| 0.3088 \| 0.7861 \| 0.6844 \| 0.7382 \| \| 0.1168 \| 4.32 \| 1600 \| 0.4972 \| 0.6820 \| 0.7779 \| 0.8739 \| 0.9281 \| 0.7759 \| 0.8545 \| 0.3401 \| 0.9138 \| 0.8035 \| 0.8295 \| 0.8549 \| 0.6408 \| 0.7396 \| 0.3046 \| 0.7934 \| 0.7084 \| 0.7320 \| \| 0.5383 \| 4.38 \| 1620 \| 0.5760 \| 0.6567 \| 0.7759 \| 0.8517 \| 0.9037 \| 0.7389 \| 0.8502 \| 0.4652 \| 0.8966 \| 0.8831 \| 0.6934 \| 0.8432 \| 0.6143 \| 0.7389 \| 0.3270 \| 0.7522 \| 0.6894 \| 0.6318 \| \| 0.3261 \| 4.43 \| 1640 \| 0.4663 \| 0.6973 \| 0.8008 \| 0.8775 \| 0.9392 \| 0.7674 \| 0.8570 \| 0.4915 \| 0.8951 \| 0.8439 \| 0.8115 \| 0.8614 \| 0.6479 \| 0.7551 \| 0.3742 \| 0.7961 \| 0.6990 \| 0.7474 \| \| 0.2648 \| 4.49 \| 1660 \| 0.4805 \| 0.6741 \| 0.7917 \| 0.8662 \| 0.9199 \| 0.8188 \| 0.8600 \| 0.4445 \| 0.9023 \| 0.8431 \| 0.7536 \| 0.8604 \| 0.6421 \| 0.7428 \| 0.3165 \| 0.7821 \| 0.6823 \| 0.6924 \| \| 0.1427 \| 4.54 \| 1680 \| 0.5141 \| 0.6563 \| 0.7721 \| 0.8577 \| 0.9476 \| 0.7653 \| 0.8602 \| 0.4278 \| 0.8899 \| 0.8945 \| 0.6194 \| 0.8543 \| 0.6368 \| 0.7375 \| 0.3273 \| 0.7831 \| 0.6539 \| 0.6008 \| \| 0.1841 \| 4.59 \| 1700 \| 0.4819 \| 0.6703 \| 0.7890 \| 0.8629 \| 0.9453 \| 0.7390 \| 0.8606 \| 0.5217 \| 0.8662 \| 0.8509 \| 0.7390 \| 0.8563 \| 0.6235 \| 0.7461 \| 0.2843 \| 0.7751 \| 0.7058 \| 0.7009 \| \| 0.2197 \| 4.65 \| 1720 \| 0.4670 \| 0.6841 \| 0.7855 \| 0.8723 \| 0.9391 \| 0.7990 \| 0.8506 \| 0.4233 \| 0.9181 \| 0.8333 \| 0.7349 \| 0.8618 \| 0.6491 \| 0.7432 \| 0.3381 \| 0.7882 \| 0.7047 \| 0.7035 \| \| 0.3657 \| 4.7 \| 1740 \| 0.4965 \| 0.6677 \| 0.7736 \| 0.8663 \| 0.9329 \| 0.7896 \| 0.8883 \| 0.3171 \| 0.8923 \| 0.8300 \| 0.7653 \| 0.8587 \| 0.6569 \| 0.7141 \| 0.2648 \| 0.7806 \| 0.7081 \| 0.6907 \| \| 0.2839 \| 4.76 \| 1760 \| 0.5082 \| 0.6600 \| 0.7796 \| 0.8537 \| 0.9354 \| 0.8088 \| 0.8800 \| 0.4487 \| 0.8839 \| 0.8953 \| 0.6054 \| 0.8483 \| 0.6592 \| 0.7410 \| 0.3760 \| 0.7684 \| 0.6376 \| 0.5897 \| \| 0.5087 \| 4.81 \| 1780 \| 0.4551 \| 0.6947 \| 0.8116 \| 0.8746 \| 0.9369 \| 0.7739 \| 0.8744 \| 0.5254 \| 0.8626 \| 0.8863 \| 0.8220 \| 0.8595 \| 0.6513 \| 0.7324 \| 0.3658 \| 0.7883 \| 0.6789 \| 0.7869 \| \| 0.3757 \| 4.86 \| 1800 \| 0.4415 \| 0.6921 \| 0.7932 \| 0.8753 \| 0.9337 \| 0.8234 \| 0.8570 \| 0.4325 \| 0.9221 \| 0.8316 \| 0.7524 \| 0.8551 \| 0.6557 \| 0.7466 \| 0.3492 \| 0.7967 \| 0.7233 \| 0.7182 \| \| 0.4985 \| 4.92 \| 1820 \| 0.4335 \| 0.6991 \| 0.8034 \| 0.8790 \| 0.9233 \| 0.8422 \| 0.8633 \| 0.4008 \| 0.9103 \| 0.8772 \| 0.8069 \| 0.8529 \| 0.6560 \| 0.7576 \| 0.3556 \| 0.8018 \| 0.7081 \| 0.7615 \| \| 0.3946 \| 4.97 \| 1840 \| 0.4248 \| 0.7033 \| 0.8104 \| 0.8801 \| 0.9262 \| 0.8356 \| 0.8432 \| 0.4626 \| 0.9059 \| 0.8822 \| 0.8168 \| 0.8575 \| 0.6567 \| 0.7521 \| 0.3797 \| 0.8042 \| 0.7187 \| 0.7541 \| \| 0.1543 \| 5.03 \| 1860 \| 0.4983 \| 0.6654 \| 0.7719 \| 0.8651 \| 0.9455 \| 0.7695 \| 0.8847 \| 0.3822 \| 0.9096 \| 0.8585 \| 0.6536 \| 0.8525 \| 0.6534 \| 0.7317 \| 0.2814 \| 0.7991 \| 0.7079 \| 0.6315 \| \| 0.3259 \| 5.08 \| 1880 \| 0.4685 \| 0.6825 \| 0.7957 \| 0.8669 \| 0.9465 \| 0.7994 \| 0.8415 \| 0.5036 \| 0.8811 \| 0.8888 \| 0.7091 \| 0.8534 \| 0.6490 \| 0.7638 \| 0.3841 \| 0.7871 \| 0.6831 \| 0.6568 \| \| 0.2935 \| 5.14 \| 1900 \| 0.4701 \| 0.6867 \| 0.7948 \| 0.8708 \| 0.9327 \| 0.8312 \| 0.8561 \| 0.4515 \| 0.9053 \| 0.8376 \| 0.7495 \| 0.8512 \| 0.6527 \| 0.7666 \| 0.3557 \| 0.7929 \| 0.6987 \| 0.6889 \| \| 0.2034 \| 5.19 \| 1920 \| 0.4550 \| 0.7051 \| 0.8169 \| 0.8801 \| 0.9276 \| 0.8185 \| 0.8720 \| 0.5048 \| 0.8895 \| 0.8739 \| 0.8320 \| 0.8621 \| 0.6570 \| 0.7717 \| 0.3746 \| 0.7978 \| 0.7094 \| 0.7630 \| \| 0.4657 \| 5.24 \| 1940 \| 0.5338 \| 0.7000 \| 0.8168 \| 0.8738 \| 0.9080 \| 0.8181 \| 0.8832 \| 0.4949 \| 0.8719 \| 0.8608 \| 0.8806 \| 0.8537 \| 0.6541 \| 0.7400 \| 0.4127 \| 0.7836 \| 0.7099 \| 0.7462 \| \| 0.1772 \| 5.3 \| 1960 \| 0.4634 \| 0.6831 \| 0.7860 \| 0.8715 \| 0.9208 \| 0.7300 \| 0.8915 \| 0.4096 \| 0.9065 \| 0.8675 \| 0.7758 \| 0.8557 \| 0.6223 \| 0.7291 \| 0.3492 \| 0.7842 \| 0.7078 \| 0.7337 \| \| 0.2717 \| 5.35 \| 1980 \| 0.4557 \| 0.6976 \| 0.7962 \| 0.8799 \| 0.9285 \| 0.8214 \| 0.8495 \| 0.4140 \| 0.9293 \| 0.8366 \| 0.7942 \| 0.8591 \| 0.6529 \| 0.7577 \| 0.3605 \| 0.8069 \| 0.6974 \| 0.7490 \| \| 0.2144 \| 5.41 \| 2000 \| 0.4535 \| 0.6935 \| 0.7926 \| 0.8789 \| 0.9360 \| 0.8037 \| 0.8675 \| 0.3906 \| 0.9112 \| 0.8323 \| 0.8070 \| 0.8659 \| 0.6591 \| 0.7570 \| 0.3530 \| 0.8043 \| 0.6809 \| 0.7344 \| \| 0.5953 \| 5.46 \| 2020 \| 0.4030 \| 0.6948 \| 0.7992 \| 0.8787 \| 0.9225 \| 0.7925 \| 0.8888 \| 0.4236 \| 0.9128 \| 0.8392 \| 0.8153 \| 0.8673 \| 0.6526 \| 0.7638 \| 0.3220 \| 0.7958 \| 0.7158 \| 0.7464 \| \| 0.1702 \| 5.51 \| 2040 \| 0.4188 \| 0.6918 \| 0.8004 \| 0.8737 \| 0.9093 \| 0.8090 \| 0.8767 \| 0.4469 \| 0.9199 \| 0.8595 \| 0.7816 \| 0.8508 \| 0.6627 \| 0.7596 \| 0.3438 \| 0.8016 \| 0.7211 \| 0.7027 \| \| 0.2988 \| 5.57 \| 2060 \| 0.5301 \| 0.6836 \| 0.7995 \| 0.8633 \| 0.8811 \| 0.7637 \| 0.8819 \| 0.4693 \| 0.8899 \| 0.8596 \| 0.8512 \| 0.8094 \| 0.6496 \| 0.7485 \| 0.3617 \| 0.8092 \| 0.7299 \| 0.6772 \| \| 0.2987 \| 5.62 \| 2080 \| 0.5280 \| 0.6882 \| 0.8027 \| 0.8667 \| 0.8863 \| 0.7609 \| 0.8462 \| 0.5201 \| 0.9077 \| 0.8618 \| 0.8360 \| 0.8202 \| 0.6382 \| 0.7361 \| 0.3991 \| 0.8130 \| 0.7273 \| 0.6835 \| \| 0.1692 \| 5.68 \| 2100 \| 0.5307 \| 0.6851 \| 0.7984 \| 0.8670 \| 0.8890 \| 0.8436 \| 0.8368 \| 0.4040 \| 0.9087 \| 0.8793 \| 0.8274 \| 0.8159 \| 0.6591 \| 0.7381 \| 0.3551 \| 0.8176 \| 0.7318 \| 0.6780 \| \| 0.1263 \| 5.73 \| 2120 \| 0.5442 \| 0.6841 \| 0.8038 \| 0.8647 \| 0.8565 \| 0.8307 \| 0.8781 \| 0.4069 \| 0.9090 \| 0.8600 \| 0.8851 \| 0.8045 \| 0.6518 \| 0.7452 \| 0.3355 \| 0.8125 \| 0.7468 \| 0.6922 \| \| 0.5408 \| 5.78 \| 2140 \| 0.4202 \| 0.7017 \| 0.8039 \| 0.8818 \| 0.9431 \| 0.8012 \| 0.8548 \| 0.4229 \| 0.8897 \| 0.8906 \| 0.8247 \| 0.8623 \| 0.6651 \| 0.7599 \| 0.3469 \| 0.8051 \| 0.6877 \| 0.7845 \| \| 0.1841 \| 5.84 \| 2160 \| 0.4853 \| 0.6824 \| 0.7780 \| 0.8735 \| 0.9525 \| 0.7711 \| 0.8728 \| 0.3869 \| 0.9176 \| 0.8479 \| 0.6972 \| 0.8512 \| 0.6538 \| 0.7573 \| 0.3085 \| 0.8079 \| 0.7262 \| 0.6717 \| \| 0.1868 \| 5.89 \| 2180 \| 0.5027 \| 0.6762 \| 0.7934 \| 0.8686 \| 0.9317 \| 0.8252 \| 0.8990 \| 0.4336 \| 0.9004 \| 0.8540 \| 0.7094 \| 0.8648 \| 0.6659 \| 0.7207 \| 0.3175 \| 0.7932 \| 0.6882 \| 0.6827 \| \| 0.3223 \| 5.95 \| 2200 \| 0.4496 \| 0.7057 \| 0.8101 \| 0.8814 \| 0.9262 \| 0.7889 \| 0.8571 \| 0.4803 \| 0.9010 \| 0.8744 \| 0.8427 \| 0.8649 \| 0.6600 \| 0.7623 \| 0.3747 \| 0.7966 \| 0.6841 \| 0.7972 \| \| 0.1825 \| 6.0 \| 2220 \| 0.4498 \| 0.6969 \| 0.7993 \| 0.8779 \| 0.9383 \| 0.8241 \| 0.8505 \| 0.4503 \| 0.9135 \| 0.8471 \| 0.7711 \| 0.8625 \| 0.6702 \| 0.7520 \| 0.3455 \| 0.7973 \| 0.7126 \| 0.7380 \| \| 0.2738 \| 6.05 \| 2240 \| 0.4840 \| 0.6939 \| 0.7944 \| 0.8776 \| 0.9366 \| 0.8067 \| 0.8489 \| 0.4348 \| 0.9244 \| 0.8633 \| 0.7459 \| 0.8695 \| 0.6675 \| 0.7544 \| 0.3469 \| 0.7966 \| 0.7043 \| 0.7182 \| \| 0.2593 \| 6.11 \| 2260 \| 0.5049 \| 0.6699 \| 0.7827 \| 0.8660 \| 0.9539 \| 0.8025 \| 0.8898 \| 0.4326 \| 0.8854 \| 0.8144 \| 0.7004 \| 0.8615 \| 0.6719 \| 0.7159 \| 0.2738 \| 0.7929 \| 0.6975 \| 0.6757 \| \| 0.2305 \| 6.16 \| 2280 \| 0.4865 \| 0.6783 \| 0.7893 \| 0.8698 \| 0.9378 \| 0.8271 \| 0.8663 \| 0.4137 \| 0.9061 \| 0.8663 \| 0.7076 \| 0.8691 \| 0.6749 \| 0.7235 \| 0.3301 \| 0.7894 \| 0.6759 \| 0.6856 \| \| 0.3543 \| 6.22 \| 2300 \| 0.5069 \| 0.6821 \| 0.7860 \| 0.8720 \| 0.9367 \| 0.8107 \| 0.8649 \| 0.4387 \| 0.9259 \| 0.7976 \| 0.7276 \| 0.8603 \| 0.6628 \| 0.7296 \| 0.3114 \| 0.7960 \| 0.7074 \| 0.7072 \| \| 0.2266 \| 6.27 \| 2320 \| 0.4808 \| 0.6838 \| 0.7911 \| 0.8722 \| 0.9515 \| 0.7631 \| 0.8498 \| 0.4984 \| 0.8985 \| 0.8467 \| 0.7296 \| 0.8694 \| 0.6478 \| 0.7449 \| 0.3663 \| 0.7935 \| 0.6558 \| 0.7090 \| \| 0.2134 \| 6.32 \| 2340 \| 0.4706 \| 0.6736 \| 0.7848 \| 0.8685 \| 0.9396 \| 0.7247 \| 0.9010 \| 0.4622 \| 0.8905 \| 0.8326 \| 0.7428 \| 0.8673 \| 0.6160 \| 0.7185 \| 0.3517 \| 0.7866 \| 0.6614 \| 0.7134 \| \| 0.2823 \| 6.38 \| 2360 \| 0.4619 \| 0.6921 \| 0.7957 \| 0.8773 \| 0.9422 \| 0.8285 \| 0.8589 \| 0.4346 \| 0.9187 \| 0.8503 \| 0.7367 \| 0.8714 \| 0.6754 \| 0.7431 \| 0.3636 \| 0.8037 \| 0.6763 \| 0.7115 \| \| 0.2696 \| 6.43 \| 2380 \| 0.4805 \| 0.6892 \| 0.8042 \| 0.8720 \| 0.9538 \| 0.8098 \| 0.8575 \| 0.5327 \| 0.8805 \| 0.8762 \| 0.7191 \| 0.8677 \| 0.6756 \| 0.7480 \| 0.3915 \| 0.7976 \| 0.6524 \| 0.6915 \| \| 0.3536 \| 6.49 \| 2400 \| 0.4269 \| 0.7014 \| 0.8034 \| 0.8808 \| 0.9368 \| 0.8231 \| 0.8803 \| 0.4420 \| 0.9091 \| 0.8352 \| 0.7972 \| 0.8708 \| 0.6696 \| 0.7408 \| 0.3771 \| 0.7981 \| 0.6910 \| 0.7625 \| \| 0.2242 \| 6.54 \| 2420 \| 0.4132 \| 0.6971 \| 0.8080 \| 0.8786 \| 0.9399 \| 0.8311 \| 0.8764 \| 0.4806 \| 0.8960 \| 0.8431 \| 0.7889 \| 0.8710 \| 0.6565 \| 0.7415 \| 0.3596 \| 0.7952 \| 0.6992 \| 0.7563 \| \| 0.2066 \| 6.59 \| 2440 \| 0.4250 \| 0.6984 \| 0.7891 \| 0.8821 \| 0.9443 \| 0.7366 \| 0.8550 \| 0.4531 \| 0.9274 \| 0.8033 \| 0.8036 \| 0.8595 \| 0.6264 \| 0.7442 \| 0.3773 \| 0.8165 \| 0.7104 \| 0.7542 \| \| 0.3392 \| 6.65 \| 2460 \| 0.4451 \| 0.7069 \| 0.8068 \| 0.8826 \| 0.9344 \| 0.7984 \| 0.8709 \| 0.4868 \| 0.9166 \| 0.8370 \| 0.8034 \| 0.8621 \| 0.6675 \| 0.7526 \| 0.3907 \| 0.8134 \| 0.7178 \| 0.7439 \| \| 0.157 \| 6.7 \| 2480 \| 0.4524 \| 0.6997 \| 0.8127 \| 0.8789 \| 0.9376 \| 0.8584 \| 0.8853 \| 0.4565 \| 0.8887 \| 0.8806 \| 0.7816 \| 0.8628 \| 0.6606 \| 0.7511 \| 0.3643 \| 0.7975 \| 0.7006 \| 0.7612 \| \| 0.372 \| 6.76 \| 2500 \| 0.4940 \| 0.6909 \| 0.7882 \| 0.8735 \| 0.9448 \| 0.7823 \| 0.8675 \| 0.4468 \| 0.9153 \| 0.8503 \| 0.7101 \| 0.8591 \| 0.6557 \| 0.7605 \| 0.3728 \| 0.7878 \| 0.7093 \| 0.6912 \| \| 0.3178 \| 6.81 \| 2520 \| 0.4903 \| 0.6930 \| 0.8142 \| 0.8717 \| 0.9423 \| 0.8331 \| 0.8682 \| 0.5512 \| 0.8773 \| 0.9142 \| 0.7134 \| 0.8683 \| 0.6637 \| 0.7577 \| 0.4163 \| 0.7872 \| 0.6649 \| 0.6930 \| \| 0.215 \| 6.86 \| 2540 \| 0.4637 \| 0.6972 \| 0.7998 \| 0.8757 \| 0.9532 \| 0.8119 \| 0.8633 \| 0.4540 \| 0.8857 \| 0.8881 \| 0.7424 \| 0.8646 \| 0.6725 \| 0.7560 \| 0.3920 \| 0.7871 \| 0.6898 \| 0.7182 \| \| 0.3213 \| 6.92 \| 2560 \| 0.4628 \| 0.6959 \| 0.8036 \| 0.8743 \| 0.9387 \| 0.8257 \| 0.8729 \| 0.4564 \| 0.8865 \| 0.8796 \| 0.7655 \| 0.8649 \| 0.6665 \| 0.7610 \| 0.3949 \| 0.7854 \| 0.6949 \| 0.7040 \| \| 0.2527 \| 6.97 \| 2580 \| 0.4482 \| 0.7161 \| 0.8130 \| 0.8883 \| 0.9407 \| 0.7845 \| 0.8738 \| 0.4884 \| 0.9042 \| 0.8376 \| 0.8616 \| 0.8654 \| 0.6612 \| 0.7485 \| 0.3966 \| 0.8198 \| 0.7400 \| 0.7813 \| \| 0.1728 \| 7.03 \| 2600 \| 0.5057 \| 0.6812 \| 0.7963 \| 0.8684 \| 0.9445 \| 0.8226 \| 0.8590 \| 0.4278 \| 0.8697 \| 0.9191 \| 0.7313 \| 0.8649 \| 0.6499 \| 0.7537 \| 0.3764 \| 0.7808 \| 0.6370 \| 0.7060 \| \| 0.2091 \| 7.08 \| 2620 \| 0.4663 \| 0.6976 \| 0.7985 \| 0.8776 \| 0.9460 \| 0.8091 \| 0.8621 \| 0.4714 \| 0.9128 \| 0.8510 \| 0.7370 \| 0.8651 \| 0.6651 \| 0.7630 \| 0.3829 \| 0.7992 \| 0.7020 \| 0.7062 \| \| 0.2555 \| 7.14 \| 2640 \| 0.4451 \| 0.6965 \| 0.8166 \| 0.8746 \| 0.9317 \| 0.8049 \| 0.8471 \| 0.5562 \| 0.8739 \| 0.8891 \| 0.8131 \| 0.8724 \| 0.6473 \| 0.7589 \| 0.3731 \| 0.7762 \| 0.6921 \| 0.7555 \| \| 0.0762 \| 7.19 \| 2660 \| 0.5804 \| 0.6913 \| 0.8124 \| 0.8693 \| 0.8979 \| 0.8372 \| 0.8690 \| 0.4670 \| 0.8733 \| 0.8620 \| 0.8803 \| 0.8319 \| 0.6566 \| 0.7501 \| 0.3740 \| 0.7960 \| 0.6973 \| 0.7335 \| \| 0.2356 \| 7.24 \| 2680 \| 0.5501 \| 0.6870 \| 0.8061 \| 0.8653 \| 0.9067 \| 0.8089 \| 0.8826 \| 0.5069 \| 0.8836 \| 0.8740 \| 0.7798 \| 0.8436 \| 0.6681 \| 0.7500 \| 0.3888 \| 0.7794 \| 0.6888 \| 0.6903 \| \| 0.229 \| 7.3 \| 2700 \| 0.4246 \| 0.7151 \| 0.8166 \| 0.8857 \| 0.9342 \| 0.8390 \| 0.8546 \| 0.4949 \| 0.9131 \| 0.8574 \| 0.8230 \| 0.8709 \| 0.6682 \| 0.7535 \| 0.4107 \| 0.8030 \| 0.7215 \| 0.7781 \| \| 0.287 \| 7.35 \| 2720 \| 0.4747 \| 0.6925 \| 0.7956 \| 0.8747 \| 0.9487 \| 0.7590 \| 0.8601 \| 0.5028 \| 0.9007 \| 0.8641 \| 0.7335 \| 0.8688 \| 0.6575 \| 0.7474 \| 0.3801 \| 0.7887 \| 0.6922 \| 0.7126 \| \| 0.1907 \| 7.41 \| 2740 \| 0.4474 \| 0.7047 \| 0.8106 \| 0.8794 \| 0.9501 \| 0.8078 \| 0.8484 \| 0.5106 \| 0.8832 \| 0.8878 \| 0.7866 \| 0.8644 \| 0.6592 \| 0.7515 \| 0.4136 \| 0.7961 \| 0.6971 \| 0.7511 \| \| 0.1433 \| 7.46 \| 2760 \| 0.4735 \| 0.6826 \| 0.7862 \| 0.8733 \| 0.9403 \| 0.7459 \| 0.8884 \| 0.4500 \| 0.9126 \| 0.8334 \| 0.7329 \| 0.8710 \| 0.6268 \| 0.7086 \| 0.3855 \| 0.7979 \| 0.6869 \| 0.7014 \| \| 0.2798 \| 7.51 \| 2780 \| 0.4645 \| 0.6950 \| 0.8059 \| 0.8744 \| 0.9293 \| 0.7871 \| 0.8788 \| 0.5225 \| 0.9041 \| 0.8737 \| 0.7459 \| 0.8671 \| 0.6606 \| 0.7271 \| 0.4156 \| 0.7951 \| 0.6873 \| 0.7119 \| \| 0.2179 \| 7.57 \| 2800 \| 0.4856 \| 0.6790 \| 0.8021 \| 0.8667 \| 0.9389 \| 0.7727 \| 0.8977 \| 0.5403 \| 0.8740 \| 0.8819 \| 0.7091 \| 0.8642 \| 0.6515 \| 0.7139 \| 0.3837 \| 0.7894 \| 0.6674 \| 0.6829 \| \| 0.2489 \| 7.62 \| 2820 \| 0.4813 \| 0.6997 \| 0.7979 \| 0.8781 \| 0.9422 \| 0.8197 \| 0.8659 \| 0.4907 \| 0.9300 \| 0.8034 \| 0.7334 \| 0.8636 \| 0.6674 \| 0.7461 \| 0.4032 \| 0.8033 \| 0.7118 \| 0.7026 \| \| 0.2088 \| 7.68 \| 2840 \| 0.4967 \| 0.6967 \| 0.7868 \| 0.8772 \| 0.9448 \| 0.7841 \| 0.8710 \| 0.4438 \| 0.9314 \| 0.7981 \| 0.7347 \| 0.8633 \| 0.6679 \| 0.7616 \| 0.3802 \| 0.7950 \| 0.7054 \| 0.7036 \| \| 1.4943 \| 7.73 \| 2860 \| 0.4650 \| 0.7076 \| 0.8172 \| 0.8822 \| 0.9453 \| 0.8504 \| 0.8745 \| 0.5019 \| 0.8875 \| 0.8525 \| 0.8084 \| 0.8626 \| 0.6716 \| 0.7564 \| 0.3858 \| 0.8073 \| 0.6949 \| 0.7744 \| \| 0.1842 \| 7.78 \| 2880 \| 0.4890 \| 0.6962 \| 0.8026 \| 0.8771 \| 0.9433 \| 0.8371 \| 0.8870 \| 0.4157 \| 0.8845 \| 0.8691 \| 0.7817 \| 0.8619 \| 0.6745 \| 0.7458 \| 0.3593 \| 0.7933 \| 0.6917 \| 0.7467 \| \| 0.1736 \| 7.84 \| 2900 \| 0.5137 \| 0.6846 \| 0.7997 \| 0.8686 \| 0.9294 \| 0.7906 \| 0.8846 \| 0.5005 \| 0.8908 \| 0.8688 \| 0.7333 \| 0.8614 \| 0.6727 \| 0.7363 \| 0.3548 \| 0.7818 \| 0.6848 \| 0.7007 \| \| 0.0741 \| 7.89 \| 2920 \| 0.4894 \| 0.6865 \| 0.8048 \| 0.8674 \| 0.9449 \| 0.7941 \| 0.8550 \| 0.5675 \| 0.8726 \| 0.8752 \| 0.7243 \| 0.8600 \| 0.6575 \| 0.7549 \| 0.3885 \| 0.7768 \| 0.6912 \| 0.6768 \| \| 1.0211 \| 7.95 \| 2940 \| 0.5253 \| 0.6995 \| 0.8028 \| 0.8746 \| 0.9249 \| 0.8094 \| 0.8542 \| 0.5138 \| 0.9180 \| 0.8269 \| 0.7723 \| 0.8553 \| 0.6635 \| 0.7638 \| 0.3970 \| 0.7927 \| 0.7299 \| 0.6947 \| \| 0.1533 \| 8.0 \| 2960 \| 0.5440 \| 0.6866 \| 0.7910 \| 0.8704 \| 0.9378 \| 0.8262 \| 0.8675 \| 0.4365 \| 0.9073 \| 0.8407 \| 0.7210 \| 0.8520 \| 0.6734 \| 0.7407 \| 0.3410 \| 0.7870 \| 0.7222 \| 0.6895 \| \| 0.1831 \| 8.05 \| 2980 \| 0.5731 \| 0.6853 \| 0.7804 \| 0.8715 \| 0.9367 \| 0.8117 \| 0.8719 \| 0.3778 \| 0.9262 \| 0.8276 \| 0.7109 \| 0.8510 \| 0.6730 \| 0.7480 \| 0.3358 \| 0.7907 \| 0.7154 \| 0.6831 \| \| 0.3096 \| 8.11 \| 3000 \| 0.5337 \| 0.6960 \| 0.8019 \| 0.8745 \| 0.9299 \| 0.8336 \| 0.8758 \| 0.4576 \| 0.9075 \| 0.8535 \| 0.7552 \| 0.8623 \| 0.6744 \| 0.7461 \| 0.3805 \| 0.7856 \| 0.7046 \| 0.7188 \| \| 0.3453 \| 8.16 \| 3020 \| 0.5051 \| 0.6937 \| 0.8006 \| 0.8764 \| 0.9358 \| 0.8207 \| 0.8646 \| 0.4590 \| 0.9096 \| 0.8591 \| 0.7555 \| 0.8666 \| 0.6735 \| 0.7450 \| 0.3479 \| 0.7970 \| 0.7071 \| 0.7190 \| \| 0.428 \| 8.22 \| 3040 \| 0.5491 \| 0.6820 \| 0.7859 \| 0.8701 \| 0.9395 \| 0.7986 \| 0.8750 \| 0.4329 \| 0.9168 \| 0.8531 \| 0.6857 \| 0.8624 \| 0.6737 \| 0.7670 \| 0.3504 \| 0.7928 \| 0.6666 \| 0.6612 \| \| 0.1888 \| 8.27 \| 3060 \| 0.4946 \| 0.6962 \| 0.8192 \| 0.8740 \| 0.9356 \| 0.8465 \| 0.8509 \| 0.5832 \| 0.8872 \| 0.8772 \| 0.7539 \| 0.8663 \| 0.6706 \| 0.7675 \| 0.3718 \| 0.7924 \| 0.6868 \| 0.7177 \| \| 0.2311 \| 8.32 \| 3080 \| 0.5046 \| 0.6989 \| 0.7946 \| 0.8786 \| 0.9458 \| 0.8213 \| 0.8475 \| 0.4273 \| 0.9177 \| 0.8529 \| 0.7496 \| 0.8630 \| 0.6715 \| 0.7560 \| 0.3647 \| 0.7967 \| 0.7241 \| 0.7164 \| \| 0.1286 \| 8.38 \| 3100 \| 0.4906 \| 0.7030 \| 0.8158 \| 0.8783 \| 0.9350 \| 0.8164 \| 0.8721 \| 0.5063 \| 0.8831 \| 0.9105 \| 0.7871 \| 0.8723 \| 0.6683 \| 0.7490 \| 0.3971 \| 0.7875 \| 0.6949 \| 0.7517 \| \| 0.1767 \| 8.43 \| 3120 \| 0.4789 \| 0.7067 \| 0.8089 \| 0.8809 \| 0.9405 \| 0.8015 \| 0.8749 \| 0.4939 \| 0.9045 \| 0.8813 \| 0.7658 \| 0.8747 \| 0.6714 \| 0.7694 \| 0.4011 \| 0.7926 \| 0.7091 \| 0.7283 \| \| 0.5431 \| 8.49 \| 3140 \| 0.4786 \| 0.7144 \| 0.8228 \| 0.8871 \| 0.9264 \| 0.8328 \| 0.8910 \| 0.4969 \| 0.9077 \| 0.8680 \| 0.8366 \| 0.8681 \| 0.6637 \| 0.7535 \| 0.3921 \| 0.8163 \| 0.7153 \| 0.7920 \| \| 0.2099 \| 8.54 \| 3160 \| 0.5180 \| 0.6947 \| 0.8019 \| 0.8811 \| 0.9422 \| 0.7051 \| 0.8342 \| 0.5563 \| 0.9031 \| 0.8332 \| 0.8388 \| 0.8704 \| 0.5818 \| 0.7568 \| 0.3983 \| 0.8201 \| 0.7068 \| 0.7289 \| \| 0.1189 \| 8.59 \| 3180 \| 0.5339 \| 0.6887 \| 0.7862 \| 0.8776 \| 0.9371 \| 0.6831 \| 0.8428 \| 0.5067 \| 0.9287 \| 0.8210 \| 0.7839 \| 0.8641 \| 0.5771 \| 0.7609 \| 0.4034 \| 0.8181 \| 0.7125 \| 0.6848 \| \| 0.1711 \| 8.65 \| 3200 \| 0.4568 \| 0.7076 \| 0.8186 \| 0.8815 \| 0.9402 \| 0.8317 \| 0.8801 \| 0.5157 \| 0.8889 \| 0.8824 \| 0.7913 \| 0.8634 \| 0.6597 \| 0.7560 \| 0.4045 \| 0.8055 \| 0.7136 \| 0.7504 \| \| 0.4557 \| 8.7 \| 3220 \| 0.4799 \| 0.7026 \| 0.8016 \| 0.8804 \| 0.9429 \| 0.7953 \| 0.8625 \| 0.5141 \| 0.9288 \| 0.8274 \| 0.7403 \| 0.8661 \| 0.6632 \| 0.7647 \| 0.3778 \| 0.8067 \| 0.7320 \| 0.7080 \| \| 0.0809 \| 8.76 \| 3240 \| 0.4545 \| 0.7083 \| 0.8234 \| 0.8828 \| 0.9278 \| 0.8408 \| 0.8498 \| 0.5388 \| 0.8994 \| 0.8765 \| 0.8307 \| 0.8632 \| 0.6602 \| 0.7456 \| 0.3742 \| 0.8094 \| 0.7143 \| 0.7912 \| \| 0.3028 \| 8.81 \| 3260 \| 0.4539 \| 0.7080 \| 0.8173 \| 0.8816 \| 0.9341 \| 0.8255 \| 0.8772 \| 0.4574 \| 0.8749 \| 0.9142 \| 0.8375 \| 0.8643 \| 0.6664 \| 0.7585 \| 0.3924 \| 0.7956 \| 0.6847 \| 0.7942 \| \| 0.1655 \| 8.86 \| 3280 \| 0.4907 \| 0.6963 \| 0.8062 \| 0.8735 \| 0.9288 \| 0.8218 \| 0.8937 \| 0.4723 \| 0.8922 \| 0.8776 \| 0.7567 \| 0.8547 \| 0.6615 \| 0.7491 \| 0.3940 \| 0.7861 \| 0.7087 \| 0.7202 \| \| 0.1474 \| 8.92 \| 3300 \| 0.4925 \| 0.6946 \| 0.7979 \| 0.8742 \| 0.9385 \| 0.7808 \| 0.8937 \| 0.4789 \| 0.8996 \| 0.8447 \| 0.7491 \| 0.8613 \| 0.6665 \| 0.7515 \| 0.3747 \| 0.7863 \| 0.7087 \| 0.7131 \| \| 0.2676 \| 8.97 \| 3320 \| 0.4975 \| 0.6919 \| 0.7928 \| 0.8743 \| 0.9380 \| 0.7615 \| 0.8646 \| 0.4503 \| 0.9011 \| 0.8725 \| 0.7616 \| 0.8644 \| 0.6462 \| 0.7436 \| 0.3796 \| 0.7843 \| 0.7028 \| 0.7222 \| \| 0.2192 \| 9.03 \| 3340 \| 0.4962 \| 0.6924 \| 0.8058 \| 0.8731 \| 0.9363 \| 0.8380 \| 0.8852 \| 0.4848 \| 0.8976 \| 0.8827 \| 0.7157 \| 0.8631 \| 0.6732 \| 0.7456 \| 0.3940 \| 0.7961 \| 0.6920 \| 0.6828 \| \| 0.129 \| 9.08 \| 3360 \| 0.5087 \| 0.6918 \| 0.8104 \| 0.8718 \| 0.9374 \| 0.8291 \| 0.8529 \| 0.5362 \| 0.8866 \| 0.9010 \| 0.7299 \| 0.8701 \| 0.6697 \| 0.7518 \| 0.4011 \| 0.7874 \| 0.6680 \| 0.6942 \| \| 0.3131 \| 9.14 \| 3380 \| 0.5127 \| 0.6957 \| 0.8021 \| 0.8755 \| 0.9415 \| 0.8215 \| 0.8676 \| 0.4862 \| 0.9016 \| 0.8421 \| 0.7542 \| 0.8712 \| 0.6718 \| 0.7484 \| 0.3893 \| 0.7890 \| 0.6962 \| 0.7042 \| \| 0.1653 \| 9.19 \| 3400 \| 0.5100 \| 0.6953 \| 0.8066 \| 0.8742 \| 0.9307 \| 0.8402 \| 0.8666 \| 0.4884 \| 0.9027 \| 0.8658 \| 0.7519 \| 0.8632 \| 0.6682 \| 0.7573 \| 0.3721 \| 0.7861 \| 0.7025 \| 0.7180 \| \| 0.1177 \| 9.24 \| 3420 \| 0.5000 \| 0.6961 \| 0.8144 \| 0.8721 \| 0.9385 \| 0.8095 \| 0.8727 \| 0.5329 \| 0.8629 \| 0.9219 \| 0.7625 \| 0.8683 \| 0.6730 \| 0.7652 \| 0.4048 \| 0.7772 \| 0.6588 \| 0.7252 \| \| 0.2833 \| 9.3 \| 3440 \| 0.5003 \| 0.6958 \| 0.7989 \| 0.8763 \| 0.9486 \| 0.7977 \| 0.8871 \| 0.4846 \| 0.9005 \| 0.8292 \| 0.7448 \| 0.8662 \| 0.6713 \| 0.7553 \| 0.3793 \| 0.7951 \| 0.6911 \| 0.7122 \| \| 0.1196 \| 9.35 \| 3460 \| 0.4964 \| 0.7008 \| 0.8040 \| 0.8783 \| 0.9370 \| 0.8310 \| 0.8412 \| 0.4814 \| 0.9168 \| 0.8609 \| 0.7596 \| 0.8665 \| 0.6737 \| 0.7514 \| 0.3896 \| 0.7974 \| 0.7002 \| 0.7270 \| \| 0.1224 \| 9.41 \| 3480 \| 0.4281 \| 0.7204 \| 0.8176 \| 0.8908 \| 0.9484 \| 0.7883 \| 0.8413 \| 0.5106 \| 0.9017 \| 0.8722 \| 0.8605 \| 0.8751 \| 0.6751 \| 0.7600 \| 0.3813 \| 0.8148 \| 0.7261 \| 0.8109 \| \| 0.1925 \| 9.46 \| 3500 \| 0.4850 \| 0.7002 \| 0.8030 \| 0.8784 \| 0.9448 \| 0.7955 \| 0.8373 \| 0.4988 \| 0.9062 \| 0.8798 \| 0.7583 \| 0.8721 \| 0.6740 \| 0.7508 \| 0.3798 \| 0.7936 \| 0.7082 \| 0.7229 \| \| 0.142 \| 9.51 \| 3520 \| 0.5039 \| 0.6978 \| 0.8018 \| 0.8774 \| 0.9440 \| 0.7854 \| 0.8683 \| 0.4771 \| 0.8981 \| 0.8884 \| 0.7512 \| 0.8694 \| 0.6588 \| 0.7567 \| 0.3832 \| 0.7916 \| 0.7074 \| 0.7178 \| \| 0.5374 \| 9.57 \| 3540 \| 0.5199 \| 0.6821 \| 0.7807 \| 0.8729 \| 0.9427 \| 0.8054 \| 0.8801 \| 0.3721 \| 0.9214 \| 0.8339 \| 0.7094 \| 0.8598 \| 0.6709 \| 0.7452 \| 0.3113 \| 0.7986 \| 0.7131 \| 0.6757 \| \| 0.2482 \| 9.62 \| 3560 \| 0.4652 \| 0.7054 \| 0.8188 \| 0.8799 \| 0.9334 \| 0.8055 \| 0.8482 \| 0.5406 \| 0.8845 \| 0.8975 \| 0.8222 \| 0.8757 \| 0.6677 \| 0.7649 \| 0.3855 \| 0.7887 \| 0.6870 \| 0.7683 \| \| 0.3794 \| 9.68 \| 3580 \| 0.5039 \| 0.7044 \| 0.8126 \| 0.8771 \| 0.9348 \| 0.8018 \| 0.8510 \| 0.5782 \| 0.9002 \| 0.8226 \| 0.7999 \| 0.8747 \| 0.6650 \| 0.7700 \| 0.4059 \| 0.7765 \| 0.6935 \| 0.7449 \| \| 0.2213 \| 9.73 \| 3600 \| 0.5238 \| 0.7036 \| 0.8106 \| 0.8774 \| 0.9399 \| 0.8302 \| 0.8701 \| 0.5202 \| 0.9010 \| 0.8593 \| 0.7531 \| 0.8737 \| 0.6708 \| 0.7721 \| 0.4098 \| 0.7819 \| 0.6973 \| 0.7199 \| \| 0.1819 \| 9.78 \| 3620 \| 0.5291 \| 0.6917 \| 0.8056 \| 0.8703 \| 0.9396 \| 0.8039 \| 0.8937 \| 0.5011 \| 0.8715 \| 0.8905 \| 0.7392 \| 0.8687 \| 0.6748 \| 0.7572 \| 0.3994 \| 0.7727 \| 0.6679 \| 0.7012 \| \| 0.2002 \| 9.84 \| 3640 \| 0.5531 \| 0.6887 \| 0.7981 \| 0.8701 \| 0.9399 \| 0.8237 \| 0.8655 \| 0.4788 \| 0.8985 \| 0.8792 \| 0.7009 \| 0.8656 \| 0.6756 \| 0.7512 \| 0.4131 \| 0.7882 \| 0.6575 \| 0.6698 \| \| 0.2655 \| 9.89 \| 3660 \| 0.5161 \| 0.6868 \| 0.7972 \| 0.8697 \| 0.9528 \| 0.8048 \| 0.8700 \| 0.4986 \| 0.8833 \| 0.8687 \| 0.7019 \| 0.8657 \| 0.6752 \| 0.7501 \| 0.4023 \| 0.7894 \| 0.6584 \| 0.6664 \| \| 0.2477 \| 9.95 \| 3680 \| 0.4836 \| 0.7019 \| 0.8157 \| 0.8778 \| 0.9377 \| 0.8214 \| 0.8407 \| 0.5560 \| 0.8883 \| 0.8538 \| 0.8120 \| 0.8664 \| 0.6647 \| 0.7536 \| 0.3846 \| 0.7933 \| 0.6922 \| 0.7582 \| \| 0.2156 \| 10.0 \| 3700 \| 0.5079 \| 0.7042 \| 0.8164 \| 0.8776 \| 0.9386 \| 0.8435 \| 0.8767 \| 0.4869 \| 0.8729 \| 0.9000 \| 0.7964 \| 0.8623 \| 0.6719 \| 0.7603 \| 0.4014 \| 0.7876 \| 0.6827 \| 0.7632 \| \| 0.0994 \| 10.05 \| 3720 \| 0.5784 \| 0.6926 \| 0.7874 \| 0.8742 \| 0.9424 \| 0.7519 \| 0.8636 \| 0.4772 \| 0.9168 \| 0.8107 \| 0.7495 \| 0.8682 \| 0.6584 \| 0.7501 \| 0.3895 \| 0.7820 \| 0.6815 \| 0.7182 \| \| 0.1422 \| 10.11 \| 3740 \| 0.5004 \| 0.7091 \| 0.8216 \| 0.8814 \| 0.9440 \| 0.7910 \| 0.8762 \| 0.5485 \| 0.8660 \| 0.8898 \| 0.8353 \| 0.8682 \| 0.6705 \| 0.7480 \| 0.3998 \| 0.7958 \| 0.6824 \| 0.7992 \| \| 0.1474 \| 10.16 \| 3760 \| 0.5008 \| 0.7061 \| 0.8078 \| 0.8804 \| 0.9431 \| 0.7985 \| 0.8427 \| 0.5068 \| 0.8977 \| 0.8594 \| 0.8067 \| 0.8678 \| 0.6611 \| 0.7675 \| 0.4087 \| 0.7956 \| 0.6944 \| 0.7476 \| \| 0.2039 \| 10.22 \| 3780 \| 0.5088 \| 0.7041 \| 0.8036 \| 0.8811 \| 0.9412 \| 0.7889 \| 0.8745 \| 0.4763 \| 0.9135 \| 0.8749 \| 0.7559 \| 0.8732 \| 0.6680 \| 0.7655 \| 0.4085 \| 0.8037 \| 0.6881 \| 0.7214 \| \| 0.1457 \| 10.27 \| 3800 \| 0.5180 \| 0.7033 \| 0.8146 \| 0.8783 \| 0.9297 \| 0.8361 \| 0.8904 \| 0.5206 \| 0.9080 \| 0.8667 \| 0.7508 \| 0.8675 \| 0.6729 \| 0.7511 \| 0.4191 \| 0.8009 \| 0.6947 \| 0.7172 \| \| 0.1477 \| 10.32 \| 3820 \| 0.4620 \| 0.7121 \| 0.8255 \| 0.8826 \| 0.9348 \| 0.8237 \| 0.8810 \| 0.5393 \| 0.8774 \| 0.8847 \| 0.8373 \| 0.8675 \| 0.6712 \| 0.7525 \| 0.4031 \| 0.7975 \| 0.7074 \| 0.7858 \| \| 0.1087 \| 10.38 \| 3840 \| 0.4719 \| 0.7157 \| 0.8136 \| 0.8848 \| 0.9431 \| 0.7906 \| 0.8557 \| 0.5369 \| 0.9109 \| 0.8630 \| 0.7948 \| 0.8692 \| 0.6764 \| 0.7595 \| 0.4215 \| 0.8049 \| 0.7220 \| 0.7561 \| \| 0.1731 \| 10.43 \| 3860 \| 0.5375 \| 0.7051 \| 0.8194 \| 0.8777 \| 0.9247 \| 0.7931 \| 0.8780 \| 0.5654 \| 0.8817 \| 0.8487 \| 0.8444 \| 0.8601 \| 0.6704 \| 0.7528 \| 0.3970 \| 0.7964 \| 0.7141 \| 0.7448 \| \| 0.9982 \| 10.49 \| 3880 \| 0.5151 \| 0.7084 \| 0.8219 \| 0.8807 \| 0.9291 \| 0.8161 \| 0.8619 \| 0.5430 \| 0.8842 \| 0.8760 \| 0.8427 \| 0.8632 \| 0.6665 \| 0.7463 \| 0.4091 \| 0.8008 \| 0.6999 \| 0.7732 \| \| 0.12 \| 10.54 \| 3900 \| 0.5254 \| 0.7133 \| 0.8260 \| 0.8821 \| 0.9079 \| 0.7965 \| 0.8753 \| 0.5491 \| 0.8964 \| 0.8801 \| 0.8766 \| 0.8599 \| 0.6681 \| 0.7574 \| 0.4149 \| 0.8056 \| 0.7233 \| 0.7636 \| \| 0.133 \| 10.59 \| 3920 \| 0.4950 \| 0.7072 \| 0.8103 \| 0.8799 \| 0.9350 \| 0.8045 \| 0.8757 \| 0.5162 \| 0.9102 \| 0.8673 \| 0.7634 \| 0.8666 \| 0.6727 \| 0.7653 \| 0.4189 \| 0.8004 \| 0.7115 \| 0.7148 \| \| 0.1647 \| 10.65 \| 3940 \| 0.5245 \| 0.7083 \| 0.8167 \| 0.8809 \| 0.9372 \| 0.8487 \| 0.8663 \| 0.5098 \| 0.9043 \| 0.8909 \| 0.7597 \| 0.8698 \| 0.6721 \| 0.7643 \| 0.4243 \| 0.8019 \| 0.7053 \| 0.7201 \| \| 0.065 \| 10.7 \| 3960 \| 0.5537 \| 0.7011 \| 0.8036 \| 0.8774 \| 0.9363 \| 0.8164 \| 0.8801 \| 0.4670 \| 0.9108 \| 0.8814 \| 0.7334 \| 0.8625 \| 0.6689 \| 0.7544 \| 0.4066 \| 0.7976 \| 0.7204 \| 0.6977 \| \| 0.1435 \| 10.76 \| 3980 \| 0.5455 \| 0.7012 \| 0.8083 \| 0.8774 \| 0.9263 \| 0.8519 \| 0.8807 \| 0.4865 \| 0.9244 \| 0.8542 \| 0.7340 \| 0.8584 \| 0.6684 \| 0.7582 \| 0.4070 \| 0.8057 \| 0.7154 \| 0.6953 \| \| 0.13 \| 10.81 \| 4000 \| 0.5234 \| 0.7007 \| 0.8093 \| 0.8769 \| 0.9446 \| 0.8018 \| 0.8865 \| 0.5326 \| 0.8979 \| 0.8787 \| 0.7231 \| 0.8625 \| 0.6785 \| 0.7539 \| 0.4086 \| 0.8056 \| 0.7043 \| 0.6916 \| \| 0.1456 \| 10.86 \| 4020 \| 0.5219 \| 0.7034 \| 0.8128 \| 0.8768 \| 0.9475 \| 0.8208 \| 0.8543 \| 0.5534 \| 0.8943 \| 0.8907 \| 0.7284 \| 0.8647 \| 0.6690 \| 0.7711 \| 0.4412 \| 0.8021 \| 0.6951 \| 0.6809 \| \| 0.3105 \| 10.92 \| 4040 \| 0.4999 \| 0.7120 \| 0.8296 \| 0.8815 \| 0.9333 \| 0.8162 \| 0.8473 \| 0.6054 \| 0.8790 \| 0.8849 \| 0.8409 \| 0.8690 \| 0.6639 \| 0.7584 \| 0.4195 \| 0.7986 \| 0.7170 \| 0.7575 \| \| 0.5743 \| 10.97 \| 4060 \| 0.5080 \| 0.6985 \| 0.8198 \| 0.8729 \| 0.9211 \| 0.7929 \| 0.8758 \| 0.6033 \| 0.8810 \| 0.8614 \| 0.8029 \| 0.8644 \| 0.6694 \| 0.7446 \| 0.4020 \| 0.7849 \| 0.7067 \| 0.7175 \| \| 0.2954 \| 11.03 \| 4080 \| 0.5080 \| 0.7015 \| 0.8152 \| 0.8777 \| 0.9313 \| 0.8277 \| 0.8680 \| 0.5415 \| 0.9046 \| 0.8758 \| 0.7578 \| 0.8688 \| 0.6716 \| 0.7464 \| 0.4125 \| 0.8016 \| 0.6860 \| 0.7235 \| \| 0.1178 \| 11.08 \| 4100 \| 0.5030 \| 0.6969 \| 0.8111 \| 0.8777 \| 0.9442 \| 0.8384 \| 0.8498 \| 0.5436 \| 0.9088 \| 0.8641 \| 0.7289 \| 0.8691 \| 0.6678 \| 0.7462 \| 0.3998 \| 0.8139 \| 0.6839 \| 0.6976 \| \| 0.0749 \| 11.14 \| 4120 \| 0.4972 \| 0.7041 \| 0.8051 \| 0.8824 \| 0.9416 \| 0.8187 \| 0.8661 \| 0.4901 \| 0.9275 \| 0.8424 \| 0.7494 \| 0.8699 \| 0.6804 \| 0.7500 \| 0.3903 \| 0.8180 \| 0.7050 \| 0.7154 \| \| 0.1806 \| 11.19 \| 4140 \| 0.4569 \| 0.7187 \| 0.8138 \| 0.8919 \| 0.9445 \| 0.8277 \| 0.8578 \| 0.4420 \| 0.9154 \| 0.8618 \| 0.8476 \| 0.8677 \| 0.6729 \| 0.7428 \| 0.3778 \| 0.8314 \| 0.7438 \| 0.7945 \| \| 0.0825 \| 11.24 \| 4160 \| 0.4618 \| 0.7209 \| 0.8263 \| 0.8900 \| 0.9348 \| 0.8510 \| 0.8607 \| 0.5235 \| 0.9125 \| 0.8587 \| 0.8425 \| 0.8667 \| 0.6719 \| 0.7405 \| 0.4026 \| 0.8256 \| 0.7454 \| 0.7936 \| \| 0.167 \| 11.3 \| 4180 \| 0.5092 \| 0.7084 \| 0.7979 \| 0.8838 \| 0.9347 \| 0.7767 \| 0.8705 \| 0.4397 \| 0.9360 \| 0.8595 \| 0.7682 \| 0.8674 \| 0.6710 \| 0.7533 \| 0.3887 \| 0.8072 \| 0.7399 \| 0.7315 \| \| 0.2843 \| 11.35 \| 4200 \| 0.4910 \| 0.7010 \| 0.8009 \| 0.8794 \| 0.9315 \| 0.7853 \| 0.8640 \| 0.4931 \| 0.9287 \| 0.8426 \| 0.7608 \| 0.8638 \| 0.6709 \| 0.7455 \| 0.3723 \| 0.8053 \| 0.7218 \| 0.7270 \| \| 0.1661 \| 11.41 \| 4220 \| 0.4854 \| 0.7004 \| 0.8171 \| 0.8778 \| 0.9279 \| 0.8398 \| 0.8774 \| 0.5295 \| 0.9025 \| 0.8774 \| 0.7649 \| 0.8669 \| 0.6667 \| 0.7501 \| 0.3953 \| 0.8044 \| 0.7029 \| 0.7167 \| \| 0.177 \| 11.46 \| 4240 \| 0.5016 \| 0.7037 \| 0.8149 \| 0.8788 \| 0.9345 \| 0.8183 \| 0.8682 \| 0.5585 \| 0.9094 \| 0.8605 \| 0.7550 \| 0.8696 \| 0.6801 \| 0.7589 \| 0.3955 \| 0.8022 \| 0.7029 \| 0.7167 \| \| 0.2762 \| 11.51 \| 4260 \| 0.5231 \| 0.7084 \| 0.8047 \| 0.8815 \| 0.9408 \| 0.8002 \| 0.8848 \| 0.4725 \| 0.9131 \| 0.8584 \| 0.7629 \| 0.8670 \| 0.6771 \| 0.7589 \| 0.4082 \| 0.7999 \| 0.7243 \| 0.7233 \| \| 0.1087 \| 11.57 \| 4280 \| 0.5379 \| 0.7061 \| 0.8148 \| 0.8798 \| 0.9270 \| 0.8000 \| 0.8900 \| 0.5315 \| 0.9111 \| 0.8854 \| 0.7588 \| 0.8675 \| 0.6656 \| 0.7573 \| 0.4241 \| 0.8042 \| 0.7035 \| 0.7203 \| \| 0.2151 \| 11.62 \| 4300 \| 0.5152 \| 0.7013 \| 0.8163 \| 0.8753 \| 0.9364 \| 0.8048 \| 0.8762 \| 0.5824 \| 0.8941 \| 0.8891 \| 0.7313 \| 0.8642 \| 0.6766 \| 0.7707 \| 0.4216 \| 0.7996 \| 0.6874 \| 0.6887 \| \| 0.109 \| 11.68 \| 4320 \| 0.5020 \| 0.7061 \| 0.8112 \| 0.8797 \| 0.9462 \| 0.8171 \| 0.8883 \| 0.5476 \| 0.9131 \| 0.8507 \| 0.7152 \| 0.8697 \| 0.6804 \| 0.7691 \| 0.4209 \| 0.8057 \| 0.7149 \| 0.6817 \| \| 0.1346 \| 11.73 \| 4340 \| 0.5073 \| 0.6993 \| 0.8117 \| 0.8727 \| 0.9377 \| 0.8015 \| 0.8631 \| 0.5994 \| 0.8975 \| 0.8537 \| 0.7288 \| 0.8630 \| 0.6737 \| 0.7727 \| 0.4217 \| 0.7864 \| 0.6963 \| 0.6810 \| \| 0.1628 \| 11.78 \| 4360 \| 0.5946 \| 0.6996 \| 0.8040 \| 0.8743 \| 0.9444 \| 0.8009 \| 0.8730 \| 0.5260 \| 0.9015 \| 0.8713 \| 0.7108 \| 0.8636 \| 0.6801 \| 0.7713 \| 0.4340 \| 0.7941 \| 0.6759 \| 0.6784 \| \| 0.1078 \| 11.84 \| 4380 \| 0.5358 \| 0.7136 \| 0.8209 \| 0.8817 \| 0.9332 \| 0.8559 \| 0.8716 \| 0.5406 \| 0.9118 \| 0.8742 \| 0.7593 \| 0.8690 \| 0.6697 \| 0.7717 \| 0.4453 \| 0.7988 \| 0.7219 \| 0.7184 \| \| 0.2878 \| 11.89 \| 4400 \| 0.5400 \| 0.7119 \| 0.8061 \| 0.8816 \| 0.9484 \| 0.8077 \| 0.8697 \| 0.5038 \| 0.9133 \| 0.8506 \| 0.7493 \| 0.8681 \| 0.6690 \| 0.7695 \| 0.4398 \| 0.7947 \| 0.7247 \| 0.7178 \| \| 0.163 \| 11.95 \| 4420 \| 0.4955 \| 0.7137 \| 0.8150 \| 0.8834 \| 0.9442 \| 0.8292 \| 0.8819 \| 0.5228 \| 0.9066 \| 0.8425 \| 0.7777 \| 0.8653 \| 0.6670 \| 0.7683 \| 0.4287 \| 0.8033 \| 0.7205 \| 0.7428 \| \| 0.1191 \| 12.0 \| 4440 \| 0.4637 \| 0.7248 \| 0.8333 \| 0.8877 \| 0.9429 \| 0.8129 \| 0.8597 \| 0.5923 \| 0.8803 \| 0.8988 \| 0.8463 \| 0.8701 \| 0.6726 \| 0.7732 \| 0.4433 \| 0.8032 \| 0.7082 \| 0.8032 \| \| 0.2084 \| 12.05 \| 4460 \| 0.5186 \| 0.7122 \| 0.8122 \| 0.8814 \| 0.9342 \| 0.8089 \| 0.8732 \| 0.5363 \| 0.9210 \| 0.8534 \| 0.7581 \| 0.8728 \| 0.6772 \| 0.7707 \| 0.4206 \| 0.7911 \| 0.7312 \| 0.7215 \| \| 0.1854 \| 12.11 \| 4480 \| 0.5230 \| 0.7061 \| 0.8127 \| 0.8792 \| 0.9359 \| 0.8309 \| 0.8947 \| 0.5021 \| 0.9033 \| 0.8697 \| 0.7521 \| 0.8673 \| 0.6797 \| 0.7500 \| 0.4015 \| 0.7938 \| 0.7296 \| 0.7206 \| \| 0.1889 \| 12.16 \| 4500 \| 0.4837 \| 0.7133 \| 0.8171 \| 0.8825 \| 0.9415 \| 0.8475 \| 0.8773 \| 0.5297 \| 0.9081 \| 0.8471 \| 0.7688 \| 0.8708 \| 0.6769 \| 0.7718 \| 0.4255 \| 0.7964 \| 0.7211 \| 0.7310 \| \| 0.153 \| 12.22 \| 4520 \| 0.4712 \| 0.7156 \| 0.8198 \| 0.8839 \| 0.9316 \| 0.7986 \| 0.8801 \| 0.5659 \| 0.9121 \| 0.8510 \| 0.7995 \| 0.8707 \| 0.6732 \| 0.7598 \| 0.4311 \| 0.8026 \| 0.7179 \| 0.7541 \| \| 0.2379 \| 12.27 \| 4540 \| 0.5025 \| 0.7170 \| 0.8201 \| 0.8842 \| 0.9323 \| 0.8009 \| 0.8691 \| 0.5711 \| 0.9166 \| 0.8629 \| 0.7875 \| 0.8708 \| 0.6748 \| 0.7623 \| 0.4388 \| 0.8034 \| 0.7225 \| 0.7464 \| \| 0.1759 \| 12.32 \| 4560 \| 0.4684 \| 0.7206 \| 0.8304 \| 0.8866 \| 0.9355 \| 0.8413 \| 0.8658 \| 0.5680 \| 0.9002 \| 0.8947 \| 0.8073 \| 0.8724 \| 0.6724 \| 0.7693 \| 0.4344 \| 0.8064 \| 0.7223 \| 0.7673 \| \| 0.0683 \| 12.38 \| 4580 \| 0.4606 \| 0.7299 \| 0.8333 \| 0.8927 \| 0.9351 \| 0.8210 \| 0.8745 \| 0.5662 \| 0.9084 \| 0.8799 \| 0.8479 \| 0.8744 \| 0.6810 \| 0.7725 \| 0.4329 \| 0.8203 \| 0.7247 \| 0.8037 \| \| 0.1155 \| 12.43 \| 4600 \| 0.4529 \| 0.7329 \| 0.8351 \| 0.8962 \| 0.9433 \| 0.8439 \| 0.8791 \| 0.5437 \| 0.9085 \| 0.8782 \| 0.8491 \| 0.8791 \| 0.6827 \| 0.7695 \| 0.4273 \| 0.8305 \| 0.7390 \| 0.8022 \| \| 0.1194 \| 12.49 \| 4620 \| 0.5244 \| 0.7090 \| 0.8053 \| 0.8809 \| 0.9429 \| 0.8129 \| 0.8577 \| 0.5343 \| 0.9300 \| 0.8144 \| 0.7449 \| 0.8675 \| 0.6849 \| 0.7715 \| 0.4072 \| 0.8011 \| 0.7237 \| 0.7073 \| \| 0.2681 \| 12.54 \| 4640 \| 0.5301 \| 0.7105 \| 0.8124 \| 0.8828 \| 0.9404 \| 0.8324 \| 0.8551 \| 0.5272 \| 0.9215 \| 0.8453 \| 0.7652 \| 0.8713 \| 0.6805 \| 0.7576 \| 0.3970 \| 0.8032 \| 0.7332 \| 0.7306 \| \| 0.173 \| 12.59 \| 4660 \| 0.5097 \| 0.7125 \| 0.8096 \| 0.8844 \| 0.9421 \| 0.8165 \| 0.8539 \| 0.5362 \| 0.9330 \| 0.8189 \| 0.7666 \| 0.8741 \| 0.6824 \| 0.7576 \| 0.4051 \| 0.8070 \| 0.7302 \| 0.7314 \| \| 0.3458 \| 12.65 \| 4680 \| 0.4965 \| 0.7078 \| 0.8089 \| 0.8813 \| 0.9473 \| 0.7956 \| 0.8637 \| 0.5241 \| 0.9076 \| 0.8714 \| 0.7527 \| 0.8705 \| 0.6782 \| 0.7559 \| 0.4082 \| 0.8022 \| 0.7203 \| 0.7193 \| \| 0.1284 \| 12.7 \| 4700 \| 0.4673 \| 0.7267 \| 0.8249 \| 0.8904 \| 0.9401 \| 0.8143 \| 0.8712 \| 0.5281 \| 0.9047 \| 0.8795 \| 0.8362 \| 0.8742 \| 0.6845 \| 0.7703 \| 0.4401 \| 0.8114 \| 0.7173 \| 0.7891 \| \| 0.2377 \| 12.76 \| 4720 \| 0.4589 \| 0.7292 \| 0.8209 \| 0.8931 \| 0.9397 \| 0.7997 \| 0.8709 \| 0.5099 \| 0.9186 \| 0.8616 \| 0.8461 \| 0.8739 \| 0.6842 \| 0.7705 \| 0.4338 \| 0.8185 \| 0.7183 \| 0.8054 \| \| 0.1044 \| 12.81 \| 4740 \| 0.5093 \| 0.7087 \| 0.8126 \| 0.8812 \| 0.9413 \| 0.8186 \| 0.8831 \| 0.5200 \| 0.9077 \| 0.8606 \| 0.7569 \| 0.8702 \| 0.6835 \| 0.7631 \| 0.3993 \| 0.7989 \| 0.7215 \| 0.7244 \| \| 0.1222 \| 12.86 \| 4760 \| 0.5286 \| 0.7017 \| 0.8075 \| 0.8792 \| 0.9358 \| 0.8207 \| 0.8939 \| 0.4502 \| 0.9008 \| 0.8964 \| 0.7550 \| 0.8687 \| 0.6875 \| 0.7484 \| 0.3913 \| 0.8030 \| 0.6905 \| 0.7223 \| \| 0.1819 \| 12.92 \| 4780 \| 0.5473 \| 0.6993 \| 0.8006 \| 0.8783 \| 0.9441 \| 0.8377 \| 0.8787 \| 0.4731 \| 0.9219 \| 0.8221 \| 0.7264 \| 0.8682 \| 0.6807 \| 0.7669 \| 0.4151 \| 0.8093 \| 0.6595 \| 0.6955 \| \| 0.1422 \| 12.97 \| 4800 \| 0.5042 \| 0.7089 \| 0.8038 \| 0.8846 \| 0.9478 \| 0.8060 \| 0.8793 \| 0.4616 \| 0.9224 \| 0.8596 \| 0.7501 \| 0.8807 \| 0.6850 \| 0.7750 \| 0.4121 \| 0.8116 \| 0.6843 \| 0.7136 \| \| 0.1449 \| 13.03 \| 4820 \| 0.5165 \| 0.7113 \| 0.8117 \| 0.8838 \| 0.9430 \| 0.8128 \| 0.8994 \| 0.4908 \| 0.9097 \| 0.8670 \| 0.7594 \| 0.8753 \| 0.6866 \| 0.7620 \| 0.4304 \| 0.8104 \| 0.6897 \| 0.7246 \| \| 0.1895 \| 13.08 \| 4840 \| 0.4997 \| 0.7116 \| 0.8156 \| 0.8838 \| 0.9402 \| 0.8201 \| 0.8990 \| 0.5111 \| 0.9079 \| 0.8612 \| 0.7695 \| 0.8752 \| 0.6873 \| 0.7613 \| 0.4137 \| 0.8068 \| 0.7013 \| 0.7355 \| \| 0.1773 \| 13.14 \| 4860 \| 0.4964 \| 0.7134 \| 0.8159 \| 0.8853 \| 0.9392 \| 0.8523 \| 0.8867 \| 0.4908 \| 0.9131 \| 0.8315 \| 0.7975 \| 0.8720 \| 0.6819 \| 0.7579 \| 0.4004 \| 0.8071 \| 0.7142 \| 0.7601 \| \| 0.1133 \| 13.19 \| 4880 \| 0.4879 \| 0.7209 \| 0.8143 \| 0.8892 \| 0.9500 \| 0.8025 \| 0.8596 \| 0.5030 \| 0.9112 \| 0.8609 \| 0.8127 \| 0.8726 \| 0.6828 \| 0.7623 \| 0.4216 \| 0.8141 \| 0.7138 \| 0.7792 \| \| 0.3126 \| 13.24 \| 4900 \| 0.4768 \| 0.7280 \| 0.8242 \| 0.8943 \| 0.9430 \| 0.8414 \| 0.8803 \| 0.4860 \| 0.9146 \| 0.8581 \| 0.8457 \| 0.8785 \| 0.6857 \| 0.7674 \| 0.4185 \| 0.8228 \| 0.7173 \| 0.8061 \| \| 0.0713 \| 13.3 \| 4920 \| 0.4557 \| 0.7221 \| 0.8182 \| 0.8892 \| 0.9449 \| 0.8233 \| 0.8910 \| 0.5045 \| 0.9109 \| 0.8382 \| 0.8144 \| 0.8719 \| 0.6798 \| 0.7649 \| 0.4317 \| 0.8131 \| 0.7138 \| 0.7794 \| \| 0.2414 \| 13.35 \| 4940 \| 0.5193 \| 0.7164 \| 0.8193 \| 0.8850 \| 0.9397 \| 0.8366 \| 0.8864 \| 0.5090 \| 0.9068 \| 0.8800 \| 0.7763 \| 0.8758 \| 0.6879 \| 0.7636 \| 0.4349 \| 0.8051 \| 0.7064 \| 0.7408 \| \| 0.3379 \| 13.41 \| 4960 \| 0.5566 \| 0.7060 \| 0.8104 \| 0.8801 \| 0.9431 \| 0.7932 \| 0.8922 \| 0.5346 \| 0.9052 \| 0.8554 \| 0.7491 \| 0.8748 \| 0.6793 \| 0.7603 \| 0.4312 \| 0.8025 \| 0.6797 \| 0.7142 \| \| 0.1459 \| 13.46 \| 4980 \| 0.5457 \| 0.7069 \| 0.8116 \| 0.8791 \| 0.9499 \| 0.7954 \| 0.8754 \| 0.5687 \| 0.9017 \| 0.8567 \| 0.7333 \| 0.8681 \| 0.6779 \| 0.7643 \| 0.4273 \| 0.8002 \| 0.7124 \| 0.6983 \| \| 1.3247 \| 13.51 \| 5000 \| 0.5213 \| 0.7102 \| 0.8104 \| 0.8826 \| 0.9481 \| 0.8174 \| 0.8809 \| 0.5285 \| 0.9128 \| 0.8244 \| 0.7607 \| 0.8744 \| 0.6857 \| 0.7585 \| 0.4298 \| 0.8059 \| 0.6946 \| 0.7226 \| \| 0.0945 \| 13.57 \| 5020 \| 0.5877 \| 0.7072 \| 0.8020 \| 0.8808 \| 0.9502 \| 0.7836 \| 0.8803 \| 0.4946 \| 0.9134 \| 0.8600 \| 0.7316 \| 0.8705 \| 0.6829 \| 0.7679 \| 0.4203 \| 0.8015 \| 0.7075 \| 0.6995 \| \| 0.1065 \| 13.62 \| 5040 \| 0.5420 \| 0.7147 \| 0.8126 \| 0.8850 \| 0.9467 \| 0.8265 \| 0.8727 \| 0.4935 \| 0.9141 \| 0.8791 \| 0.7556 \| 0.8802 \| 0.6870 \| 0.7716 \| 0.4257 \| 0.8024 \| 0.7165 \| 0.7196 \| \| 0.226 \| 13.68 \| 5060 \| 0.5306 \| 0.7122 \| 0.8149 \| 0.8837 \| 0.9501 \| 0.8042 \| 0.8731 \| 0.5303 \| 0.9014 \| 0.8893 \| 0.7562 \| 0.8806 \| 0.6831 \| 0.7733 \| 0.4246 \| 0.8020 \| 0.6988 \| 0.7231 \| \| 0.2018 \| 13.73 \| 5080 \| 0.5174 \| 0.7051 \| 0.8066 \| 0.8804 \| 0.9459 \| 0.7958 \| 0.8441 \| 0.5164 \| 0.9092 \| 0.8776 \| 0.7574 \| 0.8729 \| 0.6732 \| 0.7581 \| 0.4096 \| 0.8001 \| 0.6977 \| 0.7238 \| \| 0.1974 \| 13.78 \| 5100 \| 0.4997 \| 0.7140 \| 0.8193 \| 0.8848 \| 0.9456 \| 0.8214 \| 0.8686 \| 0.5417 \| 0.9056 \| 0.8859 \| 0.7660 \| 0.8790 \| 0.6791 \| 0.7627 \| 0.4327 \| 0.8085 \| 0.7099 \| 0.7259 \| \| 0.0747 \| 13.84 \| 5120 \| 0.5084 \| 0.7104 \| 0.8162 \| 0.8831 \| 0.9407 \| 0.8148 \| 0.8771 \| 0.5148 \| 0.9045 \| 0.8993 \| 0.7620 \| 0.8749 \| 0.6827 \| 0.7573 \| 0.4234 \| 0.8101 \| 0.7011 \| 0.7234 \| \| 0.1863 \| 13.89 \| 5140 \| 0.4846 \| 0.7132 \| 0.8131 \| 0.8851 \| 0.9435 \| 0.8225 \| 0.8763 \| 0.5215 \| 0.9223 \| 0.8435 \| 0.7626 \| 0.8754 \| 0.6874 \| 0.7607 \| 0.4122 \| 0.8121 \| 0.7200 \| 0.7247 \| \| 0.1009 \| 13.95 \| 5160 \| 0.4980 \| 0.7127 \| 0.8124 \| 0.8849 \| 0.9432 \| 0.8048 \| 0.8786 \| 0.5179 \| 0.9185 \| 0.8623 \| 0.7616 \| 0.8754 \| 0.6867 \| 0.7677 \| 0.4094 \| 0.8115 \| 0.7132 \| 0.7250 \| \| 0.1497 \| 14.0 \| 5180 \| 0.4876 \| 0.7174 \| 0.8167 \| 0.8871 \| 0.9474 \| 0.8119 \| 0.8701 \| 0.5091 \| 0.9042 \| 0.8754 \| 0.7985 \| 0.8746 \| 0.6890 \| 0.7656 \| 0.4012 \| 0.8090 \| 0.7248 \| 0.7579 \| \| 0.0537 \| 14.05 \| 5200 \| 0.5260 \| 0.7166 \| 0.8159 \| 0.8876 \| 0.9395 \| 0.8478 \| 0.8777 \| 0.4773 \| 0.9223 \| 0.8665 \| 0.7802 \| 0.8755 \| 0.6866 \| 0.7588 \| 0.4029 \| 0.8130 \| 0.7341 \| 0.7456 \| \| 1.577 \| 14.11 \| 5220 \| 0.5184 \| 0.7170 \| 0.8182 \| 0.8868 \| 0.9386 \| 0.8285 \| 0.8968 \| 0.5057 \| 0.9143 \| 0.8580 \| 0.7856 \| 0.8747 \| 0.6852 \| 0.7578 \| 0.4133 \| 0.8114 \| 0.7333 \| 0.7433 \| \| 0.1555 \| 14.16 \| 5240 \| 0.5294 \| 0.7118 \| 0.8167 \| 0.8833 \| 0.9445 \| 0.8181 \| 0.9006 \| 0.5216 \| 0.9003 \| 0.8680 \| 0.7638 \| 0.8744 \| 0.6851 \| 0.7624 \| 0.4156 \| 0.8043 \| 0.7154 \| 0.7256 \| \| 0.1409 \| 14.22 \| 5260 \| 0.5103 \| 0.7094 \| 0.8106 \| 0.8825 \| 0.9487 \| 0.8167 \| 0.8786 \| 0.5029 \| 0.9044 \| 0.8622 \| 0.7607 \| 0.8762 \| 0.6880 \| 0.7732 \| 0.4084 \| 0.8036 \| 0.7067 \| 0.7096 \| \| 0.0525 \| 14.27 \| 5280 \| 0.5201 \| 0.7205 \| 0.8239 \| 0.8895 \| 0.9428 \| 0.8287 \| 0.8798 \| 0.5095 \| 0.8975 \| 0.8714 \| 0.8376 \| 0.8778 \| 0.6814 \| 0.7685 \| 0.4138 \| 0.8158 \| 0.7183 \| 0.7678 \| \| 0.1194 \| 14.32 \| 5300 \| 0.5412 \| 0.7159 \| 0.8292 \| 0.8846 \| 0.9259 \| 0.8145 \| 0.8835 \| 0.5631 \| 0.8893 \| 0.8789 \| 0.8495 \| 0.8710 \| 0.6724 \| 0.7624 \| 0.4242 \| 0.8097 \| 0.7220 \| 0.7498 \| \| 0.161 \| 14.38 \| 5320 \| 0.4771 \| 0.7223 \| 0.8160 \| 0.8907 \| 0.9417 \| 0.8029 \| 0.8723 \| 0.4857 \| 0.9153 \| 0.8615 \| 0.8330 \| 0.8762 \| 0.6862 \| 0.7692 \| 0.4117 \| 0.8178 \| 0.7245 \| 0.7704 \| \| 0.0956 \| 14.43 \| 5340 \| 0.4874 \| 0.7289 \| 0.8257 \| 0.8929 \| 0.9517 \| 0.8107 \| 0.8780 \| 0.5159 \| 0.8961 \| 0.8973 \| 0.8304 \| 0.8754 \| 0.6903 \| 0.7736 \| 0.4321 \| 0.8216 \| 0.7228 \| 0.7863 \| \| 0.2009 \| 14.49 \| 5360 \| 0.5104 \| 0.7230 \| 0.8288 \| 0.8895 \| 0.9319 \| 0.8522 \| 0.8916 \| 0.5216 \| 0.9051 \| 0.8548 \| 0.8442 \| 0.8736 \| 0.6803 \| 0.7655 \| 0.4261 \| 0.8161 \| 0.7255 \| 0.7739 \| \| 0.1389 \| 14.54 \| 5380 \| 0.5389 \| 0.7100 \| 0.8149 \| 0.8802 \| 0.9451 \| 0.8162 \| 0.8875 \| 0.5532 \| 0.9051 \| 0.8674 \| 0.7299 \| 0.8694 \| 0.6863 \| 0.7588 \| 0.4304 \| 0.7993 \| 0.7244 \| 0.7014 \| \| 0.113 \| 14.59 \| 5400 \| 0.5308 \| 0.7129 \| 0.8127 \| 0.8843 \| 0.9455 \| 0.8141 \| 0.8665 \| 0.4971 \| 0.9079 \| 0.8915 \| 0.7665 \| 0.8802 \| 0.6843 \| 0.7596 \| 0.4138 \| 0.7984 \| 0.7216 \| 0.7324 \| \| 0.1371 \| 14.65 \| 5420 \| 0.5215 \| 0.7049 \| 0.8004 \| 0.8832 \| 0.9513 \| 0.8307 \| 0.8734 \| 0.4225 \| 0.9123 \| 0.8422 \| 0.7706 \| 0.8758 \| 0.6785 \| 0.7591 \| 0.3686 \| 0.7989 \| 0.7192 \| 0.7343 \| \| 0.3141 \| 14.7 \| 5440 \| 0.5218 \| 0.7074 \| 0.8086 \| 0.8841 \| 0.9417 \| 0.8431 \| 0.8839 \| 0.4166 \| 0.9078 \| 0.8989 \| 0.7681 \| 0.8791 \| 0.6841 \| 0.7610 \| 0.3773 \| 0.8015 \| 0.7162 \| 0.7323 \| \| 0.1709 \| 14.76 \| 5460 \| 0.4785 \| 0.7180 \| 0.8145 \| 0.8884 \| 0.9507 \| 0.8185 \| 0.8664 \| 0.4890 \| 0.9110 \| 0.8789 \| 0.7870 \| 0.8803 \| 0.6828 \| 0.7678 \| 0.4081 \| 0.8093 \| 0.7288 \| 0.7491 \| \| 0.1482 \| 14.81 \| 5480 \| 0.4938 \| 0.7181 \| 0.8246 \| 0.8870 \| 0.9412 \| 0.8479 \| 0.8573 \| 0.5339 \| 0.9079 \| 0.8986 \| 0.7853 \| 0.8802 \| 0.6792 \| 0.7679 \| 0.4275 \| 0.8084 \| 0.7177 \| 0.7458 \| \| 0.1614 \| 14.86 \| 5500 \| 0.4950 \| 0.7201 \| 0.8244 \| 0.8881 \| 0.9428 \| 0.8397 \| 0.8713 \| 0.5426 \| 0.9109 \| 0.8743 \| 0.7891 \| 0.8791 \| 0.6815 \| 0.7697 \| 0.4200 \| 0.8099 \| 0.7285 \| 0.7520 \| \| 0.9558 \| 14.92 \| 5520 \| 0.4832 \| 0.7250 \| 0.8235 \| 0.8908 \| 0.9528 \| 0.8248 \| 0.8712 \| 0.5252 \| 0.9005 \| 0.8763 \| 0.8140 \| 0.8778 \| 0.6849 \| 0.7681 \| 0.4287 \| 0.8141 \| 0.7253 \| 0.7760 \| \| 0.1639 \| 14.97 \| 5540 \| 0.4675 \| 0.7237 \| 0.8223 \| 0.8900 \| 0.9493 \| 0.8379 \| 0.8569 \| 0.5267 \| 0.9136 \| 0.8845 \| 0.7875 \| 0.8788 \| 0.6820 \| 0.7721 \| 0.4330 \| 0.8138 \| 0.7322 \| 0.7539 \| \| 0.2244 \| 15.03 \| 5560 \| 0.4465 \| 0.7242 \| 0.8188 \| 0.8913 \| 0.9494 \| 0.8069 \| 0.8736 \| 0.5314 \| 0.9218 \| 0.8570 \| 0.7915 \| 0.8778 \| 0.6772 \| 0.7719 \| 0.4264 \| 0.8195 \| 0.7391 \| 0.7573 \| \| 0.1792 \| 15.08 \| 5580 \| 0.4587 \| 0.7288 \| 0.8168 \| 0.8937 \| 0.9528 \| 0.7940 \| 0.8580 \| 0.5126 \| 0.9221 \| 0.8627 \| 0.8152 \| 0.8767 \| 0.6833 \| 0.7738 \| 0.4250 \| 0.8207 \| 0.7437 \| 0.7785 \| \| 0.1632 \| 15.14 \| 5600 \| 0.4949 \| 0.7247 \| 0.8112 \| 0.8912 \| 0.9464 \| 0.8191 \| 0.8799 \| 0.4828 \| 0.9362 \| 0.8244 \| 0.7895 \| 0.8750 \| 0.6915 \| 0.7770 \| 0.4215 \| 0.8169 \| 0.7372 \| 0.7541 \| \| 0.1682 \| 15.19 \| 5620 \| 0.4614 \| 0.7352 \| 0.8293 \| 0.8963 \| 0.9456 \| 0.8247 \| 0.8888 \| 0.5385 \| 0.9194 \| 0.8586 \| 0.8294 \| 0.8743 \| 0.6888 \| 0.7706 \| 0.4456 \| 0.8324 \| 0.7414 \| 0.7936 \| \| 0.0872 \| 15.24 \| 5640 \| 0.4925 \| 0.7254 \| 0.8245 \| 0.8910 \| 0.9493 \| 0.8148 \| 0.8935 \| 0.5297 \| 0.8996 \| 0.8640 \| 0.8208 \| 0.8722 \| 0.6820 \| 0.7673 \| 0.4316 \| 0.8197 \| 0.7191 \| 0.7859 \| \| 0.1775 \| 15.3 \| 5660 \| 0.5081 \| 0.7243 \| 0.8243 \| 0.8899 \| 0.9489 \| 0.8139 \| 0.8769 \| 0.5402 \| 0.8986 \| 0.8709 \| 0.8208 \| 0.8734 \| 0.6832 \| 0.7708 \| 0.4370 \| 0.8161 \| 0.7028 \| 0.7869 \| \| 0.0841 \| 15.35 \| 5680 \| 0.5488 \| 0.7109 \| 0.8155 \| 0.8808 \| 0.9515 \| 0.8092 \| 0.8628 \| 0.5433 \| 0.8878 \| 0.8921 \| 0.7621 \| 0.8709 \| 0.6787 \| 0.7674 \| 0.4393 \| 0.7958 \| 0.6944 \| 0.7297 \| \| 0.1122 \| 15.41 \| 5700 \| 0.5543 \| 0.7054 \| 0.8061 \| 0.8805 \| 0.9511 \| 0.8116 \| 0.8649 \| 0.5180 \| 0.9127 \| 0.8522 \| 0.7325 \| 0.8724 \| 0.6796 \| 0.7698 \| 0.4223 \| 0.8059 \| 0.6868 \| 0.7009 \| \| 0.1993 \| 15.46 \| 5720 \| 0.5177 \| 0.7158 \| 0.8148 \| 0.8845 \| 0.9460 \| 0.8084 \| 0.8672 \| 0.5195 \| 0.9054 \| 0.8827 \| 0.7748 \| 0.8746 \| 0.6815 \| 0.7720 \| 0.4406 \| 0.8033 \| 0.6999 \| 0.7390 \| \| 0.0915 \| 15.51 \| 5740 \| 0.4926 \| 0.7269 \| 0.8195 \| 0.8926 \| 0.9543 \| 0.8048 \| 0.8721 \| 0.5067 \| 0.9070 \| 0.8705 \| 0.8209 \| 0.8722 \| 0.6812 \| 0.7736 \| 0.4339 \| 0.8245 \| 0.7194 \| 0.7840 \| \| 0.1622 \| 15.57 \| 5760 \| 0.4791 \| 0.7249 \| 0.8201 \| 0.8926 \| 0.9443 \| 0.8324 \| 0.8663 \| 0.4911 \| 0.9170 \| 0.8504 \| 0.8394 \| 0.8724 \| 0.6812 \| 0.7699 \| 0.4131 \| 0.8251 \| 0.7191 \| 0.7935 \| \| 0.0614 \| 15.62 \| 5780 \| 0.4569 \| 0.7331 \| 0.8331 \| 0.8950 \| 0.9436 \| 0.8198 \| 0.8807 \| 0.5573 \| 0.9056 \| 0.8760 \| 0.8489 \| 0.8775 \| 0.6837 \| 0.7662 \| 0.4476 \| 0.8260 \| 0.7218 \| 0.8086 \| \| 0.1372 \| 15.68 \| 5800 \| 0.5126 \| 0.7160 \| 0.8237 \| 0.8824 \| 0.9411 \| 0.8218 \| 0.8873 \| 0.5416 \| 0.8821 \| 0.8988 \| 0.7929 \| 0.8731 \| 0.6832 \| 0.7698 \| 0.4406 \| 0.7900 \| 0.6973 \| 0.7580 \| \| 0.1055 \| 15.73 \| 5820 \| 0.5358 \| 0.7106 \| 0.8066 \| 0.8831 \| 0.9504 \| 0.7913 \| 0.8835 \| 0.4953 \| 0.9073 \| 0.8540 \| 0.7643 \| 0.8777 \| 0.6850 \| 0.7731 \| 0.4257 \| 0.8016 \| 0.6824 \| 0.7286 \| \| 0.1022 \| 15.78 \| 5840 \| 0.5055 \| 0.7157 \| 0.8227 \| 0.8847 \| 0.9451 \| 0.8186 \| 0.8651 \| 0.5727 \| 0.8983 \| 0.8611 \| 0.7978 \| 0.8791 \| 0.6862 \| 0.7720 \| 0.4170 \| 0.8008 \| 0.6971 \| 0.7577 \| \| 0.1283 \| 15.84 \| 5860 \| 0.4868 \| 0.7249 \| 0.8213 \| 0.8912 \| 0.9564 \| 0.7839 \| 0.8817 \| 0.5548 \| 0.8999 \| 0.8506 \| 0.8218 \| 0.8767 \| 0.6824 \| 0.7717 \| 0.4232 \| 0.8163 \| 0.7153 \| 0.7886 \| \| 0.1489 \| 15.89 \| 5880 \| 0.4910 \| 0.7252 \| 0.8211 \| 0.8910 \| 0.9491 \| 0.8177 \| 0.8487 \| 0.5199 \| 0.9098 \| 0.8839 \| 0.8183 \| 0.8814 \| 0.6875 \| 0.7682 \| 0.4325 \| 0.8119 \| 0.7123 \| 0.7822 \| \| 0.2806 \| 15.95 \| 5900 \| 0.4945 \| 0.7297 \| 0.8298 \| 0.8933 \| 0.9473 \| 0.8097 \| 0.8824 \| 0.5494 \| 0.8988 \| 0.8796 \| 0.8414 \| 0.8799 \| 0.6878 \| 0.7684 \| 0.4345 \| 0.8182 \| 0.7140 \| 0.8054 \| \| 0.1371 \| 16.0 \| 5920 \| 0.5251 \| 0.7197 \| 0.8139 \| 0.8887 \| 0.9426 \| 0.8010 \| 0.8877 \| 0.4943 \| 0.9202 \| 0.8620 \| 0.7895 \| 0.8796 \| 0.6862 \| 0.7629 \| 0.4191 \| 0.8097 \| 0.7264 \| 0.7541 \| \| 0.0901 \| 16.05 \| 5940 \| 0.4934 \| 0.7210 \| 0.8157 \| 0.8892 \| 0.9472 \| 0.8042 \| 0.8829 \| 0.5010 \| 0.9141 \| 0.8691 \| 0.7911 \| 0.8806 \| 0.6862 \| 0.7677 \| 0.4226 \| 0.8096 \| 0.7254 \| 0.7548 \| \| 0.1659 \| 16.11 \| 5960 \| 0.5388 \| 0.7135 \| 0.8112 \| 0.8853 \| 0.9461 \| 0.8085 \| 0.8836 \| 0.4980 \| 0.9167 \| 0.8690 \| 0.7566 \| 0.8772 \| 0.6831 \| 0.7642 \| 0.4175 \| 0.8082 \| 0.7187 \| 0.7255 \| \| 0.1072 \| 16.16 \| 5980 \| 0.5588 \| 0.7167 \| 0.8174 \| 0.8839 \| 0.9342 \| 0.8372 \| 0.8710 \| 0.5212 \| 0.9190 \| 0.8699 \| 0.7694 \| 0.8747 \| 0.6831 \| 0.7671 \| 0.4372 \| 0.7971 \| 0.7244 \| 0.7334 \| \| 0.6106 \| 16.22 \| 6000 \| 0.5587 \| 0.7181 \| 0.8198 \| 0.8845 \| 0.9434 \| 0.8296 \| 0.8722 \| 0.5424 \| 0.9078 \| 0.8786 \| 0.7648 \| 0.8786 \| 0.6844 \| 0.7671 \| 0.4477 \| 0.7972 \| 0.7247 \| 0.7266 \| \| 0.1578 \| 16.27 \| 6020 \| 0.5023 \| 0.7234 \| 0.8220 \| 0.8891 \| 0.9409 \| 0.8351 \| 0.8720 \| 0.5270 \| 0.9195 \| 0.8711 \| 0.7885 \| 0.8785 \| 0.6842 \| 0.7670 \| 0.4469 \| 0.8123 \| 0.7247 \| 0.7502 \| \| 0.0939 \| 16.32 \| 6040 \| 0.5277 \| 0.7183 \| 0.8133 \| 0.8870 \| 0.9397 \| 0.8046 \| 0.8750 \| 0.5381 \| 0.9354 \| 0.8350 \| 0.7648 \| 0.8789 \| 0.6819 \| 0.7673 \| 0.4435 \| 0.8116 \| 0.7149 \| 0.7299 \| \| 0.0552 \| 16.38 \| 6060 \| 0.5900 \| 0.7183 \| 0.8119 \| 0.8867 \| 0.9528 \| 0.7929 \| 0.8738 \| 0.5445 \| 0.9230 \| 0.8467 \| 0.7495 \| 0.8734 \| 0.6803 \| 0.7708 \| 0.4422 \| 0.8140 \| 0.7257 \| 0.7216 \| \| 0.156 \| 16.43 \| 6080 \| 0.5169 \| 0.7219 \| 0.8231 \| 0.8887 \| 0.9471 \| 0.8251 \| 0.8793 \| 0.5582 \| 0.9132 \| 0.8552 \| 0.7836 \| 0.8762 \| 0.6823 \| 0.7677 \| 0.4377 \| 0.8157 \| 0.7242 \| 0.7494 \| \| 0.1466 \| 16.49 \| 6100 \| 0.5293 \| 0.7191 \| 0.8131 \| 0.8874 \| 0.9439 \| 0.7994 \| 0.8523 \| 0.5236 \| 0.9240 \| 0.8622 \| 0.7863 \| 0.8729 \| 0.6835 \| 0.7682 \| 0.4200 \| 0.8108 \| 0.7252 \| 0.7531 \| \| 0.0852 \| 16.54 \| 6120 \| 0.5317 \| 0.7181 \| 0.8130 \| 0.8870 \| 0.9379 \| 0.8027 \| 0.8648 \| 0.5091 \| 0.9258 \| 0.8599 \| 0.7908 \| 0.8729 \| 0.6826 \| 0.7639 \| 0.4151 \| 0.8087 \| 0.7277 \| 0.7560 \| \| 0.4519 \| 16.59 \| 6140 \| 0.5177 \| 0.7214 \| 0.8213 \| 0.8892 \| 0.9425 \| 0.8270 \| 0.8827 \| 0.5092 \| 0.9116 \| 0.8816 \| 0.7944 \| 0.8768 \| 0.6819 \| 0.7646 \| 0.4260 \| 0.8139 \| 0.7273 \| 0.7592 \| \| 0.0944 \| 16.65 \| 6160 \| 0.5116 \| 0.7197 \| 0.8169 \| 0.8884 \| 0.9431 \| 0.8113 \| 0.8838 \| 0.5071 \| 0.9154 \| 0.8653 \| 0.7923 \| 0.8761 \| 0.6829 \| 0.7623 \| 0.4193 \| 0.8116 \| 0.7286 \| 0.7574 \| \| 0.0866 \| 16.7 \| 6180 \| 0.5518 \| 0.7121 \| 0.8173 \| 0.8824 \| 0.9349 \| 0.8215 \| 0.8803 \| 0.5341 \| 0.9130 \| 0.8797 \| 0.7574 \| 0.8735 \| 0.6830 \| 0.7632 \| 0.4301 \| 0.8022 \| 0.7068 \| 0.7263 \| \| 0.1709 \| 16.76 \| 6200 \| 0.5418 \| 0.7124 \| 0.8147 \| 0.8834 \| 0.9373 \| 0.8074 \| 0.8946 \| 0.5317 \| 0.9159 \| 0.8523 \| 0.7637 \| 0.8738 \| 0.6838 \| 0.7671 \| 0.4277 \| 0.8068 \| 0.6988 \| 0.7286 \| \| 0.1937 \| 16.81 \| 6220 \| 0.5486 \| 0.7134 \| 0.8134 \| 0.8843 \| 0.9376 \| 0.8241 \| 0.8861 \| 0.5029 \| 0.9209 \| 0.8619 \| 0.7600 \| 0.8735 \| 0.6849 \| 0.7700 \| 0.4306 \| 0.8101 \| 0.6983 \| 0.7264 \| \| 2.8929 \| 16.86 \| 6240 \| 0.5439 \| 0.7128 \| 0.8114 \| 0.8842 \| 0.9407 \| 0.8229 \| 0.8945 \| 0.4935 \| 0.9189 \| 0.8496 \| 0.7597 \| 0.8731 \| 0.6855 \| 0.7738 \| 0.4234 \| 0.8083 \| 0.7000 \| 0.7255 \| \| 0.0648 \| 16.92 \| 6260 \| 0.4885 \| 0.7168 \| 0.8199 \| 0.8846 \| 0.9396 \| 0.8333 \| 0.8732 \| 0.5511 \| 0.9166 \| 0.8625 \| 0.7629 \| 0.8735 \| 0.6843 \| 0.7725 \| 0.4493 \| 0.8092 \| 0.7019 \| 0.7271 \| \| 0.1542 \| 16.97 \| 6280 \| 0.5452 \| 0.7158 \| 0.8174 \| 0.8834 \| 0.9369 \| 0.8164 \| 0.8900 \| 0.5580 \| 0.9196 \| 0.8416 \| 0.7590 \| 0.8737 \| 0.6874 \| 0.7707 \| 0.4474 \| 0.8033 \| 0.7025 \| 0.7255 \| \| 0.0902 \| 17.03 \| 6300 \| 0.5273 \| 0.7207 \| 0.8175 \| 0.8859 \| 0.9384 \| 0.8322 \| 0.8773 \| 0.5288 \| 0.9223 \| 0.8490 \| 0.7743 \| 0.8735 \| 0.6886 \| 0.7738 \| 0.4484 \| 0.8033 \| 0.7189 \| 0.7383 \| \| 0.1217 \| 17.08 \| 6320 \| 0.4770 \| 0.7303 \| 0.8247 \| 0.8930 \| 0.9520 \| 0.8060 \| 0.8844 \| 0.5436 \| 0.9072 \| 0.8574 \| 0.8222 \| 0.8776 \| 0.6872 \| 0.7754 \| 0.4432 \| 0.8183 \| 0.7297 \| 0.7811 \| \| 0.0718 \| 17.14 \| 6340 \| 0.4914 \| 0.7325 \| 0.8319 \| 0.8942 \| 0.9450 \| 0.8564 \| 0.8866 \| 0.5467 \| 0.9128 \| 0.8454 \| 0.8305 \| 0.8794 \| 0.6865 \| 0.7745 \| 0.4518 \| 0.8209 \| 0.7239 \| 0.7906 \| \| 0.2373 \| 17.19 \| 6360 \| 0.5114 \| 0.7229 \| 0.8156 \| 0.8895 \| 0.9504 \| 0.8186 \| 0.8944 \| 0.4887 \| 0.9133 \| 0.8611 \| 0.7828 \| 0.8782 \| 0.6909 \| 0.7748 \| 0.4303 \| 0.8105 \| 0.7273 \| 0.7484 \| \| 0.7583 \| 17.24 \| 6380 \| 0.5510 \| 0.7158 \| 0.8129 \| 0.8861 \| 0.9501 \| 0.8350 \| 0.8750 \| 0.4921 \| 0.9151 \| 0.8634 \| 0.7598 \| 0.8797 \| 0.6886 \| 0.7707 \| 0.4283 \| 0.8077 \| 0.7103 \| 0.7253 \| \| 0.1402 \| 17.3 \| 6400 \| 0.5501 \| 0.7149 \| 0.8142 \| 0.8850 \| 0.9456 \| 0.8124 \| 0.8784 \| 0.5115 \| 0.9104 \| 0.8760 \| 0.7648 \| 0.8792 \| 0.6885 \| 0.7677 \| 0.4378 \| 0.8073 \| 0.6987 \| 0.7254 \| \| 0.0813 \| 17.35 \| 6420 \| 0.5124 \| 0.7195 \| 0.8216 \| 0.8861 \| 0.9435 \| 0.8357 \| 0.8774 \| 0.5315 \| 0.9048 \| 0.8732 \| 0.7853 \| 0.8788 \| 0.6874 \| 0.7696 \| 0.4431 \| 0.8025 \| 0.7107 \| 0.7446 \| \| 0.1085 \| 17.41 \| 6440 \| 0.4813 \| 0.7305 \| 0.8236 \| 0.8939 \| 0.9471 \| 0.8276 \| 0.8798 \| 0.5244 \| 0.9222 \| 0.8503 \| 0.8138 \| 0.8796 \| 0.6875 \| 0.7734 \| 0.4411 \| 0.8217 \| 0.7377 \| 0.7727 \| \| 0.1439 \| 17.46 \| 6460 \| 0.5327 \| 0.7248 \| 0.8146 \| 0.8911 \| 0.9400 \| 0.8298 \| 0.8716 \| 0.4727 \| 0.9351 \| 0.8639 \| 0.7888 \| 0.8763 \| 0.6880 \| 0.7723 \| 0.4196 \| 0.8154 \| 0.7514 \| 0.7505 \| \| 0.0652 \| 17.51 \| 6480 \| 0.4739 \| 0.7331 \| 0.8298 \| 0.8935 \| 0.9517 \| 0.8073 \| 0.8871 \| 0.5477 \| 0.8962 \| 0.8921 \| 0.8267 \| 0.8786 \| 0.6847 \| 0.7770 \| 0.4611 \| 0.8168 \| 0.7270 \| 0.7864 \| \| 0.1091 \| 17.57 \| 6500 \| 0.4763 \| 0.7287 \| 0.8306 \| 0.8907 \| 0.9489 \| 0.8213 \| 0.8759 \| 0.5751 \| 0.8972 \| 0.8800 \| 0.8160 \| 0.8811 \| 0.6868 \| 0.7772 \| 0.4570 \| 0.8092 \| 0.7115 \| 0.7779 \| \| 0.4689 \| 17.62 \| 6520 \| 0.4656 \| 0.7248 \| 0.8241 \| 0.8897 \| 0.9414 \| 0.8117 \| 0.8613 \| 0.5546 \| 0.9115 \| 0.8665 \| 0.8218 \| 0.8764 \| 0.6897 \| 0.7702 \| 0.4206 \| 0.8104 \| 0.7284 \| 0.7778 \| \| 0.126 \| 17.68 \| 6540 \| 0.4826 \| 0.7219 \| 0.8210 \| 0.8898 \| 0.9419 \| 0.8082 \| 0.8646 \| 0.5306 \| 0.9128 \| 0.8680 \| 0.8207 \| 0.8767 \| 0.6899 \| 0.7575 \| 0.4034 \| 0.8148 \| 0.7357 \| 0.7754 \| \| 0.1497 \| 17.73 \| 6560 \| 0.5100 \| 0.7211 \| 0.8117 \| 0.8894 \| 0.9488 \| 0.8191 \| 0.8843 \| 0.4794 \| 0.9243 \| 0.8461 \| 0.7800 \| 0.8769 \| 0.6926 \| 0.7741 \| 0.4011 \| 0.8110 \| 0.7498 \| 0.7419 \| \| 0.1546 \| 17.78 \| 6580 \| 0.4865 \| 0.7209 \| 0.8199 \| 0.8887 \| 0.9426 \| 0.8249 \| 0.8755 \| 0.5045 \| 0.9116 \| 0.8858 \| 0.7945 \| 0.8804 \| 0.6906 \| 0.7710 \| 0.4120 \| 0.8074 \| 0.7293 \| 0.7560 \| \| 0.1639 \| 17.84 \| 6600 \| 0.5077 \| 0.7254 \| 0.8190 \| 0.8932 \| 0.9488 \| 0.8178 \| 0.8878 \| 0.4842 \| 0.9149 \| 0.8586 \| 0.8208 \| 0.8801 \| 0.6900 \| 0.7609 \| 0.4069 \| 0.8209 \| 0.7346 \| 0.7841 \| \| 0.3673 \| 17.89 \| 6620 \| 0.5128 \| 0.7242 \| 0.8186 \| 0.8915 \| 0.9463 \| 0.8168 \| 0.8871 \| 0.5067 \| 0.9217 \| 0.8563 \| 0.7954 \| 0.8810 \| 0.6900 \| 0.7684 \| 0.4188 \| 0.8171 \| 0.7352 \| 0.7591 \| \| 0.1978 \| 17.95 \| 6640 \| 0.5142 \| 0.7217 \| 0.8170 \| 0.8893 \| 0.9472 \| 0.8285 \| 0.8718 \| 0.4931 \| 0.9168 \| 0.8795 \| 0.7824 \| 0.8788 \| 0.6864 \| 0.7676 \| 0.4239 \| 0.8117 \| 0.7397 \| 0.7434 \| \| 0.1925 \| 18.0 \| 6660 \| 0.5152 \| 0.7298 \| 0.8267 \| 0.8925 \| 0.9490 \| 0.8242 \| 0.8814 \| 0.5430 \| 0.9099 \| 0.8722 \| 0.8072 \| 0.8773 \| 0.6874 \| 0.7708 \| 0.4438 \| 0.8181 \| 0.7407 \| 0.7707 \| \| 0.1153 \| 18.05 \| 6680 \| 0.4866 \| 0.7342 \| 0.8234 \| 0.8971 \| 0.9492 \| 0.7931 \| 0.8895 \| 0.5085 \| 0.9157 \| 0.8595 \| 0.8483 \| 0.8780 \| 0.6837 \| 0.7701 \| 0.4364 \| 0.8295 \| 0.7339 \| 0.8075 \| \| 0.0899 \| 18.11 \| 6700 \| 0.4887 \| 0.7338 \| 0.8318 \| 0.8960 \| 0.9459 \| 0.8300 \| 0.8650 \| 0.5456 \| 0.9127 \| 0.8827 \| 0.8406 \| 0.8802 \| 0.6827 \| 0.7705 \| 0.4455 \| 0.8274 \| 0.7293 \| 0.8008 \| \| 0.2589 \| 18.16 \| 6720 \| 0.4892 \| 0.7323 \| 0.8291 \| 0.8945 \| 0.9486 \| 0.8144 \| 0.8825 \| 0.5375 \| 0.9046 \| 0.8833 \| 0.8332 \| 0.8810 \| 0.6896 \| 0.7695 \| 0.4447 \| 0.8210 \| 0.7255 \| 0.7944 \| \| 0.1197 \| 18.22 \| 6740 \| 0.5024 \| 0.7249 \| 0.8207 \| 0.8899 \| 0.9513 \| 0.8139 \| 0.8668 \| 0.5448 \| 0.9104 \| 0.8543 \| 0.8037 \| 0.8796 \| 0.6902 \| 0.7629 \| 0.4414 \| 0.8111 \| 0.7264 \| 0.7629 \| \| 0.1703 \| 18.27 \| 6760 \| 0.5068 \| 0.7253 \| 0.8255 \| 0.8890 \| 0.9485 \| 0.8050 \| 0.8485 \| 0.5965 \| 0.9106 \| 0.8742 \| 0.7949 \| 0.8806 \| 0.6880 \| 0.7666 \| 0.4513 \| 0.8089 \| 0.7253 \| 0.7563 \| \| 0.1416 \| 18.32 \| 6780 \| 0.5116 \| 0.7238 \| 0.8234 \| 0.8890 \| 0.9468 \| 0.8031 \| 0.8735 \| 0.5668 \| 0.9109 \| 0.8755 \| 0.7871 \| 0.8816 \| 0.6887 \| 0.7692 \| 0.4442 \| 0.8105 \| 0.7240 \| 0.7484 \| \| 0.2357 \| 18.38 \| 6800 \| 0.4785 \| 0.7263 \| 0.8257 \| 0.8907 \| 0.9481 \| 0.8063 \| 0.8624 \| 0.5775 \| 0.9122 \| 0.8718 \| 0.8016 \| 0.8816 \| 0.6879 \| 0.7647 \| 0.4400 \| 0.8146 \| 0.7345 \| 0.7604 \| \| 0.1692 \| 18.43 \| 6820 \| 0.4507 \| 0.7336 \| 0.8321 \| 0.8952 \| 0.9472 \| 0.8108 \| 0.8720 \| 0.5805 \| 0.9127 \| 0.8687 \| 0.8325 \| 0.8811 \| 0.6865 \| 0.7715 \| 0.4468 \| 0.8257 \| 0.7338 \| 0.7898 \| \| 0.1097 \| 18.49 \| 6840 \| 0.4794 \| 0.7333 \| 0.8299 \| 0.8953 \| 0.9486 \| 0.7926 \| 0.8754 \| 0.5718 \| 0.9088 \| 0.8714 \| 0.8407 \| 0.8762 \| 0.6819 \| 0.7697 \| 0.4426 \| 0.8279 \| 0.7329 \| 0.8021 \| \| 0.1896 \| 18.54 \| 6860 \| 0.5163 \| 0.7141 \| 0.8230 \| 0.8832 \| 0.9360 \| 0.7966 \| 0.8850 \| 0.5660 \| 0.8949 \| 0.8898 \| 0.7928 \| 0.8737 \| 0.6814 \| 0.7653 \| 0.4298 \| 0.8035 \| 0.7004 \| 0.7450 \| \| 0.1161 \| 18.59 \| 6880 \| 0.5188 \| 0.7164 \| 0.8111 \| 0.8873 \| 0.9524 \| 0.7999 \| 0.8748 \| 0.5150 \| 0.9185 \| 0.8481 \| 0.7693 \| 0.8763 \| 0.6808 \| 0.7721 \| 0.4248 \| 0.8156 \| 0.7120 \| 0.7332 \| \| 0.1457 \| 18.65 \| 6900 \| 0.5094 \| 0.7163 \| 0.8214 \| 0.8858 \| 0.9379 \| 0.8260 \| 0.8810 \| 0.5706 \| 0.9231 \| 0.8455 \| 0.7658 \| 0.8780 \| 0.6832 \| 0.7630 \| 0.4432 \| 0.8157 \| 0.7021 \| 0.7291 \| \| 0.074 \| 18.7 \| 6920 \| 0.5089 \| 0.7152 \| 0.8230 \| 0.8845 \| 0.9461 \| 0.8254 \| 0.8721 \| 0.5581 \| 0.8992 \| 0.8954 \| 0.7646 \| 0.8793 \| 0.6885 \| 0.7624 \| 0.4443 \| 0.8106 \| 0.6965 \| 0.7247 \| \| 0.0944 \| 18.76 \| 6940 \| 0.5005 \| 0.7185 \| 0.8221 \| 0.8853 \| 0.9334 \| 0.8362 \| 0.8707 \| 0.5501 \| 0.9182 \| 0.8642 \| 0.7822 \| 0.8718 \| 0.6885 \| 0.7623 \| 0.4349 \| 0.8074 \| 0.7200 \| 0.7444 \| \| 0.1743 \| 18.81 \| 6960 \| 0.5052 \| 0.7221 \| 0.8193 \| 0.8884 \| 0.9463 \| 0.8099 \| 0.8844 \| 0.5297 \| 0.9108 \| 0.8656 \| 0.7886 \| 0.8747 \| 0.6858 \| 0.7627 \| 0.4372 \| 0.8120 \| 0.7296 \| 0.7527 \| \| 0.0786 \| 18.86 \| 6980 \| 0.5417 \| 0.7102 \| 0.8172 \| 0.8817 \| 0.9322 \| 0.8292 \| 0.8613 \| 0.5575 \| 0.9211 \| 0.8579 \| 0.7613 \| 0.8718 \| 0.6816 \| 0.7575 \| 0.4297 \| 0.8062 \| 0.6984 \| 0.7265 \| \| 0.1497 \| 18.92 \| 7000 \| 0.4958 \| 0.7216 \| 0.8254 \| 0.8864 \| 0.9435 \| 0.8290 \| 0.8716 \| 0.5538 \| 0.8988 \| 0.8889 \| 0.7922 \| 0.8717 \| 0.6840 \| 0.7687 \| 0.4485 \| 0.8067 \| 0.7188 \| 0.7530 \| \| 0.1378 \| 18.97 \| 7020 \| 0.5228 \| 0.7259 \| 0.8238 \| 0.8902 \| 0.9509 \| 0.8141 \| 0.8692 \| 0.5612 \| 0.9107 \| 0.8689 \| 0.7917 \| 0.8786 \| 0.6847 \| 0.7734 \| 0.4483 \| 0.8139 \| 0.7239 \| 0.7587 \| \| 0.1311 \| 19.03 \| 7040 \| 0.4866 \| 0.7274 \| 0.8310 \| 0.8900 \| 0.9439 \| 0.8333 \| 0.8735 \| 0.5742 \| 0.9005 \| 0.8708 \| 0.8211 \| 0.8732 \| 0.6860 \| 0.7738 \| 0.4400 \| 0.8116 \| 0.7229 \| 0.7844 \| \| 0.1454 \| 19.08 \| 7060 \| 0.4845 \| 0.7317 \| 0.8286 \| 0.8929 \| 0.9456 \| 0.8190 \| 0.8716 \| 0.5517 \| 0.9063 \| 0.8684 \| 0.8378 \| 0.8727 \| 0.6878 \| 0.7746 \| 0.4425 \| 0.8183 \| 0.7280 \| 0.7979 \| \| 0.1215 \| 19.14 \| 7080 \| 0.5578 \| 0.7173 \| 0.8215 \| 0.8844 \| 0.9362 \| 0.8271 \| 0.8733 \| 0.5648 \| 0.9180 \| 0.8708 \| 0.7605 \| 0.8748 \| 0.6848 \| 0.7757 \| 0.4526 \| 0.8074 \| 0.7023 \| 0.7238 \| \| 0.1733 \| 19.19 \| 7100 \| 0.5758 \| 0.7151 \| 0.8126 \| 0.8840 \| 0.9434 \| 0.8032 \| 0.8686 \| 0.5321 \| 0.9184 \| 0.8657 \| 0.7569 \| 0.8735 \| 0.6836 \| 0.7695 \| 0.4483 \| 0.8074 \| 0.7009 \| 0.7227 \| \| 0.0956 \| 19.24 \| 7120 \| 0.5478 \| 0.7163 \| 0.8184 \| 0.8849 \| 0.9477 \| 0.8340 \| 0.8616 \| 0.5424 \| 0.9115 \| 0.8760 \| 0.7557 \| 0.8757 \| 0.6866 \| 0.7741 \| 0.4477 \| 0.8107 \| 0.6961 \| 0.7229 \| \| 0.1144 \| 19.3 \| 7140 \| 0.5789 \| 0.7141 \| 0.8140 \| 0.8856 \| 0.9517 \| 0.8162 \| 0.8838 \| 0.5168 \| 0.9127 \| 0.8732 \| 0.7437 \| 0.8764 \| 0.6866 \| 0.7756 \| 0.4273 \| 0.8163 \| 0.7046 \| 0.7121 \| \| 0.0828 \| 19.35 \| 7160 \| 0.5795 \| 0.7170 \| 0.8156 \| 0.8876 \| 0.9472 \| 0.8291 \| 0.8759 \| 0.5119 \| 0.9226 \| 0.8665 \| 0.7564 \| 0.8813 \| 0.6862 \| 0.7769 \| 0.4294 \| 0.8160 \| 0.7058 \| 0.7231 \| \| 0.0687 \| 19.41 \| 7180 \| 0.5686 \| 0.7154 \| 0.8117 \| 0.8865 \| 0.9477 \| 0.7988 \| 0.8613 \| 0.5266 \| 0.9248 \| 0.8658 \| 0.7568 \| 0.8813 \| 0.6824 \| 0.7724 \| 0.4327 \| 0.8126 \| 0.7030 \| 0.7233 \| \| 0.1395 \| 19.46 \| 7200 \| 0.5835 \| 0.7151 \| 0.8160 \| 0.8849 \| 0.9492 \| 0.8137 \| 0.8674 \| 0.5327 \| 0.9087 \| 0.8845 \| 0.7556 \| 0.8781 \| 0.6850 \| 0.7740 \| 0.4411 \| 0.8095 \| 0.6974 \| 0.7206 \| \| 0.1072 \| 19.51 \| 7220 \| 0.5384 \| 0.7129 \| 0.8160 \| 0.8842 \| 0.9497 \| 0.8382 \| 0.8495 \| 0.5469 \| 0.9164 \| 0.8634 \| 0.7483 \| 0.8757 \| 0.6841 \| 0.7732 \| 0.4277 \| 0.8118 \| 0.7020 \| 0.7156 \| \| 0.0705 \| 19.57 \| 7240 \| 0.5240 \| 0.7166 \| 0.8148 \| 0.8862 \| 0.9510 \| 0.8087 \| 0.8751 \| 0.5294 \| 0.9124 \| 0.8659 \| 0.7612 \| 0.8788 \| 0.6908 \| 0.7709 \| 0.4341 \| 0.8119 \| 0.7011 \| 0.7285 \| \| 0.1924 \| 19.62 \| 7260 \| 0.5222 \| 0.7182 \| 0.8179 \| 0.8869 \| 0.9494 \| 0.8363 \| 0.8751 \| 0.5218 \| 0.9142 \| 0.8682 \| 0.7605 \| 0.8798 \| 0.6900 \| 0.7724 \| 0.4420 \| 0.8130 \| 0.7035 \| 0.7267 \| \| 0.0711 \| 19.68 \| 7280 \| 0.5092 \| 0.7208 \| 0.8212 \| 0.8879 \| 0.9444 \| 0.8343 \| 0.8651 \| 0.5372 \| 0.9173 \| 0.8744 \| 0.7753 \| 0.8823 \| 0.6886 \| 0.7731 \| 0.4464 \| 0.8114 \| 0.7062 \| 0.7378 \| \| 0.1801 \| 19.73 \| 7300 \| 0.4822 \| 0.7299 \| 0.8289 \| 0.8926 \| 0.9455 \| 0.8012 \| 0.8879 \| 0.5815 \| 0.9108 \| 0.8541 \| 0.8213 \| 0.8809 \| 0.6865 \| 0.7735 \| 0.4426 \| 0.8163 \| 0.7270 \| 0.7827 \| \| 0.1059 \| 19.78 \| 7320 \| 0.4786 \| 0.7355 \| 0.8341 \| 0.8964 \| 0.9465 \| 0.8363 \| 0.8677 \| 0.5692 \| 0.9157 \| 0.8635 \| 0.8394 \| 0.8792 \| 0.6817 \| 0.7738 \| 0.4513 \| 0.8289 \| 0.7307 \| 0.8030 \| \| 1.8411 \| 19.84 \| 7340 \| 0.5175 \| 0.7341 \| 0.8313 \| 0.8952 \| 0.9529 \| 0.8020 \| 0.8914 \| 0.5669 \| 0.9008 \| 0.8711 \| 0.8339 \| 0.8795 \| 0.6810 \| 0.7727 \| 0.4574 \| 0.8237 \| 0.7244 \| 0.7998 \| \| 1.7101 \| 19.89 \| 7360 \| 0.5295 \| 0.7327 \| 0.8368 \| 0.8942 \| 0.9439 \| 0.8316 \| 0.8818 \| 0.5814 \| 0.9034 \| 0.8815 \| 0.8340 \| 0.8802 \| 0.6786 \| 0.7720 \| 0.4525 \| 0.8207 \| 0.7249 \| 0.8003 \| \| 0.089 \| 19.95 \| 7380 \| 0.4847 \| 0.7316 \| 0.8318 \| 0.8943 \| 0.9423 \| 0.7977 \| 0.8840 \| 0.5653 \| 0.9044 \| 0.8823 \| 0.8468 \| 0.8800 \| 0.6732 \| 0.7581 \| 0.4550 \| 0.8217 \| 0.7251 \| 0.8079 \| \| 0.2122 \| 20.0 \| 7400 \| 0.4957 \| 0.7262 \| 0.8322 \| 0.8912 \| 0.9466 \| 0.7874 \| 0.8737 \| 0.6017 \| 0.8921 \| 0.8826 \| 0.8415 \| 0.8802 \| 0.6705 \| 0.7617 \| 0.4411 \| 0.8144 \| 0.7114 \| 0.8046 \| \| 0.1163 \| 20.05 \| 7420 \| 0.4751 \| 0.7302 \| 0.8361 \| 0.8931 \| 0.9460 \| 0.8175 \| 0.8749 \| 0.5942 \| 0.8950 \| 0.8753 \| 0.8495 \| 0.8800 \| 0.6827 \| 0.7634 \| 0.4388 \| 0.8189 \| 0.7180 \| 0.8099 \| \| 0.1322 \| 20.11 \| 7440 \| 0.4809 \| 0.7343 \| 0.8363 \| 0.8949 \| 0.9439 \| 0.8231 \| 0.8823 \| 0.5715 \| 0.9006 \| 0.8841 \| 0.8487 \| 0.8793 \| 0.6789 \| 0.7647 \| 0.4623 \| 0.8228 \| 0.7209 \| 0.8108 \| \| 0.163 \| 20.16 \| 7460 \| 0.4699 \| 0.7318 \| 0.8255 \| 0.8947 \| 0.9435 \| 0.7919 \| 0.8711 \| 0.5605 \| 0.9224 \| 0.8536 \| 0.8358 \| 0.8808 \| 0.6741 \| 0.7648 \| 0.4605 \| 0.8241 \| 0.7274 \| 0.7912 \| \| 0.0845 \| 20.22 \| 7480 \| 0.4678 \| 0.7330 \| 0.8274 \| 0.8957 \| 0.9472 \| 0.8095 \| 0.8836 \| 0.5501 \| 0.9185 \| 0.8492 \| 0.8339 \| 0.8821 \| 0.6801 \| 0.7699 \| 0.4498 \| 0.8245 \| 0.7279 \| 0.7967 \| \| 0.066 \| 20.27 \| 7500 \| 0.4627 \| 0.7390 \| 0.8320 \| 0.8987 \| 0.9465 \| 0.7927 \| 0.8875 \| 0.5570 \| 0.9104 \| 0.8529 \| 0.8768 \| 0.8846 \| 0.6828 \| 0.7732 \| 0.4529 \| 0.8257 \| 0.7332 \| 0.8208 \| \| 0.2855 \| 20.32 \| 7520 \| 0.4541 \| 0.7441 \| 0.8336 \| 0.9017 \| 0.9494 \| 0.8038 \| 0.8756 \| 0.5441 \| 0.9161 \| 0.8675 \| 0.8787 \| 0.8845 \| 0.6878 \| 0.7759 \| 0.4540 \| 0.8331 \| 0.7373 \| 0.8360 \| \| 0.1623 \| 20.38 \| 7540 \| 0.4726 \| 0.7357 \| 0.8248 \| 0.8983 \| 0.9451 \| 0.8020 \| 0.8860 \| 0.5050 \| 0.9240 \| 0.8613 \| 0.8501 \| 0.8830 \| 0.6824 \| 0.7736 \| 0.4379 \| 0.8286 \| 0.7315 \| 0.8126 \| \| 0.0805 \| 20.43 \| 7560 \| 0.4518 \| 0.7355 \| 0.8309 \| 0.8982 \| 0.9473 \| 0.8429 \| 0.8821 \| 0.5069 \| 0.9125 \| 0.8675 \| 0.8574 \| 0.8834 \| 0.6829 \| 0.7742 \| 0.4322 \| 0.8270 \| 0.7295 \| 0.8195 \| \| 0.0892 \| 20.49 \| 7580 \| 0.4647 \| 0.7269 \| 0.8204 \| 0.8926 \| 0.9485 \| 0.7750 \| 0.8801 \| 0.5361 \| 0.9138 \| 0.8776 \| 0.8120 \| 0.8845 \| 0.6764 \| 0.7730 \| 0.4364 \| 0.8140 \| 0.7282 \| 0.7756 \| \| 0.0479 \| 20.54 \| 7600 \| 0.4994 \| 0.7207 \| 0.8179 \| 0.8888 \| 0.9431 \| 0.7955 \| 0.8775 \| 0.5400 \| 0.9193 \| 0.8557 \| 0.7943 \| 0.8803 \| 0.6697 \| 0.7697 \| 0.4320 \| 0.8091 \| 0.7286 \| 0.7554 \| \| 0.0717 \| 20.59 \| 7620 \| 0.4951 \| 0.7279 \| 0.8261 \| 0.8926 \| 0.9488 \| 0.8292 \| 0.8698 \| 0.5462 \| 0.9146 \| 0.8661 \| 0.8081 \| 0.8810 \| 0.6859 \| 0.7741 \| 0.4324 \| 0.8186 \| 0.7327 \| 0.7705 \| \| 0.4134 \| 20.65 \| 7640 \| 0.5497 \| 0.7189 \| 0.8202 \| 0.8875 \| 0.9474 \| 0.8428 \| 0.8764 \| 0.5258 \| 0.9155 \| 0.8723 \| 0.7611 \| 0.8812 \| 0.6859 \| 0.7786 \| 0.4465 \| 0.8147 \| 0.6999 \| 0.7256 \| \| 1.3472 \| 20.7 \| 7660 \| 0.5462 \| 0.7156 \| 0.8162 \| 0.8852 \| 0.9531 \| 0.7985 \| 0.8820 \| 0.5465 \| 0.9061 \| 0.8840 \| 0.7435 \| 0.8804 \| 0.6862 \| 0.7779 \| 0.4522 \| 0.8126 \| 0.6903 \| 0.7097 \| \| 0.1087 \| 20.76 \| 7680 \| 0.5607 \| 0.7188 \| 0.8218 \| 0.8866 \| 0.9443 \| 0.8418 \| 0.8655 \| 0.5463 \| 0.9164 \| 0.8772 \| 0.7607 \| 0.8812 \| 0.6848 \| 0.7749 \| 0.4559 \| 0.8126 \| 0.6976 \| 0.7243 \| \| 0.0687 \| 20.81 \| 7700 \| 0.5686 \| 0.7147 \| 0.8184 \| 0.8846 \| 0.9454 \| 0.8356 \| 0.8812 \| 0.5270 \| 0.9111 \| 0.8838 \| 0.7445 \| 0.8796 \| 0.6874 \| 0.7739 \| 0.4499 \| 0.8118 \| 0.6902 \| 0.7102 \| \| 0.1466 \| 20.86 \| 7720 \| 0.5114 \| 0.7294 \| 0.8251 \| 0.8930 \| 0.9485 \| 0.8343 \| 0.8852 \| 0.5219 \| 0.9128 \| 0.8603 \| 0.8128 \| 0.8810 \| 0.6882 \| 0.7740 \| 0.4464 \| 0.8180 \| 0.7238 \| 0.7742 \| \| 0.1206 \| 20.92 \| 7740 \| 0.4843 \| 0.7334 \| 0.8314 \| 0.8953 \| 0.9473 \| 0.8198 \| 0.8793 \| 0.5627 \| 0.9114 \| 0.8636 \| 0.8355 \| 0.8820 \| 0.6848 \| 0.7750 \| 0.4489 \| 0.8235 \| 0.7251 \| 0.7947 \| \| 0.2114 \| 20.97 \| 7760 \| 0.4590 \| 0.7344 \| 0.8253 \| 0.8974 \| 0.9516 \| 0.8009 \| 0.8882 \| 0.5215 \| 0.9138 \| 0.8504 \| 0.8506 \| 0.8810 \| 0.6843 \| 0.7767 \| 0.4363 \| 0.8288 \| 0.7240 \| 0.8093 \| \| 0.1077 \| 21.03 \| 7780 \| 0.4746 \| 0.7342 \| 0.8265 \| 0.8976 \| 0.9494 \| 0.8226 \| 0.8748 \| 0.5081 \| 0.9160 \| 0.8608 \| 0.8537 \| 0.8809 \| 0.6863 \| 0.7763 \| 0.4303 \| 0.8306 \| 0.7256 \| 0.8096 \| \| 0.1077 \| 21.08 \| 7800 \| 0.4745 \| 0.7311 \| 0.8242 \| 0.8961 \| 0.9476 \| 0.8301 \| 0.8801 \| 0.4826 \| 0.9151 \| 0.8762 \| 0.8378 \| 0.8810 \| 0.6883 \| 0.7719 \| 0.4254 \| 0.8270 \| 0.7257 \| 0.7984 \| \| 0.1559 \| 21.14 \| 7820 \| 0.5023 \| 0.7318 \| 0.8280 \| 0.8947 \| 0.9495 \| 0.8289 \| 0.8806 \| 0.5277 \| 0.9099 \| 0.8731 \| 0.8260 \| 0.8812 \| 0.6861 \| 0.7727 \| 0.4480 \| 0.8230 \| 0.7207 \| 0.7907 \| \| 0.1022 \| 21.19 \| 7840 \| 0.4712 \| 0.7370 \| 0.8337 \| 0.8973 \| 0.9458 \| 0.8162 \| 0.8607 \| 0.5465 \| 0.9025 \| 0.8809 \| 0.8833 \| 0.8847 \| 0.6849 \| 0.7667 \| 0.4551 \| 0.8237 \| 0.7311 \| 0.8129 \| \| 0.1382 \| 21.24 \| 7860 \| 0.5166 \| 0.7272 \| 0.8274 \| 0.8935 \| 0.9405 \| 0.7601 \| 0.8616 \| 0.5688 \| 0.9002 \| 0.8737 \| 0.8868 \| 0.8843 \| 0.6504 \| 0.7605 \| 0.4541 \| 0.8203 \| 0.7298 \| 0.7908 \| \| 0.0495 \| 21.3 \| 7880 \| 0.4990 \| 0.7369 \| 0.8308 \| 0.8973 \| 0.9487 \| 0.8126 \| 0.8728 \| 0.5573 \| 0.9147 \| 0.8584 \| 0.8513 \| 0.8814 \| 0.6874 \| 0.7736 \| 0.4531 \| 0.8279 \| 0.7242 \| 0.8110 \| \| 0.1309 \| 21.35 \| 7900 \| 0.4653 \| 0.7381 \| 0.8351 \| 0.8976 \| 0.9481 \| 0.8190 \| 0.8834 \| 0.5699 \| 0.9090 \| 0.8629 \| 0.8532 \| 0.8817 \| 0.6906 \| 0.7731 \| 0.4505 \| 0.8276 \| 0.7302 \| 0.8131 \| \| 0.2034 \| 21.41 \| 7920 \| 0.4758 \| 0.7366 \| 0.8351 \| 0.8974 \| 0.9500 \| 0.8361 \| 0.8535 \| 0.5739 \| 0.9116 \| 0.8660 \| 0.8544 \| 0.8817 \| 0.6902 \| 0.7708 \| 0.4376 \| 0.8287 \| 0.7333 \| 0.8137 \| \| 0.1587 \| 21.46 \| 7940 \| 0.5065 \| 0.7307 \| 0.8212 \| 0.8946 \| 0.9437 \| 0.8057 \| 0.8684 \| 0.4995 \| 0.9178 \| 0.8615 \| 0.8518 \| 0.8720 \| 0.6906 \| 0.7699 \| 0.4165 \| 0.8246 \| 0.7335 \| 0.8082 \| \| 0.0888 \| 21.51 \| 7960 \| 0.4859 \| 0.7338 \| 0.8299 \| 0.8955 \| 0.9436 \| 0.8250 \| 0.8752 \| 0.5298 \| 0.9110 \| 0.8749 \| 0.8498 \| 0.8767 \| 0.6903 \| 0.7732 \| 0.4290 \| 0.8233 \| 0.7330 \| 0.8110 \| \| 0.0978 \| 21.57 \| 7980 \| 0.4848 \| 0.7359 \| 0.8304 \| 0.8978 \| 0.9515 \| 0.8059 \| 0.8657 \| 0.5750 \| 0.9189 \| 0.8503 \| 0.8455 \| 0.8824 \| 0.6873 \| 0.7733 \| 0.4339 \| 0.8311 \| 0.7345 \| 0.8089 \| \| 0.0727 \| 21.62 \| 8000 \| 0.4940 \| 0.7323 \| 0.8296 \| 0.8940 \| 0.9436 \| 0.8231 \| 0.8738 \| 0.5583 \| 0.9166 \| 0.8654 \| 0.8261 \| 0.8786 \| 0.6888 \| 0.7712 \| 0.4435 \| 0.8212 \| 0.7337 \| 0.7888 \| \| 0.1287 \| 21.68 \| 8020 \| 0.4959 \| 0.7303 \| 0.8277 \| 0.8932 \| 0.9487 \| 0.8190 \| 0.8762 \| 0.5403 \| 0.9082 \| 0.8895 \| 0.8121 \| 0.8815 \| 0.6877 \| 0.7773 \| 0.4434 \| 0.8181 \| 0.7307 \| 0.7734 \| \| 0.1429 \| 21.73 \| 8040 \| 0.5274 \| 0.7235 \| 0.8189 \| 0.8896 \| 0.9513 \| 0.8038 \| 0.8817 \| 0.5183 \| 0.9073 \| 0.8827 \| 0.7872 \| 0.8769 \| 0.6856 \| 0.7755 \| 0.4339 \| 0.8130 \| 0.7287 \| 0.7506 \| \| 0.1819 \| 21.78 \| 8060 \| 0.5184 \| 0.7263 \| 0.8218 \| 0.8910 \| 0.9511 \| 0.8180 \| 0.8602 \| 0.5402 \| 0.9152 \| 0.8762 \| 0.7918 \| 0.8794 \| 0.6872 \| 0.7768 \| 0.4386 \| 0.8150 \| 0.7319 \| 0.7554 \| \| 0.0709 \| 21.84 \| 8080 \| 0.5355 \| 0.7296 \| 0.8309 \| 0.8923 \| 0.9489 \| 0.8168 \| 0.8815 \| 0.5756 \| 0.9042 \| 0.8791 \| 0.8099 \| 0.8817 \| 0.6847 \| 0.7772 \| 0.4445 \| 0.8156 \| 0.7308 \| 0.7727 \| \| 0.0816 \| 21.89 \| 8100 \| 0.5323 \| 0.7296 \| 0.8238 \| 0.8923 \| 0.9496 \| 0.8143 \| 0.8752 \| 0.5390 \| 0.9141 \| 0.8707 \| 0.8034 \| 0.8808 \| 0.6859 \| 0.7751 \| 0.4512 \| 0.8144 \| 0.7340 \| 0.7659 \| \| 0.1847 \| 21.95 \| 8120 \| 0.5215 \| 0.7275 \| 0.8262 \| 0.8911 \| 0.9489 \| 0.8174 \| 0.8788 \| 0.5486 \| 0.9071 \| 0.8862 \| 0.7963 \| 0.8817 \| 0.6863 \| 0.7767 \| 0.4441 \| 0.8117 \| 0.7327 \| 0.7591 \| \| 0.1339 \| 22.0 \| 8140 \| 0.5006 \| 0.7283 \| 0.8253 \| 0.8921 \| 0.9512 \| 0.8137 \| 0.8821 \| 0.5339 \| 0.9030 \| 0.8784 \| 0.8145 \| 0.8812 \| 0.6868 \| 0.7751 \| 0.4375 \| 0.8135 \| 0.7309 \| 0.7728 \| \| 0.0847 \| 22.05 \| 8160 \| 0.4968 \| 0.7298 \| 0.8271 \| 0.8924 \| 0.9460 \| 0.8266 \| 0.8722 \| 0.5422 \| 0.9123 \| 0.8792 \| 0.8115 \| 0.8821 \| 0.6888 \| 0.7764 \| 0.4448 \| 0.8138 \| 0.7306 \| 0.7720 \| \| 0.0571 \| 22.11 \| 8180 \| 0.4889 \| 0.7311 \| 0.8259 \| 0.8939 \| 0.9491 \| 0.8004 \| 0.8833 \| 0.5535 \| 0.9120 \| 0.8564 \| 0.8265 \| 0.8802 \| 0.6874 \| 0.7744 \| 0.4399 \| 0.8190 \| 0.7283 \| 0.7888 \| \| 0.1909 \| 22.16 \| 8200 \| 0.4716 \| 0.7357 \| 0.8323 \| 0.8961 \| 0.9433 \| 0.8261 \| 0.8848 \| 0.5429 \| 0.9104 \| 0.8654 \| 0.8531 \| 0.8780 \| 0.6900 \| 0.7768 \| 0.4410 \| 0.8239 \| 0.7298 \| 0.8108 \| \| 0.1584 \| 22.22 \| 8220 \| 0.4890 \| 0.7345 \| 0.8322 \| 0.8965 \| 0.9470 \| 0.8401 \| 0.8787 \| 0.5238 \| 0.9065 \| 0.8783 \| 0.8510 \| 0.8799 \| 0.6863 \| 0.7761 \| 0.4362 \| 0.8256 \| 0.7287 \| 0.8089 \| \| 0.0863 \| 22.27 \| 8240 \| 0.4794 \| 0.7362 \| 0.8298 \| 0.8971 \| 0.9443 \| 0.8112 \| 0.8771 \| 0.5387 \| 0.9171 \| 0.8710 \| 0.8490 \| 0.8813 \| 0.6875 \| 0.7766 \| 0.4446 \| 0.8262 \| 0.7294 \| 0.8079 \| \| 0.1098 \| 22.32 \| 8260 \| 0.4889 \| 0.7358 \| 0.8326 \| 0.8969 \| 0.9479 \| 0.8067 \| 0.8873 \| 0.5532 \| 0.9065 \| 0.8787 \| 0.8480 \| 0.8827 \| 0.6879 \| 0.7747 \| 0.4424 \| 0.8263 \| 0.7292 \| 0.8073 \| \| 0.6616 \| 22.38 \| 8280 \| 0.4827 \| 0.7333 \| 0.8269 \| 0.8959 \| 0.9451 \| 0.8194 \| 0.8780 \| 0.5096 \| 0.9140 \| 0.8795 \| 0.8425 \| 0.8791 \| 0.6864 \| 0.7750 \| 0.4354 \| 0.8244 \| 0.7290 \| 0.8041 \| \| 0.1257 \| 22.43 \| 8300 \| 0.4592 \| 0.7347 \| 0.8258 \| 0.8973 \| 0.9443 \| 0.8158 \| 0.8731 \| 0.5141 \| 0.9235 \| 0.8590 \| 0.8504 \| 0.8826 \| 0.6868 \| 0.7757 \| 0.4375 \| 0.8268 \| 0.7287 \| 0.8049 \| \| 0.1024 \| 22.49 \| 8320 \| 0.4701 \| 0.7340 \| 0.8343 \| 0.8961 \| 0.9460 \| 0.8369 \| 0.8847 \| 0.5437 \| 0.9043 \| 0.8733 \| 0.8511 \| 0.8798 \| 0.6822 \| 0.7749 \| 0.4400 \| 0.8263 \| 0.7303 \| 0.8047 \| \| 0.1011 \| 22.54 \| 8340 \| 0.4936 \| 0.7335 \| 0.8309 \| 0.8959 \| 0.9481 \| 0.8337 \| 0.8731 \| 0.5376 \| 0.9093 \| 0.8683 \| 0.8464 \| 0.8797 \| 0.6857 \| 0.7738 \| 0.4346 \| 0.8251 \| 0.7298 \| 0.8059 \| \| 0.0516 \| 22.59 \| 8360 \| 0.4869 \| 0.7326 \| 0.8288 \| 0.8961 \| 0.9448 \| 0.8347 \| 0.8800 \| 0.5264 \| 0.9161 \| 0.8491 \| 0.8507 \| 0.8789 \| 0.6832 \| 0.7724 \| 0.4310 \| 0.8275 \| 0.7308 \| 0.8042 \| \| 0.1104 \| 22.65 \| 8380 \| 0.4936 \| 0.7317 \| 0.8298 \| 0.8952 \| 0.9483 \| 0.8160 \| 0.8723 \| 0.5306 \| 0.9029 \| 0.8937 \| 0.8448 \| 0.8789 \| 0.6822 \| 0.7650 \| 0.4344 \| 0.8252 \| 0.7303 \| 0.8058 \| \| 0.1515 \| 22.7 \| 8400 \| 0.5197 \| 0.7314 \| 0.8288 \| 0.8948 \| 0.9487 \| 0.8178 \| 0.8653 \| 0.5395 \| 0.9061 \| 0.8781 \| 0.8458 \| 0.8766 \| 0.6829 \| 0.7636 \| 0.4360 \| 0.8260 \| 0.7312 \| 0.8038 \| \| 0.0403 \| 22.76 \| 8420 \| 0.4937 \| 0.7347 \| 0.8305 \| 0.8969 \| 0.9452 \| 0.8229 \| 0.8638 \| 0.5490 \| 0.9198 \| 0.8681 \| 0.8451 \| 0.8807 \| 0.6794 \| 0.7733 \| 0.4430 \| 0.8290 \| 0.7304 \| 0.8070 \| \| 1.5074 \| 22.81 \| 8440 \| 0.5201 \| 0.7332 \| 0.8294 \| 0.8962 \| 0.9507 \| 0.8137 \| 0.8889 \| 0.5541 \| 0.9109 \| 0.8433 \| 0.8445 \| 0.8806 \| 0.6811 \| 0.7740 \| 0.4368 \| 0.8266 \| 0.7263 \| 0.8072 \| \| 0.0575 \| 22.86 \| 8460 \| 0.4946 \| 0.7356 \| 0.8293 \| 0.8978 \| 0.9470 \| 0.8177 \| 0.8777 \| 0.5362 \| 0.9193 \| 0.8592 \| 0.8478 \| 0.8826 \| 0.6831 \| 0.7778 \| 0.4380 \| 0.8289 \| 0.7305 \| 0.8080 \| \| 0.1483 \| 22.92 \| 8480 \| 0.4933 \| 0.7365 \| 0.8306 \| 0.8981 \| 0.9493 \| 0.8194 \| 0.8779 \| 0.5361 \| 0.9146 \| 0.8672 \| 0.8493 \| 0.8827 \| 0.6838 \| 0.7815 \| 0.4397 \| 0.8293 \| 0.7306 \| 0.8081 \| \| 0.2198 \| 22.97 \| 8500 \| 0.4894 \| 0.7346 \| 0.8313 \| 0.8973 \| 0.9471 \| 0.8354 \| 0.8829 \| 0.5255 \| 0.9126 \| 0.8680 \| 0.8479 \| 0.8822 \| 0.6844 \| 0.7811 \| 0.4307 \| 0.8278 \| 0.7287 \| 0.8074 \| \| 1.6629 \| 23.03 \| 8520 \| 0.5074 \| 0.7312 \| 0.8291 \| 0.8957 \| 0.9494 \| 0.8407 \| 0.8781 \| 0.5232 \| 0.9102 \| 0.8602 \| 0.8420 \| 0.8799 \| 0.6816 \| 0.7784 \| 0.4224 \| 0.8257 \| 0.7245 \| 0.8059 \| \| 0.3469 \| 23.08 \| 8540 \| 0.5050 \| 0.7338 \| 0.8314 \| 0.8964 \| 0.9476 \| 0.8351 \| 0.8707 \| 0.5335 \| 0.9105 \| 0.8780 \| 0.8448 \| 0.8807 \| 0.6820 \| 0.7786 \| 0.4365 \| 0.8265 \| 0.7256 \| 0.8069 \| \| 0.1627 \| 23.14 \| 8560 \| 0.5105 \| 0.7361 \| 0.8327 \| 0.8973 \| 0.9436 \| 0.8144 \| 0.8788 \| 0.5583 \| 0.9182 \| 0.8719 \| 0.8435 \| 0.8836 \| 0.6845 \| 0.7798 \| 0.4444 \| 0.8275 \| 0.7269 \| 0.8060 \| \| 0.1096 \| 23.19 \| 8580 \| 0.4955 \| 0.7355 \| 0.8314 \| 0.8973 \| 0.9506 \| 0.8110 \| 0.8726 \| 0.5601 \| 0.9119 \| 0.8669 \| 0.8469 \| 0.8834 \| 0.6862 \| 0.7785 \| 0.4377 \| 0.8279 \| 0.7282 \| 0.8066 \| \| 0.1026 \| 23.24 \| 8600 \| 0.4955 \| 0.7323 \| 0.8300 \| 0.8956 \| 0.9497 \| 0.8230 \| 0.8783 \| 0.5401 \| 0.9076 \| 0.8714 \| 0.8396 \| 0.8816 \| 0.6843 \| 0.7779 \| 0.4314 \| 0.8238 \| 0.7269 \| 0.8006 \| \| 0.1823 \| 23.3 \| 8620 \| 0.5105 \| 0.7319 \| 0.8229 \| 0.8964 \| 0.9527 \| 0.7888 \| 0.8684 \| 0.5296 \| 0.9149 \| 0.8600 \| 0.8461 \| 0.8811 \| 0.6804 \| 0.7747 \| 0.4278 \| 0.8266 \| 0.7248 \| 0.8077 \| \| 0.0839 \| 23.35 \| 8640 \| 0.4857 \| 0.7369 \| 0.8322 \| 0.8980 \| 0.9513 \| 0.8202 \| 0.8842 \| 0.5373 \| 0.9076 \| 0.8783 \| 0.8469 \| 0.8820 \| 0.6850 \| 0.7779 \| 0.4430 \| 0.8295 \| 0.7327 \| 0.8081 \| \| 1.5986 \| 23.41 \| 8660 \| 0.4855 \| 0.7366 \| 0.8314 \| 0.8975 \| 0.9477 \| 0.8023 \| 0.8785 \| 0.5457 \| 0.9107 \| 0.8914 \| 0.8435 \| 0.8843 \| 0.6836 \| 0.7773 \| 0.4484 \| 0.8254 \| 0.7304 \| 0.8067 \| \| 0.3694 \| 23.46 \| 8680 \| 0.4914 \| 0.7356 \| 0.8303 \| 0.8969 \| 0.9478 \| 0.8157 \| 0.8679 \| 0.5481 \| 0.9151 \| 0.8726 \| 0.8448 \| 0.8812 \| 0.6850 \| 0.7763 \| 0.4425 \| 0.8267 \| 0.7301 \| 0.8072 \| \| 0.1776 \| 23.51 \| 8700 \| 0.5106 \| 0.7317 \| 0.8257 \| 0.8954 \| 0.9507 \| 0.8110 \| 0.8780 \| 0.5400 \| 0.9166 \| 0.8563 \| 0.8271 \| 0.8811 \| 0.6848 \| 0.7756 \| 0.4359 \| 0.8254 \| 0.7271 \| 0.7919 \| \| 0.1083 \| 23.57 \| 8720 \| 0.5244 \| 0.7330 \| 0.8318 \| 0.8963 \| 0.9504 \| 0.8067 \| 0.8760 \| 0.5720 \| 0.9094 \| 0.8689 \| 0.8395 \| 0.8833 \| 0.6826 \| 0.7735 \| 0.4324 \| 0.8277 \| 0.7296 \| 0.8021 \| \| 0.1172 \| 23.62 \| 8740 \| 0.5029 \| 0.7349 \| 0.8349 \| 0.8971 \| 0.9455 \| 0.8120 \| 0.8856 \| 0.5657 \| 0.9091 \| 0.8821 \| 0.8445 \| 0.8829 \| 0.6789 \| 0.7751 \| 0.4414 \| 0.8296 \| 0.7314 \| 0.8050 \| \| 0.2092 \| 23.68 \| 8760 \| 0.5062 \| 0.7345 \| 0.8291 \| 0.8976 \| 0.9482 \| 0.8254 \| 0.8779 \| 0.5158 \| 0.9140 \| 0.8749 \| 0.8475 \| 0.8816 \| 0.6852 \| 0.7748 \| 0.4316 \| 0.8303 \| 0.7315 \| 0.8066 \| \| 0.1303 \| 23.73 \| 8780 \| 0.4917 \| 0.7335 \| 0.8269 \| 0.8972 \| 0.9493 \| 0.8173 \| 0.8772 \| 0.5136 \| 0.9143 \| 0.8688 \| 0.8482 \| 0.8813 \| 0.6854 \| 0.7736 \| 0.4270 \| 0.8292 \| 0.7312 \| 0.8071 \| \| 0.0973 \| 23.78 \| 8800 \| 0.4735 \| 0.7328 \| 0.8246 \| 0.8971 \| 0.9486 \| 0.7994 \| 0.8713 \| 0.5178 \| 0.9174 \| 0.8675 \| 0.8503 \| 0.8823 \| 0.6831 \| 0.7696 \| 0.4276 \| 0.8286 \| 0.7307 \| 0.8078 \| \| 0.0345 \| 23.84 \| 8820 \| 0.4864 \| 0.7340 \| 0.8307 \| 0.8968 \| 0.9461 \| 0.8355 \| 0.8764 \| 0.5321 \| 0.9152 \| 0.8630 \| 0.8469 \| 0.8813 \| 0.6850 \| 0.7722 \| 0.4350 \| 0.8281 \| 0.7284 \| 0.8077 \| \| 0.0633 \| 23.89 \| 8840 \| 0.4794 \| 0.7348 \| 0.8293 \| 0.8973 \| 0.9488 \| 0.8196 \| 0.8739 \| 0.5386 \| 0.9163 \| 0.8619 \| 0.8460 \| 0.8820 \| 0.6875 \| 0.7748 \| 0.4346 \| 0.8291 \| 0.7282 \| 0.8073 \| \| 0.1221 \| 23.95 \| 8860 \| 0.4854 \| 0.7341 \| 0.8276 \| 0.8977 \| 0.9455 \| 0.8285 \| 0.8740 \| 0.4943 \| 0.9175 \| 0.8860 \| 0.8473 \| 0.8828 \| 0.6871 \| 0.7735 \| 0.4274 \| 0.8292 \| 0.7313 \| 0.8076 \| \| 0.1367 \| 24.0 \| 8880 \| 0.4951 \| 0.7319 \| 0.8221 \| 0.8973 \| 0.9494 \| 0.8125 \| 0.8741 \| 0.4871 \| 0.9196 \| 0.8641 \| 0.8477 \| 0.8805 \| 0.6860 \| 0.7715 \| 0.4154 \| 0.8301 \| 0.7340 \| 0.8062 \| \| 0.7502 \| 24.05 \| 8900 \| 0.4909 \| 0.7298 \| 0.8320 \| 0.8932 \| 0.9460 \| 0.8350 \| 0.8674 \| 0.5635 \| 0.9059 \| 0.8742 \| 0.8320 \| 0.8790 \| 0.6863 \| 0.7723 \| 0.4320 \| 0.8199 \| 0.7291 \| 0.7903 \| \| 0.1402 \| 24.11 \| 8920 \| 0.5295 \| 0.7170 \| 0.8211 \| 0.8855 \| 0.9478 \| 0.8153 \| 0.8786 \| 0.5625 \| 0.9056 \| 0.8744 \| 0.7637 \| 0.8800 \| 0.6860 \| 0.7711 \| 0.4365 \| 0.8068 \| 0.7109 \| 0.7279 \| \| 0.038 \| 24.16 \| 8940 \| 0.5261 \| 0.7264 \| 0.8230 \| 0.8903 \| 0.9474 \| 0.8263 \| 0.8773 \| 0.5298 \| 0.9129 \| 0.8793 \| 0.7880 \| 0.8805 \| 0.6871 \| 0.7726 \| 0.4501 \| 0.8106 \| 0.7320 \| 0.7522 \| \| 0.0857 \| 24.22 \| 8960 \| 0.4790 \| 0.7347 \| 0.8318 \| 0.8958 \| 0.9465 \| 0.8269 \| 0.8683 \| 0.5592 \| 0.9147 \| 0.8729 \| 0.8343 \| 0.8811 \| 0.6869 \| 0.7735 \| 0.4499 \| 0.8252 \| 0.7321 \| 0.7940 \| \| 0.1291 \| 24.27 \| 8980 \| 0.4926 \| 0.7368 \| 0.8317 \| 0.8976 \| 0.9499 \| 0.8217 \| 0.8780 \| 0.5478 \| 0.9128 \| 0.8668 \| 0.8449 \| 0.8820 \| 0.6877 \| 0.7725 \| 0.4458 \| 0.8285 \| 0.7337 \| 0.8073 \| \| 0.5901 \| 24.32 \| 9000 \| 0.4822 \| 0.7359 \| 0.8317 \| 0.8971 \| 0.9479 \| 0.8328 \| 0.8767 \| 0.5522 \| 0.9177 \| 0.8523 \| 0.8421 \| 0.8824 \| 0.6872 \| 0.7758 \| 0.4428 \| 0.8272 \| 0.7337 \| 0.8025 \| \| 0.0284 \| 24.38 \| 9020 \| 0.4928 \| 0.7332 \| 0.8271 \| 0.8960 \| 0.9467 \| 0.8120 \| 0.8768 \| 0.5385 \| 0.9202 \| 0.8661 \| 0.8294 \| 0.8826 \| 0.6865 \| 0.7743 \| 0.4377 \| 0.8248 \| 0.7344 \| 0.7923 \| \| 0.122 \| 24.43 \| 9040 \| 0.5095 \| 0.7350 \| 0.8300 \| 0.8972 \| 0.9482 \| 0.8393 \| 0.8769 \| 0.5131 \| 0.9118 \| 0.8714 \| 0.8491 \| 0.8791 \| 0.6875 \| 0.7734 \| 0.4324 \| 0.8282 \| 0.7349 \| 0.8097 \| \| 0.1368 \| 24.49 \| 9060 \| 0.4887 \| 0.7373 \| 0.8310 \| 0.8979 \| 0.9509 \| 0.8169 \| 0.8671 \| 0.5441 \| 0.9120 \| 0.8758 \| 0.8502 \| 0.8806 \| 0.6863 \| 0.7738 \| 0.4473 \| 0.8297 \| 0.7335 \| 0.8101 \| \| 0.1202 \| 24.54 \| 9080 \| 0.4913 \| 0.7367 \| 0.8323 \| 0.8976 \| 0.9497 \| 0.8238 \| 0.8740 \| 0.5362 \| 0.9076 \| 0.8838 \| 0.8511 \| 0.8816 \| 0.6876 \| 0.7730 \| 0.4440 \| 0.8280 \| 0.7331 \| 0.8097 \| \| 0.0629 \| 24.59 \| 9100 \| 0.4795 \| 0.7346 \| 0.8270 \| 0.8968 \| 0.9497 \| 0.8101 \| 0.8770 \| 0.5290 \| 0.9164 \| 0.8715 \| 0.8351 \| 0.8835 \| 0.6851 \| 0.7746 \| 0.4420 \| 0.8248 \| 0.7346 \| 0.7978 \| \| 0.1315 \| 24.65 \| 9120 \| 0.4952 \| 0.7325 \| 0.8224 \| 0.8966 \| 0.9506 \| 0.8099 \| 0.8813 \| 0.4923 \| 0.9164 \| 0.8667 \| 0.8395 \| 0.8824 \| 0.6846 \| 0.7745 \| 0.4277 \| 0.8242 \| 0.7342 \| 0.7997 \| \| 0.2129 \| 24.7 \| 9140 \| 0.4968 \| 0.7344 \| 0.8271 \| 0.8974 \| 0.9510 \| 0.8294 \| 0.8779 \| 0.5091 \| 0.9141 \| 0.8605 \| 0.8475 \| 0.8810 \| 0.6840 \| 0.7730 \| 0.4351 \| 0.8280 \| 0.7314 \| 0.8082 \| \| 0.168 \| 24.76 \| 9160 \| 0.5137 \| 0.7335 \| 0.8262 \| 0.8968 \| 0.9461 \| 0.8301 \| 0.8856 \| 0.5063 \| 0.9198 \| 0.8505 \| 0.8447 \| 0.8820 \| 0.6847 \| 0.7697 \| 0.4364 \| 0.8256 \| 0.7288 \| 0.8075 \| \| 0.0502 \| 24.81 \| 9180 \| 0.5090 \| 0.7350 \| 0.8312 \| 0.8970 \| 0.9469 \| 0.8356 \| 0.8721 \| 0.5278 \| 0.9132 \| 0.8773 \| 0.8452 \| 0.8811 \| 0.6841 \| 0.7701 \| 0.4437 \| 0.8279 \| 0.7315 \| 0.8068 \| \| 0.1378 \| 24.86 \| 9200 \| 0.5121 \| 0.7337 \| 0.8257 \| 0.8957 \| 0.9476 \| 0.8067 \| 0.8751 \| 0.5338 \| 0.9187 \| 0.8660 \| 0.8318 \| 0.8803 \| 0.6835 \| 0.7748 \| 0.4488 \| 0.8244 \| 0.7315 \| 0.7927 \| \| 0.0819 \| 24.92 \| 9220 \| 0.5272 \| 0.7319 \| 0.8235 \| 0.8944 \| 0.9514 \| 0.7968 \| 0.8776 \| 0.5372 \| 0.9139 \| 0.8639 \| 0.8234 \| 0.8793 \| 0.6825 \| 0.7770 \| 0.4485 \| 0.8209 \| 0.7290 \| 0.7861 \| \| 0.1277 \| 24.97 \| 9240 \| 0.5132 \| 0.7352 \| 0.8280 \| 0.8964 \| 0.9473 \| 0.8034 \| 0.8822 \| 0.5324 \| 0.9123 \| 0.8748 \| 0.8435 \| 0.8793 \| 0.6836 \| 0.7767 \| 0.4514 \| 0.8267 \| 0.7296 \| 0.7991 \| \| 0.087 \| 25.03 \| 9260 \| 0.5033 \| 0.7351 \| 0.8330 \| 0.8962 \| 0.9439 \| 0.8327 \| 0.8671 \| 0.5619 \| 0.9165 \| 0.8616 \| 0.8473 \| 0.8787 \| 0.6847 \| 0.7770 \| 0.4503 \| 0.8294 \| 0.7284 \| 0.7975 \| \| 0.0817 \| 25.08 \| 9280 \| 0.5268 \| 0.7354 \| 0.8276 \| 0.8965 \| 0.9438 \| 0.8128 \| 0.8767 \| 0.5291 \| 0.9204 \| 0.8709 \| 0.8398 \| 0.8803 \| 0.6882 \| 0.7790 \| 0.4510 \| 0.8271 \| 0.7277 \| 0.7946 \| \| 0.0905 \| 25.14 \| 9300 \| 0.5198 \| 0.7356 \| 0.8287 \| 0.8963 \| 0.9433 \| 0.8233 \| 0.8811 \| 0.5311 \| 0.9191 \| 0.8581 \| 0.8446 \| 0.8787 \| 0.6891 \| 0.7795 \| 0.4521 \| 0.8269 \| 0.7267 \| 0.7961 \| \| 0.1844 \| 25.19 \| 9320 \| 0.5282 \| 0.7317 \| 0.8267 \| 0.8937 \| 0.9456 \| 0.8367 \| 0.8760 \| 0.5267 \| 0.9169 \| 0.8679 \| 0.8172 \| 0.8791 \| 0.6878 \| 0.7793 \| 0.4516 \| 0.8199 \| 0.7301 \| 0.7742 \| \| 0.159 \| 25.24 \| 9340 \| 0.5340 \| 0.7282 \| 0.8215 \| 0.8916 \| 0.9480 \| 0.8135 \| 0.8779 \| 0.5142 \| 0.9118 \| 0.8787 \| 0.8061 \| 0.8781 \| 0.6852 \| 0.7796 \| 0.4499 \| 0.8154 \| 0.7303 \| 0.7589 \| \| 0.1232 \| 25.3 \| 9360 \| 0.5288 \| 0.7300 \| 0.8225 \| 0.8928 \| 0.9471 \| 0.8042 \| 0.8742 \| 0.5269 \| 0.9153 \| 0.8757 \| 0.8143 \| 0.8789 \| 0.6842 \| 0.7784 \| 0.4525 \| 0.8183 \| 0.7307 \| 0.7671 \| \| 0.134 \| 25.35 \| 9380 \| 0.5272 \| 0.7337 \| 0.8308 \| 0.8954 \| 0.9429 \| 0.7984 \| 0.8807 \| 0.5682 \| 0.9131 \| 0.8641 \| 0.8481 \| 0.8780 \| 0.6811 \| 0.7769 \| 0.4453 \| 0.8269 \| 0.7283 \| 0.7992 \| \| 0.1115 \| 25.41 \| 9400 \| 0.5284 \| 0.7337 \| 0.8310 \| 0.8958 \| 0.9434 \| 0.8257 \| 0.8750 \| 0.5312 \| 0.9109 \| 0.8840 \| 0.8469 \| 0.8798 \| 0.6814 \| 0.7714 \| 0.4502 \| 0.8275 \| 0.7278 \| 0.7974 \| \| 0.1082 \| 25.46 \| 9420 \| 0.5300 \| 0.7355 \| 0.8303 \| 0.8968 \| 0.9486 \| 0.8197 \| 0.8826 \| 0.5354 \| 0.9105 \| 0.8704 \| 0.8451 \| 0.8800 \| 0.6830 \| 0.7702 \| 0.4484 \| 0.8271 \| 0.7333 \| 0.8064 \| \| 0.1735 \| 25.51 \| 9440 \| 0.5159 \| 0.7269 \| 0.8239 \| 0.8919 \| 0.9422 \| 0.7854 \| 0.8821 \| 0.5519 \| 0.9150 \| 0.8762 \| 0.8148 \| 0.8806 \| 0.6676 \| 0.7643 \| 0.4498 \| 0.8155 \| 0.7345 \| 0.7758 \| \| 0.1475 \| 25.57 \| 9460 \| 0.5141 \| 0.7288 \| 0.8240 \| 0.8940 \| 0.9425 \| 0.7976 \| 0.8767 \| 0.5369 \| 0.9214 \| 0.8673 \| 0.8258 \| 0.8811 \| 0.6659 \| 0.7633 \| 0.4448 \| 0.8214 \| 0.7357 \| 0.7892 \| \| 0.2059 \| 25.62 \| 9480 \| 0.4976 \| 0.7280 \| 0.8187 \| 0.8951 \| 0.9471 \| 0.7547 \| 0.8860 \| 0.5232 \| 0.9192 \| 0.8627 \| 0.8376 \| 0.8813 \| 0.6513 \| 0.7632 \| 0.4429 \| 0.8244 \| 0.7344 \| 0.7987 \| \| 0.0858 \| 25.68 \| 9500 \| 0.5191 \| 0.7331 \| 0.8287 \| 0.8965 \| 0.9468 \| 0.8149 \| 0.8746 \| 0.5336 \| 0.9144 \| 0.8707 \| 0.8457 \| 0.8809 \| 0.6759 \| 0.7698 \| 0.4395 \| 0.8272 \| 0.7309 \| 0.8076 \| \| 0.1239 \| 25.73 \| 9520 \| 0.5073 \| 0.7358 \| 0.8287 \| 0.8978 \| 0.9476 \| 0.8182 \| 0.8683 \| 0.5369 \| 0.9213 \| 0.8617 \| 0.8467 \| 0.8812 \| 0.6814 \| 0.7744 \| 0.4447 \| 0.8308 \| 0.7315 \| 0.8068 \| \| 0.0731 \| 25.78 \| 9540 \| 0.5301 \| 0.7362 \| 0.8323 \| 0.8972 \| 0.9520 \| 0.8311 \| 0.8612 \| 0.5475 \| 0.9093 \| 0.8804 \| 0.8445 \| 0.8796 \| 0.6829 \| 0.7744 \| 0.4499 \| 0.8296 \| 0.7303 \| 0.8064 \| \| 0.1221 \| 25.84 \| 9560 \| 0.5168 \| 0.7358 \| 0.8271 \| 0.8976 \| 0.9454 \| 0.8153 \| 0.8718 \| 0.5303 \| 0.9263 \| 0.8611 \| 0.8397 \| 0.8825 \| 0.6843 \| 0.7747 \| 0.4438 \| 0.8287 \| 0.7332 \| 0.8031 \| \| 0.2079 \| 25.89 \| 9580 \| 0.5148 \| 0.7365 \| 0.8298 \| 0.8978 \| 0.9511 \| 0.8079 \| 0.8728 \| 0.5490 \| 0.9148 \| 0.8696 \| 0.8437 \| 0.8813 \| 0.6823 \| 0.7759 \| 0.4464 \| 0.8303 \| 0.7331 \| 0.8059 \| \| 0.1294 \| 25.95 \| 9600 \| 0.5026 \| 0.7351 \| 0.8264 \| 0.8978 \| 0.9497 \| 0.8114 \| 0.8611 \| 0.5264 \| 0.9206 \| 0.8689 \| 0.8466 \| 0.8814 \| 0.6857 \| 0.7719 \| 0.4366 \| 0.8311 \| 0.7312 \| 0.8075 \| \| 0.1027 \| 26.0 \| 9620 \| 0.5231 \| 0.7341 \| 0.8257 \| 0.8976 \| 0.9492 \| 0.7996 \| 0.8804 \| 0.5122 \| 0.9146 \| 0.8743 \| 0.8493 \| 0.8812 \| 0.6800 \| 0.7725 \| 0.4334 \| 0.8300 \| 0.7339 \| 0.8074 \| \| 0.0546 \| 26.05 \| 9640 \| 0.5029 \| 0.7376 \| 0.8316 \| 0.8984 \| 0.9471 \| 0.8256 \| 0.8740 \| 0.5308 \| 0.9159 \| 0.8789 \| 0.8492 \| 0.8811 \| 0.6865 \| 0.7731 \| 0.4460 \| 0.8318 \| 0.7365 \| 0.8080 \| \| 0.0587 \| 26.11 \| 9660 \| 0.5070 \| 0.7373 \| 0.8302 \| 0.8988 \| 0.9468 \| 0.8372 \| 0.8647 \| 0.5219 \| 0.9237 \| 0.8715 \| 0.8453 \| 0.8818 \| 0.6877 \| 0.7727 \| 0.4414 \| 0.8334 \| 0.7372 \| 0.8072 \| \| 0.1074 \| 26.16 \| 9680 \| 0.5161 \| 0.7367 \| 0.8284 \| 0.8985 \| 0.9501 \| 0.8170 \| 0.8809 \| 0.5162 \| 0.9160 \| 0.8729 \| 0.8460 \| 0.8818 \| 0.6870 \| 0.7750 \| 0.4401 \| 0.8320 \| 0.7341 \| 0.8071 \| \| 0.1067 \| 26.22 \| 9700 \| 0.5173 \| 0.7376 \| 0.8322 \| 0.8984 \| 0.9481 \| 0.8180 \| 0.8779 \| 0.5397 \| 0.9136 \| 0.8810 \| 0.8473 \| 0.8821 \| 0.6848 \| 0.7745 \| 0.4487 \| 0.8319 \| 0.7339 \| 0.8071 \| \| 0.1986 \| 26.27 \| 9720 \| 0.5081 \| 0.7350 \| 0.8281 \| 0.8976 \| 0.9482 \| 0.8121 \| 0.8605 \| 0.5314 \| 0.9178 \| 0.8766 \| 0.8499 \| 0.8815 \| 0.6832 \| 0.7678 \| 0.4463 \| 0.8327 \| 0.7329 \| 0.8009 \| \| 0.1617 \| 26.32 \| 9740 \| 0.5211 \| 0.7385 \| 0.8321 \| 0.8988 \| 0.9521 \| 0.8121 \| 0.8831 \| 0.5440 \| 0.9110 \| 0.8767 \| 0.8458 \| 0.8827 \| 0.6871 \| 0.7760 \| 0.4498 \| 0.8324 \| 0.7343 \| 0.8072 \| \| 0.0795 \| 26.38 \| 9760 \| 0.5301 \| 0.7383 \| 0.8341 \| 0.8987 \| 0.9469 \| 0.8397 \| 0.8710 \| 0.5431 \| 0.9190 \| 0.8748 \| 0.8438 \| 0.8834 \| 0.6844 \| 0.7765 \| 0.4521 \| 0.8324 \| 0.7333 \| 0.8060 \| \| 0.1803 \| 26.43 \| 9780 \| 0.5257 \| 0.7361 \| 0.8295 \| 0.8975 \| 0.9495 \| 0.8117 \| 0.8800 \| 0.5346 \| 0.9147 \| 0.8800 \| 0.8361 \| 0.8829 \| 0.6848 \| 0.7753 \| 0.4501 \| 0.8293 \| 0.7337 \| 0.7966 \| \| 0.0867 \| 26.49 \| 9800 \| 0.5289 \| 0.7328 \| 0.8277 \| 0.8952 \| 0.9472 \| 0.8110 \| 0.8788 \| 0.5548 \| 0.9198 \| 0.8596 \| 0.8224 \| 0.8819 \| 0.6828 \| 0.7728 \| 0.4491 \| 0.8248 \| 0.7345 \| 0.7838 \| \| 0.1211 \| 26.54 \| 9820 \| 0.5161 \| 0.7339 \| 0.8285 \| 0.8959 \| 0.9488 \| 0.8200 \| 0.8818 \| 0.5393 \| 0.9150 \| 0.8626 \| 0.8317 \| 0.8805 \| 0.6848 \| 0.7715 \| 0.4479 \| 0.8264 \| 0.7329 \| 0.7934 \| \| 0.1379 \| 26.59 \| 9840 \| 0.5011 \| 0.7326 \| 0.8262 \| 0.8952 \| 0.9479 \| 0.8231 \| 0.8711 \| 0.5379 \| 0.9216 \| 0.8606 \| 0.8210 \| 0.8812 \| 0.6865 \| 0.7724 \| 0.4467 \| 0.8245 \| 0.7352 \| 0.7818 \| \| 0.1061 \| 26.65 \| 9860 \| 0.5189 \| 0.7372 \| 0.8294 \| 0.8982 \| 0.9471 \| 0.8104 \| 0.8816 \| 0.5375 \| 0.9204 \| 0.8652 \| 0.8436 \| 0.8816 \| 0.6863 \| 0.7703 \| 0.4495 \| 0.8323 \| 0.7355 \| 0.8048 \| \| 0.139 \| 26.7 \| 9880 \| 0.4868 \| 0.7371 \| 0.8308 \| 0.8982 \| 0.9514 \| 0.8217 \| 0.8705 \| 0.5445 \| 0.9155 \| 0.8650 \| 0.8466 \| 0.8808 \| 0.6873 \| 0.7666 \| 0.4478 \| 0.8342 \| 0.7388 \| 0.8041 \| \| 0.1702 \| 26.76 \| 9900 \| 0.5116 \| 0.7351 \| 0.8251 \| 0.8973 \| 0.9502 \| 0.7995 \| 0.8598 \| 0.5465 \| 0.9247 \| 0.8526 \| 0.8424 \| 0.8799 \| 0.6828 \| 0.7610 \| 0.4553 \| 0.8347 \| 0.7375 \| 0.7943 \| \| 0.1081 \| 26.81 \| 9920 \| 0.5044 \| 0.7349 \| 0.8282 \| 0.8969 \| 0.9419 \| 0.7919 \| 0.8615 \| 0.5540 \| 0.9228 \| 0.8725 \| 0.8531 \| 0.8808 \| 0.6802 \| 0.7617 \| 0.4570 \| 0.8337 \| 0.7391 \| 0.7916 \| \| 0.1345 \| 26.86 \| 9940 \| 0.4901 \| 0.7391 \| 0.8286 \| 0.8994 \| 0.9501 \| 0.8222 \| 0.8787 \| 0.5168 \| 0.9210 \| 0.8635 \| 0.8475 \| 0.8815 \| 0.6888 \| 0.7741 \| 0.4503 \| 0.8340 \| 0.7379 \| 0.8070 \| \| 0.114 \| 26.92 \| 9960 \| 0.4875 \| 0.7385 \| 0.8271 \| 0.8992 \| 0.9513 \| 0.7924 \| 0.8798 \| 0.5379 \| 0.9220 \| 0.8652 \| 0.8414 \| 0.8826 \| 0.6847 \| 0.7763 \| 0.4510 \| 0.8333 \| 0.7376 \| 0.8044 \| \| 0.1922 \| 26.97 \| 9980 \| 0.4993 \| 0.7388 \| 0.8329 \| 0.8991 \| 0.9487 \| 0.8103 \| 0.8764 \| 0.5558 \| 0.9176 \| 0.8760 \| 0.8456 \| 0.8837 \| 0.6851 \| 0.7752 \| 0.4488 \| 0.8334 \| 0.7387 \| 0.8068 \| \| 0.1303 \| 27.03 \| 10000 \| 0.5065 \| 0.7384 \| 0.8337 \| 0.8989 \| 0.9510 \| 0.8211 \| 0.8756 \| 0.5511 \| 0.9129 \| 0.8800 \| 0.8443 \| 0.8826 \| 0.6868 \| 0.7757 \| 0.4441 \| 0.8333 \| 0.7395 \| 0.8065 \| \| 0.0619 \| 27.08 \| 10020 \| 0.5091 \| 0.7391 \| 0.8296 \| 0.8999 \| 0.9461 \| 0.8242 \| 0.8800 \| 0.5231 \| 0.9290 \| 0.8626 \| 0.8424 \| 0.8833 \| 0.6889 \| 0.7785 \| 0.4408 \| 0.8354 \| 0.7414 \| 0.8058 \| \| 0.0805 \| 27.14 \| 10040 \| 0.5210 \| 0.7397 \| 0.8326 \| 0.8997 \| 0.9500 \| 0.8180 \| 0.8742 \| 0.5458 \| 0.9189 \| 0.8760 \| 0.8453 \| 0.8835 \| 0.6883 \| 0.7763 \| 0.4459 \| 0.8348 \| 0.7412 \| 0.8076 \| \| 0.2213 \| 27.19 \| 10060 \| 0.5177 \| 0.7379 \| 0.8293 \| 0.8988 \| 0.9537 \| 0.8017 \| 0.8765 \| 0.5352 \| 0.9113 \| 0.8780 \| 0.8485 \| 0.8819 \| 0.6866 \| 0.7755 \| 0.4449 \| 0.8322 \| 0.7365 \| 0.8075 \| \| 0.1811 \| 27.24 \| 10080 \| 0.5258 \| 0.7398 \| 0.8333 \| 0.8990 \| 0.9490 \| 0.8217 \| 0.8714 \| 0.5409 \| 0.9137 \| 0.8881 \| 0.8484 \| 0.8839 \| 0.6890 \| 0.7756 \| 0.4572 \| 0.8306 \| 0.7338 \| 0.8081 \| \| 0.6655 \| 27.3 \| 10100 \| 0.5268 \| 0.7389 \| 0.8316 \| 0.8987 \| 0.9495 \| 0.8248 \| 0.8726 \| 0.5327 \| 0.9156 \| 0.8809 \| 0.8452 \| 0.8842 \| 0.6880 \| 0.7746 \| 0.4548 \| 0.8293 \| 0.7341 \| 0.8071 \| \| 0.1579 \| 27.35 \| 10120 \| 0.5147 \| 0.7381 \| 0.8296 \| 0.8987 \| 0.9483 \| 0.8243 \| 0.8675 \| 0.5196 \| 0.9187 \| 0.8809 \| 0.8480 \| 0.8840 \| 0.6876 \| 0.7736 \| 0.4492 \| 0.8295 \| 0.7355 \| 0.8071 \| \| 0.5273 \| 27.41 \| 10140 \| 0.5186 \| 0.7369 \| 0.8294 \| 0.8977 \| 0.9473 \| 0.8009 \| 0.8701 \| 0.5472 \| 0.9178 \| 0.8754 \| 0.8471 \| 0.8834 \| 0.6814 \| 0.7726 \| 0.4553 \| 0.8276 \| 0.7322 \| 0.8060 \| \| 0.1196 \| 27.46 \| 10160 \| 0.5318 \| 0.7356 \| 0.8309 \| 0.8970 \| 0.9497 \| 0.7965 \| 0.8818 \| 0.5611 \| 0.9106 \| 0.8761 \| 0.8403 \| 0.8821 \| 0.6788 \| 0.7703 \| 0.4550 \| 0.8280 \| 0.7308 \| 0.8045 \| \| 0.108 \| 27.51 \| 10180 \| 0.5292 \| 0.7354 \| 0.8273 \| 0.8971 \| 0.9462 \| 0.7953 \| 0.8793 \| 0.5411 \| 0.9200 \| 0.8675 \| 0.8417 \| 0.8826 \| 0.6789 \| 0.7699 \| 0.4533 \| 0.8272 \| 0.7306 \| 0.8050 \| \| 0.1212 \| 27.57 \| 10200 \| 0.5117 \| 0.7372 \| 0.8316 \| 0.8975 \| 0.9457 \| 0.8175 \| 0.8854 \| 0.5309 \| 0.9114 \| 0.8811 \| 0.8494 \| 0.8808 \| 0.6855 \| 0.7677 \| 0.4564 \| 0.8293 \| 0.7334 \| 0.8072 \| \| 0.0762 \| 27.62 \| 10220 \| 0.5245 \| 0.7373 \| 0.8284 \| 0.8980 \| 0.9487 \| 0.8041 \| 0.8775 \| 0.5279 \| 0.9154 \| 0.8784 \| 0.8470 \| 0.8815 \| 0.6849 \| 0.7697 \| 0.4555 \| 0.8304 \| 0.7328 \| 0.8065 \| \| 0.1431 \| 27.68 \| 10240 \| 0.5074 \| 0.7373 \| 0.8373 \| 0.8972 \| 0.9448 \| 0.8280 \| 0.8723 \| 0.5691 \| 0.9080 \| 0.8889 \| 0.8503 \| 0.8807 \| 0.6861 \| 0.7689 \| 0.4562 \| 0.8304 \| 0.7309 \| 0.8080 \| \| 0.0977 \| 27.73 \| 10260 \| 0.4905 \| 0.7374 \| 0.8312 \| 0.8980 \| 0.9463 \| 0.8013 \| 0.8798 \| 0.5569 \| 0.9174 \| 0.8681 \| 0.8490 \| 0.8806 \| 0.6843 \| 0.7701 \| 0.4504 \| 0.8324 \| 0.7355 \| 0.8085 \| \| 0.0907 \| 27.78 \| 10280 \| 0.5180 \| 0.7376 \| 0.8284 \| 0.8987 \| 0.9501 \| 0.8142 \| 0.8802 \| 0.5167 \| 0.9164 \| 0.8756 \| 0.8457 \| 0.8813 \| 0.6881 \| 0.7719 \| 0.4447 \| 0.8324 \| 0.7380 \| 0.8068 \| \| 0.0557 \| 27.84 \| 10300 \| 0.5174 \| 0.7372 \| 0.8309 \| 0.8982 \| 0.9471 \| 0.8304 \| 0.8776 \| 0.5271 \| 0.9178 \| 0.8689 \| 0.8470 \| 0.8810 \| 0.6863 \| 0.7715 \| 0.4454 \| 0.8315 \| 0.7377 \| 0.8069 \| \| 0.0937 \| 27.89 \| 10320 \| 0.5085 \| 0.7360 \| 0.8260 \| 0.8973 \| 0.9505 \| 0.8049 \| 0.8751 \| 0.5249 \| 0.9183 \| 0.8739 \| 0.8343 \| 0.8817 \| 0.6877 \| 0.7741 \| 0.4474 \| 0.8278 \| 0.7395 \| 0.7936 \| \| 0.228 \| 27.95 \| 10340 \| 0.5105 \| 0.7377 \| 0.8325 \| 0.8980 \| 0.9485 \| 0.8262 \| 0.8819 \| 0.5283 \| 0.9106 \| 0.8910 \| 0.8410 \| 0.8828 \| 0.6890 \| 0.7758 \| 0.4509 \| 0.8292 \| 0.7344 \| 0.8016 \| \| 0.0727 \| 28.0 \| 10360 \| 0.5217 \| 0.7350 \| 0.8302 \| 0.8961 \| 0.9454 \| 0.8205 \| 0.8783 \| 0.5401 \| 0.9158 \| 0.8810 \| 0.8304 \| 0.8824 \| 0.6883 \| 0.7751 \| 0.4506 \| 0.8248 \| 0.7360 \| 0.7879 \| \| 0.1394 \| 28.05 \| 10380 \| 0.5540 \| 0.7310 \| 0.8262 \| 0.8939 \| 0.9478 \| 0.8225 \| 0.8790 \| 0.5230 \| 0.9133 \| 0.8870 \| 0.8109 \| 0.8819 \| 0.6884 \| 0.7749 \| 0.4443 \| 0.8197 \| 0.7351 \| 0.7725 \| \| 0.1959 \| 28.11 \| 10400 \| 0.5680 \| 0.7282 \| 0.8241 \| 0.8919 \| 0.9460 \| 0.8195 \| 0.8781 \| 0.5323 \| 0.9171 \| 0.8811 \| 0.7947 \| 0.8815 \| 0.6856 \| 0.7757 \| 0.4482 \| 0.8162 \| 0.7345 \| 0.7559 \| \| 0.0682 \| 28.16 \| 10420 \| 0.5632 \| 0.7286 \| 0.8259 \| 0.8918 \| 0.9475 \| 0.8259 \| 0.8832 \| 0.5388 \| 0.9135 \| 0.8815 \| 0.7907 \| 0.8826 \| 0.6877 \| 0.7753 \| 0.4524 \| 0.8150 \| 0.7329 \| 0.7542 \| \| 0.1156 \| 28.22 \| 10440 \| 0.5140 \| 0.7347 \| 0.8316 \| 0.8957 \| 0.9471 \| 0.8257 \| 0.8749 \| 0.5484 \| 0.9126 \| 0.8868 \| 0.8258 \| 0.8833 \| 0.6877 \| 0.7757 \| 0.4534 \| 0.8238 \| 0.7318 \| 0.7870 \| \| 0.1874 \| 28.27 \| 10460 \| 0.5246 \| 0.7352 \| 0.8281 \| 0.8968 \| 0.9506 \| 0.8033 \| 0.8802 \| 0.5364 \| 0.9131 \| 0.8808 \| 0.8322 \| 0.8828 \| 0.6850 \| 0.7739 \| 0.4491 \| 0.8264 \| 0.7351 \| 0.7943 \| \| 0.1189 \| 28.32 \| 10480 \| 0.5064 \| 0.7375 \| 0.8320 \| 0.8976 \| 0.9552 \| 0.8172 \| 0.8735 \| 0.5404 \| 0.9022 \| 0.8901 \| 0.8454 \| 0.8809 \| 0.6879 \| 0.7758 \| 0.4522 \| 0.8283 \| 0.7306 \| 0.8069 \| \| 0.0943 \| 28.38 \| 10500 \| 0.4890 \| 0.7394 \| 0.8322 \| 0.8989 \| 0.9503 \| 0.8122 \| 0.8806 \| 0.5486 \| 0.9140 \| 0.8699 \| 0.8497 \| 0.8833 \| 0.6874 \| 0.7768 \| 0.4554 \| 0.8308 \| 0.7340 \| 0.8078 \| \| 0.0755 \| 28.43 \| 10520 \| 0.5101 \| 0.7389 \| 0.8329 \| 0.8984 \| 0.9478 \| 0.8138 \| 0.8846 \| 0.5489 \| 0.9140 \| 0.8745 \| 0.8466 \| 0.8833 \| 0.6869 \| 0.7765 \| 0.4561 \| 0.8297 \| 0.7348 \| 0.8050 \| \| 0.0791 \| 28.49 \| 10540 \| 0.5065 \| 0.7374 \| 0.8293 \| 0.8976 \| 0.9479 \| 0.8110 \| 0.8706 \| 0.5481 \| 0.9208 \| 0.8684 \| 0.8386 \| 0.8828 \| 0.6881 \| 0.7749 \| 0.4556 \| 0.8284 \| 0.7349 \| 0.7970 \| \| 0.1102 \| 28.54 \| 10560 \| 0.5250 \| 0.7382 \| 0.8308 \| 0.8984 \| 0.9456 \| 0.8251 \| 0.8808 \| 0.5276 \| 0.9201 \| 0.8731 \| 0.8432 \| 0.8823 \| 0.6884 \| 0.7736 \| 0.4523 \| 0.8301 \| 0.7352 \| 0.8058 \| \| 0.0966 \| 28.59 \| 10580 \| 0.5121 \| 0.7383 \| 0.8300 \| 0.8988 \| 0.9495 \| 0.8170 \| 0.8716 \| 0.5289 \| 0.9173 \| 0.8790 \| 0.8467 \| 0.8828 \| 0.6866 \| 0.7739 \| 0.4510 \| 0.8313 \| 0.7361 \| 0.8067 \| \| 0.0983 \| 28.65 \| 10600 \| 0.5138 \| 0.7373 \| 0.8314 \| 0.8979 \| 0.9517 \| 0.8232 \| 0.8747 \| 0.5292 \| 0.9075 \| 0.8836 \| 0.8498 \| 0.8825 \| 0.6879 \| 0.7754 \| 0.4499 \| 0.8285 \| 0.7291 \| 0.8079 \| \| 0.1172 \| 28.7 \| 10620 \| 0.5070 \| 0.7353 \| 0.8305 \| 0.8965 \| 0.9486 \| 0.8033 \| 0.8627 \| 0.5559 \| 0.9095 \| 0.8822 \| 0.8511 \| 0.8816 \| 0.6849 \| 0.7678 \| 0.4554 \| 0.8281 \| 0.7283 \| 0.8007 \| \| 0.0848 \| 28.76 \| 10640 \| 0.5343 \| 0.7349 \| 0.8277 \| 0.8966 \| 0.9473 \| 0.8163 \| 0.8639 \| 0.5377 \| 0.9189 \| 0.8646 \| 0.8449 \| 0.8804 \| 0.6878 \| 0.7648 \| 0.4513 \| 0.8291 \| 0.7315 \| 0.7992 \| \| 0.0883 \| 28.81 \| 10660 \| 0.5272 \| 0.7328 \| 0.8273 \| 0.8958 \| 0.9458 \| 0.8120 \| 0.8575 \| 0.5372 \| 0.9160 \| 0.8721 \| 0.8501 \| 0.8804 \| 0.6831 \| 0.7607 \| 0.4502 \| 0.8295 \| 0.7346 \| 0.7910 \| \| 0.0658 \| 28.86 \| 10680 \| 0.4960 \| 0.7376 \| 0.8344 \| 0.8975 \| 0.9476 \| 0.8178 \| 0.8731 \| 0.5653 \| 0.9108 \| 0.8765 \| 0.8496 \| 0.8823 \| 0.6899 \| 0.7722 \| 0.4532 \| 0.8293 \| 0.7336 \| 0.8029 \| \| 0.1813 \| 28.92 \| 10700 \| 0.4870 \| 0.7373 \| 0.8351 \| 0.8972 \| 0.9463 \| 0.8145 \| 0.8781 \| 0.5677 \| 0.9079 \| 0.8770 \| 0.8539 \| 0.8821 \| 0.6908 \| 0.7763 \| 0.4499 \| 0.8282 \| 0.7317 \| 0.8023 \| \| 0.0801 \| 28.97 \| 10720 \| 0.5059 \| 0.7395 \| 0.8358 \| 0.8987 \| 0.9490 \| 0.8290 \| 0.8881 \| 0.5531 \| 0.9100 \| 0.8734 \| 0.8478 \| 0.8833 \| 0.6922 \| 0.7757 \| 0.4509 \| 0.8306 \| 0.7363 \| 0.8072 \| \| 0.1161 \| 29.03 \| 10740 \| 0.4992 \| 0.7385 \| 0.8267 \| 0.8996 \| 0.9506 \| 0.8039 \| 0.8764 \| 0.5176 \| 0.9227 \| 0.8709 \| 0.8448 \| 0.8834 \| 0.6889 \| 0.7763 \| 0.4424 \| 0.8332 \| 0.7387 \| 0.8068 \| \| 0.102 \| 29.08 \| 10760 \| 0.4972 \| 0.7395 \| 0.8333 \| 0.8990 \| 0.9481 \| 0.8239 \| 0.8832 \| 0.5419 \| 0.9151 \| 0.8723 \| 0.8489 \| 0.8835 \| 0.6906 \| 0.7747 \| 0.4518 \| 0.8309 \| 0.7373 \| 0.8080 \| \| 0.0575 \| 29.14 \| 10780 \| 0.4989 \| 0.7384 \| 0.8356 \| 0.8978 \| 0.9496 \| 0.8199 \| 0.8850 \| 0.5567 \| 0.9047 \| 0.8864 \| 0.8469 \| 0.8826 \| 0.6898 \| 0.7748 \| 0.4529 \| 0.8281 \| 0.7331 \| 0.8076 \| \| 0.2291 \| 29.19 \| 10800 \| 0.5068 \| 0.7395 \| 0.8337 \| 0.8989 \| 0.9509 \| 0.8265 \| 0.8804 \| 0.5405 \| 0.9111 \| 0.8807 \| 0.8460 \| 0.8827 \| 0.6904 \| 0.7779 \| 0.4512 \| 0.8310 \| 0.7357 \| 0.8079 \| \| 0.1433 \| 29.24 \| 10820 \| 0.5152 \| 0.7379 \| 0.8321 \| 0.8982 \| 0.9523 \| 0.8245 \| 0.8827 \| 0.5227 \| 0.9048 \| 0.8912 \| 0.8469 \| 0.8821 \| 0.6901 \| 0.7780 \| 0.4470 \| 0.8290 \| 0.7316 \| 0.8077 \| \| 0.108 \| 29.3 \| 10840 \| 0.5099 \| 0.7376 \| 0.8301 \| 0.8985 \| 0.9514 \| 0.8171 \| 0.8771 \| 0.5298 \| 0.9138 \| 0.8765 \| 0.8452 \| 0.8829 \| 0.6880 \| 0.7771 \| 0.4444 \| 0.8303 \| 0.7334 \| 0.8075 \| \| 0.0483 \| 29.35 \| 10860 \| 0.5098 \| 0.7386 \| 0.8324 \| 0.8989 \| 0.9517 \| 0.8164 \| 0.8801 \| 0.5440 \| 0.9122 \| 0.8764 \| 0.8463 \| 0.8838 \| 0.6881 \| 0.7783 \| 0.4459 \| 0.8313 \| 0.7351 \| 0.8077 \| \| 0.1346 \| 29.41 \| 10880 \| 0.5062 \| 0.7387 \| 0.8303 \| 0.8992 \| 0.9506 \| 0.8198 \| 0.8838 \| 0.5155 \| 0.9127 \| 0.8792 \| 0.8506 \| 0.8827 \| 0.6920 \| 0.7781 \| 0.4410 \| 0.8315 \| 0.7375 \| 0.8078 \| \| 0.0519 \| 29.46 \| 10900 \| 0.5033 \| 0.7385 \| 0.8364 \| 0.8982 \| 0.9490 \| 0.8246 \| 0.8848 \| 0.5554 \| 0.9049 \| 0.8846 \| 0.8515 \| 0.8829 \| 0.6900 \| 0.7758 \| 0.4475 \| 0.8291 \| 0.7359 \| 0.8085 \| \| 0.0887 \| 29.51 \| 10920 \| 0.4944 \| 0.7391 \| 0.8346 \| 0.8988 \| 0.9458 \| 0.8139 \| 0.8788 \| 0.5670 \| 0.9165 \| 0.8630 \| 0.8573 \| 0.8828 \| 0.6891 \| 0.7742 \| 0.4471 \| 0.8323 \| 0.7388 \| 0.8096 \| \| 0.0459 \| 29.57 \| 10940 \| 0.5146 \| 0.7377 \| 0.8318 \| 0.8981 \| 0.9517 \| 0.7884 \| 0.8793 \| 0.5671 \| 0.9088 \| 0.8766 \| 0.8504 \| 0.8824 \| 0.6827 \| 0.7711 \| 0.4512 \| 0.8303 \| 0.7370 \| 0.8091 \| \| 0.1426 \| 29.62 \| 10960 \| 0.5061 \| 0.7391 \| 0.8341 \| 0.8988 \| 0.9486 \| 0.8155 \| 0.8785 \| 0.5586 \| 0.9139 \| 0.8752 \| 0.8485 \| 0.8831 \| 0.6862 \| 0.7744 \| 0.4548 \| 0.8319 \| 0.7346 \| 0.8086 \| \| 0.1005 \| 29.68 \| 10980 \| 0.5043 \| 0.7394 \| 0.8359 \| 0.8989 \| 0.9454 \| 0.8271 \| 0.8817 \| 0.5554 \| 0.9151 \| 0.8744 \| 0.8519 \| 0.8828 \| 0.6846 \| 0.7763 \| 0.4548 \| 0.8325 \| 0.7352 \| 0.8093 \| \| 0.0813 \| 29.73 \| 11000 \| 0.5017 \| 0.7388 \| 0.8340 \| 0.8990 \| 0.9493 \| 0.8224 \| 0.8803 \| 0.5501 \| 0.9145 \| 0.8769 \| 0.8447 \| 0.8832 \| 0.6869 \| 0.7761 \| 0.4513 \| 0.8335 \| 0.7339 \| 0.8067 \| \| 0.097 \| 29.78 \| 11020 \| 0.5056 \| 0.7388 \| 0.8330 \| 0.8989 \| 0.9509 \| 0.8049 \| 0.8786 \| 0.5613 \| 0.9136 \| 0.8766 \| 0.8450 \| 0.8837 \| 0.6860 \| 0.7753 \| 0.4515 \| 0.8325 \| 0.7349 \| 0.8076 \| \| 0.1054 \| 29.84 \| 11040 \| 0.4909 \| 0.7394 \| 0.8345 \| 0.8990 \| 0.9499 \| 0.8158 \| 0.8694 \| 0.5638 \| 0.9135 \| 0.8773 \| 0.8518 \| 0.8833 \| 0.6873 \| 0.7743 \| 0.4534 \| 0.8327 \| 0.7337 \| 0.8112 \| \| 0.0929 \| 29.89 \| 11060 \| 0.4900 \| 0.7388 \| 0.8349 \| 0.8985 \| 0.9485 \| 0.8152 \| 0.8774 \| 0.5662 \| 0.9119 \| 0.8715 \| 0.8536 \| 0.8830 \| 0.6888 \| 0.7755 \| 0.4492 \| 0.8310 \| 0.7317 \| 0.8124 \| \| 0.1017 \| 29.95 \| 11080 \| 0.4941 \| 0.7379 \| 0.8332 \| 0.8981 \| 0.9515 \| 0.7969 \| 0.8751 \| 0.5676 \| 0.9073 \| 0.8831 \| 0.8506 \| 0.8838 \| 0.6865 \| 0.7753 \| 0.4513 \| 0.8294 \| 0.7288 \| 0.8102 \| \| 0.2887 \| 30.0 \| 11100 \| 0.5168 \| 0.7367 \| 0.8276 \| 0.8984 \| 0.9523 \| 0.8127 \| 0.8781 \| 0.5245 \| 0.9167 \| 0.8651 \| 0.8438 \| 0.8826 \| 0.6891 \| 0.7747 \| 0.4405 \| 0.8310 \| 0.7315 \| 0.8073 \| \| 0.1735 \| 30.05 \| 11120 \| 0.5168 \| 0.7373 \| 0.8282 \| 0.8986 \| 0.9470 \| 0.8124 \| 0.8744 \| 0.5265 \| 0.9226 \| 0.8662 \| 0.8484 \| 0.8836 \| 0.6888 \| 0.7748 \| 0.4427 \| 0.8308 \| 0.7317 \| 0.8087 \| \| 0.1297 \| 30.11 \| 11140 \| 0.4993 \| 0.7368 \| 0.8284 \| 0.8985 \| 0.9500 \| 0.7898 \| 0.8753 \| 0.5373 \| 0.9147 \| 0.8815 \| 0.8501 \| 0.8840 \| 0.6848 \| 0.7736 \| 0.4434 \| 0.8311 \| 0.7314 \| 0.8091 \| \| 0.0236 \| 30.16 \| 11160 \| 0.5068 \| 0.7380 \| 0.8331 \| 0.8986 \| 0.9495 \| 0.8218 \| 0.8759 \| 0.5429 \| 0.9121 \| 0.8796 \| 0.8498 \| 0.8837 \| 0.6900 \| 0.7754 \| 0.4446 \| 0.8311 \| 0.7325 \| 0.8087 \| \| 0.076 \| 30.22 \| 11180 \| 0.5090 \| 0.7363 \| 0.8370 \| 0.8973 \| 0.9483 \| 0.8279 \| 0.8831 \| 0.5709 \| 0.9057 \| 0.8742 \| 0.8487 \| 0.8832 \| 0.6875 \| 0.7753 \| 0.4391 \| 0.8286 \| 0.7319 \| 0.8084 \| \| 0.0789 \| 30.27 \| 11200 \| 0.5203 \| 0.7369 \| 0.8355 \| 0.8975 \| 0.9489 \| 0.8181 \| 0.8839 \| 0.5596 \| 0.9050 \| 0.8864 \| 0.8467 \| 0.8833 \| 0.6862 \| 0.7751 \| 0.4478 \| 0.8286 \| 0.7292 \| 0.8081 \| \| 0.1242 \| 30.32 \| 11220 \| 0.5284 \| 0.7382 \| 0.8357 \| 0.8981 \| 0.9463 \| 0.8243 \| 0.8691 \| 0.5792 \| 0.9172 \| 0.8660 \| 0.8479 \| 0.8831 \| 0.6856 \| 0.7738 \| 0.4558 \| 0.8311 \| 0.7300 \| 0.8083 \| \| 0.061 \| 30.38 \| 11240 \| 0.5051 \| 0.7383 \| 0.8313 \| 0.8987 \| 0.9498 \| 0.7971 \| 0.8681 \| 0.5757 \| 0.9201 \| 0.8584 \| 0.8496 \| 0.8832 \| 0.6847 \| 0.7747 \| 0.4523 \| 0.8326 \| 0.7321 \| 0.8086 \| \| 0.0737 \| 30.43 \| 11260 \| 0.5169 \| 0.7388 \| 0.8316 \| 0.8989 \| 0.9465 \| 0.8152 \| 0.8759 \| 0.5519 \| 0.9223 \| 0.8617 \| 0.8478 \| 0.8827 \| 0.6864 \| 0.7736 \| 0.4532 \| 0.8327 \| 0.7347 \| 0.8083 \| \| 0.0789 \| 30.49 \| 11280 \| 0.5029 \| 0.7359 \| 0.8330 \| 0.8974 \| 0.9464 \| 0.8104 \| 0.8656 \| 0.5689 \| 0.9150 \| 0.8761 \| 0.8489 \| 0.8828 \| 0.6851 \| 0.7625 \| 0.4521 \| 0.8324 \| 0.7345 \| 0.8020 \| \| 0.0723 \| 30.54 \| 11300 \| 0.4975 \| 0.7363 \| 0.8326 \| 0.8975 \| 0.9466 \| 0.8122 \| 0.8679 \| 0.5629 \| 0.9146 \| 0.8731 \| 0.8512 \| 0.8820 \| 0.6853 \| 0.7654 \| 0.4529 \| 0.8320 \| 0.7335 \| 0.8033 \| \| 0.0934 \| 30.59 \| 11320 \| 0.5015 \| 0.7380 \| 0.8351 \| 0.8982 \| 0.9452 \| 0.8144 \| 0.8751 \| 0.5648 \| 0.9149 \| 0.8844 \| 0.8469 \| 0.8832 \| 0.6853 \| 0.7719 \| 0.4531 \| 0.8322 \| 0.7335 \| 0.8066 \| \| 0.1817 \| 30.65 \| 11340 \| 0.4986 \| 0.7374 \| 0.8329 \| 0.8980 \| 0.9450 \| 0.8080 \| 0.8801 \| 0.5540 \| 0.9152 \| 0.8806 \| 0.8475 \| 0.8827 \| 0.6849 \| 0.7719 \| 0.4515 \| 0.8305 \| 0.7331 \| 0.8072 \| \| 0.0949 \| 30.7 \| 11360 \| 0.5022 \| 0.7370 \| 0.8321 \| 0.8978 \| 0.9469 \| 0.8177 \| 0.8678 \| 0.5522 \| 0.9156 \| 0.8730 \| 0.8519 \| 0.8825 \| 0.6862 \| 0.7704 \| 0.4498 \| 0.8304 \| 0.7316 \| 0.8079 \| \| 0.0598 \| 30.76 \| 11380 \| 0.5137 \| 0.7355 \| 0.8334 \| 0.8967 \| 0.9466 \| 0.8195 \| 0.8797 \| 0.5513 \| 0.9079 \| 0.8799 \| 0.8487 \| 0.8810 \| 0.6868 \| 0.7694 \| 0.4459 \| 0.8280 \| 0.7298 \| 0.8076 \| \| 0.0862 \| 30.81 \| 11400 \| 0.5024 \| 0.7361 \| 0.8323 \| 0.8974 \| 0.9450 \| 0.8229 \| 0.8762 \| 0.5460 \| 0.9152 \| 0.8693 \| 0.8512 \| 0.8815 \| 0.6877 \| 0.7719 \| 0.4438 \| 0.8301 \| 0.7310 \| 0.8065 \| \| 0.0986 \| 30.86 \| 11420 \| 0.4984 \| 0.7368 \| 0.8314 \| 0.8982 \| 0.9477 \| 0.8202 \| 0.8763 \| 0.5405 \| 0.9165 \| 0.8707 \| 0.8482 \| 0.8827 \| 0.6866 \| 0.7743 \| 0.4448 \| 0.8320 \| 0.7319 \| 0.8057 \| \| 0.1547 \| 30.92 \| 11440 \| 0.4873 \| 0.7368 \| 0.8292 \| 0.8986 \| 0.9499 \| 0.8000 \| 0.8805 \| 0.5394 \| 0.9164 \| 0.8715 \| 0.8469 \| 0.8835 \| 0.6826 \| 0.7758 \| 0.4449 \| 0.8324 \| 0.7319 \| 0.8065 \| \| 0.0862 \| 30.97 \| 11460 \| 0.4972 \| 0.7367 \| 0.8282 \| 0.8985 \| 0.9486 \| 0.8141 \| 0.8820 \| 0.5210 \| 0.9190 \| 0.8664 \| 0.8466 \| 0.8825 \| 0.6864 \| 0.7747 \| 0.4415 \| 0.8319 \| 0.7343 \| 0.8055 \| \| 0.0682 \| 31.03 \| 11480 \| 0.5034 \| 0.7351 \| 0.8300 \| 0.8973 \| 0.9477 \| 0.8149 \| 0.8659 \| 0.5473 \| 0.9164 \| 0.8677 \| 0.8500 \| 0.8813 \| 0.6870 \| 0.7677 \| 0.4425 \| 0.8320 \| 0.7335 \| 0.8014 \| \| 0.1793 \| 31.08 \| 11500 \| 0.5248 \| 0.7319 \| 0.8226 \| 0.8969 \| 0.9475 \| 0.8239 \| 0.8575 \| 0.4909 \| 0.9229 \| 0.8654 \| 0.8501 \| 0.8808 \| 0.6870 \| 0.7657 \| 0.4282 \| 0.8318 \| 0.7336 \| 0.7964 \| \| 0.0667 \| 31.14 \| 11520 \| 0.5120 \| 0.7352 \| 0.8295 \| 0.8971 \| 0.9477 \| 0.8112 \| 0.8644 \| 0.5442 \| 0.9152 \| 0.8732 \| 0.8508 \| 0.8808 \| 0.6864 \| 0.7683 \| 0.4458 \| 0.8315 \| 0.7320 \| 0.8014 \| \| 0.0515 \| 31.19 \| 11540 \| 0.5148 \| 0.7356 \| 0.8297 \| 0.8971 \| 0.9450 \| 0.8034 \| 0.8681 \| 0.5526 \| 0.9180 \| 0.8703 \| 0.8508 \| 0.8808 \| 0.6851 \| 0.7687 \| 0.4513 \| 0.8313 \| 0.7315 \| 0.8006 \| \| 0.0918 \| 31.24 \| 11560 \| 0.5018 \| 0.7368 \| 0.8314 \| 0.8977 \| 0.9470 \| 0.8104 \| 0.8627 \| 0.5641 \| 0.9187 \| 0.8665 \| 0.8507 \| 0.8816 \| 0.6864 \| 0.7713 \| 0.4510 \| 0.8322 \| 0.7330 \| 0.8024 \| \| 0.0613 \| 31.3 \| 11580 \| 0.5291 \| 0.7375 \| 0.8323 \| 0.8979 \| 0.9490 \| 0.8056 \| 0.8765 \| 0.5574 \| 0.9117 \| 0.8774 \| 0.8485 \| 0.8820 \| 0.6860 \| 0.7743 \| 0.4521 \| 0.8304 \| 0.7317 \| 0.8063 \| \| 0.3483 \| 31.35 \| 11600 \| 0.5338 \| 0.7363 \| 0.8296 \| 0.8974 \| 0.9506 \| 0.8040 \| 0.8788 \| 0.5517 \| 0.9130 \| 0.8604 \| 0.8488 \| 0.8808 \| 0.6839 \| 0.7724 \| 0.4504 \| 0.8296 \| 0.7306 \| 0.8066 \| \| 0.0948 \| 31.41 \| 11620 \| 0.5038 \| 0.7373 \| 0.8361 \| 0.8974 \| 0.9480 \| 0.8265 \| 0.8796 \| 0.5653 \| 0.9071 \| 0.8763 \| 0.8496 \| 0.8816 \| 0.6865 \| 0.7735 \| 0.4515 \| 0.8294 \| 0.7318 \| 0.8068 \| \| 0.1159 \| 31.46 \| 11640 \| 0.5139 \| 0.7364 \| 0.8335 \| 0.8973 \| 0.9460 \| 0.8170 \| 0.8755 \| 0.5700 \| 0.9169 \| 0.8668 \| 0.8422 \| 0.8823 \| 0.6847 \| 0.7736 \| 0.4488 \| 0.8301 \| 0.7336 \| 0.8015 \| \| 0.0652 \| 31.51 \| 11660 \| 0.5207 \| 0.7370 \| 0.8320 \| 0.8979 \| 0.9482 \| 0.8074 \| 0.8741 \| 0.5614 \| 0.9158 \| 0.8722 \| 0.8452 \| 0.8822 \| 0.6813 \| 0.7709 \| 0.4528 \| 0.8312 \| 0.7342 \| 0.8066 \| \| 0.0718 \| 31.57 \| 11680 \| 0.5304 \| 0.7388 \| 0.8330 \| 0.8989 \| 0.9479 \| 0.8210 \| 0.8744 \| 0.5500 \| 0.9178 \| 0.8721 \| 0.8478 \| 0.8829 \| 0.6836 \| 0.7745 \| 0.4565 \| 0.8330 \| 0.7345 \| 0.8063 \| \| 0.0911 \| 31.62 \| 11700 \| 0.5200 \| 0.7388 \| 0.8323 \| 0.8989 \| 0.9500 \| 0.8152 \| 0.8838 \| 0.5456 \| 0.9143 \| 0.8702 \| 0.8470 \| 0.8827 \| 0.6847 \| 0.7758 \| 0.4549 \| 0.8326 \| 0.7348 \| 0.8061 \| \| 0.484 \| 31.68 \| 11720 \| 0.5312 \| 0.7382 \| 0.8305 \| 0.8986 \| 0.9493 \| 0.8051 \| 0.8792 \| 0.5463 \| 0.9174 \| 0.8705 \| 0.8454 \| 0.8826 \| 0.6829 \| 0.7749 \| 0.4560 \| 0.8324 \| 0.7327 \| 0.8058 \| \| 0.0859 \| 31.73 \| 11740 \| 0.5135 \| 0.7387 \| 0.8314 \| 0.8988 \| 0.9497 \| 0.8054 \| 0.8717 \| 0.5569 \| 0.9180 \| 0.8701 \| 0.8478 \| 0.8829 \| 0.6835 \| 0.7754 \| 0.4571 \| 0.8335 \| 0.7329 \| 0.8053 \| \| 0.1524 \| 31.78 \| 11760 \| 0.5221 \| 0.7377 \| 0.8322 \| 0.8982 \| 0.9487 \| 0.8046 \| 0.8739 \| 0.5673 \| 0.9166 \| 0.8677 \| 0.8463 \| 0.8824 \| 0.6832 \| 0.7739 \| 0.4554 \| 0.8322 \| 0.7317 \| 0.8054 \| \| 0.075 \| 31.84 \| 11780 \| 0.5247 \| 0.7370 \| 0.8360 \| 0.8976 \| 0.9466 \| 0.8143 \| 0.8765 \| 0.5767 \| 0.9104 \| 0.8799 \| 0.8476 \| 0.8829 \| 0.6849 \| 0.7725 \| 0.4518 \| 0.8310 \| 0.7311 \| 0.8051 \| \| 0.0929 \| 31.89 \| 11800 \| 0.5292 \| 0.7383 \| 0.8321 \| 0.8986 \| 0.9496 \| 0.8164 \| 0.8774 \| 0.5418 \| 0.9140 \| 0.8806 \| 0.8448 \| 0.8830 \| 0.6860 \| 0.7748 \| 0.4547 \| 0.8318 \| 0.7313 \| 0.8066 \| \| 0.0987 \| 31.95 \| 11820 \| 0.5292 \| 0.7385 \| 0.8301 \| 0.8991 \| 0.9499 \| 0.8254 \| 0.8856 \| 0.5263 \| 0.9181 \| 0.8566 \| 0.8489 \| 0.8823 \| 0.6877 \| 0.7756 \| 0.4504 \| 0.8332 \| 0.7337 \| 0.8067 \| \| 0.092 \| 32.0 \| 11840 \| 0.5141 \| 0.7386 \| 0.8314 \| 0.8989 \| 0.9479 \| 0.8123 \| 0.8734 \| 0.5431 \| 0.9182 \| 0.8757 \| 0.8492 \| 0.8837 \| 0.6864 \| 0.7745 \| 0.4524 \| 0.8324 \| 0.7335 \| 0.8071 \| \| 0.0866 \| 32.05 \| 11860 \| 0.5429 \| 0.7385 \| 0.8325 \| 0.8988 \| 0.9493 \| 0.8134 \| 0.8796 \| 0.5541 \| 0.9169 \| 0.8685 \| 0.8454 \| 0.8833 \| 0.6860 \| 0.7754 \| 0.4529 \| 0.8329 \| 0.7325 \| 0.8068 \| \| 0.8609 \| 32.11 \| 11880 \| 0.5457 \| 0.7389 \| 0.8313 \| 0.8992 \| 0.9496 \| 0.8079 \| 0.8842 \| 0.5399 \| 0.9155 \| 0.8752 \| 0.8471 \| 0.8837 \| 0.6855 \| 0.7761 \| 0.4539 \| 0.8330 \| 0.7334 \| 0.8068 \| \| 0.1286 \| 32.16 \| 11900 \| 0.5281 \| 0.7385 \| 0.8323 \| 0.8989 \| 0.9481 \| 0.8075 \| 0.8879 \| 0.5454 \| 0.9146 \| 0.8732 \| 0.8492 \| 0.8830 \| 0.6843 \| 0.7752 \| 0.4527 \| 0.8332 \| 0.7341 \| 0.8072 \| \| 0.1147 \| 32.22 \| 11920 \| 0.5275 \| 0.7381 \| 0.8342 \| 0.8986 \| 0.9481 \| 0.8173 \| 0.8830 \| 0.5510 \| 0.9118 \| 0.8802 \| 0.8482 \| 0.8830 \| 0.6849 \| 0.7782 \| 0.4497 \| 0.8323 \| 0.7323 \| 0.8063 \| \| 0.1951 \| 32.27 \| 11940 \| 0.5316 \| 0.7379 \| 0.8298 \| 0.8991 \| 0.9505 \| 0.7977 \| 0.8824 \| 0.5455 \| 0.9174 \| 0.8686 \| 0.8466 \| 0.8835 \| 0.6827 \| 0.7800 \| 0.4464 \| 0.8333 \| 0.7332 \| 0.8061 \| \| 0.1721 \| 32.32 \| 11960 \| 0.5186 \| 0.7379 \| 0.8341 \| 0.8986 \| 0.9483 \| 0.8141 \| 0.8829 \| 0.5663 \| 0.9159 \| 0.8663 \| 0.8450 \| 0.8836 \| 0.6850 \| 0.7789 \| 0.4453 \| 0.8326 \| 0.7333 \| 0.8064 \| \| 0.1131 \| 32.38 \| 11980 \| 0.5178 \| 0.7383 \| 0.8347 \| 0.8984 \| 0.9489 \| 0.8125 \| 0.8850 \| 0.5634 \| 0.9107 \| 0.8740 \| 0.8485 \| 0.8832 \| 0.6854 \| 0.7791 \| 0.4487 \| 0.8312 \| 0.7331 \| 0.8073 \| \| 0.218 \| 32.43 \| 12000 \| 0.5391 \| 0.7388 \| 0.8327 \| 0.8989 \| 0.9462 \| 0.8218 \| 0.8745 \| 0.5469 \| 0.9201 \| 0.8694 \| 0.8500 \| 0.8829 \| 0.6863 \| 0.7780 \| 0.4499 \| 0.8326 \| 0.7341 \| 0.8077 \| \| 0.0878 \| 32.49 \| 12020 \| 0.5231 \| 0.7395 \| 0.8335 \| 0.8993 \| 0.9499 \| 0.8186 \| 0.8790 \| 0.5511 \| 0.9154 \| 0.8708 \| 0.8495 \| 0.8830 \| 0.6860 \| 0.7787 \| 0.4514 \| 0.8336 \| 0.7359 \| 0.8082 \| \| 0.0989 \| 32.54 \| 12040 \| 0.5410 \| 0.7377 \| 0.8287 \| 0.8992 \| 0.9503 \| 0.8194 \| 0.8819 \| 0.5153 \| 0.9192 \| 0.8709 \| 0.8440 \| 0.8824 \| 0.6836 \| 0.7788 \| 0.4437 \| 0.8337 \| 0.7351 \| 0.8068 \| \| 0.0789 \| 32.59 \| 12060 \| 0.5251 \| 0.7390 \| 0.8325 \| 0.8995 \| 0.9509 \| 0.8187 \| 0.8797 \| 0.5424 \| 0.9159 \| 0.8757 \| 0.8443 \| 0.8833 \| 0.6852 \| 0.7799 \| 0.4474 \| 0.8342 \| 0.7362 \| 0.8069 \| \| 0.0812 \| 32.65 \| 12080 \| 0.5247 \| 0.7380 \| 0.8275 \| 0.8993 \| 0.9517 \| 0.7944 \| 0.8784 \| 0.5329 \| 0.9189 \| 0.8689 \| 0.8475 \| 0.8827 \| 0.6835 \| 0.7795 \| 0.4442 \| 0.8333 \| 0.7356 \| 0.8074 \| \| 0.1758 \| 32.7 \| 12100 \| 0.5203 \| 0.7379 \| 0.8310 \| 0.8989 \| 0.9502 \| 0.8076 \| 0.8869 \| 0.5432 \| 0.9154 \| 0.8677 \| 0.8459 \| 0.8831 \| 0.6860 \| 0.7782 \| 0.4431 \| 0.8327 \| 0.7356 \| 0.8064 \| \| 1.11 \| 32.76 \| 12120 \| 0.5273 \| 0.7388 \| 0.8313 \| 0.8992 \| 0.9483 \| 0.8110 \| 0.8816 \| 0.5502 \| 0.9211 \| 0.8609 \| 0.8463 \| 0.8832 \| 0.6859 \| 0.7778 \| 0.4480 \| 0.8334 \| 0.7366 \| 0.8065 \| \| 0.1117 \| 32.81 \| 12140 \| 0.5275 \| 0.7380 \| 0.8336 \| 0.8985 \| 0.9482 \| 0.8261 \| 0.8820 \| 0.5498 \| 0.9156 \| 0.8694 \| 0.8439 \| 0.8827 \| 0.6859 \| 0.7779 \| 0.4487 \| 0.8320 \| 0.7346 \| 0.8043 \| \| 0.1276 \| 32.86 \| 12160 \| 0.5291 \| 0.7375 \| 0.8299 \| 0.8987 \| 0.9501 \| 0.8086 \| 0.8883 \| 0.5343 \| 0.9151 \| 0.8648 \| 0.8480 \| 0.8826 \| 0.6849 \| 0.7777 \| 0.4448 \| 0.8322 \| 0.7336 \| 0.8065 \| \| 1.0557 \| 32.92 \| 12180 \| 0.5154 \| 0.7376 \| 0.8336 \| 0.8985 \| 0.9500 \| 0.8272 \| 0.8801 \| 0.5476 \| 0.9120 \| 0.8697 \| 0.8488 \| 0.8825 \| 0.6850 \| 0.7781 \| 0.4454 \| 0.8326 \| 0.7334 \| 0.8060 \| \| 0.0903 \| 32.97 \| 12200 \| 0.5077 \| 0.7372 \| 0.8313 \| 0.8984 \| 0.9491 \| 0.8106 \| 0.8829 \| 0.5507 \| 0.9171 \| 0.8638 \| 0.8445 \| 0.8832 \| 0.6846 \| 0.7767 \| 0.4457 \| 0.8323 \| 0.7331 \| 0.8047 \| \| 0.083 \| 33.03 \| 12220 \| 0.5192 \| 0.7362 \| 0.8287 \| 0.8980 \| 0.9502 \| 0.8013 \| 0.8836 \| 0.5495 \| 0.9186 \| 0.8571 \| 0.8407 \| 0.8830 \| 0.6833 \| 0.7761 \| 0.4458 \| 0.8308 \| 0.7331 \| 0.8016 \| \| 0.1091 \| 33.08 \| 12240 \| 0.5194 \| 0.7358 \| 0.8278 \| 0.8975 \| 0.9471 \| 0.8053 \| 0.8794 \| 0.5445 \| 0.9236 \| 0.8589 \| 0.8358 \| 0.8838 \| 0.6849 \| 0.7767 \| 0.4464 \| 0.8287 \| 0.7345 \| 0.7956 \| \| 1.0202 \| 33.14 \| 12260 \| 0.5309 \| 0.7349 \| 0.8287 \| 0.8966 \| 0.9498 \| 0.8113 \| 0.8817 \| 0.5438 \| 0.9162 \| 0.8699 \| 0.8283 \| 0.8829 \| 0.6850 \| 0.7760 \| 0.4487 \| 0.8271 \| 0.7337 \| 0.7907 \| \| 0.1171 \| 33.19 \| 12280 \| 0.5182 \| 0.7354 \| 0.8298 \| 0.8969 \| 0.9472 \| 0.8068 \| 0.8773 \| 0.5545 \| 0.9191 \| 0.8741 \| 0.8299 \| 0.8836 \| 0.6846 \| 0.7757 \| 0.4513 \| 0.8278 \| 0.7325 \| 0.7925 \| \| 0.08 \| 33.24 \| 12300 \| 0.5322 \| 0.7374 \| 0.8331 \| 0.8979 \| 0.9495 \| 0.8102 \| 0.8808 \| 0.5709 \| 0.9152 \| 0.8655 \| 0.8395 \| 0.8835 \| 0.6855 \| 0.7771 \| 0.4516 \| 0.8307 \| 0.7323 \| 0.8009 \| \| 0.1076 \| 33.3 \| 12320 \| 0.5310 \| 0.7384 \| 0.8321 \| 0.8986 \| 0.9518 \| 0.8171 \| 0.8812 \| 0.5516 \| 0.9143 \| 0.8655 \| 0.8433 \| 0.8825 \| 0.6867 \| 0.7788 \| 0.4511 \| 0.8323 \| 0.7331 \| 0.8046 \| \| 0.0802 \| 33.35 \| 12340 \| 0.5271 \| 0.7390 \| 0.8323 \| 0.8991 \| 0.9504 \| 0.8175 \| 0.8801 \| 0.5471 \| 0.9158 \| 0.8673 \| 0.8475 \| 0.8825 \| 0.6869 \| 0.7782 \| 0.4505 \| 0.8333 \| 0.7339 \| 0.8076 \| \| 0.1013 \| 33.41 \| 12360 \| 0.5283 \| 0.7387 \| 0.8311 \| 0.8991 \| 0.9506 \| 0.8091 \| 0.8774 \| 0.5511 \| 0.9182 \| 0.8646 \| 0.8466 \| 0.8829 \| 0.6861 \| 0.7766 \| 0.4504 \| 0.8335 \| 0.7341 \| 0.8074 \| \| 0.0571 \| 33.46 \| 12380 \| 0.5331 \| 0.7389 \| 0.8313 \| 0.8994 \| 0.9504 \| 0.8154 \| 0.8806 \| 0.5420 \| 0.9187 \| 0.8676 \| 0.8443 \| 0.8832 \| 0.6860 \| 0.7767 \| 0.4491 \| 0.8344 \| 0.7364 \| 0.8064 \| \| 0.1864 \| 33.51 \| 12400 \| 0.5320 \| 0.7386 \| 0.8314 \| 0.8993 \| 0.9483 \| 0.8282 \| 0.8744 \| 0.5328 \| 0.9216 \| 0.8698 \| 0.8447 \| 0.8824 \| 0.6848 \| 0.7758 \| 0.4484 \| 0.8349 \| 0.7368 \| 0.8068 \| \| 0.1348 \| 33.57 \| 12420 \| 0.5338 \| 0.7369 \| 0.8278 \| 0.8989 \| 0.9485 \| 0.8161 \| 0.8826 \| 0.5116 \| 0.9198 \| 0.8674 \| 0.8483 \| 0.8822 \| 0.6851 \| 0.7767 \| 0.4398 \| 0.8327 \| 0.7340 \| 0.8080 \| \| 0.124 \| 33.62 \| 12440 \| 0.5470 \| 0.7370 \| 0.8299 \| 0.8982 \| 0.9489 \| 0.8061 \| 0.8779 \| 0.5421 \| 0.9163 \| 0.8721 \| 0.8459 \| 0.8823 \| 0.6844 \| 0.7746 \| 0.4480 \| 0.8312 \| 0.7319 \| 0.8066 \| \| 0.1407 \| 33.68 \| 12460 \| 0.5247 \| 0.7373 \| 0.8302 \| 0.8985 \| 0.9474 \| 0.8089 \| 0.8794 \| 0.5392 \| 0.9182 \| 0.8704 \| 0.8481 \| 0.8828 \| 0.6848 \| 0.7758 \| 0.4464 \| 0.8319 \| 0.7322 \| 0.8070 \| \| 0.0748 \| 33.73 \| 12480 \| 0.5144 \| 0.7375 \| 0.8328 \| 0.8985 \| 0.9469 \| 0.8202 \| 0.8775 \| 0.5509 \| 0.9174 \| 0.8683 \| 0.8483 \| 0.8830 \| 0.6855 \| 0.7758 \| 0.4455 \| 0.8320 \| 0.7336 \| 0.8073 \| \| 0.0599 \| 33.78 \| 12500 \| 0.5234 \| 0.7374 \| 0.8318 \| 0.8985 \| 0.9471 \| 0.8159 \| 0.8779 \| 0.5543 \| 0.9203 \| 0.8610 \| 0.8458 \| 0.8832 \| 0.6853 \| 0.7767 \| 0.4439 \| 0.8317 \| 0.7359 \| 0.8055 \| \| 0.1267 \| 33.84 \| 12520 \| 0.5111 \| 0.7387 \| 0.8323 \| 0.8990 \| 0.9483 \| 0.8146 \| 0.8782 \| 0.5473 \| 0.9176 \| 0.8719 \| 0.8483 \| 0.8835 \| 0.6861 \| 0.7770 \| 0.4484 \| 0.8326 \| 0.7363 \| 0.8070 \| \| 0.1081 \| 33.89 \| 12540 \| 0.5096 \| 0.7391 \| 0.8335 \| 0.8991 \| 0.9476 \| 0.8171 \| 0.8809 \| 0.5545 \| 0.9173 \| 0.8679 \| 0.8495 \| 0.8833 \| 0.6862 \| 0.7770 \| 0.4499 \| 0.8328 \| 0.7367 \| 0.8077 \| \| 0.1534 \| 33.95 \| 12560 \| 0.5197 \| 0.7377 \| 0.8291 \| 0.8986 \| 0.9490 \| 0.8124 \| 0.8839 \| 0.5406 \| 0.9219 \| 0.8527 \| 0.8437 \| 0.8823 \| 0.6861 \| 0.7761 \| 0.4466 \| 0.8322 \| 0.7373 \| 0.8033 \| \| 0.0883 \| 34.0 \| 12580 \| 0.5253 \| 0.7380 \| 0.8304 \| 0.8986 \| 0.9491 \| 0.8131 \| 0.8832 \| 0.5412 \| 0.9174 \| 0.8600 \| 0.8492 \| 0.8824 \| 0.6867 \| 0.7744 \| 0.4487 \| 0.8319 \| 0.7355 \| 0.8066 \| \| 0.1357 \| 34.05 \| 12600 \| 0.5270 \| 0.7375 \| 0.8304 \| 0.8984 \| 0.9488 \| 0.8137 \| 0.8783 \| 0.5358 \| 0.9153 \| 0.8710 \| 0.8498 \| 0.8820 \| 0.6868 \| 0.7739 \| 0.4469 \| 0.8312 \| 0.7349 \| 0.8067 \| \| 0.1752 \| 34.11 \| 12620 \| 0.5359 \| 0.7350 \| 0.8241 \| 0.8982 \| 0.9464 \| 0.8085 \| 0.8800 \| 0.4924 \| 0.9229 \| 0.8707 \| 0.8476 \| 0.8817 \| 0.6847 \| 0.7727 \| 0.4341 \| 0.8311 \| 0.7352 \| 0.8055 \| \| 0.0891 \| 34.16 \| 12640 \| 0.5250 \| 0.7365 \| 0.8273 \| 0.8986 \| 0.9484 \| 0.8102 \| 0.8824 \| 0.5146 \| 0.9191 \| 0.8681 \| 0.8485 \| 0.8821 \| 0.6840 \| 0.7737 \| 0.4401 \| 0.8321 \| 0.7368 \| 0.8063 \| \| 0.1144 \| 34.22 \| 12660 \| 0.5314 \| 0.7360 \| 0.8280 \| 0.8982 \| 0.9497 \| 0.8136 \| 0.8815 \| 0.5158 \| 0.9162 \| 0.8780 \| 0.8412 \| 0.8826 \| 0.6855 \| 0.7738 \| 0.4409 \| 0.8311 \| 0.7352 \| 0.8032 \| \| 0.054 \| 34.27 \| 12680 \| 0.5128 \| 0.7381 \| 0.8298 \| 0.8990 \| 0.9500 \| 0.8058 \| 0.8807 \| 0.5305 \| 0.9155 \| 0.8775 \| 0.8484 \| 0.8828 \| 0.6855 \| 0.7761 \| 0.4444 \| 0.8322 \| 0.7380 \| 0.8077 \| \| 0.0874 \| 34.32 \| 12700 \| 0.5174 \| 0.7389 \| 0.8319 \| 0.8990 \| 0.9486 \| 0.8173 \| 0.8792 \| 0.5361 \| 0.9155 \| 0.8763 \| 0.8503 \| 0.8824 \| 0.6873 \| 0.7760 \| 0.4481 \| 0.8322 \| 0.7385 \| 0.8081 \| \| 0.1039 \| 34.38 \| 12720 \| 0.5245 \| 0.7377 \| 0.8303 \| 0.8987 \| 0.9482 \| 0.8039 \| 0.8808 \| 0.5392 \| 0.9175 \| 0.8775 \| 0.8448 \| 0.8827 \| 0.6845 \| 0.7738 \| 0.4461 \| 0.8321 \| 0.7387 \| 0.8063 \| \| 0.0463 \| 34.43 \| 12740 \| 0.5218 \| 0.7380 \| 0.8333 \| 0.8987 \| 0.9475 \| 0.8271 \| 0.8760 \| 0.5472 \| 0.9181 \| 0.8730 \| 0.8441 \| 0.8825 \| 0.6857 \| 0.7744 \| 0.4457 \| 0.8333 \| 0.7380 \| 0.8061 \| \| 0.1081 \| 34.49 \| 12760 \| 0.5196 \| 0.7375 \| 0.8297 \| 0.8988 \| 0.9497 \| 0.8073 \| 0.8747 \| 0.5416 \| 0.9195 \| 0.8703 \| 0.8446 \| 0.8824 \| 0.6847 \| 0.7738 \| 0.4437 \| 0.8338 \| 0.7376 \| 0.8064 \| \| 0.081 \| 34.54 \| 12780 \| 0.5125 \| 0.7370 \| 0.8293 \| 0.8986 \| 0.9478 \| 0.8050 \| 0.8777 \| 0.5306 \| 0.9183 \| 0.8787 \| 0.8467 \| 0.8825 \| 0.6828 \| 0.7746 \| 0.4430 \| 0.8323 \| 0.7363 \| 0.8076 \| \| 0.0977 \| 34.59 \| 12800 \| 0.5308 \| 0.7365 \| 0.8292 \| 0.8982 \| 0.9490 \| 0.8074 \| 0.8773 \| 0.5335 \| 0.9170 \| 0.8767 \| 0.8431 \| 0.8821 \| 0.6830 \| 0.7741 \| 0.4437 \| 0.8315 \| 0.7353 \| 0.8058 \| \| 0.0868 \| 34.65 \| 12820 \| 0.5418 \| 0.7351 \| 0.8265 \| 0.8974 \| 0.9477 \| 0.8015 \| 0.8787 \| 0.5256 \| 0.9197 \| 0.8740 \| 0.8384 \| 0.8827 \| 0.6824 \| 0.7740 \| 0.4434 \| 0.8285 \| 0.7345 \| 0.8004 \| \| 0.0608 \| 34.7 \| 12840 \| 0.5251 \| 0.7367 \| 0.8259 \| 0.8986 \| 0.9502 \| 0.8028 \| 0.8760 \| 0.5204 \| 0.9217 \| 0.8674 \| 0.8432 \| 0.8824 \| 0.6839 \| 0.7762 \| 0.4426 \| 0.8315 \| 0.7364 \| 0.8041 \| \| 0.0687 \| 34.76 \| 12860 \| 0.5354 \| 0.7387 \| 0.8303 \| 0.8990 \| 0.9505 \| 0.8126 \| 0.8771 \| 0.5409 \| 0.9185 \| 0.8670 \| 0.8458 \| 0.8825 \| 0.6854 \| 0.7761 \| 0.4510 \| 0.8328 \| 0.7371 \| 0.8061 \| \| 0.3096 \| 34.81 \| 12880 \| 0.5336 \| 0.7377 \| 0.8302 \| 0.8983 \| 0.9494 \| 0.8098 \| 0.8782 \| 0.5466 \| 0.9181 \| 0.8675 \| 0.8421 \| 0.8828 \| 0.6852 \| 0.7750 \| 0.4515 \| 0.8310 \| 0.7359 \| 0.8022 \| \| 0.104 \| 34.86 \| 12900 \| 0.5582 \| 0.7363 \| 0.8308 \| 0.8977 \| 0.9489 \| 0.8146 \| 0.8857 \| 0.5545 \| 0.9183 \| 0.8551 \| 0.8383 \| 0.8829 \| 0.6853 \| 0.7744 \| 0.4456 \| 0.8303 \| 0.7354 \| 0.8003 \| \| 0.0936 \| 34.92 \| 12920 \| 0.5128 \| 0.7386 \| 0.8301 \| 0.8993 \| 0.9491 \| 0.8023 \| 0.8804 \| 0.5496 \| 0.9213 \| 0.8595 \| 0.8484 \| 0.8835 \| 0.6845 \| 0.7758 \| 0.4474 \| 0.8335 \| 0.7377 \| 0.8079 \| \| 0.0768 \| 34.97 \| 12940 \| 0.5274 \| 0.7385 \| 0.8312 \| 0.8990 \| 0.9490 \| 0.8079 \| 0.8759 \| 0.5525 \| 0.9196 \| 0.8676 \| 0.8461 \| 0.8827 \| 0.6846 \| 0.7748 \| 0.4492 \| 0.8335 \| 0.7374 \| 0.8073 \| \| 0.1264 \| 35.03 \| 12960 \| 0.5331 \| 0.7383 \| 0.8323 \| 0.8987 \| 0.9497 \| 0.8104 \| 0.8749 \| 0.5549 \| 0.9156 \| 0.8732 \| 0.8474 \| 0.8823 \| 0.6849 \| 0.7751 \| 0.4484 \| 0.8325 \| 0.7367 \| 0.8085 \| \| 0.0914 \| 35.08 \| 12980 \| 0.5402 \| 0.7383 \| 0.8299 \| 0.8989 \| 0.9493 \| 0.7895 \| 0.8738 \| 0.5463 \| 0.9162 \| 0.8866 \| 0.8476 \| 0.8828 \| 0.6809 \| 0.7751 \| 0.4516 \| 0.8322 \| 0.7368 \| 0.8086 \| \| 0.1519 \| 35.14 \| 13000 \| 0.5242 \| 0.7397 \| 0.8319 \| 0.8995 \| 0.9494 \| 0.8131 \| 0.8736 \| 0.5449 \| 0.9180 \| 0.8751 \| 0.8495 \| 0.8827 \| 0.6858 \| 0.7766 \| 0.4513 \| 0.8336 \| 0.7388 \| 0.8088 \| \| 0.1142 \| 35.19 \| 13020 \| 0.5217 \| 0.7387 \| 0.8302 \| 0.8991 \| 0.9510 \| 0.8009 \| 0.8777 \| 0.5456 \| 0.9173 \| 0.8752 \| 0.8434 \| 0.8824 \| 0.6836 \| 0.7757 \| 0.4511 \| 0.8332 \| 0.7381 \| 0.8066 \| \| 0.0806 \| 35.24 \| 13040 \| 0.5147 \| 0.7397 \| 0.8316 \| 0.8996 \| 0.9490 \| 0.8127 \| 0.8787 \| 0.5437 \| 0.9202 \| 0.8701 \| 0.8468 \| 0.8829 \| 0.6864 \| 0.7769 \| 0.4506 \| 0.8345 \| 0.7390 \| 0.8077 \| \| 0.042 \| 35.3 \| 13060 \| 0.5273 \| 0.7394 \| 0.8318 \| 0.8994 \| 0.9489 \| 0.8131 \| 0.8806 \| 0.5418 \| 0.9181 \| 0.8722 \| 0.8480 \| 0.8829 \| 0.6867 \| 0.7763 \| 0.4487 \| 0.8338 \| 0.7393 \| 0.8080 \| \| 0.0955 \| 35.35 \| 13080 \| 0.5273 \| 0.7391 \| 0.8312 \| 0.8993 \| 0.9464 \| 0.8177 \| 0.8766 \| 0.5423 \| 0.9234 \| 0.8612 \| 0.8509 \| 0.8829 \| 0.6871 \| 0.7765 \| 0.4471 \| 0.8333 \| 0.7381 \| 0.8088 \| \| 0.1172 \| 35.41 \| 13100 \| 0.5268 \| 0.7382 \| 0.8307 \| 0.8989 \| 0.9475 \| 0.8181 \| 0.8754 \| 0.5360 \| 0.9199 \| 0.8677 \| 0.8502 \| 0.8823 \| 0.6860 \| 0.7749 \| 0.4459 \| 0.8323 \| 0.7373 \| 0.8087 \| \| 0.0279 \| 35.46 \| 13120 \| 0.5304 \| 0.7383 \| 0.8323 \| 0.8987 \| 0.9488 \| 0.8143 \| 0.8835 \| 0.5400 \| 0.9128 \| 0.8778 \| 0.8487 \| 0.8822 \| 0.6846 \| 0.7745 \| 0.4498 \| 0.8317 \| 0.7368 \| 0.8083 \| \| 0.1464 \| 35.51 \| 13140 \| 0.5380 \| 0.7386 \| 0.8325 \| 0.8988 \| 0.9484 \| 0.8118 \| 0.8862 \| 0.5444 \| 0.9134 \| 0.8745 \| 0.8492 \| 0.8822 \| 0.6846 \| 0.7744 \| 0.4502 \| 0.8317 \| 0.7390 \| 0.8083 \| \| 0.1304 \| 35.57 \| 13160 \| 0.5651 \| 0.7343 \| 0.8276 \| 0.8965 \| 0.9485 \| 0.8166 \| 0.8783 \| 0.5331 \| 0.9191 \| 0.8719 \| 0.8256 \| 0.8821 \| 0.6848 \| 0.7749 \| 0.4454 \| 0.8267 \| 0.7367 \| 0.7898 \| \| 0.0506 \| 35.62 \| 13180 \| 0.5187 \| 0.7387 \| 0.8317 \| 0.8991 \| 0.9486 \| 0.8162 \| 0.8809 \| 0.5396 \| 0.9179 \| 0.8721 \| 0.8465 \| 0.8828 \| 0.6856 \| 0.7776 \| 0.4464 \| 0.8330 \| 0.7387 \| 0.8066 \| \| 0.0938 \| 35.68 \| 13200 \| 0.5224 \| 0.7389 \| 0.8313 \| 0.8992 \| 0.9499 \| 0.8151 \| 0.8771 \| 0.5358 \| 0.9158 \| 0.8746 \| 0.8506 \| 0.8820 \| 0.6855 \| 0.7775 \| 0.4463 \| 0.8331 \| 0.7390 \| 0.8089 \| \| 0.2586 \| 35.73 \| 13220 \| 0.5345 \| 0.7379 \| 0.8301 \| 0.8987 \| 0.9509 \| 0.8169 \| 0.8770 \| 0.5339 \| 0.9164 \| 0.8699 \| 0.8456 \| 0.8814 \| 0.6859 \| 0.7771 \| 0.4451 \| 0.8326 \| 0.7363 \| 0.8068 \| \| 0.1677 \| 35.78 \| 13240 \| 0.5339 \| 0.7383 \| 0.8304 \| 0.8991 \| 0.9481 \| 0.8208 \| 0.8798 \| 0.5237 \| 0.9187 \| 0.8752 \| 0.8465 \| 0.8824 \| 0.6863 \| 0.7770 \| 0.4457 \| 0.8329 \| 0.7369 \| 0.8068 \| \| 0.157 \| 35.84 \| 13260 \| 0.5235 \| 0.7393 \| 0.8318 \| 0.8994 \| 0.9498 \| 0.8188 \| 0.8780 \| 0.5399 \| 0.9176 \| 0.8705 \| 0.8484 \| 0.8825 \| 0.6867 \| 0.7775 \| 0.4484 \| 0.8337 \| 0.7382 \| 0.8081 \| \| 0.1031 \| 35.89 \| 13280 \| 0.5346 \| 0.7388 \| 0.8314 \| 0.8991 \| 0.9468 \| 0.8162 \| 0.8771 \| 0.5510 \| 0.9233 \| 0.8562 \| 0.8493 \| 0.8825 \| 0.6855 \| 0.7763 \| 0.4497 \| 0.8334 \| 0.7359 \| 0.8084 \| \| 0.2119 \| 35.95 \| 13300 \| 0.5344 \| 0.7389 \| 0.8326 \| 0.8989 \| 0.9485 \| 0.8221 \| 0.8743 \| 0.5479 \| 0.9173 \| 0.8678 \| 0.8503 \| 0.8821 \| 0.6858 \| 0.7751 \| 0.4515 \| 0.8325 \| 0.7366 \| 0.8084 \| \| 0.1023 \| 36.0 \| 13320 \| 0.5377 \| 0.7389 \| 0.8322 \| 0.8990 \| 0.9505 \| 0.8065 \| 0.8784 \| 0.5544 \| 0.9146 \| 0.8732 \| 0.8479 \| 0.8825 \| 0.6854 \| 0.7758 \| 0.4504 \| 0.8328 \| 0.7372 \| 0.8081 \| \| 0.0772 \| 36.05 \| 13340 \| 0.5341 \| 0.7392 \| 0.8323 \| 0.8991 \| 0.9487 \| 0.8201 \| 0.8730 \| 0.5439 \| 0.9173 \| 0.8728 \| 0.8502 \| 0.8822 \| 0.6864 \| 0.7754 \| 0.4517 \| 0.8328 \| 0.7369 \| 0.8089 \| \| 0.0549 \| 36.11 \| 13360 \| 0.5335 \| 0.7384 \| 0.8282 \| 0.8992 \| 0.9478 \| 0.8071 \| 0.8752 \| 0.5212 \| 0.9212 \| 0.8759 \| 0.8493 \| 0.8828 \| 0.6858 \| 0.7758 \| 0.4472 \| 0.8322 \| 0.7366 \| 0.8082 \| \| 0.1126 \| 36.16 \| 13380 \| 0.5259 \| 0.7392 \| 0.8319 \| 0.8992 \| 0.9479 \| 0.8153 \| 0.8780 \| 0.5423 \| 0.9190 \| 0.8719 \| 0.8487 \| 0.8829 \| 0.6857 \| 0.7768 \| 0.4511 \| 0.8329 \| 0.7366 \| 0.8088 \| \| 0.1208 \| 36.22 \| 13400 \| 0.5402 \| 0.7391 \| 0.8330 \| 0.8990 \| 0.9484 \| 0.8146 \| 0.8763 \| 0.5489 \| 0.9158 \| 0.8782 \| 0.8486 \| 0.8828 \| 0.6853 \| 0.7763 \| 0.4523 \| 0.8325 \| 0.7362 \| 0.8086 \| \| 0.1396 \| 36.27 \| 13420 \| 0.5348 \| 0.7392 \| 0.8334 \| 0.8991 \| 0.9476 \| 0.8169 \| 0.8833 \| 0.5490 \| 0.9168 \| 0.8726 \| 0.8474 \| 0.8828 \| 0.6852 \| 0.7759 \| 0.4519 \| 0.8331 \| 0.7373 \| 0.8081 \| \| 0.0582 \| 36.32 \| 13440 \| 0.5360 \| 0.7391 \| 0.8320 \| 0.8992 \| 0.9479 \| 0.8166 \| 0.8830 \| 0.5426 \| 0.9190 \| 0.8660 \| 0.8486 \| 0.8826 \| 0.6855 \| 0.7758 \| 0.4505 \| 0.8333 \| 0.7373 \| 0.8088 \| \| 0.1676 \| 36.38 \| 13460 \| 0.5301 \| 0.7386 \| 0.8291 \| 0.8992 \| 0.9473 \| 0.7953 \| 0.8841 \| 0.5340 \| 0.9191 \| 0.8712 \| 0.8530 \| 0.8826 \| 0.6826 \| 0.7759 \| 0.4495 \| 0.8329 \| 0.7380 \| 0.8086 \| \| 0.1212 \| 36.43 \| 13480 \| 0.5301 \| 0.7383 \| 0.8296 \| 0.8990 \| 0.9477 \| 0.7980 \| 0.8845 \| 0.5346 \| 0.9176 \| 0.8739 \| 0.8505 \| 0.8826 \| 0.6826 \| 0.7755 \| 0.4498 \| 0.8322 \| 0.7368 \| 0.8083 \| \| 0.0525 \| 36.49 \| 13500 \| 0.5273 \| 0.7392 \| 0.8336 \| 0.8991 \| 0.9486 \| 0.8169 \| 0.8764 \| 0.5528 \| 0.9157 \| 0.8750 \| 0.8497 \| 0.8827 \| 0.6850 \| 0.7774 \| 0.4514 \| 0.8331 \| 0.7372 \| 0.8079 \| \| 0.0755 \| 36.54 \| 13520 \| 0.5342 \| 0.7383 \| 0.8344 \| 0.8986 \| 0.9466 \| 0.8172 \| 0.8819 \| 0.5625 \| 0.9163 \| 0.8691 \| 0.8473 \| 0.8827 \| 0.6842 \| 0.7765 \| 0.4496 \| 0.8322 \| 0.7355 \| 0.8076 \| \| 0.1689 \| 36.59 \| 13540 \| 0.5405 \| 0.7392 \| 0.8339 \| 0.8991 \| 0.9481 \| 0.8190 \| 0.8800 \| 0.5542 \| 0.9162 \| 0.8707 \| 0.8494 \| 0.8827 \| 0.6853 \| 0.7776 \| 0.4503 \| 0.8329 \| 0.7374 \| 0.8084 \| \| 0.0651 \| 36.65 \| 13560 \| 0.5351 \| 0.7391 \| 0.8331 \| 0.8990 \| 0.9487 \| 0.8117 \| 0.8804 \| 0.5501 \| 0.9151 \| 0.8788 \| 0.8468 \| 0.8831 \| 0.6848 \| 0.7772 \| 0.4518 \| 0.8325 \| 0.7365 \| 0.8074 \| \| 0.1972 \| 36.7 \| 13580 \| 0.5330 \| 0.7388 \| 0.8338 \| 0.8987 \| 0.9483 \| 0.8113 \| 0.8816 \| 0.5547 \| 0.9120 \| 0.8769 \| 0.8515 \| 0.8824 \| 0.6842 \| 0.7762 \| 0.4519 \| 0.8314 \| 0.7375 \| 0.8078 \| \| 0.08 \| 36.76 \| 13600 \| 0.5254 \| 0.7389 \| 0.8309 \| 0.8991 \| 0.9489 \| 0.8133 \| 0.8782 \| 0.5328 \| 0.9159 \| 0.8753 \| 0.8521 \| 0.8823 \| 0.6851 \| 0.7762 \| 0.4501 \| 0.8323 \| 0.7379 \| 0.8081 \| \| 0.0704 \| 36.81 \| 13620 \| 0.5285 \| 0.7386 \| 0.8331 \| 0.8987 \| 0.9479 \| 0.8222 \| 0.8704 \| 0.5554 \| 0.9178 \| 0.8666 \| 0.8514 \| 0.8824 \| 0.6850 \| 0.7754 \| 0.4498 \| 0.8321 \| 0.7367 \| 0.8087 \| \| 0.0639 \| 36.86 \| 13640 \| 0.5181 \| 0.7388 \| 0.8338 \| 0.8987 \| 0.9500 \| 0.8044 \| 0.8804 \| 0.5588 \| 0.9095 \| 0.8815 \| 0.8518 \| 0.8828 \| 0.6842 \| 0.7763 \| 0.4511 \| 0.8315 \| 0.7376 \| 0.8082 \| \| 0.096 \| 36.92 \| 13660 \| 0.5198 \| 0.7390 \| 0.8339 \| 0.8988 \| 0.9499 \| 0.8015 \| 0.8803 \| 0.5663 \| 0.9112 \| 0.8768 \| 0.8516 \| 0.8829 \| 0.6840 \| 0.7761 \| 0.4514 \| 0.8320 \| 0.7374 \| 0.8093 \| \| 0.0976 \| 36.97 \| 13680 \| 0.5320 \| 0.7393 \| 0.8320 \| 0.8992 \| 0.9502 \| 0.8123 \| 0.8803 \| 0.5488 \| 0.9160 \| 0.8656 \| 0.8505 \| 0.8827 \| 0.6859 \| 0.7769 \| 0.4505 \| 0.8326 \| 0.7370 \| 0.8092 \| \| 0.0745 \| 37.03 \| 13700 \| 0.5309 \| 0.7392 \| 0.8315 \| 0.8993 \| 0.9480 \| 0.8192 \| 0.8776 \| 0.5325 \| 0.9182 \| 0.8755 \| 0.8492 \| 0.8830 \| 0.6868 \| 0.7766 \| 0.4500 \| 0.8324 \| 0.7367 \| 0.8089 \| \| 0.1075 \| 37.08 \| 13720 \| 0.5261 \| 0.7395 \| 0.8328 \| 0.8992 \| 0.9468 \| 0.8208 \| 0.8817 \| 0.5315 \| 0.9157 \| 0.8809 \| 0.8518 \| 0.8830 \| 0.6869 \| 0.7768 \| 0.4516 \| 0.8322 \| 0.7368 \| 0.8089 \| \| 0.0482 \| 37.14 \| 13740 \| 0.5381 \| 0.7394 \| 0.8348 \| 0.8990 \| 0.9473 \| 0.8253 \| 0.8810 \| 0.5503 \| 0.9148 \| 0.8746 \| 0.8500 \| 0.8830 \| 0.6865 \| 0.7763 \| 0.4525 \| 0.8322 \| 0.7364 \| 0.8091 \| \| 0.0523 \| 37.19 \| 13760 \| 0.5222 \| 0.7394 \| 0.8322 \| 0.8993 \| 0.9494 \| 0.8234 \| 0.8718 \| 0.5390 \| 0.9178 \| 0.8743 \| 0.8496 \| 0.8830 \| 0.6863 \| 0.7769 \| 0.4512 \| 0.8331 \| 0.7364 \| 0.8089 \| \| 0.0598 \| 37.24 \| 13780 \| 0.5314 \| 0.7393 \| 0.8336 \| 0.8991 \| 0.9492 \| 0.8208 \| 0.8777 \| 0.5523 \| 0.9164 \| 0.8720 \| 0.8466 \| 0.8831 \| 0.6859 \| 0.7773 \| 0.4519 \| 0.8330 \| 0.7355 \| 0.8081 \| \| 0.1045 \| 37.3 \| 13800 \| 0.5470 \| 0.7396 \| 0.8344 \| 0.8991 \| 0.9484 \| 0.8191 \| 0.8745 \| 0.5594 \| 0.9158 \| 0.8722 \| 0.8515 \| 0.8827 \| 0.6856 \| 0.7772 \| 0.4527 \| 0.8330 \| 0.7371 \| 0.8093 \| \| 0.1168 \| 37.35 \| 13820 \| 0.5264 \| 0.7396 \| 0.8333 \| 0.8993 \| 0.9491 \| 0.8137 \| 0.8834 \| 0.5464 \| 0.9141 \| 0.8768 \| 0.8496 \| 0.8830 \| 0.6862 \| 0.7774 \| 0.4521 \| 0.8330 \| 0.7371 \| 0.8087 \| \| 0.1679 \| 37.41 \| 13840 \| 0.5290 \| 0.7392 \| 0.8322 \| 0.8993 \| 0.9479 \| 0.8214 \| 0.8827 \| 0.5310 \| 0.9163 \| 0.8756 \| 0.8505 \| 0.8825 \| 0.6863 \| 0.7772 \| 0.4490 \| 0.8330 \| 0.7373 \| 0.8089 \| \| 0.0859 \| 37.46 \| 13860 \| 0.5377 \| 0.7391 \| 0.8321 \| 0.8991 \| 0.9487 \| 0.8111 \| 0.8803 \| 0.5471 \| 0.9166 \| 0.8707 \| 0.8501 \| 0.8824 \| 0.6850 \| 0.7768 \| 0.4513 \| 0.8327 \| 0.7366 \| 0.8092 \| \| 0.1674 \| 37.51 \| 13880 \| 0.5456 \| 0.7385 \| 0.8318 \| 0.8988 \| 0.9493 \| 0.8154 \| 0.8834 \| 0.5438 \| 0.9161 \| 0.8680 \| 0.8464 \| 0.8822 \| 0.6851 \| 0.7765 \| 0.4504 \| 0.8324 \| 0.7350 \| 0.8080 \| \| 0.0637 \| 37.57 \| 13900 \| 0.5408 \| 0.7391 \| 0.8341 \| 0.8987 \| 0.9465 \| 0.8171 \| 0.8833 \| 0.5540 \| 0.9149 \| 0.8715 \| 0.8513 \| 0.8822 \| 0.6850 \| 0.7761 \| 0.4536 \| 0.8317 \| 0.7361 \| 0.8088 \| \| 0.1859 \| 37.62 \| 13920 \| 0.5304 \| 0.7395 \| 0.8323 \| 0.8992 \| 0.9481 \| 0.8129 \| 0.8801 \| 0.5512 \| 0.9184 \| 0.8647 \| 0.8511 \| 0.8825 \| 0.6854 \| 0.7775 \| 0.4522 \| 0.8326 \| 0.7369 \| 0.8097 \| \| 0.0688 \| 37.68 \| 13940 \| 0.5176 \| 0.7395 \| 0.8334 \| 0.8992 \| 0.9488 \| 0.8211 \| 0.8815 \| 0.5430 \| 0.9147 \| 0.8750 \| 0.8497 \| 0.8826 \| 0.6854 \| 0.7779 \| 0.4523 \| 0.8328 \| 0.7365 \| 0.8088 \| \| 0.5325 \| 37.73 \| 13960 \| 0.5307 \| 0.7398 \| 0.8349 \| 0.8992 \| 0.9480 \| 0.8216 \| 0.8806 \| 0.5543 \| 0.9143 \| 0.8754 \| 0.8504 \| 0.8828 \| 0.6854 \| 0.7773 \| 0.4544 \| 0.8327 \| 0.7372 \| 0.8089 \| \| 0.0912 \| 37.78 \| 13980 \| 0.5272 \| 0.7400 \| 0.8332 \| 0.8994 \| 0.9478 \| 0.8166 \| 0.8790 \| 0.5486 \| 0.9175 \| 0.8715 \| 0.8517 \| 0.8829 \| 0.6858 \| 0.7772 \| 0.4541 \| 0.8333 \| 0.7377 \| 0.8091 \| \| 0.1611 \| 37.84 \| 14000 \| 0.5195 \| 0.7398 \| 0.8328 \| 0.8995 \| 0.9484 \| 0.8215 \| 0.8740 \| 0.5455 \| 0.9189 \| 0.8695 \| 0.8517 \| 0.8827 \| 0.6858 \| 0.7777 \| 0.4520 \| 0.8338 \| 0.7378 \| 0.8089 \| \| 0.0972 \| 37.89 \| 14020 \| 0.5306 \| 0.7393 \| 0.8330 \| 0.8992 \| 0.9492 \| 0.8177 \| 0.8777 \| 0.5516 \| 0.9168 \| 0.8687 \| 0.8490 \| 0.8825 \| 0.6854 \| 0.7767 \| 0.4524 \| 0.8333 \| 0.7365 \| 0.8085 \| \| 0.078 \| 37.95 \| 14040 \| 0.5291 \| 0.7394 \| 0.8328 \| 0.8992 \| 0.9487 \| 0.8202 \| 0.8806 \| 0.5436 \| 0.9167 \| 0.8696 \| 0.8499 \| 0.8824 \| 0.6856 \| 0.7767 \| 0.4523 \| 0.8333 \| 0.7369 \| 0.8086 \| \| 0.1464 \| 38.0 \| 14060 \| 0.5275 \| 0.7391 \| 0.8328 \| 0.8990 \| 0.9483 \| 0.8008 \| 0.8802 \| 0.5561 \| 0.9143 \| 0.8793 \| 0.8508 \| 0.8827 \| 0.6833 \| 0.7760 \| 0.4536 \| 0.8327 \| 0.7369 \| 0.8083 \| \| 0.1374 \| 38.05 \| 14080 \| 0.5259 \| 0.7397 \| 0.8354 \| 0.8991 \| 0.9485 \| 0.8217 \| 0.8781 \| 0.5607 \| 0.9141 \| 0.8740 \| 0.8506 \| 0.8827 \| 0.6857 \| 0.7767 \| 0.4535 \| 0.8333 \| 0.7377 \| 0.8085 \| \| 0.1035 \| 38.11 \| 14100 \| 0.5415 \| 0.7395 \| 0.8348 \| 0.8990 \| 0.9471 \| 0.8227 \| 0.8788 \| 0.5588 \| 0.9169 \| 0.8717 \| 0.8479 \| 0.8828 \| 0.6856 \| 0.7759 \| 0.4542 \| 0.8331 \| 0.7366 \| 0.8080 \| \| 0.098 \| 38.16 \| 14120 \| 0.5428 \| 0.7385 \| 0.8286 \| 0.8995 \| 0.9477 \| 0.8221 \| 0.8758 \| 0.5146 \| 0.9234 \| 0.8672 \| 0.8496 \| 0.8826 \| 0.6863 \| 0.7767 \| 0.4448 \| 0.8334 \| 0.7371 \| 0.8086 \| \| 0.573 \| 38.22 \| 14140 \| 0.5271 \| 0.7394 \| 0.8321 \| 0.8993 \| 0.9489 \| 0.8180 \| 0.8740 \| 0.5461 \| 0.9194 \| 0.8697 \| 0.8484 \| 0.8827 \| 0.6859 \| 0.7765 \| 0.4521 \| 0.8337 \| 0.7367 \| 0.8083 \| \| 0.0659 \| 38.27 \| 14160 \| 0.5290 \| 0.7400 \| 0.8331 \| 0.8996 \| 0.9474 \| 0.8144 \| 0.8809 \| 0.5434 \| 0.9176 \| 0.8781 \| 0.8496 \| 0.8831 \| 0.6863 \| 0.7773 \| 0.4531 \| 0.8338 \| 0.7382 \| 0.8082 \| \| 0.0912 \| 38.32 \| 14180 \| 0.5319 \| 0.7397 \| 0.8336 \| 0.8993 \| 0.9486 \| 0.8220 \| 0.8801 \| 0.5421 \| 0.9152 \| 0.8777 \| 0.8494 \| 0.8825 \| 0.6864 \| 0.7771 \| 0.4524 \| 0.8334 \| 0.7378 \| 0.8085 \| \| 0.156 \| 38.38 \| 14200 \| 0.5256 \| 0.7398 \| 0.8346 \| 0.8992 \| 0.9482 \| 0.8143 \| 0.8838 \| 0.5568 \| 0.9138 \| 0.8746 \| 0.8508 \| 0.8825 \| 0.6852 \| 0.7770 \| 0.4542 \| 0.8330 \| 0.7379 \| 0.8089 \| \| 0.0975 \| 38.43 \| 14220 \| 0.5490 \| 0.7387 \| 0.8318 \| 0.8988 \| 0.9493 \| 0.8094 \| 0.8773 \| 0.5541 \| 0.9176 \| 0.8687 \| 0.8465 \| 0.8824 \| 0.6844 \| 0.7761 \| 0.4518 \| 0.8326 \| 0.7352 \| 0.8081 \| \| 0.1479 \| 38.49 \| 14240 \| 0.5313 \| 0.7394 \| 0.8334 \| 0.8990 \| 0.9478 \| 0.8058 \| 0.8829 \| 0.5574 \| 0.9147 \| 0.8737 \| 0.8518 \| 0.8825 \| 0.6843 \| 0.7765 \| 0.4535 \| 0.8327 \| 0.7371 \| 0.8090 \| \| 0.1092 \| 38.54 \| 14260 \| 0.5362 \| 0.7389 \| 0.8315 \| 0.8989 \| 0.9498 \| 0.8128 \| 0.8744 \| 0.5438 \| 0.9160 \| 0.8750 \| 0.8490 \| 0.8820 \| 0.6853 \| 0.7762 \| 0.4517 \| 0.8327 \| 0.7356 \| 0.8087 \| \| 0.046 \| 38.59 \| 14280 \| 0.5155 \| 0.7400 \| 0.8343 \| 0.8995 \| 0.9476 \| 0.8128 \| 0.8830 \| 0.5597 \| 0.9171 \| 0.8680 \| 0.8516 \| 0.8830 \| 0.6858 \| 0.7783 \| 0.4517 \| 0.8339 \| 0.7379 \| 0.8093 \| \| 0.0599 \| 38.65 \| 14300 \| 0.5206 \| 0.7401 \| 0.8333 \| 0.8995 \| 0.9484 \| 0.8130 \| 0.8800 \| 0.5507 \| 0.9167 \| 0.8727 \| 0.8519 \| 0.8826 \| 0.6860 \| 0.7782 \| 0.4524 \| 0.8339 \| 0.7383 \| 0.8093 \| \| 0.1329 \| 38.7 \| 14320 \| 0.5449 \| 0.7397 \| 0.8328 \| 0.8995 \| 0.9497 \| 0.8193 \| 0.8833 \| 0.5422 \| 0.9164 \| 0.8713 \| 0.8472 \| 0.8825 \| 0.6865 \| 0.7781 \| 0.4517 \| 0.8341 \| 0.7371 \| 0.8083 \| \| 0.0821 \| 38.76 \| 14340 \| 0.5242 \| 0.7399 \| 0.8315 \| 0.8998 \| 0.9495 \| 0.8197 \| 0.8838 \| 0.5410 \| 0.9206 \| 0.8559 \| 0.8502 \| 0.8825 \| 0.6868 \| 0.7789 \| 0.4494 \| 0.8346 \| 0.7375 \| 0.8094 \| \| 0.1622 \| 38.81 \| 14360 \| 0.5304 \| 0.7400 \| 0.8328 \| 0.8996 \| 0.9486 \| 0.8142 \| 0.8838 \| 0.5482 \| 0.9178 \| 0.8672 \| 0.8502 \| 0.8827 \| 0.6859 \| 0.7784 \| 0.4517 \| 0.8340 \| 0.7379 \| 0.8093 \| \| 0.6038 \| 38.86 \| 14380 \| 0.5273 \| 0.7400 \| 0.8340 \| 0.8995 \| 0.9486 \| 0.8158 \| 0.8814 \| 0.5519 \| 0.9163 \| 0.8750 \| 0.8487 \| 0.8831 \| 0.6863 \| 0.7782 \| 0.4523 \| 0.8339 \| 0.7376 \| 0.8088 \| \| 0.0882 \| 38.92 \| 14400 \| 0.5216 \| 0.7399 \| 0.8334 \| 0.8994 \| 0.9478 \| 0.8081 \| 0.8808 \| 0.5564 \| 0.9170 \| 0.8722 \| 0.8512 \| 0.8828 \| 0.6850 \| 0.7774 \| 0.4531 \| 0.8335 \| 0.7378 \| 0.8094 \| \| 0.0464 \| 38.97 \| 14420 \| 0.5264 \| 0.7395 \| 0.8322 \| 0.8994 \| 0.9491 \| 0.8145 \| 0.8799 \| 0.5493 \| 0.9188 \| 0.8645 \| 0.8490 \| 0.8825 \| 0.6855 \| 0.7774 \| 0.4512 \| 0.8337 \| 0.7371 \| 0.8091 \| \| 0.0572 \| 39.03 \| 14440 \| 0.5370 \| 0.7393 \| 0.8323 \| 0.8993 \| 0.9487 \| 0.8154 \| 0.8862 \| 0.5402 \| 0.9167 \| 0.8725 \| 0.8464 \| 0.8827 \| 0.6857 \| 0.7769 \| 0.4512 \| 0.8336 \| 0.7370 \| 0.8081 \| \| 0.0965 \| 39.08 \| 14460 \| 0.5374 \| 0.7396 \| 0.8331 \| 0.8993 \| 0.9504 \| 0.8203 \| 0.8806 \| 0.5438 \| 0.9144 \| 0.8749 \| 0.8474 \| 0.8822 \| 0.6857 \| 0.7778 \| 0.4519 \| 0.8338 \| 0.7374 \| 0.8082 \| \| 0.1418 \| 39.14 \| 14480 \| 0.5310 \| 0.7398 \| 0.8338 \| 0.8994 \| 0.9493 \| 0.8191 \| 0.8786 \| 0.5479 \| 0.9149 \| 0.8773 \| 0.8493 \| 0.8826 \| 0.6858 \| 0.7778 \| 0.4522 \| 0.8338 \| 0.7375 \| 0.8087 \| \| 0.0986 \| 39.19 \| 14500 \| 0.5331 \| 0.7397 \| 0.8355 \| 0.8992 \| 0.9475 \| 0.8126 \| 0.8802 \| 0.5685 \| 0.9151 \| 0.8751 \| 0.8498 \| 0.8830 \| 0.6855 \| 0.7775 \| 0.4512 \| 0.8336 \| 0.7381 \| 0.8091 \| \| 0.08 \| 39.24 \| 14520 \| 0.5425 \| 0.7398 \| 0.8341 \| 0.8992 \| 0.9467 \| 0.8071 \| 0.8836 \| 0.5573 \| 0.9158 \| 0.8774 \| 0.8508 \| 0.8828 \| 0.6848 \| 0.7768 \| 0.4536 \| 0.8334 \| 0.7378 \| 0.8091 \| \| 0.0534 \| 39.3 \| 14540 \| 0.5327 \| 0.7402 \| 0.8346 \| 0.8997 \| 0.9478 \| 0.8183 \| 0.8865 \| 0.5545 \| 0.9171 \| 0.8686 \| 0.8495 \| 0.8830 \| 0.6863 \| 0.7785 \| 0.4509 \| 0.8345 \| 0.7394 \| 0.8090 \| \| 0.0997 \| 39.35 \| 14560 \| 0.5406 \| 0.7394 \| 0.8342 \| 0.8991 \| 0.9460 \| 0.8072 \| 0.8766 \| 0.5651 \| 0.9178 \| 0.8756 \| 0.8511 \| 0.8827 \| 0.6840 \| 0.7764 \| 0.4531 \| 0.8332 \| 0.7375 \| 0.8091 \| \| 0.0712 \| 39.41 \| 14580 \| 0.5271 \| 0.7398 \| 0.8341 \| 0.8993 \| 0.9483 \| 0.8204 \| 0.8747 \| 0.5573 \| 0.9172 \| 0.8699 \| 0.8513 \| 0.8823 \| 0.6852 \| 0.7768 \| 0.4531 \| 0.8336 \| 0.7379 \| 0.8094 \| \| 0.1451 \| 39.46 \| 14600 \| 0.5329 \| 0.7401 \| 0.8326 \| 0.8997 \| 0.9479 \| 0.8153 \| 0.8851 \| 0.5427 \| 0.9182 \| 0.8664 \| 0.8522 \| 0.8825 \| 0.6858 \| 0.7778 \| 0.4521 \| 0.8340 \| 0.7391 \| 0.8096 \| \| 0.1405 \| 39.51 \| 14620 \| 0.5290 \| 0.7400 \| 0.8329 \| 0.8996 \| 0.9485 \| 0.8205 \| 0.8760 \| 0.5456 \| 0.9187 \| 0.8705 \| 0.8507 \| 0.8826 \| 0.6857 \| 0.7777 \| 0.4519 \| 0.8342 \| 0.7383 \| 0.8093 \| \| 0.1406 \| 39.57 \| 14640 \| 0.5368 \| 0.7398 \| 0.8319 \| 0.8996 \| 0.9474 \| 0.8170 \| 0.8819 \| 0.5364 \| 0.9193 \| 0.8704 \| 0.8508 \| 0.8824 \| 0.6862 \| 0.7775 \| 0.4515 \| 0.8337 \| 0.7383 \| 0.8092 \| \| 0.0965 \| 39.62 \| 14660 \| 0.5269 \| 0.7403 \| 0.8352 \| 0.8996 \| 0.9463 \| 0.8195 \| 0.8850 \| 0.5576 \| 0.9181 \| 0.8699 \| 0.8500 \| 0.8832 \| 0.6859 \| 0.7780 \| 0.4527 \| 0.8342 \| 0.7390 \| 0.8091 \| \| 0.1628 \| 39.68 \| 14680 \| 0.5228 \| 0.7402 \| 0.8352 \| 0.8995 \| 0.9471 \| 0.8210 \| 0.8811 \| 0.5540 \| 0.9159 \| 0.8764 \| 0.8507 \| 0.8828 \| 0.6860 \| 0.7778 \| 0.4537 \| 0.8338 \| 0.7385 \| 0.8091 \| \| 0.099 \| 39.73 \| 14700 \| 0.5323 \| 0.7401 \| 0.8349 \| 0.8995 \| 0.9481 \| 0.8192 \| 0.8818 \| 0.5544 \| 0.9155 \| 0.8757 \| 0.8494 \| 0.8829 \| 0.6859 \| 0.7779 \| 0.4528 \| 0.8340 \| 0.7386 \| 0.8087 \| \| 0.0486 \| 39.78 \| 14720 \| 0.5261 \| 0.7403 \| 0.8337 \| 0.8997 \| 0.9476 \| 0.8216 \| 0.8811 \| 0.5423 \| 0.9179 \| 0.8762 \| 0.8493 \| 0.8830 \| 0.6863 \| 0.7783 \| 0.4524 \| 0.8343 \| 0.7388 \| 0.8089 \| \| 0.1896 \| 39.84 \| 14740 \| 0.5485 \| 0.7398 \| 0.8335 \| 0.8994 \| 0.9495 \| 0.8170 \| 0.8746 \| 0.5536 \| 0.9167 \| 0.8745 \| 0.8487 \| 0.8827 \| 0.6857 \| 0.7776 \| 0.4523 \| 0.8339 \| 0.7378 \| 0.8089 \| \| 0.1565 \| 39.89 \| 14760 \| 0.5295 \| 0.7399 \| 0.8316 \| 0.8997 \| 0.9494 \| 0.8081 \| 0.8741 \| 0.5539 \| 0.9211 \| 0.8637 \| 0.8505 \| 0.8828 \| 0.6851 \| 0.7775 \| 0.4519 \| 0.8345 \| 0.7380 \| 0.8097 \| \| 0.7861 \| 39.95 \| 14780 \| 0.5195 \| 0.7403 \| 0.8344 \| 0.8996 \| 0.9476 \| 0.8148 \| 0.8820 \| 0.5559 \| 0.9170 \| 0.8717 \| 0.8516 \| 0.8829 \| 0.6859 \| 0.7779 \| 0.4532 \| 0.8341 \| 0.7392 \| 0.8094 \| \| 0.0816 \| 40.0 \| 14800 \| 0.5328 \| 0.7402 \| 0.8345 \| 0.8995 \| 0.9472 \| 0.8139 \| 0.8796 \| 0.5587 \| 0.9175 \| 0.8744 \| 0.8503 \| 0.8830 \| 0.6854 \| 0.7777 \| 0.4534 \| 0.8340 \| 0.7384 \| 0.8091 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
sayeed99/segformer_b3_clothes	# Segformer B3 fine-tuned for clothes segmentation SegFormer model fine-tuned on [ATR dataset](https://github.com/lemondan/HumanParsing-Dataset) for clothes segmentation but can also be used for human segmentation. The dataset on hugging face is called "mattmdjaga/human_parsing_dataset". NEW - [Training code](https://github.com/mattmdjaga/segformer_b2_clothes). Right now it only contains the pure code with some comments, but soon I'll add a colab notebook version and a blog post with it to make it more friendly. ```python from transformers import SegformerImageProcessor, AutoModelForSemanticSegmentation from PIL import Image import requests import matplotlib.pyplot as plt import torch.nn as nn processor = SegformerImageProcessor.from_pretrained("sayeed99/segformer_b3_clothes") model = AutoModelForSemanticSegmentation.from_pretrained("sayeed99/segformer_b3_clothes") url = "https://plus.unsplash.com/premium_photo-1673210886161-bfcc40f54d1f?ixlib=rb-4.0.3&ixid=MnwxMjA3fDB8MHxzZWFyY2h8MXx8cGVyc29uJTIwc3RhbmRpbmd8ZW58MHx8MHx8&w=1000&q=80" image = Image.open(requests.get(url, stream=True).raw) inputs = processor(images=image, return_tensors="pt") outputs = model(**inputs) logits = outputs.logits.cpu() upsampled_logits = nn.functional.interpolate( logits, size=image.size[::-1], mode="bilinear", align_corners=False, ) pred_seg = upsampled_logits.argmax(dim=1)[0] plt.imshow(pred_seg) ``` Labels: 0: "Background", 1: "Hat", 2: "Hair", 3: "Sunglasses", 4: "Upper-clothes", 5: "Skirt", 6: "Pants", 7: "Dress", 8: "Belt", 9: "Left-shoe", 10: "Right-shoe", 11: "Face", 12: "Left-leg", 13: "Right-leg", 14: "Left-arm", 15: "Right-arm", 16: "Bag", 17: "Scarf" ### Evaluation \| Label Index \| Label Name \| Category Accuracy \| Category IoU \| \|:-------------:\|:----------------:\|:-----------------:\|:------------:\| \| 0 \| Background \| 0.99 \| 0.99 \| \| 1 \| Hat \| 0.73 \| 0.68 \| \| 2 \| Hair \| 0.91 \| 0.82 \| \| 3 \| Sunglasses \| 0.73 \| 0.63 \| \| 4 \| Upper-clothes \| 0.87 \| 0.78 \| \| 5 \| Skirt \| 0.76 \| 0.65 \| \| 6 \| Pants \| 0.90 \| 0.84 \| \| 7 \| Dress \| 0.74 \| 0.55 \| \| 8 \| Belt \| 0.35 \| 0.30 \| \| 9 \| Left-shoe \| 0.74 \| 0.58 \| \| 10 \| Right-shoe \| 0.75 \| 0.60 \| \| 11 \| Face \| 0.92 \| 0.85 \| \| 12 \| Left-leg \| 0.90 \| 0.82 \| \| 13 \| Right-leg \| 0.90 \| 0.81 \| \| 14 \| Left-arm \| 0.86 \| 0.74 \| \| 15 \| Right-arm \| 0.82 \| 0.73 \| \| 16 \| Bag \| 0.91 \| 0.84 \| \| 17 \| Scarf \| 0.63 \| 0.29 \| Overall Evaluation Metrics: - Evaluation Loss: 0.15 - Mean Accuracy: 0.80 - Mean IoU: 0.69 ### License The license for this model can be found [here](https://github.com/NVlabs/SegFormer/blob/master/LICENSE). ### BibTeX entry and citation info ```bibtex @article{DBLP:journals/corr/abs-2105-15203, author = {Enze Xie and Wenhai Wang and Zhiding Yu and Anima Anandkumar and Jose M. Alvarez and Ping Luo}, title = {SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers}, journal = {CoRR}, volume = {abs/2105.15203}, year = {2021}, url = {https://arxiv.org/abs/2105.15203}, eprinttype = {arXiv}, eprint = {2105.15203}, timestamp = {Wed, 02 Jun 2021 11:46:42 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2105-15203.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} } ```	[ "background", "hat", "right-shoe", "face", "left-leg", "right-leg", "left-arm", "right-arm", "bag", "scarf", "hair", "sunglasses", "upper-clothes", "skirt", "pants", "dress", "belt", "left-shoe" ]
sai17/segformer-b0-finetuned-segments-sidewalk-2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - eval_loss: 0.5277 - eval_mean_iou: 0.3177 - eval_mean_accuracy: 0.3837 - eval_overall_accuracy: 0.8556 - eval_accuracy_unlabeled: nan - eval_accuracy_flat-road: 0.9247 - eval_accuracy_flat-sidewalk: 0.9046 - eval_accuracy_flat-crosswalk: 0.9004 - eval_accuracy_flat-cyclinglane: 0.9024 - eval_accuracy_flat-parkingdriveway: 0.5583 - eval_accuracy_flat-railtrack: nan - eval_accuracy_flat-curb: 0.5870 - eval_accuracy_human-person: 0.7960 - eval_accuracy_human-rider: 0.0 - eval_accuracy_vehicle-car: 0.9470 - eval_accuracy_vehicle-truck: 0.0 - eval_accuracy_vehicle-bus: 0.0 - eval_accuracy_vehicle-tramtrain: 0.0 - eval_accuracy_vehicle-motorcycle: 0.0 - eval_accuracy_vehicle-bicycle: 0.6493 - eval_accuracy_vehicle-caravan: 0.0 - eval_accuracy_vehicle-cartrailer: 0.0 - eval_accuracy_construction-building: 0.8838 - eval_accuracy_construction-door: 0.0 - eval_accuracy_construction-wall: 0.4337 - eval_accuracy_construction-fenceguardrail: 0.3946 - eval_accuracy_construction-bridge: 0.0 - eval_accuracy_construction-tunnel: nan - eval_accuracy_construction-stairs: 0.0 - eval_accuracy_object-pole: 0.2846 - eval_accuracy_object-trafficsign: 0.0 - eval_accuracy_object-trafficlight: 0.0 - eval_accuracy_nature-vegetation: 0.9430 - eval_accuracy_nature-terrain: 0.8979 - eval_accuracy_sky: 0.9559 - eval_accuracy_void-ground: 0.0 - eval_accuracy_void-dynamic: 0.0 - eval_accuracy_void-static: 0.3145 - eval_accuracy_void-unclear: 0.0 - eval_iou_unlabeled: nan - eval_iou_flat-road: 0.7544 - eval_iou_flat-sidewalk: 0.8653 - eval_iou_flat-crosswalk: 0.6874 - eval_iou_flat-cyclinglane: 0.8249 - eval_iou_flat-parkingdriveway: 0.3996 - eval_iou_flat-railtrack: nan - eval_iou_flat-curb: 0.4591 - eval_iou_human-person: 0.4778 - eval_iou_human-rider: 0.0 - eval_iou_vehicle-car: 0.8108 - eval_iou_vehicle-truck: 0.0 - eval_iou_vehicle-bus: 0.0 - eval_iou_vehicle-tramtrain: 0.0 - eval_iou_vehicle-motorcycle: 0.0 - eval_iou_vehicle-bicycle: 0.5337 - eval_iou_vehicle-caravan: 0.0 - eval_iou_vehicle-cartrailer: 0.0 - eval_iou_construction-building: 0.7103 - eval_iou_construction-door: 0.0 - eval_iou_construction-wall: 0.3464 - eval_iou_construction-fenceguardrail: 0.3532 - eval_iou_construction-bridge: 0.0 - eval_iou_construction-tunnel: nan - eval_iou_construction-stairs: 0.0 - eval_iou_object-pole: 0.2448 - eval_iou_object-trafficsign: 0.0 - eval_iou_object-trafficlight: 0.0 - eval_iou_nature-vegetation: 0.8543 - eval_iou_nature-terrain: 0.7232 - eval_iou_sky: 0.9191 - eval_iou_void-ground: 0.0 - eval_iou_void-dynamic: 0.0 - eval_iou_void-static: 0.2024 - eval_iou_void-unclear: 0.0 - eval_runtime: 33.3831 - eval_samples_per_second: 5.991 - eval_steps_per_second: 1.498 - epoch: 11.3 - step: 2260 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
sam1120/parking-terrain_marks	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-terrain_marks This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-terrain_marks dataset. It achieves the following results on the evaluation set: - Loss: 0.0863 - Mean Iou: 0.4942 - Mean Accuracy: 0.5 - Overall Accuracy: 0.9884 - Accuracy Unlabeled: nan - Accuracy Parking Lines: 0.0 - Accuracy X: nan - Accuracy Else: 1.0 - Iou Unlabeled: nan - Iou Parking Lines: 0.0 - Iou X: nan - Iou Else: 0.9884 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 600 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking Lines \| Accuracy X \| Accuracy Else \| Iou Unlabeled \| Iou Parking Lines \| Iou X \| Iou Else \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------------:\|:----------:\|:-------------:\|:-------------:\|:-----------------:\|:-----:\|:--------:\| \| 1.2973 \| 5.0 \| 20 \| 1.2461 \| 0.1512 \| 0.5627 \| 0.5883 \| nan \| 0.5364 \| nan \| 0.5889 \| 0.0 \| 0.0186 \| 0.0 \| 0.5860 \| \| 0.9991 \| 10.0 \| 40 \| 0.8866 \| 0.2256 \| 0.4644 \| 0.8974 \| nan \| 0.0211 \| nan \| 0.9077 \| 0.0 \| 0.0037 \| 0.0 \| 0.8985 \| \| 0.5964 \| 15.0 \| 60 \| 0.4795 \| 0.3290 \| 0.4992 \| 0.9869 \| nan \| 0.0 \| nan \| 0.9985 \| nan \| 0.0 \| 0.0 \| 0.9869 \| \| 0.3788 \| 20.0 \| 80 \| 0.2324 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.1288 \| 25.0 \| 100 \| 0.1424 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.066 \| 30.0 \| 120 \| 0.0909 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0716 \| 35.0 \| 140 \| 0.0799 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0448 \| 40.0 \| 160 \| 0.0792 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0281 \| 45.0 \| 180 \| 0.0698 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0279 \| 50.0 \| 200 \| 0.0695 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0306 \| 55.0 \| 220 \| 0.0679 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0245 \| 60.0 \| 240 \| 0.0683 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0196 \| 65.0 \| 260 \| 0.0676 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0267 \| 70.0 \| 280 \| 0.0661 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0192 \| 75.0 \| 300 \| 0.0672 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0207 \| 80.0 \| 320 \| 0.0697 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0168 \| 85.0 \| 340 \| 0.0692 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0114 \| 90.0 \| 360 \| 0.0676 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.014 \| 95.0 \| 380 \| 0.0669 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0147 \| 100.0 \| 400 \| 0.0687 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0101 \| 105.0 \| 420 \| 0.0681 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0118 \| 110.0 \| 440 \| 0.0664 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0111 \| 115.0 \| 460 \| 0.0690 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0088 \| 120.0 \| 480 \| 0.0704 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0116 \| 125.0 \| 500 \| 0.0694 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.011 \| 130.0 \| 520 \| 0.0677 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0128 \| 135.0 \| 540 \| 0.0703 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0101 \| 140.0 \| 560 \| 0.0706 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0096 \| 145.0 \| 580 \| 0.0674 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0125 \| 150.0 \| 600 \| 0.0725 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0073 \| 155.0 \| 620 \| 0.0709 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0104 \| 160.0 \| 640 \| 0.0716 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0085 \| 165.0 \| 660 \| 0.0727 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.008 \| 170.0 \| 680 \| 0.0749 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0088 \| 175.0 \| 700 \| 0.0774 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0076 \| 180.0 \| 720 \| 0.0761 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0069 \| 185.0 \| 740 \| 0.0748 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0059 \| 190.0 \| 760 \| 0.0745 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0092 \| 195.0 \| 780 \| 0.0758 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0081 \| 200.0 \| 800 \| 0.0784 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0078 \| 205.0 \| 820 \| 0.0749 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0054 \| 210.0 \| 840 \| 0.0758 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0094 \| 215.0 \| 860 \| 0.0772 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0072 \| 220.0 \| 880 \| 0.0765 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.008 \| 225.0 \| 900 \| 0.0775 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0064 \| 230.0 \| 920 \| 0.0797 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0063 \| 235.0 \| 940 \| 0.0734 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0096 \| 240.0 \| 960 \| 0.0778 \| 0.4949 \| 0.5007 \| 0.9884 \| nan \| 0.0013 \| nan \| 1.0 \| nan \| 0.0013 \| nan \| 0.9884 \| \| 0.0066 \| 245.0 \| 980 \| 0.0740 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0061 \| 250.0 \| 1000 \| 0.0652 \| 0.4944 \| 0.5002 \| 0.9884 \| nan \| 0.0003 \| nan \| 1.0 \| nan \| 0.0003 \| nan \| 0.9884 \| \| 0.0066 \| 255.0 \| 1020 \| 0.0721 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0076 \| 260.0 \| 1040 \| 0.0690 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0065 \| 265.0 \| 1060 \| 0.0702 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0065 \| 270.0 \| 1080 \| 0.0718 \| 0.4944 \| 0.5002 \| 0.9884 \| nan \| 0.0003 \| nan \| 1.0 \| nan \| 0.0003 \| nan \| 0.9884 \| \| 0.0061 \| 275.0 \| 1100 \| 0.0732 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0064 \| 280.0 \| 1120 \| 0.0737 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0056 \| 285.0 \| 1140 \| 0.0714 \| 0.4945 \| 0.5003 \| 0.9884 \| nan \| 0.0007 \| nan \| 1.0 \| nan \| 0.0007 \| nan \| 0.9884 \| \| 0.0053 \| 290.0 \| 1160 \| 0.0754 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0055 \| 295.0 \| 1180 \| 0.0751 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0068 \| 300.0 \| 1200 \| 0.0754 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0053 \| 305.0 \| 1220 \| 0.0723 \| 0.4952 \| 0.5010 \| 0.9884 \| nan \| 0.0020 \| nan \| 1.0 \| nan \| 0.0020 \| nan \| 0.9884 \| \| 0.0053 \| 310.0 \| 1240 \| 0.0767 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0045 \| 315.0 \| 1260 \| 0.0767 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.007 \| 320.0 \| 1280 \| 0.0750 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.005 \| 325.0 \| 1300 \| 0.0777 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0053 \| 330.0 \| 1320 \| 0.0762 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0049 \| 335.0 \| 1340 \| 0.0782 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.006 \| 340.0 \| 1360 \| 0.0770 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0066 \| 345.0 \| 1380 \| 0.0787 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0049 \| 350.0 \| 1400 \| 0.0765 \| 0.4944 \| 0.5002 \| 0.9884 \| nan \| 0.0003 \| nan \| 1.0 \| nan \| 0.0003 \| nan \| 0.9884 \| \| 0.0067 \| 355.0 \| 1420 \| 0.0672 \| 0.5030 \| 0.5087 \| 0.9886 \| nan \| 0.0175 \| nan \| 1.0 \| nan \| 0.0175 \| nan \| 0.9886 \| \| 0.0036 \| 360.0 \| 1440 \| 0.0778 \| 0.4949 \| 0.5007 \| 0.9884 \| nan \| 0.0013 \| nan \| 1.0 \| nan \| 0.0013 \| nan \| 0.9884 \| \| 0.0045 \| 365.0 \| 1460 \| 0.0762 \| 0.4950 \| 0.5008 \| 0.9884 \| nan \| 0.0016 \| nan \| 1.0 \| nan \| 0.0016 \| nan \| 0.9884 \| \| 0.006 \| 370.0 \| 1480 \| 0.0763 \| 0.4952 \| 0.5010 \| 0.9884 \| nan \| 0.0020 \| nan \| 1.0 \| nan \| 0.0020 \| nan \| 0.9884 \| \| 0.006 \| 375.0 \| 1500 \| 0.0757 \| 0.4967 \| 0.5025 \| 0.9885 \| nan \| 0.0049 \| nan \| 1.0 \| nan \| 0.0049 \| nan \| 0.9885 \| \| 0.0043 \| 380.0 \| 1520 \| 0.0800 \| 0.4950 \| 0.5008 \| 0.9884 \| nan \| 0.0016 \| nan \| 1.0 \| nan \| 0.0016 \| nan \| 0.9884 \| \| 0.0057 \| 385.0 \| 1540 \| 0.0790 \| 0.4950 \| 0.5008 \| 0.9884 \| nan \| 0.0016 \| nan \| 1.0 \| nan \| 0.0016 \| nan \| 0.9884 \| \| 0.0061 \| 390.0 \| 1560 \| 0.0814 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0041 \| 395.0 \| 1580 \| 0.0811 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0038 \| 400.0 \| 1600 \| 0.0792 \| 0.4945 \| 0.5003 \| 0.9884 \| nan \| 0.0007 \| nan \| 1.0 \| nan \| 0.0007 \| nan \| 0.9884 \| \| 0.0047 \| 405.0 \| 1620 \| 0.0816 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0051 \| 410.0 \| 1640 \| 0.0821 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0035 \| 415.0 \| 1660 \| 0.0804 \| 0.4944 \| 0.5002 \| 0.9884 \| nan \| 0.0003 \| nan \| 1.0 \| nan \| 0.0003 \| nan \| 0.9884 \| \| 0.0053 \| 420.0 \| 1680 \| 0.0826 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0052 \| 425.0 \| 1700 \| 0.0806 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0037 \| 430.0 \| 1720 \| 0.0824 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0045 \| 435.0 \| 1740 \| 0.0839 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0049 \| 440.0 \| 1760 \| 0.0836 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0036 \| 445.0 \| 1780 \| 0.0826 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0036 \| 450.0 \| 1800 \| 0.0845 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.004 \| 455.0 \| 1820 \| 0.0840 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0048 \| 460.0 \| 1840 \| 0.0839 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0044 \| 465.0 \| 1860 \| 0.0853 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.004 \| 470.0 \| 1880 \| 0.0854 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0051 \| 475.0 \| 1900 \| 0.0852 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0049 \| 480.0 \| 1920 \| 0.0851 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0048 \| 485.0 \| 1940 \| 0.0854 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0045 \| 490.0 \| 1960 \| 0.0849 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0043 \| 495.0 \| 1980 \| 0.0858 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0038 \| 500.0 \| 2000 \| 0.0853 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0044 \| 505.0 \| 2020 \| 0.0857 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0036 \| 510.0 \| 2040 \| 0.0849 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0038 \| 515.0 \| 2060 \| 0.0845 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0047 \| 520.0 \| 2080 \| 0.0851 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0045 \| 525.0 \| 2100 \| 0.0851 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0056 \| 530.0 \| 2120 \| 0.0851 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0041 \| 535.0 \| 2140 \| 0.0859 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.004 \| 540.0 \| 2160 \| 0.0867 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0054 \| 545.0 \| 2180 \| 0.0862 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0047 \| 550.0 \| 2200 \| 0.0873 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0048 \| 555.0 \| 2220 \| 0.0869 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0045 \| 560.0 \| 2240 \| 0.0865 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0049 \| 565.0 \| 2260 \| 0.0861 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.005 \| 570.0 \| 2280 \| 0.0856 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0043 \| 575.0 \| 2300 \| 0.0855 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0031 \| 580.0 \| 2320 \| 0.0866 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0033 \| 585.0 \| 2340 \| 0.0872 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0046 \| 590.0 \| 2360 \| 0.0865 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0051 \| 595.0 \| 2380 \| 0.0862 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| \| 0.0047 \| 600.0 \| 2400 \| 0.0863 \| 0.4942 \| 0.5 \| 0.9884 \| nan \| 0.0 \| nan \| 1.0 \| nan \| 0.0 \| nan \| 0.9884 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking_lines", "x", "else" ]
unreal-hug/segformer-b5-seed42-outputs	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-seed42-outputs This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the unreal-hug/REAL_DATASET_SEG_401_6_lbls dataset. It achieves the following results on the evaluation set: - Loss: 0.2833 - Mean Iou: 0.3430 - Mean Accuracy: 0.4050 - Overall Accuracy: 0.6546 - Accuracy Unlabeled: nan - Accuracy Lv: 0.7625 - Accuracy Rv: 0.6171 - Accuracy Ra: 0.7072 - Accuracy La: 0.6623 - Accuracy Vs: 0.0 - Accuracy As: 0.0 - Accuracy Mk: 0.0227 - Accuracy Tk: nan - Accuracy Asd: 0.3003 - Accuracy Vsd: 0.4268 - Accuracy Ak: 0.5517 - Iou Unlabeled: 0.0 - Iou Lv: 0.7175 - Iou Rv: 0.5629 - Iou Ra: 0.6665 - Iou La: 0.5980 - Iou Vs: 0.0 - Iou As: 0.0 - Iou Mk: 0.0207 - Iou Tk: nan - Iou Asd: 0.2802 - Iou Vsd: 0.3970 - Iou Ak: 0.5307 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: cosine - lr_scheduler_warmup_ratio: 0.05 - training_steps: 1000 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Lv \| Accuracy Rv \| Accuracy Ra \| Accuracy La \| Accuracy Vs \| Accuracy As \| Accuracy Mk \| Accuracy Tk \| Accuracy Asd \| Accuracy Vsd \| Accuracy Ak \| Iou Unlabeled \| Iou Lv \| Iou Rv \| Iou Ra \| Iou La \| Iou Vs \| Iou As \| Iou Mk \| Iou Tk \| Iou Asd \| Iou Vsd \| Iou Ak \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:-----------:\|:------------:\|:------------:\|:-----------:\|:-------------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:------:\|:-------:\|:-------:\|:------:\| \| 0.4921 \| 0.62 \| 100 \| 0.4897 \| 0.0906 \| 0.1245 \| 0.3551 \| nan \| 0.7217 \| 0.0098 \| 0.0751 \| 0.4344 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0043 \| 0.0 \| 0.5846 \| 0.0097 \| 0.0746 \| 0.3230 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0043 \| \| 0.3534 \| 1.25 \| 200 \| 0.3565 \| 0.2420 \| 0.3017 \| 0.5592 \| nan \| 0.7947 \| 0.4293 \| 0.5941 \| 0.3492 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.1737 \| 0.1500 \| 0.5262 \| 0.0 \| 0.7343 \| 0.3850 \| 0.3997 \| 0.3289 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.1681 \| 0.1456 \| 0.5007 \| \| 0.4663 \| 1.88 \| 300 \| 0.3434 \| 0.3620 \| 0.4497 \| 0.7082 \| nan \| 0.8026 \| 0.7564 \| 0.6551 \| 0.7392 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.3118 \| 0.5764 \| 0.6560 \| 0.0 \| 0.7545 \| 0.6572 \| 0.6039 \| 0.5921 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.2819 \| 0.4908 \| 0.6019 \| \| 0.1737 \| 2.5 \| 400 \| 0.3055 \| 0.3331 \| 0.4090 \| 0.6394 \| nan \| 0.7469 \| 0.6281 \| 0.5765 \| 0.6122 \| 0.0 \| 0.0 \| 0.0004 \| nan \| 0.2401 \| 0.6135 \| 0.6724 \| 0.0 \| 0.7075 \| 0.5704 \| 0.5194 \| 0.5310 \| 0.0 \| 0.0 \| 0.0003 \| nan \| 0.2292 \| 0.5279 \| 0.5789 \| \| 0.1954 \| 3.12 \| 500 \| 0.3052 \| 0.2570 \| 0.2980 \| 0.5174 \| nan \| 0.6624 \| 0.4973 \| 0.4223 \| 0.5361 \| 0.0 \| 0.0 \| 0.0022 \| nan \| 0.1117 \| 0.3193 \| 0.4284 \| 0.0 \| 0.6289 \| 0.4592 \| 0.4113 \| 0.4902 \| 0.0 \| 0.0 \| 0.0022 \| nan \| 0.1107 \| 0.3024 \| 0.4216 \| \| 0.2666 \| 3.75 \| 600 \| 0.3177 \| 0.3808 \| 0.4720 \| 0.7175 \| nan \| 0.7675 \| 0.7191 \| 0.8483 \| 0.7341 \| 0.0 \| 0.0 \| 0.0950 \| nan \| 0.3086 \| 0.6065 \| 0.6405 \| 0.0 \| 0.7200 \| 0.6353 \| 0.6912 \| 0.6409 \| 0.0 \| 0.0 \| 0.0845 \| nan \| 0.2905 \| 0.5245 \| 0.6024 \| \| 0.2214 \| 4.38 \| 700 \| 0.2971 \| 0.3748 \| 0.4463 \| 0.7178 \| nan \| 0.8524 \| 0.6207 \| 0.7488 \| 0.7353 \| 0.0 \| 0.0 \| 0.025 \| nan \| 0.3236 \| 0.5440 \| 0.6130 \| 0.0 \| 0.7909 \| 0.5707 \| 0.6987 \| 0.6564 \| 0.0 \| 0.0 \| 0.0235 \| nan \| 0.3015 \| 0.4902 \| 0.5907 \| \| 0.2624 \| 5.0 \| 800 \| 0.2833 \| 0.3430 \| 0.4050 \| 0.6546 \| nan \| 0.7625 \| 0.6171 \| 0.7072 \| 0.6623 \| 0.0 \| 0.0 \| 0.0227 \| nan \| 0.3003 \| 0.4268 \| 0.5517 \| 0.0 \| 0.7175 \| 0.5629 \| 0.6665 \| 0.5980 \| 0.0 \| 0.0 \| 0.0207 \| nan \| 0.2802 \| 0.3970 \| 0.5307 \| \| 0.3578 \| 5.62 \| 900 \| 0.2847 \| 0.3329 \| 0.3926 \| 0.6257 \| nan \| 0.7276 \| 0.5712 \| 0.6573 \| 0.6410 \| 0.0016 \| 0.0 \| 0.0227 \| nan \| 0.3125 \| 0.4450 \| 0.5470 \| 0.0 \| 0.6860 \| 0.5210 \| 0.6234 \| 0.5790 \| 0.0015 \| 0.0 \| 0.0210 \| nan \| 0.2906 \| 0.4122 \| 0.5275 \| \| 0.2736 \| 6.25 \| 1000 \| 0.2861 \| 0.3393 \| 0.4010 \| 0.6425 \| nan \| 0.7587 \| 0.5808 \| 0.6702 \| 0.6477 \| 0.0014 \| 0.0 \| 0.0244 \| nan \| 0.3087 \| 0.4702 \| 0.5477 \| 0.0 \| 0.7133 \| 0.5292 \| 0.6319 \| 0.5844 \| 0.0014 \| 0.0 \| 0.0225 \| nan \| 0.2877 \| 0.4328 \| 0.5295 \| ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "unlabeled", "lv", "rv", "ra", "la", "vs", "as", "mk", "tk", "asd", "vsd", "ak" ]
bfwggggg/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the bfwggggg/image-with-puzzle dataset. It achieves the following results on the evaluation set: - Loss: 0.2327 - Mean Iou: 0.4736 - Mean Accuracy: 0.9472 - Overall Accuracy: 0.9472 - Accuracy Unlabeled: nan - Accuracy Missing-puzzle: 0.9472 - Iou Unlabeled: 0.0 - Iou Missing-puzzle: 0.9472 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Missing-puzzle \| Iou Unlabeled \| Iou Missing-puzzle \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-----------------------:\|:-------------:\|:------------------:\| \| 0.5575 \| 5.0 \| 20 \| 0.6601 \| 0.4998 \| 0.9996 \| 0.9996 \| nan \| 0.9996 \| 0.0 \| 0.9996 \| \| 0.365 \| 10.0 \| 40 \| 0.5628 \| 0.4980 \| 0.9960 \| 0.9960 \| nan \| 0.9960 \| 0.0 \| 0.9960 \| \| 0.2788 \| 15.0 \| 60 \| 0.3816 \| 0.4812 \| 0.9624 \| 0.9624 \| nan \| 0.9624 \| 0.0 \| 0.9624 \| \| 0.2527 \| 20.0 \| 80 \| 0.3869 \| 0.4806 \| 0.9611 \| 0.9611 \| nan \| 0.9611 \| 0.0 \| 0.9611 \| \| 0.2145 \| 25.0 \| 100 \| 0.2733 \| 0.4663 \| 0.9326 \| 0.9326 \| nan \| 0.9326 \| 0.0 \| 0.9326 \| \| 0.206 \| 30.0 \| 120 \| 0.2672 \| 0.4739 \| 0.9478 \| 0.9478 \| nan \| 0.9478 \| 0.0 \| 0.9478 \| \| 0.1866 \| 35.0 \| 140 \| 0.2351 \| 0.4667 \| 0.9334 \| 0.9334 \| nan \| 0.9334 \| 0.0 \| 0.9334 \| \| 0.1696 \| 40.0 \| 160 \| 0.2099 \| 0.4749 \| 0.9497 \| 0.9497 \| nan \| 0.9497 \| 0.0 \| 0.9497 \| \| 0.1639 \| 45.0 \| 180 \| 0.2058 \| 0.4723 \| 0.9445 \| 0.9445 \| nan \| 0.9445 \| 0.0 \| 0.9445 \| \| 0.1719 \| 50.0 \| 200 \| 0.2327 \| 0.4736 \| 0.9472 \| 0.9472 \| nan \| 0.9472 \| 0.0 \| 0.9472 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.1.0+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "missing-puzzle" ]
peldrak/segformer-b4-cityscapes-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-cityscapes-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.2345 - Mean Iou: 0.7920 - Mean Accuracy: 0.8609 - Overall Accuracy: 0.9360 - Accuracy Water: 0.9603 - Accuracy Whitewater: 0.6503 - Accuracy Sediment: 0.8872 - Accuracy Other Natural Terrain: 0.6902 - Accuracy Vegetation: 0.9383 - Accuracy Development: 0.9340 - Accuracy Unknown: 0.9659 - Iou Water: 0.9194 - Iou Whitewater: 0.5196 - Iou Sediment: 0.8231 - Iou Other Natural Terrain: 0.6344 - Iou Vegetation: 0.8728 - Iou Development: 0.8571 - Iou Unknown: 0.9179 - F1 Score: 0.9354 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.6229 \| 0.16 \| 20 \| 1.5080 \| 0.3461 \| 0.4464 \| 0.6629 \| 0.7064 \| 0.0117 \| 0.3677 \| 0.0094 \| 0.9033 \| 0.4311 \| 0.6952 \| 0.6022 \| 0.0115 \| 0.2505 \| 0.0054 \| 0.5058 \| 0.3657 \| 0.6818 \| 0.6578 \| \| 1.6972 \| 0.31 \| 40 \| 1.1157 \| 0.4168 \| 0.5175 \| 0.7412 \| 0.7367 \| 0.0 \| 0.5983 \| 0.0000 \| 0.9738 \| 0.5606 \| 0.7528 \| 0.6767 \| 0.0 \| 0.4343 \| 0.0000 \| 0.5731 \| 0.4817 \| 0.7519 \| 0.7355 \| \| 1.1969 \| 0.47 \| 60 \| 0.8521 \| 0.4777 \| 0.5606 \| 0.8157 \| 0.8778 \| 0.0001 \| 0.5850 \| 0.0000 \| 0.9674 \| 0.5962 \| 0.8978 \| 0.7865 \| 0.0001 \| 0.4970 \| 0.0000 \| 0.6699 \| 0.4942 \| 0.8960 \| 0.8025 \| \| 1.2209 \| 0.62 \| 80 \| 0.6990 \| 0.5024 \| 0.6009 \| 0.8277 \| 0.8306 \| 0.0 \| 0.7406 \| 0.0 \| 0.9174 \| 0.7970 \| 0.9208 \| 0.7942 \| 0.0 \| 0.5641 \| 0.0 \| 0.6800 \| 0.5612 \| 0.9175 \| 0.8201 \| \| 0.793 \| 0.78 \| 100 \| 0.5543 \| 0.5256 \| 0.6016 \| 0.8590 \| 0.9409 \| 0.0 \| 0.6744 \| 0.0 \| 0.9365 \| 0.7280 \| 0.9312 \| 0.8480 \| 0.0 \| 0.5903 \| 0.0 \| 0.7405 \| 0.5737 \| 0.9264 \| 0.8458 \| \| 1.1597 \| 0.93 \| 120 \| 0.4957 \| 0.5524 \| 0.6231 \| 0.8720 \| 0.9201 \| 0.0 \| 0.7323 \| 0.0 \| 0.9560 \| 0.8134 \| 0.9401 \| 0.8588 \| 0.0 \| 0.6428 \| 0.0 \| 0.7344 \| 0.6976 \| 0.9335 \| 0.8602 \| \| 0.689 \| 1.09 \| 140 \| 0.4376 \| 0.5692 \| 0.6374 \| 0.8844 \| 0.9221 \| 0.0 \| 0.7930 \| 0.0000 \| 0.9586 \| 0.8469 \| 0.9411 \| 0.8748 \| 0.0 \| 0.6899 \| 0.0000 \| 0.7542 \| 0.7310 \| 0.9348 \| 0.8730 \| \| 0.9423 \| 1.24 \| 160 \| 0.3968 \| 0.5715 \| 0.6433 \| 0.8882 \| 0.9328 \| 0.0000 \| 0.8273 \| 0.0 \| 0.9201 \| 0.8664 \| 0.9564 \| 0.8794 \| 0.0000 \| 0.6963 \| 0.0 \| 0.7687 \| 0.7135 \| 0.9424 \| 0.8766 \| \| 1.2176 \| 1.4 \| 180 \| 0.3838 \| 0.5673 \| 0.6397 \| 0.8811 \| 0.9107 \| 0.0000 \| 0.7816 \| 0.0 \| 0.9461 \| 0.8832 \| 0.9561 \| 0.8578 \| 0.0000 \| 0.6427 \| 0.0 \| 0.7728 \| 0.7550 \| 0.9429 \| 0.8695 \| \| 0.4714 \| 1.55 \| 200 \| 0.4459 \| 0.5380 \| 0.6092 \| 0.8570 \| 0.9730 \| 0.0 \| 0.5500 \| 0.0 \| 0.8806 \| 0.9121 \| 0.9490 \| 0.7998 \| 0.0 \| 0.4883 \| 0.0 \| 0.7722 \| 0.7618 \| 0.9442 \| 0.8398 \| \| 0.5087 \| 1.71 \| 220 \| 0.4062 \| 0.5677 \| 0.6359 \| 0.8827 \| 0.9365 \| 0.0008 \| 0.7216 \| 0.0 \| 0.9511 \| 0.8918 \| 0.9499 \| 0.8844 \| 0.0008 \| 0.6722 \| 0.0 \| 0.7302 \| 0.7463 \| 0.9402 \| 0.8709 \| \| 0.484 \| 1.86 \| 240 \| 0.3121 \| 0.5926 \| 0.6518 \| 0.9017 \| 0.9688 \| 0.0001 \| 0.7858 \| 0.0 \| 0.9341 \| 0.9243 \| 0.9498 \| 0.8788 \| 0.0001 \| 0.7236 \| 0.0 \| 0.8069 \| 0.7972 \| 0.9420 \| 0.8886 \| \| 0.443 \| 2.02 \| 260 \| 0.3554 \| 0.5811 \| 0.6575 \| 0.8904 \| 0.8939 \| 0.0001 \| 0.8842 \| 0.0 \| 0.9316 \| 0.9332 \| 0.9599 \| 0.8541 \| 0.0001 \| 0.6697 \| 0.0 \| 0.8205 \| 0.7724 \| 0.9512 \| 0.8798 \| \| 0.466 \| 2.17 \| 280 \| 0.3265 \| 0.5830 \| 0.6553 \| 0.8954 \| 0.9347 \| 0.0021 \| 0.8131 \| 0.0 \| 0.9256 \| 0.9487 \| 0.9627 \| 0.8786 \| 0.0021 \| 0.6993 \| 0.0 \| 0.7950 \| 0.7566 \| 0.9494 \| 0.8833 \| \| 0.7117 \| 2.33 \| 300 \| 0.4096 \| 0.5634 \| 0.6494 \| 0.8672 \| 0.8367 \| 0.0076 \| 0.9133 \| 0.0 \| 0.9048 \| 0.9233 \| 0.9600 \| 0.8000 \| 0.0076 \| 0.5985 \| 0.0 \| 0.8080 \| 0.7798 \| 0.9503 \| 0.8595 \| \| 0.3095 \| 2.48 \| 320 \| 0.3111 \| 0.5858 \| 0.6494 \| 0.8986 \| 0.9655 \| 0.0070 \| 0.7517 \| 0.0 \| 0.9363 \| 0.9210 \| 0.9644 \| 0.8850 \| 0.0070 \| 0.6808 \| 0.0 \| 0.8089 \| 0.7790 \| 0.9399 \| 0.8851 \| \| 0.3843 \| 2.64 \| 340 \| 0.3076 \| 0.6033 \| 0.6589 \| 0.9050 \| 0.9648 \| 0.0448 \| 0.7872 \| 0.0 \| 0.9478 \| 0.9052 \| 0.9628 \| 0.8786 \| 0.0443 \| 0.6973 \| 0.0 \| 0.8322 \| 0.8187 \| 0.9516 \| 0.8924 \| \| 0.4158 \| 2.79 \| 360 \| 0.2985 \| 0.5965 \| 0.6553 \| 0.9026 \| 0.9557 \| 0.0266 \| 0.8130 \| 0.0 \| 0.9561 \| 0.8939 \| 0.9415 \| 0.8820 \| 0.0265 \| 0.7245 \| 0.0 \| 0.8147 \| 0.7892 \| 0.9386 \| 0.8903 \| \| 0.3492 \| 2.95 \| 380 \| 0.2709 \| 0.6251 \| 0.6863 \| 0.9126 \| 0.9524 \| 0.1545 \| 0.8818 \| 0.0 \| 0.9347 \| 0.9218 \| 0.9587 \| 0.9003 \| 0.1514 \| 0.7515 \| 0.0 \| 0.8313 \| 0.7895 \| 0.9520 \| 0.9026 \| \| 0.2384 \| 3.1 \| 400 \| 0.2531 \| 0.6348 \| 0.6950 \| 0.9169 \| 0.9541 \| 0.1876 \| 0.8731 \| 0.0015 \| 0.9446 \| 0.9407 \| 0.9632 \| 0.9061 \| 0.1830 \| 0.7663 \| 0.0015 \| 0.8395 \| 0.7944 \| 0.9524 \| 0.9071 \| \| 0.2227 \| 3.26 \| 420 \| 0.2772 \| 0.6388 \| 0.6939 \| 0.9186 \| 0.9648 \| 0.1767 \| 0.9028 \| 0.0013 \| 0.9230 \| 0.9247 \| 0.9637 \| 0.9015 \| 0.1735 \| 0.7597 \| 0.0013 \| 0.8503 \| 0.8312 \| 0.9544 \| 0.9087 \| \| 0.6677 \| 3.41 \| 440 \| 0.2861 \| 0.6306 \| 0.6874 \| 0.9091 \| 0.9640 \| 0.1876 \| 0.7780 \| 0.0559 \| 0.9635 \| 0.9022 \| 0.9610 \| 0.8965 \| 0.1838 \| 0.7228 \| 0.0558 \| 0.8215 \| 0.7825 \| 0.9509 \| 0.8996 \| \| 0.3552 \| 3.57 \| 460 \| 0.2795 \| 0.6408 \| 0.6945 \| 0.9130 \| 0.9641 \| 0.2606 \| 0.8234 \| 0.0001 \| 0.9487 \| 0.8958 \| 0.9690 \| 0.8932 \| 0.2536 \| 0.7201 \| 0.0001 \| 0.8427 \| 0.8204 \| 0.9553 \| 0.9032 \| \| 0.3258 \| 3.72 \| 480 \| 0.3075 \| 0.6306 \| 0.6891 \| 0.9042 \| 0.9730 \| 0.2962 \| 0.7091 \| 0.0068 \| 0.9628 \| 0.9131 \| 0.9625 \| 0.8945 \| 0.2617 \| 0.6816 \| 0.0068 \| 0.8003 \| 0.8150 \| 0.9546 \| 0.8939 \| \| 0.4778 \| 3.88 \| 500 \| 0.2449 \| 0.6570 \| 0.7137 \| 0.9188 \| 0.9583 \| 0.2928 \| 0.8807 \| 0.0347 \| 0.9383 \| 0.9280 \| 0.9633 \| 0.9028 \| 0.2768 \| 0.7677 \| 0.0347 \| 0.8407 \| 0.8223 \| 0.9541 \| 0.9106 \| \| 0.4817 \| 4.03 \| 520 \| 0.2365 \| 0.6790 \| 0.7381 \| 0.9235 \| 0.9611 \| 0.4327 \| 0.8871 \| 0.0484 \| 0.9393 \| 0.9328 \| 0.9651 \| 0.9121 \| 0.3866 \| 0.7842 \| 0.0483 \| 0.8459 \| 0.8230 \| 0.9529 \| 0.9165 \| \| 0.3363 \| 4.19 \| 540 \| 0.2273 \| 0.6783 \| 0.7315 \| 0.9243 \| 0.9635 \| 0.4529 \| 0.8805 \| 0.0058 \| 0.9546 \| 0.8945 \| 0.9685 \| 0.9131 \| 0.4101 \| 0.7847 \| 0.0058 \| 0.8451 \| 0.8339 \| 0.9554 \| 0.9163 \| \| 0.4825 \| 4.34 \| 560 \| 0.2615 \| 0.6791 \| 0.7482 \| 0.9180 \| 0.9406 \| 0.5008 \| 0.9124 \| 0.0441 \| 0.9206 \| 0.9512 \| 0.9675 \| 0.8996 \| 0.4385 \| 0.7400 \| 0.0441 \| 0.8552 \| 0.8198 \| 0.9562 \| 0.9119 \| \| 0.3482 \| 4.5 \| 580 \| 0.2336 \| 0.6965 \| 0.7537 \| 0.9276 \| 0.9695 \| 0.4845 \| 0.8611 \| 0.1015 \| 0.9492 \| 0.9455 \| 0.9648 \| 0.9193 \| 0.4258 \| 0.7901 \| 0.1006 \| 0.8498 \| 0.8349 \| 0.9550 \| 0.9215 \| \| 0.5311 \| 4.65 \| 600 \| 0.2592 \| 0.6858 \| 0.7484 \| 0.9200 \| 0.9477 \| 0.4867 \| 0.8797 \| 0.0974 \| 0.9463 \| 0.9109 \| 0.9703 \| 0.9136 \| 0.4329 \| 0.7687 \| 0.0970 \| 0.8438 \| 0.8232 \| 0.9215 \| 0.9142 \| \| 0.3754 \| 4.81 \| 620 \| 0.2345 \| 0.7039 \| 0.7629 \| 0.9265 \| 0.9641 \| 0.5201 \| 0.8692 \| 0.1376 \| 0.9387 \| 0.9338 \| 0.9769 \| 0.9233 \| 0.4557 \| 0.7998 \| 0.1369 \| 0.8395 \| 0.8404 \| 0.9315 \| 0.9211 \| \| 0.236 \| 4.96 \| 640 \| 0.2342 \| 0.7061 \| 0.7604 \| 0.9268 \| 0.9669 \| 0.4754 \| 0.8856 \| 0.1790 \| 0.9329 \| 0.9039 \| 0.9790 \| 0.9218 \| 0.4330 \| 0.8088 \| 0.1763 \| 0.8374 \| 0.8329 \| 0.9327 \| 0.9218 \| \| 0.3496 \| 5.12 \| 660 \| 0.2061 \| 0.7264 \| 0.7870 \| 0.9313 \| 0.9622 \| 0.5779 \| 0.9263 \| 0.2075 \| 0.9189 \| 0.9404 \| 0.9757 \| 0.9243 \| 0.5092 \| 0.8247 \| 0.2026 \| 0.8525 \| 0.8402 \| 0.9315 \| 0.9273 \| \| 0.1729 \| 5.27 \| 680 \| 0.2289 \| 0.7086 \| 0.7793 \| 0.9245 \| 0.9541 \| 0.6032 \| 0.8708 \| 0.1744 \| 0.9351 \| 0.9392 \| 0.9781 \| 0.9202 \| 0.4789 \| 0.7981 \| 0.1706 \| 0.8377 \| 0.8265 \| 0.9282 \| 0.9203 \| \| 0.2636 \| 5.43 \| 700 \| 0.2071 \| 0.7739 \| 0.8389 \| 0.9335 \| 0.9623 \| 0.6448 \| 0.8970 \| 0.5348 \| 0.9262 \| 0.9396 \| 0.9676 \| 0.9245 \| 0.5537 \| 0.8125 \| 0.4941 \| 0.8551 \| 0.8473 \| 0.9304 \| 0.9324 \| \| 0.1594 \| 5.58 \| 720 \| 0.2175 \| 0.7447 \| 0.8114 \| 0.9284 \| 0.9632 \| 0.6275 \| 0.8570 \| 0.3850 \| 0.9306 \| 0.9383 \| 0.9783 \| 0.9172 \| 0.5130 \| 0.7999 \| 0.3765 \| 0.8467 \| 0.8207 \| 0.9389 \| 0.9262 \| \| 0.6799 \| 5.74 \| 740 \| 0.1965 \| 0.7704 \| 0.8330 \| 0.9379 \| 0.9650 \| 0.6576 \| 0.9113 \| 0.4469 \| 0.9289 \| 0.9430 \| 0.9783 \| 0.9303 \| 0.5574 \| 0.8353 \| 0.4280 \| 0.8695 \| 0.8384 \| 0.9338 \| 0.9364 \| \| 0.4955 \| 5.89 \| 760 \| 0.2184 \| 0.7480 \| 0.8065 \| 0.9318 \| 0.9569 \| 0.5099 \| 0.9085 \| 0.4344 \| 0.9266 \| 0.9255 \| 0.9841 \| 0.9146 \| 0.4472 \| 0.8109 \| 0.4160 \| 0.8654 \| 0.8514 \| 0.9308 \| 0.9297 \| \| 0.218 \| 6.05 \| 780 \| 0.2025 \| 0.7870 \| 0.8508 \| 0.9364 \| 0.9678 \| 0.5859 \| 0.8690 \| 0.6870 \| 0.9368 \| 0.9360 \| 0.9732 \| 0.9282 \| 0.4918 \| 0.8198 \| 0.6437 \| 0.8651 \| 0.8324 \| 0.9282 \| 0.9355 \| \| 0.4344 \| 6.2 \| 800 \| 0.2128 \| 0.7816 \| 0.8399 \| 0.9361 \| 0.9620 \| 0.6012 \| 0.8908 \| 0.5972 \| 0.9446 \| 0.9092 \| 0.9743 \| 0.9243 \| 0.5193 \| 0.8213 \| 0.5626 \| 0.8684 \| 0.8520 \| 0.9233 \| 0.9350 \| \| 0.5841 \| 6.36 \| 820 \| 0.2412 \| 0.7965 \| 0.8614 \| 0.9378 \| 0.9587 \| 0.6847 \| 0.8888 \| 0.6398 \| 0.9360 \| 0.9408 \| 0.9808 \| 0.9254 \| 0.5838 \| 0.8259 \| 0.6002 \| 0.8758 \| 0.8440 \| 0.9204 \| 0.9371 \| \| 0.3048 \| 6.51 \| 840 \| 0.2336 \| 0.7869 \| 0.8580 \| 0.9344 \| 0.9576 \| 0.6990 \| 0.8928 \| 0.6175 \| 0.9281 \| 0.9381 \| 0.9728 \| 0.9160 \| 0.5612 \| 0.8190 \| 0.5724 \| 0.8720 \| 0.8484 \| 0.9193 \| 0.9337 \| \| 0.2002 \| 6.67 \| 860 \| 0.2373 \| 0.7929 \| 0.8605 \| 0.9343 \| 0.9512 \| 0.6492 \| 0.8691 \| 0.6968 \| 0.9424 \| 0.9290 \| 0.9861 \| 0.9216 \| 0.5520 \| 0.8087 \| 0.6401 \| 0.8685 \| 0.8437 \| 0.9155 \| 0.9337 \| \| 0.2093 \| 6.82 \| 880 \| 0.2335 \| 0.7918 \| 0.8528 \| 0.9364 \| 0.9649 \| 0.6226 \| 0.8682 \| 0.6653 \| 0.9414 \| 0.9311 \| 0.9758 \| 0.9210 \| 0.5272 \| 0.8166 \| 0.6269 \| 0.8720 \| 0.8550 \| 0.9235 \| 0.9355 \| \| 0.1581 \| 6.98 \| 900 \| 0.2279 \| 0.7995 \| 0.8786 \| 0.9368 \| 0.9509 \| 0.7124 \| 0.8959 \| 0.7476 \| 0.9347 \| 0.9273 \| 0.9812 \| 0.9159 \| 0.5266 \| 0.8244 \| 0.6672 \| 0.8800 \| 0.8627 \| 0.9198 \| 0.9367 \| \| 0.1209 \| 7.13 \| 920 \| 0.2432 \| 0.7832 \| 0.8475 \| 0.9327 \| 0.9548 \| 0.5902 \| 0.8897 \| 0.6726 \| 0.9357 \| 0.9173 \| 0.9725 \| 0.9104 \| 0.5047 \| 0.8096 \| 0.6187 \| 0.8725 \| 0.8463 \| 0.9201 \| 0.9319 \| \| 0.1492 \| 7.29 \| 940 \| 0.2345 \| 0.7920 \| 0.8609 \| 0.9360 \| 0.9603 \| 0.6503 \| 0.8872 \| 0.6902 \| 0.9383 \| 0.9340 \| 0.9659 \| 0.9194 \| 0.5196 \| 0.8231 \| 0.6344 \| 0.8728 \| 0.8571 \| 0.9179 \| 0.9354 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
sam1120/parking-utcustom-train-SF-RGB-b0_1	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_1 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.7736 - Mean Iou: 0.3038 - Mean Accuracy: 0.9115 - Overall Accuracy: 0.9115 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9115 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9115 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.0406 \| 20.0 \| 20 \| 1.0478 \| 0.2219 \| 0.6657 \| 0.6657 \| nan \| nan \| 0.6657 \| 0.0 \| 0.0 \| 0.6657 \| \| 0.9316 \| 40.0 \| 40 \| 0.9617 \| 0.2595 \| 0.7786 \| 0.7786 \| nan \| nan \| 0.7786 \| 0.0 \| 0.0 \| 0.7786 \| \| 0.8588 \| 60.0 \| 60 \| 0.8796 \| 0.2921 \| 0.8762 \| 0.8762 \| nan \| nan \| 0.8762 \| 0.0 \| 0.0 \| 0.8762 \| \| 0.7749 \| 80.0 \| 80 \| 0.8291 \| 0.2977 \| 0.8930 \| 0.8930 \| nan \| nan \| 0.8930 \| 0.0 \| 0.0 \| 0.8930 \| \| 0.7452 \| 100.0 \| 100 \| 0.7801 \| 0.3075 \| 0.9226 \| 0.9226 \| nan \| nan \| 0.9226 \| 0.0 \| 0.0 \| 0.9226 \| \| 0.7238 \| 120.0 \| 120 \| 0.7736 \| 0.3038 \| 0.9115 \| 0.9115 \| nan \| nan \| 0.9115 \| 0.0 \| 0.0 \| 0.9115 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b0_2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.7834 - Mean Iou: 0.3040 - Mean Accuracy: 0.9120 - Overall Accuracy: 0.9120 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9120 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9120 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.0965 \| 20.0 \| 20 \| 1.0974 \| 0.1433 \| 0.4299 \| 0.4299 \| nan \| nan \| 0.4299 \| 0.0 \| 0.0 \| 0.4299 \| \| 0.9563 \| 40.0 \| 40 \| 1.0286 \| 0.2412 \| 0.7235 \| 0.7235 \| nan \| nan \| 0.7235 \| 0.0 \| 0.0 \| 0.7235 \| \| 0.8707 \| 60.0 \| 60 \| 0.9260 \| 0.2870 \| 0.8609 \| 0.8609 \| nan \| nan \| 0.8609 \| 0.0 \| 0.0 \| 0.8609 \| \| 0.7662 \| 80.0 \| 80 \| 0.8392 \| 0.2951 \| 0.8853 \| 0.8853 \| nan \| nan \| 0.8853 \| 0.0 \| 0.0 \| 0.8853 \| \| 0.7385 \| 100.0 \| 100 \| 0.7800 \| 0.3058 \| 0.9173 \| 0.9173 \| nan \| nan \| 0.9173 \| 0.0 \| 0.0 \| 0.9173 \| \| 0.7107 \| 120.0 \| 120 \| 0.7834 \| 0.3040 \| 0.9120 \| 0.9120 \| nan \| nan \| 0.9120 \| 0.0 \| 0.0 \| 0.9120 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b0_3	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_3 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.6640 - Mean Iou: 0.3046 - Mean Accuracy: 0.9138 - Overall Accuracy: 0.9138 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9138 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9138 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.0744 \| 20.0 \| 20 \| 1.0527 \| 0.2035 \| 0.6104 \| 0.6104 \| nan \| nan \| 0.6104 \| 0.0 \| 0.0 \| 0.6104 \| \| 0.898 \| 40.0 \| 40 \| 0.9525 \| 0.2756 \| 0.8267 \| 0.8267 \| nan \| nan \| 0.8267 \| 0.0 \| 0.0 \| 0.8267 \| \| 0.7959 \| 60.0 \| 60 \| 0.8295 \| 0.2804 \| 0.8413 \| 0.8413 \| nan \| nan \| 0.8413 \| 0.0 \| 0.0 \| 0.8413 \| \| 0.7014 \| 80.0 \| 80 \| 0.7152 \| 0.3014 \| 0.9041 \| 0.9041 \| nan \| nan \| 0.9041 \| 0.0 \| 0.0 \| 0.9041 \| \| 0.6723 \| 100.0 \| 100 \| 0.6346 \| 0.3125 \| 0.9374 \| 0.9374 \| nan \| nan \| 0.9374 \| 0.0 \| 0.0 \| 0.9374 \| \| 0.6464 \| 120.0 \| 120 \| 0.6640 \| 0.3046 \| 0.9138 \| 0.9138 \| nan \| nan \| 0.9138 \| 0.0 \| 0.0 \| 0.9138 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b0_4	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_4 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.6504 - Mean Iou: 0.3176 - Mean Accuracy: 0.9528 - Overall Accuracy: 0.9528 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9528 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9528 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.1564 \| 20.0 \| 20 \| 1.1510 \| 0.1413 \| 0.4239 \| 0.4239 \| nan \| nan \| 0.4239 \| 0.0 \| 0.0 \| 0.4239 \| \| 0.924 \| 40.0 \| 40 \| 1.1282 \| 0.2675 \| 0.8024 \| 0.8024 \| nan \| nan \| 0.8024 \| 0.0 \| 0.0 \| 0.8024 \| \| 0.8182 \| 60.0 \| 60 \| 0.9038 \| 0.2908 \| 0.8723 \| 0.8723 \| nan \| nan \| 0.8723 \| 0.0 \| 0.0 \| 0.8723 \| \| 0.6976 \| 80.0 \| 80 \| 0.7238 \| 0.3070 \| 0.9211 \| 0.9211 \| nan \| nan \| 0.9211 \| 0.0 \| 0.0 \| 0.9211 \| \| 0.6843 \| 100.0 \| 100 \| 0.6362 \| 0.3221 \| 0.9663 \| 0.9663 \| nan \| nan \| 0.9663 \| 0.0 \| 0.0 \| 0.9663 \| \| 0.6309 \| 120.0 \| 120 \| 0.6504 \| 0.3176 \| 0.9528 \| 0.9528 \| nan \| nan \| 0.9528 \| 0.0 \| 0.0 \| 0.9528 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b0_5	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_5 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 1.0414 - Mean Iou: 0.2695 - Mean Accuracy: 0.8085 - Overall Accuracy: 0.8085 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.8085 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.8085 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.25e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.1636 \| 20.0 \| 20 \| 1.1342 \| 0.0522 \| 0.1567 \| 0.1567 \| nan \| nan \| 0.1567 \| 0.0 \| 0.0 \| 0.1567 \| \| 0.9787 \| 40.0 \| 40 \| 1.1195 \| 0.2039 \| 0.6116 \| 0.6116 \| nan \| nan \| 0.6116 \| 0.0 \| 0.0 \| 0.6116 \| \| 0.887 \| 60.0 \| 60 \| 1.0823 \| 0.2420 \| 0.7259 \| 0.7259 \| nan \| nan \| 0.7259 \| 0.0 \| 0.0 \| 0.7259 \| \| 0.7959 \| 80.0 \| 80 \| 0.9519 \| 0.2693 \| 0.8080 \| 0.8080 \| nan \| nan \| 0.8080 \| 0.0 \| 0.0 \| 0.8080 \| \| 0.7344 \| 100.0 \| 100 \| 0.8902 \| 0.2827 \| 0.8481 \| 0.8481 \| nan \| nan \| 0.8481 \| 0.0 \| 0.0 \| 0.8481 \| \| 0.7391 \| 120.0 \| 120 \| 1.0414 \| 0.2695 \| 0.8085 \| 0.8085 \| nan \| nan \| 0.8085 \| 0.0 \| 0.0 \| 0.8085 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b0_6	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_6 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.6930 - Mean Iou: 0.2916 - Mean Accuracy: 0.8749 - Overall Accuracy: 0.8749 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.8749 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.8749 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 1.0679 \| 20.0 \| 20 \| 1.0841 \| 0.2124 \| 0.6371 \| 0.6371 \| nan \| nan \| 0.6371 \| 0.0 \| 0.0 \| 0.6371 \| \| 0.8545 \| 40.0 \| 40 \| 1.0206 \| 0.2672 \| 0.8016 \| 0.8016 \| nan \| nan \| 0.8016 \| 0.0 \| 0.0 \| 0.8016 \| \| 0.7543 \| 60.0 \| 60 \| 0.8816 \| 0.2796 \| 0.8389 \| 0.8389 \| nan \| nan \| 0.8389 \| 0.0 \| 0.0 \| 0.8389 \| \| 0.6537 \| 80.0 \| 80 \| 0.7175 \| 0.2924 \| 0.8771 \| 0.8771 \| nan \| nan \| 0.8771 \| 0.0 \| 0.0 \| 0.8771 \| \| 0.6271 \| 100.0 \| 100 \| 0.6655 \| 0.2991 \| 0.8972 \| 0.8972 \| nan \| nan \| 0.8972 \| 0.0 \| 0.0 \| 0.8972 \| \| 0.6034 \| 120.0 \| 120 \| 0.6930 \| 0.2916 \| 0.8749 \| 0.8749 \| nan \| nan \| 0.8749 \| 0.0 \| 0.0 \| 0.8749 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b0_7	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b0_7 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.3553 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.8356 \| 20.0 \| 20 \| 0.8943 \| 0.3246 \| 0.9737 \| 0.9737 \| nan \| nan \| 0.9737 \| 0.0 \| 0.0 \| 0.9737 \| \| 0.6536 \| 40.0 \| 40 \| 0.6398 \| 0.3294 \| 0.9881 \| 0.9881 \| nan \| nan \| 0.9881 \| 0.0 \| 0.0 \| 0.9881 \| \| 0.5476 \| 60.0 \| 60 \| 0.4690 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.4559 \| 80.0 \| 80 \| 0.3922 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.4311 \| 100.0 \| 100 \| 0.3626 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.399 \| 120.0 \| 120 \| 0.3553 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_1	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_1 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.3336 - Mean Iou: 0.3310 - Mean Accuracy: 0.9930 - Overall Accuracy: 0.9930 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9930 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9930 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.7453 \| 20.0 \| 20 \| 0.7553 \| 0.3187 \| 0.9562 \| 0.9562 \| nan \| nan \| 0.9562 \| 0.0 \| 0.0 \| 0.9562 \| \| 0.5909 \| 40.0 \| 40 \| 0.5185 \| 0.3316 \| 0.9948 \| 0.9948 \| nan \| nan \| 0.9948 \| 0.0 \| 0.0 \| 0.9948 \| \| 0.473 \| 60.0 \| 60 \| 0.3947 \| 0.3327 \| 0.9982 \| 0.9982 \| nan \| nan \| 0.9982 \| 0.0 \| 0.0 \| 0.9982 \| \| 0.4101 \| 80.0 \| 80 \| 0.3458 \| 0.3325 \| 0.9975 \| 0.9975 \| nan \| nan \| 0.9975 \| 0.0 \| 0.0 \| 0.9975 \| \| 0.3731 \| 100.0 \| 100 \| 0.3418 \| 0.3315 \| 0.9945 \| 0.9945 \| nan \| nan \| 0.9945 \| 0.0 \| 0.0 \| 0.9945 \| \| 0.3575 \| 120.0 \| 120 \| 0.3336 \| 0.3310 \| 0.9930 \| 0.9930 \| nan \| nan \| 0.9930 \| 0.0 \| 0.0 \| 0.9930 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_3	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_3 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1065 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.8229 \| 20.0 \| 20 \| 0.7131 \| 0.4707 \| 0.9415 \| 0.9415 \| nan \| nan \| 0.9415 \| 0.0 \| nan \| 0.9415 \| \| 0.4809 \| 40.0 \| 40 \| 0.3982 \| 0.4905 \| 0.9809 \| 0.9809 \| nan \| nan \| 0.9809 \| 0.0 \| nan \| 0.9809 \| \| 0.2948 \| 60.0 \| 60 \| 0.2903 \| 0.3300 \| 0.9899 \| 0.9899 \| nan \| nan \| 0.9899 \| 0.0 \| 0.0 \| 0.9899 \| \| 0.227 \| 80.0 \| 80 \| 0.1803 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1736 \| 100.0 \| 100 \| 0.1304 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1568 \| 120.0 \| 120 \| 0.1065 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_2 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1577 - Mean Iou: 0.4996 - Mean Accuracy: 0.9992 - Overall Accuracy: 0.9992 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9992 - Iou Unlabeled: nan - Iou Parking: 0.0 - Iou Unparking: 0.9992 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.767 \| 20.0 \| 20 \| 0.6634 \| 0.3299 \| 0.9898 \| 0.9898 \| nan \| nan \| 0.9898 \| 0.0 \| 0.0 \| 0.9898 \| \| 0.5036 \| 40.0 \| 40 \| 0.3752 \| 0.3316 \| 0.9949 \| 0.9949 \| nan \| nan \| 0.9949 \| 0.0 \| 0.0 \| 0.9949 \| \| 0.3486 \| 60.0 \| 60 \| 0.2976 \| 0.3319 \| 0.9958 \| 0.9958 \| nan \| nan \| 0.9958 \| 0.0 \| 0.0 \| 0.9958 \| \| 0.2729 \| 80.0 \| 80 \| 0.2355 \| 0.3326 \| 0.9978 \| 0.9978 \| nan \| nan \| 0.9978 \| 0.0 \| 0.0 \| 0.9978 \| \| 0.2246 \| 100.0 \| 100 \| 0.1822 \| 0.4983 \| 0.9966 \| 0.9966 \| nan \| nan \| 0.9966 \| nan \| 0.0 \| 0.9966 \| \| 0.2131 \| 120.0 \| 120 \| 0.1577 \| 0.4996 \| 0.9992 \| 0.9992 \| nan \| nan \| 0.9992 \| nan \| 0.0 \| 0.9992 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_4	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_4 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1142 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.6986 \| 20.0 \| 20 \| 0.5550 \| 0.4999 \| 0.9997 \| 0.9997 \| nan \| nan \| 0.9997 \| 0.0 \| nan \| 0.9997 \| \| 0.4103 \| 40.0 \| 40 \| 0.3053 \| 0.3326 \| 0.9978 \| 0.9978 \| nan \| nan \| 0.9978 \| 0.0 \| 0.0 \| 0.9978 \| \| 0.2799 \| 60.0 \| 60 \| 0.2382 \| 0.3328 \| 0.9984 \| 0.9984 \| nan \| nan \| 0.9984 \| 0.0 \| 0.0 \| 0.9984 \| \| 0.2218 \| 80.0 \| 80 \| 0.1698 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1729 \| 100.0 \| 100 \| 0.1376 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1575 \| 120.0 \| 120 \| 0.1142 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_5	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_5 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0530 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.622 \| 20.0 \| 20 \| 0.5550 \| 0.3323 \| 0.9969 \| 0.9969 \| nan \| nan \| 0.9969 \| 0.0 \| 0.0 \| 0.9969 \| \| 0.3143 \| 40.0 \| 40 \| 0.2234 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1695 \| 60.0 \| 60 \| 0.1394 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1248 \| 80.0 \| 80 \| 0.0873 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0938 \| 100.0 \| 100 \| 0.0595 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0842 \| 120.0 \| 120 \| 0.0530 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_6	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_6 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0427 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.5412 \| 20.0 \| 20 \| 0.4586 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2353 \| 40.0 \| 40 \| 0.1910 \| 0.3333 \| 1.0000 \| 1.0000 \| nan \| nan \| 1.0000 \| 0.0 \| 0.0 \| 1.0000 \| \| 0.1229 \| 60.0 \| 60 \| 0.1053 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0941 \| 80.0 \| 80 \| 0.0658 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0725 \| 100.0 \| 100 \| 0.0474 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0678 \| 120.0 \| 120 \| 0.0427 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGB-b5_7	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGB-b5_7 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0410 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.5829 \| 20.0 \| 20 \| 0.5323 \| 0.5000 \| 0.9999 \| 0.9999 \| nan \| nan \| 0.9999 \| nan \| 0.0 \| 0.9999 \| \| 0.2348 \| 40.0 \| 40 \| 0.1931 \| 0.3333 \| 0.9999 \| 0.9999 \| nan \| nan \| 0.9999 \| 0.0 \| 0.0 \| 0.9999 \| \| 0.1242 \| 60.0 \| 60 \| 0.1012 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0887 \| 80.0 \| 80 \| 0.0617 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0696 \| 100.0 \| 100 \| 0.0445 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0634 \| 120.0 \| 120 \| 0.0410 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/BACKUP_parking-utcustom-train-SF-RGBD-b5_6	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b5_6 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0349 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.4292 \| 20.0 \| 20 \| 0.3288 \| 0.4977 \| 0.9953 \| 0.9953 \| nan \| nan \| 0.9953 \| 0.0 \| nan \| 0.9953 \| \| 0.2034 \| 40.0 \| 40 \| 0.2386 \| 0.4999 \| 0.9998 \| 0.9998 \| nan \| nan \| 0.9998 \| nan \| 0.0 \| 0.9998 \| \| 0.1223 \| 60.0 \| 60 \| 0.0872 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0948 \| 80.0 \| 80 \| 0.0492 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0741 \| 100.0 \| 100 \| 0.0378 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0646 \| 120.0 \| 120 \| 0.0349 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
peldrak/segformer-b5-cityscapes-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-cityscapes-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.1881 - Mean Iou: 0.8269 - Mean Accuracy: 0.9060 - Overall Accuracy: 0.9424 - Accuracy Water: 0.9707 - Accuracy Whitewater: 0.7995 - Accuracy Sediment: 0.8682 - Accuracy Other Natural Terrain: 0.8548 - Accuracy Vegetation: 0.9256 - Accuracy Development: 0.9477 - Accuracy Unknown: 0.9753 - Iou Water: 0.9366 - Iou Whitewater: 0.6328 - Iou Sediment: 0.8126 - Iou Other Natural Terrain: 0.7202 - Iou Vegetation: 0.8474 - Iou Development: 0.8731 - Iou Unknown: 0.9654 - F1 Score: 0.9423 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.5137 \| 0.16 \| 20 \| 1.4093 \| 0.2798 \| 0.3909 \| 0.5891 \| 0.7019 \| 0.0298 \| 0.0296 \| 0.0247 \| 0.9567 \| 0.4761 \| 0.5177 \| 0.5641 \| 0.0196 \| 0.0292 \| 0.0213 \| 0.3809 \| 0.4281 \| 0.5158 \| 0.5595 \| \| 1.055 \| 0.31 \| 40 \| 1.0631 \| 0.3577 \| 0.4550 \| 0.7052 \| 0.8814 \| 0.0052 \| 0.2973 \| 0.0004 \| 0.9572 \| 0.4259 \| 0.6178 \| 0.7052 \| 0.0050 \| 0.2796 \| 0.0004 \| 0.4917 \| 0.4043 \| 0.6175 \| 0.6828 \| \| 1.0713 \| 0.47 \| 60 \| 0.8083 \| 0.4894 \| 0.5712 \| 0.8248 \| 0.9457 \| 0.0002 \| 0.6146 \| 0.0 \| 0.8897 \| 0.6666 \| 0.8818 \| 0.8231 \| 0.0002 \| 0.4732 \| 0.0 \| 0.6786 \| 0.5733 \| 0.8773 \| 0.8106 \| \| 1.1381 \| 0.62 \| 80 \| 0.7066 \| 0.4937 \| 0.5901 \| 0.8202 \| 0.8788 \| 0.0 \| 0.5956 \| 0.0051 \| 0.9164 \| 0.8435 \| 0.8913 \| 0.8319 \| 0.0 \| 0.4887 \| 0.0051 \| 0.6175 \| 0.6277 \| 0.8850 \| 0.8107 \| \| 1.7365 \| 0.78 \| 100 \| 0.6244 \| 0.5151 \| 0.6193 \| 0.8271 \| 0.8129 \| 0.0 \| 0.8459 \| 0.0000 \| 0.8727 \| 0.9082 \| 0.8954 \| 0.7790 \| 0.0 \| 0.5186 \| 0.0000 \| 0.7262 \| 0.6899 \| 0.8922 \| 0.8218 \| \| 0.7307 \| 0.93 \| 120 \| 0.5070 \| 0.5352 \| 0.6115 \| 0.8598 \| 0.9605 \| 0.0 \| 0.6408 \| 0.0 \| 0.9080 \| 0.8753 \| 0.8955 \| 0.8718 \| 0.0 \| 0.5549 \| 0.0 \| 0.6907 \| 0.7387 \| 0.8904 \| 0.8458 \| \| 1.1675 \| 1.09 \| 140 \| 0.5019 \| 0.5353 \| 0.6205 \| 0.8593 \| 0.9221 \| 0.0 \| 0.6875 \| 0.0000 \| 0.9250 \| 0.8983 \| 0.9108 \| 0.8673 \| 0.0 \| 0.5808 \| 0.0000 \| 0.7074 \| 0.7402 \| 0.8514 \| 0.8465 \| \| 0.701 \| 1.24 \| 160 \| 0.4414 \| 0.5432 \| 0.6326 \| 0.8671 \| 0.9344 \| 0.0007 \| 0.7689 \| 0.0004 \| 0.8593 \| 0.9636 \| 0.9009 \| 0.8799 \| 0.0007 \| 0.6322 \| 0.0004 \| 0.7217 \| 0.6796 \| 0.8876 \| 0.8559 \| \| 0.7284 \| 1.4 \| 180 \| 0.4495 \| 0.5437 \| 0.6268 \| 0.8576 \| 0.8939 \| 0.0 \| 0.7874 \| 0.0233 \| 0.9336 \| 0.8510 \| 0.8985 \| 0.8509 \| 0.0 \| 0.5802 \| 0.0233 \| 0.7158 \| 0.7453 \| 0.8902 \| 0.8485 \| \| 0.4898 \| 1.55 \| 200 \| 0.3884 \| 0.5559 \| 0.6380 \| 0.8772 \| 0.9541 \| 0.0 \| 0.7934 \| 0.0144 \| 0.8666 \| 0.9343 \| 0.9031 \| 0.8912 \| 0.0 \| 0.6746 \| 0.0144 \| 0.7378 \| 0.6831 \| 0.8901 \| 0.8656 \| \| 0.3669 \| 1.71 \| 220 \| 0.3874 \| 0.5574 \| 0.6333 \| 0.8752 \| 0.9796 \| 0.0001 \| 0.7557 \| 0.0380 \| 0.8465 \| 0.9239 \| 0.8892 \| 0.8747 \| 0.0001 \| 0.6674 \| 0.0380 \| 0.7369 \| 0.7045 \| 0.8802 \| 0.8625 \| \| 0.6277 \| 1.86 \| 240 \| 0.3964 \| 0.5600 \| 0.6406 \| 0.8770 \| 0.9221 \| 0.0029 \| 0.8164 \| 0.0 \| 0.9202 \| 0.9157 \| 0.9069 \| 0.8787 \| 0.0029 \| 0.6458 \| 0.0 \| 0.7487 \| 0.7474 \| 0.8965 \| 0.8657 \| \| 0.3567 \| 2.02 \| 260 \| 0.3927 \| 0.5648 \| 0.6499 \| 0.8825 \| 0.9215 \| 0.0000 \| 0.8792 \| 0.0016 \| 0.8867 \| 0.9531 \| 0.9073 \| 0.8862 \| 0.0000 \| 0.6898 \| 0.0016 \| 0.7659 \| 0.7127 \| 0.8974 \| 0.8717 \| \| 0.4065 \| 2.17 \| 280 \| 0.3756 \| 0.5633 \| 0.6377 \| 0.8810 \| 0.9551 \| 0.0145 \| 0.7178 \| 0.0058 \| 0.9349 \| 0.9232 \| 0.9125 \| 0.9051 \| 0.0145 \| 0.6369 \| 0.0058 \| 0.7220 \| 0.7586 \| 0.9000 \| 0.8686 \| \| 0.7596 \| 2.33 \| 300 \| 0.3224 \| 0.5907 \| 0.6599 \| 0.9000 \| 0.9569 \| 0.0001 \| 0.8956 \| 0.0230 \| 0.9042 \| 0.9352 \| 0.9044 \| 0.9019 \| 0.0001 \| 0.7377 \| 0.0230 \| 0.7935 \| 0.7806 \| 0.8977 \| 0.8879 \| \| 0.3008 \| 2.48 \| 320 \| 0.3164 \| 0.6114 \| 0.6773 \| 0.9011 \| 0.9518 \| 0.0022 \| 0.8608 \| 0.1780 \| 0.9504 \| 0.8886 \| 0.9089 \| 0.8993 \| 0.0022 \| 0.7541 \| 0.1777 \| 0.7957 \| 0.7517 \| 0.8992 \| 0.8919 \| \| 0.346 \| 2.64 \| 340 \| 0.2927 \| 0.6143 \| 0.6807 \| 0.9064 \| 0.9643 \| 0.0198 \| 0.8652 \| 0.1390 \| 0.9219 \| 0.9389 \| 0.9156 \| 0.9072 \| 0.0197 \| 0.7542 \| 0.1388 \| 0.8234 \| 0.7570 \| 0.8999 \| 0.8967 \| \| 0.272 \| 2.79 \| 360 \| 0.2769 \| 0.6170 \| 0.6786 \| 0.9098 \| 0.9711 \| 0.0228 \| 0.8956 \| 0.1033 \| 0.9136 \| 0.9310 \| 0.9130 \| 0.9071 \| 0.0226 \| 0.7745 \| 0.1033 \| 0.8178 \| 0.7908 \| 0.9030 \| 0.8992 \| \| 1.1467 \| 2.95 \| 380 \| 0.2737 \| 0.6153 \| 0.6746 \| 0.9107 \| 0.9669 \| 0.0005 \| 0.9234 \| 0.0834 \| 0.9132 \| 0.9179 \| 0.9170 \| 0.9041 \| 0.0005 \| 0.7624 \| 0.0834 \| 0.8207 \| 0.8251 \| 0.9110 \| 0.8995 \| \| 0.2723 \| 3.1 \| 400 \| 0.3110 \| 0.6254 \| 0.6931 \| 0.8984 \| 0.9796 \| 0.0115 \| 0.8782 \| 0.2913 \| 0.8216 \| 0.9572 \| 0.9124 \| 0.8902 \| 0.0115 \| 0.7610 \| 0.2882 \| 0.7610 \| 0.7626 \| 0.9032 \| 0.8900 \| \| 0.5568 \| 3.26 \| 420 \| 0.3337 \| 0.6544 \| 0.7155 \| 0.9012 \| 0.9500 \| 0.0359 \| 0.7990 \| 0.4369 \| 0.9408 \| 0.9111 \| 0.9345 \| 0.8904 \| 0.0356 \| 0.7152 \| 0.4322 \| 0.7726 \| 0.8280 \| 0.9068 \| 0.8948 \| \| 1.1779 \| 3.41 \| 440 \| 0.2947 \| 0.6237 \| 0.6857 \| 0.9057 \| 0.9679 \| 0.0133 \| 0.7896 \| 0.2042 \| 0.9229 \| 0.9476 \| 0.9541 \| 0.9116 \| 0.0133 \| 0.7095 \| 0.2041 \| 0.7783 \| 0.8135 \| 0.9357 \| 0.8961 \| \| 0.4611 \| 3.57 \| 460 \| 0.2659 \| 0.6563 \| 0.7149 \| 0.9153 \| 0.9562 \| 0.0761 \| 0.9265 \| 0.2765 \| 0.9315 \| 0.9160 \| 0.9215 \| 0.9051 \| 0.0754 \| 0.7745 \| 0.2759 \| 0.8331 \| 0.8170 \| 0.9133 \| 0.9084 \| \| 0.3981 \| 3.72 \| 480 \| 0.2964 \| 0.6657 \| 0.7269 \| 0.9046 \| 0.9789 \| 0.0658 \| 0.8862 \| 0.4978 \| 0.8601 \| 0.8802 \| 0.9193 \| 0.8972 \| 0.0648 \| 0.7316 \| 0.4900 \| 0.7955 \| 0.7687 \| 0.9118 \| 0.8991 \| \| 0.2398 \| 3.88 \| 500 \| 0.2707 \| 0.7112 \| 0.7714 \| 0.9181 \| 0.9553 \| 0.2649 \| 0.8826 \| 0.5232 \| 0.9516 \| 0.8983 \| 0.9236 \| 0.9130 \| 0.2463 \| 0.7796 \| 0.5159 \| 0.8301 \| 0.7813 \| 0.9125 \| 0.9154 \| \| 0.251 \| 4.03 \| 520 \| 0.2693 \| 0.6980 \| 0.7686 \| 0.9135 \| 0.9680 \| 0.2384 \| 0.8886 \| 0.5380 \| 0.8746 \| 0.9509 \| 0.9215 \| 0.9247 \| 0.2301 \| 0.7644 \| 0.5082 \| 0.8135 \| 0.7432 \| 0.9019 \| 0.9110 \| \| 0.4024 \| 4.19 \| 540 \| 0.2900 \| 0.6988 \| 0.7641 \| 0.9099 \| 0.9662 \| 0.2524 \| 0.8416 \| 0.5462 \| 0.8835 \| 0.8924 \| 0.9662 \| 0.9022 \| 0.2351 \| 0.7297 \| 0.4979 \| 0.7912 \| 0.8078 \| 0.9278 \| 0.9065 \| \| 0.3683 \| 4.34 \| 560 \| 0.2852 \| 0.7226 \| 0.7853 \| 0.9153 \| 0.9567 \| 0.3140 \| 0.8381 \| 0.5886 \| 0.9349 \| 0.9398 \| 0.9248 \| 0.9165 \| 0.2981 \| 0.7355 \| 0.5773 \| 0.8091 \| 0.8062 \| 0.9154 \| 0.9132 \| \| 0.2335 \| 4.5 \| 580 \| 0.3128 \| 0.7163 \| 0.7833 \| 0.9052 \| 0.9370 \| 0.3077 \| 0.8492 \| 0.6411 \| 0.9398 \| 0.8903 \| 0.9182 \| 0.8904 \| 0.2859 \| 0.6985 \| 0.6154 \| 0.8052 \| 0.8088 \| 0.9103 \| 0.9038 \| \| 1.5312 \| 4.65 \| 600 \| 0.2551 \| 0.7199 \| 0.7784 \| 0.9199 \| 0.9599 \| 0.3232 \| 0.8606 \| 0.4929 \| 0.9314 \| 0.9399 \| 0.9410 \| 0.9213 \| 0.3082 \| 0.7482 \| 0.4884 \| 0.8132 \| 0.8258 \| 0.9342 \| 0.9175 \| \| 0.3685 \| 4.81 \| 620 \| 0.2286 \| 0.7447 \| 0.8053 \| 0.9245 \| 0.9757 \| 0.3914 \| 0.8468 \| 0.6323 \| 0.9213 \| 0.9265 \| 0.9431 \| 0.9183 \| 0.3353 \| 0.7791 \| 0.5920 \| 0.8197 \| 0.8356 \| 0.9329 \| 0.9226 \| \| 0.2664 \| 4.96 \| 640 \| 0.3448 \| 0.7422 \| 0.8128 \| 0.9120 \| 0.9329 \| 0.4951 \| 0.8208 \| 0.6164 \| 0.9396 \| 0.9166 \| 0.9679 \| 0.9033 \| 0.4493 \| 0.7043 \| 0.5822 \| 0.7999 \| 0.8185 \| 0.9377 \| 0.9112 \| \| 0.2662 \| 5.12 \| 660 \| 0.2932 \| 0.7448 \| 0.8158 \| 0.9168 \| 0.9516 \| 0.5045 \| 0.8308 \| 0.6171 \| 0.9215 \| 0.9234 \| 0.9616 \| 0.9128 \| 0.4277 \| 0.7379 \| 0.5809 \| 0.8022 \| 0.8260 \| 0.9261 \| 0.9157 \| \| 1.1342 \| 5.27 \| 680 \| 0.2631 \| 0.7772 \| 0.8420 \| 0.9267 \| 0.9816 \| 0.5460 \| 0.7974 \| 0.7644 \| 0.9196 \| 0.9208 \| 0.9640 \| 0.9220 \| 0.4753 \| 0.7476 \| 0.6784 \| 0.8126 \| 0.8527 \| 0.9521 \| 0.9253 \| \| 0.2968 \| 5.43 \| 700 \| 0.2302 \| 0.7884 \| 0.8577 \| 0.9318 \| 0.9537 \| 0.5790 \| 0.8663 \| 0.7551 \| 0.9368 \| 0.9450 \| 0.9680 \| 0.9260 \| 0.5104 \| 0.7765 \| 0.6694 \| 0.8353 \| 0.8467 \| 0.9547 \| 0.9315 \| \| 0.3812 \| 5.58 \| 720 \| 0.2051 \| 0.7779 \| 0.8372 \| 0.9336 \| 0.9772 \| 0.4866 \| 0.8627 \| 0.7113 \| 0.9184 \| 0.9430 \| 0.9612 \| 0.9189 \| 0.3999 \| 0.8046 \| 0.6717 \| 0.8473 \| 0.8508 \| 0.9517 \| 0.9325 \| \| 0.1902 \| 5.74 \| 740 \| 0.2044 \| 0.7815 \| 0.8584 \| 0.9330 \| 0.9651 \| 0.5500 \| 0.8494 \| 0.8160 \| 0.9469 \| 0.9219 \| 0.9597 \| 0.9253 \| 0.4528 \| 0.7914 \| 0.6608 \| 0.8459 \| 0.8452 \| 0.9490 \| 0.9325 \| \| 0.2853 \| 5.89 \| 760 \| 0.2718 \| 0.7844 \| 0.8523 \| 0.9239 \| 0.9479 \| 0.5953 \| 0.8483 \| 0.7417 \| 0.9288 \| 0.9486 \| 0.9554 \| 0.9179 \| 0.5321 \| 0.7413 \| 0.6981 \| 0.8124 \| 0.8399 \| 0.9495 \| 0.9238 \| \| 0.1833 \| 6.05 \| 780 \| 0.2191 \| 0.7903 \| 0.8613 \| 0.9288 \| 0.9598 \| 0.6288 \| 0.8627 \| 0.7658 \| 0.9246 \| 0.9327 \| 0.9546 \| 0.9209 \| 0.5326 \| 0.7646 \| 0.6852 \| 0.8253 \| 0.8539 \| 0.9494 \| 0.9286 \| \| 0.2128 \| 6.2 \| 800 \| 0.1897 \| 0.8066 \| 0.8748 \| 0.9392 \| 0.9703 \| 0.6067 \| 0.9032 \| 0.8183 \| 0.9098 \| 0.9555 \| 0.9599 \| 0.9274 \| 0.5356 \| 0.8336 \| 0.7080 \| 0.8593 \| 0.8315 \| 0.9506 \| 0.9388 \| \| 0.2327 \| 6.36 \| 820 \| 0.2148 \| 0.7999 \| 0.8734 \| 0.9341 \| 0.9531 \| 0.6428 \| 0.9396 \| 0.7743 \| 0.8991 \| 0.9443 \| 0.9604 \| 0.9131 \| 0.5264 \| 0.8037 \| 0.6901 \| 0.8537 \| 0.8609 \| 0.9518 \| 0.9342 \| \| 1.0808 \| 6.51 \| 840 \| 0.2443 \| 0.7872 \| 0.8597 \| 0.9273 \| 0.9631 \| 0.6632 \| 0.8257 \| 0.7386 \| 0.9302 \| 0.9392 \| 0.9580 \| 0.9267 \| 0.5440 \| 0.7644 \| 0.6807 \| 0.8081 \| 0.8341 \| 0.9524 \| 0.9270 \| \| 0.2563 \| 6.67 \| 860 \| 0.2376 \| 0.7825 \| 0.8473 \| 0.9288 \| 0.9637 \| 0.5780 \| 0.8420 \| 0.7267 \| 0.9379 \| 0.9213 \| 0.9619 \| 0.9198 \| 0.4945 \| 0.7607 \| 0.6624 \| 0.8265 \| 0.8596 \| 0.9542 \| 0.9282 \| \| 0.209 \| 6.82 \| 880 \| 0.2008 \| 0.7996 \| 0.8652 \| 0.9353 \| 0.9713 \| 0.5989 \| 0.8857 \| 0.7859 \| 0.9103 \| 0.9475 \| 0.9567 \| 0.9236 \| 0.5153 \| 0.8064 \| 0.7099 \| 0.8452 \| 0.8452 \| 0.9516 \| 0.9349 \| \| 0.1402 \| 6.98 \| 900 \| 0.2454 \| 0.7832 \| 0.8475 \| 0.9295 \| 0.9673 \| 0.6082 \| 0.8135 \| 0.7021 \| 0.9518 \| 0.9292 \| 0.9603 \| 0.9271 \| 0.5157 \| 0.7680 \| 0.6419 \| 0.8117 \| 0.8636 \| 0.9544 \| 0.9289 \| \| 0.383 \| 7.13 \| 920 \| 0.2064 \| 0.7999 \| 0.8706 \| 0.9334 \| 0.9720 \| 0.6260 \| 0.8447 \| 0.8266 \| 0.9219 \| 0.9434 \| 0.9599 \| 0.9269 \| 0.5389 \| 0.7808 \| 0.7077 \| 0.8303 \| 0.8620 \| 0.9528 \| 0.9329 \| \| 0.5665 \| 7.29 \| 940 \| 0.2529 \| 0.7892 \| 0.8836 \| 0.9279 \| 0.9513 \| 0.7850 \| 0.8478 \| 0.7735 \| 0.9296 \| 0.9380 \| 0.9601 \| 0.9205 \| 0.5403 \| 0.7625 \| 0.6755 \| 0.8270 \| 0.8449 \| 0.9539 \| 0.9284 \| \| 0.2031 \| 7.44 \| 960 \| 0.2445 \| 0.7782 \| 0.8562 \| 0.9276 \| 0.9491 \| 0.6769 \| 0.8635 \| 0.6824 \| 0.9435 \| 0.9101 \| 0.9680 \| 0.9197 \| 0.5111 \| 0.7486 \| 0.6226 \| 0.8341 \| 0.8524 \| 0.9592 \| 0.9277 \| \| 0.1641 \| 7.6 \| 980 \| 0.1669 \| 0.8201 \| 0.8875 \| 0.9475 \| 0.9762 \| 0.6290 \| 0.9007 \| 0.8526 \| 0.9303 \| 0.9519 \| 0.9719 \| 0.9374 \| 0.5367 \| 0.8539 \| 0.7152 \| 0.8790 \| 0.8560 \| 0.9624 \| 0.9472 \| \| 0.1214 \| 7.75 \| 1000 \| 0.1696 \| 0.8279 \| 0.8914 \| 0.9479 \| 0.9685 \| 0.7061 \| 0.9217 \| 0.7959 \| 0.9472 \| 0.9376 \| 0.9630 \| 0.9371 \| 0.5860 \| 0.8561 \| 0.7139 \| 0.8779 \| 0.8673 \| 0.9570 \| 0.9478 \| \| 0.0926 \| 7.91 \| 1020 \| 0.2069 \| 0.8005 \| 0.8677 \| 0.9339 \| 0.9733 \| 0.6746 \| 0.8183 \| 0.7692 \| 0.9485 \| 0.9307 \| 0.9595 \| 0.9405 \| 0.5605 \| 0.7717 \| 0.7126 \| 0.8248 \| 0.8397 \| 0.9540 \| 0.9334 \| \| 0.4292 \| 8.06 \| 1040 \| 0.1985 \| 0.8140 \| 0.8845 \| 0.9408 \| 0.9620 \| 0.6695 \| 0.9283 \| 0.8152 \| 0.9259 \| 0.9310 \| 0.9596 \| 0.9263 \| 0.5722 \| 0.8215 \| 0.6976 \| 0.8728 \| 0.8538 \| 0.9535 \| 0.9409 \| \| 0.1741 \| 8.22 \| 1060 \| 0.2038 \| 0.8082 \| 0.8877 \| 0.9352 \| 0.9619 \| 0.7341 \| 0.8483 \| 0.8190 \| 0.9322 \| 0.9496 \| 0.9685 \| 0.9296 \| 0.5834 \| 0.7820 \| 0.7134 \| 0.8411 \| 0.8503 \| 0.9579 \| 0.9351 \| \| 0.218 \| 8.37 \| 1080 \| 0.1888 \| 0.8054 \| 0.8766 \| 0.9409 \| 0.9770 \| 0.7073 \| 0.8644 \| 0.7571 \| 0.9442 \| 0.9211 \| 0.9653 \| 0.9381 \| 0.5579 \| 0.8125 \| 0.6568 \| 0.8547 \| 0.8599 \| 0.9581 \| 0.9406 \| \| 0.1687 \| 8.53 \| 1100 \| 0.1887 \| 0.8208 \| 0.8996 \| 0.9424 \| 0.9617 \| 0.7261 \| 0.9048 \| 0.8567 \| 0.9210 \| 0.9514 \| 0.9754 \| 0.9320 \| 0.6109 \| 0.8214 \| 0.6963 \| 0.8650 \| 0.8558 \| 0.9643 \| 0.9425 \| \| 0.1115 \| 8.68 \| 1120 \| 0.1924 \| 0.8137 \| 0.8967 \| 0.9390 \| 0.9737 \| 0.7728 \| 0.8477 \| 0.8500 \| 0.9296 \| 0.9305 \| 0.9726 \| 0.9374 \| 0.6039 \| 0.7985 \| 0.6894 \| 0.8367 \| 0.8657 \| 0.9640 \| 0.9389 \| \| 0.2189 \| 8.84 \| 1140 \| 0.1950 \| 0.8102 \| 0.8791 \| 0.9397 \| 0.9718 \| 0.6680 \| 0.8758 \| 0.8029 \| 0.9293 \| 0.9407 \| 0.9655 \| 0.9321 \| 0.5657 \| 0.8183 \| 0.6952 \| 0.8497 \| 0.8525 \| 0.9581 \| 0.9395 \| \| 0.2046 \| 8.99 \| 1160 \| 0.1955 \| 0.8183 \| 0.8889 \| 0.9409 \| 0.9707 \| 0.7188 \| 0.8764 \| 0.8236 \| 0.9345 \| 0.9287 \| 0.9693 \| 0.9349 \| 0.5922 \| 0.8067 \| 0.7146 \| 0.8500 \| 0.8690 \| 0.9610 \| 0.9407 \| \| 0.0574 \| 9.15 \| 1180 \| 0.1943 \| 0.8258 \| 0.9017 \| 0.9423 \| 0.9642 \| 0.7756 \| 0.8757 \| 0.8409 \| 0.9354 \| 0.9389 \| 0.9813 \| 0.9362 \| 0.6173 \| 0.8057 \| 0.7304 \| 0.8544 \| 0.8714 \| 0.9653 \| 0.9423 \| \| 0.1683 \| 9.3 \| 1200 \| 0.1685 \| 0.8342 \| 0.8967 \| 0.9487 \| 0.9695 \| 0.7096 \| 0.9281 \| 0.8261 \| 0.9382 \| 0.9376 \| 0.9676 \| 0.9368 \| 0.6100 \| 0.8515 \| 0.7291 \| 0.8807 \| 0.8726 \| 0.9590 \| 0.9486 \| \| 0.1265 \| 9.46 \| 1220 \| 0.1684 \| 0.8278 \| 0.8829 \| 0.9482 \| 0.9764 \| 0.6761 \| 0.9042 \| 0.7785 \| 0.9515 \| 0.9278 \| 0.9657 \| 0.9404 \| 0.5943 \| 0.8480 \| 0.7065 \| 0.8732 \| 0.8729 \| 0.9595 \| 0.9479 \| \| 0.1052 \| 9.61 \| 1240 \| 0.1743 \| 0.8176 \| 0.8969 \| 0.9441 \| 0.9750 \| 0.7880 \| 0.8907 \| 0.7930 \| 0.9261 \| 0.9333 \| 0.9721 \| 0.9343 \| 0.5809 \| 0.8331 \| 0.6799 \| 0.8665 \| 0.8654 \| 0.9634 \| 0.9441 \| \| 0.1972 \| 9.77 \| 1260 \| 0.2006 \| 0.8135 \| 0.8781 \| 0.9385 \| 0.9731 \| 0.6571 \| 0.8506 \| 0.8227 \| 0.9316 \| 0.9379 \| 0.9735 \| 0.9315 \| 0.5703 \| 0.7969 \| 0.7257 \| 0.8386 \| 0.8669 \| 0.9643 \| 0.9380 \| \| 0.2727 \| 9.92 \| 1280 \| 0.1952 \| 0.8091 \| 0.8666 \| 0.9412 \| 0.9714 \| 0.6697 \| 0.8829 \| 0.7132 \| 0.9561 \| 0.9058 \| 0.9672 \| 0.9344 \| 0.5762 \| 0.8125 \| 0.6553 \| 0.8544 \| 0.8714 \| 0.9594 \| 0.9407 \| \| 0.1478 \| 10.08 \| 1300 \| 0.1935 \| 0.8153 \| 0.8976 \| 0.9395 \| 0.9675 \| 0.7368 \| 0.8569 \| 0.8718 \| 0.9352 \| 0.9506 \| 0.9644 \| 0.9317 \| 0.6118 \| 0.7976 \| 0.6876 \| 0.8580 \| 0.8621 \| 0.9584 \| 0.9395 \| \| 0.2574 \| 10.23 \| 1320 \| 0.2107 \| 0.8154 \| 0.8888 \| 0.9384 \| 0.9586 \| 0.7452 \| 0.8745 \| 0.8039 \| 0.9545 \| 0.9184 \| 0.9668 \| 0.9285 \| 0.5996 \| 0.7961 \| 0.7035 \| 0.8515 \| 0.8681 \| 0.9603 \| 0.9385 \| \| 0.9414 \| 10.39 \| 1340 \| 0.1919 \| 0.8221 \| 0.8939 \| 0.9428 \| 0.9653 \| 0.7195 \| 0.8869 \| 0.8314 \| 0.9350 \| 0.9456 \| 0.9736 \| 0.9319 \| 0.5980 \| 0.8148 \| 0.7137 \| 0.8644 \| 0.8668 \| 0.9652 \| 0.9427 \| \| 0.1415 \| 10.54 \| 1360 \| 0.2000 \| 0.8247 \| 0.8946 \| 0.9417 \| 0.9687 \| 0.7613 \| 0.8609 \| 0.8152 \| 0.9407 \| 0.9392 \| 0.9761 \| 0.9386 \| 0.6259 \| 0.8026 \| 0.7224 \| 0.8437 \| 0.8722 \| 0.9673 \| 0.9416 \| \| 0.1511 \| 10.7 \| 1380 \| 0.1881 \| 0.8269 \| 0.9060 \| 0.9424 \| 0.9707 \| 0.7995 \| 0.8682 \| 0.8548 \| 0.9256 \| 0.9477 \| 0.9753 \| 0.9366 \| 0.6328 \| 0.8126 \| 0.7202 \| 0.8474 \| 0.8731 \| 0.9654 \| 0.9423 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_1	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_1 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1880 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.7272 \| 20.0 \| 20 \| 0.8038 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.4838 \| 40.0 \| 40 \| 0.3752 \| 0.5000 \| 0.9999 \| 0.9999 \| nan \| nan \| 0.9999 \| 0.0 \| nan \| 0.9999 \| \| 0.4131 \| 60.0 \| 60 \| 0.3152 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.3286 \| 80.0 \| 80 \| 0.2614 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2869 \| 100.0 \| 100 \| 0.2312 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2711 \| 120.0 \| 120 \| 0.2012 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2536 \| 140.0 \| 140 \| 0.1880 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1376 - Mean Iou: 0.4738 - Mean Accuracy: 0.9476 - Overall Accuracy: 0.9476 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9476 - Iou Unlabeled: nan - Iou Parking: 0.0 - Iou Unparking: 0.9476 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0002 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.5832 \| 20.0 \| 20 \| 0.5894 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.3162 \| 40.0 \| 40 \| 0.2686 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2152 \| 60.0 \| 60 \| 0.1349 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1517 \| 80.0 \| 80 \| 0.0822 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1293 \| 100.0 \| 100 \| 0.0609 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0935 \| 120.0 \| 120 \| 0.0711 \| 0.4978 \| 0.9956 \| 0.9956 \| nan \| nan \| 0.9956 \| nan \| 0.0 \| 0.9956 \| \| 0.0835 \| 140.0 \| 140 \| 0.1376 \| 0.4738 \| 0.9476 \| 0.9476 \| nan \| nan \| 0.9476 \| nan \| 0.0 \| 0.9476 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_3	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_3 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0296 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.00025 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.531 \| 20.0 \| 20 \| 0.4126 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2633 \| 40.0 \| 40 \| 0.1573 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1835 \| 60.0 \| 60 \| 0.0898 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1465 \| 80.0 \| 80 \| 0.0682 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1247 \| 100.0 \| 100 \| 0.0424 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1065 \| 120.0 \| 120 \| 0.0339 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0961 \| 140.0 \| 140 \| 0.0296 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_4	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_4 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0255 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0003 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.544 \| 20.0 \| 20 \| 0.4305 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.2353 \| 40.0 \| 40 \| 0.1342 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.162 \| 60.0 \| 60 \| 0.0678 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1243 \| 80.0 \| 80 \| 0.0400 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0952 \| 100.0 \| 100 \| 0.0226 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0751 \| 120.0 \| 120 \| 0.0235 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0644 \| 140.0 \| 140 \| 0.0255 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_5	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_5 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0175 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.00035 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.4985 \| 20.0 \| 20 \| 0.4840 \| 0.4998 \| 0.9996 \| 0.9996 \| nan \| nan \| 0.9996 \| nan \| 0.0 \| 0.9996 \| \| 0.1979 \| 40.0 \| 40 \| 0.1365 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1257 \| 60.0 \| 60 \| 0.0414 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0952 \| 80.0 \| 80 \| 0.0249 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0768 \| 100.0 \| 100 \| 0.0225 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.054 \| 120.0 \| 120 \| 0.0189 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0537 \| 140.0 \| 140 \| 0.0175 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_6	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_6 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0140 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0004 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Parking \| Accuracy Unparking \| Iou Unlabeled \| Iou Parking \| Iou Unparking \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------:\|:------------------:\|:-------------:\|:-----------:\|:-------------:\| \| 0.3631 \| 20.0 \| 20 \| 0.3717 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.1606 \| 40.0 \| 40 \| 0.0813 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0988 \| 60.0 \| 60 \| 0.0233 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.08 \| 80.0 \| 80 \| 0.0209 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0627 \| 100.0 \| 100 \| 0.0161 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0426 \| 120.0 \| 120 \| 0.0137 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0374 \| 140.0 \| 140 \| 0.0140 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b0_7	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b0_7 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0070 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0005 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 170 ### Training results \| Training Loss \| Epoch \| Step \| Accuracy Parking \| Accuracy Unlabeled \| Accuracy Unparking \| Iou Parking \| Iou Unlabeled \| Iou Unparking \| Validation Loss \| Mean Accuracy \| Mean Iou \| Overall Accuracy \| \|:-------------:\|:-----:\|:----:\|:----------------:\|:------------------:\|:------------------:\|:-----------:\|:-------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:----------------:\| \| 0.3046 \| 20.0 \| 20 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.2375 \| 1.0 \| 1.0 \| 1.0 \| \| 0.1245 \| 40.0 \| 40 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0317 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0874 \| 60.0 \| 60 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0147 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0598 \| 80.0 \| 80 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0101 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0442 \| 100.0 \| 100 \| 0.0115 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0346 \| 120.0 \| 120 \| 0.0077 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0297 \| 140.0 \| 140 \| 0.0082 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0299 \| 160.0 \| 160 \| 0.0070 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
endorexpress/segformer-b0-finetuned-segments-sidewalk-2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.6854 - Mean Iou: 0.2132 - Mean Accuracy: 0.2587 - Overall Accuracy: 0.8151 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.8383 - Accuracy Flat-sidewalk: 0.9497 - Accuracy Flat-crosswalk: 0.0 - Accuracy Flat-cyclinglane: 0.8212 - Accuracy Flat-parkingdriveway: 0.3818 - Accuracy Flat-railtrack: nan - Accuracy Flat-curb: 0.2786 - Accuracy Human-person: 0.0 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.9368 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: nan - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.0 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.9300 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.0951 - Accuracy Construction-fenceguardrail: 0.0012 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: nan - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.0181 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9377 - Accuracy Nature-terrain: 0.8734 - Accuracy Sky: 0.9576 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.0 - Accuracy Void-static: 0.0002 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: nan - Iou Flat-road: 0.6565 - Iou Flat-sidewalk: 0.8602 - Iou Flat-crosswalk: 0.0 - Iou Flat-cyclinglane: 0.7150 - Iou Flat-parkingdriveway: 0.2892 - Iou Flat-railtrack: nan - Iou Flat-curb: 0.2447 - Iou Human-person: 0.0 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.7028 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: nan - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.0 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.6164 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.0896 - Iou Construction-fenceguardrail: 0.0012 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: nan - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.0180 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.8065 - Iou Nature-terrain: 0.7196 - Iou Sky: 0.8903 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.0 - Iou Void-static: 0.0002 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 1 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Flat-road \| Accuracy Flat-sidewalk \| Accuracy Flat-crosswalk \| Accuracy Flat-cyclinglane \| Accuracy Flat-parkingdriveway \| Accuracy Flat-railtrack \| Accuracy Flat-curb \| Accuracy Human-person \| Accuracy Human-rider \| Accuracy Vehicle-car \| Accuracy Vehicle-truck \| Accuracy Vehicle-bus \| Accuracy Vehicle-tramtrain \| Accuracy Vehicle-motorcycle \| Accuracy Vehicle-bicycle \| Accuracy Vehicle-caravan \| Accuracy Vehicle-cartrailer \| Accuracy Construction-building \| Accuracy Construction-door \| Accuracy Construction-wall \| Accuracy Construction-fenceguardrail \| Accuracy Construction-bridge \| Accuracy Construction-tunnel \| Accuracy Construction-stairs \| Accuracy Object-pole \| Accuracy Object-trafficsign \| Accuracy Object-trafficlight \| Accuracy Nature-vegetation \| Accuracy Nature-terrain \| Accuracy Sky \| Accuracy Void-ground \| Accuracy Void-dynamic \| Accuracy Void-static \| Accuracy Void-unclear \| Iou Unlabeled \| Iou Flat-road \| Iou Flat-sidewalk \| Iou Flat-crosswalk \| Iou Flat-cyclinglane \| Iou Flat-parkingdriveway \| Iou Flat-railtrack \| Iou Flat-curb \| Iou Human-person \| Iou Human-rider \| Iou Vehicle-car \| Iou Vehicle-truck \| Iou Vehicle-bus \| Iou Vehicle-tramtrain \| Iou Vehicle-motorcycle \| Iou Vehicle-bicycle \| Iou Vehicle-caravan \| Iou Vehicle-cartrailer \| Iou Construction-building \| Iou Construction-door \| Iou Construction-wall \| Iou Construction-fenceguardrail \| Iou Construction-bridge \| Iou Construction-tunnel \| Iou Construction-stairs \| Iou Object-pole \| Iou Object-trafficsign \| Iou Object-trafficlight \| Iou Nature-vegetation \| Iou Nature-terrain \| Iou Sky \| Iou Void-ground \| Iou Void-dynamic \| Iou Void-static \| Iou Void-unclear \| 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\| 1.133 \| 0.05 \| 20 \| 0.8142 \| 0.1927 \| 0.2365 \| 0.7919 \| nan \| 0.8488 \| 0.9396 \| 0.0 \| 0.6154 \| 0.3232 \| nan \| 0.0870 \| 0.0 \| 0.0 \| 0.9079 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9091 \| 0.0 \| 0.0057 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9459 \| 0.8075 \| 0.9417 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.5996 \| 0.8350 \| 0.0 \| 0.5839 \| 0.2497 \| nan \| 0.0824 \| 0.0 \| 0.0 \| 0.6972 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5834 \| 0.0 \| 0.0057 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7902 \| 0.6980 \| 0.8488 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 0.6183 \| 0.1 \| 40 \| 0.7929 \| 0.1935 \| 0.2387 \| 0.7946 \| nan \| 0.8424 \| 0.9426 \| 0.0 \| 0.6490 \| 0.2786 \| nan \| 0.0932 \| 0.0 \| 0.0 \| 0.9013 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9355 \| 0.0 \| 0.0078 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9106 \| 0.9015 \| 0.9372 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.6021 \| 0.8449 \| 0.0 \| 0.5861 \| 0.2298 \| nan \| 0.0889 \| 0.0 \| 0.0 \| 0.6913 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5851 \| 0.0 \| 0.0078 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7952 \| 0.6890 \| 0.8787 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 0.7143 \| 0.15 \| 60 \| 0.7832 \| 0.1963 \| 0.2407 \| 0.7970 \| nan \| 0.8115 \| 0.9508 \| 0.0 \| 0.6225 \| 0.3488 \| nan \| 0.1208 \| 0.0 \| 0.0 \| 0.9286 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9124 \| 0.0 \| 0.0163 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.9415 \| 0.8645 \| 0.9439 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.6145 \| 0.8356 \| 0.0 \| 0.5800 \| 0.2642 \| nan \| 0.1131 \| 0.0 \| 0.0 \| 0.6861 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6004 \| 0.0 \| 0.0161 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.7914 \| 0.7056 \| 0.8799 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 0.7266 \| 0.2 \| 80 \| 0.7789 \| 0.1933 \| 0.2380 \| 0.7922 \| nan \| 0.8418 \| 0.9346 \| 0.0 \| 0.6266 \| 0.3044 \| nan \| 0.0522 \| 0.0 \| 0.0 \| 0.9256 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9212 \| 0.0 \| 0.0297 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.9329 \| 0.8752 \| 0.9345 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.5945 \| 0.8266 \| 0.0 \| 0.5830 \| 0.2447 \| nan \| 0.0506 \| 0.0 \| 0.0 \| 0.6819 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6030 \| 0.0 \| 0.0293 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.7998 \| 0.6952 \| 0.8834 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| \| 0.8732 \| 0.25 \| 100 \| 0.7598 \| 0.2025 \| 0.2515 \| 0.7986 \| nan \| 0.8657 \| 0.9218 \| 0.0 \| 0.7984 \| 0.3960 \| nan \| 0.1382 \| 0.0 \| 0.0 \| 0.9323 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9264 \| 0.0 \| 0.0718 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0010 \| 0.0 \| 0.0 \| 0.8819 \| 0.9151 \| 0.9484 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| nan \| 0.6212 \| 0.8387 \| 0.0 \| 0.7013 \| 0.2830 \| nan \| 0.1285 \| 0.0 \| 0.0 \| 0.6971 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6065 \| 0.0 \| 0.0696 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0010 \| 0.0 \| 0.0 \| 0.7925 \| 0.6575 \| 0.8817 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| \| 1.0414 \| 0.3 \| 120 \| 0.7519 \| 0.2004 \| 0.2426 \| 0.8027 \| nan \| 0.7989 \| 0.9643 \| 0.0 \| 0.7894 \| 0.2927 \| nan \| 0.0920 \| 0.0 \| 0.0 \| 0.9300 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9095 \| 0.0 \| 0.0169 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0012 \| 0.0 \| 0.0 \| 0.9403 \| 0.8354 \| 0.9507 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| nan \| 0.6503 \| 0.8249 \| 0.0 \| 0.7135 \| 0.2513 \| nan \| 0.0851 \| 0.0 \| 0.0 \| 0.7073 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5968 \| 0.0 \| 0.0167 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0012 \| 0.0 \| 0.0 \| 0.7986 \| 0.6976 \| 0.8675 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| \| 0.7812 \| 0.35 \| 140 \| 0.7660 \| 0.2004 \| 0.2433 \| 0.8008 \| nan \| 0.7714 \| 0.9656 \| 0.0 \| 0.8225 \| 0.2306 \| nan \| 0.1649 \| 0.0 \| 0.0 \| 0.9393 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9225 \| 0.0 \| 0.0362 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| 0.9328 \| 0.8450 \| 0.9101 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| nan \| 0.6427 \| 0.8220 \| 0.0 \| 0.7043 \| 0.2006 \| nan \| 0.1508 \| 0.0 \| 0.0 \| 0.6825 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5969 \| 0.0 \| 0.0354 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| 0.8031 \| 0.7024 \| 0.8709 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| \| 0.6117 \| 0.4 \| 160 \| 0.7395 \| 0.2078 \| 0.2505 \| 0.8074 \| nan \| 0.8021 \| 0.9599 \| 0.0 \| 0.7951 \| 0.3092 \| nan \| 0.2320 \| 0.0 \| 0.0 \| 0.9291 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9184 \| 0.0 \| 0.0807 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0031 \| 0.0 \| 0.0 \| 0.9379 \| 0.8574 \| 0.9416 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| nan \| 0.6450 \| 0.8340 \| 0.0 \| 0.7138 \| 0.2435 \| nan \| 0.2008 \| 0.0 \| 0.0 \| 0.7102 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6146 \| 0.0 \| 0.0776 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0031 \| 0.0 \| 0.0 \| 0.8047 \| 0.7070 \| 0.8874 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| \| 1.1176 \| 0.45 \| 180 \| 0.7283 \| 0.2088 \| 0.2543 \| 0.8066 \| nan \| 0.7949 \| 0.9620 \| 0.0 \| 0.7781 \| 0.3479 \| nan \| 0.2238 \| 0.0 \| 0.0 \| 0.9365 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8798 \| 0.0 \| 0.1794 \| 0.0000 \| 0.0 \| nan \| 0.0 \| 0.0070 \| 0.0 \| 0.0 \| 0.9212 \| 0.8978 \| 0.9546 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| nan \| 0.6398 \| 0.8361 \| 0.0 \| 0.7046 \| 0.2608 \| nan \| 0.1909 \| 0.0 \| 0.0 \| 0.6770 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6329 \| 0.0 \| 0.1669 \| 0.0000 \| 0.0 \| nan \| 0.0 \| 0.0070 \| 0.0 \| 0.0 \| 0.7940 \| 0.6798 \| 0.8840 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| \| 1.0874 \| 0.5 \| 200 \| 0.7138 \| 0.2074 \| 0.2497 \| 0.8093 \| nan \| 0.8548 \| 0.9534 \| 0.0 \| 0.7502 \| 0.3509 \| nan \| 0.2045 \| 0.0 \| 0.0 \| 0.9139 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9440 \| 0.0 \| 0.0572 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0022 \| 0.0 \| 0.0 \| 0.9277 \| 0.8297 \| 0.9518 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| nan \| 0.6508 \| 0.8521 \| 0.0 \| 0.6877 \| 0.2737 \| nan \| 0.1824 \| 0.0 \| 0.0 \| 0.7291 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5955 \| 0.0 \| 0.0551 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0022 \| 0.0 \| 0.0 \| 0.8090 \| 0.7067 \| 0.8854 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| \| 1.1744 \| 0.55 \| 220 \| 0.7095 \| 0.2072 \| 0.2491 \| 0.8070 \| nan \| 0.8193 \| 0.9577 \| 0.0 \| 0.7556 \| 0.3430 \| nan \| 0.2271 \| 0.0 \| 0.0 \| 0.9157 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9490 \| 0.0 \| 0.0440 \| 0.0000 \| 0.0 \| nan \| 0.0 \| 0.0031 \| 0.0 \| 0.0 \| 0.9225 \| 0.8357 \| 0.9500 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| nan \| 0.6459 \| 0.8463 \| 0.0 \| 0.7019 \| 0.2733 \| nan \| 0.1944 \| 0.0 \| 0.0 \| 0.7281 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5841 \| 0.0 \| 0.0412 \| 0.0000 \| 0.0 \| nan \| 0.0 \| 0.0031 \| 0.0 \| 0.0 \| 0.8140 \| 0.7022 \| 0.8892 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| \| 0.8371 \| 0.6 \| 240 \| 0.7224 \| 0.2081 \| 0.2506 \| 0.8073 \| nan \| 0.8102 \| 0.9614 \| 0.0 \| 0.7220 \| 0.3368 \| nan \| 0.2390 \| 0.0 \| 0.0 \| 0.9278 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9066 \| 0.0 \| 0.1151 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0039 \| 0.0 \| 0.0 \| 0.9439 \| 0.8466 \| 0.9542 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| nan \| 0.6394 \| 0.8393 \| 0.0 \| 0.6850 \| 0.2629 \| nan \| 0.2099 \| 0.0 \| 0.0 \| 0.7123 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6215 \| 0.0 \| 0.1074 \| 0.0001 \| 0.0 \| nan \| 0.0 \| 0.0039 \| 0.0 \| 0.0 \| 0.7932 \| 0.6883 \| 0.8870 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| \| 1.0493 \| 0.65 \| 260 \| 0.7100 \| 0.2093 \| 0.2505 \| 0.8086 \| nan \| 0.8021 \| 0.9639 \| 0.0 \| 0.7634 \| 0.3138 \| nan \| 0.2254 \| 0.0 \| 0.0 \| 0.9232 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9235 \| 0.0 \| 0.0942 \| 0.0011 \| 0.0 \| nan \| 0.0 \| 0.0041 \| 0.0 \| 0.0 \| 0.9356 \| 0.8677 \| 0.9456 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| nan \| 0.6457 \| 0.8343 \| 0.0 \| 0.7131 \| 0.2547 \| nan \| 0.1979 \| 0.0 \| 0.0 \| 0.7253 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6121 \| 0.0 \| 0.0881 \| 0.0011 \| 0.0 \| nan \| 0.0 \| 0.0041 \| 0.0 \| 0.0 \| 0.8033 \| 0.7173 \| 0.8899 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| \| 0.4048 \| 0.7 \| 280 \| 0.7147 \| 0.2112 \| 0.2566 \| 0.8087 \| nan \| 0.7952 \| 0.9466 \| 0.0 \| 0.7771 \| 0.4525 \| nan \| 0.3231 \| 0.0 \| 0.0 \| 0.9329 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9329 \| 0.0 \| 0.0638 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0058 \| 0.0 \| 0.0 \| 0.9506 \| 0.8326 \| 0.9420 \| 0.0 \| 0.0 \| 0.0002 \| 0.0 \| nan \| 0.6491 \| 0.8535 \| 0.0 \| 0.7154 \| 0.2954 \| nan \| 0.2641 \| 0.0 \| 0.0 \| 0.7080 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5986 \| 0.0 \| 0.0604 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0058 \| 0.0 \| 0.0 \| 0.7988 \| 0.7070 \| 0.8915 \| 0.0 \| 0.0 \| 0.0002 \| 0.0 \| \| 0.5975 \| 0.75 \| 300 \| 0.7049 \| 0.2116 \| 0.2572 \| 0.8123 \| nan \| 0.8359 \| 0.9476 \| 0.0 \| 0.7908 \| 0.4403 \| nan \| 0.2551 \| 0.0 \| 0.0 \| 0.9417 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9331 \| 0.0 \| 0.0776 \| 0.0008 \| 0.0 \| nan \| 0.0 \| 0.0070 \| 0.0 \| 0.0 \| 0.9270 \| 0.8649 \| 0.9522 \| 0.0 \| 0.0 \| 0.0002 \| 0.0 \| nan \| 0.6454 \| 0.8593 \| 0.0 \| 0.7080 \| 0.3010 \| nan \| 0.2257 \| 0.0 \| 0.0 \| 0.6990 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6080 \| 0.0 \| 0.0732 \| 0.0008 \| 0.0 \| nan \| 0.0 \| 0.0070 \| 0.0 \| 0.0 \| 0.8192 \| 0.7197 \| 0.8919 \| 0.0 \| 0.0 \| 0.0002 \| 0.0 \| \| 0.655 \| 0.8 \| 320 \| 0.6919 \| 0.2109 \| 0.2554 \| 0.8130 \| nan \| 0.8424 \| 0.9520 \| 0.0 \| 0.8082 \| 0.3620 \| nan \| 0.2336 \| 0.0 \| 0.0 \| 0.9297 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9246 \| 0.0 \| 0.0843 \| 0.0011 \| 0.0 \| nan \| 0.0 \| 0.0133 \| 0.0 \| 0.0 \| 0.9332 \| 0.8843 \| 0.9474 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| nan \| 0.6512 \| 0.8564 \| 0.0 \| 0.7108 \| 0.2799 \| nan \| 0.2115 \| 0.0 \| 0.0 \| 0.7167 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6164 \| 0.0 \| 0.0790 \| 0.0011 \| 0.0 \| nan \| 0.0 \| 0.0132 \| 0.0 \| 0.0 \| 0.8027 \| 0.7060 \| 0.8923 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| \| 0.766 \| 0.85 \| 340 \| 0.6983 \| 0.2094 \| 0.2539 \| 0.8097 \| nan \| 0.8143 \| 0.9616 \| 0.0 \| 0.8042 \| 0.3275 \| nan \| 0.2248 \| 0.0000 \| 0.0 \| 0.9255 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9310 \| 0.0 \| 0.1054 \| 0.0003 \| 0.0 \| nan \| 0.0 \| 0.0160 \| 0.0 \| 0.0 \| 0.8967 \| 0.9101 \| 0.9536 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| nan \| 0.6514 \| 0.8454 \| 0.0 \| 0.7168 \| 0.2643 \| nan \| 0.2028 \| 0.0000 \| 0.0 \| 0.7219 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6178 \| 0.0 \| 0.0986 \| 0.0003 \| 0.0 \| nan \| 0.0 \| 0.0159 \| 0.0 \| 0.0 \| 0.7980 \| 0.6668 \| 0.8919 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| \| 0.4367 \| 0.9 \| 360 \| 0.6955 \| 0.2123 \| 0.2566 \| 0.8128 \| nan \| 0.8090 \| 0.9580 \| 0.0 \| 0.8199 \| 0.3753 \| nan \| 0.2754 \| 0.0 \| 0.0 \| 0.9210 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9402 \| 0.0 \| 0.0790 \| 0.0010 \| 0.0 \| nan \| 0.0 \| 0.0143 \| 0.0 \| 0.0 \| 0.9208 \| 0.8883 \| 0.9510 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| nan \| 0.6541 \| 0.8514 \| 0.0 \| 0.7174 \| 0.2862 \| nan \| 0.2401 \| 0.0 \| 0.0 \| 0.7243 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6082 \| 0.0 \| 0.0741 \| 0.0010 \| 0.0 \| nan \| 0.0 \| 0.0143 \| 0.0 \| 0.0 \| 0.8106 \| 0.7056 \| 0.8928 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| \| 0.4969 \| 0.95 \| 380 \| 0.6997 \| 0.2123 \| 0.2559 \| 0.8125 \| nan \| 0.7947 \| 0.9629 \| 0.0 \| 0.8125 \| 0.3625 \| nan \| 0.2558 \| 0.0001 \| 0.0 \| 0.9276 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9267 \| 0.0 \| 0.1071 \| 0.0005 \| 0.0 \| nan \| 0.0 \| 0.0181 \| 0.0 \| 0.0 \| 0.9333 \| 0.8808 \| 0.9485 \| 0.0 \| 0.0 \| 0.0008 \| 0.0 \| nan \| 0.6540 \| 0.8439 \| 0.0 \| 0.7167 \| 0.2790 \| nan \| 0.2245 \| 0.0001 \| 0.0 \| 0.7203 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6212 \| 0.0 \| 0.1010 \| 0.0005 \| 0.0 \| nan \| 0.0 \| 0.0180 \| 0.0 \| 0.0 \| 0.8060 \| 0.7023 \| 0.8932 \| 0.0 \| 0.0 \| 0.0008 \| 0.0 \| \| 0.7571 \| 1.0 \| 400 \| 0.6854 \| 0.2132 \| 0.2587 \| 0.8151 \| nan \| 0.8383 \| 0.9497 \| 0.0 \| 0.8212 \| 0.3818 \| nan \| 0.2786 \| 0.0 \| 0.0 \| 0.9368 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9300 \| 0.0 \| 0.0951 \| 0.0012 \| 0.0 \| nan \| 0.0 \| 0.0181 \| 0.0 \| 0.0 \| 0.9377 \| 0.8734 \| 0.9576 \| 0.0 \| 0.0 \| 0.0002 \| 0.0 \| nan \| 0.6565 \| 0.8602 \| 0.0 \| 0.7150 \| 0.2892 \| nan \| 0.2447 \| 0.0 \| 0.0 \| 0.7028 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6164 \| 0.0 \| 0.0896 \| 0.0012 \| 0.0 \| nan \| 0.0 \| 0.0180 \| 0.0 \| 0.0 \| 0.8065 \| 0.7196 \| 0.8903 \| 0.0 \| 0.0 \| 0.0002 \| 0.0 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.1.0+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
sam1120/parking-utcustom-train-SF-RGBD-b5_1	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b5_1 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0476 - Mean Iou: 0.4942 - Mean Accuracy: 0.9883 - Overall Accuracy: 0.9883 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9883 - Iou Unlabeled: nan - Iou Parking: 0.0 - Iou Unparking: 0.9883 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Accuracy Parking \| Accuracy Unlabeled \| Accuracy Unparking \| Iou Parking \| Iou Unlabeled \| Iou Unparking \| Validation Loss \| Mean Accuracy \| Mean Iou \| Overall Accuracy \| \|:-------------:\|:-----:\|:----:\|:----------------:\|:------------------:\|:------------------:\|:-----------:\|:-------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:----------------:\| \| 0.4573 \| 20.0 \| 20 \| nan \| nan \| 0.9829 \| 0.0 \| 0.0 \| 0.9829 \| 0.3024 \| 0.9829 \| 0.3276 \| 0.9829 \| \| 0.2183 \| 40.0 \| 40 \| nan \| nan \| 0.9953 \| 0.0 \| 0.0 \| 0.9953 \| 0.2365 \| 0.9953 \| 0.3318 \| 0.9953 \| \| 0.1266 \| 60.0 \| 60 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0999 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0929 \| 80.0 \| 80 \| nan \| nan \| 0.9972 \| 0.0 \| nan \| 0.9972 \| 0.0590 \| 0.9972 \| 0.4986 \| 0.9972 \| \| 0.0649 \| 100.0 \| 100 \| 0.0346 \| 0.4992 \| 0.9984 \| 0.9984 \| nan \| nan \| 0.9984 \| nan \| 0.0 \| 0.9984 \| \| 0.0537 \| 120.0 \| 120 \| 0.0377 \| 0.4980 \| 0.9960 \| 0.9960 \| nan \| nan \| 0.9960 \| nan \| 0.0 \| 0.9960 \| \| 0.0536 \| 140.0 \| 140 \| 0.0476 \| 0.4942 \| 0.9883 \| 0.9883 \| nan \| nan \| 0.9883 \| nan \| 0.0 \| 0.9883 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b5_3	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b5_3 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0234 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5.7e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Accuracy Parking \| Accuracy Unlabeled \| Accuracy Unparking \| Iou Parking \| Iou Unlabeled \| Iou Unparking \| Validation Loss \| Mean Accuracy \| Mean Iou \| Overall Accuracy \| \|:-------------:\|:-----:\|:----:\|:----------------:\|:------------------:\|:------------------:\|:-----------:\|:-------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:----------------:\| \| 0.3831 \| 20.0 \| 20 \| nan \| nan \| 0.9868 \| 0.0 \| nan \| 0.9868 \| 0.3810 \| 0.9868 \| 0.4934 \| 0.9868 \| \| 0.1678 \| 40.0 \| 40 \| nan \| nan \| 0.9999 \| 0.0 \| nan \| 0.9999 \| 0.2179 \| 0.9999 \| 0.5000 \| 0.9999 \| \| 0.123 \| 60.0 \| 60 \| nan \| nan \| 0.9994 \| 0.0 \| nan \| 0.9994 \| 0.0796 \| 0.9994 \| 0.4997 \| 0.9994 \| \| 0.09 \| 80.0 \| 80 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0433 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0626 \| 100.0 \| 100 \| 0.0283 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0493 \| 120.0 \| 120 \| 0.0272 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0525 \| 140.0 \| 140 \| 0.0234 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
sam1120/parking-utcustom-train-SF-RGBD-b5_4	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # parking-utcustom-train-SF-RGBD-b5_4 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0283 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results \| Training Loss \| Epoch \| Step \| Accuracy Parking \| Accuracy Unlabeled \| Accuracy Unparking \| Iou Parking \| Iou Unlabeled \| Iou Unparking \| Validation Loss \| Mean Accuracy \| Mean Iou \| Overall Accuracy \| \|:-------------:\|:-----:\|:----:\|:----------------:\|:------------------:\|:------------------:\|:-----------:\|:-------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:----------------:\| \| 0.4818 \| 20.0 \| 20 \| nan \| nan \| 0.9878 \| 0.0 \| nan \| 0.9878 \| 0.3775 \| 0.9878 \| 0.4939 \| 0.9878 \| \| 0.1939 \| 40.0 \| 40 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.1955 \| 1.0 \| 1.0 \| 1.0 \| \| 0.1272 \| 60.0 \| 60 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0813 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0999 \| 80.0 \| 80 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| 0.0399 \| 1.0 \| 1.0 \| 1.0 \| \| 0.0669 \| 100.0 \| 100 \| 0.0324 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0562 \| 120.0 \| 120 \| 0.0310 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| \| 0.0673 \| 140.0 \| 140 \| 0.0283 \| 1.0 \| 1.0 \| 1.0 \| nan \| nan \| 1.0 \| nan \| nan \| 1.0 \| ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3	[ "unlabeled", "parking", "unparking" ]
peldrak/segformer-b4-cityscapes-finetuned-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-cityscapes-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2906 - Mean Iou: 0.6957 - Mean Accuracy: 0.7566 - Overall Accuracy: 0.9338 - Accuracy Water: 0.9885 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.9414 - Accuracy Other Natural Terrain: 0.6287 - Accuracy Vegetation: 0.9357 - Accuracy Development: 0.8053 - Accuracy Unknown: 0.9966 - Iou Water: 0.9551 - Iou Whitewater: 0.0 - Iou Sediment: 0.8065 - Iou Other Natural Terrain: 0.5720 - Iou Vegetation: 0.8112 - Iou Development: 0.7293 - Iou Unknown: 0.9955 - F1 Score: 0.9309 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.6107 \| 0.24 \| 20 \| 1.3419 \| 0.4266 \| 0.5344 \| 0.8055 \| 0.8982 \| 0.0022 \| 0.9217 \| 0.0719 \| 0.8391 \| 0.0219 \| 0.9860 \| 0.8379 \| 0.0011 \| 0.4894 \| 0.0656 \| 0.5876 \| 0.0215 \| 0.9828 \| 0.7711 \| \| 1.1717 \| 0.49 \| 40 \| 0.8217 \| 0.4535 \| 0.5561 \| 0.8363 \| 0.9603 \| 0.0 \| 0.9248 \| 0.0754 \| 0.9495 \| 0.0003 \| 0.9825 \| 0.8828 \| 0.0 \| 0.5861 \| 0.0723 \| 0.6520 \| 0.0003 \| 0.9812 \| 0.7925 \| \| 0.8573 \| 0.73 \| 60 \| 0.5997 \| 0.4703 \| 0.5698 \| 0.8490 \| 0.9803 \| 0.0 \| 0.9321 \| 0.1462 \| 0.9391 \| 0.0002 \| 0.9907 \| 0.8943 \| 0.0 \| 0.5475 \| 0.1397 \| 0.7223 \| 0.0002 \| 0.9881 \| 0.8114 \| \| 0.7193 \| 0.98 \| 80 \| 0.4702 \| 0.5150 \| 0.6015 \| 0.8700 \| 0.9545 \| 0.0 \| 0.9486 \| 0.3257 \| 0.9649 \| 0.0215 \| 0.9954 \| 0.9238 \| 0.0 \| 0.6830 \| 0.2889 \| 0.6955 \| 0.0214 \| 0.9921 \| 0.8439 \| \| 0.5437 \| 1.22 \| 100 \| 0.4813 \| 0.5002 \| 0.5954 \| 0.8540 \| 0.9882 \| 0.0 \| 0.9254 \| 0.4698 \| 0.7725 \| 0.0147 \| 0.9976 \| 0.8106 \| 0.0 \| 0.6624 \| 0.3822 \| 0.6389 \| 0.0147 \| 0.9927 \| 0.8316 \| \| 0.8658 \| 1.46 \| 120 \| 0.3638 \| 0.5858 \| 0.6575 \| 0.9009 \| 0.9810 \| 0.0 \| 0.9237 \| 0.6942 \| 0.9002 \| 0.1056 \| 0.9981 \| 0.9410 \| 0.0 \| 0.8170 \| 0.5000 \| 0.7477 \| 0.1050 \| 0.9902 \| 0.8879 \| \| 0.5341 \| 1.71 \| 140 \| 0.3070 \| 0.6440 \| 0.7090 \| 0.9171 \| 0.9735 \| 0.0 \| 0.9238 \| 0.6888 \| 0.9196 \| 0.4608 \| 0.9966 \| 0.9364 \| 0.0 \| 0.8131 \| 0.5558 \| 0.7716 \| 0.4381 \| 0.9930 \| 0.9131 \| \| 0.8529 \| 1.95 \| 160 \| 0.3170 \| 0.6007 \| 0.6686 \| 0.8978 \| 0.9662 \| 0.0 \| 0.8928 \| 0.4959 \| 0.9625 \| 0.3657 \| 0.9969 \| 0.9252 \| 0.0 \| 0.7920 \| 0.4283 \| 0.7162 \| 0.3487 \| 0.9941 \| 0.8893 \| \| 0.8267 \| 2.2 \| 180 \| 0.3040 \| 0.6343 \| 0.6983 \| 0.9128 \| 0.9786 \| 0.0 \| 0.9172 \| 0.5689 \| 0.9531 \| 0.4730 \| 0.9973 \| 0.9321 \| 0.0 \| 0.7818 \| 0.5206 \| 0.7544 \| 0.4585 \| 0.9928 \| 0.9066 \| \| 0.5768 \| 2.44 \| 200 \| 0.2663 \| 0.6589 \| 0.7256 \| 0.9206 \| 0.9715 \| 0.0 \| 0.9315 \| 0.6199 \| 0.9318 \| 0.6269 \| 0.9977 \| 0.9466 \| 0.0 \| 0.7959 \| 0.5364 \| 0.7784 \| 0.5601 \| 0.9949 \| 0.9173 \| \| 0.5688 \| 2.68 \| 220 \| 0.2594 \| 0.6610 \| 0.7289 \| 0.9195 \| 0.9628 \| 0.0 \| 0.9420 \| 0.6217 \| 0.9207 \| 0.6572 \| 0.9980 \| 0.9410 \| 0.0 \| 0.8027 \| 0.5390 \| 0.7653 \| 0.5846 \| 0.9944 \| 0.9166 \| \| 0.5779 \| 2.93 \| 240 \| 0.2871 \| 0.6267 \| 0.7002 \| 0.9104 \| 0.9725 \| 0.0 \| 0.9601 \| 0.7173 \| 0.8653 \| 0.3899 \| 0.9965 \| 0.9460 \| 0.0 \| 0.7667 \| 0.5370 \| 0.7629 \| 0.3798 \| 0.9948 \| 0.9064 \| \| 0.4996 \| 3.17 \| 260 \| 0.2841 \| 0.6546 \| 0.7249 \| 0.9170 \| 0.9716 \| 0.0 \| 0.9684 \| 0.5552 \| 0.9162 \| 0.6657 \| 0.9974 \| 0.9480 \| 0.0 \| 0.7529 \| 0.4863 \| 0.7826 \| 0.6172 \| 0.9949 \| 0.9129 \| \| 0.4896 \| 3.41 \| 280 \| 0.2394 \| 0.6713 \| 0.7389 \| 0.9240 \| 0.9816 \| 0.0 \| 0.9350 \| 0.6015 \| 0.9215 \| 0.7352 \| 0.9976 \| 0.9440 \| 0.0 \| 0.7865 \| 0.5442 \| 0.7849 \| 0.6454 \| 0.9944 \| 0.9206 \| \| 0.26 \| 3.66 \| 300 \| 0.2547 \| 0.6699 \| 0.7440 \| 0.9203 \| 0.9620 \| 0.0 \| 0.9679 \| 0.7774 \| 0.8282 \| 0.6764 \| 0.9960 \| 0.9355 \| 0.0 \| 0.7622 \| 0.5947 \| 0.7708 \| 0.6317 \| 0.9946 \| 0.9200 \| \| 0.1991 \| 3.9 \| 320 \| 0.2875 \| 0.6528 \| 0.7179 \| 0.9133 \| 0.9535 \| 0.0 \| 0.8864 \| 0.5871 \| 0.9496 \| 0.6516 \| 0.9969 \| 0.9309 \| 0.0 \| 0.8090 \| 0.5008 \| 0.7420 \| 0.5919 \| 0.9948 \| 0.9104 \| \| 0.3001 \| 4.15 \| 340 \| 0.2382 \| 0.6728 \| 0.7437 \| 0.9227 \| 0.9653 \| 0.0 \| 0.9621 \| 0.7494 \| 0.8552 \| 0.6778 \| 0.9963 \| 0.9388 \| 0.0 \| 0.7812 \| 0.5856 \| 0.7809 \| 0.6285 \| 0.9947 \| 0.9220 \| \| 0.2449 \| 4.39 \| 360 \| 0.2335 \| 0.6835 \| 0.7610 \| 0.9259 \| 0.9752 \| 0.0 \| 0.9335 \| 0.8187 \| 0.8107 \| 0.7907 \| 0.9982 \| 0.9431 \| 0.0 \| 0.7791 \| 0.6198 \| 0.7808 \| 0.6673 \| 0.9945 \| 0.9260 \| \| 0.1596 \| 4.63 \| 380 \| 0.2749 \| 0.6713 \| 0.7359 \| 0.9244 \| 0.9762 \| 0.0 \| 0.9506 \| 0.5984 \| 0.9361 \| 0.6939 \| 0.9958 \| 0.9502 \| 0.0 \| 0.8048 \| 0.5367 \| 0.7810 \| 0.6316 \| 0.9946 \| 0.9210 \| \| 0.4593 \| 4.88 \| 400 \| 0.2356 \| 0.6888 \| 0.7552 \| 0.9319 \| 0.9833 \| 0.0 \| 0.9431 \| 0.7303 \| 0.8890 \| 0.7433 \| 0.9975 \| 0.9368 \| 0.0 \| 0.7817 \| 0.6452 \| 0.8107 \| 0.6519 \| 0.9950 \| 0.9303 \| \| 0.2765 \| 5.12 \| 420 \| 0.2227 \| 0.6872 \| 0.7495 \| 0.9317 \| 0.9697 \| 0.0 \| 0.9500 \| 0.6918 \| 0.9300 \| 0.7090 \| 0.9962 \| 0.9480 \| 0.0 \| 0.7901 \| 0.6052 \| 0.8154 \| 0.6567 \| 0.9949 \| 0.9298 \| \| 0.239 \| 5.37 \| 440 \| 0.2204 \| 0.6962 \| 0.7653 \| 0.9347 \| 0.9827 \| 0.0 \| 0.9260 \| 0.7312 \| 0.8975 \| 0.8233 \| 0.9965 \| 0.9534 \| 0.0 \| 0.7928 \| 0.6387 \| 0.8146 \| 0.6790 \| 0.9949 \| 0.9336 \| \| 0.2015 \| 5.61 \| 460 \| 0.2473 \| 0.6902 \| 0.7586 \| 0.9321 \| 0.9777 \| 0.0 \| 0.9450 \| 0.6361 \| 0.9254 \| 0.8290 \| 0.9970 \| 0.9559 \| 0.0 \| 0.7907 \| 0.5878 \| 0.8066 \| 0.6947 \| 0.9954 \| 0.9296 \| \| 0.1847 \| 5.85 \| 480 \| 0.2867 \| 0.6724 \| 0.7363 \| 0.9252 \| 0.9736 \| 0.0 \| 0.9011 \| 0.6840 \| 0.9348 \| 0.6652 \| 0.9950 \| 0.9362 \| 0.0 \| 0.7855 \| 0.5820 \| 0.7988 \| 0.6102 \| 0.9942 \| 0.9230 \| \| 0.1476 \| 6.1 \| 500 \| 0.2539 \| 0.6841 \| 0.7534 \| 0.9280 \| 0.9722 \| 0.0 \| 0.9291 \| 0.6154 \| 0.9258 \| 0.8335 \| 0.9980 \| 0.9508 \| 0.0 \| 0.7905 \| 0.5546 \| 0.7932 \| 0.7040 \| 0.9954 \| 0.9253 \| \| 0.199 \| 6.34 \| 520 \| 0.2064 \| 0.6957 \| 0.7675 \| 0.9336 \| 0.9897 \| 0.0 \| 0.8901 \| 0.7931 \| 0.8683 \| 0.8350 \| 0.9965 \| 0.9448 \| 0.0 \| 0.7757 \| 0.6496 \| 0.8200 \| 0.6846 \| 0.9949 \| 0.9331 \| \| 0.1857 \| 6.59 \| 540 \| 0.3659 \| 0.6484 \| 0.7182 \| 0.9115 \| 0.9770 \| 0.0 \| 0.9370 \| 0.3944 \| 0.9597 \| 0.7617 \| 0.9974 \| 0.9496 \| 0.0 \| 0.8004 \| 0.3773 \| 0.7353 \| 0.6808 \| 0.9955 \| 0.9026 \| \| 0.1589 \| 6.83 \| 560 \| 0.2996 \| 0.6793 \| 0.7430 \| 0.9268 \| 0.9728 \| 0.0 \| 0.9351 \| 0.5843 \| 0.9490 \| 0.7625 \| 0.9977 \| 0.9500 \| 0.0 \| 0.8034 \| 0.5358 \| 0.7869 \| 0.6836 \| 0.9954 \| 0.9232 \| \| 0.1164 \| 7.07 \| 580 \| 0.2593 \| 0.6962 \| 0.7629 \| 0.9339 \| 0.9802 \| 0.0 \| 0.9348 \| 0.7146 \| 0.9014 \| 0.8125 \| 0.9969 \| 0.9544 \| 0.0 \| 0.7944 \| 0.6129 \| 0.8139 \| 0.7022 \| 0.9954 \| 0.9326 \| \| 0.1889 \| 7.32 \| 600 \| 0.2391 \| 0.6957 \| 0.7579 \| 0.9353 \| 0.9755 \| 0.0 \| 0.9414 \| 0.7279 \| 0.9161 \| 0.7465 \| 0.9983 \| 0.9542 \| 0.0 \| 0.7972 \| 0.6167 \| 0.8285 \| 0.6780 \| 0.9954 \| 0.9339 \| \| 0.1553 \| 7.56 \| 620 \| 0.2779 \| 0.6909 \| 0.7537 \| 0.9322 \| 0.9802 \| 0.0 \| 0.9396 \| 0.6127 \| 0.9428 \| 0.8028 \| 0.9980 \| 0.9529 \| 0.0 \| 0.8069 \| 0.5620 \| 0.8077 \| 0.7112 \| 0.9956 \| 0.9290 \| \| 0.1076 \| 7.8 \| 640 \| 0.2944 \| 0.6883 \| 0.7516 \| 0.9302 \| 0.9733 \| 0.0 \| 0.9371 \| 0.5937 \| 0.9519 \| 0.8084 \| 0.9968 \| 0.9515 \| 0.0 \| 0.8022 \| 0.5417 \| 0.8030 \| 0.7239 \| 0.9959 \| 0.9269 \| \| 0.2934 \| 8.05 \| 660 \| 0.2662 \| 0.6932 \| 0.7642 \| 0.9328 \| 0.9834 \| 0.0 \| 0.9042 \| 0.6589 \| 0.9175 \| 0.8868 \| 0.9986 \| 0.9514 \| 0.0 \| 0.7865 \| 0.5925 \| 0.8158 \| 0.7107 \| 0.9953 \| 0.9307 \| \| 0.1314 \| 8.29 \| 680 \| 0.2920 \| 0.6884 \| 0.7516 \| 0.9314 \| 0.9748 \| 0.0 \| 0.9613 \| 0.6612 \| 0.9234 \| 0.7441 \| 0.9965 \| 0.9519 \| 0.0 \| 0.7869 \| 0.5894 \| 0.8092 \| 0.6860 \| 0.9955 \| 0.9291 \| \| 0.1798 \| 8.54 \| 700 \| 0.2516 \| 0.6888 \| 0.7547 \| 0.9302 \| 0.9815 \| 0.0 \| 0.9121 \| 0.6543 \| 0.9264 \| 0.8125 \| 0.9958 \| 0.9488 \| 0.0 \| 0.7871 \| 0.5725 \| 0.8084 \| 0.7099 \| 0.9948 \| 0.9280 \| \| 0.082 \| 8.78 \| 720 \| 0.2831 \| 0.6901 \| 0.7526 \| 0.9317 \| 0.9787 \| 0.0 \| 0.9223 \| 0.6395 \| 0.9422 \| 0.7885 \| 0.9973 \| 0.9559 \| 0.0 \| 0.7998 \| 0.5720 \| 0.8051 \| 0.7025 \| 0.9958 \| 0.9291 \| \| 0.4488 \| 9.02 \| 740 \| 0.2693 \| 0.6909 \| 0.7541 \| 0.9316 \| 0.9830 \| 0.0 \| 0.9435 \| 0.6212 \| 0.9308 \| 0.8024 \| 0.9976 \| 0.9578 \| 0.0 \| 0.7988 \| 0.5632 \| 0.8022 \| 0.7184 \| 0.9956 \| 0.9287 \| \| 0.157 \| 9.27 \| 760 \| 0.2555 \| 0.6938 \| 0.7586 \| 0.9329 \| 0.9811 \| 0.0 \| 0.9349 \| 0.6863 \| 0.9092 \| 0.7999 \| 0.9986 \| 0.9523 \| 0.0 \| 0.7878 \| 0.5975 \| 0.8151 \| 0.7087 \| 0.9952 \| 0.9311 \| \| 0.3359 \| 9.51 \| 780 \| 0.2756 \| 0.6931 \| 0.7595 \| 0.9313 \| 0.9710 \| 0.0 \| 0.9391 \| 0.6719 \| 0.9094 \| 0.8264 \| 0.9990 \| 0.9498 \| 0.0 \| 0.7894 \| 0.5864 \| 0.8044 \| 0.7262 \| 0.9954 \| 0.9295 \| \| 0.1014 \| 9.76 \| 800 \| 0.3388 \| 0.6731 \| 0.7371 \| 0.9228 \| 0.9806 \| 0.0 \| 0.9065 \| 0.5523 \| 0.9482 \| 0.7741 \| 0.9980 \| 0.9459 \| 0.0 \| 0.7898 \| 0.4996 \| 0.7776 \| 0.7025 \| 0.9962 \| 0.9186 \| \| 0.2797 \| 10.0 \| 820 \| 0.2873 \| 0.6859 \| 0.7484 \| 0.9294 \| 0.9781 \| 0.0 \| 0.9256 \| 0.6384 \| 0.9330 \| 0.7657 \| 0.9979 \| 0.9531 \| 0.0 \| 0.7977 \| 0.5552 \| 0.8002 \| 0.6986 \| 0.9965 \| 0.9269 \| \| 0.0689 \| 10.24 \| 840 \| 0.2685 \| 0.6996 \| 0.7604 \| 0.9364 \| 0.9843 \| 0.0 \| 0.9467 \| 0.6825 \| 0.9266 \| 0.7858 \| 0.9972 \| 0.9571 \| 0.0 \| 0.8004 \| 0.6079 \| 0.8236 \| 0.7122 \| 0.9959 \| 0.9344 \| \| 0.1475 \| 10.49 \| 860 \| 0.2654 \| 0.6986 \| 0.7611 \| 0.9350 \| 0.9778 \| 0.0 \| 0.9298 \| 0.6551 \| 0.9378 \| 0.8288 \| 0.9982 \| 0.9559 \| 0.0 \| 0.8022 \| 0.5867 \| 0.8177 \| 0.7313 \| 0.9963 \| 0.9327 \| \| 0.0768 \| 10.73 \| 880 \| 0.2562 \| 0.6916 \| 0.7576 \| 0.9299 \| 0.9812 \| 0.0 \| 0.9241 \| 0.7658 \| 0.8645 \| 0.7692 \| 0.9982 \| 0.9551 \| 0.0 \| 0.7959 \| 0.5885 \| 0.7989 \| 0.7060 \| 0.9965 \| 0.9296 \| \| 0.1461 \| 10.98 \| 900 \| 0.3047 \| 0.6927 \| 0.7544 \| 0.9326 \| 0.9780 \| 0.0006 \| 0.9205 \| 0.6334 \| 0.9469 \| 0.8030 \| 0.9982 \| 0.9543 \| 0.0006 \| 0.8019 \| 0.5720 \| 0.8075 \| 0.7159 \| 0.9965 \| 0.9299 \| \| 0.1344 \| 11.22 \| 920 \| 0.2906 \| 0.6957 \| 0.7566 \| 0.9338 \| 0.9885 \| 0.0 \| 0.9414 \| 0.6287 \| 0.9357 \| 0.8053 \| 0.9966 \| 0.9551 \| 0.0 \| 0.8065 \| 0.5720 \| 0.8112 \| 0.7293 \| 0.9955 \| 0.9309 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b5-cityscapes-finetuned-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-cityscapes-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2089 - Mean Iou: 0.7146 - Mean Accuracy: 0.7787 - Overall Accuracy: 0.9405 - Accuracy Water: 0.9852 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.9449 - Accuracy Other Natural Terrain: 0.8127 - Accuracy Vegetation: 0.8912 - Accuracy Development: 0.8178 - Accuracy Unknown: 0.9988 - Iou Water: 0.9473 - Iou Whitewater: 0.0 - Iou Sediment: 0.8643 - Iou Other Natural Terrain: 0.6707 - Iou Vegetation: 0.8332 - Iou Development: 0.6903 - Iou Unknown: 0.9962 - F1 Score: 0.9396 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.4984 \| 0.24 \| 20 \| 1.3678 \| 0.3190 \| 0.4635 \| 0.6471 \| 0.9581 \| 0.0494 \| 0.7773 \| 0.2596 \| 0.0977 \| 0.1357 \| 0.9668 \| 0.4831 \| 0.0109 \| 0.4201 \| 0.1425 \| 0.0915 \| 0.1183 \| 0.9665 \| 0.6005 \| \| 1.2342 \| 0.49 \| 40 \| 0.9275 \| 0.5227 \| 0.6255 \| 0.8455 \| 0.9767 \| 0.0 \| 0.9099 \| 0.5797 \| 0.7161 \| 0.2043 \| 0.9916 \| 0.7931 \| 0.0 \| 0.6701 \| 0.3636 \| 0.6441 \| 0.1980 \| 0.9902 \| 0.8375 \| \| 0.8209 \| 0.73 \| 60 \| 0.6299 \| 0.5347 \| 0.6208 \| 0.8734 \| 0.9807 \| 0.0 \| 0.9425 \| 0.3044 \| 0.9219 \| 0.1982 \| 0.9978 \| 0.8734 \| 0.0 \| 0.6613 \| 0.2815 \| 0.7380 \| 0.1950 \| 0.9939 \| 0.8525 \| \| 0.5274 \| 0.98 \| 80 \| 0.4990 \| 0.5712 \| 0.6484 \| 0.8927 \| 0.9707 \| 0.0 \| 0.9464 \| 0.4938 \| 0.9391 \| 0.1917 \| 0.9974 \| 0.9151 \| 0.0 \| 0.6904 \| 0.4405 \| 0.7697 \| 0.1889 \| 0.9939 \| 0.8785 \| \| 0.6507 \| 1.22 \| 100 \| 0.4096 \| 0.5953 \| 0.6603 \| 0.9006 \| 0.9770 \| 0.0 \| 0.9242 \| 0.4984 \| 0.9666 \| 0.2613 \| 0.9947 \| 0.9224 \| 0.0 \| 0.7824 \| 0.4518 \| 0.7618 \| 0.2553 \| 0.9930 \| 0.8881 \| \| 0.4048 \| 1.46 \| 120 \| 0.3215 \| 0.6250 \| 0.6836 \| 0.9112 \| 0.9833 \| 0.0 \| 0.9015 \| 0.5905 \| 0.9652 \| 0.3507 \| 0.9939 \| 0.9259 \| 0.0 \| 0.8146 \| 0.5149 \| 0.7829 \| 0.3442 \| 0.9923 \| 0.9029 \| \| 0.7786 \| 1.71 \| 140 \| 0.3049 \| 0.6519 \| 0.7202 \| 0.9198 \| 0.9802 \| 0.0 \| 0.9503 \| 0.5959 \| 0.9349 \| 0.5831 \| 0.9974 \| 0.9419 \| 0.0 \| 0.7755 \| 0.5490 \| 0.8068 \| 0.4960 \| 0.9943 \| 0.9152 \| \| 0.2551 \| 1.95 \| 160 \| 0.2773 \| 0.6631 \| 0.7177 \| 0.9234 \| 0.9767 \| 0.0 \| 0.9132 \| 0.6060 \| 0.9658 \| 0.5641 \| 0.9981 \| 0.9314 \| 0.0 \| 0.8348 \| 0.5425 \| 0.8069 \| 0.5308 \| 0.9953 \| 0.9184 \| \| 0.507 \| 2.2 \| 180 \| 0.2663 \| 0.6710 \| 0.7293 \| 0.9273 \| 0.9929 \| 0.0 \| 0.8742 \| 0.7709 \| 0.9289 \| 0.5429 \| 0.9951 \| 0.9253 \| 0.0 \| 0.8243 \| 0.6237 \| 0.8242 \| 0.5062 \| 0.9934 \| 0.9243 \| \| 0.3683 \| 2.44 \| 200 \| 0.2600 \| 0.6781 \| 0.7375 \| 0.9294 \| 0.9871 \| 0.0 \| 0.9118 \| 0.6361 \| 0.9499 \| 0.6783 \| 0.9992 \| 0.9238 \| 0.0 \| 0.8696 \| 0.5829 \| 0.8301 \| 0.5470 \| 0.9929 \| 0.9259 \| \| 0.1585 \| 2.68 \| 220 \| 0.2317 \| 0.6999 \| 0.7653 \| 0.9363 \| 0.9732 \| 0.0 \| 0.9596 \| 0.8637 \| 0.8878 \| 0.6773 \| 0.9958 \| 0.9320 \| 0.0 \| 0.8357 \| 0.6911 \| 0.8344 \| 0.6123 \| 0.9940 \| 0.9353 \| \| 0.2994 \| 2.93 \| 240 \| 0.2135 \| 0.7061 \| 0.7678 \| 0.9397 \| 0.9821 \| 0.0 \| 0.9410 \| 0.7728 \| 0.9178 \| 0.7621 \| 0.9989 \| 0.9374 \| 0.0 \| 0.8663 \| 0.6723 \| 0.8457 \| 0.6263 \| 0.9943 \| 0.9382 \| \| 0.4028 \| 3.17 \| 260 \| 0.2139 \| 0.6999 \| 0.7576 \| 0.9361 \| 0.9822 \| 0.0 \| 0.9119 \| 0.6861 \| 0.9448 \| 0.7793 \| 0.9988 \| 0.9368 \| 0.0 \| 0.8696 \| 0.6182 \| 0.8329 \| 0.6461 \| 0.9953 \| 0.9338 \| \| 0.8816 \| 3.41 \| 280 \| 0.2333 \| 0.6962 \| 0.7667 \| 0.9305 \| 0.9886 \| 0.0 \| 0.9155 \| 0.9030 \| 0.8429 \| 0.7203 \| 0.9964 \| 0.9414 \| 0.0 \| 0.8607 \| 0.6405 \| 0.8043 \| 0.6317 \| 0.9946 \| 0.9307 \| \| 0.2446 \| 3.66 \| 300 \| 0.1996 \| 0.7007 \| 0.7644 \| 0.9365 \| 0.9840 \| 0.0 \| 0.9290 \| 0.6645 \| 0.9404 \| 0.8364 \| 0.9962 \| 0.9447 \| 0.0 \| 0.8823 \| 0.6046 \| 0.8354 \| 0.6437 \| 0.9944 \| 0.9343 \| \| 0.2232 \| 3.9 \| 320 \| 0.2051 \| 0.7116 \| 0.7786 \| 0.9390 \| 0.9641 \| 0.0 \| 0.9646 \| 0.8646 \| 0.8806 \| 0.7778 \| 0.9987 \| 0.9471 \| 0.0 \| 0.8295 \| 0.6883 \| 0.8329 \| 0.6886 \| 0.9952 \| 0.9386 \| \| 0.4452 \| 4.15 \| 340 \| 0.1856 \| 0.7172 \| 0.7715 \| 0.9443 \| 0.9883 \| 0.0 \| 0.9248 \| 0.8287 \| 0.9255 \| 0.7362 \| 0.9968 \| 0.9452 \| 0.0 \| 0.8650 \| 0.6935 \| 0.8567 \| 0.6648 \| 0.9951 \| 0.9431 \| \| 0.6639 \| 4.39 \| 360 \| 0.2200 \| 0.6956 \| 0.7631 \| 0.9323 \| 0.9851 \| 0.0 \| 0.9306 \| 0.8878 \| 0.8582 \| 0.6817 \| 0.9982 \| 0.9459 \| 0.0 \| 0.8696 \| 0.6394 \| 0.8148 \| 0.6045 \| 0.9953 \| 0.9323 \| \| 0.1673 \| 4.63 \| 380 \| 0.2071 \| 0.7043 \| 0.7565 \| 0.9370 \| 0.9705 \| 0.0 \| 0.9330 \| 0.6659 \| 0.9589 \| 0.7677 \| 0.9991 \| 0.9409 \| 0.0 \| 0.8615 \| 0.6076 \| 0.8321 \| 0.6934 \| 0.9947 \| 0.9342 \| \| 0.2528 \| 4.88 \| 400 \| 0.2117 \| 0.7034 \| 0.7565 \| 0.9359 \| 0.9787 \| 0.0 \| 0.9338 \| 0.6697 \| 0.9490 \| 0.7671 \| 0.9973 \| 0.9446 \| 0.0 \| 0.8726 \| 0.5983 \| 0.8234 \| 0.6897 \| 0.9952 \| 0.9333 \| \| 0.1674 \| 5.12 \| 420 \| 0.1861 \| 0.7140 \| 0.7736 \| 0.9416 \| 0.9824 \| 0.0 \| 0.9427 \| 0.8402 \| 0.9032 \| 0.7489 \| 0.9975 \| 0.9456 \| 0.0 \| 0.8615 \| 0.6812 \| 0.8437 \| 0.6702 \| 0.9957 \| 0.9407 \| \| 0.1998 \| 5.37 \| 440 \| 0.2050 \| 0.7070 \| 0.7768 \| 0.9367 \| 0.9862 \| 0.0 \| 0.9354 \| 0.8709 \| 0.8643 \| 0.7839 \| 0.9969 \| 0.9413 \| 0.0 \| 0.8606 \| 0.6738 \| 0.8230 \| 0.6548 \| 0.9955 \| 0.9364 \| \| 0.5372 \| 5.61 \| 460 \| 0.2338 \| 0.6989 \| 0.7729 \| 0.9313 \| 0.9773 \| 0.0 \| 0.9447 \| 0.9166 \| 0.8342 \| 0.7408 \| 0.9968 \| 0.9414 \| 0.0 \| 0.8527 \| 0.6543 \| 0.8025 \| 0.6465 \| 0.9953 \| 0.9316 \| \| 0.4256 \| 5.85 \| 480 \| 0.2534 \| 0.6867 \| 0.7590 \| 0.9273 \| 0.9553 \| 0.0 \| 0.9602 \| 0.6375 \| 0.9181 \| 0.8446 \| 0.9971 \| 0.9353 \| 0.0 \| 0.8143 \| 0.5872 \| 0.8009 \| 0.6738 \| 0.9953 \| 0.9250 \| \| 0.0827 \| 6.1 \| 500 \| 0.2119 \| 0.7114 \| 0.7629 \| 0.9413 \| 0.9895 \| 0.0 \| 0.9165 \| 0.7505 \| 0.9433 \| 0.7434 \| 0.9974 \| 0.9444 \| 0.0 \| 0.8589 \| 0.6582 \| 0.8451 \| 0.6778 \| 0.9957 \| 0.9394 \| \| 0.2338 \| 6.34 \| 520 \| 0.2138 \| 0.7079 \| 0.7723 \| 0.9374 \| 0.9819 \| 0.0 \| 0.9384 \| 0.8654 \| 0.8797 \| 0.7439 \| 0.9965 \| 0.9481 \| 0.0 \| 0.8737 \| 0.6593 \| 0.8267 \| 0.6520 \| 0.9953 \| 0.9372 \| \| 0.1263 \| 6.59 \| 540 \| 0.1682 \| 0.7231 \| 0.7799 \| 0.9462 \| 0.9807 \| 0.0 \| 0.9551 \| 0.7840 \| 0.9333 \| 0.8103 \| 0.9958 \| 0.9427 \| 0.0 \| 0.8617 \| 0.7056 \| 0.8611 \| 0.6966 \| 0.9942 \| 0.9448 \| \| 0.1373 \| 6.83 \| 560 \| 0.1984 \| 0.7182 \| 0.7657 \| 0.9456 \| 0.9785 \| 0.0 \| 0.9305 \| 0.8234 \| 0.9472 \| 0.6829 \| 0.9977 \| 0.9423 \| 0.0 \| 0.8778 \| 0.7004 \| 0.8595 \| 0.6516 \| 0.9957 \| 0.9440 \| \| 0.1189 \| 7.07 \| 580 \| 0.1844 \| 0.7184 \| 0.7845 \| 0.9421 \| 0.9798 \| 0.0 \| 0.9466 \| 0.8298 \| 0.8895 \| 0.8469 \| 0.9990 \| 0.9505 \| 0.0 \| 0.8620 \| 0.6861 \| 0.8382 \| 0.6970 \| 0.9953 \| 0.9415 \| \| 0.114 \| 7.32 \| 600 \| 0.2013 \| 0.7108 \| 0.7705 \| 0.9409 \| 0.9849 \| 0.0 \| 0.9440 \| 0.6908 \| 0.9403 \| 0.8357 \| 0.9977 \| 0.9510 \| 0.0 \| 0.8504 \| 0.6427 \| 0.8423 \| 0.6934 \| 0.9960 \| 0.9387 \| \| 0.14 \| 7.56 \| 620 \| 0.2101 \| 0.7103 \| 0.7741 \| 0.9381 \| 0.9811 \| 0.0 \| 0.9425 \| 0.8484 \| 0.8805 \| 0.7675 \| 0.9988 \| 0.9483 \| 0.0 \| 0.8476 \| 0.6670 \| 0.8268 \| 0.6864 \| 0.9958 \| 0.9375 \| \| 0.1143 \| 7.8 \| 640 \| 0.2263 \| 0.7087 \| 0.7730 \| 0.9381 \| 0.9804 \| 0.0 \| 0.9451 \| 0.8729 \| 0.8784 \| 0.7370 \| 0.9971 \| 0.9485 \| 0.0 \| 0.8420 \| 0.6783 \| 0.8275 \| 0.6688 \| 0.9958 \| 0.9375 \| \| 0.152 \| 8.05 \| 660 \| 0.2387 \| 0.6931 \| 0.7492 \| 0.9323 \| 0.9761 \| 0.0 \| 0.9503 \| 0.6037 \| 0.9556 \| 0.7613 \| 0.9976 \| 0.9458 \| 0.0 \| 0.8648 \| 0.5609 \| 0.8146 \| 0.6698 \| 0.9960 \| 0.9286 \| \| 0.1181 \| 8.29 \| 680 \| 0.2001 \| 0.7172 \| 0.7755 \| 0.9434 \| 0.9868 \| 0.0 \| 0.9270 \| 0.8238 \| 0.9157 \| 0.7784 \| 0.9970 \| 0.9479 \| 0.0 \| 0.8747 \| 0.6824 \| 0.8503 \| 0.6699 \| 0.9956 \| 0.9425 \| \| 0.1335 \| 8.54 \| 700 \| 0.1978 \| 0.7200 \| 0.7740 \| 0.9441 \| 0.9820 \| 0.0 \| 0.9340 \| 0.8293 \| 0.9202 \| 0.7541 \| 0.9982 \| 0.9462 \| 0.0 \| 0.8733 \| 0.6805 \| 0.8521 \| 0.6916 \| 0.9960 \| 0.9431 \| \| 0.1622 \| 8.78 \| 720 \| 0.2071 \| 0.7114 \| 0.7689 \| 0.9402 \| 0.9783 \| 0.0 \| 0.9482 \| 0.8073 \| 0.9141 \| 0.7370 \| 0.9971 \| 0.9483 \| 0.0 \| 0.8575 \| 0.6692 \| 0.8360 \| 0.6731 \| 0.9960 \| 0.9391 \| \| 0.1442 \| 9.02 \| 740 \| 0.2036 \| 0.7196 \| 0.7773 \| 0.9438 \| 0.9783 \| 0.0 \| 0.9447 \| 0.8285 \| 0.9167 \| 0.7764 \| 0.9962 \| 0.9471 \| 0.0 \| 0.8730 \| 0.6855 \| 0.8495 \| 0.6872 \| 0.9953 \| 0.9429 \| \| 0.2202 \| 9.27 \| 760 \| 0.2098 \| 0.7169 \| 0.7790 \| 0.9430 \| 0.9783 \| 0.0 \| 0.9479 \| 0.7991 \| 0.9163 \| 0.8146 \| 0.9965 \| 0.9490 \| 0.0 \| 0.8747 \| 0.6730 \| 0.8504 \| 0.6754 \| 0.9955 \| 0.9422 \| \| 0.0901 \| 9.51 \| 780 \| 0.2155 \| 0.7093 \| 0.7665 \| 0.9391 \| 0.9820 \| 0.0 \| 0.9514 \| 0.6777 \| 0.9401 \| 0.8163 \| 0.9980 \| 0.9483 \| 0.0 \| 0.8643 \| 0.6203 \| 0.8329 \| 0.7034 \| 0.9961 \| 0.9366 \| \| 0.1312 \| 9.76 \| 800 \| 0.2106 \| 0.7195 \| 0.7748 \| 0.9427 \| 0.9803 \| 0.0 \| 0.9329 \| 0.8443 \| 0.9108 \| 0.7578 \| 0.9971 \| 0.9501 \| 0.0 \| 0.8861 \| 0.6707 \| 0.8417 \| 0.6919 \| 0.9959 \| 0.9421 \| \| 0.0819 \| 10.0 \| 820 \| 0.2075 \| 0.7206 \| 0.7754 \| 0.9439 \| 0.9782 \| 0.0 \| 0.9391 \| 0.8065 \| 0.9266 \| 0.7805 \| 0.9967 \| 0.9480 \| 0.0 \| 0.8831 \| 0.6742 \| 0.8478 \| 0.6956 \| 0.9957 \| 0.9429 \| \| 0.1534 \| 10.24 \| 840 \| 0.2261 \| 0.7225 \| 0.7729 \| 0.9453 \| 0.9863 \| 0.0 \| 0.9152 \| 0.8002 \| 0.9420 \| 0.7713 \| 0.9955 \| 0.9478 \| 0.0 \| 0.8814 \| 0.6825 \| 0.8542 \| 0.6967 \| 0.9950 \| 0.9441 \| \| 0.1802 \| 10.49 \| 860 \| 0.2242 \| 0.7199 \| 0.7720 \| 0.9448 \| 0.9841 \| 0.0 \| 0.9178 \| 0.7703 \| 0.9468 \| 0.7877 \| 0.9971 \| 0.9515 \| 0.0 \| 0.8848 \| 0.6641 \| 0.8552 \| 0.6878 \| 0.9961 \| 0.9435 \| \| 0.121 \| 10.73 \| 880 \| 0.2070 \| 0.7187 \| 0.7776 \| 0.9426 \| 0.9870 \| 0.0 \| 0.9430 \| 0.8421 \| 0.8984 \| 0.7755 \| 0.9974 \| 0.9481 \| 0.0 \| 0.8608 \| 0.6864 \| 0.8406 \| 0.6993 \| 0.9959 \| 0.9417 \| \| 0.1183 \| 10.98 \| 900 \| 0.2322 \| 0.7145 \| 0.7685 \| 0.9414 \| 0.9827 \| 0.0 \| 0.9363 \| 0.7313 \| 0.9405 \| 0.7919 \| 0.9969 \| 0.9499 \| 0.0 \| 0.8806 \| 0.6364 \| 0.8413 \| 0.6974 \| 0.9959 \| 0.9396 \| \| 0.0996 \| 11.22 \| 920 \| 0.2307 \| 0.7166 \| 0.7718 \| 0.9422 \| 0.9761 \| 0.0 \| 0.9440 \| 0.8266 \| 0.9154 \| 0.7420 \| 0.9984 \| 0.9465 \| 0.0 \| 0.8700 \| 0.6678 \| 0.8450 \| 0.6907 \| 0.9963 \| 0.9413 \| \| 0.1164 \| 11.46 \| 940 \| 0.2089 \| 0.7146 \| 0.7787 \| 0.9405 \| 0.9852 \| 0.0 \| 0.9449 \| 0.8127 \| 0.8912 \| 0.8178 \| 0.9988 \| 0.9473 \| 0.0 \| 0.8643 \| 0.6707 \| 0.8332 \| 0.6903 \| 0.9962 \| 0.9396 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
renzr/segformer-b0-finetuned-segments-iceskaters	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-iceskaters This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the renzr/iceskaters dataset. ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "skater", "skate", "ice" ]
peldrak/segformer-b5-cityscapes-finetuned-coastTrain-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-cityscapes-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b5-cityscapes-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b5-cityscapes-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2369 - Mean Iou: 0.7581 - Mean Accuracy: 0.8319 - Overall Accuracy: 0.9386 - Accuracy Water: 0.9821 - Accuracy Whitewater: 0.4902 - Accuracy Sediment: 0.9136 - Accuracy Other Natural Terrain: 0.8026 - Accuracy Vegetation: 0.9297 - Accuracy Development: 0.7063 - Accuracy Unknown: 0.9989 - Iou Water: 0.9520 - Iou Whitewater: 0.3507 - Iou Sediment: 0.8649 - Iou Other Natural Terrain: 0.6679 - Iou Vegetation: 0.8298 - Iou Development: 0.6457 - Iou Unknown: 0.9956 - F1 Score: 0.9379 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 0.4436 \| 0.24 \| 20 \| 0.3559 \| 0.6026 \| 0.6838 \| 0.8880 \| 0.9773 \| 0.0337 \| 0.9374 \| 0.5772 \| 0.8436 \| 0.4204 \| 0.9972 \| 0.8777 \| 0.0293 \| 0.7012 \| 0.4913 \| 0.7446 \| 0.3805 \| 0.9937 \| 0.8816 \| \| 0.3897 \| 0.49 \| 40 \| 0.2428 \| 0.6524 \| 0.7222 \| 0.9165 \| 0.9825 \| 0.0 \| 0.9378 \| 0.7357 \| 0.8910 \| 0.5144 \| 0.9944 \| 0.9418 \| 0.0 \| 0.7760 \| 0.5956 \| 0.8037 \| 0.4564 \| 0.9931 \| 0.9134 \| \| 0.5041 \| 0.73 \| 60 \| 0.2645 \| 0.6562 \| 0.7196 \| 0.9172 \| 0.9864 \| 0.0587 \| 0.9317 \| 0.6634 \| 0.9456 \| 0.4577 \| 0.9934 \| 0.9407 \| 0.0581 \| 0.7808 \| 0.5880 \| 0.8037 \| 0.4299 \| 0.9922 \| 0.9118 \| \| 0.1355 \| 0.98 \| 80 \| 0.1992 \| 0.7084 \| 0.7729 \| 0.9324 \| 0.9855 \| 0.1154 \| 0.9117 \| 0.8215 \| 0.8980 \| 0.6808 \| 0.9974 \| 0.9470 \| 0.1086 \| 0.8482 \| 0.6539 \| 0.8245 \| 0.5821 \| 0.9943 \| 0.9316 \| \| 0.1142 \| 1.22 \| 100 \| 0.2597 \| 0.6630 \| 0.7299 \| 0.9220 \| 0.9852 \| 0.0279 \| 0.9498 \| 0.8028 \| 0.8860 \| 0.4611 \| 0.9965 \| 0.9489 \| 0.0278 \| 0.7668 \| 0.6533 \| 0.8202 \| 0.4298 \| 0.9943 \| 0.9184 \| \| 0.2346 \| 1.46 \| 120 \| 0.2670 \| 0.6708 \| 0.7331 \| 0.9239 \| 0.9823 \| 0.0530 \| 0.9331 \| 0.7716 \| 0.9238 \| 0.4729 \| 0.9953 \| 0.9497 \| 0.0524 \| 0.8044 \| 0.6352 \| 0.8128 \| 0.4478 \| 0.9936 \| 0.9201 \| \| 0.4209 \| 1.71 \| 140 \| 0.1952 \| 0.7291 \| 0.7955 \| 0.9336 \| 0.9688 \| 0.2746 \| 0.9536 \| 0.8644 \| 0.8830 \| 0.6252 \| 0.9989 \| 0.9485 \| 0.2476 \| 0.8375 \| 0.6754 \| 0.8291 \| 0.5719 \| 0.9939 \| 0.9328 \| \| 0.0803 \| 1.95 \| 160 \| 0.2460 \| 0.6772 \| 0.7440 \| 0.9228 \| 0.9824 \| 0.0952 \| 0.9514 \| 0.7835 \| 0.8898 \| 0.5101 \| 0.9958 \| 0.9458 \| 0.0937 \| 0.7832 \| 0.6355 \| 0.8190 \| 0.4692 \| 0.9943 \| 0.9200 \| \| 0.3305 \| 2.2 \| 180 \| 0.2127 \| 0.7372 \| 0.7992 \| 0.9381 \| 0.9869 \| 0.1967 \| 0.9330 \| 0.7088 \| 0.9337 \| 0.8417 \| 0.9935 \| 0.9463 \| 0.1844 \| 0.8578 \| 0.6514 \| 0.8284 \| 0.6996 \| 0.9928 \| 0.9366 \| \| 0.1355 \| 2.44 \| 200 \| 0.1968 \| 0.7219 \| 0.7768 \| 0.9387 \| 0.9877 \| 0.0983 \| 0.9309 \| 0.7413 \| 0.9411 \| 0.7414 \| 0.9971 \| 0.9480 \| 0.0963 \| 0.8611 \| 0.6629 \| 0.8333 \| 0.6575 \| 0.9941 \| 0.9370 \| \| 0.0807 \| 2.68 \| 220 \| 0.2531 \| 0.6939 \| 0.7569 \| 0.9273 \| 0.9826 \| 0.1709 \| 0.9534 \| 0.7590 \| 0.9194 \| 0.5160 \| 0.9969 \| 0.9520 \| 0.1628 \| 0.8076 \| 0.6326 \| 0.8290 \| 0.4785 \| 0.9950 \| 0.9242 \| \| 0.1226 \| 2.93 \| 240 \| 0.2434 \| 0.7382 \| 0.8081 \| 0.9315 \| 0.9832 \| 0.3932 \| 0.9090 \| 0.7441 \| 0.9272 \| 0.7026 \| 0.9976 \| 0.9340 \| 0.3119 \| 0.8604 \| 0.6199 \| 0.8192 \| 0.6276 \| 0.9947 \| 0.9303 \| \| 0.0681 \| 3.17 \| 260 \| 0.2265 \| 0.7529 \| 0.8220 \| 0.9387 \| 0.9802 \| 0.3786 \| 0.9371 \| 0.7742 \| 0.9194 \| 0.7668 \| 0.9974 \| 0.9506 \| 0.3042 \| 0.8661 \| 0.6614 \| 0.8315 \| 0.6617 \| 0.9950 \| 0.9380 \| \| 0.1304 \| 3.41 \| 280 \| 0.2342 \| 0.7360 \| 0.8009 \| 0.9348 \| 0.9772 \| 0.3403 \| 0.9507 \| 0.7835 \| 0.9220 \| 0.6358 \| 0.9971 \| 0.9486 \| 0.2864 \| 0.8471 \| 0.6572 \| 0.8302 \| 0.5880 \| 0.9947 \| 0.9333 \| \| 0.1353 \| 3.66 \| 300 \| 0.1970 \| 0.7426 \| 0.8071 \| 0.9400 \| 0.9803 \| 0.2770 \| 0.9285 \| 0.8866 \| 0.8962 \| 0.6822 \| 0.9987 \| 0.9508 \| 0.2259 \| 0.8732 \| 0.6883 \| 0.8370 \| 0.6278 \| 0.9954 \| 0.9397 \| \| 0.3968 \| 3.9 \| 320 \| 0.2181 \| 0.7551 \| 0.8214 \| 0.9389 \| 0.9868 \| 0.3918 \| 0.9280 \| 0.7945 \| 0.9160 \| 0.7343 \| 0.9982 \| 0.9512 \| 0.3204 \| 0.8645 \| 0.6646 \| 0.8297 \| 0.6594 \| 0.9962 \| 0.9381 \| \| 0.0548 \| 4.15 \| 340 \| 0.2025 \| 0.7645 \| 0.8313 \| 0.9411 \| 0.9804 \| 0.4091 \| 0.9287 \| 0.7892 \| 0.9208 \| 0.7920 \| 0.9987 \| 0.9525 \| 0.3393 \| 0.8686 \| 0.6729 \| 0.8347 \| 0.6878 \| 0.9956 \| 0.9406 \| \| 0.0653 \| 4.39 \| 360 \| 0.2549 \| 0.7399 \| 0.8105 \| 0.9327 \| 0.9851 \| 0.4396 \| 0.9222 \| 0.8119 \| 0.9144 \| 0.6029 \| 0.9976 \| 0.9528 \| 0.3534 \| 0.8455 \| 0.6479 \| 0.8239 \| 0.5602 \| 0.9957 \| 0.9314 \| \| 0.1244 \| 4.63 \| 380 \| 0.2580 \| 0.7216 \| 0.7821 \| 0.9336 \| 0.9925 \| 0.2673 \| 0.9136 \| 0.7674 \| 0.9405 \| 0.5951 \| 0.9984 \| 0.9465 \| 0.2327 \| 0.8327 \| 0.6598 \| 0.8338 \| 0.5501 \| 0.9957 \| 0.9312 \| \| 0.2298 \| 4.88 \| 400 \| 0.2345 \| 0.7441 \| 0.8112 \| 0.9368 \| 0.9760 \| 0.2900 \| 0.9511 \| 0.8680 \| 0.8716 \| 0.7250 \| 0.9965 \| 0.9520 \| 0.2585 \| 0.8639 \| 0.6659 \| 0.8229 \| 0.6497 \| 0.9956 \| 0.9369 \| \| 0.0469 \| 5.12 \| 420 \| 0.2614 \| 0.7131 \| 0.7813 \| 0.9279 \| 0.9854 \| 0.3576 \| 0.9420 \| 0.8114 \| 0.9099 \| 0.4639 \| 0.9986 \| 0.9534 \| 0.3075 \| 0.8081 \| 0.6597 \| 0.8237 \| 0.4432 \| 0.9957 \| 0.9244 \| \| 0.1398 \| 5.37 \| 440 \| 0.2542 \| 0.7344 \| 0.8077 \| 0.9318 \| 0.9851 \| 0.4151 \| 0.9388 \| 0.8538 \| 0.8842 \| 0.5789 \| 0.9979 \| 0.9561 \| 0.3381 \| 0.8258 \| 0.6665 \| 0.8241 \| 0.5345 \| 0.9957 \| 0.9305 \| \| 0.0683 \| 5.61 \| 460 \| 0.2496 \| 0.7472 \| 0.8213 \| 0.9365 \| 0.9856 \| 0.5096 \| 0.9419 \| 0.8014 \| 0.9301 \| 0.5823 \| 0.9980 \| 0.9569 \| 0.3788 \| 0.8228 \| 0.6847 \| 0.8445 \| 0.5467 \| 0.9961 \| 0.9346 \| \| 0.141 \| 5.85 \| 480 \| 0.2251 \| 0.7514 \| 0.8174 \| 0.9393 \| 0.9873 \| 0.3664 \| 0.9389 \| 0.8465 \| 0.8977 \| 0.6867 \| 0.9982 \| 0.9559 \| 0.3151 \| 0.8544 \| 0.6856 \| 0.8387 \| 0.6140 \| 0.9962 \| 0.9387 \| \| 0.2161 \| 6.1 \| 500 \| 0.2369 \| 0.7581 \| 0.8319 \| 0.9386 \| 0.9821 \| 0.4902 \| 0.9136 \| 0.8026 \| 0.9297 \| 0.7063 \| 0.9989 \| 0.9520 \| 0.3507 \| 0.8649 \| 0.6679 \| 0.8298 \| 0.6457 \| 0.9956 \| 0.9379 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-ade-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-ade-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.2784 - Mean Iou: 0.7615 - Mean Accuracy: 0.8569 - Overall Accuracy: 0.9286 - Accuracy Water: 0.9717 - Accuracy Whitewater: 0.5408 - Accuracy Sediment: 0.9245 - Accuracy Other Natural Terrain: 0.8160 - Accuracy Vegetation: 0.8979 - Accuracy Development: 0.9242 - Accuracy Unknown: 0.9232 - Iou Water: 0.9253 - Iou Whitewater: 0.4607 - Iou Sediment: 0.8453 - Iou Other Natural Terrain: 0.5582 - Iou Vegetation: 0.8460 - Iou Development: 0.8152 - Iou Unknown: 0.8799 - F1 Score: 0.9283 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.663 \| 0.16 \| 20 \| 1.5090 \| 0.4228 \| 0.5280 \| 0.7404 \| 0.7454 \| 0.1290 \| 0.6594 \| 0.0007 \| 0.9158 \| 0.4431 \| 0.8027 \| 0.7085 \| 0.0661 \| 0.5003 \| 0.0006 \| 0.5240 \| 0.3651 \| 0.7953 \| 0.7435 \| \| 1.4278 \| 0.31 \| 40 \| 1.1477 \| 0.4735 \| 0.5606 \| 0.8162 \| 0.9166 \| 0.0018 \| 0.7142 \| 0.0000 \| 0.8720 \| 0.5680 \| 0.8513 \| 0.8291 \| 0.0018 \| 0.5805 \| 0.0000 \| 0.6259 \| 0.4328 \| 0.8441 \| 0.8075 \| \| 1.5096 \| 0.47 \| 60 \| 0.8839 \| 0.4469 \| 0.5277 \| 0.7917 \| 0.8650 \| 0.0000 \| 0.5808 \| 0.0 \| 0.9654 \| 0.4206 \| 0.8618 \| 0.8144 \| 0.0000 \| 0.5120 \| 0.0 \| 0.5659 \| 0.3769 \| 0.8589 \| 0.7834 \| \| 1.2289 \| 0.62 \| 80 \| 0.7240 \| 0.4889 \| 0.5772 \| 0.8285 \| 0.9213 \| 0.0010 \| 0.7241 \| 0.0 \| 0.8451 \| 0.6604 \| 0.8885 \| 0.8586 \| 0.0010 \| 0.6189 \| 0.0 \| 0.6392 \| 0.4241 \| 0.8807 \| 0.8226 \| \| 0.7603 \| 0.78 \| 100 \| 0.5905 \| 0.5238 \| 0.6004 \| 0.8575 \| 0.9406 \| 0.0008 \| 0.7086 \| 0.0 \| 0.9081 \| 0.7470 \| 0.8978 \| 0.8633 \| 0.0008 \| 0.6391 \| 0.0 \| 0.6927 \| 0.5817 \| 0.8892 \| 0.8479 \| \| 1.1379 \| 0.93 \| 120 \| 0.5625 \| 0.5427 \| 0.6168 \| 0.8713 \| 0.9660 \| 0.0028 \| 0.6806 \| 0.0 \| 0.8917 \| 0.8819 \| 0.8947 \| 0.8537 \| 0.0028 \| 0.6139 \| 0.0 \| 0.7520 \| 0.6952 \| 0.8813 \| 0.8597 \| \| 0.7824 \| 1.09 \| 140 \| 0.5163 \| 0.5320 \| 0.6100 \| 0.8653 \| 0.9728 \| 0.0001 \| 0.6368 \| 0.0 \| 0.8720 \| 0.8917 \| 0.8963 \| 0.8734 \| 0.0001 \| 0.6084 \| 0.0 \| 0.7073 \| 0.6440 \| 0.8911 \| 0.8541 \| \| 0.6537 \| 1.24 \| 160 \| 0.4595 \| 0.5526 \| 0.6278 \| 0.8782 \| 0.9497 \| 0.0001 \| 0.7542 \| 0.0 \| 0.9018 \| 0.8883 \| 0.9004 \| 0.8791 \| 0.0001 \| 0.6505 \| 0.0 \| 0.7401 \| 0.7045 \| 0.8938 \| 0.8682 \| \| 0.7204 \| 1.4 \| 180 \| 0.4031 \| 0.5593 \| 0.6379 \| 0.8834 \| 0.9572 \| 0.0004 \| 0.8028 \| 0.0 \| 0.8648 \| 0.9356 \| 0.9048 \| 0.8913 \| 0.0004 \| 0.7384 \| 0.0 \| 0.7428 \| 0.6471 \| 0.8950 \| 0.8746 \| \| 0.663 \| 1.55 \| 200 \| 0.4097 \| 0.5592 \| 0.6383 \| 0.8813 \| 0.9777 \| 0.0 \| 0.8640 \| 0.0 \| 0.8036 \| 0.9289 \| 0.8937 \| 0.8718 \| 0.0 \| 0.7381 \| 0.0 \| 0.7349 \| 0.6829 \| 0.8869 \| 0.8710 \| \| 0.4566 \| 1.71 \| 220 \| 0.3912 \| 0.5598 \| 0.6405 \| 0.8813 \| 0.9515 \| 0.0011 \| 0.8262 \| 0.0 \| 0.8494 \| 0.9577 \| 0.8973 \| 0.8743 \| 0.0011 \| 0.7426 \| 0.0 \| 0.7405 \| 0.6706 \| 0.8895 \| 0.8722 \| \| 1.4951 \| 1.86 \| 240 \| 0.3756 \| 0.5566 \| 0.6419 \| 0.8804 \| 0.9674 \| 0.0006 \| 0.8683 \| 0.0 \| 0.7963 \| 0.9635 \| 0.8971 \| 0.8869 \| 0.0006 \| 0.7625 \| 0.0 \| 0.7352 \| 0.6198 \| 0.8909 \| 0.8721 \| \| 0.6232 \| 2.02 \| 260 \| 0.3842 \| 0.5650 \| 0.6357 \| 0.8869 \| 0.9528 \| 0.0014 \| 0.7446 \| 0.0 \| 0.9224 \| 0.9236 \| 0.9049 \| 0.8897 \| 0.0014 \| 0.6955 \| 0.0 \| 0.7485 \| 0.7258 \| 0.8940 \| 0.8767 \| \| 1.0104 \| 2.17 \| 280 \| 0.3335 \| 0.5791 \| 0.6489 \| 0.8974 \| 0.9719 \| 0.0028 \| 0.8548 \| 0.0 \| 0.8796 \| 0.9284 \| 0.9049 \| 0.8934 \| 0.0028 \| 0.7673 \| 0.0 \| 0.7825 \| 0.7165 \| 0.8912 \| 0.8872 \| \| 0.4107 \| 2.33 \| 300 \| 0.3663 \| 0.5642 \| 0.6456 \| 0.8855 \| 0.9677 \| 0.0023 \| 0.8966 \| 0.0 \| 0.8048 \| 0.9413 \| 0.9065 \| 0.8765 \| 0.0023 \| 0.7372 \| 0.0 \| 0.7532 \| 0.6814 \| 0.8985 \| 0.8758 \| \| 0.3112 \| 2.48 \| 320 \| 0.3318 \| 0.5833 \| 0.6553 \| 0.9006 \| 0.9668 \| 0.0132 \| 0.8693 \| 0.0 \| 0.8855 \| 0.9475 \| 0.9047 \| 0.9026 \| 0.0132 \| 0.7776 \| 0.0 \| 0.7936 \| 0.6974 \| 0.8991 \| 0.8912 \| \| 0.6679 \| 2.64 \| 340 \| 0.3357 \| 0.5840 \| 0.6520 \| 0.8979 \| 0.9620 \| 0.0109 \| 0.8876 \| 0.0008 \| 0.8768 \| 0.9071 \| 0.9187 \| 0.8819 \| 0.0109 \| 0.7585 \| 0.0008 \| 0.8002 \| 0.7742 \| 0.8611 \| 0.8873 \| \| 0.6522 \| 2.79 \| 360 \| 0.3201 \| 0.5850 \| 0.6559 \| 0.9015 \| 0.9703 \| 0.0209 \| 0.8589 \| 0.0010 \| 0.8874 \| 0.9440 \| 0.9088 \| 0.9037 \| 0.0208 \| 0.7665 \| 0.0010 \| 0.8052 \| 0.7186 \| 0.8794 \| 0.8917 \| \| 0.569 \| 2.95 \| 380 \| 0.3227 \| 0.5899 \| 0.6592 \| 0.9000 \| 0.9738 \| 0.0292 \| 0.8709 \| 0.0294 \| 0.8731 \| 0.9292 \| 0.9086 \| 0.8907 \| 0.0291 \| 0.7557 \| 0.0294 \| 0.8057 \| 0.7445 \| 0.8744 \| 0.8902 \| \| 0.5766 \| 3.1 \| 400 \| 0.3537 \| 0.5747 \| 0.6401 \| 0.8907 \| 0.9663 \| 0.0301 \| 0.7411 \| 0.0043 \| 0.9260 \| 0.9117 \| 0.9013 \| 0.8742 \| 0.0300 \| 0.7095 \| 0.0043 \| 0.7776 \| 0.7304 \| 0.8966 \| 0.8804 \| \| 1.1582 \| 3.26 \| 420 \| 0.3125 \| 0.6175 \| 0.6767 \| 0.9030 \| 0.9783 \| 0.0329 \| 0.8699 \| 0.1886 \| 0.9039 \| 0.8574 \| 0.9059 \| 0.8795 \| 0.0325 \| 0.7877 \| 0.1879 \| 0.8158 \| 0.7437 \| 0.8757 \| 0.8948 \| \| 0.4788 \| 3.41 \| 440 \| 0.2963 \| 0.6457 \| 0.7017 \| 0.9145 \| 0.9791 \| 0.0397 \| 0.9018 \| 0.2594 \| 0.9025 \| 0.9140 \| 0.9151 \| 0.8995 \| 0.0394 \| 0.8221 \| 0.2566 \| 0.8277 \| 0.8050 \| 0.8697 \| 0.9069 \| \| 0.2278 \| 3.57 \| 460 \| 0.3154 \| 0.6225 \| 0.6920 \| 0.9049 \| 0.9683 \| 0.1006 \| 0.8834 \| 0.1576 \| 0.8780 \| 0.9448 \| 0.9116 \| 0.9053 \| 0.0996 \| 0.7952 \| 0.1573 \| 0.8066 \| 0.7248 \| 0.8684 \| 0.8983 \| \| 0.4206 \| 3.72 \| 480 \| 0.3235 \| 0.5959 \| 0.6553 \| 0.9007 \| 0.9666 \| 0.0412 \| 0.8435 \| 0.0371 \| 0.9305 \| 0.8624 \| 0.9060 \| 0.9002 \| 0.0411 \| 0.7604 \| 0.0371 \| 0.7808 \| 0.7811 \| 0.8709 \| 0.8912 \| \| 0.3314 \| 3.88 \| 500 \| 0.3323 \| 0.6125 \| 0.6802 \| 0.9019 \| 0.9602 \| 0.1699 \| 0.8257 \| 0.0432 \| 0.9168 \| 0.9415 \| 0.9039 \| 0.9100 \| 0.1663 \| 0.7722 \| 0.0432 \| 0.7877 \| 0.7446 \| 0.8636 \| 0.8949 \| \| 0.8233 \| 4.03 \| 520 \| 0.3092 \| 0.6410 \| 0.7039 \| 0.9085 \| 0.9714 \| 0.1106 \| 0.8881 \| 0.2342 \| 0.8985 \| 0.9205 \| 0.9042 \| 0.9026 \| 0.1083 \| 0.7966 \| 0.2326 \| 0.8114 \| 0.7720 \| 0.8636 \| 0.9022 \| \| 0.3436 \| 4.19 \| 540 \| 0.3070 \| 0.6464 \| 0.7064 \| 0.9100 \| 0.9816 \| 0.1226 \| 0.9199 \| 0.2470 \| 0.8824 \| 0.8815 \| 0.9098 \| 0.8936 \| 0.1205 \| 0.7881 \| 0.2408 \| 0.8151 \| 0.7747 \| 0.8918 \| 0.9039 \| \| 0.3504 \| 4.34 \| 560 \| 0.3084 \| 0.6827 \| 0.7459 \| 0.9151 \| 0.9749 \| 0.2036 \| 0.9063 \| 0.4067 \| 0.8906 \| 0.9284 \| 0.9107 \| 0.9071 \| 0.1971 \| 0.8147 \| 0.3798 \| 0.8225 \| 0.7894 \| 0.8686 \| 0.9111 \| \| 0.3461 \| 4.5 \| 580 \| 0.3091 \| 0.7164 \| 0.8006 \| 0.9183 \| 0.9687 \| 0.3107 \| 0.8787 \| 0.6910 \| 0.8991 \| 0.9385 \| 0.9177 \| 0.9184 \| 0.2873 \| 0.8206 \| 0.5133 \| 0.8230 \| 0.7781 \| 0.8740 \| 0.9166 \| \| 0.9608 \| 4.65 \| 600 \| 0.2973 \| 0.6896 \| 0.7680 \| 0.9130 \| 0.9772 \| 0.2477 \| 0.8727 \| 0.5473 \| 0.8849 \| 0.9410 \| 0.9055 \| 0.9072 \| 0.2363 \| 0.8040 \| 0.4150 \| 0.8202 \| 0.7792 \| 0.8653 \| 0.9101 \| \| 0.2724 \| 4.81 \| 620 \| 0.2947 \| 0.7055 \| 0.7860 \| 0.9169 \| 0.9732 \| 0.3313 \| 0.9060 \| 0.5587 \| 0.8825 \| 0.9406 \| 0.9096 \| 0.9133 \| 0.3037 \| 0.8241 \| 0.4199 \| 0.8221 \| 0.7875 \| 0.8681 \| 0.9149 \| \| 0.2541 \| 4.96 \| 640 \| 0.2897 \| 0.7142 \| 0.7929 \| 0.9184 \| 0.9748 \| 0.3398 \| 0.8850 \| 0.6015 \| 0.8874 \| 0.9459 \| 0.9163 \| 0.9156 \| 0.3142 \| 0.8310 \| 0.4651 \| 0.8228 \| 0.7766 \| 0.8740 \| 0.9166 \| \| 1.337 \| 5.12 \| 660 \| 0.2950 \| 0.7033 \| 0.7721 \| 0.9169 \| 0.9612 \| 0.3796 \| 0.9062 \| 0.3990 \| 0.8976 \| 0.9436 \| 0.9178 \| 0.9159 \| 0.3526 \| 0.8199 \| 0.3732 \| 0.8226 \| 0.7638 \| 0.8749 \| 0.9148 \| \| 0.3685 \| 5.27 \| 680 \| 0.2714 \| 0.7369 \| 0.8200 \| 0.9227 \| 0.9741 \| 0.3947 \| 0.8746 \| 0.7536 \| 0.9208 \| 0.9100 \| 0.9123 \| 0.9194 \| 0.3485 \| 0.8370 \| 0.5641 \| 0.8375 \| 0.7705 \| 0.8815 \| 0.9216 \| \| 0.2901 \| 5.43 \| 700 \| 0.2848 \| 0.7373 \| 0.8149 \| 0.9230 \| 0.9704 \| 0.4050 \| 0.9080 \| 0.6911 \| 0.9158 \| 0.9008 \| 0.9131 \| 0.9206 \| 0.3630 \| 0.8271 \| 0.5450 \| 0.8393 \| 0.7948 \| 0.8710 \| 0.9217 \| \| 0.4242 \| 5.58 \| 720 \| 0.2831 \| 0.7343 \| 0.8311 \| 0.9195 \| 0.9793 \| 0.4392 \| 0.8635 \| 0.7955 \| 0.8824 \| 0.9400 \| 0.9181 \| 0.9140 \| 0.3800 \| 0.8157 \| 0.5413 \| 0.8335 \| 0.7804 \| 0.8752 \| 0.9187 \| \| 0.2186 \| 5.74 \| 740 \| 0.2713 \| 0.7400 \| 0.8010 \| 0.9250 \| 0.9680 \| 0.4074 \| 0.9073 \| 0.5905 \| 0.9445 \| 0.8784 \| 0.9107 \| 0.9197 \| 0.3715 \| 0.8330 \| 0.5342 \| 0.8387 \| 0.8023 \| 0.8810 \| 0.9234 \| \| 0.3729 \| 5.89 \| 760 \| 0.2846 \| 0.7528 \| 0.8290 \| 0.9233 \| 0.9714 \| 0.4906 \| 0.8906 \| 0.7037 \| 0.9157 \| 0.9274 \| 0.9039 \| 0.9199 \| 0.4197 \| 0.8272 \| 0.6058 \| 0.8448 \| 0.7878 \| 0.8641 \| 0.9225 \| \| 0.29 \| 6.05 \| 780 \| 0.2979 \| 0.7411 \| 0.8274 \| 0.9225 \| 0.9746 \| 0.4241 \| 0.9098 \| 0.7544 \| 0.8959 \| 0.9247 \| 0.9085 \| 0.9222 \| 0.3765 \| 0.8288 \| 0.5630 \| 0.8343 \| 0.7957 \| 0.8672 \| 0.9215 \| \| 0.1211 \| 6.2 \| 800 \| 0.2962 \| 0.7553 \| 0.8266 \| 0.9254 \| 0.9722 \| 0.4567 \| 0.9034 \| 0.7216 \| 0.9218 \| 0.8951 \| 0.9153 \| 0.9200 \| 0.4076 \| 0.8367 \| 0.6068 \| 0.8400 \| 0.8034 \| 0.8727 \| 0.9242 \| \| 0.2875 \| 6.36 \| 820 \| 0.3040 \| 0.7576 \| 0.8358 \| 0.9249 \| 0.9705 \| 0.5281 \| 0.8742 \| 0.7028 \| 0.9110 \| 0.9454 \| 0.9184 \| 0.9234 \| 0.4444 \| 0.8312 \| 0.5986 \| 0.8388 \| 0.7919 \| 0.8746 \| 0.9243 \| \| 0.1761 \| 6.51 \| 840 \| 0.2623 \| 0.7577 \| 0.8422 \| 0.9288 \| 0.9742 \| 0.4691 \| 0.9182 \| 0.7958 \| 0.9109 \| 0.9022 \| 0.9249 \| 0.9227 \| 0.4026 \| 0.8441 \| 0.5856 \| 0.8486 \| 0.8191 \| 0.8815 \| 0.9279 \| \| 0.2962 \| 6.67 \| 860 \| 0.2828 \| 0.7498 \| 0.8469 \| 0.9231 \| 0.9651 \| 0.5313 \| 0.8896 \| 0.7981 \| 0.9125 \| 0.9153 \| 0.9166 \| 0.9213 \| 0.4305 \| 0.8172 \| 0.5763 \| 0.8463 \| 0.7849 \| 0.8724 \| 0.9228 \| \| 0.3504 \| 6.82 \| 880 \| 0.2912 \| 0.7437 \| 0.8384 \| 0.9219 \| 0.9793 \| 0.4609 \| 0.8613 \| 0.8330 \| 0.9077 \| 0.9174 \| 0.9094 \| 0.9122 \| 0.3974 \| 0.8246 \| 0.5504 \| 0.8378 \| 0.8159 \| 0.8678 \| 0.9211 \| \| 0.2496 \| 6.98 \| 900 \| 0.2838 \| 0.7476 \| 0.8480 \| 0.9239 \| 0.9729 \| 0.4970 \| 0.8875 \| 0.8454 \| 0.9128 \| 0.9111 \| 0.9092 \| 0.9211 \| 0.4346 \| 0.8324 \| 0.5334 \| 0.8433 \| 0.8005 \| 0.8678 \| 0.9235 \| \| 1.2185 \| 7.13 \| 920 \| 0.3104 \| 0.7466 \| 0.8454 \| 0.9201 \| 0.9732 \| 0.5344 \| 0.8610 \| 0.8031 \| 0.8965 \| 0.9391 \| 0.9105 \| 0.9215 \| 0.4476 \| 0.8078 \| 0.5605 \| 0.8257 \| 0.7948 \| 0.8687 \| 0.9197 \| \| 0.1779 \| 7.29 \| 940 \| 0.3212 \| 0.7591 \| 0.8515 \| 0.9252 \| 0.9751 \| 0.5615 \| 0.8844 \| 0.7893 \| 0.8949 \| 0.9314 \| 0.9236 \| 0.9219 \| 0.4660 \| 0.8250 \| 0.5769 \| 0.8376 \| 0.8097 \| 0.8769 \| 0.9247 \| \| 0.4705 \| 7.44 \| 960 \| 0.2663 \| 0.7504 \| 0.8429 \| 0.9243 \| 0.9776 \| 0.4934 \| 0.8899 \| 0.8011 \| 0.8994 \| 0.9268 \| 0.9118 \| 0.9159 \| 0.4335 \| 0.8278 \| 0.5520 \| 0.8401 \| 0.7987 \| 0.8846 \| 0.9237 \| \| 0.2637 \| 7.6 \| 980 \| 0.2561 \| 0.7639 \| 0.8449 \| 0.9289 \| 0.9717 \| 0.5314 \| 0.8805 \| 0.7593 \| 0.9309 \| 0.9236 \| 0.9172 \| 0.9271 \| 0.4443 \| 0.8284 \| 0.6024 \| 0.8461 \| 0.8074 \| 0.8916 \| 0.9284 \| \| 0.1961 \| 7.75 \| 1000 \| 0.2712 \| 0.7486 \| 0.8598 \| 0.9250 \| 0.9780 \| 0.5721 \| 0.8804 \| 0.8483 \| 0.8995 \| 0.9282 \| 0.9119 \| 0.9184 \| 0.4402 \| 0.8297 \| 0.5164 \| 0.8466 \| 0.8043 \| 0.8848 \| 0.9252 \| \| 1.0785 \| 7.91 \| 1020 \| 0.2494 \| 0.7586 \| 0.8472 \| 0.9308 \| 0.9752 \| 0.5247 \| 0.9059 \| 0.7655 \| 0.9142 \| 0.9169 \| 0.9280 \| 0.9263 \| 0.4457 \| 0.8448 \| 0.5380 \| 0.8490 \| 0.7996 \| 0.9071 \| 0.9304 \| \| 0.1453 \| 8.06 \| 1040 \| 0.2792 \| 0.7454 \| 0.8519 \| 0.9254 \| 0.9704 \| 0.5225 \| 0.8913 \| 0.8028 \| 0.8936 \| 0.9675 \| 0.9153 \| 0.9283 \| 0.4321 \| 0.8367 \| 0.5213 \| 0.8397 \| 0.7497 \| 0.9099 \| 0.9261 \| \| 0.2332 \| 8.22 \| 1060 \| 0.2774 \| 0.7452 \| 0.8434 \| 0.9242 \| 0.9771 \| 0.5126 \| 0.9145 \| 0.7857 \| 0.8916 \| 0.9063 \| 0.9157 \| 0.9221 \| 0.4303 \| 0.8100 \| 0.5271 \| 0.8311 \| 0.7858 \| 0.9097 \| 0.9240 \| \| 0.1902 \| 8.37 \| 1080 \| 0.2779 \| 0.7382 \| 0.8500 \| 0.9228 \| 0.9830 \| 0.5081 \| 0.8918 \| 0.8470 \| 0.8739 \| 0.9259 \| 0.9205 \| 0.9178 \| 0.4154 \| 0.8383 \| 0.4896 \| 0.8345 \| 0.7778 \| 0.8937 \| 0.9230 \| \| 0.2892 \| 8.53 \| 1100 \| 0.2735 \| 0.7535 \| 0.8527 \| 0.9275 \| 0.9726 \| 0.5405 \| 0.8697 \| 0.8180 \| 0.9147 \| 0.9236 \| 0.9300 \| 0.9293 \| 0.4539 \| 0.8253 \| 0.5226 \| 0.8400 \| 0.8145 \| 0.8886 \| 0.9273 \| \| 0.2251 \| 8.68 \| 1120 \| 0.2626 \| 0.7627 \| 0.8536 \| 0.9295 \| 0.9781 \| 0.5566 \| 0.9106 \| 0.7753 \| 0.8922 \| 0.9349 \| 0.9273 \| 0.9239 \| 0.4522 \| 0.8465 \| 0.5699 \| 0.8455 \| 0.8062 \| 0.8949 \| 0.9291 \| \| 0.1345 \| 8.84 \| 1140 \| 0.2558 \| 0.7676 \| 0.8542 \| 0.9296 \| 0.9784 \| 0.5649 \| 0.9180 \| 0.7797 \| 0.9048 \| 0.9185 \| 0.9151 \| 0.9205 \| 0.4585 \| 0.8451 \| 0.5930 \| 0.8489 \| 0.8174 \| 0.8900 \| 0.9292 \| \| 0.18 \| 8.99 \| 1160 \| 0.2737 \| 0.7628 \| 0.8566 \| 0.9288 \| 0.9781 \| 0.5295 \| 0.9059 \| 0.8418 \| 0.9066 \| 0.9190 \| 0.9150 \| 0.9207 \| 0.4404 \| 0.8533 \| 0.5818 \| 0.8542 \| 0.8169 \| 0.8726 \| 0.9283 \| \| 0.282 \| 9.15 \| 1180 \| 0.2705 \| 0.7734 \| 0.8487 \| 0.9310 \| 0.9717 \| 0.5354 \| 0.9220 \| 0.7588 \| 0.9230 \| 0.9135 \| 0.9165 \| 0.9265 \| 0.4527 \| 0.8522 \| 0.6342 \| 0.8563 \| 0.8178 \| 0.8736 \| 0.9304 \| \| 0.1688 \| 9.3 \| 1200 \| 0.2770 \| 0.7695 \| 0.8663 \| 0.9317 \| 0.9705 \| 0.5896 \| 0.9098 \| 0.8282 \| 0.9125 \| 0.9241 \| 0.9295 \| 0.9315 \| 0.4659 \| 0.8490 \| 0.5848 \| 0.8541 \| 0.8173 \| 0.8840 \| 0.9316 \| \| 0.1043 \| 9.46 \| 1220 \| 0.2784 \| 0.7615 \| 0.8569 \| 0.9286 \| 0.9717 \| 0.5408 \| 0.9245 \| 0.8160 \| 0.8979 \| 0.9242 \| 0.9232 \| 0.9253 \| 0.4607 \| 0.8453 \| 0.5582 \| 0.8460 \| 0.8152 \| 0.8799 \| 0.9283 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b5-ade-finetuned-coastTrain	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-ade-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-ade-640-640](https://huggingface.co/nvidia/segformer-b5-finetuned-ade-640-640) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.3412 - Mean Iou: 0.7737 - Mean Accuracy: 0.8545 - Overall Accuracy: 0.9252 - Accuracy Water: 0.9680 - Accuracy Whitewater: 0.6271 - Accuracy Sediment: 0.8745 - Accuracy Other Natural Terrain: 0.8030 - Accuracy Vegetation: 0.9108 - Accuracy Development: 0.8296 - Accuracy Unknown: 0.9682 - Iou Water: 0.9285 - Iou Whitewater: 0.5294 - Iou Sediment: 0.8047 - Iou Other Natural Terrain: 0.6748 - Iou Vegetation: 0.8430 - Iou Development: 0.7686 - Iou Unknown: 0.8673 - F1 Score: 0.9245 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.6133 \| 0.16 \| 20 \| 1.4728 \| 0.4356 \| 0.5582 \| 0.7600 \| 0.8440 \| 0.0000 \| 0.5434 \| 0.2624 \| 0.8192 \| 0.5884 \| 0.8502 \| 0.7387 \| 0.0000 \| 0.4669 \| 0.1171 \| 0.5786 \| 0.4642 \| 0.6833 \| 0.7532 \| \| 1.4431 \| 0.31 \| 40 \| 1.0911 \| 0.4768 \| 0.5735 \| 0.8206 \| 0.9076 \| 0.0 \| 0.7765 \| 0.0006 \| 0.9006 \| 0.6686 \| 0.7608 \| 0.8394 \| 0.0 \| 0.5832 \| 0.0006 \| 0.6596 \| 0.4954 \| 0.7597 \| 0.8114 \| \| 1.5275 \| 0.47 \| 60 \| 0.7874 \| 0.5222 \| 0.5966 \| 0.8585 \| 0.9553 \| 0.0 \| 0.7752 \| 0.0 \| 0.9101 \| 0.6629 \| 0.8727 \| 0.8565 \| 0.0 \| 0.6318 \| 0.0 \| 0.7222 \| 0.5763 \| 0.8688 \| 0.8454 \| \| 1.1583 \| 0.62 \| 80 \| 0.7113 \| 0.5128 \| 0.6001 \| 0.8440 \| 0.8830 \| 0.0 \| 0.8460 \| 0.0 \| 0.9323 \| 0.6588 \| 0.8809 \| 0.8283 \| 0.0 \| 0.5762 \| 0.0 \| 0.7216 \| 0.5873 \| 0.8762 \| 0.8348 \| \| 0.9739 \| 0.78 \| 100 \| 0.6059 \| 0.5450 \| 0.6229 \| 0.8733 \| 0.9534 \| 0.0 \| 0.8246 \| 0.0 \| 0.8876 \| 0.8146 \| 0.8803 \| 0.8703 \| 0.0 \| 0.6770 \| 0.0 \| 0.7506 \| 0.6408 \| 0.8760 \| 0.8615 \| \| 0.838 \| 0.93 \| 120 \| 0.5250 \| 0.5557 \| 0.6273 \| 0.8800 \| 0.9679 \| 0.0 \| 0.8549 \| 0.0 \| 0.8665 \| 0.8087 \| 0.8934 \| 0.8677 \| 0.0 \| 0.6840 \| 0.0 \| 0.7703 \| 0.6847 \| 0.8830 \| 0.8674 \| \| 0.5815 \| 1.09 \| 140 \| 0.4973 \| 0.5528 \| 0.6247 \| 0.8788 \| 0.9630 \| 0.0 \| 0.7933 \| 0.0 \| 0.9010 \| 0.8217 \| 0.8939 \| 0.8812 \| 0.0 \| 0.6938 \| 0.0 \| 0.7379 \| 0.6730 \| 0.8837 \| 0.8663 \| \| 0.5949 \| 1.24 \| 160 \| 0.4460 \| 0.5538 \| 0.6314 \| 0.8813 \| 0.9621 \| 0.0 \| 0.8044 \| 0.0 \| 0.8840 \| 0.8692 \| 0.9000 \| 0.8930 \| 0.0 \| 0.7062 \| 0.0 \| 0.7445 \| 0.6487 \| 0.8843 \| 0.8695 \| \| 1.089 \| 1.4 \| 180 \| 0.4080 \| 0.5666 \| 0.6331 \| 0.8889 \| 0.9680 \| 0.0 \| 0.8240 \| 0.0 \| 0.9200 \| 0.8256 \| 0.8940 \| 0.8902 \| 0.0 \| 0.7323 \| 0.0 \| 0.7603 \| 0.6986 \| 0.8846 \| 0.8762 \| \| 0.959 \| 1.55 \| 200 \| 0.3853 \| 0.5675 \| 0.6403 \| 0.8901 \| 0.9611 \| 0.0 \| 0.8645 \| 0.0 \| 0.8983 \| 0.8616 \| 0.8964 \| 0.8975 \| 0.0 \| 0.7192 \| 0.0 \| 0.7672 \| 0.7035 \| 0.8848 \| 0.8780 \| \| 0.577 \| 1.71 \| 220 \| 0.3735 \| 0.5683 \| 0.6338 \| 0.8902 \| 0.9760 \| 0.0 \| 0.7882 \| 0.0009 \| 0.9125 \| 0.8542 \| 0.9047 \| 0.8780 \| 0.0 \| 0.6862 \| 0.0009 \| 0.8013 \| 0.7191 \| 0.8927 \| 0.8769 \| \| 0.9331 \| 1.86 \| 240 \| 0.3605 \| 0.5705 \| 0.6464 \| 0.8943 \| 0.9648 \| 0.0 \| 0.8650 \| 0.0 \| 0.8805 \| 0.8960 \| 0.9181 \| 0.9010 \| 0.0 \| 0.7210 \| 0.0 \| 0.7994 \| 0.6841 \| 0.8879 \| 0.8823 \| \| 0.5132 \| 2.02 \| 260 \| 0.3680 \| 0.5826 \| 0.6573 \| 0.8884 \| 0.9366 \| 0.0 \| 0.8773 \| 0.1041 \| 0.9113 \| 0.8567 \| 0.9152 \| 0.8694 \| 0.0 \| 0.6984 \| 0.1041 \| 0.8038 \| 0.7009 \| 0.9013 \| 0.8784 \| \| 0.3977 \| 2.17 \| 280 \| 0.3233 \| 0.5814 \| 0.6498 \| 0.9018 \| 0.9623 \| 0.0 \| 0.8900 \| 0.0 \| 0.9162 \| 0.8487 \| 0.9313 \| 0.9052 \| 0.0 \| 0.7370 \| 0.0 \| 0.8210 \| 0.7242 \| 0.8824 \| 0.8891 \| \| 0.6267 \| 2.33 \| 300 \| 0.3394 \| 0.5998 \| 0.6646 \| 0.8980 \| 0.9735 \| 0.0 \| 0.8603 \| 0.1726 \| 0.9086 \| 0.8262 \| 0.9110 \| 0.8862 \| 0.0 \| 0.7533 \| 0.1726 \| 0.8293 \| 0.7044 \| 0.8531 \| 0.8871 \| \| 0.7394 \| 2.48 \| 320 \| 0.3483 \| 0.5776 \| 0.6508 \| 0.8996 \| 0.9566 \| 0.0 \| 0.9175 \| 0.0028 \| 0.9041 \| 0.8487 \| 0.9261 \| 0.9054 \| 0.0 \| 0.7360 \| 0.0028 \| 0.8317 \| 0.7110 \| 0.8563 \| 0.8874 \| \| 0.4013 \| 2.64 \| 340 \| 0.3393 \| 0.5746 \| 0.6458 \| 0.8987 \| 0.9734 \| 0.0 \| 0.8959 \| 0.0001 \| 0.8831 \| 0.8420 \| 0.9264 \| 0.9071 \| 0.0 \| 0.7357 \| 0.0001 \| 0.8252 \| 0.7013 \| 0.8525 \| 0.8859 \| \| 0.3434 \| 2.79 \| 360 \| 0.3745 \| 0.6263 \| 0.6907 \| 0.9002 \| 0.9516 \| 0.0003 \| 0.8148 \| 0.3544 \| 0.9583 \| 0.8127 \| 0.9431 \| 0.9068 \| 0.0003 \| 0.7490 \| 0.3541 \| 0.7943 \| 0.7221 \| 0.8576 \| 0.8911 \| \| 0.5902 \| 2.95 \| 380 \| 0.3275 \| 0.6068 \| 0.6696 \| 0.9005 \| 0.9722 \| 0.0 \| 0.8696 \| 0.1949 \| 0.9158 \| 0.8191 \| 0.9156 \| 0.8941 \| 0.0 \| 0.7545 \| 0.1948 \| 0.8224 \| 0.7303 \| 0.8512 \| 0.8898 \| \| 0.2954 \| 3.1 \| 400 \| 0.3389 \| 0.6191 \| 0.6862 \| 0.9008 \| 0.9662 \| 0.0020 \| 0.8410 \| 0.3092 \| 0.9207 \| 0.8331 \| 0.9316 \| 0.9074 \| 0.0020 \| 0.7641 \| 0.3056 \| 0.8117 \| 0.7045 \| 0.8386 \| 0.8913 \| \| 0.4758 \| 3.26 \| 420 \| 0.3122 \| 0.6064 \| 0.6709 \| 0.9030 \| 0.9682 \| 0.0 \| 0.9069 \| 0.1837 \| 0.9142 \| 0.7957 \| 0.9279 \| 0.9092 \| 0.0 \| 0.7655 \| 0.1834 \| 0.8172 \| 0.7227 \| 0.8466 \| 0.8923 \| \| 0.6415 \| 3.41 \| 440 \| 0.3109 \| 0.6555 \| 0.7172 \| 0.9101 \| 0.9728 \| 0.0017 \| 0.9050 \| 0.4656 \| 0.8885 \| 0.8320 \| 0.9550 \| 0.9063 \| 0.0017 \| 0.7957 \| 0.4534 \| 0.8265 \| 0.7512 \| 0.8539 \| 0.9014 \| \| 0.5413 \| 3.57 \| 460 \| 0.2993 \| 0.6420 \| 0.7045 \| 0.9057 \| 0.9737 \| 0.0036 \| 0.8782 \| 0.4118 \| 0.8932 \| 0.8221 \| 0.9487 \| 0.9047 \| 0.0036 \| 0.7774 \| 0.4103 \| 0.8169 \| 0.7262 \| 0.8553 \| 0.8967 \| \| 0.2761 \| 3.72 \| 480 \| 0.2802 \| 0.6678 \| 0.7309 \| 0.9144 \| 0.9619 \| 0.0191 \| 0.9168 \| 0.5126 \| 0.9190 \| 0.8330 \| 0.9542 \| 0.9143 \| 0.0191 \| 0.7850 \| 0.4981 \| 0.8452 \| 0.7427 \| 0.8699 \| 0.9067 \| \| 0.3451 \| 3.88 \| 500 \| 0.3261 \| 0.6455 \| 0.7056 \| 0.9075 \| 0.9695 \| 0.0220 \| 0.8345 \| 0.4049 \| 0.9307 \| 0.8256 \| 0.9520 \| 0.9085 \| 0.0220 \| 0.7754 \| 0.3995 \| 0.8173 \| 0.7375 \| 0.8583 \| 0.8988 \| \| 0.2361 \| 4.03 \| 520 \| 0.3118 \| 0.6677 \| 0.7285 \| 0.9098 \| 0.9683 \| 0.0204 \| 0.8678 \| 0.5447 \| 0.9117 \| 0.8323 \| 0.9547 \| 0.9089 \| 0.0204 \| 0.7750 \| 0.5374 \| 0.8235 \| 0.7509 \| 0.8580 \| 0.9019 \| \| 0.2776 \| 4.19 \| 540 \| 0.2765 \| 0.6472 \| 0.7121 \| 0.9109 \| 0.9670 \| 0.0359 \| 0.9025 \| 0.3801 \| 0.9057 \| 0.8431 \| 0.9507 \| 0.9182 \| 0.0358 \| 0.7698 \| 0.3764 \| 0.8356 \| 0.7324 \| 0.8619 \| 0.9029 \| \| 0.3823 \| 4.34 \| 560 \| 0.3514 \| 0.6558 \| 0.7181 \| 0.9111 \| 0.9592 \| 0.0525 \| 0.9005 \| 0.4047 \| 0.9183 \| 0.8321 \| 0.9591 \| 0.9127 \| 0.0523 \| 0.7740 \| 0.4016 \| 0.8309 \| 0.7587 \| 0.8599 \| 0.9036 \| \| 0.747 \| 4.5 \| 580 \| 0.3340 \| 0.6764 \| 0.7382 \| 0.9130 \| 0.9680 \| 0.0617 \| 0.9125 \| 0.5379 \| 0.8957 \| 0.8362 \| 0.9556 \| 0.9146 \| 0.0614 \| 0.7948 \| 0.5336 \| 0.8279 \| 0.7439 \| 0.8588 \| 0.9061 \| \| 0.343 \| 4.65 \| 600 \| 0.3065 \| 0.6853 \| 0.7474 \| 0.9139 \| 0.9647 \| 0.0666 \| 0.8925 \| 0.5978 \| 0.9128 \| 0.8429 \| 0.9542 \| 0.9171 \| 0.0664 \| 0.7909 \| 0.5886 \| 0.8287 \| 0.7436 \| 0.8621 \| 0.9074 \| \| 0.2358 \| 4.81 \| 620 \| 0.3229 \| 0.6916 \| 0.7504 \| 0.9144 \| 0.9719 \| 0.0880 \| 0.8895 \| 0.6099 \| 0.8976 \| 0.8312 \| 0.9651 \| 0.9108 \| 0.0874 \| 0.7855 \| 0.6005 \| 0.8332 \| 0.7563 \| 0.8674 \| 0.9080 \| \| 0.3649 \| 4.96 \| 640 \| 0.3026 \| 0.7034 \| 0.7644 \| 0.9151 \| 0.9686 \| 0.1640 \| 0.8804 \| 0.6447 \| 0.9148 \| 0.8220 \| 0.9562 \| 0.9129 \| 0.1617 \| 0.7918 \| 0.6134 \| 0.8333 \| 0.7502 \| 0.8606 \| 0.9101 \| \| 0.201 \| 5.12 \| 660 \| 0.2903 \| 0.7089 \| 0.7678 \| 0.9194 \| 0.9663 \| 0.1156 \| 0.9208 \| 0.6627 \| 0.9029 \| 0.8379 \| 0.9684 \| 0.9153 \| 0.1148 \| 0.8061 \| 0.6444 \| 0.8451 \| 0.7716 \| 0.8648 \| 0.9138 \| \| 1.1077 \| 5.27 \| 680 \| 0.2596 \| 0.7189 \| 0.7752 \| 0.9221 \| 0.9746 \| 0.2053 \| 0.8895 \| 0.6365 \| 0.9112 \| 0.8378 \| 0.9713 \| 0.9192 \| 0.2016 \| 0.8009 \| 0.6199 \| 0.8479 \| 0.7545 \| 0.8883 \| 0.9176 \| \| 0.2368 \| 5.43 \| 700 \| 0.2479 \| 0.7271 \| 0.7986 \| 0.9213 \| 0.9727 \| 0.3222 \| 0.8877 \| 0.7104 \| 0.9135 \| 0.8259 \| 0.9580 \| 0.9184 \| 0.3114 \| 0.8003 \| 0.5698 \| 0.8370 \| 0.7636 \| 0.8894 \| 0.9184 \| \| 0.2576 \| 5.58 \| 720 \| 0.3153 \| 0.7171 \| 0.7772 \| 0.9173 \| 0.9772 \| 0.1874 \| 0.8721 \| 0.7060 \| 0.9007 \| 0.8399 \| 0.9570 \| 0.9152 \| 0.1839 \| 0.7926 \| 0.6778 \| 0.8408 \| 0.7455 \| 0.8637 \| 0.9127 \| \| 0.3873 \| 5.74 \| 740 \| 0.3024 \| 0.7395 \| 0.7985 \| 0.9212 \| 0.9687 \| 0.3518 \| 0.9369 \| 0.6845 \| 0.9092 \| 0.7793 \| 0.9589 \| 0.9208 \| 0.3370 \| 0.8203 \| 0.6516 \| 0.8367 \| 0.7479 \| 0.8622 \| 0.9184 \| \| 0.2281 \| 5.89 \| 760 \| 0.2583 \| 0.7502 \| 0.8104 \| 0.9227 \| 0.9699 \| 0.4031 \| 0.9094 \| 0.7032 \| 0.9107 \| 0.8210 \| 0.9553 \| 0.9229 \| 0.3810 \| 0.8150 \| 0.6723 \| 0.8431 \| 0.7563 \| 0.8606 \| 0.9205 \| \| 0.2202 \| 6.05 \| 780 \| 0.3227 \| 0.7612 \| 0.8314 \| 0.9205 \| 0.9525 \| 0.5297 \| 0.9437 \| 0.7038 \| 0.8889 \| 0.8332 \| 0.9677 \| 0.9253 \| 0.4917 \| 0.7900 \| 0.6693 \| 0.8338 \| 0.7585 \| 0.8599 \| 0.9197 \| \| 0.292 \| 6.2 \| 800 \| 0.2558 \| 0.7614 \| 0.8266 \| 0.9283 \| 0.9710 \| 0.4248 \| 0.8964 \| 0.7571 \| 0.9185 \| 0.8553 \| 0.9629 \| 0.9220 \| 0.4076 \| 0.8202 \| 0.6464 \| 0.8473 \| 0.7915 \| 0.8946 \| 0.9264 \| \| 0.1304 \| 6.36 \| 820 \| 0.2441 \| 0.7386 \| 0.8067 \| 0.9244 \| 0.9764 \| 0.3536 \| 0.9007 \| 0.6908 \| 0.9019 \| 0.8823 \| 0.9412 \| 0.9109 \| 0.3357 \| 0.8088 \| 0.5524 \| 0.8277 \| 0.8106 \| 0.9244 \| 0.9221 \| \| 0.1664 \| 6.51 \| 840 \| 0.2565 \| 0.7685 \| 0.8302 \| 0.9282 \| 0.9728 \| 0.4257 \| 0.8564 \| 0.7880 \| 0.9277 \| 0.8793 \| 0.9614 \| 0.9244 \| 0.3944 \| 0.8006 \| 0.7192 \| 0.8439 \| 0.7941 \| 0.9032 \| 0.9263 \| \| 0.4424 \| 6.67 \| 860 \| 0.2667 \| 0.7808 \| 0.8611 \| 0.9332 \| 0.9680 \| 0.5948 \| 0.9061 \| 0.7883 \| 0.9039 \| 0.8938 \| 0.9727 \| 0.9362 \| 0.5495 \| 0.8165 \| 0.6008 \| 0.8453 \| 0.8086 \| 0.9083 \| 0.9326 \| \| 0.3753 \| 6.82 \| 880 \| 0.2585 \| 0.7353 \| 0.8117 \| 0.9236 \| 0.9765 \| 0.4103 \| 0.8985 \| 0.7286 \| 0.9126 \| 0.7922 \| 0.9633 \| 0.9221 \| 0.3532 \| 0.8025 \| 0.5636 \| 0.8374 \| 0.7631 \| 0.9054 \| 0.9215 \| \| 0.2642 \| 6.98 \| 900 \| 0.2955 \| 0.7734 \| 0.8443 \| 0.9247 \| 0.9586 \| 0.5628 \| 0.9093 \| 0.7641 \| 0.9085 \| 0.8357 \| 0.9708 \| 0.9240 \| 0.5068 \| 0.8133 \| 0.6949 \| 0.8429 \| 0.7634 \| 0.8685 \| 0.9238 \| \| 0.5008 \| 7.13 \| 920 \| 0.3048 \| 0.7703 \| 0.8430 \| 0.9262 \| 0.9712 \| 0.5688 \| 0.8871 \| 0.7660 \| 0.9077 \| 0.8329 \| 0.9676 \| 0.9260 \| 0.5015 \| 0.8170 \| 0.6626 \| 0.8502 \| 0.7697 \| 0.8651 \| 0.9251 \| \| 0.169 \| 7.29 \| 940 \| 0.2969 \| 0.7778 \| 0.8528 \| 0.9252 \| 0.9644 \| 0.6690 \| 0.9288 \| 0.7274 \| 0.8966 \| 0.8274 \| 0.9559 \| 0.9263 \| 0.5909 \| 0.8081 \| 0.6410 \| 0.8444 \| 0.7733 \| 0.8608 \| 0.9246 \| \| 0.2429 \| 7.44 \| 960 \| 0.3385 \| 0.7906 \| 0.8551 \| 0.9283 \| 0.9626 \| 0.6420 \| 0.9047 \| 0.7576 \| 0.9131 \| 0.8281 \| 0.9776 \| 0.9322 \| 0.5836 \| 0.8160 \| 0.7156 \| 0.8415 \| 0.7752 \| 0.8701 \| 0.9276 \| \| 0.1542 \| 7.6 \| 980 \| 0.3259 \| 0.7882 \| 0.8574 \| 0.9264 \| 0.9646 \| 0.6734 \| 0.9031 \| 0.7509 \| 0.9007 \| 0.8403 \| 0.9686 \| 0.9298 \| 0.5949 \| 0.8138 \| 0.7056 \| 0.8366 \| 0.7707 \| 0.8663 \| 0.9258 \| \| 0.1378 \| 7.75 \| 1000 \| 0.3257 \| 0.7815 \| 0.8589 \| 0.9249 \| 0.9675 \| 0.6849 \| 0.8784 \| 0.7864 \| 0.9151 \| 0.8219 \| 0.9580 \| 0.9265 \| 0.5842 \| 0.8076 \| 0.6769 \| 0.8375 \| 0.7767 \| 0.8610 \| 0.9242 \| \| 0.2144 \| 7.91 \| 1020 \| 0.3347 \| 0.7889 \| 0.8561 \| 0.9276 \| 0.9578 \| 0.6604 \| 0.9128 \| 0.7455 \| 0.9176 \| 0.8261 \| 0.9729 \| 0.9317 \| 0.5932 \| 0.8189 \| 0.7046 \| 0.8416 \| 0.7636 \| 0.8688 \| 0.9270 \| \| 0.1011 \| 8.06 \| 1040 \| 0.3099 \| 0.7831 \| 0.8546 \| 0.9267 \| 0.9655 \| 0.6394 \| 0.8900 \| 0.7685 \| 0.9091 \| 0.8402 \| 0.9695 \| 0.9289 \| 0.5594 \| 0.8137 \| 0.6999 \| 0.8434 \| 0.7682 \| 0.8685 \| 0.9260 \| \| 0.1543 \| 8.22 \| 1060 \| 0.3291 \| 0.7921 \| 0.8667 \| 0.9294 \| 0.9667 \| 0.7434 \| 0.9074 \| 0.7434 \| 0.9025 \| 0.8251 \| 0.9781 \| 0.9357 \| 0.6127 \| 0.8145 \| 0.6936 \| 0.8460 \| 0.7703 \| 0.8720 \| 0.9289 \| \| 0.2624 \| 8.37 \| 1080 \| 0.3284 \| 0.7884 \| 0.8593 \| 0.9247 \| 0.9644 \| 0.6802 \| 0.8663 \| 0.7915 \| 0.9233 \| 0.8317 \| 0.9580 \| 0.9297 \| 0.5924 \| 0.8031 \| 0.7343 \| 0.8332 \| 0.7633 \| 0.8631 \| 0.9241 \| \| 0.1817 \| 8.53 \| 1100 \| 0.3187 \| 0.7848 \| 0.8557 \| 0.9255 \| 0.9705 \| 0.6361 \| 0.9041 \| 0.7843 \| 0.8918 \| 0.8460 \| 0.9573 \| 0.9265 \| 0.5584 \| 0.8179 \| 0.7210 \| 0.8371 \| 0.7698 \| 0.8626 \| 0.9248 \| \| 0.1702 \| 8.68 \| 1120 \| 0.3412 \| 0.7737 \| 0.8545 \| 0.9252 \| 0.9680 \| 0.6271 \| 0.8745 \| 0.8030 \| 0.9108 \| 0.8296 \| 0.9682 \| 0.9285 \| 0.5294 \| 0.8047 \| 0.6748 \| 0.8430 \| 0.7686 \| 0.8673 \| 0.9245 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-cityscapes-finetuned-coastTrain-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-cityscapes-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b4-cityscapes-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-cityscapes-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2751 - Mean Iou: 0.7477 - Mean Accuracy: 0.8306 - Overall Accuracy: 0.9274 - Accuracy Water: 0.9618 - Accuracy Whitewater: 0.5458 - Accuracy Sediment: 0.9189 - Accuracy Other Natural Terrain: 0.6111 - Accuracy Vegetation: 0.9584 - Accuracy Development: 0.8193 - Accuracy Unknown: 0.9989 - Iou Water: 0.9317 - Iou Whitewater: 0.4264 - Iou Sediment: 0.7904 - Iou Other Natural Terrain: 0.5618 - Iou Vegetation: 0.8457 - Iou Development: 0.6820 - Iou Unknown: 0.9958 - F1 Score: 0.9247 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 0.2133 \| 0.24 \| 20 \| 0.5121 \| 0.5418 \| 0.6551 \| 0.8537 \| 0.9585 \| 0.0 \| 0.8618 \| 0.0673 \| 0.9007 \| 0.7998 \| 0.9976 \| 0.9023 \| 0.0 \| 0.6459 \| 0.0662 \| 0.7036 \| 0.4840 \| 0.9902 \| 0.8244 \| \| 0.414 \| 0.49 \| 40 \| 0.3762 \| 0.6200 \| 0.7083 \| 0.8876 \| 0.9715 \| 0.0 \| 0.8827 \| 0.6187 \| 0.8259 \| 0.6633 \| 0.9959 \| 0.9246 \| 0.0 \| 0.7128 \| 0.4398 \| 0.7463 \| 0.5240 \| 0.9926 \| 0.8868 \| \| 0.1269 \| 0.73 \| 60 \| 0.4382 \| 0.5881 \| 0.6925 \| 0.8750 \| 0.9318 \| 0.0009 \| 0.8038 \| 0.2996 \| 0.9384 \| 0.8817 \| 0.9916 \| 0.8967 \| 0.0009 \| 0.6716 \| 0.2920 \| 0.7370 \| 0.5281 \| 0.9905 \| 0.8642 \| \| 0.1997 \| 0.98 \| 80 \| 0.3072 \| 0.6505 \| 0.7324 \| 0.9091 \| 0.9761 \| 0.0012 \| 0.8633 \| 0.5977 \| 0.9144 \| 0.7777 \| 0.9963 \| 0.9201 \| 0.0012 \| 0.7241 \| 0.5213 \| 0.8180 \| 0.5755 \| 0.9932 \| 0.9063 \| \| 0.1083 \| 1.22 \| 100 \| 0.3962 \| 0.6172 \| 0.6949 \| 0.8968 \| 0.9637 \| 0.0008 \| 0.9391 \| 0.4493 \| 0.9514 \| 0.5660 \| 0.9938 \| 0.9245 \| 0.0008 \| 0.6964 \| 0.4157 \| 0.7968 \| 0.4937 \| 0.9928 \| 0.8887 \| \| 0.3105 \| 1.46 \| 120 \| 0.2904 \| 0.6512 \| 0.7371 \| 0.8982 \| 0.9807 \| 0.0948 \| 0.9006 \| 0.7090 \| 0.8154 \| 0.6621 \| 0.9971 \| 0.9235 \| 0.0936 \| 0.7400 \| 0.4954 \| 0.7695 \| 0.5415 \| 0.9947 \| 0.8983 \| \| 0.2026 \| 1.71 \| 140 \| 0.3171 \| 0.6590 \| 0.7377 \| 0.9117 \| 0.9627 \| 0.0314 \| 0.9322 \| 0.5886 \| 0.9180 \| 0.7359 \| 0.9952 \| 0.9374 \| 0.0308 \| 0.7378 \| 0.5309 \| 0.8117 \| 0.5706 \| 0.9935 \| 0.9089 \| \| 0.1502 \| 1.95 \| 160 \| 0.2682 \| 0.6830 \| 0.7555 \| 0.9097 \| 0.9747 \| 0.2278 \| 0.8771 \| 0.5280 \| 0.9490 \| 0.7334 \| 0.9984 \| 0.9210 \| 0.2170 \| 0.7785 \| 0.4686 \| 0.7951 \| 0.6075 \| 0.9934 \| 0.9048 \| \| 0.0935 \| 2.2 \| 180 \| 0.3351 \| 0.6378 \| 0.7209 \| 0.9009 \| 0.9776 \| 0.0421 \| 0.9416 \| 0.7188 \| 0.8390 \| 0.5301 \| 0.9967 \| 0.9143 \| 0.0421 \| 0.6865 \| 0.5566 \| 0.8033 \| 0.4677 \| 0.9940 \| 0.8991 \| \| 0.2849 \| 2.44 \| 200 \| 0.2994 \| 0.6750 \| 0.7469 \| 0.9177 \| 0.9675 \| 0.0987 \| 0.9478 \| 0.5966 \| 0.9442 \| 0.6781 \| 0.9954 \| 0.9286 \| 0.0931 \| 0.7319 \| 0.5570 \| 0.8430 \| 0.5768 \| 0.9943 \| 0.9142 \| \| 0.4015 \| 2.68 \| 220 \| 0.3270 \| 0.6682 \| 0.7424 \| 0.9058 \| 0.9778 \| 0.1729 \| 0.8825 \| 0.4336 \| 0.9693 \| 0.7683 \| 0.9924 \| 0.9117 \| 0.1667 \| 0.7556 \| 0.4112 \| 0.7914 \| 0.6490 \| 0.9917 \| 0.8978 \| \| 0.236 \| 2.93 \| 240 \| 0.3329 \| 0.6715 \| 0.7520 \| 0.9093 \| 0.9707 \| 0.1421 \| 0.9684 \| 0.6999 \| 0.8499 \| 0.6351 \| 0.9981 \| 0.9231 \| 0.1363 \| 0.7081 \| 0.5718 \| 0.8119 \| 0.5550 \| 0.9941 \| 0.9083 \| \| 0.0648 \| 3.17 \| 260 \| 0.2652 \| 0.6981 \| 0.7843 \| 0.9186 \| 0.9715 \| 0.1933 \| 0.8879 \| 0.7052 \| 0.8762 \| 0.8578 \| 0.9983 \| 0.9202 \| 0.1728 \| 0.7617 \| 0.5836 \| 0.8319 \| 0.6221 \| 0.9942 \| 0.9184 \| \| 0.1835 \| 3.41 \| 280 \| 0.2945 \| 0.6778 \| 0.7568 \| 0.9165 \| 0.9734 \| 0.0494 \| 0.9337 \| 0.6959 \| 0.8648 \| 0.7820 \| 0.9986 \| 0.9185 \| 0.0483 \| 0.7555 \| 0.5665 \| 0.8205 \| 0.6412 \| 0.9942 \| 0.9154 \| \| 0.0845 \| 3.66 \| 300 \| 0.3184 \| 0.6904 \| 0.7687 \| 0.9124 \| 0.9741 \| 0.2469 \| 0.9595 \| 0.6890 \| 0.8701 \| 0.6442 \| 0.9969 \| 0.9117 \| 0.2429 \| 0.7297 \| 0.5577 \| 0.8332 \| 0.5628 \| 0.9949 \| 0.9112 \| \| 0.1369 \| 3.9 \| 320 \| 0.2729 \| 0.7262 \| 0.8066 \| 0.9229 \| 0.9706 \| 0.3939 \| 0.9080 \| 0.5670 \| 0.9483 \| 0.8607 \| 0.9976 \| 0.9268 \| 0.3526 \| 0.7736 \| 0.5358 \| 0.8440 \| 0.6550 \| 0.9954 \| 0.9195 \| \| 0.2455 \| 4.15 \| 340 \| 0.2923 \| 0.7087 \| 0.7941 \| 0.9148 \| 0.9687 \| 0.3314 \| 0.9364 \| 0.7874 \| 0.8373 \| 0.6999 \| 0.9978 \| 0.9457 \| 0.2815 \| 0.7742 \| 0.5592 \| 0.8056 \| 0.5992 \| 0.9954 \| 0.9160 \| \| 0.1555 \| 4.39 \| 360 \| 0.2976 \| 0.6953 \| 0.7665 \| 0.9227 \| 0.9694 \| 0.1557 \| 0.9383 \| 0.6031 \| 0.9438 \| 0.7572 \| 0.9977 \| 0.9260 \| 0.1480 \| 0.7761 \| 0.5530 \| 0.8467 \| 0.6235 \| 0.9939 \| 0.9194 \| \| 0.1789 \| 4.63 \| 380 \| 0.2856 \| 0.7085 \| 0.7802 \| 0.9229 \| 0.9717 \| 0.2405 \| 0.9347 \| 0.6306 \| 0.9315 \| 0.7538 \| 0.9983 \| 0.9227 \| 0.2238 \| 0.7697 \| 0.5606 \| 0.8466 \| 0.6410 \| 0.9948 \| 0.9202 \| \| 0.1023 \| 4.88 \| 400 \| 0.2929 \| 0.7024 \| 0.7723 \| 0.9217 \| 0.9639 \| 0.2536 \| 0.9496 \| 0.6680 \| 0.9365 \| 0.6356 \| 0.9988 \| 0.9294 \| 0.2279 \| 0.7536 \| 0.5796 \| 0.8489 \| 0.5825 \| 0.9951 \| 0.9191 \| \| 0.1112 \| 5.12 \| 420 \| 0.3065 \| 0.7011 \| 0.7720 \| 0.9210 \| 0.9812 \| 0.1859 \| 0.9282 \| 0.6461 \| 0.9172 \| 0.7497 \| 0.9955 \| 0.9220 \| 0.1800 \| 0.7803 \| 0.5507 \| 0.8348 \| 0.6454 \| 0.9944 \| 0.9187 \| \| 0.1932 \| 5.37 \| 440 \| 0.3091 \| 0.7137 \| 0.7938 \| 0.9183 \| 0.9588 \| 0.3565 \| 0.9580 \| 0.6726 \| 0.8990 \| 0.7139 \| 0.9980 \| 0.9241 \| 0.3106 \| 0.7708 \| 0.5589 \| 0.8277 \| 0.6077 \| 0.9960 \| 0.9170 \| \| 0.092 \| 5.61 \| 460 \| 0.3078 \| 0.7082 \| 0.7831 \| 0.9188 \| 0.9659 \| 0.2639 \| 0.9494 \| 0.6480 \| 0.9015 \| 0.7550 \| 0.9979 \| 0.9312 \| 0.2488 \| 0.7690 \| 0.5543 \| 0.8162 \| 0.6422 \| 0.9957 \| 0.9170 \| \| 0.0515 \| 5.85 \| 480 \| 0.3024 \| 0.7363 \| 0.8322 \| 0.9208 \| 0.9660 \| 0.5072 \| 0.9229 \| 0.7492 \| 0.8596 \| 0.8222 \| 0.9980 \| 0.9318 \| 0.3939 \| 0.7716 \| 0.5899 \| 0.8228 \| 0.6482 \| 0.9959 \| 0.9213 \| \| 0.1004 \| 6.1 \| 500 \| 0.3174 \| 0.7201 \| 0.7917 \| 0.9265 \| 0.9707 \| 0.2714 \| 0.9527 \| 0.5768 \| 0.9471 \| 0.8254 \| 0.9976 \| 0.9234 \| 0.2468 \| 0.7821 \| 0.5443 \| 0.8508 \| 0.6974 \| 0.9958 \| 0.9228 \| \| 0.0747 \| 6.34 \| 520 \| 0.3035 \| 0.7158 \| 0.7896 \| 0.9233 \| 0.9645 \| 0.3336 \| 0.9640 \| 0.6184 \| 0.9394 \| 0.7088 \| 0.9987 \| 0.9279 \| 0.2958 \| 0.7659 \| 0.5631 \| 0.8517 \| 0.6106 \| 0.9958 \| 0.9204 \| \| 0.205 \| 6.59 \| 540 \| 0.2899 \| 0.7245 \| 0.8015 \| 0.9234 \| 0.9788 \| 0.3345 \| 0.9541 \| 0.7218 \| 0.8790 \| 0.7447 \| 0.9977 \| 0.9340 \| 0.3038 \| 0.7685 \| 0.5897 \| 0.8380 \| 0.6410 \| 0.9961 \| 0.9228 \| \| 0.0729 \| 6.83 \| 560 \| 0.2751 \| 0.7477 \| 0.8306 \| 0.9274 \| 0.9618 \| 0.5458 \| 0.9189 \| 0.6111 \| 0.9584 \| 0.8193 \| 0.9989 \| 0.9317 \| 0.4264 \| 0.7904 \| 0.5618 \| 0.8457 \| 0.6820 \| 0.9958 \| 0.9247 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b5-ade-finetuned-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-ade-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-ade-640-640](https://huggingface.co/nvidia/segformer-b5-finetuned-ade-640-640) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2332 - Mean Iou: 0.6951 - Mean Accuracy: 0.7738 - Overall Accuracy: 0.9385 - Accuracy Water: 0.9780 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.8899 - Accuracy Other Natural Terrain: 0.7486 - Accuracy Vegetation: 0.9147 - Accuracy Development: 0.8882 - Accuracy Unknown: 0.9971 - Iou Water: 0.9630 - Iou Whitewater: 0.0 - Iou Sediment: 0.7578 - Iou Other Natural Terrain: 0.6446 - Iou Vegetation: 0.8528 - Iou Development: 0.6519 - Iou Unknown: 0.9957 - F1 Score: 0.9381 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.5035 \| 0.24 \| 20 \| 1.3099 \| 0.4529 \| 0.5545 \| 0.8166 \| 0.7963 \| 0.0007 \| 0.7870 \| 0.3478 \| 0.8930 \| 0.0604 \| 0.9961 \| 0.7606 \| 0.0002 \| 0.4736 \| 0.2851 \| 0.6104 \| 0.0587 \| 0.9819 \| 0.8036 \| \| 1.152 \| 0.49 \| 40 \| 0.8933 \| 0.4479 \| 0.5546 \| 0.8317 \| 0.9700 \| 0.0 \| 0.9422 \| 0.1145 \| 0.8493 \| 0.0126 \| 0.9933 \| 0.8446 \| 0.0 \| 0.5935 \| 0.1113 \| 0.5820 \| 0.0126 \| 0.9911 \| 0.7930 \| \| 1.3783 \| 0.73 \| 60 \| 0.6157 \| 0.5149 \| 0.6084 \| 0.8765 \| 0.9728 \| 0.0 \| 0.9618 \| 0.4069 \| 0.9229 \| 0.0020 \| 0.9925 \| 0.9109 \| 0.0 \| 0.5742 \| 0.3812 \| 0.7458 \| 0.0020 \| 0.9904 \| 0.8560 \| \| 0.8913 \| 0.98 \| 80 \| 0.5418 \| 0.5547 \| 0.6332 \| 0.8979 \| 0.9783 \| 0.0 \| 0.9290 \| 0.5524 \| 0.9609 \| 0.0173 \| 0.9945 \| 0.9338 \| 0.0 \| 0.6919 \| 0.4900 \| 0.7569 \| 0.0173 \| 0.9927 \| 0.8800 \| \| 0.9266 \| 1.22 \| 100 \| 0.4282 \| 0.5629 \| 0.6421 \| 0.9015 \| 0.9816 \| 0.0 \| 0.9457 \| 0.5864 \| 0.9404 \| 0.0447 \| 0.9960 \| 0.9308 \| 0.0 \| 0.6778 \| 0.5128 \| 0.7826 \| 0.0443 \| 0.9921 \| 0.8855 \| \| 0.6905 \| 1.46 \| 120 \| 0.3734 \| 0.6016 \| 0.6758 \| 0.9091 \| 0.9885 \| 0.0 \| 0.8944 \| 0.6737 \| 0.9081 \| 0.2712 \| 0.9944 \| 0.9338 \| 0.0 \| 0.6825 \| 0.5550 \| 0.7875 \| 0.2598 \| 0.9929 \| 0.9022 \| \| 0.7955 \| 1.71 \| 140 \| 0.3400 \| 0.6165 \| 0.6850 \| 0.9139 \| 0.9705 \| 0.0 \| 0.8788 \| 0.6373 \| 0.9635 \| 0.3481 \| 0.9971 \| 0.9335 \| 0.0 \| 0.7052 \| 0.5782 \| 0.7811 \| 0.3233 \| 0.9939 \| 0.9077 \| \| 0.5851 \| 1.95 \| 160 \| 0.2810 \| 0.6500 \| 0.7179 \| 0.9262 \| 0.9749 \| 0.0 \| 0.9234 \| 0.7170 \| 0.9375 \| 0.4775 \| 0.9951 \| 0.9487 \| 0.0 \| 0.7511 \| 0.6320 \| 0.8105 \| 0.4145 \| 0.9932 \| 0.9230 \| \| 0.4819 \| 2.2 \| 180 \| 0.3615 \| 0.5975 \| 0.6868 \| 0.8867 \| 0.9779 \| 0.0 \| 0.9149 \| 0.8533 \| 0.6517 \| 0.4151 \| 0.9951 \| 0.9454 \| 0.0 \| 0.7422 \| 0.4986 \| 0.6207 \| 0.3815 \| 0.9938 \| 0.8866 \| \| 0.8142 \| 2.44 \| 200 \| 0.2637 \| 0.6706 \| 0.7485 \| 0.9273 \| 0.9840 \| 0.0 \| 0.8588 \| 0.8254 \| 0.8505 \| 0.7243 \| 0.9964 \| 0.9556 \| 0.0 \| 0.7779 \| 0.6342 \| 0.7910 \| 0.5411 \| 0.9942 \| 0.9276 \| \| 0.396 \| 2.68 \| 220 \| 0.2642 \| 0.6508 \| 0.7275 \| 0.9186 \| 0.9856 \| 0.0 \| 0.8634 \| 0.7820 \| 0.8452 \| 0.6203 \| 0.9958 \| 0.9544 \| 0.0 \| 0.7546 \| 0.5842 \| 0.7684 \| 0.4998 \| 0.9943 \| 0.9184 \| \| 0.7178 \| 2.93 \| 240 \| 0.2661 \| 0.6598 \| 0.7391 \| 0.9222 \| 0.9805 \| 0.0 \| 0.9402 \| 0.7458 \| 0.8377 \| 0.6709 \| 0.9988 \| 0.9449 \| 0.0 \| 0.7474 \| 0.5932 \| 0.7888 \| 0.5511 \| 0.9934 \| 0.9214 \| \| 0.5699 \| 3.17 \| 260 \| 0.2108 \| 0.6815 \| 0.7540 \| 0.9326 \| 0.9827 \| 0.0 \| 0.8490 \| 0.7546 \| 0.9139 \| 0.7804 \| 0.9975 \| 0.9517 \| 0.0 \| 0.7857 \| 0.6459 \| 0.8094 \| 0.5831 \| 0.9947 \| 0.9319 \| \| 0.3768 \| 3.41 \| 280 \| 0.2256 \| 0.6891 \| 0.7628 \| 0.9363 \| 0.9820 \| 0.0 \| 0.9426 \| 0.7842 \| 0.8824 \| 0.7533 \| 0.9952 \| 0.9578 \| 0.0 \| 0.7728 \| 0.6568 \| 0.8343 \| 0.6079 \| 0.9941 \| 0.9359 \| \| 0.7524 \| 3.66 \| 300 \| 0.2295 \| 0.6758 \| 0.7427 \| 0.9314 \| 0.9924 \| 0.0 \| 0.8485 \| 0.7430 \| 0.9262 \| 0.6945 \| 0.9944 \| 0.9477 \| 0.0 \| 0.7486 \| 0.6275 \| 0.8293 \| 0.5848 \| 0.9929 \| 0.9298 \| \| 0.3174 \| 3.9 \| 320 \| 0.2178 \| 0.6780 \| 0.7516 \| 0.9319 \| 0.9830 \| 0.0 \| 0.8744 \| 0.7954 \| 0.8833 \| 0.7275 \| 0.9979 \| 0.9616 \| 0.0 \| 0.7345 \| 0.6312 \| 0.8332 \| 0.5905 \| 0.9953 \| 0.9318 \| \| 0.2191 \| 4.15 \| 340 \| 0.2237 \| 0.6714 \| 0.7378 \| 0.9311 \| 0.9798 \| 0.0 \| 0.8692 \| 0.8005 \| 0.9113 \| 0.6081 \| 0.9954 \| 0.9570 \| 0.0 \| 0.7618 \| 0.6360 \| 0.8232 \| 0.5276 \| 0.9944 \| 0.9302 \| \| 0.2526 \| 4.39 \| 360 \| 0.2836 \| 0.6616 \| 0.7510 \| 0.9192 \| 0.9774 \| 0.0 \| 0.9351 \| 0.7824 \| 0.7882 \| 0.7770 \| 0.9973 \| 0.9458 \| 0.0 \| 0.7342 \| 0.5903 \| 0.7671 \| 0.5989 \| 0.9951 \| 0.9197 \| \| 0.2428 \| 4.63 \| 380 \| 0.2368 \| 0.6873 \| 0.7704 \| 0.9316 \| 0.9720 \| 0.0 \| 0.8632 \| 0.8565 \| 0.8365 \| 0.8667 \| 0.9981 \| 0.9570 \| 0.0 \| 0.7836 \| 0.6500 \| 0.7979 \| 0.6281 \| 0.9948 \| 0.9326 \| \| 0.138 \| 4.88 \| 400 \| 0.2237 \| 0.6921 \| 0.7655 \| 0.9382 \| 0.9765 \| 0.0 \| 0.8913 \| 0.7857 \| 0.9087 \| 0.7983 \| 0.9982 \| 0.9618 \| 0.0 \| 0.7210 \| 0.6680 \| 0.8635 \| 0.6355 \| 0.9950 \| 0.9382 \| \| 0.2074 \| 5.12 \| 420 \| 0.2075 \| 0.6903 \| 0.7617 \| 0.9382 \| 0.9855 \| 0.0 \| 0.8654 \| 0.7844 \| 0.9180 \| 0.7821 \| 0.9967 \| 0.9614 \| 0.0 \| 0.7368 \| 0.6624 \| 0.8591 \| 0.6175 \| 0.9953 \| 0.9377 \| \| 0.4849 \| 5.37 \| 440 \| 0.2016 \| 0.6957 \| 0.7713 \| 0.9394 \| 0.9873 \| 0.0 \| 0.8818 \| 0.7709 \| 0.9085 \| 0.8538 \| 0.9965 \| 0.9497 \| 0.0 \| 0.7560 \| 0.6707 \| 0.8621 \| 0.6362 \| 0.9950 \| 0.9390 \| \| 0.2335 \| 5.61 \| 460 \| 0.2293 \| 0.6909 \| 0.7638 \| 0.9369 \| 0.9848 \| 0.0 \| 0.8796 \| 0.7226 \| 0.9309 \| 0.8326 \| 0.9963 \| 0.9568 \| 0.0 \| 0.7373 \| 0.6366 \| 0.8538 \| 0.6566 \| 0.9950 \| 0.9358 \| \| 0.2768 \| 5.85 \| 480 \| 0.2453 \| 0.6866 \| 0.7644 \| 0.9347 \| 0.9764 \| 0.0 \| 0.9604 \| 0.6923 \| 0.9087 \| 0.8168 \| 0.9966 \| 0.9562 \| 0.0 \| 0.7478 \| 0.6367 \| 0.8314 \| 0.6390 \| 0.9952 \| 0.9335 \| \| 0.1383 \| 6.1 \| 500 \| 0.2322 \| 0.6865 \| 0.7570 \| 0.9361 \| 0.9547 \| 0.0 \| 0.8865 \| 0.7609 \| 0.9475 \| 0.7510 \| 0.9984 \| 0.9443 \| 0.0 \| 0.7323 \| 0.6723 \| 0.8516 \| 0.6097 \| 0.9953 \| 0.9354 \| \| 0.3734 \| 6.34 \| 520 \| 0.2335 \| 0.6890 \| 0.7657 \| 0.9361 \| 0.9877 \| 0.0 \| 0.8494 \| 0.7954 \| 0.8919 \| 0.8377 \| 0.9976 \| 0.9586 \| 0.0 \| 0.7192 \| 0.6598 \| 0.8515 \| 0.6386 \| 0.9952 \| 0.9360 \| \| 0.131 \| 6.59 \| 540 \| 0.2459 \| 0.6849 \| 0.7626 \| 0.9362 \| 0.9848 \| 0.0 \| 0.8292 \| 0.7209 \| 0.9426 \| 0.8628 \| 0.9981 \| 0.9605 \| 0.0 \| 0.7203 \| 0.6425 \| 0.8589 \| 0.6173 \| 0.9951 \| 0.9351 \| \| 0.1874 \| 6.83 \| 560 \| 0.2642 \| 0.6761 \| 0.7504 \| 0.9308 \| 0.9756 \| 0.0 \| 0.9512 \| 0.7777 \| 0.8681 \| 0.6823 \| 0.9975 \| 0.9611 \| 0.0 \| 0.7349 \| 0.6306 \| 0.8235 \| 0.5873 \| 0.9954 \| 0.9306 \| \| 0.1282 \| 7.07 \| 580 \| 0.2463 \| 0.6883 \| 0.7588 \| 0.9380 \| 0.9841 \| 0.0 \| 0.8800 \| 0.7561 \| 0.9309 \| 0.7636 \| 0.9970 \| 0.9629 \| 0.0 \| 0.7370 \| 0.6487 \| 0.8647 \| 0.6093 \| 0.9954 \| 0.9373 \| \| 0.1173 \| 7.32 \| 600 \| 0.2412 \| 0.6898 \| 0.7661 \| 0.9374 \| 0.9778 \| 0.0 \| 0.8615 \| 0.7889 \| 0.9097 \| 0.8267 \| 0.9981 \| 0.9609 \| 0.0 \| 0.7282 \| 0.6603 \| 0.8610 \| 0.6225 \| 0.9954 \| 0.9374 \| \| 0.1012 \| 7.56 \| 620 \| 0.2550 \| 0.6869 \| 0.7623 \| 0.9353 \| 0.9837 \| 0.0 \| 0.8689 \| 0.7977 \| 0.8907 \| 0.7985 \| 0.9968 \| 0.9623 \| 0.0 \| 0.7376 \| 0.6455 \| 0.8458 \| 0.6219 \| 0.9951 \| 0.9353 \| \| 0.2309 \| 7.8 \| 640 \| 0.2549 \| 0.6920 \| 0.7595 \| 0.9386 \| 0.9840 \| 0.0 \| 0.8390 \| 0.7803 \| 0.9350 \| 0.7801 \| 0.9979 \| 0.9619 \| 0.0 \| 0.7304 \| 0.6571 \| 0.8609 \| 0.6381 \| 0.9956 \| 0.9378 \| \| 0.1986 \| 8.05 \| 660 \| 0.2270 \| 0.6979 \| 0.7668 \| 0.9405 \| 0.9781 \| 0.0 \| 0.9063 \| 0.7757 \| 0.9203 \| 0.7895 \| 0.9980 \| 0.9625 \| 0.0 \| 0.7509 \| 0.6640 \| 0.8620 \| 0.6503 \| 0.9955 \| 0.9400 \| \| 0.5972 \| 8.29 \| 680 \| 0.2307 \| 0.6997 \| 0.7714 \| 0.9404 \| 0.9743 \| 0.0 \| 0.8955 \| 0.7639 \| 0.9248 \| 0.8432 \| 0.9983 \| 0.9610 \| 0.0 \| 0.7591 \| 0.6594 \| 0.8578 \| 0.6650 \| 0.9953 \| 0.9399 \| \| 0.1218 \| 8.54 \| 700 \| 0.2914 \| 0.6734 \| 0.7541 \| 0.9223 \| 0.9829 \| 0.0 \| 0.8578 \| 0.8144 \| 0.8106 \| 0.8157 \| 0.9974 \| 0.9621 \| 0.0 \| 0.7434 \| 0.5823 \| 0.7703 \| 0.6606 \| 0.9950 \| 0.9234 \| \| 0.1051 \| 8.78 \| 720 \| 0.2212 \| 0.7029 \| 0.7755 \| 0.9422 \| 0.9849 \| 0.0 \| 0.9237 \| 0.7433 \| 0.9202 \| 0.8598 \| 0.9969 \| 0.9628 \| 0.0 \| 0.7848 \| 0.6672 \| 0.8522 \| 0.6582 \| 0.9953 \| 0.9413 \| \| 0.1204 \| 9.02 \| 740 \| 0.2667 \| 0.6915 \| 0.7636 \| 0.9368 \| 0.9875 \| 0.0 \| 0.9098 \| 0.6347 \| 0.9566 \| 0.8601 \| 0.9967 \| 0.9605 \| 0.0 \| 0.7803 \| 0.6052 \| 0.8308 \| 0.6681 \| 0.9955 \| 0.9341 \| \| 0.2844 \| 9.27 \| 760 \| 0.2356 \| 0.6913 \| 0.7635 \| 0.9352 \| 0.9815 \| 0.0 \| 0.8728 \| 0.7781 \| 0.8930 \| 0.8201 \| 0.9990 \| 0.9614 \| 0.0 \| 0.7466 \| 0.6327 \| 0.8340 \| 0.6686 \| 0.9956 \| 0.9349 \| \| 0.1134 \| 9.51 \| 780 \| 0.2499 \| 0.6941 \| 0.7668 \| 0.9372 \| 0.9848 \| 0.0 \| 0.8818 \| 0.7850 \| 0.8968 \| 0.8228 \| 0.9968 \| 0.9640 \| 0.0 \| 0.7495 \| 0.6446 \| 0.8432 \| 0.6619 \| 0.9958 \| 0.9370 \| \| 0.6034 \| 9.76 \| 800 \| 0.2462 \| 0.6932 \| 0.7635 \| 0.9371 \| 0.9826 \| 0.0 \| 0.9008 \| 0.7640 \| 0.9119 \| 0.7903 \| 0.9949 \| 0.9619 \| 0.0 \| 0.7692 \| 0.6418 \| 0.8382 \| 0.6471 \| 0.9944 \| 0.9365 \| \| 0.088 \| 10.0 \| 820 \| 0.2285 \| 0.7030 \| 0.7754 \| 0.9417 \| 0.9862 \| 0.0 \| 0.9104 \| 0.7763 \| 0.9045 \| 0.8533 \| 0.9969 \| 0.9643 \| 0.0 \| 0.7718 \| 0.6665 \| 0.8539 \| 0.6686 \| 0.9956 \| 0.9412 \| \| 0.0965 \| 10.24 \| 840 \| 0.2332 \| 0.6951 \| 0.7738 \| 0.9385 \| 0.9780 \| 0.0 \| 0.8899 \| 0.7486 \| 0.9147 \| 0.8882 \| 0.9971 \| 0.9630 \| 0.0 \| 0.7578 \| 0.6446 \| 0.8528 \| 0.6519 \| 0.9957 \| 0.9381 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-ade-finetuned-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-ade-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2116 - Mean Iou: 0.7207 - Mean Accuracy: 0.7864 - Overall Accuracy: 0.9441 - Accuracy Water: 0.9915 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.9083 - Accuracy Other Natural Terrain: 0.8596 - Accuracy Vegetation: 0.8771 - Accuracy Development: 0.8701 - Accuracy Unknown: 0.9983 - Iou Water: 0.9580 - Iou Whitewater: 0.0 - Iou Sediment: 0.8691 - Iou Other Natural Terrain: 0.7108 - Iou Vegetation: 0.8236 - Iou Development: 0.6878 - Iou Unknown: 0.9957 - F1 Score: 0.9437 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 1.4532 \| 0.24 \| 20 \| 1.3435 \| 0.4211 \| 0.5264 \| 0.7441 \| 0.7775 \| 0.0 \| 0.2537 \| 0.5410 \| 0.7502 \| 0.3664 \| 0.9961 \| 0.6995 \| 0.0 \| 0.2230 \| 0.3135 \| 0.4349 \| 0.3008 \| 0.9758 \| 0.7366 \| \| 1.0467 \| 0.49 \| 40 \| 0.8901 \| 0.4799 \| 0.5609 \| 0.8306 \| 0.9261 \| 0.0 \| 0.6581 \| 0.3109 \| 0.9513 \| 0.0809 \| 0.9992 \| 0.8704 \| 0.0 \| 0.5553 \| 0.3049 \| 0.5627 \| 0.0804 \| 0.9860 \| 0.8109 \| \| 0.9494 \| 0.73 \| 60 \| 0.6358 \| 0.5209 \| 0.5972 \| 0.8680 \| 0.9788 \| 0.0 \| 0.8070 \| 0.4142 \| 0.9622 \| 0.0220 \| 0.9964 \| 0.9044 \| 0.0 \| 0.6693 \| 0.4008 \| 0.6578 \| 0.0220 \| 0.9921 \| 0.8452 \| \| 0.6118 \| 0.98 \| 80 \| 0.5235 \| 0.5454 \| 0.6191 \| 0.8834 \| 0.9836 \| 0.0 \| 0.8558 \| 0.5071 \| 0.9635 \| 0.0283 \| 0.9951 \| 0.9172 \| 0.0 \| 0.6969 \| 0.4748 \| 0.7090 \| 0.0282 \| 0.9914 \| 0.8625 \| \| 0.5458 \| 1.22 \| 100 \| 0.4739 \| 0.5846 \| 0.6514 \| 0.8875 \| 0.9514 \| 0.0 \| 0.8431 \| 0.5217 \| 0.9639 \| 0.2829 \| 0.9967 \| 0.9258 \| 0.0 \| 0.7593 \| 0.4726 \| 0.6684 \| 0.2728 \| 0.9930 \| 0.8793 \| \| 0.5935 \| 1.46 \| 120 \| 0.3786 \| 0.6090 \| 0.6793 \| 0.9055 \| 0.9774 \| 0.0 \| 0.9195 \| 0.7271 \| 0.8854 \| 0.2475 \| 0.9980 \| 0.9221 \| 0.0 \| 0.7820 \| 0.5782 \| 0.7474 \| 0.2415 \| 0.9921 \| 0.8969 \| \| 0.616 \| 1.71 \| 140 \| 0.3630 \| 0.6382 \| 0.7043 \| 0.9141 \| 0.9845 \| 0.0 \| 0.9106 \| 0.7205 \| 0.8929 \| 0.4243 \| 0.9975 \| 0.9132 \| 0.0 \| 0.7515 \| 0.6445 \| 0.7799 \| 0.3859 \| 0.9920 \| 0.9090 \| \| 0.6891 \| 1.95 \| 160 \| 0.3563 \| 0.6249 \| 0.6897 \| 0.9049 \| 0.9912 \| 0.0 \| 0.8575 \| 0.5156 \| 0.9541 \| 0.5139 \| 0.9955 \| 0.9010 \| 0.0 \| 0.7908 \| 0.4895 \| 0.7447 \| 0.4577 \| 0.9906 \| 0.8978 \| \| 0.3915 \| 2.2 \| 180 \| 0.3039 \| 0.6420 \| 0.7094 \| 0.9122 \| 0.9690 \| 0.0 \| 0.8829 \| 0.7779 \| 0.8809 \| 0.4559 \| 0.9990 \| 0.9296 \| 0.0 \| 0.8211 \| 0.5859 \| 0.7445 \| 0.4225 \| 0.9901 \| 0.9093 \| \| 0.478 \| 2.44 \| 200 \| 0.2957 \| 0.6661 \| 0.7380 \| 0.9201 \| 0.9884 \| 0.0 \| 0.8179 \| 0.8009 \| 0.8854 \| 0.6765 \| 0.9973 \| 0.9150 \| 0.0 \| 0.7697 \| 0.6348 \| 0.7986 \| 0.5532 \| 0.9916 \| 0.9186 \| \| 0.2891 \| 2.68 \| 220 \| 0.2687 \| 0.6781 \| 0.7439 \| 0.9258 \| 0.9890 \| 0.0 \| 0.9161 \| 0.7389 \| 0.8977 \| 0.6776 \| 0.9881 \| 0.9253 \| 0.0 \| 0.8384 \| 0.6330 \| 0.7898 \| 0.5726 \| 0.9874 \| 0.9238 \| \| 0.3432 \| 2.93 \| 240 \| 0.2629 \| 0.6725 \| 0.7379 \| 0.9246 \| 0.9752 \| 0.0 \| 0.9444 \| 0.7407 \| 0.8825 \| 0.6246 \| 0.9976 \| 0.9308 \| 0.0 \| 0.8389 \| 0.6136 \| 0.7804 \| 0.5506 \| 0.9935 \| 0.9224 \| \| 0.4379 \| 3.17 \| 260 \| 0.2528 \| 0.6787 \| 0.7360 \| 0.9283 \| 0.9837 \| 0.0 \| 0.9170 \| 0.7116 \| 0.9280 \| 0.6139 \| 0.9974 \| 0.9422 \| 0.0 \| 0.8382 \| 0.6218 \| 0.7870 \| 0.5687 \| 0.9931 \| 0.9255 \| \| 0.2129 \| 3.41 \| 280 \| 0.2250 \| 0.6775 \| 0.7401 \| 0.9264 \| 0.9911 \| 0.0 \| 0.9001 \| 0.6653 \| 0.9301 \| 0.7006 \| 0.9936 \| 0.9330 \| 0.0 \| 0.8456 \| 0.6021 \| 0.7849 \| 0.5853 \| 0.9918 \| 0.9237 \| \| 0.1941 \| 3.66 \| 300 \| 0.2191 \| 0.6943 \| 0.7621 \| 0.9336 \| 0.9770 \| 0.0 \| 0.9426 \| 0.8365 \| 0.8619 \| 0.7193 \| 0.9974 \| 0.9377 \| 0.0 \| 0.8296 \| 0.6934 \| 0.8076 \| 0.5981 \| 0.9938 \| 0.9325 \| \| 0.3357 \| 3.9 \| 320 \| 0.2315 \| 0.6841 \| 0.7582 \| 0.9267 \| 0.9782 \| 0.0 \| 0.8671 \| 0.7910 \| 0.8801 \| 0.7948 \| 0.9961 \| 0.9322 \| 0.0 \| 0.8089 \| 0.6298 \| 0.8011 \| 0.6240 \| 0.9926 \| 0.9261 \| \| 0.2456 \| 4.15 \| 340 \| 0.2462 \| 0.6904 \| 0.7586 \| 0.9303 \| 0.9895 \| 0.0 \| 0.9229 \| 0.6965 \| 0.8897 \| 0.8146 \| 0.9970 \| 0.9339 \| 0.0 \| 0.8563 \| 0.6091 \| 0.7915 \| 0.6476 \| 0.9947 \| 0.9284 \| \| 0.3712 \| 4.39 \| 360 \| 0.2366 \| 0.6918 \| 0.7696 \| 0.9307 \| 0.9848 \| 0.0 \| 0.8491 \| 0.8504 \| 0.8689 \| 0.8389 \| 0.9951 \| 0.9514 \| 0.0 \| 0.8085 \| 0.6517 \| 0.8102 \| 0.6272 \| 0.9935 \| 0.9311 \| \| 0.4034 \| 4.63 \| 380 \| 0.2442 \| 0.6854 \| 0.7691 \| 0.9254 \| 0.9799 \| 0.0 \| 0.9505 \| 0.8457 \| 0.7848 \| 0.8289 \| 0.9940 \| 0.9361 \| 0.0 \| 0.8287 \| 0.6650 \| 0.7533 \| 0.6215 \| 0.9930 \| 0.9248 \| \| 0.1794 \| 4.88 \| 400 \| 0.2162 \| 0.6951 \| 0.7555 \| 0.9338 \| 0.9831 \| 0.0 \| 0.8868 \| 0.7703 \| 0.9249 \| 0.7271 \| 0.9967 \| 0.9449 \| 0.0 \| 0.8392 \| 0.6450 \| 0.8101 \| 0.6320 \| 0.9945 \| 0.9324 \| \| 0.3036 \| 5.12 \| 420 \| 0.2356 \| 0.6869 \| 0.7514 \| 0.9303 \| 0.9889 \| 0.0 \| 0.9184 \| 0.6697 \| 0.9145 \| 0.7701 \| 0.9983 \| 0.9289 \| 0.0 \| 0.8442 \| 0.6064 \| 0.8075 \| 0.6280 \| 0.9932 \| 0.9277 \| \| 0.1948 \| 5.37 \| 440 \| 0.2138 \| 0.6963 \| 0.7661 \| 0.9333 \| 0.9801 \| 0.0 \| 0.8889 \| 0.8187 \| 0.8823 \| 0.7944 \| 0.9982 \| 0.9443 \| 0.0 \| 0.8363 \| 0.6453 \| 0.8165 \| 0.6381 \| 0.9939 \| 0.9330 \| \| 0.5839 \| 5.61 \| 460 \| 0.2248 \| 0.6998 \| 0.7699 \| 0.9350 \| 0.9913 \| 0.0 \| 0.9310 \| 0.7673 \| 0.8695 \| 0.8340 \| 0.9966 \| 0.9330 \| 0.0 \| 0.8511 \| 0.6645 \| 0.8143 \| 0.6420 \| 0.9936 \| 0.9338 \| \| 0.2039 \| 5.85 \| 480 \| 0.2311 \| 0.6949 \| 0.7695 \| 0.9300 \| 0.9801 \| 0.0 \| 0.8510 \| 0.8609 \| 0.8619 \| 0.8362 \| 0.9967 \| 0.9417 \| 0.0 \| 0.8106 \| 0.6365 \| 0.8076 \| 0.6740 \| 0.9942 \| 0.9304 \| \| 0.1818 \| 6.1 \| 500 \| 0.2297 \| 0.7037 \| 0.7794 \| 0.9338 \| 0.9788 \| 0.0 \| 0.9420 \| 0.8915 \| 0.8103 \| 0.8374 \| 0.9955 \| 0.9417 \| 0.0 \| 0.8651 \| 0.6649 \| 0.7871 \| 0.6730 \| 0.9942 \| 0.9338 \| \| 0.1637 \| 6.34 \| 520 \| 0.1984 \| 0.7105 \| 0.7757 \| 0.9389 \| 0.9817 \| 0.0 \| 0.9503 \| 0.8314 \| 0.8634 \| 0.8062 \| 0.9969 \| 0.9409 \| 0.0 \| 0.8601 \| 0.6899 \| 0.8123 \| 0.6756 \| 0.9946 \| 0.9380 \| \| 0.2034 \| 6.59 \| 540 \| 0.1970 \| 0.7170 \| 0.7771 \| 0.9426 \| 0.9875 \| 0.0 \| 0.8953 \| 0.8225 \| 0.9205 \| 0.8200 \| 0.9939 \| 0.9478 \| 0.0 \| 0.8602 \| 0.7085 \| 0.8317 \| 0.6781 \| 0.9926 \| 0.9418 \| \| 0.2673 \| 6.83 \| 560 \| 0.2055 \| 0.7111 \| 0.7800 \| 0.9400 \| 0.9907 \| 0.0 \| 0.9323 \| 0.8022 \| 0.8739 \| 0.8651 \| 0.9957 \| 0.9366 \| 0.0 \| 0.8675 \| 0.6941 \| 0.8262 \| 0.6591 \| 0.9939 \| 0.9392 \| \| 0.2446 \| 7.07 \| 580 \| 0.2391 \| 0.6769 \| 0.7454 \| 0.9286 \| 0.9829 \| 0.0 \| 0.9409 \| 0.9085 \| 0.8298 \| 0.5581 \| 0.9979 \| 0.9531 \| 0.0 \| 0.8470 \| 0.6501 \| 0.7880 \| 0.5054 \| 0.9944 \| 0.9274 \| \| 0.1747 \| 7.32 \| 600 \| 0.2450 \| 0.6993 \| 0.7642 \| 0.9351 \| 0.9872 \| 0.0 \| 0.9200 \| 0.7115 \| 0.9121 \| 0.8223 \| 0.9967 \| 0.9458 \| 0.0 \| 0.8690 \| 0.6249 \| 0.8060 \| 0.6552 \| 0.9939 \| 0.9335 \| \| 0.1262 \| 7.56 \| 620 \| 0.2595 \| 0.6955 \| 0.7652 \| 0.9315 \| 0.9878 \| 0.0 \| 0.9453 \| 0.7199 \| 0.8657 \| 0.8406 \| 0.9970 \| 0.9399 \| 0.0 \| 0.8588 \| 0.6152 \| 0.7856 \| 0.6745 \| 0.9946 \| 0.9298 \| \| 0.1223 \| 7.8 \| 640 \| 0.2334 \| 0.7028 \| 0.7704 \| 0.9339 \| 0.9861 \| 0.0 \| 0.9214 \| 0.8069 \| 0.8572 \| 0.8234 \| 0.9977 \| 0.9527 \| 0.0 \| 0.8672 \| 0.6354 \| 0.7841 \| 0.6854 \| 0.9948 \| 0.9334 \| \| 0.0915 \| 8.05 \| 660 \| 0.2561 \| 0.6879 \| 0.7660 \| 0.9258 \| 0.9905 \| 0.0 \| 0.8363 \| 0.8988 \| 0.8221 \| 0.8176 \| 0.9967 \| 0.9483 \| 0.0 \| 0.8053 \| 0.6239 \| 0.7819 \| 0.6615 \| 0.9946 \| 0.9266 \| \| 0.1095 \| 8.29 \| 680 \| 0.2018 \| 0.7179 \| 0.7813 \| 0.9431 \| 0.9851 \| 0.0 \| 0.9306 \| 0.7844 \| 0.9086 \| 0.8650 \| 0.9950 \| 0.9425 \| 0.0 \| 0.8742 \| 0.6973 \| 0.8350 \| 0.6831 \| 0.9933 \| 0.9421 \| \| 0.196 \| 8.54 \| 700 \| 0.2125 \| 0.7115 \| 0.7834 \| 0.9392 \| 0.9800 \| 0.0 \| 0.9376 \| 0.8437 \| 0.8523 \| 0.8722 \| 0.9979 \| 0.9515 \| 0.0 \| 0.8737 \| 0.6855 \| 0.8046 \| 0.6707 \| 0.9947 \| 0.9389 \| \| 0.1548 \| 8.78 \| 720 \| 0.1893 \| 0.7261 \| 0.7833 \| 0.9467 \| 0.9830 \| 0.0 \| 0.9370 \| 0.8452 \| 0.9035 \| 0.8170 \| 0.9973 \| 0.9545 \| 0.0 \| 0.8776 \| 0.7329 \| 0.8299 \| 0.6936 \| 0.9944 \| 0.9458 \| \| 0.1376 \| 9.02 \| 740 \| 0.2467 \| 0.7101 \| 0.7706 \| 0.9394 \| 0.9868 \| 0.0 \| 0.9268 \| 0.7615 \| 0.9067 \| 0.8150 \| 0.9977 \| 0.9536 \| 0.0 \| 0.8685 \| 0.6624 \| 0.8077 \| 0.6831 \| 0.9952 \| 0.9381 \| \| 0.1569 \| 9.27 \| 760 \| 0.2038 \| 0.7184 \| 0.7823 \| 0.9432 \| 0.9904 \| 0.0 \| 0.9064 \| 0.8209 \| 0.8961 \| 0.8651 \| 0.9976 \| 0.9505 \| 0.0 \| 0.8672 \| 0.7048 \| 0.8265 \| 0.6845 \| 0.9952 \| 0.9425 \| \| 0.1633 \| 9.51 \| 780 \| 0.1953 \| 0.7213 \| 0.7820 \| 0.9443 \| 0.9882 \| 0.0 \| 0.9093 \| 0.8436 \| 0.8986 \| 0.8371 \| 0.9975 \| 0.9499 \| 0.0 \| 0.8690 \| 0.7129 \| 0.8304 \| 0.6919 \| 0.9950 \| 0.9436 \| \| 0.1501 \| 9.76 \| 800 \| 0.2605 \| 0.7013 \| 0.7688 \| 0.9352 \| 0.9799 \| 0.0 \| 0.8636 \| 0.8899 \| 0.8816 \| 0.7689 \| 0.9975 \| 0.9573 \| 0.0 \| 0.8129 \| 0.6623 \| 0.8220 \| 0.6595 \| 0.9950 \| 0.9353 \| \| 0.2376 \| 10.0 \| 820 \| 0.2071 \| 0.7186 \| 0.7850 \| 0.9438 \| 0.9922 \| 0.0 \| 0.9306 \| 0.8279 \| 0.8795 \| 0.8683 \| 0.9962 \| 0.9505 \| 0.0 \| 0.8731 \| 0.7145 \| 0.8282 \| 0.6695 \| 0.9947 \| 0.9431 \| \| 0.0856 \| 10.24 \| 840 \| 0.2190 \| 0.7113 \| 0.7689 \| 0.9410 \| 0.9878 \| 0.0 \| 0.9119 \| 0.8175 \| 0.9127 \| 0.7559 \| 0.9964 \| 0.9583 \| 0.0 \| 0.8737 \| 0.6801 \| 0.8152 \| 0.6568 \| 0.9948 \| 0.9401 \| \| 0.2257 \| 10.49 \| 860 \| 0.2133 \| 0.7124 \| 0.7847 \| 0.9402 \| 0.9871 \| 0.0 \| 0.9328 \| 0.8304 \| 0.8554 \| 0.8895 \| 0.9980 \| 0.9565 \| 0.0 \| 0.8557 \| 0.7005 \| 0.8108 \| 0.6686 \| 0.9948 \| 0.9398 \| \| 0.2022 \| 10.73 \| 880 \| 0.2517 \| 0.7030 \| 0.7746 \| 0.9355 \| 0.9845 \| 0.0 \| 0.8451 \| 0.8379 \| 0.8945 \| 0.8631 \| 0.9973 \| 0.9514 \| 0.0 \| 0.8109 \| 0.6656 \| 0.8229 \| 0.6754 \| 0.9949 \| 0.9353 \| \| 0.0923 \| 10.98 \| 900 \| 0.2118 \| 0.7122 \| 0.7717 \| 0.9416 \| 0.9863 \| 0.0 \| 0.8904 \| 0.8660 \| 0.9057 \| 0.7555 \| 0.9979 \| 0.9563 \| 0.0 \| 0.8418 \| 0.7016 \| 0.8320 \| 0.6582 \| 0.9952 \| 0.9409 \| \| 0.1639 \| 11.22 \| 920 \| 0.1961 \| 0.7244 \| 0.7817 \| 0.9471 \| 0.9835 \| 0.0 \| 0.9354 \| 0.8432 \| 0.9118 \| 0.8013 \| 0.9967 \| 0.9584 \| 0.0 \| 0.8649 \| 0.7337 \| 0.8397 \| 0.6790 \| 0.9951 \| 0.9462 \| \| 0.0676 \| 11.46 \| 940 \| 0.2238 \| 0.7135 \| 0.7829 \| 0.9421 \| 0.9885 \| 0.0 \| 0.9482 \| 0.7915 \| 0.8765 \| 0.8784 \| 0.9973 \| 0.9503 \| 0.0 \| 0.8653 \| 0.7000 \| 0.8282 \| 0.6555 \| 0.9952 \| 0.9413 \| \| 0.056 \| 11.71 \| 960 \| 0.1908 \| 0.7284 \| 0.7848 \| 0.9478 \| 0.9862 \| 0.0 \| 0.9206 \| 0.8434 \| 0.9143 \| 0.8319 \| 0.9973 \| 0.9583 \| 0.0 \| 0.8724 \| 0.7308 \| 0.8375 \| 0.7048 \| 0.9948 \| 0.9470 \| \| 0.1205 \| 11.95 \| 980 \| 0.2000 \| 0.7248 \| 0.7914 \| 0.9457 \| 0.9844 \| 0.0 \| 0.9377 \| 0.8256 \| 0.8807 \| 0.9132 \| 0.9986 \| 0.9581 \| 0.0 \| 0.8681 \| 0.7249 \| 0.8265 \| 0.7016 \| 0.9947 \| 0.9450 \| \| 0.0429 \| 12.2 \| 1000 \| 0.1937 \| 0.7285 \| 0.7865 \| 0.9476 \| 0.9856 \| 0.0 \| 0.9298 \| 0.8327 \| 0.9064 \| 0.8529 \| 0.9982 \| 0.9590 \| 0.0 \| 0.8687 \| 0.7326 \| 0.8335 \| 0.7108 \| 0.9952 \| 0.9468 \| \| 0.0992 \| 12.44 \| 1020 \| 0.2081 \| 0.7225 \| 0.7858 \| 0.9448 \| 0.9863 \| 0.0 \| 0.9394 \| 0.8478 \| 0.8780 \| 0.8522 \| 0.9972 \| 0.9576 \| 0.0 \| 0.8668 \| 0.7191 \| 0.8230 \| 0.6955 \| 0.9953 \| 0.9441 \| \| 0.089 \| 12.68 \| 1040 \| 0.2044 \| 0.7243 \| 0.7812 \| 0.9466 \| 0.9832 \| 0.0 \| 0.9240 \| 0.8403 \| 0.9128 \| 0.8095 \| 0.9987 \| 0.9561 \| 0.0 \| 0.8724 \| 0.7274 \| 0.8351 \| 0.6844 \| 0.9949 \| 0.9457 \| \| 0.1252 \| 12.93 \| 1060 \| 0.2146 \| 0.7138 \| 0.7750 \| 0.9417 \| 0.9824 \| 0.0 \| 0.9125 \| 0.8768 \| 0.8895 \| 0.7662 \| 0.9973 \| 0.9573 \| 0.0 \| 0.8521 \| 0.6993 \| 0.8267 \| 0.6659 \| 0.9950 \| 0.9412 \| \| 0.3201 \| 13.17 \| 1080 \| 0.2169 \| 0.7197 \| 0.7849 \| 0.9439 \| 0.9796 \| 0.0 \| 0.9489 \| 0.8613 \| 0.8713 \| 0.8352 \| 0.9977 \| 0.9580 \| 0.0 \| 0.8636 \| 0.7225 \| 0.8209 \| 0.6774 \| 0.9955 \| 0.9434 \| \| 0.101 \| 13.41 \| 1100 \| 0.2023 \| 0.7268 \| 0.7848 \| 0.9482 \| 0.9871 \| 0.0 \| 0.9314 \| 0.8350 \| 0.9111 \| 0.8315 \| 0.9978 \| 0.9587 \| 0.0 \| 0.8702 \| 0.7416 \| 0.8412 \| 0.6806 \| 0.9952 \| 0.9473 \| \| 0.0522 \| 13.66 \| 1120 \| 0.2116 \| 0.7207 \| 0.7864 \| 0.9441 \| 0.9915 \| 0.0 \| 0.9083 \| 0.8596 \| 0.8771 \| 0.8701 \| 0.9983 \| 0.9580 \| 0.0 \| 0.8691 \| 0.7108 \| 0.8236 \| 0.6878 \| 0.9957 \| 0.9437 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b5-ade-finetuned-coastTrain-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b5-ade-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b5-ade-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b5-ade-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.1862 - Mean Iou: 0.7261 - Mean Accuracy: 0.7941 - Overall Accuracy: 0.9457 - Accuracy Water: 0.9892 - Accuracy Whitewater: 0.1212 - Accuracy Sediment: 0.8832 - Accuracy Other Natural Terrain: 0.9089 - Accuracy Vegetation: 0.8620 - Accuracy Development: 0.7955 - Accuracy Unknown: 0.9987 - Iou Water: 0.9551 - Iou Whitewater: 0.1179 - Iou Sediment: 0.8407 - Iou Other Natural Terrain: 0.7579 - Iou Vegetation: 0.8186 - Iou Development: 0.5970 - Iou Unknown: 0.9957 - F1 Score: 0.9457 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 0.3949 \| 0.24 \| 20 \| 0.4674 \| 0.5533 \| 0.6548 \| 0.8647 \| 0.9629 \| 0.0 \| 0.8258 \| 0.3380 \| 0.8635 \| 0.5954 \| 0.9980 \| 0.8563 \| 0.0 \| 0.5989 \| 0.2978 \| 0.6772 \| 0.4600 \| 0.9826 \| 0.8527 \| \| 0.3836 \| 0.49 \| 40 \| 0.3509 \| 0.6135 \| 0.6996 \| 0.8983 \| 0.9860 \| 0.0 \| 0.9063 \| 0.4811 \| 0.8910 \| 0.6351 \| 0.9974 \| 0.9202 \| 0.0 \| 0.7089 \| 0.4491 \| 0.6990 \| 0.5252 \| 0.9922 \| 0.8914 \| \| 0.4461 \| 0.73 \| 60 \| 0.2453 \| 0.6595 \| 0.7407 \| 0.9222 \| 0.9948 \| 0.0 \| 0.8439 \| 0.8332 \| 0.8203 \| 0.6988 \| 0.9937 \| 0.9202 \| 0.0 \| 0.7836 \| 0.6604 \| 0.7620 \| 0.4984 \| 0.9916 \| 0.9219 \| \| 0.7886 \| 0.98 \| 80 \| 0.2794 \| 0.6594 \| 0.7302 \| 0.9222 \| 0.9841 \| 0.0004 \| 0.8601 \| 0.6668 \| 0.9358 \| 0.6682 \| 0.9962 \| 0.9314 \| 0.0004 \| 0.8039 \| 0.6086 \| 0.7510 \| 0.5271 \| 0.9931 \| 0.9198 \| \| 0.2695 \| 1.22 \| 100 \| 0.2217 \| 0.6871 \| 0.7557 \| 0.9326 \| 0.9879 \| 0.0 \| 0.9150 \| 0.7878 \| 0.8622 \| 0.7392 \| 0.9978 \| 0.9159 \| 0.0 \| 0.8153 \| 0.7031 \| 0.7691 \| 0.6121 \| 0.9946 \| 0.9311 \| \| 0.2343 \| 1.46 \| 120 \| 0.2122 \| 0.6772 \| 0.7477 \| 0.9312 \| 0.9894 \| 0.0001 \| 0.9146 \| 0.8691 \| 0.8144 \| 0.6484 \| 0.9975 \| 0.9315 \| 0.0001 \| 0.7897 \| 0.7006 \| 0.7760 \| 0.5482 \| 0.9943 \| 0.9300 \| \| 0.1973 \| 1.71 \| 140 \| 0.1803 \| 0.6962 \| 0.7646 \| 0.9392 \| 0.9769 \| 0.0052 \| 0.9011 \| 0.8906 \| 0.8519 \| 0.7277 \| 0.9988 \| 0.9530 \| 0.0052 \| 0.8240 \| 0.7305 \| 0.7956 \| 0.5717 \| 0.9932 \| 0.9387 \| \| 0.2983 \| 1.95 \| 160 \| 0.1978 \| 0.6927 \| 0.7630 \| 0.9372 \| 0.9918 \| 0.0 \| 0.9197 \| 0.8532 \| 0.8443 \| 0.7362 \| 0.9955 \| 0.9476 \| 0.0 \| 0.8177 \| 0.7287 \| 0.7781 \| 0.5832 \| 0.9936 \| 0.9363 \| \| 0.1164 \| 2.2 \| 180 \| 0.2010 \| 0.6933 \| 0.7540 \| 0.9368 \| 0.9880 \| 0.0150 \| 0.8760 \| 0.8708 \| 0.8652 \| 0.6641 \| 0.9990 \| 0.9438 \| 0.0150 \| 0.8319 \| 0.7074 \| 0.7900 \| 0.5732 \| 0.9916 \| 0.9357 \| \| 0.1998 \| 2.44 \| 200 \| 0.1988 \| 0.6920 \| 0.7694 \| 0.9365 \| 0.9824 \| 0.0186 \| 0.8837 \| 0.9011 \| 0.8253 \| 0.7768 \| 0.9977 \| 0.9502 \| 0.0186 \| 0.8128 \| 0.7331 \| 0.7836 \| 0.5517 \| 0.9941 \| 0.9365 \| \| 0.5358 \| 2.68 \| 220 \| 0.1884 \| 0.6989 \| 0.7633 \| 0.9392 \| 0.9887 \| 0.0322 \| 0.8630 \| 0.8721 \| 0.8830 \| 0.7074 \| 0.9969 \| 0.9521 \| 0.0322 \| 0.8189 \| 0.7330 \| 0.7929 \| 0.5683 \| 0.9948 \| 0.9386 \| \| 0.184 \| 2.93 \| 240 \| 0.2723 \| 0.6598 \| 0.7425 \| 0.9222 \| 0.9888 \| 0.0024 \| 0.8640 \| 0.6604 \| 0.9037 \| 0.7791 \| 0.9990 \| 0.9246 \| 0.0024 \| 0.7290 \| 0.6206 \| 0.7797 \| 0.5689 \| 0.9936 \| 0.9198 \| \| 0.1789 \| 3.17 \| 260 \| 0.3020 \| 0.6541 \| 0.7355 \| 0.9089 \| 0.9738 \| 0.0623 \| 0.8362 \| 0.9736 \| 0.6716 \| 0.6330 \| 0.9981 \| 0.9485 \| 0.0620 \| 0.7995 \| 0.6046 \| 0.6513 \| 0.5177 \| 0.9953 \| 0.9099 \| \| 0.1925 \| 3.41 \| 280 \| 0.1866 \| 0.7052 \| 0.7741 \| 0.9420 \| 0.9869 \| 0.0404 \| 0.8583 \| 0.8487 \| 0.9004 \| 0.7852 \| 0.9990 \| 0.9463 \| 0.0404 \| 0.8083 \| 0.7554 \| 0.8171 \| 0.5749 \| 0.9943 \| 0.9416 \| \| 0.1533 \| 3.66 \| 300 \| 0.1827 \| 0.7119 \| 0.7673 \| 0.9460 \| 0.9870 \| 0.0374 \| 0.8885 \| 0.8771 \| 0.9152 \| 0.6690 \| 0.9968 \| 0.9497 \| 0.0374 \| 0.8259 \| 0.7684 \| 0.8228 \| 0.5836 \| 0.9951 \| 0.9448 \| \| 0.3405 \| 3.9 \| 320 \| 0.1840 \| 0.7068 \| 0.7791 \| 0.9420 \| 0.9918 \| 0.0417 \| 0.8530 \| 0.9050 \| 0.8582 \| 0.8061 \| 0.9978 \| 0.9467 \| 0.0416 \| 0.8163 \| 0.7590 \| 0.8089 \| 0.5793 \| 0.9955 \| 0.9419 \| \| 0.1095 \| 4.15 \| 340 \| 0.1938 \| 0.7142 \| 0.7842 \| 0.9419 \| 0.9842 \| 0.1098 \| 0.8741 \| 0.9043 \| 0.8602 \| 0.7577 \| 0.9989 \| 0.9536 \| 0.1080 \| 0.8306 \| 0.7499 \| 0.8076 \| 0.5549 \| 0.9949 \| 0.9420 \| \| 0.0942 \| 4.39 \| 360 \| 0.2193 \| 0.7139 \| 0.7905 \| 0.9384 \| 0.9785 \| 0.1433 \| 0.8578 \| 0.8932 \| 0.8522 \| 0.8094 \| 0.9987 \| 0.9456 \| 0.1394 \| 0.8182 \| 0.7408 \| 0.7945 \| 0.5640 \| 0.9947 \| 0.9388 \| \| 0.151 \| 4.63 \| 380 \| 0.1964 \| 0.7189 \| 0.7915 \| 0.9388 \| 0.9826 \| 0.1692 \| 0.8619 \| 0.8826 \| 0.8601 \| 0.7854 \| 0.9983 \| 0.9491 \| 0.1609 \| 0.8171 \| 0.7329 \| 0.7912 \| 0.5858 \| 0.9950 \| 0.9388 \| \| 0.1181 \| 4.88 \| 400 \| 0.2256 \| 0.7023 \| 0.7752 \| 0.9370 \| 0.9880 \| 0.1247 \| 0.8074 \| 0.8731 \| 0.8893 \| 0.7453 \| 0.9988 \| 0.9505 \| 0.1227 \| 0.7869 \| 0.7375 \| 0.8042 \| 0.5191 \| 0.9953 \| 0.9370 \| \| 0.0898 \| 5.12 \| 420 \| 0.2061 \| 0.7193 \| 0.7950 \| 0.9429 \| 0.9908 \| 0.1206 \| 0.8387 \| 0.8846 \| 0.8758 \| 0.8559 \| 0.9983 \| 0.9504 \| 0.1163 \| 0.8109 \| 0.7627 \| 0.8149 \| 0.5839 \| 0.9961 \| 0.9432 \| \| 0.1225 \| 5.37 \| 440 \| 0.1905 \| 0.7361 \| 0.8013 \| 0.9460 \| 0.9887 \| 0.1963 \| 0.8653 \| 0.9102 \| 0.8772 \| 0.7726 \| 0.9991 \| 0.9502 \| 0.1790 \| 0.8365 \| 0.7638 \| 0.8197 \| 0.6085 \| 0.9953 \| 0.9458 \| \| 0.1501 \| 5.61 \| 460 \| 0.1883 \| 0.7325 \| 0.7938 \| 0.9453 \| 0.9921 \| 0.1697 \| 0.8818 \| 0.9120 \| 0.8677 \| 0.7350 \| 0.9983 \| 0.9480 \| 0.1599 \| 0.8421 \| 0.7570 \| 0.8113 \| 0.6134 \| 0.9960 \| 0.9448 \| \| 0.0686 \| 5.85 \| 480 \| 0.2161 \| 0.7313 \| 0.8038 \| 0.9429 \| 0.9870 \| 0.2042 \| 0.8679 \| 0.8909 \| 0.8651 \| 0.8126 \| 0.9987 \| 0.9538 \| 0.1884 \| 0.8378 \| 0.7427 \| 0.8065 \| 0.5939 \| 0.9960 \| 0.9432 \| \| 0.166 \| 6.1 \| 500 \| 0.2229 \| 0.7250 \| 0.7891 \| 0.9438 \| 0.9887 \| 0.1570 \| 0.8673 \| 0.8510 \| 0.9086 \| 0.7524 \| 0.9985 \| 0.9540 \| 0.1485 \| 0.8359 \| 0.7417 \| 0.8132 \| 0.5857 \| 0.9959 \| 0.9434 \| \| 0.1168 \| 6.34 \| 520 \| 0.2215 \| 0.7207 \| 0.7956 \| 0.9412 \| 0.9911 \| 0.1826 \| 0.8410 \| 0.9082 \| 0.8622 \| 0.7868 \| 0.9976 \| 0.9508 \| 0.1697 \| 0.8113 \| 0.7493 \| 0.8156 \| 0.5523 \| 0.9959 \| 0.9416 \| \| 0.1935 \| 6.59 \| 540 \| 0.1862 \| 0.7261 \| 0.7941 \| 0.9457 \| 0.9892 \| 0.1212 \| 0.8832 \| 0.9089 \| 0.8620 \| 0.7955 \| 0.9987 \| 0.9551 \| 0.1179 \| 0.8407 \| 0.7579 \| 0.8186 \| 0.5970 \| 0.9957 \| 0.9457 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
peldrak/segformer-b4-ade-finetuned-coastTrain-grCoastline	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b4-ade-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b4-ade-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-ade-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2353 - Mean Iou: 0.7578 - Mean Accuracy: 0.8313 - Overall Accuracy: 0.9460 - Accuracy Water: 0.9828 - Accuracy Whitewater: 0.5117 - Accuracy Sediment: 0.9206 - Accuracy Other Natural Terrain: 0.6833 - Accuracy Vegetation: 0.9387 - Accuracy Development: 0.7828 - Accuracy Unknown: 0.9991 - Iou Water: 0.9565 - Iou Whitewater: 0.3652 - Iou Sediment: 0.8874 - Iou Other Natural Terrain: 0.5722 - Iou Vegetation: 0.8186 - Iou Development: 0.7078 - Iou Unknown: 0.9969 - F1 Score: 0.9451 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Water \| Accuracy Whitewater \| Accuracy Sediment \| Accuracy Other Natural Terrain \| Accuracy Vegetation \| Accuracy Development \| Accuracy Unknown \| Iou Water \| Iou Whitewater \| Iou Sediment \| Iou Other Natural Terrain \| Iou Vegetation \| Iou Development \| Iou Unknown \| F1 Score \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:--------------:\|:-------------------:\|:-----------------:\|:------------------------------:\|:-------------------:\|:--------------------:\|:----------------:\|:---------:\|:--------------:\|:------------:\|:-------------------------:\|:--------------:\|:---------------:\|:-----------:\|:--------:\| \| 0.4781 \| 0.24 \| 20 \| 0.3235 \| 0.5786 \| 0.6573 \| 0.9055 \| 0.9722 \| 0.0094 \| 0.9562 \| 0.6173 \| 0.8527 \| 0.1965 \| 0.9967 \| 0.9430 \| 0.0073 \| 0.7198 \| 0.4361 \| 0.7556 \| 0.1954 \| 0.9925 \| 0.8982 \| \| 0.223 \| 0.49 \| 40 \| 0.2456 \| 0.6599 \| 0.7216 \| 0.9322 \| 0.9861 \| 0.0364 \| 0.9361 \| 0.5916 \| 0.9388 \| 0.5653 \| 0.9966 \| 0.9530 \| 0.0355 \| 0.8234 \| 0.5090 \| 0.8024 \| 0.5024 \| 0.9936 \| 0.9283 \| \| 0.5023 \| 0.73 \| 60 \| 0.2372 \| 0.6581 \| 0.7460 \| 0.9158 \| 0.9849 \| 0.0809 \| 0.8460 \| 0.8368 \| 0.7625 \| 0.7140 \| 0.9970 \| 0.9434 \| 0.0804 \| 0.8097 \| 0.5129 \| 0.7068 \| 0.5588 \| 0.9942 \| 0.9179 \| \| 0.2963 \| 0.98 \| 80 \| 0.2907 \| 0.6468 \| 0.7139 \| 0.9256 \| 0.9817 \| 0.0000 \| 0.9495 \| 0.4663 \| 0.9314 \| 0.6730 \| 0.9958 \| 0.9433 \| 0.0000 \| 0.8021 \| 0.4217 \| 0.7788 \| 0.5880 \| 0.9935 \| 0.9199 \| \| 0.1099 \| 1.22 \| 100 \| 0.2430 \| 0.6245 \| 0.6938 \| 0.9210 \| 0.9762 \| 0.0018 \| 0.9638 \| 0.6727 \| 0.8721 \| 0.3723 \| 0.9975 \| 0.9487 \| 0.0017 \| 0.8079 \| 0.4942 \| 0.7635 \| 0.3615 \| 0.9939 \| 0.9169 \| \| 0.3055 \| 1.46 \| 120 \| 0.2529 \| 0.6767 \| 0.7403 \| 0.9289 \| 0.9844 \| 0.0973 \| 0.8655 \| 0.5975 \| 0.9346 \| 0.7073 \| 0.9952 \| 0.9366 \| 0.0969 \| 0.8049 \| 0.4891 \| 0.7886 \| 0.6269 \| 0.9939 \| 0.9265 \| \| 0.1458 \| 1.71 \| 140 \| 0.2098 \| 0.7165 \| 0.7834 \| 0.9396 \| 0.9830 \| 0.1829 \| 0.8847 \| 0.6791 \| 0.9212 \| 0.8360 \| 0.9969 \| 0.9458 \| 0.1738 \| 0.8501 \| 0.5684 \| 0.8045 \| 0.6777 \| 0.9950 \| 0.9386 \| \| 0.3405 \| 1.95 \| 160 \| 0.2234 \| 0.7122 \| 0.7678 \| 0.9394 \| 0.9858 \| 0.1743 \| 0.9278 \| 0.6276 \| 0.9300 \| 0.7300 \| 0.9990 \| 0.9488 \| 0.1661 \| 0.8691 \| 0.5424 \| 0.7955 \| 0.6695 \| 0.9941 \| 0.9371 \| \| 0.1377 \| 2.2 \| 180 \| 0.2456 \| 0.7076 \| 0.7640 \| 0.9415 \| 0.9757 \| 0.0758 \| 0.9596 \| 0.5898 \| 0.9416 \| 0.8089 \| 0.9965 \| 0.9520 \| 0.0744 \| 0.8817 \| 0.5322 \| 0.7947 \| 0.7228 \| 0.9952 \| 0.9388 \| \| 0.0742 \| 2.44 \| 200 \| 0.1900 \| 0.7196 \| 0.8028 \| 0.9350 \| 0.9862 \| 0.1876 \| 0.9083 \| 0.9200 \| 0.7790 \| 0.8443 \| 0.9944 \| 0.9407 \| 0.1757 \| 0.8678 \| 0.6099 \| 0.7561 \| 0.6934 \| 0.9935 \| 0.9363 \| \| 0.1898 \| 2.68 \| 220 \| 0.2334 \| 0.7180 \| 0.7743 \| 0.9405 \| 0.9801 \| 0.1658 \| 0.9092 \| 0.5987 \| 0.9478 \| 0.8197 \| 0.9990 \| 0.9473 \| 0.1528 \| 0.8778 \| 0.5361 \| 0.7932 \| 0.7248 \| 0.9941 \| 0.9381 \| \| 0.109 \| 2.93 \| 240 \| 0.1950 \| 0.7298 \| 0.8132 \| 0.9356 \| 0.9814 \| 0.2497 \| 0.9197 \| 0.9403 \| 0.7634 \| 0.8395 \| 0.9983 \| 0.9486 \| 0.2052 \| 0.8669 \| 0.6025 \| 0.7444 \| 0.7453 \| 0.9957 \| 0.9371 \| \| 0.1312 \| 3.17 \| 260 \| 0.2132 \| 0.7260 \| 0.7802 \| 0.9440 \| 0.9833 \| 0.1599 \| 0.9405 \| 0.6469 \| 0.9381 \| 0.7966 \| 0.9957 \| 0.9460 \| 0.1564 \| 0.8702 \| 0.5749 \| 0.8106 \| 0.7292 \| 0.9949 \| 0.9420 \| \| 0.1155 \| 3.41 \| 280 \| 0.2659 \| 0.7232 \| 0.7784 \| 0.9427 \| 0.9822 \| 0.1628 \| 0.9237 \| 0.5857 \| 0.9538 \| 0.8434 \| 0.9975 \| 0.9516 \| 0.1578 \| 0.8851 \| 0.5313 \| 0.7986 \| 0.7420 \| 0.9961 \| 0.9401 \| \| 0.1864 \| 3.66 \| 300 \| 0.1805 \| 0.7308 \| 0.7934 \| 0.9420 \| 0.9850 \| 0.2342 \| 0.9221 \| 0.7221 \| 0.8957 \| 0.7959 \| 0.9988 \| 0.9422 \| 0.2116 \| 0.8521 \| 0.5957 \| 0.8040 \| 0.7139 \| 0.9961 \| 0.9411 \| \| 0.0842 \| 3.9 \| 320 \| 0.1952 \| 0.7126 \| 0.7727 \| 0.9413 \| 0.9866 \| 0.1072 \| 0.9371 \| 0.7394 \| 0.8900 \| 0.7526 \| 0.9960 \| 0.9504 \| 0.1049 \| 0.8774 \| 0.5764 \| 0.7993 \| 0.6847 \| 0.9951 \| 0.9406 \| \| 0.0705 \| 4.15 \| 340 \| 0.2630 \| 0.7154 \| 0.7684 \| 0.9423 \| 0.9907 \| 0.2164 \| 0.9319 \| 0.6704 \| 0.9451 \| 0.6266 \| 0.9974 \| 0.9551 \| 0.2041 \| 0.8719 \| 0.5688 \| 0.8138 \| 0.5980 \| 0.9960 \| 0.9400 \| \| 0.073 \| 4.39 \| 360 \| 0.2381 \| 0.7348 \| 0.7887 \| 0.9461 \| 0.9910 \| 0.2060 \| 0.9402 \| 0.6633 \| 0.9287 \| 0.7934 \| 0.9983 \| 0.9583 \| 0.1958 \| 0.8777 \| 0.5795 \| 0.8109 \| 0.7250 \| 0.9963 \| 0.9443 \| \| 0.1491 \| 4.63 \| 380 \| 0.2542 \| 0.7317 \| 0.7963 \| 0.9419 \| 0.9799 \| 0.2628 \| 0.9036 \| 0.6475 \| 0.9319 \| 0.8496 \| 0.9990 \| 0.9497 \| 0.2275 \| 0.8575 \| 0.5505 \| 0.8104 \| 0.7307 \| 0.9952 \| 0.9404 \| \| 0.2976 \| 4.88 \| 400 \| 0.1708 \| 0.7387 \| 0.8002 \| 0.9453 \| 0.9850 \| 0.2216 \| 0.9382 \| 0.7690 \| 0.8895 \| 0.8012 \| 0.9966 \| 0.9494 \| 0.2063 \| 0.8646 \| 0.6180 \| 0.8120 \| 0.7250 \| 0.9956 \| 0.9448 \| \| 0.0717 \| 5.12 \| 420 \| 0.2733 \| 0.6954 \| 0.7531 \| 0.9355 \| 0.9850 \| 0.1560 \| 0.8849 \| 0.6444 \| 0.9442 \| 0.6595 \| 0.9978 \| 0.9457 \| 0.1493 \| 0.8410 \| 0.5119 \| 0.8120 \| 0.6123 \| 0.9953 \| 0.9336 \| \| 0.0758 \| 5.37 \| 440 \| 0.2154 \| 0.7244 \| 0.7835 \| 0.9418 \| 0.9900 \| 0.2369 \| 0.9211 \| 0.7128 \| 0.9093 \| 0.7154 \| 0.9989 \| 0.9543 \| 0.2200 \| 0.8773 \| 0.5665 \| 0.8087 \| 0.6491 \| 0.9951 \| 0.9408 \| \| 0.1365 \| 5.61 \| 460 \| 0.1935 \| 0.7515 \| 0.8127 \| 0.9488 \| 0.9872 \| 0.2891 \| 0.9536 \| 0.7256 \| 0.9064 \| 0.8285 \| 0.9983 \| 0.9634 \| 0.2421 \| 0.8943 \| 0.6075 \| 0.8108 \| 0.7458 \| 0.9964 \| 0.9480 \| \| 0.067 \| 5.85 \| 480 \| 0.2837 \| 0.7316 \| 0.7815 \| 0.9450 \| 0.9933 \| 0.2114 \| 0.9315 \| 0.6126 \| 0.9532 \| 0.7713 \| 0.9974 \| 0.9589 \| 0.1907 \| 0.8921 \| 0.5524 \| 0.8011 \| 0.7298 \| 0.9963 \| 0.9426 \| \| 0.0681 \| 6.1 \| 500 \| 0.2346 \| 0.7275 \| 0.7817 \| 0.9450 \| 0.9919 \| 0.1997 \| 0.9325 \| 0.6936 \| 0.9281 \| 0.7282 \| 0.9976 \| 0.9603 \| 0.1823 \| 0.8866 \| 0.5709 \| 0.8125 \| 0.6833 \| 0.9965 \| 0.9437 \| \| 0.0877 \| 6.34 \| 520 \| 0.2101 \| 0.7597 \| 0.8240 \| 0.9475 \| 0.9884 \| 0.4147 \| 0.9251 \| 0.6777 \| 0.9346 \| 0.8295 \| 0.9981 \| 0.9629 \| 0.3307 \| 0.8815 \| 0.5835 \| 0.8138 \| 0.7485 \| 0.9967 \| 0.9464 \| \| 0.0555 \| 6.59 \| 540 \| 0.2345 \| 0.7557 \| 0.8211 \| 0.9462 \| 0.9908 \| 0.4321 \| 0.9420 \| 0.6553 \| 0.9276 \| 0.8015 \| 0.9988 \| 0.9579 \| 0.3294 \| 0.8821 \| 0.5802 \| 0.8061 \| 0.7380 \| 0.9962 \| 0.9446 \| \| 0.2257 \| 6.83 \| 560 \| 0.2318 \| 0.7533 \| 0.8135 \| 0.9477 \| 0.9917 \| 0.3234 \| 0.9318 \| 0.6607 \| 0.9277 \| 0.8607 \| 0.9986 \| 0.9601 \| 0.2775 \| 0.8873 \| 0.5833 \| 0.8095 \| 0.7587 \| 0.9967 \| 0.9461 \| \| 0.292 \| 7.07 \| 580 \| 0.2302 \| 0.7439 \| 0.7983 \| 0.9471 \| 0.9880 \| 0.2699 \| 0.9498 \| 0.6175 \| 0.9458 \| 0.8188 \| 0.9985 \| 0.9622 \| 0.2372 \| 0.8889 \| 0.5650 \| 0.8069 \| 0.7498 \| 0.9968 \| 0.9448 \| \| 0.109 \| 7.32 \| 600 \| 0.2926 \| 0.7253 \| 0.7826 \| 0.9421 \| 0.9929 \| 0.3043 \| 0.9384 \| 0.6284 \| 0.9467 \| 0.6709 \| 0.9970 \| 0.9599 \| 0.2631 \| 0.8893 \| 0.5372 \| 0.8070 \| 0.6244 \| 0.9963 \| 0.9397 \| \| 0.0615 \| 7.56 \| 620 \| 0.2451 \| 0.7231 \| 0.7843 \| 0.9407 \| 0.9923 \| 0.3181 \| 0.9378 \| 0.7062 \| 0.9148 \| 0.6230 \| 0.9976 \| 0.9584 \| 0.2745 \| 0.8778 \| 0.5581 \| 0.8063 \| 0.5898 \| 0.9966 \| 0.9393 \| \| 0.0987 \| 7.8 \| 640 \| 0.2297 \| 0.7322 \| 0.7905 \| 0.9441 \| 0.9888 \| 0.3263 \| 0.9373 \| 0.6653 \| 0.9424 \| 0.6743 \| 0.9990 \| 0.9611 \| 0.2714 \| 0.8924 \| 0.5602 \| 0.8138 \| 0.6304 \| 0.9961 \| 0.9423 \| \| 0.2395 \| 8.05 \| 660 \| 0.1607 \| 0.7575 \| 0.8128 \| 0.9524 \| 0.9887 \| 0.3334 \| 0.9371 \| 0.7730 \| 0.9347 \| 0.7239 \| 0.9990 \| 0.9607 \| 0.2780 \| 0.8954 \| 0.6535 \| 0.8376 \| 0.6814 \| 0.9963 \| 0.9516 \| \| 0.0345 \| 8.29 \| 680 \| 0.2093 \| 0.7570 \| 0.8159 \| 0.9476 \| 0.9887 \| 0.3680 \| 0.9263 \| 0.6688 \| 0.9374 \| 0.8231 \| 0.9989 \| 0.9561 \| 0.3054 \| 0.8834 \| 0.5888 \| 0.8137 \| 0.7547 \| 0.9966 \| 0.9462 \| \| 0.0737 \| 8.54 \| 700 \| 0.1987 \| 0.7653 \| 0.8254 \| 0.9525 \| 0.9871 \| 0.3403 \| 0.9559 \| 0.7373 \| 0.9220 \| 0.8380 \| 0.9973 \| 0.9622 \| 0.2792 \| 0.8859 \| 0.6463 \| 0.8275 \| 0.7590 \| 0.9966 \| 0.9517 \| \| 0.067 \| 8.78 \| 720 \| 0.2198 \| 0.7492 \| 0.8226 \| 0.9437 \| 0.9827 \| 0.4775 \| 0.9258 \| 0.7682 \| 0.9098 \| 0.6970 \| 0.9968 \| 0.9563 \| 0.3582 \| 0.8774 \| 0.5869 \| 0.8183 \| 0.6510 \| 0.9962 \| 0.9437 \| \| 0.0511 \| 9.02 \| 740 \| 0.3021 \| 0.7283 \| 0.7863 \| 0.9403 \| 0.9870 \| 0.3307 \| 0.9329 \| 0.6301 \| 0.9392 \| 0.6860 \| 0.9982 \| 0.9514 \| 0.2873 \| 0.8830 \| 0.5287 \| 0.8015 \| 0.6494 \| 0.9967 \| 0.9382 \| \| 0.1628 \| 9.27 \| 760 \| 0.2461 \| 0.7432 \| 0.8074 \| 0.9435 \| 0.9825 \| 0.3491 \| 0.9551 \| 0.6433 \| 0.9195 \| 0.8040 \| 0.9985 \| 0.9586 \| 0.2958 \| 0.8899 \| 0.5476 \| 0.7991 \| 0.7145 \| 0.9970 \| 0.9419 \| \| 0.1691 \| 9.51 \| 780 \| 0.2170 \| 0.7426 \| 0.8072 \| 0.9447 \| 0.9836 \| 0.4545 \| 0.9337 \| 0.7136 \| 0.9444 \| 0.6220 \| 0.9984 \| 0.9575 \| 0.3504 \| 0.8902 \| 0.5828 \| 0.8198 \| 0.6005 \| 0.9971 \| 0.9433 \| \| 0.0514 \| 9.76 \| 800 \| 0.1920 \| 0.7585 \| 0.8228 \| 0.9487 \| 0.9836 \| 0.4528 \| 0.9315 \| 0.7261 \| 0.9408 \| 0.7257 \| 0.9992 \| 0.9552 \| 0.3476 \| 0.8924 \| 0.6077 \| 0.8314 \| 0.6783 \| 0.9966 \| 0.9478 \| \| 0.1117 \| 10.0 \| 820 \| 0.2029 \| 0.7466 \| 0.8112 \| 0.9461 \| 0.9846 \| 0.3934 \| 0.9387 \| 0.7525 \| 0.9181 \| 0.6924 \| 0.9984 \| 0.9567 \| 0.3142 \| 0.8882 \| 0.5930 \| 0.8247 \| 0.6525 \| 0.9970 \| 0.9455 \| \| 0.0633 \| 10.24 \| 840 \| 0.2108 \| 0.7577 \| 0.8175 \| 0.9479 \| 0.9860 \| 0.3964 \| 0.9414 \| 0.6862 \| 0.9388 \| 0.7761 \| 0.9975 \| 0.9571 \| 0.3265 \| 0.8902 \| 0.5895 \| 0.8197 \| 0.7238 \| 0.9969 \| 0.9467 \| \| 0.0825 \| 10.49 \| 860 \| 0.2280 \| 0.7575 \| 0.8243 \| 0.9464 \| 0.9833 \| 0.4574 \| 0.9460 \| 0.6616 \| 0.9335 \| 0.7891 \| 0.9991 \| 0.9593 \| 0.3510 \| 0.8919 \| 0.5659 \| 0.8125 \| 0.7246 \| 0.9971 \| 0.9450 \| \| 0.0583 \| 10.73 \| 880 \| 0.1483 \| 0.7702 \| 0.8237 \| 0.9567 \| 0.9849 \| 0.3196 \| 0.9444 \| 0.7970 \| 0.9377 \| 0.7831 \| 0.9989 \| 0.9570 \| 0.2719 \| 0.8932 \| 0.6882 \| 0.8562 \| 0.7276 \| 0.9971 \| 0.9561 \| \| 0.1398 \| 10.98 \| 900 \| 0.1436 \| 0.7797 \| 0.8391 \| 0.9579 \| 0.9848 \| 0.4110 \| 0.9437 \| 0.7973 \| 0.9406 \| 0.7971 \| 0.9992 \| 0.9606 \| 0.3205 \| 0.8960 \| 0.6965 \| 0.8592 \| 0.7279 \| 0.9969 \| 0.9573 \| \| 0.066 \| 11.22 \| 920 \| 0.1539 \| 0.7602 \| 0.8119 \| 0.9550 \| 0.9903 \| 0.2791 \| 0.9492 \| 0.7574 \| 0.9375 \| 0.7709 \| 0.9992 \| 0.9619 \| 0.2474 \| 0.8899 \| 0.6673 \| 0.8483 \| 0.7098 \| 0.9965 \| 0.9539 \| \| 0.0779 \| 11.46 \| 940 \| 0.1896 \| 0.7475 \| 0.8048 \| 0.9477 \| 0.9917 \| 0.3417 \| 0.9396 \| 0.6879 \| 0.9369 \| 0.7371 \| 0.9986 \| 0.9605 \| 0.2875 \| 0.8896 \| 0.5881 \| 0.8216 \| 0.6882 \| 0.9969 \| 0.9462 \| \| 0.0909 \| 11.71 \| 960 \| 0.2016 \| 0.7581 \| 0.8257 \| 0.9487 \| 0.9849 \| 0.4425 \| 0.9452 \| 0.7322 \| 0.9256 \| 0.7510 \| 0.9981 \| 0.9592 \| 0.3364 \| 0.8887 \| 0.6064 \| 0.8278 \| 0.6909 \| 0.9970 \| 0.9479 \| \| 0.0822 \| 11.95 \| 980 \| 0.2407 \| 0.7470 \| 0.8078 \| 0.9454 \| 0.9928 \| 0.3925 \| 0.9336 \| 0.6305 \| 0.9453 \| 0.7617 \| 0.9984 \| 0.9550 \| 0.3139 \| 0.8877 \| 0.5540 \| 0.8142 \| 0.7072 \| 0.9972 \| 0.9433 \| \| 0.1049 \| 12.2 \| 1000 \| 0.2448 \| 0.7359 \| 0.7949 \| 0.9443 \| 0.9894 \| 0.3409 \| 0.9527 \| 0.6416 \| 0.9398 \| 0.7018 \| 0.9984 \| 0.9621 \| 0.2790 \| 0.8851 \| 0.5527 \| 0.8099 \| 0.6652 \| 0.9972 \| 0.9423 \| \| 0.1834 \| 12.44 \| 1020 \| 0.2121 \| 0.7612 \| 0.8191 \| 0.9488 \| 0.9861 \| 0.3745 \| 0.9362 \| 0.6795 \| 0.9367 \| 0.8215 \| 0.9990 \| 0.9565 \| 0.3125 \| 0.8919 \| 0.5925 \| 0.8167 \| 0.7615 \| 0.9969 \| 0.9475 \| \| 0.0333 \| 12.68 \| 1040 \| 0.1935 \| 0.7682 \| 0.8387 \| 0.9496 \| 0.9827 \| 0.4692 \| 0.9358 \| 0.7013 \| 0.9291 \| 0.8542 \| 0.9989 \| 0.9603 \| 0.3430 \| 0.8922 \| 0.5996 \| 0.8193 \| 0.7656 \| 0.9972 \| 0.9488 \| \| 0.2713 \| 12.93 \| 1060 \| 0.1676 \| 0.7788 \| 0.8501 \| 0.9529 \| 0.9840 \| 0.5007 \| 0.9268 \| 0.7626 \| 0.9267 \| 0.8513 \| 0.9989 \| 0.9569 \| 0.3618 \| 0.8878 \| 0.6470 \| 0.8365 \| 0.7647 \| 0.9971 \| 0.9525 \| \| 0.0427 \| 13.17 \| 1080 \| 0.2242 \| 0.7601 \| 0.8202 \| 0.9483 \| 0.9852 \| 0.3938 \| 0.9421 \| 0.6545 \| 0.9445 \| 0.8231 \| 0.9978 \| 0.9575 \| 0.3142 \| 0.8918 \| 0.5805 \| 0.8145 \| 0.7654 \| 0.9970 \| 0.9468 \| \| 0.0879 \| 13.41 \| 1100 \| 0.1995 \| 0.7594 \| 0.8251 \| 0.9480 \| 0.9841 \| 0.4413 \| 0.9380 \| 0.7219 \| 0.9271 \| 0.7648 \| 0.9987 \| 0.9584 \| 0.3390 \| 0.8913 \| 0.5931 \| 0.8225 \| 0.7144 \| 0.9972 \| 0.9473 \| \| 0.0407 \| 13.66 \| 1120 \| 0.2324 \| 0.7686 \| 0.8378 \| 0.9488 \| 0.9838 \| 0.5056 \| 0.9468 \| 0.6473 \| 0.9440 \| 0.8388 \| 0.9983 \| 0.9603 \| 0.3675 \| 0.8886 \| 0.5823 \| 0.8145 \| 0.7696 \| 0.9972 \| 0.9472 \| \| 0.0731 \| 13.9 \| 1140 \| 0.2854 \| 0.7574 \| 0.8189 \| 0.9463 \| 0.9854 \| 0.4337 \| 0.9380 \| 0.6259 \| 0.9519 \| 0.7993 \| 0.9979 \| 0.9575 \| 0.3412 \| 0.8917 \| 0.5577 \| 0.8090 \| 0.7476 \| 0.9970 \| 0.9445 \| \| 0.1051 \| 14.15 \| 1160 \| 0.1882 \| 0.7628 \| 0.8221 \| 0.9507 \| 0.9873 \| 0.3830 \| 0.9174 \| 0.7680 \| 0.9312 \| 0.7690 \| 0.9986 \| 0.9522 \| 0.3209 \| 0.8808 \| 0.6379 \| 0.8387 \| 0.7118 \| 0.9969 \| 0.9501 \| \| 0.0452 \| 14.39 \| 1180 \| 0.1926 \| 0.7674 \| 0.8301 \| 0.9519 \| 0.9851 \| 0.4195 \| 0.9396 \| 0.7465 \| 0.9343 \| 0.7878 \| 0.9981 \| 0.9591 \| 0.3232 \| 0.8918 \| 0.6345 \| 0.8339 \| 0.7326 \| 0.9970 \| 0.9512 \| \| 0.0466 \| 14.63 \| 1200 \| 0.1992 \| 0.7650 \| 0.8347 \| 0.9505 \| 0.9852 \| 0.4975 \| 0.9281 \| 0.7652 \| 0.9354 \| 0.7331 \| 0.9981 \| 0.9568 \| 0.3570 \| 0.8876 \| 0.6320 \| 0.8376 \| 0.6868 \| 0.9971 \| 0.9500 \| \| 0.0601 \| 14.88 \| 1220 \| 0.1905 \| 0.7697 \| 0.8396 \| 0.9513 \| 0.9841 \| 0.4874 \| 0.9312 \| 0.7682 \| 0.9273 \| 0.7805 \| 0.9987 \| 0.9575 \| 0.3593 \| 0.8879 \| 0.6361 \| 0.8378 \| 0.7121 \| 0.9971 \| 0.9509 \| \| 0.0727 \| 15.12 \| 1240 \| 0.2181 \| 0.7535 \| 0.8228 \| 0.9459 \| 0.9842 \| 0.4912 \| 0.9381 \| 0.6834 \| 0.9384 \| 0.7254 \| 0.9988 \| 0.9569 \| 0.3571 \| 0.8918 \| 0.5717 \| 0.8180 \| 0.6817 \| 0.9971 \| 0.9446 \| \| 0.0476 \| 15.37 \| 1260 \| 0.2456 \| 0.7502 \| 0.8211 \| 0.9450 \| 0.9839 \| 0.4846 \| 0.9429 \| 0.6684 \| 0.9379 \| 0.7319 \| 0.9981 \| 0.9592 \| 0.3484 \| 0.8939 \| 0.5568 \| 0.8149 \| 0.6810 \| 0.9972 \| 0.9438 \| \| 0.0939 \| 15.61 \| 1280 \| 0.2353 \| 0.7578 \| 0.8313 \| 0.9460 \| 0.9828 \| 0.5117 \| 0.9206 \| 0.6833 \| 0.9387 \| 0.7828 \| 0.9991 \| 0.9565 \| 0.3652 \| 0.8874 \| 0.5722 \| 0.8186 \| 0.7078 \| 0.9969 \| 0.9451 \| ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1	[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]
iltranqui/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - eval_loss: 1.2015 - eval_mean_iou: 0.1448 - eval_mean_accuracy: 0.1852 - eval_overall_accuracy: 0.7367 - eval_accuracy_unlabeled: nan - eval_accuracy_flat-road: 0.7598 - eval_accuracy_flat-sidewalk: 0.9596 - eval_accuracy_flat-crosswalk: 0.0001 - eval_accuracy_flat-cyclinglane: 0.3703 - eval_accuracy_flat-parkingdriveway: 0.0018 - eval_accuracy_flat-railtrack: 0.0 - eval_accuracy_flat-curb: 0.0 - eval_accuracy_human-person: 0.0 - eval_accuracy_human-rider: 0.0 - eval_accuracy_vehicle-car: 0.8814 - eval_accuracy_vehicle-truck: 0.0 - eval_accuracy_vehicle-bus: 0.0 - eval_accuracy_vehicle-tramtrain: 0.0 - eval_accuracy_vehicle-motorcycle: 0.0 - eval_accuracy_vehicle-bicycle: 0.0 - eval_accuracy_vehicle-caravan: 0.0 - eval_accuracy_vehicle-cartrailer: 0.0 - eval_accuracy_construction-building: 0.8832 - eval_accuracy_construction-door: 0.0 - eval_accuracy_construction-wall: 0.0 - eval_accuracy_construction-fenceguardrail: 0.0 - eval_accuracy_construction-bridge: 0.0 - eval_accuracy_construction-tunnel: 0.0 - eval_accuracy_construction-stairs: 0.0 - eval_accuracy_object-pole: 0.0 - eval_accuracy_object-trafficsign: 0.0 - eval_accuracy_object-trafficlight: 0.0 - eval_accuracy_nature-vegetation: 0.9387 - eval_accuracy_nature-terrain: 0.6141 - eval_accuracy_sky: 0.8885 - eval_accuracy_void-ground: 0.0 - eval_accuracy_void-dynamic: 0.0 - eval_accuracy_void-static: 0.0 - eval_accuracy_void-unclear: 0.0 - eval_iou_unlabeled: nan - eval_iou_flat-road: 0.5640 - eval_iou_flat-sidewalk: 0.7376 - eval_iou_flat-crosswalk: 0.0001 - eval_iou_flat-cyclinglane: 0.3544 - eval_iou_flat-parkingdriveway: 0.0018 - eval_iou_flat-railtrack: 0.0 - eval_iou_flat-curb: 0.0 - eval_iou_human-person: 0.0 - eval_iou_human-rider: 0.0 - eval_iou_vehicle-car: 0.5854 - eval_iou_vehicle-truck: 0.0 - eval_iou_vehicle-bus: 0.0 - eval_iou_vehicle-tramtrain: 0.0 - eval_iou_vehicle-motorcycle: 0.0 - eval_iou_vehicle-bicycle: 0.0 - eval_iou_vehicle-caravan: 0.0 - eval_iou_vehicle-cartrailer: 0.0 - eval_iou_construction-building: 0.5548 - eval_iou_construction-door: 0.0 - eval_iou_construction-wall: 0.0 - eval_iou_construction-fenceguardrail: 0.0 - eval_iou_construction-bridge: 0.0 - eval_iou_construction-tunnel: 0.0 - eval_iou_construction-stairs: 0.0 - eval_iou_object-pole: 0.0 - eval_iou_object-trafficsign: 0.0 - eval_iou_object-trafficlight: 0.0 - eval_iou_nature-vegetation: 0.7404 - eval_iou_nature-terrain: 0.5555 - eval_iou_sky: 0.8277 - eval_iou_void-ground: 0.0 - eval_iou_void-dynamic: 0.0 - eval_iou_void-static: 0.0 - eval_iou_void-unclear: 0.0 - eval_runtime: 35.456 - eval_samples_per_second: 5.641 - eval_steps_per_second: 0.282 - epoch: 0.5 - step: 20 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 20 - eval_batch_size: 20 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.38.2 - Pytorch 2.1.0+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
farmaieu/baseline_plantorgans_model	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # baseline_plantorgans_model This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 0.5639 - Mean Iou: 0.1095 - Mean Accuracy: 0.1373 - Overall Accuracy: 0.1858 - Accuracy Void: nan - Accuracy Fruit: 0.5208 - Accuracy Leaf: 0.0197 - Accuracy Flower: 0.0 - Accuracy Stem: 0.0087 - Iou Void: 0.0 - Iou Fruit: 0.5192 - Iou Leaf: 0.0197 - Iou Flower: 0.0 - Iou Stem: 0.0087 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 100 - num_epochs: 3.0 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Void \| Accuracy Fruit \| Accuracy Leaf \| Accuracy Flower \| Accuracy Stem \| Iou Void \| Iou Fruit \| Iou Leaf \| Iou Flower \| Iou Stem \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------:\|:--------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:---------:\|:--------:\|:----------:\|:--------:\| \| 0.8673 \| 1.0 \| 719 \| 0.4827 \| 0.1301 \| 0.1639 \| 0.2227 \| nan \| 0.6188 \| 0.0271 \| 0.0 \| 0.0098 \| 0.0 \| 0.6135 \| 0.0271 \| 0.0 \| 0.0098 \| \| 0.4457 \| 2.0 \| 1438 \| 0.5555 \| 0.1130 \| 0.1416 \| 0.1927 \| nan \| 0.5224 \| 0.0305 \| 0.0 \| 0.0135 \| 0.0 \| 0.5209 \| 0.0305 \| 0.0 \| 0.0135 \| \| 0.3272 \| 3.0 \| 2157 \| 0.5639 \| 0.1095 \| 0.1373 \| 0.1858 \| nan \| 0.5208 \| 0.0197 \| 0.0 \| 0.0087 \| 0.0 \| 0.5192 \| 0.0197 \| 0.0 \| 0.0087 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "void", "fruit", "leaf", "flower", "stem" ]
farmaieu/beit-base-patch16-224-pt22k-ft22k-finetuned-plantorgans	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # beit-base-patch16-224-pt22k-ft22k-finetuned-plantorgans This model is a fine-tuned version of [microsoft/beit-base-patch16-224-pt22k-ft22k](https://huggingface.co/microsoft/beit-base-patch16-224-pt22k-ft22k) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 1.2004 - Mean Iou: 0.0260 - Mean Accuracy: 0.0325 - Overall Accuracy: 0.0435 - Accuracy Void: nan - Accuracy Fruit: 0.1299 - Accuracy Leaf: 0.0 - Accuracy Flower: 0.0 - Accuracy Stem: 0.0001 - Iou Void: 0.0 - Iou Fruit: 0.1299 - Iou Leaf: 0.0 - Iou Flower: 0.0 - Iou Stem: 0.0001 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 10 - eval_batch_size: 10 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 100 - num_epochs: 10.0 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Void \| Accuracy Fruit \| Accuracy Leaf \| Accuracy Flower \| Accuracy Stem \| Iou Void \| Iou Fruit \| Iou Leaf \| Iou Flower \| Iou Stem \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------:\|:--------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:---------:\|:--------:\|:----------:\|:--------:\| \| 1.0657 \| 1.0 \| 575 \| 1.1178 \| 0.0158 \| 0.0197 \| 0.0261 \| nan \| 0.0776 \| 0.0 \| 0.0 \| 0.0012 \| 0.0 \| 0.0776 \| 0.0 \| 0.0 \| 0.0012 \| \| 0.5398 \| 2.0 \| 1150 \| 1.0816 \| 0.0361 \| 0.0451 \| 0.0599 \| nan \| 0.1783 \| 0.0000 \| 0.0 \| 0.0020 \| 0.0 \| 0.1783 \| 0.0000 \| 0.0 \| 0.0020 \| \| 0.4794 \| 3.0 \| 1725 \| 1.2122 \| 0.0110 \| 0.0138 \| 0.0179 \| nan \| 0.0517 \| 0.0003 \| 0.0 \| 0.0032 \| 0.0 \| 0.0517 \| 0.0003 \| 0.0 \| 0.0032 \| \| 0.446 \| 4.0 \| 2300 \| 1.3138 \| 0.0114 \| 0.0142 \| 0.0189 \| nan \| 0.0562 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| 0.0562 \| 0.0 \| 0.0 \| 0.0006 \| \| 0.4422 \| 5.0 \| 2875 \| 1.2360 \| 0.0005 \| 0.0006 \| 0.0006 \| nan \| 0.0012 \| 0.0 \| 0.0 \| 0.0013 \| 0.0 \| 0.0012 \| 0.0 \| 0.0 \| 0.0013 \| \| 0.4183 \| 6.0 \| 3450 \| 1.3598 \| 0.0177 \| 0.0221 \| 0.0296 \| nan \| 0.0885 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0885 \| 0.0 \| 0.0 \| 0.0 \| \| 0.3921 \| 7.0 \| 4025 \| 1.2523 \| 0.0267 \| 0.0333 \| 0.0446 \| nan \| 0.1333 \| 0.0000 \| 0.0 \| 0.0 \| 0.0 \| 0.1333 \| 0.0000 \| 0.0 \| 0.0 \| \| 0.3743 \| 8.0 \| 4600 \| 1.3146 \| 0.0401 \| 0.0502 \| 0.0670 \| nan \| 0.2002 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| 0.2001 \| 0.0 \| 0.0 \| 0.0005 \| \| 0.3695 \| 9.0 \| 5175 \| 1.2873 \| 0.0294 \| 0.0368 \| 0.0492 \| nan \| 0.1472 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| 0.1471 \| 0.0 \| 0.0 \| 0.0001 \| \| 0.3796 \| 10.0 \| 5750 \| 1.2004 \| 0.0260 \| 0.0325 \| 0.0435 \| nan \| 0.1299 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| 0.1299 \| 0.0 \| 0.0 \| 0.0001 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "void", "fruit", "leaf", "flower", "stem" ]
jpodivin/upernet-swin-small-finetuned	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # upernet-swin-small-finetuned This model is a fine-tuned version of [openmmlab/upernet-swin-small](https://huggingface.co/openmmlab/upernet-swin-small) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 0.2914 - Mean Iou: 0.4182 - Mean Accuracy: 0.5282 - Overall Accuracy: 0.7341 - Accuracy Void: nan - Accuracy Fruit: 0.8590 - Accuracy Leaf: 0.7032 - Accuracy Flower: 0.0 - Accuracy Stem: 0.5505 - Iou Void: 0.0 - Iou Fruit: 0.8554 - Iou Leaf: 0.6976 - Iou Flower: 0.0 - Iou Stem: 0.5381 - Median Iou: 0.5381 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0006 - train_batch_size: 10 - eval_batch_size: 10 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Void \| Accuracy Fruit \| Accuracy Leaf \| Accuracy Flower \| Accuracy Stem \| Iou Void \| Iou Fruit \| Iou Leaf \| Iou Flower \| Iou Stem \| Median Iou \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------:\|:--------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:---------:\|:--------:\|:----------:\|:--------:\|:----------:\| \| 0.8566 \| 1.0 \| 575 \| 0.3365 \| 0.3723 \| 0.4705 \| 0.6560 \| nan \| 0.8000 \| 0.6122 \| 0.0 \| 0.4699 \| 0.0 \| 0.7976 \| 0.6041 \| 0.0 \| 0.4598 \| 0.4598 \| \| 0.3338 \| 2.0 \| 1150 \| 0.3030 \| 0.3922 \| 0.4937 \| 0.7155 \| nan \| 0.8558 \| 0.7024 \| 0.0 \| 0.4166 \| 0.0 \| 0.8517 \| 0.6972 \| 0.0 \| 0.4119 \| 0.4119 \| \| 0.3477 \| 3.0 \| 1725 \| 0.2914 \| 0.4182 \| 0.5282 \| 0.7341 \| nan \| 0.8590 \| 0.7032 \| 0.0 \| 0.5505 \| 0.0 \| 0.8554 \| 0.6976 \| 0.0 \| 0.5381 \| 0.5381 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "void", "fruit", "leaf", "flower", "stem" ]
jpodivin/upernet-convnext-small-finetuned	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # upernet-convnext-small-finetuned This model is a fine-tuned version of [openmmlab/upernet-convnext-small](https://huggingface.co/openmmlab/upernet-convnext-small) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 0.2874 - Mean Iou: 0.4231 - Mean Accuracy: 0.5343 - Overall Accuracy: 0.7437 - Accuracy Void: nan - Accuracy Fruit: 0.8642 - Accuracy Leaf: 0.7167 - Accuracy Flower: 0.0 - Accuracy Stem: 0.5563 - Iou Void: 0.0 - Iou Fruit: 0.8605 - Iou Leaf: 0.7108 - Iou Flower: 0.0 - Iou Stem: 0.5440 - Median Iou: 0.5440 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0006 - train_batch_size: 10 - eval_batch_size: 10 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Void \| Accuracy Fruit \| Accuracy Leaf \| Accuracy Flower \| Accuracy Stem \| Iou Void \| Iou Fruit \| Iou Leaf \| Iou Flower \| Iou Stem \| Median Iou \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------:\|:--------------:\|:-------------:\|:---------------:\|:-------------:\|:--------:\|:---------:\|:--------:\|:----------:\|:--------:\|:----------:\| \| 0.8456 \| 1.0 \| 575 \| 0.3074 \| 0.3946 \| 0.4987 \| 0.7054 \| nan \| 0.8110 \| 0.6951 \| 0.0 \| 0.4888 \| 0.0 \| 0.8088 \| 0.6852 \| 0.0 \| 0.4791 \| 0.4791 \| \| 0.3006 \| 2.0 \| 1150 \| 0.2868 \| 0.3945 \| 0.4965 \| 0.7227 \| nan \| 0.8533 \| 0.7186 \| 0.0 \| 0.4139 \| 0.0 \| 0.8494 \| 0.7139 \| 0.0 \| 0.4092 \| 0.4092 \| \| 0.3315 \| 3.0 \| 1725 \| 0.2874 \| 0.4231 \| 0.5343 \| 0.7437 \| nan \| 0.8642 \| 0.7167 \| 0.0 \| 0.5563 \| 0.0 \| 0.8605 \| 0.7108 \| 0.0 \| 0.5440 \| 0.5440 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "void", "fruit", "leaf", "flower", "stem" ]
mobthomas/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the mobthomas/warthunder dataset. It achieves the following results on the evaluation set: - Loss: 0.9792 - Mean Iou: 0.0964 - Mean Accuracy: 0.2300 - Overall Accuracy: 0.2636 - Accuracy Unlabeled: nan - Accuracy Tank: 0.4595 - Accuracy Artillery: nan - Accuracy Apc: 0.0005 - Iou Unlabeled: 0.0 - Iou Tank: 0.2885 - Iou Artillery: nan - Iou Apc: 0.0005 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Tank \| Accuracy Artillery \| Accuracy Apc \| Iou Unlabeled \| Iou Tank \| Iou Artillery \| Iou Apc \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-------------:\|:------------------:\|:------------:\|:-------------:\|:--------:\|:-------------:\|:-------:\| \| 0.9221 \| 10.0 \| 20 \| 1.2904 \| 0.1235 \| 0.4284 \| 0.4911 \| nan \| 0.8568 \| nan \| 0.0 \| 0.0 \| 0.4942 \| 0.0 \| 0.0 \| \| 0.7631 \| 20.0 \| 40 \| 1.0716 \| 0.1194 \| 0.2947 \| 0.3378 \| nan \| 0.5887 \| nan \| 0.0008 \| 0.0 \| 0.3575 \| nan \| 0.0008 \| \| 0.6631 \| 30.0 \| 60 \| 0.9722 \| 0.1060 \| 0.2463 \| 0.2818 \| nan \| 0.4888 \| nan \| 0.0038 \| 0.0 \| 0.3143 \| nan \| 0.0038 \| \| 0.5846 \| 40.0 \| 80 \| 0.9368 \| 0.0827 \| 0.1925 \| 0.2207 \| nan \| 0.3850 \| nan \| 0.0 \| 0.0 \| 0.2481 \| nan \| 0.0 \| \| 0.5662 \| 50.0 \| 100 \| 0.9792 \| 0.0964 \| 0.2300 \| 0.2636 \| nan \| 0.4595 \| nan \| 0.0005 \| 0.0 \| 0.2885 \| nan \| 0.0005 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "tank", "artillery", "apc" ]
miricalderonr/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 2.3605 - Mean Iou: 0.1012 - Mean Accuracy: 0.1553 - Overall Accuracy: 0.6475 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.5989 - Accuracy Flat-sidewalk: 0.8763 - Accuracy Flat-crosswalk: 0.0000 - Accuracy Flat-cyclinglane: 0.0205 - Accuracy Flat-parkingdriveway: 0.0009 - Accuracy Flat-railtrack: 0.0 - Accuracy Flat-curb: 0.0026 - Accuracy Human-person: 0.0 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.7978 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: nan - Accuracy Vehicle-tramtrain: 0.0 - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.0 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.8528 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.0201 - Accuracy Construction-fenceguardrail: 0.0 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: nan - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.0 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9027 - Accuracy Nature-terrain: 0.4049 - Accuracy Sky: 0.4929 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.0 - Accuracy Void-static: 0.0006 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: 0.0 - Iou Flat-road: 0.3779 - Iou Flat-sidewalk: 0.6630 - Iou Flat-crosswalk: 0.0000 - Iou Flat-cyclinglane: 0.0196 - Iou Flat-parkingdriveway: 0.0009 - Iou Flat-railtrack: 0.0 - Iou Flat-curb: 0.0024 - Iou Human-person: 0.0 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.5694 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: 0.0 - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.0 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.4501 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.0186 - Iou Construction-fenceguardrail: 0.0 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: 0.0 - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.0 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.6494 - Iou Nature-terrain: 0.3108 - Iou Sky: 0.4788 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.0 - Iou Void-static: 0.0006 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 0.2 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Flat-road \| Accuracy Flat-sidewalk \| Accuracy Flat-crosswalk \| Accuracy Flat-cyclinglane \| Accuracy Flat-parkingdriveway \| Accuracy Flat-railtrack \| Accuracy Flat-curb \| Accuracy Human-person \| Accuracy Human-rider \| Accuracy Vehicle-car \| Accuracy Vehicle-truck \| Accuracy Vehicle-bus \| Accuracy Vehicle-tramtrain \| Accuracy Vehicle-motorcycle \| Accuracy Vehicle-bicycle \| Accuracy Vehicle-caravan \| Accuracy Vehicle-cartrailer \| Accuracy Construction-building \| Accuracy Construction-door \| Accuracy Construction-wall \| Accuracy Construction-fenceguardrail \| Accuracy Construction-bridge \| Accuracy Construction-tunnel \| Accuracy Construction-stairs \| Accuracy Object-pole \| Accuracy Object-trafficsign \| Accuracy Object-trafficlight \| Accuracy Nature-vegetation \| Accuracy Nature-terrain \| Accuracy Sky \| Accuracy Void-ground \| Accuracy Void-dynamic \| Accuracy Void-static \| Accuracy Void-unclear \| Iou Unlabeled \| Iou Flat-road \| Iou Flat-sidewalk \| Iou Flat-crosswalk \| Iou Flat-cyclinglane \| Iou Flat-parkingdriveway \| Iou Flat-railtrack \| Iou Flat-curb \| Iou Human-person \| Iou Human-rider \| Iou Vehicle-car \| Iou Vehicle-truck \| Iou Vehicle-bus \| Iou Vehicle-tramtrain \| Iou Vehicle-motorcycle \| Iou Vehicle-bicycle \| Iou Vehicle-caravan \| Iou Vehicle-cartrailer \| Iou Construction-building \| Iou Construction-door \| Iou Construction-wall \| Iou Construction-fenceguardrail \| Iou Construction-bridge \| Iou Construction-tunnel \| Iou Construction-stairs \| Iou Object-pole \| Iou Object-trafficsign \| Iou Object-trafficlight \| Iou Nature-vegetation \| Iou Nature-terrain \| Iou Sky \| Iou Void-ground \| Iou Void-dynamic \| Iou Void-static \| Iou Void-unclear \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:------------------:\|:----------------------:\|:-----------------------:\|:-------------------------:\|:-----------------------------:\|:-----------------------:\|:------------------:\|:---------------------:\|:--------------------:\|:--------------------:\|:----------------------:\|:--------------------:\|:--------------------------:\|:---------------------------:\|:------------------------:\|:------------------------:\|:---------------------------:\|:------------------------------:\|:--------------------------:\|:--------------------------:\|:------------------------------------:\|:----------------------------:\|:----------------------------:\|:----------------------------:\|:--------------------:\|:---------------------------:\|:----------------------------:\|:--------------------------:\|:-----------------------:\|:------------:\|:--------------------:\|:---------------------:\|:--------------------:\|:---------------------:\|:-------------:\|:-------------:\|:-----------------:\|:------------------:\|:--------------------:\|:------------------------:\|:------------------:\|:-------------:\|:----------------:\|:---------------:\|:---------------:\|:-----------------:\|:---------------:\|:---------------------:\|:----------------------:\|:-------------------:\|:-------------------:\|:----------------------:\|:-------------------------:\|:---------------------:\|:---------------------:\|:-------------------------------:\|:-----------------------:\|:-----------------------:\|:-----------------------:\|:---------------:\|:----------------------:\|:-----------------------:\|:---------------------:\|:------------------:\|:-------:\|:---------------:\|:----------------:\|:---------------:\|:----------------:\| \| 3.0789 \| 0.05 \| 20 \| 3.2969 \| 0.0860 \| 0.1368 \| 0.5740 \| nan \| 0.1836 \| 0.9077 \| 0.0004 \| 0.0125 \| 0.0001 \| 0.0 \| 0.0305 \| 0.0 \| 0.0131 \| 0.8407 \| 0.0000 \| nan \| 0.0 \| 0.0 \| 0.0040 \| 0.0 \| 0.0 \| 0.5790 \| 0.0 \| 0.0914 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.7951 \| 0.5523 \| 0.3670 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| 0.0 \| 0.1566 \| 0.6044 \| 0.0004 \| 0.0120 \| 0.0001 \| 0.0 \| 0.0132 \| 0.0 \| 0.0014 \| 0.3364 \| 0.0000 \| 0.0 \| 0.0 \| 0.0 \| 0.0019 \| 0.0 \| 0.0 \| 0.4126 \| 0.0 \| 0.0345 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| 0.0 \| 0.6545 \| 0.4275 \| 0.3552 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| \| 2.698 \| 0.1 \| 40 \| 2.7840 \| 0.0931 \| 0.1461 \| 0.6155 \| nan \| 0.2716 \| 0.9065 \| 0.0000 \| 0.0145 \| 0.0001 \| 0.0 \| 0.0033 \| 0.0 \| 0.0 \| 0.7123 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.7396 \| 0.0 \| 0.0291 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9204 \| 0.6552 \| 0.4205 \| 0.0 \| 0.0 \| 0.0013 \| 0.0 \| 0.0 \| 0.2097 \| 0.6076 \| 0.0000 \| 0.0138 \| 0.0001 \| 0.0 \| 0.0029 \| 0.0 \| 0.0 \| 0.4849 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4728 \| 0.0 \| 0.0233 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6013 \| 0.4347 \| 0.4069 \| 0.0 \| 0.0 \| 0.0012 \| 0.0 \| \| 2.3316 \| 0.15 \| 60 \| 2.4747 \| 0.1009 \| 0.1553 \| 0.6399 \| nan \| 0.5021 \| 0.8787 \| 0.0000 \| 0.0247 \| 0.0014 \| 0.0 \| 0.0016 \| 0.0 \| 0.0 \| 0.7782 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8316 \| 0.0 \| 0.0231 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9021 \| 0.5653 \| 0.4592 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| 0.0 \| 0.3276 \| 0.6427 \| 0.0000 \| 0.0232 \| 0.0013 \| 0.0 \| 0.0015 \| 0.0 \| 0.0 \| 0.5663 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4541 \| 0.0 \| 0.0215 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6552 \| 0.3860 \| 0.4501 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| \| 2.5773 \| 0.2 \| 80 \| 2.3605 \| 0.1012 \| 0.1553 \| 0.6475 \| nan \| 0.5989 \| 0.8763 \| 0.0000 \| 0.0205 \| 0.0009 \| 0.0 \| 0.0026 \| 0.0 \| 0.0 \| 0.7978 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8528 \| 0.0 \| 0.0201 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9027 \| 0.4049 \| 0.4929 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| 0.0 \| 0.3779 \| 0.6630 \| 0.0000 \| 0.0196 \| 0.0009 \| 0.0 \| 0.0024 \| 0.0 \| 0.0 \| 0.5694 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4501 \| 0.0 \| 0.0186 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.6494 \| 0.3108 \| 0.4788 \| 0.0 \| 0.0 \| 0.0006 \| 0.0 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
pruhtopia/segformer-finetuned-mangrove	# Model Card for Model ID <!-- Provide a quick summary of what the model is/does. --> ## Model Details ### Model Description <!-- Provide a longer summary of what this model is. --> This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. - Developed by: [More Information Needed] - Funded by [optional]: [More Information Needed] - Shared by [optional]: [More Information Needed] - Model type: [More Information Needed] - Language(s) (NLP): [More Information Needed] - License: [More Information Needed] - Finetuned from model [optional]: [More Information Needed] ### Model Sources [optional] <!-- Provide the basic links for the model. --> - Repository: [More Information Needed] - Paper [optional]: [More Information Needed] - Demo [optional]: [More Information Needed] ## Uses <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> ### Direct Use <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> [More Information Needed] ### Downstream Use [optional] <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> [More Information Needed] ### Out-of-Scope Use <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> [More Information Needed] ## Bias, Risks, and Limitations <!-- This section is meant to convey both technical and sociotechnical limitations. --> [More Information Needed] ### Recommendations <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. ## How to Get Started with the Model Use the code below to get started with the model. [More Information Needed] ## Training Details ### Training Data <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> [More Information Needed] ### Training Procedure <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> #### Preprocessing [optional] [More Information Needed] #### Training Hyperparameters - Training regime: [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> #### Speeds, Sizes, Times [optional] <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> [More Information Needed] ## Evaluation <!-- This section describes the evaluation protocols and provides the results. --> ### Testing Data, Factors & Metrics #### Testing Data <!-- This should link to a Dataset Card if possible. --> [More Information Needed] #### Factors <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> [More Information Needed] #### Metrics <!-- These are the evaluation metrics being used, ideally with a description of why. --> [More Information Needed] ### Results [More Information Needed] #### Summary ## Model Examination [optional] <!-- Relevant interpretability work for the model goes here --> [More Information Needed] ## Environmental Impact <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). - Hardware Type: [More Information Needed] - Hours used: [More Information Needed] - Cloud Provider: [More Information Needed] - Compute Region: [More Information Needed] - Carbon Emitted: [More Information Needed] ## Technical Specifications [optional] ### Model Architecture and Objective [More Information Needed] ### Compute Infrastructure [More Information Needed] #### Hardware [More Information Needed] #### Software [More Information Needed] ## Citation [optional] <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> BibTeX: [More Information Needed] APA: [More Information Needed] ## Glossary [optional] <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> [More Information Needed] ## More Information [optional] [More Information Needed] ## Model Card Authors [optional] [More Information Needed] ## Model Card Contact [More Information Needed]	[ "nomangrove", "mangrove" ]
Adriatogi/segformer-b0-finetuned-segments-graffiti	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-graffiti This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the Adriatogi/graffiti dataset. It achieves the following results on the evaluation set: - Loss: 0.3250 - Mean Iou: 0.8048 - Mean Accuracy: 0.8943 - Overall Accuracy: 0.8929 - Accuracy Not Graf: 0.8830 - Accuracy Graf: 0.9056 - Iou Not Graf: 0.8227 - Iou Graf: 0.7870 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 1 - eval_batch_size: 1 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 10 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Not Graf \| Accuracy Graf \| Iou Not Graf \| Iou Graf \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-----------------:\|:-------------:\|:------------:\|:--------:\| \| 0.5235 \| 0.21 \| 20 \| 0.6135 \| 0.6499 \| 0.8016 \| 0.7879 \| 0.6926 \| 0.9105 \| 0.6476 \| 0.6523 \| \| 0.5744 \| 0.42 \| 40 \| 0.4091 \| 0.7237 \| 0.8496 \| 0.8398 \| 0.7714 \| 0.9279 \| 0.7305 \| 0.7169 \| \| 0.3705 \| 0.62 \| 60 \| 0.3959 \| 0.7389 \| 0.8592 \| 0.8500 \| 0.7864 \| 0.9320 \| 0.7469 \| 0.7309 \| \| 0.1897 \| 0.83 \| 80 \| 0.3006 \| 0.7748 \| 0.8666 \| 0.8774 \| 0.9525 \| 0.7807 \| 0.8139 \| 0.7357 \| \| 0.1662 \| 1.04 \| 100 \| 0.2900 \| 0.7817 \| 0.8723 \| 0.8809 \| 0.9407 \| 0.8040 \| 0.8164 \| 0.7469 \| \| 0.4537 \| 1.25 \| 120 \| 0.2751 \| 0.7956 \| 0.8830 \| 0.8886 \| 0.9276 \| 0.8384 \| 0.8242 \| 0.7669 \| \| 0.1249 \| 1.46 \| 140 \| 0.2719 \| 0.7944 \| 0.8841 \| 0.8873 \| 0.9094 \| 0.8588 \| 0.8196 \| 0.7691 \| \| 0.4985 \| 1.67 \| 160 \| 0.3441 \| 0.7463 \| 0.8630 \| 0.8550 \| 0.7995 \| 0.9264 \| 0.7563 \| 0.7363 \| \| 0.4279 \| 1.88 \| 180 \| 0.2911 \| 0.7819 \| 0.8764 \| 0.8796 \| 0.9016 \| 0.8512 \| 0.8082 \| 0.7555 \| \| 0.1776 \| 2.08 \| 200 \| 0.2808 \| 0.7928 \| 0.8831 \| 0.8864 \| 0.9093 \| 0.8569 \| 0.8184 \| 0.7673 \| \| 0.209 \| 2.29 \| 220 \| 0.2815 \| 0.7857 \| 0.8752 \| 0.8832 \| 0.9393 \| 0.8111 \| 0.8191 \| 0.7522 \| \| 0.152 \| 2.5 \| 240 \| 0.2833 \| 0.7921 \| 0.8846 \| 0.8854 \| 0.8916 \| 0.8775 \| 0.8142 \| 0.7700 \| \| 0.5696 \| 2.71 \| 260 \| 0.2698 \| 0.8035 \| 0.8921 \| 0.8923 \| 0.8941 \| 0.8901 \| 0.8238 \| 0.7832 \| \| 0.1003 \| 2.92 \| 280 \| 0.3147 \| 0.7739 \| 0.8796 \| 0.8729 \| 0.8263 \| 0.9329 \| 0.7854 \| 0.7624 \| \| 0.1349 \| 3.12 \| 300 \| 0.2961 \| 0.7980 \| 0.8906 \| 0.8886 \| 0.8747 \| 0.9064 \| 0.8154 \| 0.7805 \| \| 0.2552 \| 3.33 \| 320 \| 0.2701 \| 0.8001 \| 0.8914 \| 0.8900 \| 0.8800 \| 0.9028 \| 0.8183 \| 0.7820 \| \| 0.1138 \| 3.54 \| 340 \| 0.2808 \| 0.7890 \| 0.8854 \| 0.8830 \| 0.8664 \| 0.9044 \| 0.8065 \| 0.7716 \| \| 0.1602 \| 3.75 \| 360 \| 0.2815 \| 0.7956 \| 0.8875 \| 0.8875 \| 0.8874 \| 0.8875 \| 0.8161 \| 0.7751 \| \| 0.0823 \| 3.96 \| 380 \| 0.3195 \| 0.7753 \| 0.8799 \| 0.8739 \| 0.8325 \| 0.9272 \| 0.7879 \| 0.7627 \| \| 0.331 \| 4.17 \| 400 \| 0.3339 \| 0.7782 \| 0.8821 \| 0.8757 \| 0.8312 \| 0.9330 \| 0.7901 \| 0.7664 \| \| 0.205 \| 4.38 \| 420 \| 0.3083 \| 0.7923 \| 0.8885 \| 0.8849 \| 0.8595 \| 0.9175 \| 0.8077 \| 0.7769 \| \| 0.1659 \| 4.58 \| 440 \| 0.3035 \| 0.7887 \| 0.8862 \| 0.8826 \| 0.8569 \| 0.9156 \| 0.8042 \| 0.7731 \| \| 0.1186 \| 4.79 \| 460 \| 0.2856 \| 0.8004 \| 0.8839 \| 0.8923 \| 0.9500 \| 0.8179 \| 0.8323 \| 0.7684 \| \| 0.2964 \| 5.0 \| 480 \| 0.3583 \| 0.7592 \| 0.8723 \| 0.8633 \| 0.8004 \| 0.9442 \| 0.7672 \| 0.7512 \| \| 0.0742 \| 5.21 \| 500 \| 0.3269 \| 0.7804 \| 0.8820 \| 0.8772 \| 0.8444 \| 0.9196 \| 0.7947 \| 0.7660 \| \| 0.1355 \| 5.42 \| 520 \| 0.3504 \| 0.7784 \| 0.8819 \| 0.8759 \| 0.8338 \| 0.9301 \| 0.7908 \| 0.7661 \| \| 0.0757 \| 5.62 \| 540 \| 0.2771 \| 0.8062 \| 0.8927 \| 0.8942 \| 0.9050 \| 0.8804 \| 0.8280 \| 0.7844 \| \| 0.2015 \| 5.83 \| 560 \| 0.3324 \| 0.7851 \| 0.8850 \| 0.8802 \| 0.8469 \| 0.9232 \| 0.7992 \| 0.7711 \| \| 0.1187 \| 6.04 \| 580 \| 0.2853 \| 0.8077 \| 0.8943 \| 0.8949 \| 0.8995 \| 0.8891 \| 0.8282 \| 0.7872 \| \| 0.1243 \| 6.25 \| 600 \| 0.3166 \| 0.7968 \| 0.8915 \| 0.8875 \| 0.8599 \| 0.9232 \| 0.8115 \| 0.7820 \| \| 0.0484 \| 6.46 \| 620 \| 0.2876 \| 0.8134 \| 0.8968 \| 0.8986 \| 0.9110 \| 0.8826 \| 0.8349 \| 0.7919 \| \| 0.0772 \| 6.67 \| 640 \| 0.2985 \| 0.8085 \| 0.8964 \| 0.8951 \| 0.8863 \| 0.9064 \| 0.8263 \| 0.7907 \| \| 0.2296 \| 6.88 \| 660 \| 0.3134 \| 0.8080 \| 0.8951 \| 0.8950 \| 0.8940 \| 0.8962 \| 0.8274 \| 0.7886 \| \| 0.0544 \| 7.08 \| 680 \| 0.3300 \| 0.8014 \| 0.8925 \| 0.8907 \| 0.8780 \| 0.9070 \| 0.8189 \| 0.7839 \| \| 0.0942 \| 7.29 \| 700 \| 0.3133 \| 0.8070 \| 0.8936 \| 0.8946 \| 0.9013 \| 0.8860 \| 0.8280 \| 0.7860 \| \| 0.2432 \| 7.5 \| 720 \| 0.3376 \| 0.8014 \| 0.8938 \| 0.8905 \| 0.8675 \| 0.9201 \| 0.8168 \| 0.7860 \| \| 0.0637 \| 7.71 \| 740 \| 0.3021 \| 0.8108 \| 0.8968 \| 0.8967 \| 0.8965 \| 0.8970 \| 0.8301 \| 0.7915 \| \| 0.0946 \| 7.92 \| 760 \| 0.3242 \| 0.8048 \| 0.8943 \| 0.8929 \| 0.8831 \| 0.9054 \| 0.8227 \| 0.7870 \| \| 0.1291 \| 8.12 \| 780 \| 0.3315 \| 0.8011 \| 0.8934 \| 0.8903 \| 0.8689 \| 0.9179 \| 0.8169 \| 0.7853 \| \| 0.1077 \| 8.33 \| 800 \| 0.3095 \| 0.8117 \| 0.8944 \| 0.8979 \| 0.9221 \| 0.8667 \| 0.8356 \| 0.7877 \| \| 0.177 \| 8.54 \| 820 \| 0.3174 \| 0.8117 \| 0.8951 \| 0.8977 \| 0.9162 \| 0.8740 \| 0.8345 \| 0.7888 \| \| 0.057 \| 8.75 \| 840 \| 0.3106 \| 0.8111 \| 0.8973 \| 0.8968 \| 0.8930 \| 0.9016 \| 0.8297 \| 0.7925 \| \| 0.2007 \| 8.96 \| 860 \| 0.3645 \| 0.7953 \| 0.8909 \| 0.8866 \| 0.8571 \| 0.9247 \| 0.8097 \| 0.7809 \| \| 0.1281 \| 9.17 \| 880 \| 0.3561 \| 0.8008 \| 0.8932 \| 0.8902 \| 0.8688 \| 0.9176 \| 0.8166 \| 0.7850 \| \| 0.0639 \| 9.38 \| 900 \| 0.3120 \| 0.8109 \| 0.8969 \| 0.8968 \| 0.8962 \| 0.8975 \| 0.8301 \| 0.7917 \| \| 0.0766 \| 9.58 \| 920 \| 0.3306 \| 0.8057 \| 0.8947 \| 0.8934 \| 0.8843 \| 0.9051 \| 0.8236 \| 0.7877 \| \| 0.1766 \| 9.79 \| 940 \| 0.3321 \| 0.8042 \| 0.8941 \| 0.8925 \| 0.8813 \| 0.9068 \| 0.8219 \| 0.7866 \| \| 0.0842 \| 10.0 \| 960 \| 0.3250 \| 0.8048 \| 0.8943 \| 0.8929 \| 0.8830 \| 0.9056 \| 0.8227 \| 0.7870 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "not_graf", "graf" ]
Adriatogi/segformer-b1-finetuned-segments-graffiti	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b1-finetuned-segments-graffiti This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on the Adriatogi/graffiti dataset. It achieves the following results on the evaluation set: - Loss: 0.2171 - Mean Iou: 0.8381 - Mean Accuracy: 0.9102 - Overall Accuracy: 0.9168 - Accuracy Not Graf: 0.9379 - Accuracy Graf: 0.8826 - Iou Not Graf: 0.8748 - Iou Graf: 0.8015 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 10 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Not Graf \| Accuracy Graf \| Iou Not Graf \| Iou Graf \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-----------------:\|:-------------:\|:------------:\|:--------:\| \| 0.4076 \| 0.42 \| 20 \| 0.5389 \| 0.6053 \| 0.7982 \| 0.7541 \| 0.6139 \| 0.9825 \| 0.6073 \| 0.6033 \| \| 0.3386 \| 0.83 \| 40 \| 0.2883 \| 0.7962 \| 0.8984 \| 0.8898 \| 0.8625 \| 0.9343 \| 0.8290 \| 0.7634 \| \| 0.1964 \| 1.25 \| 60 \| 0.2514 \| 0.8061 \| 0.9009 \| 0.8964 \| 0.8819 \| 0.9200 \| 0.8406 \| 0.7716 \| \| 0.1723 \| 1.67 \| 80 \| 0.2259 \| 0.8269 \| 0.9058 \| 0.9100 \| 0.9235 \| 0.8880 \| 0.8641 \| 0.7898 \| \| 0.1981 \| 2.08 \| 100 \| 0.2338 \| 0.8119 \| 0.9040 \| 0.8999 \| 0.8869 \| 0.9210 \| 0.8459 \| 0.7778 \| \| 0.2827 \| 2.5 \| 120 \| 0.2106 \| 0.8251 \| 0.9080 \| 0.9084 \| 0.9095 \| 0.9066 \| 0.8601 \| 0.7902 \| \| 0.1864 \| 2.92 \| 140 \| 0.2241 \| 0.8232 \| 0.8956 \| 0.9097 \| 0.9546 \| 0.8365 \| 0.8675 \| 0.7790 \| \| 0.1362 \| 3.33 \| 160 \| 0.2185 \| 0.8257 \| 0.8978 \| 0.9109 \| 0.9525 \| 0.8431 \| 0.8688 \| 0.7826 \| \| 0.1264 \| 3.75 \| 180 \| 0.2155 \| 0.8237 \| 0.9054 \| 0.9079 \| 0.9156 \| 0.8952 \| 0.8602 \| 0.7871 \| \| 0.1688 \| 4.17 \| 200 \| 0.2241 \| 0.8206 \| 0.8985 \| 0.9072 \| 0.9346 \| 0.8625 \| 0.8618 \| 0.7795 \| \| 0.1198 \| 4.58 \| 220 \| 0.2080 \| 0.8331 \| 0.9087 \| 0.9137 \| 0.9296 \| 0.8877 \| 0.8697 \| 0.7965 \| \| 0.111 \| 5.0 \| 240 \| 0.2033 \| 0.8369 \| 0.9133 \| 0.9154 \| 0.9221 \| 0.9044 \| 0.8710 \| 0.8027 \| \| 0.2003 \| 5.42 \| 260 \| 0.2214 \| 0.8262 \| 0.9118 \| 0.9084 \| 0.8976 \| 0.9261 \| 0.8586 \| 0.7938 \| \| 0.1369 \| 5.83 \| 280 \| 0.2044 \| 0.8396 \| 0.9147 \| 0.9170 \| 0.9245 \| 0.9048 \| 0.8734 \| 0.8058 \| \| 0.1901 \| 6.25 \| 300 \| 0.1968 \| 0.8411 \| 0.9119 \| 0.9185 \| 0.9393 \| 0.8846 \| 0.8771 \| 0.8050 \| \| 0.1887 \| 6.67 \| 320 \| 0.2098 \| 0.8367 \| 0.9100 \| 0.9159 \| 0.9344 \| 0.8857 \| 0.8731 \| 0.8002 \| \| 0.0738 \| 7.08 \| 340 \| 0.2205 \| 0.8357 \| 0.9127 \| 0.9147 \| 0.9211 \| 0.9043 \| 0.8699 \| 0.8014 \| \| 0.1166 \| 7.5 \| 360 \| 0.2274 \| 0.8317 \| 0.9046 \| 0.9135 \| 0.9420 \| 0.8672 \| 0.8709 \| 0.7924 \| \| 0.1247 \| 7.92 \| 380 \| 0.2225 \| 0.8310 \| 0.9051 \| 0.9130 \| 0.9381 \| 0.8722 \| 0.8698 \| 0.7923 \| \| 0.1212 \| 8.33 \| 400 \| 0.2230 \| 0.8345 \| 0.9108 \| 0.9143 \| 0.9254 \| 0.8961 \| 0.8699 \| 0.7991 \| \| 0.0979 \| 8.75 \| 420 \| 0.2226 \| 0.8352 \| 0.9076 \| 0.9153 \| 0.9400 \| 0.8752 \| 0.8730 \| 0.7973 \| \| 0.0984 \| 9.17 \| 440 \| 0.2189 \| 0.8354 \| 0.9106 \| 0.9149 \| 0.9287 \| 0.8925 \| 0.8712 \| 0.7997 \| \| 0.1151 \| 9.58 \| 460 \| 0.2185 \| 0.8382 \| 0.9098 \| 0.9170 \| 0.9396 \| 0.8800 \| 0.8751 \| 0.8013 \| \| 0.0989 \| 10.0 \| 480 \| 0.2171 \| 0.8381 \| 0.9102 \| 0.9168 \| 0.9379 \| 0.8826 \| 0.8748 \| 0.8015 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "not_graf", "graf" ]
rcodina/exemple2-finetuned-segments	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # exemple2-finetuned-segments This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 1 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Per Category Iou \| Per Category Accuracy \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:\|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:\| \| No log \| 1.0 \| 5 \| 3.5279 \| 0.0125 \| 0.0416 \| 0.1024 \| [0.003071310796148687, 0.1616174857459709, 0.0, 0.0, 0.0022739959938265523, 0.0, 0.0005909869482034998, 0.0017997990408432924, 0.0, 0.05474664289453949, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.09700429854115147, 0.0, 0.04184948021660935, 0.0006682389937106918, 0.0, 0.0, 0.00415553197202368, 0.004015113955619657, 0.0, 0.0, 6.202127329674078e-05, 0.05336540352809607, 0.0, 0.0, 0.0, 0.00025955435304111186, 0.0, 0.0] \| [0.0032144853023359787, 0.18635872416872554, nan, 0.0, 0.0038356619632496504, nan, 0.0010970621048716994, 0.008956864181701621, nan, 0.06383171787997526, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.11043176613738219, nan, 0.051045006388159, 0.02862641327880683, nan, nan, 0.34138655462184875, 0.049846125151543415, 0.0, nan, 6.220517339692085e-05, 0.10777804260728432, 0.0, 0.0, 0.0, 0.0002737135463322385, 0.0, nan] \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
imessam/segformer-b0-finetuned-segments-sidewalk-oct-22	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - eval_loss: 1.5643 - eval_mean_iou: 0.1299 - eval_mean_accuracy: 0.1767 - eval_overall_accuracy: 0.7026 - eval_accuracy_unlabeled: nan - eval_accuracy_flat-road: 0.7260 - eval_accuracy_flat-sidewalk: 0.9208 - eval_accuracy_flat-crosswalk: 0.0 - eval_accuracy_flat-cyclinglane: 0.0097 - eval_accuracy_flat-parkingdriveway: 0.0001 - eval_accuracy_flat-railtrack: nan - eval_accuracy_flat-curb: 0.0009 - eval_accuracy_human-person: 0.0 - eval_accuracy_human-rider: 0.0 - eval_accuracy_vehicle-car: 0.9031 - eval_accuracy_vehicle-truck: 0.0 - eval_accuracy_vehicle-bus: 0.0 - eval_accuracy_vehicle-tramtrain: 0.0 - eval_accuracy_vehicle-motorcycle: 0.0 - eval_accuracy_vehicle-bicycle: 0.0 - eval_accuracy_vehicle-caravan: 0.0 - eval_accuracy_vehicle-cartrailer: 0.0 - eval_accuracy_construction-building: 0.8461 - eval_accuracy_construction-door: 0.0 - eval_accuracy_construction-wall: 0.0022 - eval_accuracy_construction-fenceguardrail: 0.0 - eval_accuracy_construction-bridge: 0.0 - eval_accuracy_construction-tunnel: nan - eval_accuracy_construction-stairs: 0.0 - eval_accuracy_object-pole: 0.0 - eval_accuracy_object-trafficsign: 0.0 - eval_accuracy_object-trafficlight: 0.0 - eval_accuracy_nature-vegetation: 0.9200 - eval_accuracy_nature-terrain: 0.4607 - eval_accuracy_sky: 0.8653 - eval_accuracy_void-ground: 0.0 - eval_accuracy_void-dynamic: 0.0 - eval_accuracy_void-static: 0.0 - eval_accuracy_void-unclear: 0.0 - eval_iou_unlabeled: nan - eval_iou_flat-road: 0.4423 - eval_iou_flat-sidewalk: 0.7322 - eval_iou_flat-crosswalk: 0.0 - eval_iou_flat-cyclinglane: 0.0097 - eval_iou_flat-parkingdriveway: 0.0001 - eval_iou_flat-railtrack: nan - eval_iou_flat-curb: 0.0009 - eval_iou_human-person: 0.0 - eval_iou_human-rider: 0.0 - eval_iou_vehicle-car: 0.5959 - eval_iou_vehicle-truck: 0.0 - eval_iou_vehicle-bus: 0.0 - eval_iou_vehicle-tramtrain: 0.0 - eval_iou_vehicle-motorcycle: 0.0 - eval_iou_vehicle-bicycle: 0.0 - eval_iou_vehicle-caravan: 0.0 - eval_iou_vehicle-cartrailer: 0.0 - eval_iou_construction-building: 0.5061 - eval_iou_construction-door: 0.0 - eval_iou_construction-wall: 0.0022 - eval_iou_construction-fenceguardrail: 0.0 - eval_iou_construction-bridge: 0.0 - eval_iou_construction-tunnel: nan - eval_iou_construction-stairs: 0.0 - eval_iou_object-pole: 0.0 - eval_iou_object-trafficsign: 0.0 - eval_iou_object-trafficlight: 0.0 - eval_iou_nature-vegetation: 0.7073 - eval_iou_nature-terrain: 0.4064 - eval_iou_sky: 0.7528 - eval_iou_void-ground: 0.0 - eval_iou_void-dynamic: 0.0 - eval_iou_void-static: 0.0 - eval_iou_void-unclear: 0.0 - eval_runtime: 34.9281 - eval_samples_per_second: 5.726 - eval_steps_per_second: 2.863 - epoch: 0.1 - step: 40 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
Thalirajesh/Aerial-Drone-Image-Segmentation	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # Aerial-Drone-Image-Segmentation This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) It achieves the following results on the evaluation set: - Loss: 0.8852 - Mean Iou: 0.2994 - Mean Accuracy: 0.3923 - Overall Accuracy: 0.7774 ## Model description More information needed ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 24 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Evaluation Results {'mean_iou': 0.27989828118195953, 'mean_accuracy': 0.3712316062110093, 'overall_accuracy': 0.7671712239583334, 'per_category_iou': array([ nan, 0.8560476 , 0.32234631, 0.76880948, 0.57517691, 0.43877125, 0.00114888, 0.14091442, 0.51807365, 0.76964765, 0.27391949, 0. , 0. , 0. , 0. , 0.05778175, 0. , 0.45566807, 0. , 0.25864545, 0.48767764, 0. , 0.23313364, nan]), 'per_category_accuracy': array([ nan, 0.96170675, 0.43993514, 0.86977593, 0.8149788 , 0.49739671, 0.00114987, 0.14445379, 0.80978302, 0.88661108, 0.46787116, 0. , 0. , 0. , 0. , 0.05947339, 0. , 0.55639324, 0. , 0.38358184, 0.761303 , 0. , 0.51268161, nan])} ### Training results ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64fec5de57ccb8f1bdfbec54/nRUHIJAj52l3wxMTJARka.png) \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\| \| 2.7923 \| 1.25 \| 20 \| 2.8338 \| 0.0954 \| 0.1626 \| 0.5529 \| \| 2.219 \| 2.5 \| 40 \| 2.1391 \| 0.1036 \| 0.1666 \| 0.5929 \| \| 1.9451 \| 3.75 \| 60 \| 1.7919 \| 0.1154 \| 0.1782 \| 0.6129 \| \| 1.7558 \| 5.0 \| 80 \| 1.6767 \| 0.1300 \| 0.1961 \| 0.6396 \| \| 1.6381 \| 6.25 \| 100 \| 1.5817 \| 0.1383 \| 0.2055 \| 0.6550 \| \| 1.5338 \| 7.5 \| 120 \| 1.4816 \| 0.1464 \| 0.2140 \| 0.6729 \| \| 1.4478 \| 8.75 \| 140 \| 1.4231 \| 0.1529 \| 0.2219 \| 0.6823 \| \| 1.361 \| 10.0 \| 160 \| 1.3300 \| 0.1637 \| 0.2315 \| 0.6975 \| \| 1.306 \| 11.25 \| 180 \| 1.3034 \| 0.1737 \| 0.2419 \| 0.7060 \| \| 1.2611 \| 12.5 \| 200 \| 1.2692 \| 0.1755 \| 0.2450 \| 0.7093 \| \| 1.2317 \| 13.75 \| 220 \| 1.2190 \| 0.1821 \| 0.2501 \| 0.7145 \| \| 1.1868 \| 15.0 \| 240 \| 1.2063 \| 0.1862 \| 0.2539 \| 0.7188 \| \| 1.1628 \| 16.25 \| 260 \| 1.1832 \| 0.1909 \| 0.2612 \| 0.7234 \| \| 1.1149 \| 17.5 \| 280 \| 1.1368 \| 0.2048 \| 0.2739 \| 0.7317 \| \| 1.1009 \| 18.75 \| 300 \| 1.1117 \| 0.2232 \| 0.2938 \| 0.7387 \| \| 1.0532 \| 20.0 \| 320 \| 1.0923 \| 0.2315 \| 0.2997 \| 0.7414 \| \| 1.0464 \| 21.25 \| 340 \| 1.0821 \| 0.2408 \| 0.3147 \| 0.7480 \| \| 1.0278 \| 22.5 \| 360 \| 1.0541 \| 0.2517 \| 0.3277 \| 0.7530 \| \| 0.9945 \| 23.75 \| 380 \| 1.0352 \| 0.2612 \| 0.3398 \| 0.7573 \| \| 0.9729 \| 25.0 \| 400 \| 1.0207 \| 0.2671 \| 0.3511 \| 0.7609 \| \| 0.9527 \| 26.25 \| 420 \| 1.0067 \| 0.2684 \| 0.3547 \| 0.7609 \| \| 0.9494 \| 27.5 \| 440 \| 0.9870 \| 0.2713 \| 0.3548 \| 0.7627 \| \| 0.9287 \| 28.75 \| 460 \| 0.9729 \| 0.2745 \| 0.3619 \| 0.7640 \| \| 0.9089 \| 30.0 \| 480 \| 0.9561 \| 0.2791 \| 0.3640 \| 0.7680 \| \| 0.9064 \| 31.25 \| 500 \| 0.9500 \| 0.2799 \| 0.3712 \| 0.7672 \| \| 0.8681 \| 32.5 \| 520 \| 0.9397 \| 0.2845 \| 0.3749 \| 0.7696 \| \| 0.8677 \| 33.75 \| 540 \| 0.9340 \| 0.2835 \| 0.3737 \| 0.7692 \| \| 0.8663 \| 35.0 \| 560 \| 0.9243 \| 0.2862 \| 0.3755 \| 0.7716 \| \| 0.8629 \| 36.25 \| 580 \| 0.9173 \| 0.2869 \| 0.3766 \| 0.7719 \| \| 0.8542 \| 37.5 \| 600 \| 0.9112 \| 0.2908 \| 0.3810 \| 0.7740 \| \| 0.8391 \| 38.75 \| 620 \| 0.9050 \| 0.2904 \| 0.3812 \| 0.7734 \| \| 0.8392 \| 40.0 \| 640 \| 0.9027 \| 0.2917 \| 0.3818 \| 0.7734 \| \| 0.8306 \| 41.25 \| 660 \| 0.8949 \| 0.2941 \| 0.3841 \| 0.7755 \| \| 0.8213 \| 42.5 \| 680 \| 0.8936 \| 0.2958 \| 0.3875 \| 0.7760 \| \| 0.8406 \| 43.75 \| 700 \| 0.8910 \| 0.2964 \| 0.3879 \| 0.7763 \| \| 0.8254 \| 45.0 \| 720 \| 0.8889 \| 0.2981 \| 0.3897 \| 0.7764 \| \| 0.8202 \| 46.25 \| 740 \| 0.8880 \| 0.2985 \| 0.3917 \| 0.7767 \| \| 0.8013 \| 47.5 \| 760 \| 0.8891 \| 0.2989 \| 0.3923 \| 0.7767 \| \| 0.8188 \| 48.75 \| 780 \| 0.8861 \| 0.2994 \| 0.3926 \| 0.7772 \| \| 0.8089 \| 50.0 \| 800 \| 0.8852 \| 0.2994 \| 0.3923 \| 0.7774 \| ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.1.0 - Tokenizers 0.15.2	[ "unlabeled", "paved-area", "dirt", "grass", "gravel", "water", "rocks", "pool", "vegetation", "roof", "wall", "window", "door", "fence", "fence-pole", "person", "dog", "car", "bicycle", "tree", "bald-tree", "ar-marker", "obstacle", "conflicting" ]
imessam/segformer-b0-finetuned-agriculture	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-agriculture This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.3305 - Mean Iou: 0.4242 - Mean Accuracy: 0.5107 - Overall Accuracy: 0.6733 - Accuracy Unlabeled: nan - Accuracy Nutrient Deficiency: 0.6872 - Accuracy Planter Skip: 0.1915 - Accuracy Water: 0.8549 - Accuracy Waterway: 0.1797 - Accuracy Weed Cluster: 0.6404 - Iou Unlabeled: 0.0 - Iou Nutrient Deficiency: 0.6865 - Iou Planter Skip: 0.1914 - Iou Water: 0.8475 - Iou Waterway: 0.1795 - Iou Weed Cluster: 0.6401 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 5 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Nutrient Deficiency \| Accuracy Planter Skip \| Accuracy Water \| Accuracy Waterway \| Accuracy Weed Cluster \| Iou Unlabeled \| Iou Nutrient Deficiency \| Iou Planter Skip \| Iou Water \| Iou Waterway \| Iou Weed Cluster \| \|:-------------:\|:-----:\|:-----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------------------:\|:---------------------:\|:--------------:\|:-----------------:\|:---------------------:\|:-------------:\|:-----------------------:\|:----------------:\|:---------:\|:------------:\|:----------------:\| \| 0.2889 \| 1.0 \| 8145 \| 0.4127 \| 0.2578 \| 0.3110 \| 0.4484 \| nan \| 0.3062 \| 0.0 \| 0.7988 \| 0.0007 \| 0.4496 \| 0.0 \| 0.3062 \| 0.0 \| 0.7913 \| 0.0007 \| 0.4485 \| \| 0.3157 \| 2.0 \| 16290 \| 0.3877 \| 0.3374 \| 0.4070 \| 0.5970 \| nan \| 0.5241 \| 0.0023 \| 0.8816 \| 0.0303 \| 0.5969 \| 0.0 \| 0.5237 \| 0.0023 \| 0.8715 \| 0.0301 \| 0.5968 \| \| 0.2637 \| 3.0 \| 24435 \| 0.3531 \| 0.3717 \| 0.4480 \| 0.6171 \| nan \| 0.5638 \| 0.0409 \| 0.8804 \| 0.1563 \| 0.5984 \| 0.0 \| 0.5633 \| 0.0409 \| 0.8723 \| 0.1554 \| 0.5982 \| \| 0.4715 \| 4.0 \| 32580 \| 0.3337 \| 0.3653 \| 0.4398 \| 0.6073 \| nan \| 0.6172 \| 0.1068 \| 0.8077 \| 0.0976 \| 0.5698 \| 0.0 \| 0.6164 \| 0.1068 \| 0.8015 \| 0.0976 \| 0.5696 \| \| 0.0668 \| 5.0 \| 40725 \| 0.3305 \| 0.4242 \| 0.5107 \| 0.6733 \| nan \| 0.6872 \| 0.1915 \| 0.8549 \| 0.1797 \| 0.6404 \| 0.0 \| 0.6865 \| 0.1914 \| 0.8475 \| 0.1795 \| 0.6401 \| ### Framework versions - Transformers 4.39.1 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "nutrient_deficiency", "planter_skip", "water", "waterway", "weed_cluster" ]
erikhenriksson1/segformer-b0-finetuned-segments-sidewalk-2	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the erikhenriksson1/test_skin_segmentation dataset. It achieves the following results on the evaluation set: - Loss: 0.1985 - Mean Iou: 0.6571 - Mean Accuracy: 0.6626 - Overall Accuracy: 0.9937 - Accuracy Unlabeled: nan - Accuracy Skin: 0.9939 - Accuracy Mark of interest: 0.0 - Accuracy Non-skin: 0.9939 - Iou Unlabeled: nan - Iou Skin: 0.9801 - Iou Mark of interest: 0.0 - Iou Non-skin: 0.9911 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Skin \| Accuracy Mark of interest \| Accuracy Non-skin \| Iou Unlabeled \| Iou Skin \| Iou Mark of interest \| Iou Non-skin \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:-------------:\|:-------------------------:\|:-----------------:\|:-------------:\|:--------:\|:--------------------:\|:------------:\| \| 0.6293 \| 5.0 \| 20 \| 0.9612 \| 0.5999 \| 0.6435 \| 0.9522 \| nan \| 1.0 \| 0.0 \| 0.9306 \| nan \| 0.8691 \| 0.0 \| 0.9306 \| \| 0.4646 \| 10.0 \| 40 \| 0.4611 \| 0.6321 \| 0.6552 \| 0.9765 \| nan \| 0.9990 \| 0.0 \| 0.9665 \| nan \| 0.9304 \| 0.0 \| 0.9660 \| \| 0.3595 \| 15.0 \| 60 \| 0.3382 \| 0.6423 \| 0.6578 \| 0.9837 \| nan \| 0.9944 \| 0.0 \| 0.9791 \| nan \| 0.9505 \| 0.0 \| 0.9766 \| \| 0.3065 \| 20.0 \| 80 \| 0.3041 \| 0.6461 \| 0.6592 \| 0.9863 \| nan \| 0.9951 \| 0.0 \| 0.9826 \| nan \| 0.9581 \| 0.0 \| 0.9804 \| \| 0.2874 \| 25.0 \| 100 \| 0.2659 \| 0.6506 \| 0.6604 \| 0.9893 \| nan \| 0.9934 \| 0.0 \| 0.9877 \| nan \| 0.9669 \| 0.0 \| 0.9848 \| \| 0.2319 \| 30.0 \| 120 \| 0.2461 \| 0.6522 \| 0.6614 \| 0.9904 \| nan \| 0.9961 \| 0.0 \| 0.9881 \| nan \| 0.9703 \| 0.0 \| 0.9864 \| \| 0.2396 \| 35.0 \| 140 \| 0.2279 \| 0.6565 \| 0.6626 \| 0.9933 \| nan \| 0.9952 \| 0.0 \| 0.9927 \| nan \| 0.9790 \| 0.0 \| 0.9906 \| \| 0.2215 \| 40.0 \| 160 \| 0.2099 \| 0.6564 \| 0.6624 \| 0.9932 \| nan \| 0.9939 \| 0.0 \| 0.9932 \| nan \| 0.9788 \| 0.0 \| 0.9904 \| \| 0.2128 \| 45.0 \| 180 \| 0.2021 \| 0.6565 \| 0.6626 \| 0.9933 \| nan \| 0.9948 \| 0.0 \| 0.9929 \| nan \| 0.9789 \| 0.0 \| 0.9905 \| \| 0.1855 \| 50.0 \| 200 \| 0.1985 \| 0.6571 \| 0.6626 \| 0.9937 \| nan \| 0.9939 \| 0.0 \| 0.9939 \| nan \| 0.9801 \| 0.0 \| 0.9911 \| ### Framework versions - Transformers 4.39.1 - Pytorch 2.2.1 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "skin", "mark of interest", "non-skin" ]
bricklerex/lane-detect-jds	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the bricklerex/lane-detect dataset. It achieves the following results on the evaluation set: - Loss: 0.0646 - Mean Iou: 0.4681 - Mean Accuracy: 0.9362 - Overall Accuracy: 0.9362 - Accuracy Unlabelled: nan - Accuracy Lane: 0.9362 - Iou Unlabelled: 0.0 - Iou Lane: 0.9362 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 2 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabelled \| Accuracy Lane \| Iou Unlabelled \| Iou Lane \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------------:\|:-------------:\|:--------------:\|:--------:\| \| 0.0823 \| 0.35 \| 20 \| 0.0933 \| 0.4675 \| 0.9349 \| 0.9349 \| nan \| 0.9349 \| 0.0 \| 0.9349 \| \| 0.0676 \| 0.7 \| 40 \| 0.0737 \| 0.4547 \| 0.9093 \| 0.9093 \| nan \| 0.9093 \| 0.0 \| 0.9093 \| \| 0.0639 \| 1.05 \| 60 \| 0.0659 \| 0.4583 \| 0.9166 \| 0.9166 \| nan \| 0.9166 \| 0.0 \| 0.9166 \| \| 0.0584 \| 1.4 \| 80 \| 0.0831 \| 0.4715 \| 0.9429 \| 0.9429 \| nan \| 0.9429 \| 0.0 \| 0.9429 \| \| 0.0541 \| 1.75 \| 100 \| 0.0646 \| 0.4681 \| 0.9362 \| 0.9362 \| nan \| 0.9362 \| 0.0 \| 0.9362 \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabelled", "lane" ]
jzju/dit-doclaynet	Trained for 4 epochs. Usage: ``` image_processor = AutoImageProcessor.from_pretrained("microsoft/dit-large") model = BeitForSemanticSegmentation.from_pretrained("jzju/dit-doclaynet") image = Image.open('img.png').convert('RGB') inputs = image_processor(images=image, return_tensors="pt") outputs = model(**inputs) # logits are of shape (batch_size, num_labels, height, width) logits = outputs.logits out = logits[0].detach() out.size() for i in range(11): plt.imshow(out[i]) plt.show() ``` Labels: ``` 1: Caption 2: Footnote 3: Formula 4: List-item 5: Page-footer 6: Page-header 7: Picture 8: Section-header 9: Table 10: Text 11: Title ``` Data label convert: ``` model = BeitForSemanticSegmentation.from_pretrained("microsoft/dit-base", num_labels=11) ds = load_dataset("ds4sd/DocLayNet-v1.1") mask = np.zeros([11, 1025, 1025]) for b, c in zip(d["bboxes"], d["category_id"]): b = [np.clip(int(bb), 0, 1025) for bb in b] mask[c - 1][b[1]:b[1]+b[3], b[0]:b[0]+b[2]] = 1 mask = [cv2.resize(a, dsize=(56, 56), interpolation=cv2.INTER_AREA) for a in mask] d["label"] = np.stack(mask) ```	[ "label_0", "label_1", "label_2", "label_3", "label_4", "label_5", "label_6", "label_7", "label_8", "label_9", "label_10" ]
patrickcleeve/segformer-b1-autolamella-mega-1	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-autolamella-mega-1 This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on the patrickcleeve/autolamella dataset. It achieves the following results on the evaluation set: - Loss: 0.1093 - Mean Iou: 0.7759 - Mean Accuracy: 0.9403 - Overall Accuracy: 0.9638 - Accuracy Background: nan - Accuracy Lamella: 0.9007 - Accuracy Manipulator: 0.9887 - Accuracy Landing Post: 0.9619 - Accuracy Copper Adapter: 0.8594 - Accuracy Volume Block: 0.9905 - Iou Background: 0.0 - Iou Lamella: 0.8989 - Iou Manipulator: 0.9883 - Iou Landing Post: 0.9592 - Iou Copper Adapter: 0.8204 - Iou Volume Block: 0.9887 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Background \| Accuracy Lamella \| Accuracy Manipulator \| Accuracy Landing Post \| Accuracy Copper Adapter \| Accuracy Volume Block \| Iou Background \| Iou Lamella \| Iou Manipulator \| Iou Landing Post \| Iou Copper Adapter \| Iou Volume Block \| \|:-------------:\|:-----:\|:-----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:-------------------:\|:----------------:\|:--------------------:\|:---------------------:\|:-----------------------:\|:---------------------:\|:--------------:\|:-----------:\|:---------------:\|:----------------:\|:------------------:\|:----------------:\| \| 1.2527 \| 0.03 \| 20 \| 1.6486 \| 0.3170 \| 0.4266 \| 0.7768 \| nan \| 0.1842 \| 0.3192 \| 0.9521 \| 0.0201 \| 0.6572 \| 0.0 \| 0.1403 \| 0.2935 \| 0.8391 \| 0.0017 \| 0.6274 \| \| 1.4802 \| 0.06 \| 40 \| 1.1300 \| 0.3274 \| 0.4249 \| 0.7985 \| nan \| 0.0085 \| 0.3343 \| 0.9689 \| 0.0107 \| 0.8022 \| 0.0 \| 0.0085 \| 0.3087 \| 0.8808 \| 0.0060 \| 0.7601 \| \| 1.2266 \| 0.09 \| 60 \| 1.0512 \| 0.3922 \| 0.5078 \| 0.8552 \| nan \| 0.1594 \| 0.4731 \| 0.9865 \| 0.0020 \| 0.9179 \| 0.0 \| 0.1534 \| 0.4588 \| 0.9031 \| 0.0019 \| 0.8359 \| \| 1.0268 \| 0.12 \| 80 \| 0.8069 \| 0.3839 \| 0.4948 \| 0.8484 \| nan \| 0.0322 \| 0.5521 \| 0.9866 \| 0.0045 \| 0.8987 \| 0.0 \| 0.0321 \| 0.5232 \| 0.9046 \| 0.0044 \| 0.8391 \| \| 0.6265 \| 0.15 \| 100 \| 0.6359 \| 0.3146 \| 0.4406 \| 0.7053 \| nan \| 0.0114 \| 0.4855 \| 0.7694 \| 0.0 \| 0.9368 \| 0.0 \| 0.0113 \| 0.3457 \| 0.7637 \| 0.0 \| 0.7669 \| \| 0.8715 \| 0.18 \| 120 \| 0.5561 \| 0.3426 \| 0.4389 \| 0.8129 \| nan \| 0.0392 \| 0.2682 \| 0.9654 \| 0.0 \| 0.9216 \| 0.0 \| 0.0389 \| 0.2611 \| 0.9150 \| 0.0 \| 0.8408 \| \| 0.8471 \| 0.21 \| 140 \| 0.5105 \| 0.3653 \| 0.4626 \| 0.8157 \| nan \| 0.0425 \| 0.5522 \| 0.9753 \| 0.0 \| 0.7430 \| 0.0 \| 0.0424 \| 0.5201 \| 0.9044 \| 0.0 \| 0.7248 \| \| 0.6123 \| 0.24 \| 160 \| 0.5490 \| 0.3815 \| 0.4811 \| 0.8001 \| nan \| 0.0178 \| 0.6658 \| 0.9247 \| 0.0 \| 0.7970 \| 0.0 \| 0.0178 \| 0.6333 \| 0.8582 \| 0.0 \| 0.7796 \| \| 0.3638 \| 0.27 \| 180 \| 0.3881 \| 0.3721 \| 0.4826 \| 0.8037 \| nan \| 0.0335 \| 0.5522 \| 0.9141 \| 0.0 \| 0.9132 \| 0.0 \| 0.0330 \| 0.4310 \| 0.9012 \| 0.0 \| 0.8673 \| \| 0.4143 \| 0.3 \| 200 \| 0.3391 \| 0.4389 \| 0.5583 \| 0.8544 \| nan \| 0.0417 \| 0.8968 \| 0.9430 \| 0.0 \| 0.9103 \| 0.0 \| 0.0416 \| 0.7972 \| 0.9186 \| 0.0 \| 0.8758 \| \| 0.6603 \| 0.33 \| 220 \| 0.3806 \| 0.3699 \| 0.4644 \| 0.7982 \| nan \| 0.1042 \| 0.4627 \| 0.9324 \| 0.0 \| 0.8226 \| 0.0 \| 0.0995 \| 0.4099 \| 0.8924 \| 0.0 \| 0.8175 \| \| 0.5301 \| 0.36 \| 240 \| 0.2807 \| 0.4122 \| 0.5132 \| 0.8419 \| nan \| 0.0064 \| 0.7135 \| 0.9607 \| 0.0 \| 0.8856 \| 0.0 \| 0.0064 \| 0.7005 \| 0.9143 \| 0.0 \| 0.8522 \| \| 0.7067 \| 0.4 \| 260 \| 0.2813 \| 0.3809 \| 0.4650 \| 0.7622 \| nan \| 0.0090 \| 0.6835 \| 0.8755 \| 0.0 \| 0.7572 \| 0.0 \| 0.0090 \| 0.6729 \| 0.8512 \| 0.0 \| 0.7525 \| \| 0.4755 \| 0.43 \| 280 \| 0.2660 \| 0.4674 \| 0.5757 \| 0.8847 \| nan \| 0.0668 \| 0.8940 \| 0.9793 \| 0.0 \| 0.9382 \| 0.0 \| 0.0666 \| 0.8797 \| 0.9416 \| 0.0 \| 0.9167 \| \| 0.2597 \| 0.46 \| 300 \| 0.2884 \| 0.4567 \| 0.5635 \| 0.8666 \| nan \| 0.0811 \| 0.8556 \| 0.9594 \| 0.0 \| 0.9214 \| 0.0 \| 0.0809 \| 0.8387 \| 0.9283 \| 0.0 \| 0.8921 \| \| 0.2758 \| 0.49 \| 320 \| 0.2767 \| 0.4790 \| 0.5943 \| 0.8679 \| nan \| 0.1638 \| 0.9315 \| 0.9348 \| 0.0 \| 0.9413 \| 0.0 \| 0.1627 \| 0.8939 \| 0.9270 \| 0.0 \| 0.8906 \| \| 0.2459 \| 0.52 \| 340 \| 0.2725 \| 0.4248 \| 0.5247 \| 0.8624 \| nan \| 0.0701 \| 0.6290 \| 0.9805 \| 0.0 \| 0.9441 \| 0.0 \| 0.0701 \| 0.6249 \| 0.9458 \| 0.0 \| 0.9080 \| \| 0.2263 \| 0.55 \| 360 \| 0.2482 \| 0.4815 \| 0.5942 \| 0.8775 \| nan \| 0.1745 \| 0.9283 \| 0.9561 \| 0.0 \| 0.9120 \| 0.0 \| 0.1744 \| 0.8926 \| 0.9332 \| 0.0 \| 0.8890 \| \| 0.288 \| 0.58 \| 380 \| 0.2804 \| 0.4584 \| 0.5780 \| 0.8628 \| nan \| 0.1330 \| 0.8889 \| 0.9406 \| 0.0 \| 0.9274 \| 0.0 \| 0.1329 \| 0.7964 \| 0.9194 \| 0.0 \| 0.9019 \| \| 0.578 \| 0.61 \| 400 \| 0.2636 \| 0.4282 \| 0.5245 \| 0.8541 \| nan \| 0.1474 \| 0.5775 \| 0.9691 \| 0.0 \| 0.9284 \| 0.0 \| 0.1456 \| 0.5752 \| 0.9402 \| 0.0 \| 0.9081 \| \| 0.2049 \| 0.64 \| 420 \| 0.2160 \| 0.4591 \| 0.5788 \| 0.8636 \| nan \| 0.1550 \| 0.8735 \| 0.9422 \| 0.0 \| 0.9232 \| 0.0 \| 0.1548 \| 0.7726 \| 0.9301 \| 0.0 \| 0.8968 \| \| 0.5474 \| 0.67 \| 440 \| 0.2174 \| 0.4928 \| 0.6053 \| 0.9009 \| nan \| 0.2862 \| 0.7978 \| 0.9837 \| 0.0 \| 0.9586 \| 0.0 \| 0.2860 \| 0.7813 \| 0.9619 \| 0.0 \| 0.9276 \| \| 0.2837 \| 0.7 \| 460 \| 0.2199 \| 0.4800 \| 0.5832 \| 0.8594 \| nan \| 0.2672 \| 0.8019 \| 0.9338 \| 0.0 \| 0.9133 \| 0.0 \| 0.2663 \| 0.7997 \| 0.9123 \| 0.0 \| 0.9014 \| \| 0.1499 \| 0.73 \| 480 \| 0.2261 \| 0.4383 \| 0.5410 \| 0.8731 \| nan \| 0.0422 \| 0.7405 \| 0.9871 \| 0.0 \| 0.9352 \| 0.0 \| 0.0422 \| 0.7382 \| 0.9400 \| 0.0 \| 0.9096 \| \| 0.1966 \| 0.76 \| 500 \| 0.2679 \| 0.4673 \| 0.5807 \| 0.7464 \| nan \| 0.2930 \| 0.9278 \| 0.7289 \| 0.0 \| 0.9537 \| 0.0 \| 0.2920 \| 0.8975 \| 0.7284 \| 0.0 \| 0.8857 \| \| 0.3873 \| 0.79 \| 520 \| 0.1985 \| 0.4916 \| 0.6048 \| 0.8831 \| nan \| 0.3590 \| 0.8219 \| 0.9641 \| 0.0 \| 0.8788 \| 0.0 \| 0.3582 \| 0.7929 \| 0.9394 \| 0.0 \| 0.8594 \| \| 0.1302 \| 0.82 \| 540 \| 0.1941 \| 0.4842 \| 0.5878 \| 0.8487 \| nan \| 0.3363 \| 0.8127 \| 0.9172 \| 0.0 \| 0.8729 \| 0.0 \| 0.3278 \| 0.7982 \| 0.9115 \| 0.0 \| 0.8676 \| \| 0.1616 \| 0.85 \| 560 \| 0.2724 \| 0.4580 \| 0.5628 \| 0.8653 \| nan \| 0.1150 \| 0.8012 \| 0.9552 \| 0.0 \| 0.9427 \| 0.0 \| 0.1146 \| 0.7711 \| 0.9397 \| 0.0 \| 0.9229 \| \| 0.3048 \| 0.88 \| 580 \| 0.1716 \| 0.5584 \| 0.6813 \| 0.9265 \| nan \| 0.5214 \| 0.9419 \| 0.9676 \| 0.0 \| 0.9753 \| 0.0 \| 0.5169 \| 0.9278 \| 0.9601 \| 0.0 \| 0.9455 \| \| 0.1334 \| 0.91 \| 600 \| 0.2024 \| 0.4590 \| 0.5883 \| 0.8743 \| nan \| 0.1276 \| 0.9102 \| 0.9488 \| 0.0 \| 0.9549 \| 0.0 \| 0.1276 \| 0.7659 \| 0.9391 \| 0.0 \| 0.9217 \| \| 0.1046 \| 0.94 \| 620 \| 0.1660 \| 0.5005 \| 0.6103 \| 0.8949 \| nan \| 0.3735 \| 0.7597 \| 0.9715 \| 0.0 \| 0.9468 \| 0.0 \| 0.3706 \| 0.7414 \| 0.9636 \| 0.0 \| 0.9276 \| \| 0.2272 \| 0.97 \| 640 \| 0.1468 \| 0.5288 \| 0.6458 \| 0.9152 \| nan \| 0.4501 \| 0.8505 \| 0.9793 \| 0.0 \| 0.9492 \| 0.0 \| 0.4494 \| 0.8377 \| 0.9672 \| 0.0 \| 0.9186 \| \| 0.1821 \| 1.0 \| 660 \| 0.1745 \| 0.5084 \| 0.6387 \| 0.9061 \| nan \| 0.3862 \| 0.8940 \| 0.9687 \| 0.0 \| 0.9443 \| 0.0 \| 0.3837 \| 0.7819 \| 0.9581 \| 0.0 \| 0.9267 \| \| 0.1816 \| 1.03 \| 680 \| 0.1703 \| 0.5279 \| 0.6432 \| 0.8739 \| nan \| 0.4636 \| 0.9002 \| 0.9085 \| 0.0 \| 0.9437 \| 0.0 \| 0.4623 \| 0.8828 \| 0.9016 \| 0.0 \| 0.9206 \| \| 0.0829 \| 1.06 \| 700 \| 0.1797 \| 0.5339 \| 0.6516 \| 0.9153 \| nan \| 0.3797 \| 0.9622 \| 0.9749 \| 0.0 \| 0.9413 \| 0.0 \| 0.3793 \| 0.9453 \| 0.9577 \| 0.0 \| 0.9209 \| \| 0.1193 \| 1.09 \| 720 \| 0.1669 \| 0.5220 \| 0.6383 \| 0.8869 \| nan \| 0.4406 \| 0.8549 \| 0.9327 \| 0.0 \| 0.9635 \| 0.0 \| 0.4390 \| 0.8452 \| 0.9212 \| 0.0 \| 0.9267 \| \| 0.3561 \| 1.12 \| 740 \| 0.1557 \| 0.5316 \| 0.6491 \| 0.9210 \| nan \| 0.3822 \| 0.9334 \| 0.9869 \| 0.0 \| 0.9432 \| 0.0 \| 0.3815 \| 0.9186 \| 0.9668 \| 0.0 \| 0.9226 \| \| 0.5291 \| 1.16 \| 760 \| 0.1342 \| 0.5491 \| 0.6713 \| 0.9155 \| nan \| 0.5357 \| 0.9099 \| 0.9597 \| 0.0 \| 0.9511 \| 0.0 \| 0.5328 \| 0.8999 \| 0.9526 \| 0.0 \| 0.9095 \| \| 0.0577 \| 1.19 \| 780 \| 0.1612 \| 0.5192 \| 0.6373 \| 0.9117 \| nan \| 0.4093 \| 0.8324 \| 0.9769 \| 0.0 \| 0.9680 \| 0.0 \| 0.4088 \| 0.8260 \| 0.9676 \| 0.0 \| 0.9131 \| \| 0.3877 \| 1.22 \| 800 \| 0.1581 \| 0.5506 \| 0.6711 \| 0.9347 \| nan \| 0.4504 \| 0.9609 \| 0.9930 \| 0.0 \| 0.9513 \| 0.0 \| 0.4502 \| 0.9486 \| 0.9735 \| 0.0 \| 0.9312 \| \| 0.0783 \| 1.25 \| 820 \| 0.1376 \| 0.5507 \| 0.6722 \| 0.9254 \| nan \| 0.4829 \| 0.9503 \| 0.9759 \| 0.0 \| 0.9520 \| 0.0 \| 0.4815 \| 0.9290 \| 0.9668 \| 0.0 \| 0.9270 \| \| 0.1087 \| 1.28 \| 840 \| 0.1762 \| 0.5085 \| 0.6183 \| 0.9078 \| nan \| 0.3234 \| 0.8596 \| 0.9917 \| 0.0 \| 0.9166 \| 0.0 \| 0.3226 \| 0.8572 \| 0.9712 \| 0.0 \| 0.9001 \| \| 0.0414 \| 1.31 \| 860 \| 0.1472 \| 0.5428 \| 0.6747 \| 0.9031 \| nan \| 0.4939 \| 0.9765 \| 0.9312 \| 0.0 \| 0.9721 \| 0.0 \| 0.4922 \| 0.9111 \| 0.9285 \| 0.0 \| 0.9253 \| \| 0.1103 \| 1.34 \| 880 \| 0.1347 \| 0.5679 \| 0.6895 \| 0.9410 \| nan \| 0.5339 \| 0.9704 \| 0.9900 \| 0.0 \| 0.9532 \| 0.0 \| 0.5333 \| 0.9597 \| 0.9754 \| 0.0 \| 0.9392 \| \| 0.1542 \| 1.37 \| 900 \| 0.2812 \| 0.5174 \| 0.6292 \| 0.9193 \| nan \| 0.4087 \| 0.7742 \| 0.9973 \| 0.0 \| 0.9659 \| 0.0 \| 0.4064 \| 0.7729 \| 0.9749 \| 0.0 \| 0.9502 \| \| 0.1547 \| 1.4 \| 920 \| 0.1599 \| 0.5410 \| 0.6637 \| 0.8910 \| nan \| 0.5183 \| 0.9268 \| 0.9219 \| 0.0 \| 0.9512 \| 0.0 \| 0.5131 \| 0.8898 \| 0.9143 \| 0.0 \| 0.9287 \| \| 0.3449 \| 1.43 \| 940 \| 0.1319 \| 0.5417 \| 0.6713 \| 0.9061 \| nan \| 0.4682 \| 0.9642 \| 0.9372 \| 0.0 \| 0.9868 \| 0.0 \| 0.4661 \| 0.9378 \| 0.9352 \| 0.0 \| 0.9114 \| \| 0.156 \| 1.46 \| 960 \| 0.1276 \| 0.5657 \| 0.6971 \| 0.9314 \| nan \| 0.5870 \| 0.9599 \| 0.9641 \| 0.0 \| 0.9745 \| 0.0 \| 0.5851 \| 0.8998 \| 0.9597 \| 0.0 \| 0.9496 \| \| 0.3673 \| 1.49 \| 980 \| 0.1790 \| 0.5699 \| 0.6970 \| 0.9418 \| nan \| 0.6259 \| 0.9736 \| 0.9948 \| 0.0 \| 0.8908 \| 0.0 \| 0.6212 \| 0.9521 \| 0.9566 \| 0.0 \| 0.8896 \| \| 0.1194 \| 1.52 \| 1000 \| 0.1292 \| 0.5428 \| 0.6593 \| 0.9199 \| nan \| 0.4437 \| 0.9212 \| 0.9755 \| 0.0 \| 0.9559 \| 0.0 \| 0.4418 \| 0.9107 \| 0.9662 \| 0.0 \| 0.9383 \| \| 0.0602 \| 1.55 \| 1020 \| 0.1223 \| 0.5737 \| 0.6988 \| 0.9451 \| nan \| 0.5885 \| 0.9523 \| 0.9888 \| 0.0 \| 0.9642 \| 0.0 \| 0.5855 \| 0.9350 \| 0.9770 \| 0.0 \| 0.9444 \| \| 0.0559 \| 1.58 \| 1040 \| 0.1565 \| 0.5505 \| 0.6802 \| 0.9245 \| nan \| 0.5189 \| 0.9582 \| 0.9675 \| 0.0 \| 0.9562 \| 0.0 \| 0.5149 \| 0.8863 \| 0.9590 \| 0.0 \| 0.9429 \| \| 0.1513 \| 1.61 \| 1060 \| 0.1506 \| 0.6004 \| 0.7288 \| 0.9621 \| nan \| 0.7103 \| 0.9773 \| 0.9965 \| 0.0 \| 0.9596 \| 0.0 \| 0.7093 \| 0.9746 \| 0.9771 \| 0.0 \| 0.9416 \| \| 0.3221 \| 1.64 \| 1080 \| 0.1172 \| 0.5750 \| 0.6963 \| 0.9437 \| nan \| 0.5651 \| 0.9592 \| 0.9872 \| 0.0 \| 0.9701 \| 0.0 \| 0.5643 \| 0.9573 \| 0.9764 \| 0.0 \| 0.9521 \| \| 0.0505 \| 1.67 \| 1100 \| 0.1275 \| 0.5807 \| 0.7069 \| 0.9492 \| nan \| 0.6079 \| 0.9564 \| 0.9870 \| 0.0 \| 0.9833 \| 0.0 \| 0.6066 \| 0.9552 \| 0.9805 \| 0.0 \| 0.9418 \| \| 0.133 \| 1.7 \| 1120 \| 0.1521 \| 0.5907 \| 0.7159 \| 0.9571 \| nan \| 0.6502 \| 0.9752 \| 0.9980 \| 0.0 \| 0.9559 \| 0.0 \| 0.6496 \| 0.9723 \| 0.9772 \| 0.0 \| 0.9452 \| \| 0.1053 \| 1.73 \| 1140 \| 0.1184 \| 0.5747 \| 0.6983 \| 0.9338 \| nan \| 0.5656 \| 0.9779 \| 0.9663 \| 0.0 \| 0.9817 \| 0.0 \| 0.5636 \| 0.9654 \| 0.9619 \| 0.0 \| 0.9575 \| \| 0.0971 \| 1.76 \| 1160 \| 0.1181 \| 0.5871 \| 0.7105 \| 0.9414 \| nan \| 0.6508 \| 0.9622 \| 0.9729 \| 0.0 \| 0.9667 \| 0.0 \| 0.6451 \| 0.9555 \| 0.9682 \| 0.0 \| 0.9538 \| \| 0.0701 \| 1.79 \| 1180 \| 0.1120 \| 0.5896 \| 0.7148 \| 0.9459 \| nan \| 0.6198 \| 0.9783 \| 0.9776 \| 0.0166 \| 0.9815 \| 0.0 \| 0.6190 \| 0.9748 \| 0.9653 \| 0.0166 \| 0.9617 \| \| 0.2152 \| 1.82 \| 1200 \| 0.1225 \| 0.5692 \| 0.6877 \| 0.9321 \| nan \| 0.5404 \| 0.9546 \| 0.9732 \| 0.0 \| 0.9705 \| 0.0 \| 0.5322 \| 0.9527 \| 0.9676 \| 0.0 \| 0.9626 \| \| 0.1078 \| 1.85 \| 1220 \| 0.1175 \| 0.6046 \| 0.7299 \| 0.9605 \| nan \| 0.7129 \| 0.9724 \| 0.9909 \| 0.0 \| 0.9734 \| 0.0 \| 0.7080 \| 0.9712 \| 0.9813 \| 0.0 \| 0.9671 \| \| 0.0627 \| 1.88 \| 1240 \| 0.1140 \| 0.5727 \| 0.6943 \| 0.9367 \| nan \| 0.5397 \| 0.9789 \| 0.9748 \| 0.0 \| 0.9782 \| 0.0 \| 0.5385 \| 0.9683 \| 0.9669 \| 0.0 \| 0.9622 \| \| 0.126 \| 1.91 \| 1260 \| 0.0935 \| 0.6014 \| 0.7275 \| 0.9453 \| nan \| 0.7251 \| 0.9659 \| 0.9649 \| 0.0001 \| 0.9812 \| 0.0 \| 0.7233 \| 0.9611 \| 0.9558 \| 0.0001 \| 0.9679 \| \| 0.0335 \| 1.95 \| 1280 \| 0.1121 \| 0.5840 \| 0.7127 \| 0.9447 \| nan \| 0.6183 \| 0.9854 \| 0.9741 \| 0.0 \| 0.9856 \| 0.0 \| 0.6176 \| 0.9545 \| 0.9654 \| 0.0 \| 0.9666 \| \| 0.2148 \| 1.98 \| 1300 \| 0.1126 \| 0.5611 \| 0.6802 \| 0.9328 \| nan \| 0.5266 \| 0.9611 \| 0.9864 \| 0.0 \| 0.9267 \| 0.0 \| 0.5262 \| 0.9527 \| 0.9619 \| 0.0 \| 0.9258 \| \| 0.055 \| 2.01 \| 1320 \| 0.1313 \| 0.5699 \| 0.6899 \| 0.9414 \| nan \| 0.5433 \| 0.9490 \| 0.9883 \| 0.0 \| 0.9687 \| 0.0 \| 0.5419 \| 0.9477 \| 0.9739 \| 0.0 \| 0.9560 \| \| 0.0483 \| 2.04 \| 1340 \| 0.1286 \| 0.5424 \| 0.6581 \| 0.8946 \| nan \| 0.4797 \| 0.9231 \| 0.9320 \| 0.0 \| 0.9555 \| 0.0 \| 0.4786 \| 0.9229 \| 0.9236 \| 0.0 \| 0.9296 \| \| 0.0553 \| 2.07 \| 1360 \| 0.1064 \| 0.6083 \| 0.7361 \| 0.9621 \| nan \| 0.7358 \| 0.9725 \| 0.9873 \| 0.0 \| 0.9849 \| 0.0 \| 0.7346 \| 0.9701 \| 0.9808 \| 0.0 \| 0.9645 \| \| 0.0304 \| 2.1 \| 1380 \| 0.1138 \| 0.5809 \| 0.7027 \| 0.9403 \| nan \| 0.6015 \| 0.9634 \| 0.9758 \| 0.0 \| 0.9729 \| 0.0 \| 0.6010 \| 0.9611 \| 0.9656 \| 0.0 \| 0.9577 \| \| 0.0546 \| 2.13 \| 1400 \| 0.1134 \| 0.6106 \| 0.7425 \| 0.9662 \| nan \| 0.7687 \| 0.9803 \| 0.9919 \| 0.0006 \| 0.9709 \| 0.0 \| 0.7650 \| 0.9667 \| 0.9825 \| 0.0006 \| 0.9487 \| \| 0.0695 \| 2.16 \| 1420 \| 0.1182 \| 0.6024 \| 0.7303 \| 0.9620 \| nan \| 0.7120 \| 0.9792 \| 0.9942 \| 0.0 \| 0.9662 \| 0.0 \| 0.7112 \| 0.9758 \| 0.9811 \| 0.0 \| 0.9460 \| \| 0.0223 \| 2.19 \| 1440 \| 0.1149 \| 0.5812 \| 0.7039 \| 0.9452 \| nan \| 0.6525 \| 0.9292 \| 0.9875 \| 0.0 \| 0.9501 \| 0.0 \| 0.6514 \| 0.9283 \| 0.9645 \| 0.0 \| 0.9430 \| \| 0.1745 \| 2.22 \| 1460 \| 0.1391 \| 0.5577 \| 0.6804 \| 0.8994 \| nan \| 0.6005 \| 0.8947 \| 0.9193 \| 0.0 \| 0.9873 \| 0.0 \| 0.5998 \| 0.8918 \| 0.9038 \| 0.0 \| 0.9506 \| \| 0.2004 \| 2.25 \| 1480 \| 0.1139 \| 0.6062 \| 0.7323 \| 0.9547 \| nan \| 0.7562 \| 0.9582 \| 0.9800 \| 0.0 \| 0.9671 \| 0.0 \| 0.7519 \| 0.9538 \| 0.9720 \| 0.0 \| 0.9596 \| \| 0.0222 \| 2.28 \| 1500 \| 0.1064 \| 0.5881 \| 0.7127 \| 0.9480 \| nan \| 0.6233 \| 0.9782 \| 0.9806 \| 0.0 \| 0.9813 \| 0.0 \| 0.6196 \| 0.9766 \| 0.9760 \| 0.0 \| 0.9563 \| \| 0.0627 \| 2.31 \| 1520 \| 0.1011 \| 0.5953 \| 0.7181 \| 0.9535 \| nan \| 0.6641 \| 0.9707 \| 0.9882 \| 0.0 \| 0.9677 \| 0.0 \| 0.6633 \| 0.9696 \| 0.9759 \| 0.0 \| 0.9629 \| \| 0.0336 \| 2.34 \| 1540 \| 0.1487 \| 0.5850 \| 0.7079 \| 0.9449 \| nan \| 0.6521 \| 0.9273 \| 0.9794 \| 0.0 \| 0.9805 \| 0.0 \| 0.6441 \| 0.9240 \| 0.9708 \| 0.0 \| 0.9714 \| \| 0.0467 \| 2.37 \| 1560 \| 0.1204 \| 0.5912 \| 0.7181 \| 0.9419 \| nan \| 0.6610 \| 0.9862 \| 0.9664 \| 0.0 \| 0.9767 \| 0.0 \| 0.6558 \| 0.9608 \| 0.9622 \| 0.0 \| 0.9685 \| \| 0.0366 \| 2.4 \| 1580 \| 0.0868 \| 0.5880 \| 0.7093 \| 0.9405 \| nan \| 0.6588 \| 0.9429 \| 0.9714 \| 0.0 \| 0.9732 \| 0.0 \| 0.6540 \| 0.9422 \| 0.9641 \| 0.0 \| 0.9678 \| \| 0.1011 \| 2.43 \| 1600 \| 0.0955 \| 0.6218 \| 0.7523 \| 0.9616 \| nan \| 0.7450 \| 0.9826 \| 0.9823 \| 0.0610 \| 0.9907 \| 0.0 \| 0.7417 \| 0.9803 \| 0.9780 \| 0.0610 \| 0.9697 \| \| 0.3434 \| 2.46 \| 1620 \| 0.0978 \| 0.5998 \| 0.7233 \| 0.9528 \| nan \| 0.6731 \| 0.9833 \| 0.9836 \| 0.0063 \| 0.9700 \| 0.0 \| 0.6712 \| 0.9785 \| 0.9763 \| 0.0063 \| 0.9668 \| \| 0.0322 \| 2.49 \| 1640 \| 0.1120 \| 0.5957 \| 0.7196 \| 0.9564 \| nan \| 0.6661 \| 0.9601 \| 0.9914 \| 0.0030 \| 0.9774 \| 0.0 \| 0.6593 \| 0.9556 \| 0.9838 \| 0.0030 \| 0.9726 \| \| 0.0438 \| 2.52 \| 1660 \| 0.0885 \| 0.6118 \| 0.7392 \| 0.9578 \| nan \| 0.7901 \| 0.9511 \| 0.9792 \| 0.0 \| 0.9755 \| 0.0 \| 0.7893 \| 0.9462 \| 0.9702 \| 0.0 \| 0.9652 \| \| 0.0302 \| 2.55 \| 1680 \| 0.2676 \| 0.5419 \| 0.6570 \| 0.9050 \| nan \| 0.5335 \| 0.9043 \| 0.9616 \| 0.0 \| 0.8855 \| 0.0 \| 0.5310 \| 0.9032 \| 0.9320 \| 0.0 \| 0.8854 \| \| 0.1708 \| 2.58 \| 1700 \| 0.1117 \| 0.5912 \| 0.7149 \| 0.9549 \| nan \| 0.6212 \| 0.9770 \| 0.9904 \| 0.0 \| 0.9861 \| 0.0 \| 0.6206 \| 0.9742 \| 0.9827 \| 0.0 \| 0.9699 \| \| 0.0599 \| 2.61 \| 1720 \| 0.1063 \| 0.6197 \| 0.7480 \| 0.9696 \| nan \| 0.7955 \| 0.9691 \| 0.9919 \| 0.0 \| 0.9834 \| 0.0 \| 0.7913 \| 0.9674 \| 0.9848 \| 0.0 \| 0.9746 \| \| 0.0452 \| 2.64 \| 1740 \| 0.0969 \| 0.6122 \| 0.7428 \| 0.9523 \| nan \| 0.7627 \| 0.9860 \| 0.9675 \| 0.0152 \| 0.9824 \| 0.0 \| 0.7604 \| 0.9723 \| 0.9629 \| 0.0152 \| 0.9626 \| \| 0.1081 \| 2.67 \| 1760 \| 0.0848 \| 0.6071 \| 0.7323 \| 0.9449 \| nan \| 0.7084 \| 0.9824 \| 0.9637 \| 0.0244 \| 0.9824 \| 0.0 \| 0.7064 \| 0.9807 \| 0.9572 \| 0.0244 \| 0.9740 \| \| 0.0286 \| 2.71 \| 1780 \| 0.1049 \| 0.5778 \| 0.6982 \| 0.9224 \| nan \| 0.5778 \| 0.9738 \| 0.9478 \| 0.0104 \| 0.9812 \| 0.0 \| 0.5755 \| 0.9722 \| 0.9432 \| 0.0104 \| 0.9656 \| \| 0.032 \| 2.74 \| 1800 \| 0.1092 \| 0.5963 \| 0.7203 \| 0.9485 \| nan \| 0.6168 \| 0.9618 \| 0.9860 \| 0.0619 \| 0.9748 \| 0.0 \| 0.6158 \| 0.9606 \| 0.9761 \| 0.0619 \| 0.9633 \| \| 0.212 \| 2.77 \| 1820 \| 0.1036 \| 0.5711 \| 0.6896 \| 0.9352 \| nan \| 0.5991 \| 0.8986 \| 0.9774 \| 0.0 \| 0.9730 \| 0.0 \| 0.5982 \| 0.8980 \| 0.9643 \| 0.0 \| 0.9662 \| \| 0.0941 \| 2.8 \| 1840 \| 0.0930 \| 0.6062 \| 0.7314 \| 0.9512 \| nan \| 0.7371 \| 0.9719 \| 0.9731 \| 0.0 \| 0.9749 \| 0.0 \| 0.7340 \| 0.9674 \| 0.9662 \| 0.0 \| 0.9697 \| \| 0.0484 \| 2.83 \| 1860 \| 0.1310 \| 0.5975 \| 0.7214 \| 0.9531 \| nan \| 0.6611 \| 0.9152 \| 0.9953 \| 0.0666 \| 0.9686 \| 0.0 \| 0.6578 \| 0.9147 \| 0.9802 \| 0.0665 \| 0.9661 \| \| 0.1025 \| 2.86 \| 1880 \| 0.0860 \| 0.6173 \| 0.7460 \| 0.9500 \| nan \| 0.8279 \| 0.9675 \| 0.9608 \| 0.0018 \| 0.9720 \| 0.0 \| 0.8236 \| 0.9595 \| 0.9544 \| 0.0018 \| 0.9647 \| \| 0.0573 \| 2.89 \| 1900 \| 0.0832 \| 0.5975 \| 0.7229 \| 0.9432 \| nan \| 0.7106 \| 0.9545 \| 0.9643 \| 0.0009 \| 0.9842 \| 0.0 \| 0.7097 \| 0.9517 \| 0.9576 \| 0.0009 \| 0.9649 \| \| 0.0416 \| 2.92 \| 1920 \| 0.0926 \| 0.5987 \| 0.7247 \| 0.9469 \| nan \| 0.6610 \| 0.9858 \| 0.9714 \| 0.0186 \| 0.9866 \| 0.0 \| 0.6603 \| 0.9791 \| 0.9662 \| 0.0185 \| 0.9681 \| \| 0.0323 \| 2.95 \| 1940 \| 0.0890 \| 0.6333 \| 0.7635 \| 0.9617 \| nan \| 0.8144 \| 0.9842 \| 0.9753 \| 0.0611 \| 0.9825 \| 0.0 \| 0.8124 \| 0.9813 \| 0.9683 \| 0.0610 \| 0.9770 \| \| 0.0234 \| 2.98 \| 1960 \| 0.0984 \| 0.6140 \| 0.7405 \| 0.9654 \| nan \| 0.7341 \| 0.9827 \| 0.9925 \| 0.0135 \| 0.9796 \| 0.0 \| 0.7318 \| 0.9798 \| 0.9847 \| 0.0135 \| 0.9741 \| \| 0.0371 \| 3.01 \| 1980 \| 0.0935 \| 0.6338 \| 0.7638 \| 0.9630 \| nan \| 0.7854 \| 0.9815 \| 0.9824 \| 0.0911 \| 0.9785 \| 0.0 \| 0.7837 \| 0.9806 \| 0.9750 \| 0.0908 \| 0.9728 \| \| 0.1032 \| 3.04 \| 2000 \| 0.0885 \| 0.6304 \| 0.7603 \| 0.9497 \| nan \| 0.7823 \| 0.9813 \| 0.9595 \| 0.0888 \| 0.9897 \| 0.0 \| 0.7803 \| 0.9804 \| 0.9549 \| 0.0886 \| 0.9782 \| \| 0.0925 \| 3.07 \| 2020 \| 0.0869 \| 0.6261 \| 0.7559 \| 0.9477 \| nan \| 0.7427 \| 0.9797 \| 0.9620 \| 0.1062 \| 0.9891 \| 0.0 \| 0.7407 \| 0.9790 \| 0.9566 \| 0.1059 \| 0.9746 \| \| 0.034 \| 3.1 \| 2040 \| 0.0931 \| 0.6202 \| 0.7510 \| 0.9581 \| nan \| 0.7304 \| 0.9531 \| 0.9827 \| 0.0974 \| 0.9913 \| 0.0 \| 0.7282 \| 0.9525 \| 0.9774 \| 0.0970 \| 0.9664 \| \| 0.0384 \| 3.13 \| 2060 \| 0.1055 \| 0.5889 \| 0.7111 \| 0.9368 \| nan \| 0.5877 \| 0.9291 \| 0.9761 \| 0.0869 \| 0.9758 \| 0.0 \| 0.5870 \| 0.9267 \| 0.9688 \| 0.0867 \| 0.9641 \| \| 0.0476 \| 3.16 \| 2080 \| 0.0875 \| 0.6173 \| 0.7456 \| 0.9496 \| nan \| 0.6957 \| 0.9840 \| 0.9718 \| 0.0925 \| 0.9840 \| 0.0 \| 0.6944 \| 0.9785 \| 0.9664 \| 0.0924 \| 0.9719 \| \| 0.0634 \| 3.19 \| 2100 \| 0.0867 \| 0.6159 \| 0.7424 \| 0.9524 \| nan \| 0.6623 \| 0.9780 \| 0.9819 \| 0.1085 \| 0.9816 \| 0.0 \| 0.6596 \| 0.9768 \| 0.9746 \| 0.1083 \| 0.9759 \| \| 0.0364 \| 3.22 \| 2120 \| 0.1000 \| 0.6152 \| 0.7422 \| 0.8984 \| nan \| 0.7568 \| 0.9726 \| 0.8854 \| 0.1066 \| 0.9894 \| 0.0 \| 0.7542 \| 0.9719 \| 0.8825 \| 0.1060 \| 0.9764 \| \| 0.0356 \| 3.25 \| 2140 \| 0.1001 \| 0.6118 \| 0.7393 \| 0.9527 \| nan \| 0.7141 \| 0.9591 \| 0.9863 \| 0.0863 \| 0.9509 \| 0.0 \| 0.7126 \| 0.9582 \| 0.9663 \| 0.0858 \| 0.9482 \| \| 0.0386 \| 3.28 \| 2160 \| 0.1070 \| 0.6033 \| 0.7267 \| 0.9125 \| nan \| 0.6980 \| 0.9630 \| 0.9258 \| 0.0950 \| 0.9517 \| 0.0 \| 0.6955 \| 0.9624 \| 0.9187 \| 0.0944 \| 0.9489 \| \| 0.0492 \| 3.31 \| 2180 \| 0.0987 \| 0.6332 \| 0.7650 \| 0.9657 \| nan \| 0.7543 \| 0.9849 \| 0.9901 \| 0.1174 \| 0.9782 \| 0.0 \| 0.7540 \| 0.9824 \| 0.9781 \| 0.1171 \| 0.9680 \| \| 0.0222 \| 3.34 \| 2200 \| 0.1015 \| 0.5979 \| 0.7221 \| 0.9459 \| nan \| 0.5999 \| 0.9838 \| 0.9807 \| 0.0699 \| 0.9763 \| 0.0 \| 0.5991 \| 0.9775 \| 0.9732 \| 0.0695 \| 0.9680 \| \| 0.0812 \| 3.37 \| 2220 \| 0.1246 \| 0.6217 \| 0.7504 \| 0.9621 \| nan \| 0.6822 \| 0.9871 \| 0.9954 \| 0.1159 \| 0.9713 \| 0.0 \| 0.6814 \| 0.9858 \| 0.9807 \| 0.1155 \| 0.9669 \| \| 0.0169 \| 3.4 \| 2240 \| 0.0863 \| 0.6268 \| 0.7570 \| 0.9457 \| nan \| 0.7373 \| 0.9724 \| 0.9605 \| 0.1251 \| 0.9896 \| 0.0 \| 0.7360 \| 0.9708 \| 0.9566 \| 0.1242 \| 0.9734 \| \| 0.0839 \| 3.43 \| 2260 \| 0.0865 \| 0.6355 \| 0.7680 \| 0.9624 \| nan \| 0.7623 \| 0.9866 \| 0.9813 \| 0.1225 \| 0.9874 \| 0.0 \| 0.7617 \| 0.9840 \| 0.9750 \| 0.1214 \| 0.9708 \| \| 0.0457 \| 3.47 \| 2280 \| 0.1031 \| 0.6324 \| 0.7639 \| 0.9664 \| nan \| 0.7824 \| 0.9430 \| 0.9911 \| 0.1161 \| 0.9867 \| 0.0 \| 0.7809 \| 0.9417 \| 0.9828 \| 0.1154 \| 0.9738 \| \| 0.1058 \| 3.5 \| 2300 \| 0.0792 \| 0.6348 \| 0.7655 \| 0.9397 \| nan \| 0.7698 \| 0.9881 \| 0.9478 \| 0.1442 \| 0.9774 \| 0.0 \| 0.7656 \| 0.9837 \| 0.9430 \| 0.1436 \| 0.9727 \| \| 0.0139 \| 3.53 \| 2320 \| 0.0809 \| 0.6391 \| 0.7720 \| 0.9669 \| nan \| 0.8067 \| 0.9793 \| 0.9838 \| 0.1036 \| 0.9864 \| 0.0 \| 0.8017 \| 0.9789 \| 0.9779 \| 0.1032 \| 0.9728 \| \| 0.084 \| 3.56 \| 2340 \| 0.0859 \| 0.6247 \| 0.7532 \| 0.9634 \| nan \| 0.7636 \| 0.9827 \| 0.9864 \| 0.0573 \| 0.9761 \| 0.0 \| 0.7618 \| 0.9793 \| 0.9811 \| 0.0573 \| 0.9685 \| \| 0.0454 \| 3.59 \| 2360 \| 0.0789 \| 0.6046 \| 0.7312 \| 0.9310 \| nan \| 0.7388 \| 0.9789 \| 0.9407 \| 0.0218 \| 0.9758 \| 0.0 \| 0.7368 \| 0.9678 \| 0.9377 \| 0.0218 \| 0.9635 \| \| 0.0499 \| 3.62 \| 2380 \| 0.0842 \| 0.6611 \| 0.7983 \| 0.9715 \| nan \| 0.8102 \| 0.9860 \| 0.9902 \| 0.2232 \| 0.9816 \| 0.0 \| 0.8091 \| 0.9841 \| 0.9820 \| 0.2200 \| 0.9716 \| \| 0.0942 \| 3.65 \| 2400 \| 0.0809 \| 0.6383 \| 0.7727 \| 0.9492 \| nan \| 0.7884 \| 0.9874 \| 0.9580 \| 0.1440 \| 0.9856 \| 0.0 \| 0.7861 \| 0.9860 \| 0.9543 \| 0.1423 \| 0.9613 \| \| 0.0252 \| 3.68 \| 2420 \| 0.0783 \| 0.6442 \| 0.7771 \| 0.9611 \| nan \| 0.7687 \| 0.9853 \| 0.9816 \| 0.1740 \| 0.9757 \| 0.0 \| 0.7671 \| 0.9844 \| 0.9728 \| 0.1726 \| 0.9683 \| \| 0.0157 \| 3.71 \| 2440 \| 0.0763 \| 0.6498 \| 0.7837 \| 0.9582 \| nan \| 0.8072 \| 0.9708 \| 0.9746 \| 0.1926 \| 0.9735 \| 0.0 \| 0.8025 \| 0.9704 \| 0.9664 \| 0.1904 \| 0.9693 \| \| 0.0267 \| 3.74 \| 2460 \| 0.0886 \| 0.6137 \| 0.7403 \| 0.9208 \| nan \| 0.6563 \| 0.9858 \| 0.9327 \| 0.1441 \| 0.9829 \| 0.0 \| 0.6533 \| 0.9835 \| 0.9287 \| 0.1432 \| 0.9733 \| \| 0.0253 \| 3.77 \| 2480 \| 0.0836 \| 0.6382 \| 0.7726 \| 0.9686 \| nan \| 0.7831 \| 0.9885 \| 0.9867 \| 0.1130 \| 0.9918 \| 0.0 \| 0.7781 \| 0.9808 \| 0.9827 \| 0.1126 \| 0.9748 \| \| 0.0748 \| 3.8 \| 2500 \| 0.0867 \| 0.6178 \| 0.7516 \| 0.9418 \| nan \| 0.6956 \| 0.9855 \| 0.9576 \| 0.1281 \| 0.9911 \| 0.0 \| 0.6930 \| 0.9611 \| 0.9543 \| 0.1270 \| 0.9712 \| \| 0.0737 \| 3.83 \| 2520 \| 0.0926 \| 0.6279 \| 0.7574 \| 0.9630 \| nan \| 0.6967 \| 0.9875 \| 0.9931 \| 0.1314 \| 0.9780 \| 0.0 \| 0.6954 \| 0.9849 \| 0.9828 \| 0.1306 \| 0.9739 \| \| 0.0214 \| 3.86 \| 2540 \| 0.0932 \| 0.6268 \| 0.7559 \| 0.9598 \| nan \| 0.6910 \| 0.9872 \| 0.9876 \| 0.1307 \| 0.9831 \| 0.0 \| 0.6887 \| 0.9862 \| 0.9795 \| 0.1297 \| 0.9769 \| \| 0.0343 \| 3.89 \| 2560 \| 0.0813 \| 0.6451 \| 0.7812 \| 0.9631 \| nan \| 0.7836 \| 0.9880 \| 0.9794 \| 0.1679 \| 0.9870 \| 0.0 \| 0.7731 \| 0.9768 \| 0.9749 \| 0.1658 \| 0.9797 \| \| 0.0594 \| 3.92 \| 2580 \| 0.0712 \| 0.6395 \| 0.7708 \| 0.9570 \| nan \| 0.7592 \| 0.9834 \| 0.9746 \| 0.1527 \| 0.9842 \| 0.0 \| 0.7561 \| 0.9822 \| 0.9696 \| 0.1506 \| 0.9784 \| \| 0.0725 \| 3.95 \| 2600 \| 0.0724 \| 0.6389 \| 0.7705 \| 0.9445 \| nan \| 0.7634 \| 0.9822 \| 0.9534 \| 0.1630 \| 0.9906 \| 0.0 \| 0.7595 \| 0.9813 \| 0.9498 \| 0.1619 \| 0.9813 \| \| 0.0785 \| 3.98 \| 2620 \| 0.0894 \| 0.6344 \| 0.7652 \| 0.9556 \| nan \| 0.6914 \| 0.9851 \| 0.9838 \| 0.1924 \| 0.9732 \| 0.0 \| 0.6891 \| 0.9837 \| 0.9738 \| 0.1917 \| 0.9682 \| \| 0.0275 \| 4.01 \| 2640 \| 0.0788 \| 0.6376 \| 0.7683 \| 0.9357 \| nan \| 0.7520 \| 0.9870 \| 0.9432 \| 0.1780 \| 0.9812 \| 0.0 \| 0.7504 \| 0.9857 \| 0.9397 \| 0.1763 \| 0.9735 \| \| 0.0225 \| 4.04 \| 2660 \| 0.0705 \| 0.6594 \| 0.7948 \| 0.9592 \| nan \| 0.8123 \| 0.9876 \| 0.9706 \| 0.2207 \| 0.9827 \| 0.0 \| 0.8091 \| 0.9860 \| 0.9663 \| 0.2176 \| 0.9772 \| \| 0.1612 \| 4.07 \| 2680 \| 0.0699 \| 0.6666 \| 0.8050 \| 0.9567 \| nan \| 0.8118 \| 0.9856 \| 0.9667 \| 0.2771 \| 0.9841 \| 0.0 \| 0.8062 \| 0.9839 \| 0.9627 \| 0.2709 \| 0.9758 \| \| 0.1545 \| 4.1 \| 2700 \| 0.0785 \| 0.6343 \| 0.7646 \| 0.9516 \| nan \| 0.7502 \| 0.9776 \| 0.9698 \| 0.1466 \| 0.9786 \| 0.0 \| 0.7485 \| 0.9760 \| 0.9617 \| 0.1458 \| 0.9738 \| \| 0.0696 \| 4.13 \| 2720 \| 0.0834 \| 0.6381 \| 0.7693 \| 0.9527 \| nan \| 0.7669 \| 0.9879 \| 0.9696 \| 0.1503 \| 0.9719 \| 0.0 \| 0.7616 \| 0.9868 \| 0.9628 \| 0.1495 \| 0.9678 \| \| 0.015 \| 4.16 \| 2740 \| 0.0847 \| 0.6319 \| 0.7624 \| 0.9556 \| nan \| 0.7502 \| 0.9823 \| 0.9785 \| 0.1345 \| 0.9665 \| 0.0 \| 0.7450 \| 0.9817 \| 0.9688 \| 0.1340 \| 0.9616 \| \| 0.1205 \| 4.19 \| 2760 \| 0.0929 \| 0.6300 \| 0.7606 \| 0.9359 \| nan \| 0.6742 \| 0.9772 \| 0.9569 \| 0.2218 \| 0.9731 \| 0.0 \| 0.6692 \| 0.9757 \| 0.9503 \| 0.2205 \| 0.9643 \| \| 0.0191 \| 4.22 \| 2780 \| 0.0805 \| 0.6697 \| 0.8088 \| 0.9522 \| nan \| 0.7758 \| 0.9891 \| 0.9687 \| 0.3459 \| 0.9646 \| 0.0 \| 0.7745 \| 0.9832 \| 0.9583 \| 0.3407 \| 0.9616 \| \| 0.1073 \| 4.26 \| 2800 \| 0.0962 \| 0.6677 \| 0.8062 \| 0.9606 \| nan \| 0.7500 \| 0.9893 \| 0.9839 \| 0.3385 \| 0.9691 \| 0.0 \| 0.7481 \| 0.9871 \| 0.9724 \| 0.3333 \| 0.9654 \| \| 0.1843 \| 4.29 \| 2820 \| 0.0850 \| 0.6733 \| 0.8153 \| 0.9238 \| nan \| 0.7967 \| 0.9874 \| 0.9179 \| 0.3917 \| 0.9826 \| 0.0 \| 0.7850 \| 0.9831 \| 0.9143 \| 0.3834 \| 0.9742 \| \| 0.0283 \| 4.32 \| 2840 \| 0.0794 \| 0.6831 \| 0.8253 \| 0.9529 \| nan \| 0.7801 \| 0.9887 \| 0.9668 \| 0.4175 \| 0.9735 \| 0.0 \| 0.7779 \| 0.9872 \| 0.9592 \| 0.4041 \| 0.9700 \| \| 0.1662 \| 4.35 \| 2860 \| 0.0802 \| 0.6829 \| 0.8251 \| 0.9381 \| nan \| 0.7989 \| 0.9834 \| 0.9408 \| 0.4230 \| 0.9792 \| 0.0 \| 0.7960 \| 0.9830 \| 0.9354 \| 0.4107 \| 0.9724 \| \| 0.0798 \| 4.38 \| 2880 \| 0.0928 \| 0.6731 \| 0.8126 \| 0.9570 \| nan \| 0.7153 \| 0.9832 \| 0.9826 \| 0.4094 \| 0.9726 \| 0.0 \| 0.7146 \| 0.9819 \| 0.9721 \| 0.4013 \| 0.9684 \| \| 0.0293 \| 4.41 \| 2900 \| 0.0868 \| 0.6864 \| 0.8292 \| 0.9413 \| nan \| 0.8306 \| 0.9845 \| 0.9419 \| 0.4109 \| 0.9780 \| 0.0 \| 0.8277 \| 0.9837 \| 0.9353 \| 0.4053 \| 0.9664 \| \| 0.0272 \| 4.44 \| 2920 \| 0.0839 \| 0.6595 \| 0.7984 \| 0.9444 \| nan \| 0.7503 \| 0.9868 \| 0.9537 \| 0.3101 \| 0.9910 \| 0.0 \| 0.7492 \| 0.9761 \| 0.9506 \| 0.3062 \| 0.9750 \| \| 0.0472 \| 4.47 \| 2940 \| 0.0816 \| 0.6601 \| 0.7960 \| 0.9450 \| nan \| 0.7306 \| 0.9802 \| 0.9595 \| 0.3242 \| 0.9854 \| 0.0 \| 0.7281 \| 0.9774 \| 0.9551 \| 0.3201 \| 0.9796 \| \| 0.0247 \| 4.5 \| 2960 \| 0.0864 \| 0.6717 \| 0.8103 \| 0.9696 \| nan \| 0.8235 \| 0.9854 \| 0.9862 \| 0.2775 \| 0.9787 \| 0.0 \| 0.8225 \| 0.9805 \| 0.9768 \| 0.2749 \| 0.9758 \| \| 0.067 \| 4.53 \| 2980 \| 0.0932 \| 0.6956 \| 0.8402 \| 0.9702 \| nan \| 0.8272 \| 0.9896 \| 0.9866 \| 0.4221 \| 0.9755 \| 0.0 \| 0.8224 \| 0.9868 \| 0.9780 \| 0.4139 \| 0.9728 \| \| 0.0811 \| 4.56 \| 3000 \| 0.0976 \| 0.6616 \| 0.7986 \| 0.9364 \| nan \| 0.6353 \| 0.9883 \| 0.9567 \| 0.4244 \| 0.9884 \| 0.0 \| 0.6329 \| 0.9847 \| 0.9532 \| 0.4153 \| 0.9838 \| \| 0.0272 \| 4.59 \| 3020 \| 0.1047 \| 0.6533 \| 0.7876 \| 0.9517 \| nan \| 0.6439 \| 0.9783 \| 0.9814 \| 0.3490 \| 0.9853 \| 0.0 \| 0.6421 \| 0.9779 \| 0.9752 \| 0.3444 \| 0.9800 \| \| 0.0249 \| 4.62 \| 3040 \| 0.0886 \| 0.6915 \| 0.8340 \| 0.9707 \| nan \| 0.7889 \| 0.9853 \| 0.9902 \| 0.4197 \| 0.9860 \| 0.0 \| 0.7876 \| 0.9845 \| 0.9814 \| 0.4167 \| 0.9787 \| \| 0.027 \| 4.65 \| 3060 \| 0.0836 \| 0.6959 \| 0.8398 \| 0.9640 \| nan \| 0.8063 \| 0.9858 \| 0.9771 \| 0.4419 \| 0.9878 \| 0.0 \| 0.8037 \| 0.9845 \| 0.9711 \| 0.4342 \| 0.9821 \| \| 0.022 \| 4.68 \| 3080 \| 0.0788 \| 0.6845 \| 0.8272 \| 0.9606 \| nan \| 0.7788 \| 0.9716 \| 0.9786 \| 0.4231 \| 0.9838 \| 0.0 \| 0.7753 \| 0.9707 \| 0.9701 \| 0.4108 \| 0.9803 \| \| 0.0704 \| 4.71 \| 3100 \| 0.0808 \| 0.7098 \| 0.8619 \| 0.9701 \| nan \| 0.8095 \| 0.9866 \| 0.9869 \| 0.5444 \| 0.9822 \| 0.0 \| 0.8072 \| 0.9845 \| 0.9790 \| 0.5079 \| 0.9805 \| \| 0.0123 \| 4.74 \| 3120 \| 0.0727 \| 0.7262 \| 0.8883 \| 0.9704 \| nan \| 0.8666 \| 0.9894 \| 0.9763 \| 0.6152 \| 0.9941 \| 0.0 \| 0.8603 \| 0.9856 \| 0.9735 \| 0.5573 \| 0.9806 \| \| 0.1596 \| 4.77 \| 3140 \| 0.0704 \| 0.7139 \| 0.8684 \| 0.9658 \| nan \| 0.8159 \| 0.9901 \| 0.9786 \| 0.5734 \| 0.9840 \| 0.0 \| 0.8138 \| 0.9853 \| 0.9730 \| 0.5313 \| 0.9802 \| \| 0.0502 \| 4.8 \| 3160 \| 0.0729 \| 0.6942 \| 0.8384 \| 0.9642 \| nan \| 0.8098 \| 0.9870 \| 0.9754 \| 0.4267 \| 0.9931 \| 0.0 \| 0.8089 \| 0.9849 \| 0.9708 \| 0.4220 \| 0.9789 \| \| 0.0519 \| 4.83 \| 3180 \| 0.0662 \| 0.7006 \| 0.8462 \| 0.9596 \| nan \| 0.8389 \| 0.9874 \| 0.9662 \| 0.4521 \| 0.9863 \| 0.0 \| 0.8329 \| 0.9864 \| 0.9628 \| 0.4403 \| 0.9810 \| \| 0.0189 \| 4.86 \| 3200 \| 0.0702 \| 0.6888 \| 0.8309 \| 0.9600 \| nan \| 0.7973 \| 0.9864 \| 0.9773 \| 0.4258 \| 0.9675 \| 0.0 \| 0.7917 \| 0.9842 \| 0.9731 \| 0.4197 \| 0.9643 \| \| 0.0281 \| 4.89 \| 3220 \| 0.0739 \| 0.6857 \| 0.8272 \| 0.9413 \| nan \| 0.8411 \| 0.9859 \| 0.9403 \| 0.3906 \| 0.9781 \| 0.0 \| 0.8390 \| 0.9839 \| 0.9371 \| 0.3850 \| 0.9689 \| \| 0.0886 \| 4.92 \| 3240 \| 0.0916 \| 0.6644 \| 0.8014 \| 0.9250 \| nan \| 0.7829 \| 0.9845 \| 0.9248 \| 0.3421 \| 0.9725 \| 0.0 \| 0.7770 \| 0.9842 \| 0.9224 \| 0.3392 \| 0.9639 \| \| 0.027 \| 4.95 \| 3260 \| 0.0738 \| 0.6997 \| 0.8439 \| 0.9691 \| nan \| 0.8640 \| 0.9892 \| 0.9784 \| 0.4060 \| 0.9820 \| 0.0 \| 0.8625 \| 0.9885 \| 0.9728 \| 0.4005 \| 0.9737 \| \| 0.0974 \| 4.98 \| 3280 \| 0.0714 \| 0.6930 \| 0.8351 \| 0.9437 \| nan \| 0.8303 \| 0.9858 \| 0.9457 \| 0.4374 \| 0.9765 \| 0.0 \| 0.8272 \| 0.9854 \| 0.9414 \| 0.4315 \| 0.9723 \| \| 0.0417 \| 5.02 \| 3300 \| 0.0728 \| 0.6671 \| 0.8035 \| 0.9428 \| nan \| 0.7635 \| 0.9887 \| 0.9527 \| 0.3352 \| 0.9773 \| 0.0 \| 0.7614 \| 0.9881 \| 0.9483 \| 0.3333 \| 0.9716 \| \| 0.0162 \| 5.05 \| 3320 \| 0.0759 \| 0.6691 \| 0.8077 \| 0.9497 \| nan \| 0.8593 \| 0.9851 \| 0.9501 \| 0.2609 \| 0.9831 \| 0.0 \| 0.8530 \| 0.9847 \| 0.9473 \| 0.2587 \| 0.9711 \| \| 0.0765 \| 5.08 \| 3340 \| 0.0722 \| 0.7197 \| 0.8690 \| 0.9683 \| nan \| 0.8217 \| 0.9866 \| 0.9832 \| 0.5735 \| 0.9798 \| 0.0 \| 0.8187 \| 0.9862 \| 0.9781 \| 0.5603 \| 0.9746 \| \| 0.0316 \| 5.11 \| 3360 \| 0.0786 \| 0.7246 \| 0.8756 \| 0.9671 \| nan \| 0.8002 \| 0.9890 \| 0.9829 \| 0.6235 \| 0.9826 \| 0.0 \| 0.7989 \| 0.9868 \| 0.9758 \| 0.6096 \| 0.9765 \| \| 0.1062 \| 5.14 \| 3380 \| 0.0697 \| 0.7433 \| 0.9021 \| 0.9717 \| nan \| 0.8472 \| 0.9887 \| 0.9841 \| 0.7097 \| 0.9809 \| 0.0 \| 0.8422 \| 0.9842 \| 0.9773 \| 0.6787 \| 0.9775 \| \| 0.0819 \| 5.17 \| 3400 \| 0.0676 \| 0.7089 \| 0.8568 \| 0.9506 \| nan \| 0.8007 \| 0.9792 \| 0.9581 \| 0.5599 \| 0.9862 \| 0.0 \| 0.7990 \| 0.9780 \| 0.9539 \| 0.5410 \| 0.9815 \| \| 0.0168 \| 5.2 \| 3420 \| 0.0756 \| 0.7211 \| 0.8722 \| 0.9770 \| nan \| 0.8762 \| 0.9833 \| 0.9880 \| 0.5263 \| 0.9871 \| 0.0 \| 0.8728 \| 0.9826 \| 0.9838 \| 0.5078 \| 0.9798 \| \| 0.0315 \| 5.23 \| 3440 \| 0.0739 \| 0.6949 \| 0.8391 \| 0.9598 \| nan \| 0.8005 \| 0.9783 \| 0.9734 \| 0.4594 \| 0.9839 \| 0.0 \| 0.7984 \| 0.9778 \| 0.9689 \| 0.4518 \| 0.9724 \| \| 0.0965 \| 5.26 \| 3460 \| 0.0690 \| 0.7091 \| 0.8554 \| 0.9584 \| nan \| 0.8076 \| 0.9746 \| 0.9698 \| 0.5380 \| 0.9870 \| 0.0 \| 0.8066 \| 0.9738 \| 0.9633 \| 0.5305 \| 0.9801 \| \| 0.0235 \| 5.29 \| 3480 \| 0.0683 \| 0.7116 \| 0.8597 \| 0.9630 \| nan \| 0.8126 \| 0.9889 \| 0.9755 \| 0.5397 \| 0.9816 \| 0.0 \| 0.8112 \| 0.9851 \| 0.9705 \| 0.5245 \| 0.9786 \| \| 0.0784 \| 5.32 \| 3500 \| 0.0696 \| 0.7068 \| 0.8567 \| 0.9577 \| nan \| 0.7699 \| 0.9841 \| 0.9724 \| 0.5708 \| 0.9861 \| 0.0 \| 0.7678 \| 0.9834 \| 0.9684 \| 0.5387 \| 0.9827 \| \| 0.0159 \| 5.35 \| 3520 \| 0.0802 \| 0.7283 \| 0.8792 \| 0.9717 \| nan \| 0.8091 \| 0.9873 \| 0.9882 \| 0.6258 \| 0.9858 \| 0.0 \| 0.8080 \| 0.9868 \| 0.9820 \| 0.6102 \| 0.9830 \| \| 0.0155 \| 5.38 \| 3540 \| 0.0834 \| 0.6937 \| 0.8369 \| 0.9319 \| nan \| 0.8041 \| 0.9870 \| 0.9310 \| 0.4867 \| 0.9756 \| 0.0 \| 0.8004 \| 0.9828 \| 0.9288 \| 0.4785 \| 0.9720 \| \| 0.0181 \| 5.41 \| 3560 \| 0.0794 \| 0.6877 \| 0.8287 \| 0.9539 \| nan \| 0.7424 \| 0.9884 \| 0.9702 \| 0.4572 \| 0.9852 \| 0.0 \| 0.7414 \| 0.9878 \| 0.9648 \| 0.4515 \| 0.9805 \| \| 0.0112 \| 5.44 \| 3580 \| 0.0705 \| 0.7095 \| 0.8611 \| 0.9584 \| nan \| 0.7961 \| 0.9880 \| 0.9684 \| 0.5630 \| 0.9902 \| 0.0 \| 0.7941 \| 0.9872 \| 0.9646 \| 0.5272 \| 0.9838 \| \| 0.0113 \| 5.47 \| 3600 \| 0.0656 \| 0.7343 \| 0.8960 \| 0.9664 \| nan \| 0.8426 \| 0.9856 \| 0.9776 \| 0.6957 \| 0.9787 \| 0.0 \| 0.8412 \| 0.9840 \| 0.9707 \| 0.6339 \| 0.9762 \| \| 0.0385 \| 5.5 \| 3620 \| 0.0630 \| 0.7200 \| 0.8719 \| 0.9608 \| nan \| 0.7988 \| 0.9769 \| 0.9743 \| 0.6236 \| 0.9859 \| 0.0 \| 0.7974 \| 0.9761 \| 0.9696 \| 0.5937 \| 0.9830 \| \| 0.0334 \| 5.53 \| 3640 \| 0.0678 \| 0.7381 \| 0.8922 \| 0.9623 \| nan \| 0.8445 \| 0.9888 \| 0.9683 \| 0.6715 \| 0.9878 \| 0.0 \| 0.8423 \| 0.9883 \| 0.9646 \| 0.6513 \| 0.9819 \| \| 0.0153 \| 5.56 \| 3660 \| 0.0685 \| 0.7185 \| 0.8687 \| 0.9623 \| nan \| 0.8049 \| 0.9884 \| 0.9736 \| 0.5884 \| 0.9884 \| 0.0 \| 0.8032 \| 0.9868 \| 0.9694 \| 0.5681 \| 0.9835 \| \| 0.122 \| 5.59 \| 3680 \| 0.0682 \| 0.7390 \| 0.8953 \| 0.9726 \| nan \| 0.8488 \| 0.9890 \| 0.9828 \| 0.6655 \| 0.9902 \| 0.0 \| 0.8466 \| 0.9875 \| 0.9785 \| 0.6371 \| 0.9841 \| \| 0.0265 \| 5.62 \| 3700 \| 0.0695 \| 0.7087 \| 0.8564 \| 0.9578 \| nan \| 0.7950 \| 0.9858 \| 0.9689 \| 0.5452 \| 0.9869 \| 0.0 \| 0.7927 \| 0.9854 \| 0.9650 \| 0.5267 \| 0.9824 \| \| 0.0713 \| 5.65 \| 3720 \| 0.0750 \| 0.7141 \| 0.8649 \| 0.9662 \| nan \| 0.8273 \| 0.9872 \| 0.9804 \| 0.5546 \| 0.9750 \| 0.0 \| 0.8241 \| 0.9864 \| 0.9741 \| 0.5270 \| 0.9731 \| \| 0.0632 \| 5.68 \| 3740 \| 0.0637 \| 0.7152 \| 0.8659 \| 0.9616 \| nan \| 0.8245 \| 0.9884 \| 0.9714 \| 0.5615 \| 0.9835 \| 0.0 \| 0.8212 \| 0.9857 \| 0.9680 \| 0.5401 \| 0.9760 \| \| 0.0239 \| 5.71 \| 3760 \| 0.0759 \| 0.7308 \| 0.8936 \| 0.9698 \| nan \| 0.7919 \| 0.9842 \| 0.9883 \| 0.7200 \| 0.9836 \| 0.0 \| 0.7883 \| 0.9837 \| 0.9820 \| 0.6491 \| 0.9815 \| \| 0.0185 \| 5.74 \| 3780 \| 0.0679 \| 0.7232 \| 0.8763 \| 0.9626 \| nan \| 0.7876 \| 0.9884 \| 0.9762 \| 0.6405 \| 0.9888 \| 0.0 \| 0.7849 \| 0.9868 \| 0.9717 \| 0.6128 \| 0.9831 \| \| 0.1536 \| 5.78 \| 3800 \| 0.0721 \| 0.7203 \| 0.8718 \| 0.9358 \| nan \| 0.8358 \| 0.9651 \| 0.9350 \| 0.6462 \| 0.9770 \| 0.0 \| 0.8339 \| 0.9647 \| 0.9294 \| 0.6194 \| 0.9747 \| \| 0.0293 \| 5.81 \| 3820 \| 0.0697 \| 0.7142 \| 0.8624 \| 0.9633 \| nan \| 0.8004 \| 0.9702 \| 0.9796 \| 0.5783 \| 0.9835 \| 0.0 \| 0.7991 \| 0.9694 \| 0.9732 \| 0.5636 \| 0.9802 \| \| 0.0704 \| 5.84 \| 3840 \| 0.0692 \| 0.7087 \| 0.8563 \| 0.9605 \| nan \| 0.8008 \| 0.9858 \| 0.9709 \| 0.5313 \| 0.9929 \| 0.0 \| 0.7992 \| 0.9847 \| 0.9668 \| 0.5172 \| 0.9845 \| \| 0.0183 \| 5.87 \| 3860 \| 0.0748 \| 0.7172 \| 0.8655 \| 0.9654 \| nan \| 0.7800 \| 0.9874 \| 0.9830 \| 0.5934 \| 0.9837 \| 0.0 \| 0.7792 \| 0.9860 \| 0.9766 \| 0.5807 \| 0.9806 \| \| 0.0375 \| 5.9 \| 3880 \| 0.0828 \| 0.7438 \| 0.9004 \| 0.9777 \| nan \| 0.8701 \| 0.9906 \| 0.9882 \| 0.6645 \| 0.9884 \| 0.0 \| 0.8680 \| 0.9894 \| 0.9825 \| 0.6388 \| 0.9840 \| \| 0.1463 \| 5.93 \| 3900 \| 0.0687 \| 0.7085 \| 0.8581 \| 0.9533 \| nan \| 0.7959 \| 0.9731 \| 0.9642 \| 0.5728 \| 0.9848 \| 0.0 \| 0.7932 \| 0.9725 \| 0.9598 \| 0.5451 \| 0.9804 \| \| 0.0217 \| 5.96 \| 3920 \| 0.0706 \| 0.7123 \| 0.8641 \| 0.9495 \| nan \| 0.7628 \| 0.9901 \| 0.9585 \| 0.6178 \| 0.9911 \| 0.0 \| 0.7597 \| 0.9772 \| 0.9560 \| 0.5959 \| 0.9850 \| \| 0.0472 \| 5.99 \| 3940 \| 0.0680 \| 0.7308 \| 0.8825 \| 0.9694 \| nan \| 0.8450 \| 0.9869 \| 0.9786 \| 0.6106 \| 0.9916 \| 0.0 \| 0.8439 \| 0.9858 \| 0.9739 \| 0.5954 \| 0.9857 \| \| 0.021 \| 6.02 \| 3960 \| 0.0687 \| 0.7138 \| 0.8620 \| 0.9641 \| nan \| 0.7902 \| 0.9869 \| 0.9782 \| 0.5647 \| 0.9900 \| 0.0 \| 0.7892 \| 0.9853 \| 0.9732 \| 0.5495 \| 0.9857 \| \| 0.0176 \| 6.05 \| 3980 \| 0.0727 \| 0.7017 \| 0.8467 \| 0.9500 \| nan \| 0.8165 \| 0.9858 \| 0.9549 \| 0.4912 \| 0.9848 \| 0.0 \| 0.8145 \| 0.9852 \| 0.9510 \| 0.4791 \| 0.9806 \| \| 0.0577 \| 6.08 \| 4000 \| 0.0765 \| 0.6954 \| 0.8397 \| 0.9423 \| nan \| 0.8025 \| 0.9864 \| 0.9456 \| 0.4821 \| 0.9819 \| 0.0 \| 0.8003 \| 0.9856 \| 0.9419 \| 0.4658 \| 0.9791 \| \| 0.0531 \| 6.11 \| 4020 \| 0.0787 \| 0.7053 \| 0.8543 \| 0.9610 \| nan \| 0.7607 \| 0.9780 \| 0.9776 \| 0.5611 \| 0.9939 \| 0.0 \| 0.7595 \| 0.9770 \| 0.9715 \| 0.5418 \| 0.9821 \| \| 0.0783 \| 6.14 \| 4040 \| 0.0749 \| 0.6987 \| 0.8445 \| 0.9463 \| nan \| 0.8236 \| 0.9772 \| 0.9479 \| 0.4823 \| 0.9914 \| 0.0 \| 0.8222 \| 0.9764 \| 0.9430 \| 0.4746 \| 0.9762 \| \| 0.0134 \| 6.17 \| 4060 \| 0.0722 \| 0.6950 \| 0.8391 \| 0.9615 \| nan \| 0.8364 \| 0.9829 \| 0.9690 \| 0.4165 \| 0.9907 \| 0.0 \| 0.8351 \| 0.9812 \| 0.9639 \| 0.4097 \| 0.9799 \| \| 0.0472 \| 6.2 \| 4080 \| 0.0688 \| 0.6990 \| 0.8434 \| 0.9490 \| nan \| 0.8265 \| 0.9904 \| 0.9500 \| 0.4596 \| 0.9904 \| 0.0 \| 0.8248 \| 0.9877 \| 0.9467 \| 0.4526 \| 0.9821 \| \| 0.0625 \| 6.23 \| 4100 \| 0.0673 \| 0.7176 \| 0.8671 \| 0.9702 \| nan \| 0.8320 \| 0.9892 \| 0.9813 \| 0.5410 \| 0.9920 \| 0.0 \| 0.8299 \| 0.9869 \| 0.9772 \| 0.5279 \| 0.9839 \| \| 0.0434 \| 6.26 \| 4120 \| 0.0670 \| 0.7145 \| 0.8709 \| 0.9497 \| nan \| 0.7854 \| 0.9819 \| 0.9585 \| 0.6442 \| 0.9848 \| 0.0 \| 0.7826 \| 0.9812 \| 0.9554 \| 0.5879 \| 0.9799 \| \| 0.0695 \| 6.29 \| 4140 \| 0.0661 \| 0.7417 \| 0.9021 \| 0.9607 \| nan \| 0.8588 \| 0.9904 \| 0.9659 \| 0.7161 \| 0.9792 \| 0.0 \| 0.8571 \| 0.9889 \| 0.9608 \| 0.6665 \| 0.9772 \| \| 0.1032 \| 6.32 \| 4160 \| 0.0639 \| 0.7387 \| 0.8980 \| 0.9637 \| nan \| 0.8107 \| 0.9854 \| 0.9751 \| 0.7306 \| 0.9881 \| 0.0 \| 0.8091 \| 0.9849 \| 0.9702 \| 0.6826 \| 0.9856 \| \| 0.3381 \| 6.35 \| 4180 \| 0.0680 \| 0.7171 \| 0.8677 \| 0.9582 \| nan \| 0.7939 \| 0.9850 \| 0.9706 \| 0.6061 \| 0.9828 \| 0.0 \| 0.7926 \| 0.9838 \| 0.9636 \| 0.5812 \| 0.9813 \| \| 0.0185 \| 6.38 \| 4200 \| 0.0764 \| 0.7362 \| 0.8919 \| 0.9724 \| nan \| 0.8219 \| 0.9904 \| 0.9864 \| 0.6725 \| 0.9884 \| 0.0 \| 0.8212 \| 0.9877 \| 0.9788 \| 0.6440 \| 0.9856 \| \| 0.1073 \| 6.41 \| 4220 \| 0.0651 \| 0.7425 \| 0.8997 \| 0.9661 \| nan \| 0.8294 \| 0.9880 \| 0.9758 \| 0.7158 \| 0.9892 \| 0.0 \| 0.8274 \| 0.9862 \| 0.9704 \| 0.6850 \| 0.9858 \| \| 0.0492 \| 6.44 \| 4240 \| 0.0685 \| 0.7217 \| 0.8727 \| 0.9527 \| nan \| 0.8079 \| 0.9874 \| 0.9590 \| 0.6228 \| 0.9865 \| 0.0 \| 0.8058 \| 0.9865 \| 0.9551 \| 0.5998 \| 0.9832 \| \| 0.0649 \| 6.47 \| 4260 \| 0.0671 \| 0.7030 \| 0.8485 \| 0.9581 \| nan \| 0.8114 \| 0.9892 \| 0.9669 \| 0.4877 \| 0.9873 \| 0.0 \| 0.8097 \| 0.9872 \| 0.9637 \| 0.4770 \| 0.9805 \| \| 0.1434 \| 6.5 \| 4280 \| 0.0622 \| 0.7230 \| 0.8769 \| 0.9633 \| nan \| 0.8467 \| 0.9886 \| 0.9708 \| 0.5944 \| 0.9841 \| 0.0 \| 0.8436 \| 0.9880 \| 0.9671 \| 0.5577 \| 0.9815 \| \| 0.0419 \| 6.53 \| 4300 \| 0.0714 \| 0.7493 \| 0.9086 \| 0.9689 \| nan \| 0.8108 \| 0.9858 \| 0.9822 \| 0.7732 \| 0.9908 \| 0.0 \| 0.8085 \| 0.9849 \| 0.9775 \| 0.7381 \| 0.9867 \| \| 0.1831 \| 6.57 \| 4320 \| 0.0731 \| 0.7552 \| 0.9175 \| 0.9744 \| nan \| 0.8462 \| 0.9915 \| 0.9860 \| 0.7760 \| 0.9875 \| 0.0 \| 0.8449 \| 0.9888 \| 0.9801 \| 0.7348 \| 0.9825 \| \| 0.008 \| 6.6 \| 4340 \| 0.0700 \| 0.7448 \| 0.9035 \| 0.9591 \| nan \| 0.8241 \| 0.9898 \| 0.9662 \| 0.7514 \| 0.9860 \| 0.0 \| 0.8229 \| 0.9892 \| 0.9605 \| 0.7151 \| 0.9811 \| \| 0.0067 \| 6.63 \| 4360 \| 0.0690 \| 0.7302 \| 0.8828 \| 0.9550 \| nan \| 0.8332 \| 0.9874 \| 0.9598 \| 0.6496 \| 0.9840 \| 0.0 \| 0.8318 \| 0.9871 \| 0.9549 \| 0.6274 \| 0.9799 \| \| 0.0193 \| 6.66 \| 4380 \| 0.0711 \| 0.7126 \| 0.8603 \| 0.9456 \| nan \| 0.8100 \| 0.9909 \| 0.9476 \| 0.5665 \| 0.9863 \| 0.0 \| 0.8088 \| 0.9896 \| 0.9435 \| 0.5536 \| 0.9804 \| \| 0.0257 \| 6.69 \| 4400 \| 0.0813 \| 0.7250 \| 0.8774 \| 0.9692 \| nan \| 0.8068 \| 0.9885 \| 0.9851 \| 0.6233 \| 0.9833 \| 0.0 \| 0.8062 \| 0.9878 \| 0.9777 \| 0.5990 \| 0.9791 \| \| 0.0243 \| 6.72 \| 4420 \| 0.0677 \| 0.7485 \| 0.9082 \| 0.9702 \| nan \| 0.8560 \| 0.9907 \| 0.9774 \| 0.7248 \| 0.9920 \| 0.0 \| 0.8527 \| 0.9896 \| 0.9742 \| 0.6900 \| 0.9847 \| \| 0.0663 \| 6.75 \| 4440 \| 0.0652 \| 0.7428 \| 0.9034 \| 0.9599 \| nan \| 0.8564 \| 0.9915 \| 0.9633 \| 0.7209 \| 0.9850 \| 0.0 \| 0.8549 \| 0.9898 \| 0.9589 \| 0.6718 \| 0.9816 \| \| 0.0302 \| 6.78 \| 4460 \| 0.0752 \| 0.7442 \| 0.9066 \| 0.9705 \| nan \| 0.8371 \| 0.9916 \| 0.9820 \| 0.7376 \| 0.9849 \| 0.0 \| 0.8352 \| 0.9878 \| 0.9772 \| 0.6830 \| 0.9820 \| \| 0.037 \| 6.81 \| 4480 \| 0.0673 \| 0.7442 \| 0.9085 \| 0.9609 \| nan \| 0.8301 \| 0.9881 \| 0.9675 \| 0.7675 \| 0.9891 \| 0.0 \| 0.8269 \| 0.9874 \| 0.9645 \| 0.7038 \| 0.9825 \| \| 0.0135 \| 6.84 \| 4500 \| 0.0770 \| 0.7039 \| 0.8535 \| 0.9553 \| nan \| 0.7198 \| 0.9860 \| 0.9760 \| 0.6039 \| 0.9817 \| 0.0 \| 0.7190 \| 0.9853 \| 0.9699 \| 0.5712 \| 0.9778 \| \| 0.0152 \| 6.87 \| 4520 \| 0.0693 \| 0.7343 \| 0.8885 \| 0.9508 \| nan \| 0.8599 \| 0.9885 \| 0.9469 \| 0.6524 \| 0.9949 \| 0.0 \| 0.8568 \| 0.9876 \| 0.9446 \| 0.6332 \| 0.9839 \| \| 0.0256 \| 6.9 \| 4540 \| 0.0679 \| 0.7199 \| 0.8829 \| 0.9716 \| nan \| 0.8710 \| 0.9907 \| 0.9798 \| 0.5883 \| 0.9847 \| 0.0 \| 0.8663 \| 0.9896 \| 0.9761 \| 0.5056 \| 0.9820 \| \| 0.0127 \| 6.93 \| 4560 \| 0.0684 \| 0.7157 \| 0.8741 \| 0.9676 \| nan \| 0.8704 \| 0.9915 \| 0.9738 \| 0.5496 \| 0.9851 \| 0.0 \| 0.8671 \| 0.9904 \| 0.9698 \| 0.4851 \| 0.9821 \| \| 0.018 \| 6.96 \| 4580 \| 0.0717 \| 0.7074 \| 0.8558 \| 0.9509 \| nan \| 0.8332 \| 0.9890 \| 0.9529 \| 0.5163 \| 0.9875 \| 0.0 \| 0.8301 \| 0.9883 \| 0.9492 \| 0.4921 \| 0.9849 \| \| 0.0127 \| 6.99 \| 4600 \| 0.0883 \| 0.6888 \| 0.8329 \| 0.9722 \| nan \| 0.8126 \| 0.9817 \| 0.9920 \| 0.3997 \| 0.9784 \| 0.0 \| 0.8115 \| 0.9812 \| 0.9825 \| 0.3809 \| 0.9768 \| \| 0.0119 \| 7.02 \| 4620 \| 0.0622 \| 0.7135 \| 0.8650 \| 0.9679 \| nan \| 0.8510 \| 0.9914 \| 0.9756 \| 0.5170 \| 0.9898 \| 0.0 \| 0.8487 \| 0.9899 \| 0.9718 \| 0.4872 \| 0.9837 \| \| 0.0127 \| 7.05 \| 4640 \| 0.0682 \| 0.7172 \| 0.8763 \| 0.9701 \| nan \| 0.8290 \| 0.9906 \| 0.9812 \| 0.5887 \| 0.9918 \| 0.0 \| 0.8263 \| 0.9898 \| 0.9772 \| 0.5243 \| 0.9858 \| \| 0.0369 \| 7.08 \| 4660 \| 0.0689 \| 0.7068 \| 0.8618 \| 0.9584 \| nan \| 0.8124 \| 0.9908 \| 0.9674 \| 0.5534 \| 0.9850 \| 0.0 \| 0.8101 \| 0.9861 \| 0.9640 \| 0.4983 \| 0.9823 \| \| 0.0088 \| 7.11 \| 4680 \| 0.0739 \| 0.7225 \| 0.8767 \| 0.9567 \| nan \| 0.8719 \| 0.9911 \| 0.9560 \| 0.5762 \| 0.9881 \| 0.0 \| 0.8692 \| 0.9889 \| 0.9532 \| 0.5398 \| 0.9841 \| \| 0.0074 \| 7.14 \| 4700 \| 0.0718 \| 0.7225 \| 0.8799 \| 0.9571 \| nan \| 0.8739 \| 0.9919 \| 0.9548 \| 0.5856 \| 0.9932 \| 0.0 \| 0.8709 \| 0.9908 \| 0.9527 \| 0.5408 \| 0.9801 \| \| 0.1149 \| 7.17 \| 4720 \| 0.0693 \| 0.7331 \| 0.8954 \| 0.9753 \| nan \| 0.8635 \| 0.9891 \| 0.9853 \| 0.6493 \| 0.9896 \| 0.0 \| 0.8610 \| 0.9885 \| 0.9806 \| 0.5847 \| 0.9839 \| \| 0.0146 \| 7.2 \| 4740 \| 0.0624 \| 0.7342 \| 0.9004 \| 0.9597 \| nan \| 0.8726 \| 0.9899 \| 0.9592 \| 0.6875 \| 0.9925 \| 0.0 \| 0.8697 \| 0.9879 \| 0.9567 \| 0.6060 \| 0.9850 \| \| 0.0131 \| 7.23 \| 4760 \| 0.0840 \| 0.7020 \| 0.8531 \| 0.9206 \| nan \| 0.8190 \| 0.9878 \| 0.9081 \| 0.5629 \| 0.9878 \| 0.0 \| 0.8155 \| 0.9833 \| 0.9066 \| 0.5260 \| 0.9806 \| \| 0.0081 \| 7.26 \| 4780 \| 0.0665 \| 0.7535 \| 0.9158 \| 0.9626 \| nan \| 0.8695 \| 0.9916 \| 0.9662 \| 0.7692 \| 0.9826 \| 0.0 \| 0.8675 \| 0.9894 \| 0.9615 \| 0.7227 \| 0.9797 \| \| 0.0074 \| 7.29 \| 4800 \| 0.0679 \| 0.7427 \| 0.9001 \| 0.9575 \| nan \| 0.8089 \| 0.9909 \| 0.9658 \| 0.7503 \| 0.9847 \| 0.0 \| 0.8079 \| 0.9901 \| 0.9619 \| 0.7152 \| 0.9813 \| \| 0.014 \| 7.33 \| 4820 \| 0.0706 \| 0.7304 \| 0.8849 \| 0.9475 \| nan \| 0.8013 \| 0.9873 \| 0.9509 \| 0.6951 \| 0.9897 \| 0.0 \| 0.8004 \| 0.9866 \| 0.9477 \| 0.6638 \| 0.9839 \| \| 0.0457 \| 7.36 \| 4840 \| 0.0701 \| 0.7606 \| 0.9302 \| 0.9749 \| nan \| 0.8568 \| 0.9895 \| 0.9852 \| 0.8309 \| 0.9885 \| 0.0 \| 0.8559 \| 0.9890 \| 0.9787 \| 0.7553 \| 0.9851 \| \| 0.0045 \| 7.39 \| 4860 \| 0.0656 \| 0.7382 \| 0.8949 \| 0.9455 \| nan \| 0.8402 \| 0.9844 \| 0.9435 \| 0.7182 \| 0.9880 \| 0.0 \| 0.8370 \| 0.9840 \| 0.9411 \| 0.6844 \| 0.9829 \| \| 0.0181 \| 7.42 \| 4880 \| 0.0701 \| 0.7358 \| 0.8925 \| 0.9599 \| nan \| 0.8303 \| 0.9919 \| 0.9654 \| 0.6848 \| 0.9903 \| 0.0 \| 0.8266 \| 0.9901 \| 0.9631 \| 0.6514 \| 0.9838 \| \| 0.0246 \| 7.45 \| 4900 \| 0.0683 \| 0.7253 \| 0.8791 \| 0.9539 \| nan \| 0.8139 \| 0.9893 \| 0.9590 \| 0.6436 \| 0.9896 \| 0.0 \| 0.8117 \| 0.9879 \| 0.9566 \| 0.6120 \| 0.9834 \| \| 0.0293 \| 7.48 \| 4920 \| 0.0674 \| 0.7600 \| 0.9258 \| 0.9614 \| nan \| 0.8887 \| 0.9895 \| 0.9598 \| 0.7999 \| 0.9910 \| 0.0 \| 0.8859 \| 0.9883 \| 0.9569 \| 0.7437 \| 0.9854 \| \| 0.0079 \| 7.51 \| 4940 \| 0.0696 \| 0.7430 \| 0.9047 \| 0.9611 \| nan \| 0.8572 \| 0.9911 \| 0.9640 \| 0.7222 \| 0.9891 \| 0.0 \| 0.8544 \| 0.9900 \| 0.9609 \| 0.6698 \| 0.9827 \| \| 0.021 \| 7.54 \| 4960 \| 0.0879 \| 0.7035 \| 0.8535 \| 0.9242 \| nan \| 0.7430 \| 0.9885 \| 0.9234 \| 0.6251 \| 0.9874 \| 0.0 \| 0.7402 \| 0.9878 \| 0.9220 \| 0.5894 \| 0.9819 \| \| 0.0405 \| 7.57 \| 4980 \| 0.0683 \| 0.7227 \| 0.8790 \| 0.9585 \| nan \| 0.8119 \| 0.9893 \| 0.9678 \| 0.6425 \| 0.9836 \| 0.0 \| 0.8094 \| 0.9884 \| 0.9646 \| 0.5931 \| 0.9809 \| \| 0.0092 \| 7.6 \| 5000 \| 0.0679 \| 0.7429 \| 0.9028 \| 0.9535 \| nan \| 0.8186 \| 0.9896 \| 0.9577 \| 0.7598 \| 0.9886 \| 0.0 \| 0.8146 \| 0.9884 \| 0.9552 \| 0.7151 \| 0.9840 \| \| 0.0661 \| 7.63 \| 5020 \| 0.0727 \| 0.7475 \| 0.9057 \| 0.9525 \| nan \| 0.8446 \| 0.9897 \| 0.9526 \| 0.7533 \| 0.9884 \| 0.0 \| 0.8417 \| 0.9891 \| 0.9487 \| 0.7191 \| 0.9862 \| \| 0.0571 \| 7.66 \| 5040 \| 0.0711 \| 0.7127 \| 0.8632 \| 0.9437 \| nan \| 0.8012 \| 0.9881 \| 0.9452 \| 0.5912 \| 0.9902 \| 0.0 \| 0.7982 \| 0.9867 \| 0.9433 \| 0.5680 \| 0.9801 \| \| 0.0167 \| 7.69 \| 5060 \| 0.0657 \| 0.7328 \| 0.8891 \| 0.9618 \| nan \| 0.8208 \| 0.9919 \| 0.9712 \| 0.6777 \| 0.9840 \| 0.0 \| 0.8193 \| 0.9906 \| 0.9666 \| 0.6394 \| 0.9807 \| \| 0.0177 \| 7.72 \| 5080 \| 0.0632 \| 0.7547 \| 0.9186 \| 0.9683 \| nan \| 0.8555 \| 0.9858 \| 0.9765 \| 0.7890 \| 0.9861 \| 0.0 \| 0.8521 \| 0.9822 \| 0.9735 \| 0.7363 \| 0.9840 \| \| 0.0395 \| 7.75 \| 5100 \| 0.0654 \| 0.7436 \| 0.9043 \| 0.9599 \| nan \| 0.8707 \| 0.9896 \| 0.9619 \| 0.7154 \| 0.9837 \| 0.0 \| 0.8651 \| 0.9748 \| 0.9587 \| 0.6816 \| 0.9815 \| \| 0.0105 \| 7.78 \| 5120 \| 0.0704 \| 0.7440 \| 0.9006 \| 0.9652 \| nan \| 0.8369 \| 0.9855 \| 0.9753 \| 0.7224 \| 0.9831 \| 0.0 \| 0.8365 \| 0.9845 \| 0.9681 \| 0.6959 \| 0.9792 \| \| 0.028 \| 7.81 \| 5140 \| 0.0669 \| 0.7405 \| 0.8942 \| 0.9531 \| nan \| 0.8406 \| 0.9880 \| 0.9561 \| 0.7039 \| 0.9827 \| 0.0 \| 0.8392 \| 0.9871 \| 0.9517 \| 0.6861 \| 0.9789 \| \| 0.0123 \| 7.84 \| 5160 \| 0.0629 \| 0.7537 \| 0.9104 \| 0.9712 \| nan \| 0.8683 \| 0.9857 \| 0.9790 \| 0.7311 \| 0.9880 \| 0.0 \| 0.8655 \| 0.9849 \| 0.9740 \| 0.7131 \| 0.9847 \| \| 0.1105 \| 7.87 \| 5180 \| 0.0620 \| 0.7500 \| 0.9060 \| 0.9637 \| nan \| 0.8553 \| 0.9835 \| 0.9699 \| 0.7350 \| 0.9864 \| 0.0 \| 0.8530 \| 0.9828 \| 0.9645 \| 0.7165 \| 0.9832 \| \| 0.0185 \| 7.9 \| 5200 \| 0.0616 \| 0.7443 \| 0.9005 \| 0.9605 \| nan \| 0.8452 \| 0.9886 \| 0.9645 \| 0.7133 \| 0.9910 \| 0.0 \| 0.8425 \| 0.9873 \| 0.9614 \| 0.6903 \| 0.9843 \| \| 0.0388 \| 7.93 \| 5220 \| 0.0685 \| 0.7312 \| 0.8839 \| 0.9503 \| nan \| 0.8831 \| 0.9906 \| 0.9444 \| 0.6120 \| 0.9894 \| 0.0 \| 0.8788 \| 0.9896 \| 0.9422 \| 0.5938 \| 0.9830 \| \| 0.0139 \| 7.96 \| 5240 \| 0.0650 \| 0.7378 \| 0.8953 \| 0.9610 \| nan \| 0.8572 \| 0.9889 \| 0.9657 \| 0.6812 \| 0.9836 \| 0.0 \| 0.8543 \| 0.9880 \| 0.9626 \| 0.6405 \| 0.9813 \| \| 0.0272 \| 7.99 \| 5260 \| 0.0696 \| 0.7558 \| 0.9198 \| 0.9711 \| nan \| 0.8473 \| 0.9916 \| 0.9805 \| 0.7912 \| 0.9882 \| 0.0 \| 0.8460 \| 0.9904 \| 0.9763 \| 0.7373 \| 0.9850 \| \| 0.0149 \| 8.02 \| 5280 \| 0.0769 \| 0.7485 \| 0.9121 \| 0.9572 \| nan \| 0.7868 \| 0.9877 \| 0.9678 \| 0.8309 \| 0.9873 \| 0.0 \| 0.7854 \| 0.9870 \| 0.9641 \| 0.7700 \| 0.9848 \| \| 0.1279 \| 8.05 \| 5300 \| 0.0664 \| 0.7604 \| 0.9233 \| 0.9645 \| nan \| 0.8571 \| 0.9885 \| 0.9691 \| 0.8126 \| 0.9894 \| 0.0 \| 0.8538 \| 0.9873 \| 0.9666 \| 0.7690 \| 0.9855 \| \| 0.0176 \| 8.09 \| 5320 \| 0.0720 \| 0.7377 \| 0.8927 \| 0.9493 \| nan \| 0.8015 \| 0.9889 \| 0.9524 \| 0.7274 \| 0.9931 \| 0.0 \| 0.8001 \| 0.9878 \| 0.9500 \| 0.7040 \| 0.9846 \| \| 0.0263 \| 8.12 \| 5340 \| 0.0697 \| 0.7422 \| 0.8982 \| 0.9615 \| nan \| 0.8225 \| 0.9906 \| 0.9680 \| 0.7162 \| 0.9937 \| 0.0 \| 0.8203 \| 0.9896 \| 0.9655 \| 0.6913 \| 0.9863 \| \| 0.0102 \| 8.15 \| 5360 \| 0.0688 \| 0.7369 \| 0.8925 \| 0.9545 \| nan \| 0.8032 \| 0.9878 \| 0.9606 \| 0.7185 \| 0.9924 \| 0.0 \| 0.8008 \| 0.9871 \| 0.9579 \| 0.6895 \| 0.9862 \| \| 0.0142 \| 8.18 \| 5380 \| 0.0638 \| 0.7560 \| 0.9183 \| 0.9647 \| nan \| 0.8576 \| 0.9871 \| 0.9693 \| 0.7862 \| 0.9913 \| 0.0 \| 0.8550 \| 0.9865 \| 0.9652 \| 0.7433 \| 0.9861 \| \| 0.0085 \| 8.21 \| 5400 \| 0.0709 \| 0.7526 \| 0.9152 \| 0.9593 \| nan \| 0.8203 \| 0.9899 \| 0.9659 \| 0.8107 \| 0.9891 \| 0.0 \| 0.8161 \| 0.9887 \| 0.9632 \| 0.7637 \| 0.9839 \| \| 0.012 \| 8.24 \| 5420 \| 0.0676 \| 0.7453 \| 0.9151 \| 0.9632 \| nan \| 0.8369 \| 0.9874 \| 0.9712 \| 0.7949 \| 0.9849 \| 0.0 \| 0.8331 \| 0.9867 \| 0.9687 \| 0.7015 \| 0.9821 \| \| 0.0222 \| 8.27 \| 5440 \| 0.0738 \| 0.7398 \| 0.9058 \| 0.9477 \| nan \| 0.7953 \| 0.9902 \| 0.9520 \| 0.8048 \| 0.9867 \| 0.0 \| 0.7942 \| 0.9893 \| 0.9491 \| 0.7218 \| 0.9841 \| \| 0.0132 \| 8.3 \| 5460 \| 0.0795 \| 0.7245 \| 0.8809 \| 0.9397 \| nan \| 0.8018 \| 0.9899 \| 0.9413 \| 0.6926 \| 0.9789 \| 0.0 \| 0.7952 \| 0.9888 \| 0.9388 \| 0.6547 \| 0.9694 \| \| 0.0355 \| 8.33 \| 5480 \| 0.0859 \| 0.7433 \| 0.9053 \| 0.9673 \| nan \| 0.8011 \| 0.9880 \| 0.9845 \| 0.7767 \| 0.9762 \| 0.0 \| 0.7928 \| 0.9874 \| 0.9806 \| 0.7276 \| 0.9715 \| \| 0.0097 \| 8.36 \| 5500 \| 0.0681 \| 0.7349 \| 0.8926 \| 0.9621 \| nan \| 0.8594 \| 0.9904 \| 0.9700 \| 0.6720 \| 0.9712 \| 0.0 \| 0.8494 \| 0.9898 \| 0.9669 \| 0.6338 \| 0.9693 \| \| 0.0111 \| 8.39 \| 5520 \| 0.0756 \| 0.7338 \| 0.8931 \| 0.9594 \| nan \| 0.8183 \| 0.9905 \| 0.9689 \| 0.7073 \| 0.9804 \| 0.0 \| 0.8123 \| 0.9896 \| 0.9657 \| 0.6602 \| 0.9751 \| \| 0.01 \| 8.42 \| 5540 \| 0.0656 \| 0.7524 \| 0.9152 \| 0.9660 \| nan \| 0.8737 \| 0.9836 \| 0.9704 \| 0.7596 \| 0.9887 \| 0.0 \| 0.8638 \| 0.9835 \| 0.9674 \| 0.7172 \| 0.9824 \| \| 0.0119 \| 8.45 \| 5560 \| 0.0703 \| 0.7376 \| 0.8967 \| 0.9595 \| nan \| 0.8151 \| 0.9902 \| 0.9681 \| 0.7247 \| 0.9855 \| 0.0 \| 0.8097 \| 0.9899 \| 0.9633 \| 0.6810 \| 0.9820 \| \| 0.0697 \| 8.48 \| 5580 \| 0.0703 \| 0.7244 \| 0.8795 \| 0.9535 \| nan \| 0.8057 \| 0.9887 \| 0.9617 \| 0.6607 \| 0.9808 \| 0.0 \| 0.8027 \| 0.9884 \| 0.9577 \| 0.6191 \| 0.9782 \| \| 0.0159 \| 8.51 \| 5600 \| 0.0650 \| 0.7437 \| 0.9079 \| 0.9630 \| nan \| 0.8316 \| 0.9876 \| 0.9707 \| 0.7606 \| 0.9889 \| 0.0 \| 0.8283 \| 0.9872 \| 0.9672 \| 0.6933 \| 0.9865 \| \| 0.0138 \| 8.54 \| 5620 \| 0.0724 \| 0.7496 \| 0.9128 \| 0.9668 \| nan \| 0.8537 \| 0.9910 \| 0.9722 \| 0.7542 \| 0.9927 \| 0.0 \| 0.8525 \| 0.9892 \| 0.9683 \| 0.6982 \| 0.9893 \| \| 0.0504 \| 8.57 \| 5640 \| 0.0650 \| 0.7435 \| 0.9087 \| 0.9654 \| nan \| 0.8545 \| 0.9869 \| 0.9716 \| 0.7418 \| 0.9885 \| 0.0 \| 0.8508 \| 0.9855 \| 0.9687 \| 0.6696 \| 0.9866 \| \| 0.0043 \| 8.6 \| 5660 \| 0.0677 \| 0.7500 \| 0.9122 \| 0.9710 \| nan \| 0.8775 \| 0.9875 \| 0.9774 \| 0.7311 \| 0.9877 \| 0.0 \| 0.8741 \| 0.9873 \| 0.9738 \| 0.6788 \| 0.9860 \| \| 0.0717 \| 8.63 \| 5680 \| 0.0666 \| 0.7445 \| 0.9087 \| 0.9592 \| nan \| 0.8400 \| 0.9895 \| 0.9639 \| 0.7626 \| 0.9875 \| 0.0 \| 0.8369 \| 0.9884 \| 0.9612 \| 0.6946 \| 0.9857 \| \| 0.0314 \| 8.66 \| 5700 \| 0.0648 \| 0.7228 \| 0.8784 \| 0.9548 \| nan \| 0.8567 \| 0.9889 \| 0.9566 \| 0.6065 \| 0.9833 \| 0.0 \| 0.8541 \| 0.9875 \| 0.9543 \| 0.5593 \| 0.9814 \| \| 0.0205 \| 8.69 \| 5720 \| 0.0672 \| 0.7481 \| 0.9080 \| 0.9721 \| nan \| 0.8851 \| 0.9884 \| 0.9772 \| 0.6982 \| 0.9909 \| 0.0 \| 0.8840 \| 0.9878 \| 0.9732 \| 0.6561 \| 0.9878 \| \| 0.0329 \| 8.72 \| 5740 \| 0.0657 \| 0.7507 \| 0.9130 \| 0.9731 \| nan \| 0.8708 \| 0.9873 \| 0.9810 \| 0.7361 \| 0.9895 \| 0.0 \| 0.8690 \| 0.9871 \| 0.9766 \| 0.6845 \| 0.9873 \| \| 0.0854 \| 8.75 \| 5760 \| 0.0651 \| 0.7445 \| 0.9011 \| 0.9701 \| nan \| 0.8909 \| 0.9895 \| 0.9734 \| 0.6616 \| 0.9902 \| 0.0 \| 0.8880 \| 0.9892 \| 0.9705 \| 0.6318 \| 0.9876 \| \| 0.0074 \| 8.78 \| 5780 \| 0.0675 \| 0.7355 \| 0.8880 \| 0.9711 \| nan \| 0.8810 \| 0.9913 \| 0.9762 \| 0.6013 \| 0.9902 \| 0.0 \| 0.8793 \| 0.9907 \| 0.9724 \| 0.5837 \| 0.9867 \| \| 0.0183 \| 8.81 \| 5800 \| 0.0660 \| 0.7243 \| 0.8751 \| 0.9627 \| nan \| 0.8422 \| 0.9900 \| 0.9695 \| 0.5870 \| 0.9870 \| 0.0 \| 0.8396 \| 0.9891 \| 0.9663 \| 0.5673 \| 0.9836 \| \| 0.1138 \| 8.84 \| 5820 \| 0.0656 \| 0.7345 \| 0.8879 \| 0.9617 \| nan \| 0.8889 \| 0.9869 \| 0.9628 \| 0.6160 \| 0.9851 \| 0.0 \| 0.8860 \| 0.9864 \| 0.9597 \| 0.5922 \| 0.9827 \| \| 0.02 \| 8.88 \| 5840 \| 0.0682 \| 0.7414 \| 0.9007 \| 0.9603 \| nan \| 0.8486 \| 0.9894 \| 0.9648 \| 0.7143 \| 0.9867 \| 0.0 \| 0.8469 \| 0.9882 \| 0.9616 \| 0.6684 \| 0.9832 \| \| 0.0623 \| 8.91 \| 5860 \| 0.0706 \| 0.7276 \| 0.8838 \| 0.9481 \| nan \| 0.8353 \| 0.9859 \| 0.9489 \| 0.6641 \| 0.9849 \| 0.0 \| 0.8333 \| 0.9853 \| 0.9460 \| 0.6191 \| 0.9820 \| \| 0.01 \| 8.94 \| 5880 \| 0.0656 \| 0.7457 \| 0.9036 \| 0.9625 \| nan \| 0.8347 \| 0.9871 \| 0.9694 \| 0.7371 \| 0.9894 \| 0.0 \| 0.8334 \| 0.9865 \| 0.9654 \| 0.7036 \| 0.9854 \| \| 0.0128 \| 8.97 \| 5900 \| 0.0707 \| 0.7375 \| 0.8901 \| 0.9676 \| nan \| 0.8420 \| 0.9872 \| 0.9766 \| 0.6554 \| 0.9893 \| 0.0 \| 0.8405 \| 0.9866 \| 0.9728 \| 0.6420 \| 0.9829 \| \| 0.0239 \| 9.0 \| 5920 \| 0.0710 \| 0.7221 \| 0.8774 \| 0.9478 \| nan \| 0.8490 \| 0.9613 \| 0.9490 \| 0.6385 \| 0.9891 \| 0.0 \| 0.8443 \| 0.9610 \| 0.9438 \| 0.5989 \| 0.9847 \| \| 0.0094 \| 9.03 \| 5940 \| 0.0699 \| 0.7516 \| 0.9229 \| 0.9744 \| nan \| 0.8456 \| 0.9842 \| 0.9860 \| 0.8074 \| 0.9915 \| 0.0 \| 0.8423 \| 0.9837 \| 0.9821 \| 0.7136 \| 0.9879 \| \| 0.0513 \| 9.06 \| 5960 \| 0.0648 \| 0.7477 \| 0.9182 \| 0.9653 \| nan \| 0.8555 \| 0.9895 \| 0.9720 \| 0.7905 \| 0.9835 \| 0.0 \| 0.8518 \| 0.9879 \| 0.9687 \| 0.6954 \| 0.9823 \| \| 0.0625 \| 9.09 \| 5980 \| 0.0737 \| 0.7348 \| 0.8959 \| 0.9529 \| nan \| 0.8481 \| 0.9381 \| 0.9606 \| 0.7463 \| 0.9866 \| 0.0 \| 0.8471 \| 0.9376 \| 0.9502 \| 0.6897 \| 0.9844 \| \| 0.0106 \| 9.12 \| 6000 \| 0.0751 \| 0.7516 \| 0.9162 \| 0.9688 \| nan \| 0.8708 \| 0.9643 \| 0.9776 \| 0.7794 \| 0.9891 \| 0.0 \| 0.8686 \| 0.9638 \| 0.9700 \| 0.7207 \| 0.9868 \| \| 0.0067 \| 9.15 \| 6020 \| 0.0685 \| 0.7409 \| 0.9044 \| 0.9561 \| nan \| 0.8508 \| 0.9908 \| 0.9557 \| 0.7302 \| 0.9946 \| 0.0 \| 0.8479 \| 0.9871 \| 0.9535 \| 0.6719 \| 0.9850 \| \| 0.0326 \| 9.18 \| 6040 \| 0.0699 \| 0.7341 \| 0.8937 \| 0.9613 \| nan \| 0.8095 \| 0.9915 \| 0.9693 \| 0.7039 \| 0.9942 \| 0.0 \| 0.8075 \| 0.9906 \| 0.9665 \| 0.6540 \| 0.9863 \| \| 0.0068 \| 9.21 \| 6060 \| 0.0665 \| 0.7439 \| 0.9055 \| 0.9611 \| nan \| 0.8600 \| 0.9907 \| 0.9648 \| 0.7276 \| 0.9844 \| 0.0 \| 0.8577 \| 0.9902 \| 0.9616 \| 0.6722 \| 0.9820 \| \| 0.0672 \| 9.24 \| 6080 \| 0.0674 \| 0.7311 \| 0.8875 \| 0.9612 \| nan \| 0.8394 \| 0.9872 \| 0.9682 \| 0.6575 \| 0.9853 \| 0.0 \| 0.8374 \| 0.9869 \| 0.9648 \| 0.6147 \| 0.9829 \| \| 0.0284 \| 9.27 \| 6100 \| 0.0638 \| 0.7444 \| 0.9059 \| 0.9649 \| nan \| 0.8656 \| 0.9922 \| 0.9683 \| 0.7130 \| 0.9903 \| 0.0 \| 0.8635 \| 0.9906 \| 0.9651 \| 0.6600 \| 0.9869 \| \| 0.0446 \| 9.3 \| 6120 \| 0.0646 \| 0.7518 \| 0.9153 \| 0.9615 \| nan \| 0.8933 \| 0.9889 \| 0.9598 \| 0.7446 \| 0.9901 \| 0.0 \| 0.8906 \| 0.9880 \| 0.9572 \| 0.6894 \| 0.9859 \| \| 0.0484 \| 9.33 \| 6140 \| 0.0637 \| 0.7498 \| 0.9108 \| 0.9623 \| nan \| 0.8759 \| 0.9917 \| 0.9624 \| 0.7315 \| 0.9926 \| 0.0 \| 0.8731 \| 0.9903 \| 0.9600 \| 0.6894 \| 0.9859 \| \| 0.0297 \| 9.36 \| 6160 \| 0.0652 \| 0.7384 \| 0.8965 \| 0.9596 \| nan \| 0.8568 \| 0.9896 \| 0.9634 \| 0.6887 \| 0.9840 \| 0.0 \| 0.8544 \| 0.9884 \| 0.9604 \| 0.6459 \| 0.9812 \| \| 0.0097 \| 9.39 \| 6180 \| 0.0685 \| 0.7324 \| 0.8951 \| 0.9568 \| nan \| 0.8286 \| 0.9870 \| 0.9630 \| 0.7129 \| 0.9841 \| 0.0 \| 0.8254 \| 0.9847 \| 0.9606 \| 0.6427 \| 0.9811 \| \| 0.0439 \| 9.42 \| 6200 \| 0.0778 \| 0.7255 \| 0.8778 \| 0.9508 \| nan \| 0.7756 \| 0.9846 \| 0.9603 \| 0.6813 \| 0.9873 \| 0.0 \| 0.7722 \| 0.9806 \| 0.9574 \| 0.6599 \| 0.9831 \| \| 0.0451 \| 9.45 \| 6220 \| 0.0790 \| 0.7431 \| 0.8977 \| 0.9389 \| nan \| 0.8400 \| 0.9886 \| 0.9315 \| 0.7356 \| 0.9928 \| 0.0 \| 0.8368 \| 0.9865 \| 0.9291 \| 0.7183 \| 0.9879 \| \| 0.0146 \| 9.48 \| 6240 \| 0.0696 \| 0.7540 \| 0.9133 \| 0.9697 \| nan \| 0.8862 \| 0.9896 \| 0.9742 \| 0.7300 \| 0.9865 \| 0.0 \| 0.8834 \| 0.9880 \| 0.9697 \| 0.6986 \| 0.9845 \| \| 0.0464 \| 9.51 \| 6260 \| 0.0656 \| 0.7497 \| 0.9095 \| 0.9595 \| nan \| 0.8501 \| 0.9868 \| 0.9628 \| 0.7588 \| 0.9892 \| 0.0 \| 0.8477 \| 0.9851 \| 0.9596 \| 0.7191 \| 0.9865 \| \| 0.018 \| 9.54 \| 6280 \| 0.0712 \| 0.7526 \| 0.9109 \| 0.9654 \| nan \| 0.8467 \| 0.9885 \| 0.9718 \| 0.7567 \| 0.9908 \| 0.0 \| 0.8451 \| 0.9857 \| 0.9674 \| 0.7310 \| 0.9863 \| \| 0.0106 \| 9.57 \| 6300 \| 0.0646 \| 0.7477 \| 0.9062 \| 0.9616 \| nan \| 0.8357 \| 0.9867 \| 0.9676 \| 0.7496 \| 0.9913 \| 0.0 \| 0.8335 \| 0.9841 \| 0.9642 \| 0.7184 \| 0.9860 \| \| 0.0075 \| 9.6 \| 6320 \| 0.0671 \| 0.7301 \| 0.8861 \| 0.9549 \| nan \| 0.8150 \| 0.9904 \| 0.9604 \| 0.6759 \| 0.9886 \| 0.0 \| 0.8123 \| 0.9883 \| 0.9578 \| 0.6394 \| 0.9826 \| \| 0.0144 \| 9.64 \| 6340 \| 0.0607 \| 0.7632 \| 0.9267 \| 0.9626 \| nan \| 0.8801 \| 0.9896 \| 0.9620 \| 0.8081 \| 0.9938 \| 0.0 \| 0.8777 \| 0.9877 \| 0.9594 \| 0.7673 \| 0.9870 \| \| 0.0052 \| 9.67 \| 6360 \| 0.0676 \| 0.7435 \| 0.8995 \| 0.9445 \| nan \| 0.8020 \| 0.9766 \| 0.9473 \| 0.7809 \| 0.9906 \| 0.0 \| 0.8013 \| 0.9760 \| 0.9426 \| 0.7564 \| 0.9845 \| \| 0.1188 \| 9.7 \| 6380 \| 0.0631 \| 0.7640 \| 0.9294 \| 0.9644 \| nan \| 0.8511 \| 0.9884 \| 0.9697 \| 0.8478 \| 0.9899 \| 0.0 \| 0.8489 \| 0.9878 \| 0.9659 \| 0.7942 \| 0.9871 \| \| 0.0243 \| 9.73 \| 6400 \| 0.0621 \| 0.7645 \| 0.9280 \| 0.9653 \| nan \| 0.8629 \| 0.9886 \| 0.9701 \| 0.8309 \| 0.9873 \| 0.0 \| 0.8605 \| 0.9880 \| 0.9663 \| 0.7871 \| 0.9851 \| \| 0.0136 \| 9.76 \| 6420 \| 0.0597 \| 0.7609 \| 0.9231 \| 0.9670 \| nan \| 0.8627 \| 0.9859 \| 0.9725 \| 0.8045 \| 0.9900 \| 0.0 \| 0.8615 \| 0.9852 \| 0.9680 \| 0.7635 \| 0.9874 \| \| 0.0365 \| 9.79 \| 6440 \| 0.0621 \| 0.7586 \| 0.9203 \| 0.9716 \| nan \| 0.8800 \| 0.9803 \| 0.9788 \| 0.7746 \| 0.9876 \| 0.0 \| 0.8795 \| 0.9799 \| 0.9724 \| 0.7344 \| 0.9855 \| \| 0.0136 \| 9.82 \| 6460 \| 0.0645 \| 0.7547 \| 0.9207 \| 0.9571 \| nan \| 0.8698 \| 0.9786 \| 0.9598 \| 0.8146 \| 0.9806 \| 0.0 \| 0.8691 \| 0.9783 \| 0.9534 \| 0.7475 \| 0.9800 \| \| 0.0172 \| 9.85 \| 6480 \| 0.0642 \| 0.7594 \| 0.9308 \| 0.9651 \| nan \| 0.8397 \| 0.9837 \| 0.9728 \| 0.8681 \| 0.9897 \| 0.0 \| 0.8384 \| 0.9832 \| 0.9679 \| 0.7793 \| 0.9878 \| \| 0.0181 \| 9.88 \| 6500 \| 0.0646 \| 0.7405 \| 0.8984 \| 0.9521 \| nan \| 0.8292 \| 0.9889 \| 0.9536 \| 0.7294 \| 0.9907 \| 0.0 \| 0.8270 \| 0.9873 \| 0.9509 \| 0.6900 \| 0.9875 \| \| 0.0107 \| 9.91 \| 6520 \| 0.0623 \| 0.7499 \| 0.9074 \| 0.9582 \| nan \| 0.8654 \| 0.9892 \| 0.9586 \| 0.7348 \| 0.9892 \| 0.0 \| 0.8637 \| 0.9857 \| 0.9555 \| 0.7072 \| 0.9873 \| \| 0.0838 \| 9.94 \| 6540 \| 0.0692 \| 0.7429 \| 0.8997 \| 0.9643 \| nan \| 0.8217 \| 0.9886 \| 0.9752 \| 0.7292 \| 0.9839 \| 0.0 \| 0.8200 \| 0.9846 \| 0.9713 \| 0.6987 \| 0.9827 \| \| 0.0467 \| 9.97 \| 6560 \| 0.0645 \| 0.7583 \| 0.9160 \| 0.9708 \| nan \| 0.8424 \| 0.9912 \| 0.9803 \| 0.7761 \| 0.9900 \| 0.0 \| 0.8418 \| 0.9891 \| 0.9757 \| 0.7555 \| 0.9880 \| \| 0.0087 \| 10.0 \| 6580 \| 0.0616 \| 0.7494 \| 0.9045 \| 0.9597 \| nan \| 0.8822 \| 0.9910 \| 0.9583 \| 0.7006 \| 0.9903 \| 0.0 \| 0.8806 \| 0.9890 \| 0.9551 \| 0.6844 \| 0.9872 \| \| 0.0126 \| 10.03 \| 6600 \| 0.0612 \| 0.7561 \| 0.9149 \| 0.9691 \| nan \| 0.8814 \| 0.9892 \| 0.9727 \| 0.7395 \| 0.9918 \| 0.0 \| 0.8786 \| 0.9882 \| 0.9691 \| 0.7112 \| 0.9893 \| \| 0.0161 \| 10.06 \| 6620 \| 0.0661 \| 0.7549 \| 0.9155 \| 0.9713 \| nan \| 0.8664 \| 0.9896 \| 0.9784 \| 0.7536 \| 0.9897 \| 0.0 \| 0.8649 \| 0.9887 \| 0.9743 \| 0.7138 \| 0.9878 \| \| 0.0111 \| 10.09 \| 6640 \| 0.0678 \| 0.7461 \| 0.9004 \| 0.9550 \| nan \| 0.8370 \| 0.9897 \| 0.9567 \| 0.7270 \| 0.9917 \| 0.0 \| 0.8365 \| 0.9883 \| 0.9533 \| 0.7097 \| 0.9887 \| \| 0.0088 \| 10.12 \| 6660 \| 0.0668 \| 0.7621 \| 0.9189 \| 0.9697 \| nan \| 0.8699 \| 0.9885 \| 0.9751 \| 0.7695 \| 0.9915 \| 0.0 \| 0.8692 \| 0.9879 \| 0.9705 \| 0.7568 \| 0.9884 \| \| 0.0154 \| 10.15 \| 6680 \| 0.0668 \| 0.7559 \| 0.9119 \| 0.9669 \| nan \| 0.8406 \| 0.9893 \| 0.9752 \| 0.7655 \| 0.9887 \| 0.0 \| 0.8403 \| 0.9884 \| 0.9699 \| 0.7507 \| 0.9861 \| \| 0.015 \| 10.18 \| 6700 \| 0.0655 \| 0.7574 \| 0.9131 \| 0.9634 \| nan \| 0.8614 \| 0.9891 \| 0.9670 \| 0.7585 \| 0.9896 \| 0.0 \| 0.8602 \| 0.9886 \| 0.9631 \| 0.7455 \| 0.9870 \| \| 0.0476 \| 10.21 \| 6720 \| 0.0653 \| 0.7506 \| 0.9059 \| 0.9653 \| nan \| 0.8361 \| 0.9902 \| 0.9736 \| 0.7416 \| 0.9878 \| 0.0 \| 0.8353 \| 0.9892 \| 0.9691 \| 0.7245 \| 0.9857 \| \| 0.0039 \| 10.24 \| 6740 \| 0.0644 \| 0.7635 \| 0.9227 \| 0.9652 \| nan \| 0.8746 \| 0.9885 \| 0.9675 \| 0.7917 \| 0.9912 \| 0.0 \| 0.8732 \| 0.9879 \| 0.9638 \| 0.7680 \| 0.9878 \| \| 0.0155 \| 10.27 \| 6760 \| 0.0667 \| 0.7498 \| 0.9061 \| 0.9606 \| nan \| 0.8296 \| 0.9837 \| 0.9679 \| 0.7609 \| 0.9887 \| 0.0 \| 0.8289 \| 0.9833 \| 0.9624 \| 0.7378 \| 0.9861 \| \| 0.0106 \| 10.3 \| 6780 \| 0.0661 \| 0.7600 \| 0.9191 \| 0.9656 \| nan \| 0.8412 \| 0.9833 \| 0.9733 \| 0.8063 \| 0.9913 \| 0.0 \| 0.8393 \| 0.9830 \| 0.9692 \| 0.7812 \| 0.9870 \| \| 0.0109 \| 10.33 \| 6800 \| 0.0662 \| 0.7656 \| 0.9250 \| 0.9580 \| nan \| 0.8740 \| 0.9882 \| 0.9569 \| 0.8157 \| 0.9901 \| 0.0 \| 0.8712 \| 0.9875 \| 0.9540 \| 0.7943 \| 0.9866 \| \| 0.0127 \| 10.36 \| 6820 \| 0.0685 \| 0.7619 \| 0.9204 \| 0.9645 \| nan \| 0.8795 \| 0.9885 \| 0.9674 \| 0.7810 \| 0.9856 \| 0.0 \| 0.8782 \| 0.9880 \| 0.9628 \| 0.7588 \| 0.9834 \| \| 0.005 \| 10.4 \| 6840 \| 0.0712 \| 0.7623 \| 0.9221 \| 0.9524 \| nan \| 0.8759 \| 0.9883 \| 0.9469 \| 0.8048 \| 0.9945 \| 0.0 \| 0.8732 \| 0.9878 \| 0.9442 \| 0.7808 \| 0.9878 \| \| 0.0199 \| 10.43 \| 6860 \| 0.0677 \| 0.7718 \| 0.9375 \| 0.9690 \| nan \| 0.8814 \| 0.9869 \| 0.9721 \| 0.8541 \| 0.9929 \| 0.0 \| 0.8787 \| 0.9866 \| 0.9683 \| 0.8075 \| 0.9894 \| \| 0.06 \| 10.46 \| 6880 \| 0.0703 \| 0.7397 \| 0.8973 \| 0.9585 \| nan \| 0.8391 \| 0.9863 \| 0.9634 \| 0.7095 \| 0.9880 \| 0.0 \| 0.8365 \| 0.9860 \| 0.9604 \| 0.6708 \| 0.9845 \| \| 0.0159 \| 10.49 \| 6900 \| 0.0707 \| 0.7612 \| 0.9229 \| 0.9718 \| nan \| 0.8748 \| 0.9862 \| 0.9785 \| 0.7860 \| 0.9890 \| 0.0 \| 0.8731 \| 0.9859 \| 0.9746 \| 0.7475 \| 0.9861 \| \| 0.014 \| 10.52 \| 6920 \| 0.0650 \| 0.7555 \| 0.9151 \| 0.9638 \| nan \| 0.8886 \| 0.9839 \| 0.9650 \| 0.7495 \| 0.9885 \| 0.0 \| 0.8851 \| 0.9836 \| 0.9622 \| 0.7166 \| 0.9855 \| \| 0.0464 \| 10.55 \| 6940 \| 0.0638 \| 0.7583 \| 0.9184 \| 0.9678 \| nan \| 0.8821 \| 0.9915 \| 0.9711 \| 0.7595 \| 0.9880 \| 0.0 \| 0.8803 \| 0.9902 \| 0.9675 \| 0.7258 \| 0.9859 \| \| 0.0087 \| 10.58 \| 6960 \| 0.0680 \| 0.7439 \| 0.8987 \| 0.9543 \| nan \| 0.8910 \| 0.9883 \| 0.9505 \| 0.6781 \| 0.9856 \| 0.0 \| 0.8876 \| 0.9879 \| 0.9479 \| 0.6563 \| 0.9835 \| \| 0.006 \| 10.61 \| 6980 \| 0.0659 \| 0.7431 \| 0.8998 \| 0.9700 \| nan \| 0.9017 \| 0.9788 \| 0.9745 \| 0.6581 \| 0.9860 \| 0.0 \| 0.8985 \| 0.9785 \| 0.9693 \| 0.6284 \| 0.9836 \| \| 0.0118 \| 10.64 \| 7000 \| 0.0669 \| 0.7405 \| 0.9196 \| 0.9678 \| nan \| 0.8772 \| 0.9796 \| 0.9743 \| 0.7829 \| 0.9842 \| 0.0 \| 0.8748 \| 0.9790 \| 0.9689 \| 0.6377 \| 0.9823 \| \| 0.0287 \| 10.67 \| 7020 \| 0.0682 \| 0.7491 \| 0.9221 \| 0.9645 \| nan \| 0.8862 \| 0.9857 \| 0.9662 \| 0.7844 \| 0.9880 \| 0.0 \| 0.8837 \| 0.9851 \| 0.9625 \| 0.6778 \| 0.9854 \| \| 0.0166 \| 10.7 \| 7040 \| 0.0731 \| 0.7436 \| 0.9051 \| 0.9625 \| nan \| 0.8151 \| 0.9875 \| 0.9721 \| 0.7617 \| 0.9891 \| 0.0 \| 0.8143 \| 0.9869 \| 0.9679 \| 0.7099 \| 0.9825 \| \| 0.016 \| 10.73 \| 7060 \| 0.0991 \| 0.7256 \| 0.8784 \| 0.9280 \| nan \| 0.8064 \| 0.9897 \| 0.9210 \| 0.6889 \| 0.9858 \| 0.0 \| 0.8039 \| 0.9889 \| 0.9186 \| 0.6632 \| 0.9792 \| \| 0.0179 \| 10.76 \| 7080 \| 0.0692 \| 0.7550 \| 0.9164 \| 0.9693 \| nan \| 0.8462 \| 0.9901 \| 0.9780 \| 0.7786 \| 0.9889 \| 0.0 \| 0.8442 \| 0.9892 \| 0.9745 \| 0.7376 \| 0.9845 \| \| 0.0077 \| 10.79 \| 7100 \| 0.0670 \| 0.7596 \| 0.9206 \| 0.9602 \| nan \| 0.8918 \| 0.9866 \| 0.9585 \| 0.7768 \| 0.9891 \| 0.0 \| 0.8881 \| 0.9860 \| 0.9561 \| 0.7428 \| 0.9843 \| \| 0.0112 \| 10.82 \| 7120 \| 0.0693 \| 0.7644 \| 0.9251 \| 0.9636 \| nan \| 0.8650 \| 0.9903 \| 0.9676 \| 0.8171 \| 0.9852 \| 0.0 \| 0.8627 \| 0.9894 \| 0.9637 \| 0.7881 \| 0.9822 \| \| 0.0155 \| 10.85 \| 7140 \| 0.0699 \| 0.7529 \| 0.9152 \| 0.9600 \| nan \| 0.8590 \| 0.9885 \| 0.9612 \| 0.7741 \| 0.9930 \| 0.0 \| 0.8561 \| 0.9879 \| 0.9586 \| 0.7248 \| 0.9899 \| \| 0.0059 \| 10.88 \| 7160 \| 0.0705 \| 0.7589 \| 0.9240 \| 0.9607 \| nan \| 0.8536 \| 0.9883 \| 0.9634 \| 0.8234 \| 0.9912 \| 0.0 \| 0.8524 \| 0.9876 \| 0.9602 \| 0.7641 \| 0.9889 \| \| 0.028 \| 10.91 \| 7180 \| 0.0686 \| 0.7524 \| 0.9147 \| 0.9594 \| nan \| 0.8608 \| 0.9875 \| 0.9602 \| 0.7718 \| 0.9932 \| 0.0 \| 0.8594 \| 0.9871 \| 0.9572 \| 0.7210 \| 0.9894 \| \| 0.0815 \| 10.94 \| 7200 \| 0.0766 \| 0.7287 \| 0.8840 \| 0.9618 \| nan \| 0.8513 \| 0.9880 \| 0.9667 \| 0.6254 \| 0.9886 \| 0.0 \| 0.8498 \| 0.9877 \| 0.9622 \| 0.5872 \| 0.9853 \| \| 0.0813 \| 10.97 \| 7220 \| 0.0855 \| 0.7351 \| 0.8909 \| 0.9459 \| nan \| 0.8290 \| 0.9904 \| 0.9434 \| 0.6985 \| 0.9934 \| 0.0 \| 0.8273 \| 0.9895 \| 0.9408 \| 0.6647 \| 0.9882 \| \| 0.0117 \| 11.0 \| 7240 \| 0.0727 \| 0.7328 \| 0.8895 \| 0.9555 \| nan \| 0.8390 \| 0.9602 \| 0.9634 \| 0.7008 \| 0.9841 \| 0.0 \| 0.8377 \| 0.9600 \| 0.9558 \| 0.6605 \| 0.9828 \| \| 0.0168 \| 11.03 \| 7260 \| 0.0748 \| 0.7289 \| 0.8816 \| 0.9592 \| nan \| 0.8302 \| 0.9896 \| 0.9666 \| 0.6383 \| 0.9834 \| 0.0 \| 0.8290 \| 0.9889 \| 0.9623 \| 0.6122 \| 0.9813 \| \| 0.0097 \| 11.06 \| 7280 \| 0.0691 \| 0.7500 \| 0.9085 \| 0.9706 \| nan \| 0.8841 \| 0.9877 \| 0.9754 \| 0.7056 \| 0.9895 \| 0.0 \| 0.8815 \| 0.9871 \| 0.9722 \| 0.6738 \| 0.9856 \| \| 0.0101 \| 11.09 \| 7300 \| 0.0689 \| 0.7496 \| 0.9072 \| 0.9627 \| nan \| 0.8520 \| 0.9886 \| 0.9683 \| 0.7415 \| 0.9858 \| 0.0 \| 0.8504 \| 0.9875 \| 0.9643 \| 0.7128 \| 0.9825 \| \| 0.014 \| 11.12 \| 7320 \| 0.0714 \| 0.7501 \| 0.9080 \| 0.9535 \| nan \| 0.8442 \| 0.9873 \| 0.9542 \| 0.7641 \| 0.9900 \| 0.0 \| 0.8422 \| 0.9867 \| 0.9510 \| 0.7354 \| 0.9854 \| \| 0.0121 \| 11.16 \| 7340 \| 0.0661 \| 0.7504 \| 0.9090 \| 0.9602 \| nan \| 0.8403 \| 0.9875 \| 0.9644 \| 0.7606 \| 0.9923 \| 0.0 \| 0.8387 \| 0.9869 \| 0.9614 \| 0.7295 \| 0.9859 \| \| 0.0093 \| 11.19 \| 7360 \| 0.0644 \| 0.7460 \| 0.9029 \| 0.9564 \| nan \| 0.8555 \| 0.9889 \| 0.9575 \| 0.7241 \| 0.9883 \| 0.0 \| 0.8533 \| 0.9881 \| 0.9542 \| 0.6937 \| 0.9864 \| \| 0.0878 \| 11.22 \| 7380 \| 0.0650 \| 0.7491 \| 0.9127 \| 0.9586 \| nan \| 0.8538 \| 0.9907 \| 0.9599 \| 0.7672 \| 0.9917 \| 0.0 \| 0.8514 \| 0.9845 \| 0.9569 \| 0.7128 \| 0.9891 \| \| 0.0143 \| 11.25 \| 7400 \| 0.0641 \| 0.7577 \| 0.9251 \| 0.9683 \| nan \| 0.8780 \| 0.9907 \| 0.9717 \| 0.7941 \| 0.9907 \| 0.0 \| 0.8764 \| 0.9888 \| 0.9683 \| 0.7247 \| 0.9882 \| \| 0.0481 \| 11.28 \| 7420 \| 0.0676 \| 0.7634 \| 0.9317 \| 0.9571 \| nan \| 0.8657 \| 0.9907 \| 0.9570 \| 0.8589 \| 0.9863 \| 0.0 \| 0.8632 \| 0.9891 \| 0.9538 \| 0.7897 \| 0.9848 \| \| 0.008 \| 11.31 \| 7440 \| 0.0630 \| 0.7590 \| 0.9218 \| 0.9647 \| nan \| 0.8862 \| 0.9887 \| 0.9662 \| 0.7802 \| 0.9878 \| 0.0 \| 0.8839 \| 0.9882 \| 0.9629 \| 0.7331 \| 0.9859 \| \| 0.0058 \| 11.34 \| 7460 \| 0.0677 \| 0.7681 \| 0.9314 \| 0.9720 \| nan \| 0.8974 \| 0.9902 \| 0.9755 \| 0.8056 \| 0.9881 \| 0.0 \| 0.8951 \| 0.9890 \| 0.9719 \| 0.7668 \| 0.9857 \| \| 0.0471 \| 11.37 \| 7480 \| 0.0707 \| 0.7555 \| 0.9158 \| 0.9574 \| nan \| 0.8331 \| 0.9911 \| 0.9602 \| 0.8014 \| 0.9930 \| 0.0 \| 0.8313 \| 0.9873 \| 0.9574 \| 0.7697 \| 0.9876 \| \| 0.0135 \| 11.4 \| 7500 \| 0.0693 \| 0.7559 \| 0.9184 \| 0.9705 \| nan \| 0.8781 \| 0.9890 \| 0.9762 \| 0.7614 \| 0.9875 \| 0.0 \| 0.8761 \| 0.9874 \| 0.9718 \| 0.7142 \| 0.9856 \| \| 0.0391 \| 11.43 \| 7520 \| 0.0678 \| 0.7522 \| 0.9126 \| 0.9592 \| nan \| 0.8535 \| 0.9884 \| 0.9614 \| 0.7694 \| 0.9906 \| 0.0 \| 0.8516 \| 0.9866 \| 0.9579 \| 0.7298 \| 0.9875 \| \| 0.0065 \| 11.46 \| 7540 \| 0.0716 \| 0.7512 \| 0.9092 \| 0.9659 \| nan \| 0.8589 \| 0.9862 \| 0.9726 \| 0.7427 \| 0.9857 \| 0.0 \| 0.8576 \| 0.9855 \| 0.9674 \| 0.7126 \| 0.9841 \| \| 0.0092 \| 11.49 \| 7560 \| 0.0741 \| 0.7439 \| 0.9048 \| 0.9573 \| nan \| 0.8414 \| 0.9583 \| 0.9657 \| 0.7734 \| 0.9854 \| 0.0 \| 0.8400 \| 0.9577 \| 0.9579 \| 0.7241 \| 0.9838 \| \| 0.0385 \| 11.52 \| 7580 \| 0.0737 \| 0.7420 \| 0.9030 \| 0.9626 \| nan \| 0.8331 \| 0.9621 \| 0.9735 \| 0.7575 \| 0.9887 \| 0.0 \| 0.8315 \| 0.9610 \| 0.9658 \| 0.7076 \| 0.9863 \| \| 0.006 \| 11.55 \| 7600 \| 0.0711 \| 0.7432 \| 0.9018 \| 0.9550 \| nan \| 0.8607 \| 0.9605 \| 0.9582 \| 0.7397 \| 0.9898 \| 0.0 \| 0.8595 \| 0.9601 \| 0.9514 \| 0.7011 \| 0.9870 \| \| 0.0065 \| 11.58 \| 7620 \| 0.0711 \| 0.7464 \| 0.9063 \| 0.9564 \| nan \| 0.8332 \| 0.9820 \| 0.9601 \| 0.7635 \| 0.9928 \| 0.0 \| 0.8313 \| 0.9814 \| 0.9574 \| 0.7197 \| 0.9886 \| \| 0.006 \| 11.61 \| 7640 \| 0.0722 \| 0.7488 \| 0.9084 \| 0.9591 \| nan \| 0.8555 \| 0.9879 \| 0.9609 \| 0.7461 \| 0.9917 \| 0.0 \| 0.8467 \| 0.9872 \| 0.9590 \| 0.7121 \| 0.9879 \| \| 0.0081 \| 11.64 \| 7660 \| 0.0754 \| 0.7450 \| 0.9005 \| 0.9635 \| nan \| 0.8619 \| 0.9856 \| 0.9673 \| 0.6963 \| 0.9914 \| 0.0 \| 0.8596 \| 0.9850 \| 0.9641 \| 0.6736 \| 0.9875 \| \| 0.1254 \| 11.67 \| 7680 \| 0.0726 \| 0.7206 \| 0.8695 \| 0.9558 \| nan \| 0.8396 \| 0.9826 \| 0.9593 \| 0.5752 \| 0.9909 \| 0.0 \| 0.8371 \| 0.9822 \| 0.9564 \| 0.5630 \| 0.9849 \| \| 0.0137 \| 11.7 \| 7700 \| 0.0714 \| 0.7329 \| 0.8843 \| 0.9659 \| nan \| 0.8800 \| 0.9877 \| 0.9699 \| 0.5972 \| 0.9865 \| 0.0 \| 0.8763 \| 0.9871 \| 0.9669 \| 0.5834 \| 0.9836 \| \| 0.0141 \| 11.73 \| 7720 \| 0.0706 \| 0.7355 \| 0.8873 \| 0.9533 \| nan \| 0.8345 \| 0.9845 \| 0.9564 \| 0.6732 \| 0.9878 \| 0.0 \| 0.8317 \| 0.9842 \| 0.9537 \| 0.6578 \| 0.9853 \| \| 0.0274 \| 11.76 \| 7740 \| 0.0687 \| 0.7537 \| 0.9105 \| 0.9688 \| nan \| 0.8543 \| 0.9885 \| 0.9764 \| 0.7437 \| 0.9894 \| 0.0 \| 0.8520 \| 0.9877 \| 0.9735 \| 0.7219 \| 0.9871 \| \| 0.0046 \| 11.79 \| 7760 \| 0.0655 \| 0.7498 \| 0.9072 \| 0.9663 \| nan \| 0.8528 \| 0.9868 \| 0.9742 \| 0.7375 \| 0.9846 \| 0.0 \| 0.8512 \| 0.9862 \| 0.9701 \| 0.7078 \| 0.9835 \| \| 0.0076 \| 11.82 \| 7780 \| 0.0649 \| 0.7596 \| 0.9186 \| 0.9612 \| nan \| 0.8504 \| 0.9879 \| 0.9644 \| 0.7979 \| 0.9924 \| 0.0 \| 0.8483 \| 0.9874 \| 0.9610 \| 0.7736 \| 0.9870 \| \| 0.0075 \| 11.85 \| 7800 \| 0.0655 \| 0.7541 \| 0.9124 \| 0.9629 \| nan \| 0.8432 \| 0.9896 \| 0.9689 \| 0.7727 \| 0.9878 \| 0.0 \| 0.8417 \| 0.9888 \| 0.9646 \| 0.7451 \| 0.9845 \| \| 0.0275 \| 11.88 \| 7820 \| 0.0661 \| 0.7449 \| 0.8999 \| 0.9672 \| nan \| 0.8623 \| 0.9905 \| 0.9738 \| 0.6878 \| 0.9854 \| 0.0 \| 0.8602 \| 0.9899 \| 0.9698 \| 0.6664 \| 0.9831 \| \| 0.0159 \| 11.91 \| 7840 \| 0.0621 \| 0.7555 \| 0.9167 \| 0.9650 \| nan \| 0.8792 \| 0.9859 \| 0.9677 \| 0.7614 \| 0.9892 \| 0.0 \| 0.8754 \| 0.9856 \| 0.9647 \| 0.7201 \| 0.9869 \| \| 1.2278 \| 11.95 \| 7860 \| 0.0638 \| 0.7653 \| 0.9304 \| 0.9620 \| nan \| 0.8717 \| 0.9868 \| 0.9638 \| 0.8408 \| 0.9889 \| 0.0 \| 0.8678 \| 0.9864 \| 0.9612 \| 0.7898 \| 0.9867 \| \| 0.0139 \| 11.98 \| 7880 \| 0.0673 \| 0.7745 \| 0.9360 \| 0.9690 \| nan \| 0.8866 \| 0.9903 \| 0.9713 \| 0.8397 \| 0.9919 \| 0.0 \| 0.8838 \| 0.9894 \| 0.9685 \| 0.8155 \| 0.9896 \| \| 0.0418 \| 12.01 \| 7900 \| 0.0669 \| 0.7568 \| 0.9135 \| 0.9634 \| nan \| 0.8467 \| 0.9886 \| 0.9675 \| 0.7693 \| 0.9952 \| 0.0 \| 0.8443 \| 0.9881 \| 0.9648 \| 0.7548 \| 0.9887 \| \| 0.0657 \| 12.04 \| 7920 \| 0.0612 \| 0.7545 \| 0.9150 \| 0.9639 \| nan \| 0.8656 \| 0.9892 \| 0.9663 \| 0.7608 \| 0.9928 \| 0.0 \| 0.8612 \| 0.9889 \| 0.9638 \| 0.7236 \| 0.9893 \| \| 0.0149 \| 12.07 \| 7940 \| 0.0640 \| 0.7596 \| 0.9200 \| 0.9584 \| nan \| 0.8544 \| 0.9892 \| 0.9595 \| 0.8054 \| 0.9916 \| 0.0 \| 0.8525 \| 0.9887 \| 0.9566 \| 0.7724 \| 0.9874 \| \| 0.0114 \| 12.1 \| 7960 \| 0.0628 \| 0.7508 \| 0.9140 \| 0.9693 \| nan \| 0.8899 \| 0.9899 \| 0.9718 \| 0.7270 \| 0.9916 \| 0.0 \| 0.8870 \| 0.9894 \| 0.9684 \| 0.6715 \| 0.9887 \| \| 0.0084 \| 12.13 \| 7980 \| 0.0671 \| 0.7358 \| 0.8921 \| 0.9639 \| nan \| 0.8671 \| 0.9868 \| 0.9672 \| 0.6480 \| 0.9913 \| 0.0 \| 0.8650 \| 0.9863 \| 0.9642 \| 0.6115 \| 0.9880 \| \| 0.0147 \| 12.16 \| 8000 \| 0.0677 \| 0.7496 \| 0.9077 \| 0.9642 \| nan \| 0.8920 \| 0.9878 \| 0.9645 \| 0.7046 \| 0.9898 \| 0.0 \| 0.8893 \| 0.9872 \| 0.9614 \| 0.6724 \| 0.9876 \| \| 0.0786 \| 12.19 \| 8020 \| 0.0700 \| 0.7516 \| 0.9093 \| 0.9585 \| nan \| 0.8695 \| 0.9901 \| 0.9579 \| 0.7374 \| 0.9915 \| 0.0 \| 0.8670 \| 0.9895 \| 0.9552 \| 0.7097 \| 0.9880 \| \| 0.0638 \| 12.22 \| 8040 \| 0.0689 \| 0.7496 \| 0.9067 \| 0.9693 \| nan \| 0.8671 \| 0.9897 \| 0.9753 \| 0.7118 \| 0.9896 \| 0.0 \| 0.8653 \| 0.9893 \| 0.9710 \| 0.6855 \| 0.9863 \| \| 0.0181 \| 12.25 \| 8060 \| 0.0640 \| 0.7660 \| 0.9297 \| 0.9681 \| nan \| 0.8746 \| 0.9856 \| 0.9722 \| 0.8242 \| 0.9917 \| 0.0 \| 0.8720 \| 0.9854 \| 0.9688 \| 0.7823 \| 0.9876 \| \| 0.0316 \| 12.28 \| 8080 \| 0.0644 \| 0.7596 \| 0.9273 \| 0.9595 \| nan \| 0.8949 \| 0.9906 \| 0.9568 \| 0.8063 \| 0.9877 \| 0.0 \| 0.8906 \| 0.9902 \| 0.9540 \| 0.7380 \| 0.9848 \| \| 0.0173 \| 12.31 \| 8100 \| 0.0655 \| 0.7377 \| 0.8957 \| 0.9589 \| nan \| 0.8554 \| 0.9877 \| 0.9630 \| 0.6890 \| 0.9831 \| 0.0 \| 0.8539 \| 0.9875 \| 0.9596 \| 0.6440 \| 0.9810 \| \| 0.1049 \| 12.34 \| 8120 \| 0.0653 \| 0.7627 \| 0.9262 \| 0.9713 \| nan \| 0.8778 \| 0.9906 \| 0.9766 \| 0.7964 \| 0.9898 \| 0.0 \| 0.8760 \| 0.9901 \| 0.9730 \| 0.7497 \| 0.9872 \| \| 0.0211 \| 12.37 \| 8140 \| 0.0638 \| 0.7591 \| 0.9170 \| 0.9601 \| nan \| 0.8882 \| 0.9889 \| 0.9572 \| 0.7565 \| 0.9943 \| 0.0 \| 0.8860 \| 0.9879 \| 0.9549 \| 0.7386 \| 0.9874 \| \| 0.0749 \| 12.4 \| 8160 \| 0.0640 \| 0.7554 \| 0.9124 \| 0.9671 \| nan \| 0.8627 \| 0.9910 \| 0.9707 \| 0.7418 \| 0.9957 \| 0.0 \| 0.8614 \| 0.9900 \| 0.9674 \| 0.7246 \| 0.9890 \| \| 0.0148 \| 12.43 \| 8180 \| 0.0696 \| 0.7515 \| 0.9120 \| 0.9521 \| nan \| 0.8691 \| 0.9909 \| 0.9477 \| 0.7600 \| 0.9924 \| 0.0 \| 0.8666 \| 0.9903 \| 0.9454 \| 0.7180 \| 0.9888 \| \| 0.0465 \| 12.46 \| 8200 \| 0.0715 \| 0.7681 \| 0.9361 \| 0.9726 \| nan \| 0.8943 \| 0.9900 \| 0.9760 \| 0.8288 \| 0.9914 \| 0.0 \| 0.8929 \| 0.9894 \| 0.9718 \| 0.7663 \| 0.9884 \| \| 0.0397 \| 12.49 \| 8220 \| 0.0734 \| 0.7684 \| 0.9332 \| 0.9563 \| nan \| 0.8833 \| 0.9878 \| 0.9526 \| 0.8504 \| 0.9919 \| 0.0 \| 0.8814 \| 0.9857 \| 0.9498 \| 0.8055 \| 0.9877 \| \| 0.0182 \| 12.52 \| 8240 \| 0.0778 \| 0.7610 \| 0.9224 \| 0.9593 \| nan \| 0.8673 \| 0.9740 \| 0.9616 \| 0.8183 \| 0.9907 \| 0.0 \| 0.8659 \| 0.9737 \| 0.9560 \| 0.7827 \| 0.9874 \| \| 0.0419 \| 12.55 \| 8260 \| 0.0714 \| 0.7573 \| 0.9185 \| 0.9638 \| nan \| 0.8873 \| 0.9890 \| 0.9639 \| 0.7616 \| 0.9907 \| 0.0 \| 0.8850 \| 0.9886 \| 0.9608 \| 0.7218 \| 0.9873 \| \| 0.0078 \| 12.58 \| 8280 \| 0.0729 \| 0.7498 \| 0.9086 \| 0.9540 \| nan \| 0.8498 \| 0.9900 \| 0.9533 \| 0.7575 \| 0.9924 \| 0.0 \| 0.8473 \| 0.9892 \| 0.9509 \| 0.7240 \| 0.9873 \| \| 0.0078 \| 12.61 \| 8300 \| 0.0729 \| 0.7606 \| 0.9216 \| 0.9663 \| nan \| 0.8691 \| 0.9909 \| 0.9695 \| 0.7862 \| 0.9922 \| 0.0 \| 0.8681 \| 0.9902 \| 0.9653 \| 0.7520 \| 0.9881 \| \| 0.0058 \| 12.64 \| 8320 \| 0.0660 \| 0.7532 \| 0.9109 \| 0.9647 \| nan \| 0.8809 \| 0.9881 \| 0.9668 \| 0.7294 \| 0.9892 \| 0.0 \| 0.8798 \| 0.9877 \| 0.9628 \| 0.7023 \| 0.9865 \| \| 0.0084 \| 12.67 \| 8340 \| 0.0644 \| 0.7463 \| 0.9021 \| 0.9685 \| nan \| 0.8781 \| 0.9897 \| 0.9722 \| 0.6787 \| 0.9921 \| 0.0 \| 0.8763 \| 0.9893 \| 0.9684 \| 0.6546 \| 0.9893 \| \| 0.0183 \| 12.71 \| 8360 \| 0.0700 \| 0.7411 \| 0.8966 \| 0.9620 \| nan \| 0.8794 \| 0.9860 \| 0.9617 \| 0.6607 \| 0.9954 \| 0.0 \| 0.8767 \| 0.9857 \| 0.9588 \| 0.6386 \| 0.9871 \| \| 0.0057 \| 12.74 \| 8380 \| 0.0758 \| 0.7345 \| 0.8886 \| 0.9525 \| nan \| 0.8612 \| 0.9884 \| 0.9492 \| 0.6487 \| 0.9954 \| 0.0 \| 0.8587 \| 0.9881 \| 0.9466 \| 0.6270 \| 0.9867 \| \| 0.0163 \| 12.77 \| 8400 \| 0.0705 \| 0.7382 \| 0.8926 \| 0.9630 \| nan \| 0.8541 \| 0.9906 \| 0.9673 \| 0.6609 \| 0.9900 \| 0.0 \| 0.8522 \| 0.9901 \| 0.9632 \| 0.6359 \| 0.9881 \| \| 0.0647 \| 12.8 \| 8420 \| 0.0663 \| 0.7454 \| 0.9016 \| 0.9636 \| nan \| 0.8724 \| 0.9886 \| 0.9658 \| 0.6903 \| 0.9908 \| 0.0 \| 0.8703 \| 0.9882 \| 0.9621 \| 0.6632 \| 0.9885 \| \| 0.0701 \| 12.83 \| 8440 \| 0.0681 \| 0.7485 \| 0.9051 \| 0.9611 \| nan \| 0.8382 \| 0.9892 \| 0.9658 \| 0.7399 \| 0.9923 \| 0.0 \| 0.8364 \| 0.9887 \| 0.9623 \| 0.7148 \| 0.9889 \| \| 0.0083 \| 12.86 \| 8460 \| 0.0707 \| 0.7657 \| 0.9277 \| 0.9652 \| nan \| 0.8375 \| 0.9885 \| 0.9719 \| 0.8481 \| 0.9925 \| 0.0 \| 0.8366 \| 0.9880 \| 0.9661 \| 0.8151 \| 0.9883 \| \| 0.0603 \| 12.89 \| 8480 \| 0.0695 \| 0.7677 \| 0.9315 \| 0.9558 \| nan \| 0.8471 \| 0.9876 \| 0.9573 \| 0.8766 \| 0.9888 \| 0.0 \| 0.8449 \| 0.9869 \| 0.9535 \| 0.8351 \| 0.9859 \| \| 0.009 \| 12.92 \| 8500 \| 0.0678 \| 0.7717 \| 0.9357 \| 0.9672 \| nan \| 0.8729 \| 0.9888 \| 0.9711 \| 0.8563 \| 0.9895 \| 0.0 \| 0.8709 \| 0.9884 \| 0.9666 \| 0.8171 \| 0.9872 \| \| 0.0161 \| 12.95 \| 8520 \| 0.0721 \| 0.7593 \| 0.9230 \| 0.9513 \| nan \| 0.8642 \| 0.9856 \| 0.9485 \| 0.8278 \| 0.9893 \| 0.0 \| 0.8611 \| 0.9849 \| 0.9451 \| 0.7784 \| 0.9866 \| \| 0.0347 \| 12.98 \| 8540 \| 0.0720 \| 0.7473 \| 0.9050 \| 0.9580 \| nan \| 0.8355 \| 0.9915 \| 0.9617 \| 0.7464 \| 0.9900 \| 0.0 \| 0.8331 \| 0.9899 \| 0.9586 \| 0.7160 \| 0.9864 \| \| 0.0677 \| 13.01 \| 8560 \| 0.0651 \| 0.7468 \| 0.9065 \| 0.9569 \| nan \| 0.8572 \| 0.9912 \| 0.9569 \| 0.7355 \| 0.9914 \| 0.0 \| 0.8535 \| 0.9894 \| 0.9548 \| 0.6961 \| 0.9869 \| \| 0.0078 \| 13.04 \| 8580 \| 0.0655 \| 0.7556 \| 0.9182 \| 0.9645 \| nan \| 0.8675 \| 0.9914 \| 0.9673 \| 0.7748 \| 0.9903 \| 0.0 \| 0.8646 \| 0.9903 \| 0.9640 \| 0.7277 \| 0.9870 \| \| 0.0096 \| 13.07 \| 8600 \| 0.0682 \| 0.7598 \| 0.9220 \| 0.9570 \| nan \| 0.8416 \| 0.9866 \| 0.9597 \| 0.8314 \| 0.9906 \| 0.0 \| 0.8400 \| 0.9858 \| 0.9565 \| 0.7895 \| 0.9869 \| \| 0.0522 \| 13.1 \| 8620 \| 0.0675 \| 0.7577 \| 0.9203 \| 0.9521 \| nan \| 0.8626 \| 0.9884 \| 0.9495 \| 0.8115 \| 0.9893 \| 0.0 \| 0.8602 \| 0.9854 \| 0.9470 \| 0.7679 \| 0.9858 \| \| 0.0203 \| 13.13 \| 8640 \| 0.0656 \| 0.7606 \| 0.9247 \| 0.9638 \| nan \| 0.8703 \| 0.9880 \| 0.9645 \| 0.8036 \| 0.9974 \| 0.0 \| 0.8677 \| 0.9853 \| 0.9621 \| 0.7625 \| 0.9860 \| \| 0.0034 \| 13.16 \| 8660 \| 0.0643 \| 0.7579 \| 0.9202 \| 0.9651 \| nan \| 0.8584 \| 0.9855 \| 0.9703 \| 0.7973 \| 0.9897 \| 0.0 \| 0.8564 \| 0.9844 \| 0.9669 \| 0.7529 \| 0.9869 \| \| 0.0106 \| 13.19 \| 8680 \| 0.0635 \| 0.7680 \| 0.9328 \| 0.9673 \| nan \| 0.8806 \| 0.9906 \| 0.9693 \| 0.8315 \| 0.9922 \| 0.0 \| 0.8788 \| 0.9893 \| 0.9660 \| 0.7874 \| 0.9864 \| \| 0.0035 \| 13.22 \| 8700 \| 0.0704 \| 0.7616 \| 0.9273 \| 0.9524 \| nan \| 0.8642 \| 0.9877 \| 0.9492 \| 0.8438 \| 0.9917 \| 0.0 \| 0.8611 \| 0.9870 \| 0.9469 \| 0.7886 \| 0.9862 \| \| 0.0135 \| 13.25 \| 8720 \| 0.0685 \| 0.7727 \| 0.9389 \| 0.9718 \| nan \| 0.8890 \| 0.9906 \| 0.9754 \| 0.8485 \| 0.9913 \| 0.0 \| 0.8853 \| 0.9898 \| 0.9727 \| 0.7995 \| 0.9888 \| \| 0.0183 \| 13.28 \| 8740 \| 0.0655 \| 0.7527 \| 0.9109 \| 0.9511 \| nan \| 0.8842 \| 0.9889 \| 0.9442 \| 0.7440 \| 0.9933 \| 0.0 \| 0.8820 \| 0.9881 \| 0.9422 \| 0.7163 \| 0.9875 \| \| 0.0098 \| 13.31 \| 8760 \| 0.0664 \| 0.7545 \| 0.9130 \| 0.9625 \| nan \| 0.8673 \| 0.9886 \| 0.9638 \| 0.7515 \| 0.9937 \| 0.0 \| 0.8661 \| 0.9879 \| 0.9607 \| 0.7230 \| 0.9893 \| \| 0.0417 \| 13.34 \| 8780 \| 0.0649 \| 0.7607 \| 0.9226 \| 0.9691 \| nan \| 0.8773 \| 0.9906 \| 0.9722 \| 0.7788 \| 0.9942 \| 0.0 \| 0.8751 \| 0.9894 \| 0.9697 \| 0.7406 \| 0.9897 \| \| 0.0186 \| 13.37 \| 8800 \| 0.0741 \| 0.7470 \| 0.9051 \| 0.9575 \| nan \| 0.8645 \| 0.9869 \| 0.9574 \| 0.7253 \| 0.9916 \| 0.0 \| 0.8626 \| 0.9865 \| 0.9547 \| 0.6894 \| 0.9889 \| \| 0.0241 \| 13.4 \| 8820 \| 0.0723 \| 0.7586 \| 0.9194 \| 0.9649 \| nan \| 0.8569 \| 0.9892 \| 0.9688 \| 0.7888 \| 0.9933 \| 0.0 \| 0.8550 \| 0.9886 \| 0.9657 \| 0.7522 \| 0.9899 \| \| 0.0036 \| 13.43 \| 8840 \| 0.0656 \| 0.7738 \| 0.9401 \| 0.9644 \| nan \| 0.8866 \| 0.9894 \| 0.9643 \| 0.8686 \| 0.9917 \| 0.0 \| 0.8850 \| 0.9889 \| 0.9607 \| 0.8192 \| 0.9888 \| \| 0.0208 \| 13.47 \| 8860 \| 0.0689 \| 0.7734 \| 0.9405 \| 0.9708 \| nan \| 0.8573 \| 0.9895 \| 0.9776 \| 0.8855 \| 0.9927 \| 0.0 \| 0.8563 \| 0.9889 \| 0.9729 \| 0.8326 \| 0.9899 \| \| 0.1381 \| 13.5 \| 8880 \| 0.0661 \| 0.7601 \| 0.9220 \| 0.9578 \| nan \| 0.8688 \| 0.9895 \| 0.9569 \| 0.8040 \| 0.9908 \| 0.0 \| 0.8666 \| 0.9888 \| 0.9542 \| 0.7626 \| 0.9881 \| \| 0.0096 \| 13.53 \| 8900 \| 0.0678 \| 0.7544 \| 0.9139 \| 0.9601 \| nan \| 0.8426 \| 0.9891 \| 0.9641 \| 0.7837 \| 0.9902 \| 0.0 \| 0.8403 \| 0.9885 \| 0.9614 \| 0.7489 \| 0.9874 \| \| 0.0087 \| 13.56 \| 8920 \| 0.0705 \| 0.7484 \| 0.9079 \| 0.9558 \| nan \| 0.8824 \| 0.9900 \| 0.9521 \| 0.7235 \| 0.9915 \| 0.0 \| 0.8785 \| 0.9891 \| 0.9509 \| 0.6841 \| 0.9876 \| \| 0.0166 \| 13.59 \| 8940 \| 0.0718 \| 0.7452 \| 0.9026 \| 0.9573 \| nan \| 0.8212 \| 0.9880 \| 0.9633 \| 0.7516 \| 0.9889 \| 0.0 \| 0.8187 \| 0.9871 \| 0.9613 \| 0.7177 \| 0.9863 \| \| 0.0084 \| 13.62 \| 8960 \| 0.0722 \| 0.7717 \| 0.9336 \| 0.9715 \| nan \| 0.8808 \| 0.9869 \| 0.9769 \| 0.8337 \| 0.9899 \| 0.0 \| 0.8787 \| 0.9864 \| 0.9732 \| 0.8049 \| 0.9871 \| \| 0.0139 \| 13.65 \| 8980 \| 0.0653 \| 0.7558 \| 0.9143 \| 0.9589 \| nan \| 0.8590 \| 0.9867 \| 0.9605 \| 0.7751 \| 0.9903 \| 0.0 \| 0.8566 \| 0.9861 \| 0.9580 \| 0.7468 \| 0.9871 \| \| 0.0024 \| 13.68 \| 9000 \| 0.0668 \| 0.7404 \| 0.8947 \| 0.9665 \| nan \| 0.8611 \| 0.9892 \| 0.9722 \| 0.6620 \| 0.9891 \| 0.0 \| 0.8588 \| 0.9888 \| 0.9682 \| 0.6404 \| 0.9864 \| \| 0.0137 \| 13.71 \| 9020 \| 0.0661 \| 0.7712 \| 0.9376 \| 0.9617 \| nan \| 0.8569 \| 0.9871 \| 0.9645 \| 0.8885 \| 0.9910 \| 0.0 \| 0.8548 \| 0.9867 \| 0.9610 \| 0.8358 \| 0.9888 \| \| 0.011 \| 13.74 \| 9040 \| 0.0662 \| 0.7714 \| 0.9385 \| 0.9641 \| nan \| 0.8533 \| 0.9887 \| 0.9684 \| 0.8912 \| 0.9908 \| 0.0 \| 0.8512 \| 0.9882 \| 0.9647 \| 0.8353 \| 0.9888 \| \| 0.0051 \| 13.77 \| 9060 \| 0.0692 \| 0.7740 \| 0.9399 \| 0.9640 \| nan \| 0.8602 \| 0.9902 \| 0.9668 \| 0.8898 \| 0.9924 \| 0.0 \| 0.8583 \| 0.9895 \| 0.9633 \| 0.8431 \| 0.9896 \| \| 0.0205 \| 13.8 \| 9080 \| 0.0722 \| 0.7683 \| 0.9329 \| 0.9624 \| nan \| 0.8312 \| 0.9887 \| 0.9689 \| 0.8852 \| 0.9905 \| 0.0 \| 0.8291 \| 0.9882 \| 0.9652 \| 0.8394 \| 0.9880 \| \| 0.0539 \| 13.83 \| 9100 \| 0.0680 \| 0.7709 \| 0.9371 \| 0.9561 \| nan \| 0.8656 \| 0.9889 \| 0.9540 \| 0.8841 \| 0.9931 \| 0.0 \| 0.8622 \| 0.9882 \| 0.9518 \| 0.8343 \| 0.9890 \| \| 0.008 \| 13.86 \| 9120 \| 0.0695 \| 0.7764 \| 0.9415 \| 0.9682 \| nan \| 0.8877 \| 0.9893 \| 0.9699 \| 0.8689 \| 0.9917 \| 0.0 \| 0.8860 \| 0.9887 \| 0.9663 \| 0.8285 \| 0.9890 \| \| 0.0497 \| 13.89 \| 9140 \| 0.0680 \| 0.7707 \| 0.9341 \| 0.9650 \| nan \| 0.8737 \| 0.9857 \| 0.9673 \| 0.8514 \| 0.9922 \| 0.0 \| 0.8717 \| 0.9853 \| 0.9642 \| 0.8141 \| 0.9890 \| \| 0.137 \| 13.92 \| 9160 \| 0.0661 \| 0.7708 \| 0.9373 \| 0.9634 \| nan \| 0.8703 \| 0.9879 \| 0.9651 \| 0.8716 \| 0.9918 \| 0.0 \| 0.8673 \| 0.9871 \| 0.9622 \| 0.8189 \| 0.9891 \| \| 0.0151 \| 13.95 \| 9180 \| 0.0680 \| 0.7653 \| 0.9272 \| 0.9581 \| nan \| 0.8647 \| 0.9886 \| 0.9574 \| 0.8324 \| 0.9929 \| 0.0 \| 0.8621 \| 0.9877 \| 0.9548 \| 0.7974 \| 0.9895 \| \| 0.0073 \| 13.98 \| 9200 \| 0.0697 \| 0.7721 \| 0.9351 \| 0.9608 \| nan \| 0.8841 \| 0.9877 \| 0.9596 \| 0.8533 \| 0.9909 \| 0.0 \| 0.8815 \| 0.9870 \| 0.9565 \| 0.8191 \| 0.9882 \| \| 0.0283 \| 14.01 \| 9220 \| 0.0717 \| 0.7655 \| 0.9282 \| 0.9527 \| nan \| 0.8607 \| 0.9898 \| 0.9500 \| 0.8495 \| 0.9911 \| 0.0 \| 0.8574 \| 0.9849 \| 0.9481 \| 0.8152 \| 0.9877 \| \| 0.0113 \| 14.04 \| 9240 \| 0.0701 \| 0.7642 \| 0.9255 \| 0.9590 \| nan \| 0.8475 \| 0.9855 \| 0.9621 \| 0.8418 \| 0.9905 \| 0.0 \| 0.8453 \| 0.9840 \| 0.9594 \| 0.8095 \| 0.9873 \| \| 0.014 \| 14.07 \| 9260 \| 0.0694 \| 0.7660 \| 0.9272 \| 0.9559 \| nan \| 0.8744 \| 0.9873 \| 0.9544 \| 0.8328 \| 0.9870 \| 0.0 \| 0.8724 \| 0.9869 \| 0.9517 \| 0.7997 \| 0.9851 \| \| 0.0111 \| 14.1 \| 9280 \| 0.0693 \| 0.7672 \| 0.9269 \| 0.9567 \| nan \| 0.8767 \| 0.9891 \| 0.9544 \| 0.8244 \| 0.9898 \| 0.0 \| 0.8753 \| 0.9885 \| 0.9513 \| 0.8004 \| 0.9875 \| \| 0.0052 \| 14.13 \| 9300 \| 0.0922 \| 0.7648 \| 0.9287 \| 0.9521 \| nan \| 0.8599 \| 0.9884 \| 0.9493 \| 0.8553 \| 0.9906 \| 0.0 \| 0.8571 \| 0.9877 \| 0.9468 \| 0.8090 \| 0.9882 \| \| 0.02 \| 14.16 \| 9320 \| 0.0797 \| 0.7683 \| 0.9321 \| 0.9583 \| nan \| 0.8706 \| 0.9876 \| 0.9572 \| 0.8530 \| 0.9922 \| 0.0 \| 0.8681 \| 0.9870 \| 0.9546 \| 0.8107 \| 0.9892 \| \| 0.0255 \| 14.19 \| 9340 \| 0.0747 \| 0.7673 \| 0.9330 \| 0.9545 \| nan \| 0.8749 \| 0.9889 \| 0.9503 \| 0.8576 \| 0.9933 \| 0.0 \| 0.8725 \| 0.9882 \| 0.9476 \| 0.8056 \| 0.9901 \| \| 0.0086 \| 14.22 \| 9360 \| 0.0715 \| 0.7692 \| 0.9350 \| 0.9667 \| nan \| 0.8565 \| 0.9892 \| 0.9717 \| 0.8657 \| 0.9919 \| 0.0 \| 0.8545 \| 0.9882 \| 0.9682 \| 0.8149 \| 0.9895 \| \| 0.0176 \| 14.26 \| 9380 \| 0.0700 \| 0.7679 \| 0.9328 \| 0.9612 \| nan \| 0.8660 \| 0.9866 \| 0.9624 \| 0.8569 \| 0.9922 \| 0.0 \| 0.8632 \| 0.9856 \| 0.9595 \| 0.8100 \| 0.9894 \| \| 0.0573 \| 14.29 \| 9400 \| 0.0697 \| 0.7644 \| 0.9285 \| 0.9589 \| nan \| 0.8414 \| 0.9899 \| 0.9618 \| 0.8582 \| 0.9914 \| 0.0 \| 0.8390 \| 0.9888 \| 0.9587 \| 0.8113 \| 0.9888 \| \| 0.0173 \| 14.32 \| 9420 \| 0.0692 \| 0.7661 \| 0.9312 \| 0.9631 \| nan \| 0.8511 \| 0.9899 \| 0.9683 \| 0.8603 \| 0.9863 \| 0.0 \| 0.8494 \| 0.9890 \| 0.9643 \| 0.8094 \| 0.9847 \| \| 0.0125 \| 14.35 \| 9440 \| 0.0727 \| 0.7667 \| 0.9320 \| 0.9565 \| nan \| 0.8573 \| 0.9885 \| 0.9562 \| 0.8664 \| 0.9915 \| 0.0 \| 0.8539 \| 0.9878 \| 0.9537 \| 0.8158 \| 0.9891 \| \| 0.01 \| 14.38 \| 9460 \| 0.0720 \| 0.7705 \| 0.9317 \| 0.9635 \| nan \| 0.8930 \| 0.9891 \| 0.9628 \| 0.8241 \| 0.9895 \| 0.0 \| 0.8893 \| 0.9886 \| 0.9597 \| 0.7983 \| 0.9873 \| \| 0.0101 \| 14.41 \| 9480 \| 0.0766 \| 0.7568 \| 0.9146 \| 0.9552 \| nan \| 0.8439 \| 0.9891 \| 0.9565 \| 0.7938 \| 0.9898 \| 0.0 \| 0.8416 \| 0.9885 \| 0.9531 \| 0.7706 \| 0.9870 \| \| 0.0306 \| 14.44 \| 9500 \| 0.0730 \| 0.7626 \| 0.9219 \| 0.9624 \| nan \| 0.8635 \| 0.9883 \| 0.9651 \| 0.8029 \| 0.9899 \| 0.0 \| 0.8617 \| 0.9878 \| 0.9613 \| 0.7776 \| 0.9871 \| \| 0.0145 \| 14.47 \| 9520 \| 0.0683 \| 0.7698 \| 0.9366 \| 0.9645 \| nan \| 0.8758 \| 0.9894 \| 0.9662 \| 0.8612 \| 0.9903 \| 0.0 \| 0.8737 \| 0.9889 \| 0.9628 \| 0.8053 \| 0.9880 \| \| 0.0115 \| 14.5 \| 9540 \| 0.0695 \| 0.7704 \| 0.9329 \| 0.9668 \| nan \| 0.8789 \| 0.9905 \| 0.9693 \| 0.8356 \| 0.9902 \| 0.0 \| 0.8772 \| 0.9898 \| 0.9661 \| 0.8019 \| 0.9875 \| \| 0.0336 \| 14.53 \| 9560 \| 0.0771 \| 0.7537 \| 0.9120 \| 0.9490 \| nan \| 0.8528 \| 0.9888 \| 0.9466 \| 0.7844 \| 0.9874 \| 0.0 \| 0.8503 \| 0.9881 \| 0.9442 \| 0.7545 \| 0.9849 \| \| 0.0067 \| 14.56 \| 9580 \| 0.0728 \| 0.7651 \| 0.9271 \| 0.9606 \| nan \| 0.8921 \| 0.9897 \| 0.9592 \| 0.8081 \| 0.9864 \| 0.0 \| 0.8895 \| 0.9893 \| 0.9562 \| 0.7714 \| 0.9844 \| \| 0.0072 \| 14.59 \| 9600 \| 0.0730 \| 0.7683 \| 0.9326 \| 0.9543 \| nan \| 0.8868 \| 0.9898 \| 0.9484 \| 0.8449 \| 0.9932 \| 0.0 \| 0.8831 \| 0.9892 \| 0.9463 \| 0.8020 \| 0.9895 \| \| 0.0053 \| 14.62 \| 9620 \| 0.0684 \| 0.7714 \| 0.9335 \| 0.9668 \| nan \| 0.8862 \| 0.9913 \| 0.9676 \| 0.8298 \| 0.9926 \| 0.0 \| 0.8843 \| 0.9903 \| 0.9646 \| 0.7996 \| 0.9895 \| \| 0.0118 \| 14.65 \| 9640 \| 0.0681 \| 0.7583 \| 0.9182 \| 0.9618 \| nan \| 0.8621 \| 0.9886 \| 0.9637 \| 0.7842 \| 0.9925 \| 0.0 \| 0.8599 \| 0.9880 \| 0.9609 \| 0.7522 \| 0.9892 \| \| 0.066 \| 14.68 \| 9660 \| 0.0718 \| 0.7619 \| 0.9218 \| 0.9577 \| nan \| 0.8520 \| 0.9911 \| 0.9583 \| 0.8149 \| 0.9925 \| 0.0 \| 0.8494 \| 0.9899 \| 0.9555 \| 0.7872 \| 0.9894 \| \| 0.022 \| 14.71 \| 9680 \| 0.0706 \| 0.7724 \| 0.9360 \| 0.9588 \| nan \| 0.9106 \| 0.9881 \| 0.9533 \| 0.8381 \| 0.9900 \| 0.0 \| 0.9069 \| 0.9873 \| 0.9507 \| 0.8015 \| 0.9877 \| \| 0.0291 \| 14.74 \| 9700 \| 0.0675 \| 0.7727 \| 0.9408 \| 0.9622 \| nan \| 0.8984 \| 0.9911 \| 0.9596 \| 0.8650 \| 0.9900 \| 0.0 \| 0.8963 \| 0.9900 \| 0.9565 \| 0.8051 \| 0.9881 \| \| 0.0117 \| 14.77 \| 9720 \| 0.0683 \| 0.7758 \| 0.9423 \| 0.9694 \| nan \| 0.9088 \| 0.9895 \| 0.9708 \| 0.8577 \| 0.9848 \| 0.0 \| 0.9056 \| 0.9887 \| 0.9670 \| 0.8099 \| 0.9835 \| \| 0.0031 \| 14.8 \| 9740 \| 0.0690 \| 0.7701 \| 0.9341 \| 0.9730 \| nan \| 0.8604 \| 0.9889 \| 0.9807 \| 0.8472 \| 0.9931 \| 0.0 \| 0.8589 \| 0.9880 \| 0.9767 \| 0.8068 \| 0.9903 \| \| 0.0378 \| 14.83 \| 9760 \| 0.0649 \| 0.7677 \| 0.9327 \| 0.9668 \| nan \| 0.8850 \| 0.9862 \| 0.9688 \| 0.8320 \| 0.9914 \| 0.0 \| 0.8827 \| 0.9858 \| 0.9654 \| 0.7836 \| 0.9889 \| \| 0.0231 \| 14.86 \| 9780 \| 0.0704 \| 0.7671 \| 0.9301 \| 0.9622 \| nan \| 0.8648 \| 0.9889 \| 0.9636 \| 0.8403 \| 0.9932 \| 0.0 \| 0.8613 \| 0.9884 \| 0.9608 \| 0.8019 \| 0.9902 \| \| 0.0073 \| 14.89 \| 9800 \| 0.0728 \| 0.7724 \| 0.9369 \| 0.9632 \| nan \| 0.8920 \| 0.9862 \| 0.9625 \| 0.8530 \| 0.9909 \| 0.0 \| 0.8881 \| 0.9861 \| 0.9591 \| 0.8124 \| 0.9888 \| \| 0.0035 \| 14.92 \| 9820 \| 0.0749 \| 0.7481 \| 0.9046 \| 0.9533 \| nan \| 0.8848 \| 0.9877 \| 0.9483 \| 0.7109 \| 0.9914 \| 0.0 \| 0.8820 \| 0.9874 \| 0.9455 \| 0.6855 \| 0.9885 \| \| 0.0109 \| 14.95 \| 9840 \| 0.0723 \| 0.7503 \| 0.9067 \| 0.9604 \| nan \| 0.8615 \| 0.9886 \| 0.9620 \| 0.7300 \| 0.9913 \| 0.0 \| 0.8592 \| 0.9880 \| 0.9590 \| 0.7074 \| 0.9879 \| \| 2.2231 \| 14.98 \| 9860 \| 0.0685 \| 0.7509 \| 0.9079 \| 0.9638 \| nan \| 0.8755 \| 0.9882 \| 0.9660 \| 0.7200 \| 0.9901 \| 0.0 \| 0.8721 \| 0.9878 \| 0.9630 \| 0.6950 \| 0.9874 \| \| 0.0253 \| 15.02 \| 9880 \| 0.0783 \| 0.7445 \| 0.8996 \| 0.9487 \| nan \| 0.8726 \| 0.9899 \| 0.9430 \| 0.7022 \| 0.9900 \| 0.0 \| 0.8702 \| 0.9879 \| 0.9407 \| 0.6811 \| 0.9870 \| \| 0.0075 \| 15.05 \| 9900 \| 0.0771 \| 0.7484 \| 0.9037 \| 0.9614 \| nan \| 0.8897 \| 0.9889 \| 0.9614 \| 0.6928 \| 0.9857 \| 0.0 \| 0.8874 \| 0.9885 \| 0.9579 \| 0.6734 \| 0.9831 \| \| 0.0237 \| 15.08 \| 9920 \| 0.0724 \| 0.7555 \| 0.9134 \| 0.9659 \| nan \| 0.8785 \| 0.9886 \| 0.9691 \| 0.7430 \| 0.9880 \| 0.0 \| 0.8763 \| 0.9881 \| 0.9651 \| 0.7177 \| 0.9857 \| \| 0.0137 \| 15.11 \| 9940 \| 0.0671 \| 0.7673 \| 0.9275 \| 0.9668 \| nan \| 0.8859 \| 0.9891 \| 0.9678 \| 0.8009 \| 0.9940 \| 0.0 \| 0.8838 \| 0.9886 \| 0.9646 \| 0.7775 \| 0.9896 \| \| 0.0061 \| 15.14 \| 9960 \| 0.0696 \| 0.7532 \| 0.9116 \| 0.9633 \| nan \| 0.8648 \| 0.9888 \| 0.9657 \| 0.7463 \| 0.9924 \| 0.0 \| 0.8625 \| 0.9883 \| 0.9627 \| 0.7166 \| 0.9890 \| \| 0.0119 \| 15.17 \| 9980 \| 0.0700 \| 0.7709 \| 0.9352 \| 0.9616 \| nan \| 0.9071 \| 0.9892 \| 0.9569 \| 0.8294 \| 0.9936 \| 0.0 \| 0.9038 \| 0.9887 \| 0.9546 \| 0.7886 \| 0.9898 \| \| 0.0074 \| 15.2 \| 10000 \| 0.0694 \| 0.7713 \| 0.9341 \| 0.9653 \| nan \| 0.8911 \| 0.9867 \| 0.9652 \| 0.8346 \| 0.9931 \| 0.0 \| 0.8892 \| 0.9863 \| 0.9624 \| 0.8007 \| 0.9894 \| \| 0.0072 \| 15.23 \| 10020 \| 0.0706 \| 0.7764 \| 0.9423 \| 0.9660 \| nan \| 0.8924 \| 0.9908 \| 0.9654 \| 0.8694 \| 0.9933 \| 0.0 \| 0.8903 \| 0.9902 \| 0.9626 \| 0.8252 \| 0.9898 \| \| 0.0116 \| 15.26 \| 10040 \| 0.0720 \| 0.7742 \| 0.9425 \| 0.9642 \| nan \| 0.8893 \| 0.9898 \| 0.9633 \| 0.8777 \| 0.9925 \| 0.0 \| 0.8871 \| 0.9894 \| 0.9606 \| 0.8186 \| 0.9896 \| \| 0.1293 \| 15.29 \| 10060 \| 0.0732 \| 0.7704 \| 0.9373 \| 0.9602 \| nan \| 0.8596 \| 0.9868 \| 0.9619 \| 0.8870 \| 0.9911 \| 0.0 \| 0.8570 \| 0.9864 \| 0.9588 \| 0.8316 \| 0.9889 \| \| 0.0082 \| 15.32 \| 10080 \| 0.0737 \| 0.7678 \| 0.9342 \| 0.9661 \| nan \| 0.8297 \| 0.9875 \| 0.9745 \| 0.8871 \| 0.9922 \| 0.0 \| 0.8281 \| 0.9868 \| 0.9710 \| 0.8315 \| 0.9893 \| \| 0.0141 \| 15.35 \| 10100 \| 0.0688 \| 0.7774 \| 0.9451 \| 0.9675 \| nan \| 0.9120 \| 0.9898 \| 0.9674 \| 0.8715 \| 0.9850 \| 0.0 \| 0.9079 \| 0.9893 \| 0.9641 \| 0.8194 \| 0.9836 \| \| 0.0216 \| 15.38 \| 10120 \| 0.0691 \| 0.7688 \| 0.9332 \| 0.9641 \| nan \| 0.8523 \| 0.9885 \| 0.9687 \| 0.8655 \| 0.9910 \| 0.0 \| 0.8496 \| 0.9879 \| 0.9657 \| 0.8210 \| 0.9884 \| \| 0.0025 \| 15.41 \| 10140 \| 0.0695 \| 0.7701 \| 0.9378 \| 0.9558 \| nan \| 0.8837 \| 0.9914 \| 0.9505 \| 0.8693 \| 0.9943 \| 0.0 \| 0.8795 \| 0.9902 \| 0.9484 \| 0.8125 \| 0.9900 \| \| 0.0086 \| 15.44 \| 10160 \| 0.0704 \| 0.7558 \| 0.9192 \| 0.9528 \| nan \| 0.8435 \| 0.9874 \| 0.9537 \| 0.8238 \| 0.9875 \| 0.0 \| 0.8421 \| 0.9867 \| 0.9505 \| 0.7698 \| 0.9858 \| \| 0.0144 \| 15.47 \| 10180 \| 0.0702 \| 0.7667 \| 0.9285 \| 0.9617 \| nan \| 0.8672 \| 0.9884 \| 0.9629 \| 0.8318 \| 0.9922 \| 0.0 \| 0.8658 \| 0.9875 \| 0.9595 \| 0.7982 \| 0.9894 \| \| 0.0419 \| 15.5 \| 10200 \| 0.0735 \| 0.7678 \| 0.9310 \| 0.9516 \| nan \| 0.8937 \| 0.9901 \| 0.9430 \| 0.8337 \| 0.9942 \| 0.0 \| 0.8898 \| 0.9892 \| 0.9411 \| 0.7970 \| 0.9895 \| \| 0.0048 \| 15.53 \| 10220 \| 0.0708 \| 0.7614 \| 0.9253 \| 0.9630 \| nan \| 0.8622 \| 0.9905 \| 0.9664 \| 0.8196 \| 0.9876 \| 0.0 \| 0.8613 \| 0.9788 \| 0.9625 \| 0.7797 \| 0.9858 \| \| 0.0048 \| 15.56 \| 10240 \| 0.0713 \| 0.7605 \| 0.9237 \| 0.9582 \| nan \| 0.8895 \| 0.9832 \| 0.9558 \| 0.7995 \| 0.9905 \| 0.0 \| 0.8847 \| 0.9830 \| 0.9532 \| 0.7542 \| 0.9881 \| \| 0.0345 \| 15.59 \| 10260 \| 0.0716 \| 0.7679 \| 0.9328 \| 0.9650 \| nan \| 0.8750 \| 0.9896 \| 0.9667 \| 0.8406 \| 0.9922 \| 0.0 \| 0.8726 \| 0.9890 \| 0.9637 \| 0.7928 \| 0.9895 \| \| 0.1273 \| 15.62 \| 10280 \| 0.0738 \| 0.7582 \| 0.9193 \| 0.9593 \| nan \| 0.8740 \| 0.9897 \| 0.9584 \| 0.7826 \| 0.9916 \| 0.0 \| 0.8719 \| 0.9879 \| 0.9553 \| 0.7448 \| 0.9891 \| \| 0.0121 \| 15.65 \| 10300 \| 0.0702 \| 0.7687 \| 0.9359 \| 0.9627 \| nan \| 0.8849 \| 0.9860 \| 0.9623 \| 0.8541 \| 0.9923 \| 0.0 \| 0.8815 \| 0.9845 \| 0.9597 \| 0.7973 \| 0.9894 \| \| 0.019 \| 15.68 \| 10320 \| 0.0739 \| 0.7648 \| 0.9277 \| 0.9630 \| nan \| 0.8402 \| 0.9884 \| 0.9684 \| 0.8498 \| 0.9916 \| 0.0 \| 0.8385 \| 0.9870 \| 0.9652 \| 0.8098 \| 0.9885 \| \| 0.0132 \| 15.71 \| 10340 \| 0.0774 \| 0.7658 \| 0.9272 \| 0.9698 \| nan \| 0.8540 \| 0.9883 \| 0.9777 \| 0.8263 \| 0.9894 \| 0.0 \| 0.8527 \| 0.9876 \| 0.9737 \| 0.7951 \| 0.9855 \| \| 0.0233 \| 15.74 \| 10360 \| 0.0706 \| 0.7593 \| 0.9202 \| 0.9622 \| nan \| 0.8519 \| 0.9904 \| 0.9655 \| 0.8020 \| 0.9914 \| 0.0 \| 0.8497 \| 0.9897 \| 0.9625 \| 0.7659 \| 0.9881 \| \| 0.1128 \| 15.78 \| 10380 \| 0.0710 \| 0.7603 \| 0.9212 \| 0.9506 \| nan \| 0.8668 \| 0.9899 \| 0.9460 \| 0.8124 \| 0.9910 \| 0.0 \| 0.8631 \| 0.9892 \| 0.9438 \| 0.7790 \| 0.9865 \| \| 0.0417 \| 15.81 \| 10400 \| 0.0687 \| 0.7703 \| 0.9349 \| 0.9627 \| nan \| 0.8721 \| 0.9895 \| 0.9648 \| 0.8611 \| 0.9869 \| 0.0 \| 0.8701 \| 0.9886 \| 0.9607 \| 0.8172 \| 0.9853 \| \| 0.004 \| 15.84 \| 10420 \| 0.0728 \| 0.7659 \| 0.9301 \| 0.9522 \| nan \| 0.8624 \| 0.9871 \| 0.9485 \| 0.8589 \| 0.9938 \| 0.0 \| 0.8596 \| 0.9864 \| 0.9461 \| 0.8142 \| 0.9894 \| \| 0.0391 \| 15.87 \| 10440 \| 0.0742 \| 0.7705 \| 0.9357 \| 0.9677 \| nan \| 0.8598 \| 0.9915 \| 0.9724 \| 0.8624 \| 0.9925 \| 0.0 \| 0.8579 \| 0.9902 \| 0.9689 \| 0.8165 \| 0.9897 \| \| 0.0309 \| 15.9 \| 10460 \| 0.0707 \| 0.7689 \| 0.9354 \| 0.9572 \| nan \| 0.8706 \| 0.9883 \| 0.9562 \| 0.8729 \| 0.9889 \| 0.0 \| 0.8675 \| 0.9873 \| 0.9535 \| 0.8185 \| 0.9866 \| \| 0.0029 \| 15.93 \| 10480 \| 0.0684 \| 0.7738 \| 0.9406 \| 0.9679 \| nan \| 0.8857 \| 0.9893 \| 0.9710 \| 0.8699 \| 0.9872 \| 0.0 \| 0.8838 \| 0.9888 \| 0.9668 \| 0.8181 \| 0.9852 \| \| 0.0067 \| 15.96 \| 10500 \| 0.0713 \| 0.7674 \| 0.9291 \| 0.9658 \| nan \| 0.8611 \| 0.9894 \| 0.9707 \| 0.8354 \| 0.9887 \| 0.0 \| 0.8594 \| 0.9883 \| 0.9670 \| 0.8039 \| 0.9860 \| \| 1.2739 \| 15.99 \| 10520 \| 0.0747 \| 0.7621 \| 0.9222 \| 0.9628 \| nan \| 0.8330 \| 0.9875 \| 0.9697 \| 0.8305 \| 0.9901 \| 0.0 \| 0.8310 \| 0.9862 \| 0.9665 \| 0.8014 \| 0.9874 \| \| 0.0071 \| 16.02 \| 10540 \| 0.0720 \| 0.7647 \| 0.9245 \| 0.9579 \| nan \| 0.8584 \| 0.9871 \| 0.9594 \| 0.8296 \| 0.9879 \| 0.0 \| 0.8565 \| 0.9864 \| 0.9563 \| 0.8035 \| 0.9856 \| \| 0.0357 \| 16.05 \| 10560 \| 0.0767 \| 0.7625 \| 0.9224 \| 0.9636 \| nan \| 0.8386 \| 0.9866 \| 0.9704 \| 0.8270 \| 0.9896 \| 0.0 \| 0.8374 \| 0.9859 \| 0.9661 \| 0.7979 \| 0.9876 \| \| 0.0117 \| 16.08 \| 10580 \| 0.0743 \| 0.7551 \| 0.9132 \| 0.9623 \| nan \| 0.8645 \| 0.9870 \| 0.9646 \| 0.7579 \| 0.9920 \| 0.0 \| 0.8627 \| 0.9862 \| 0.9609 \| 0.7320 \| 0.9889 \| \| 0.0118 \| 16.11 \| 10600 \| 0.0672 \| 0.7551 \| 0.9111 \| 0.9692 \| nan \| 0.8996 \| 0.9901 \| 0.9703 \| 0.7035 \| 0.9918 \| 0.0 \| 0.8971 \| 0.9888 \| 0.9669 \| 0.6891 \| 0.9889 \| \| 0.0463 \| 16.14 \| 10620 \| 0.0660 \| 0.7431 \| 0.8965 \| 0.9636 \| nan \| 0.8683 \| 0.9880 \| 0.9662 \| 0.6681 \| 0.9919 \| 0.0 \| 0.8662 \| 0.9861 \| 0.9634 \| 0.6546 \| 0.9885 \| \| 0.0061 \| 16.17 \| 10640 \| 0.0738 \| 0.7584 \| 0.9196 \| 0.9580 \| nan \| 0.8858 \| 0.9904 \| 0.9542 \| 0.7739 \| 0.9936 \| 0.0 \| 0.8830 \| 0.9881 \| 0.9518 \| 0.7376 \| 0.9900 \| \| 0.0291 \| 16.2 \| 10660 \| 0.0747 \| 0.7453 \| 0.9064 \| 0.9604 \| nan \| 0.8539 \| 0.9835 \| 0.9646 \| 0.7419 \| 0.9884 \| 0.0 \| 0.8518 \| 0.9828 \| 0.9610 \| 0.6895 \| 0.9866 \| \| 0.0109 \| 16.23 \| 10680 \| 0.0724 \| 0.7647 \| 0.9279 \| 0.9615 \| nan \| 0.8781 \| 0.9876 \| 0.9617 \| 0.8216 \| 0.9905 \| 0.0 \| 0.8765 \| 0.9867 \| 0.9581 \| 0.7792 \| 0.9877 \| \| 0.0556 \| 16.26 \| 10700 \| 0.0733 \| 0.7600 \| 0.9203 \| 0.9641 \| nan \| 0.8837 \| 0.9908 \| 0.9666 \| 0.7777 \| 0.9830 \| 0.0 \| 0.8815 \| 0.9896 \| 0.9630 \| 0.7448 \| 0.9813 \| \| 0.0224 \| 16.29 \| 10720 \| 0.0739 \| 0.7518 \| 0.9101 \| 0.9573 \| nan \| 0.8618 \| 0.9905 \| 0.9562 \| 0.7477 \| 0.9944 \| 0.0 \| 0.8598 \| 0.9808 \| 0.9545 \| 0.7257 \| 0.9902 \| \| 0.0518 \| 16.32 \| 10740 \| 0.0726 \| 0.7546 \| 0.9136 \| 0.9603 \| nan \| 0.8858 \| 0.9794 \| 0.9599 \| 0.7510 \| 0.9918 \| 0.0 \| 0.8826 \| 0.9790 \| 0.9567 \| 0.7208 \| 0.9888 \| \| 0.0107 \| 16.35 \| 10760 \| 0.0827 \| 0.7464 \| 0.9036 \| 0.9585 \| nan \| 0.8664 \| 0.9862 \| 0.9590 \| 0.7152 \| 0.9912 \| 0.0 \| 0.8648 \| 0.9854 \| 0.9558 \| 0.6844 \| 0.9883 \| \| 0.0097 \| 16.38 \| 10780 \| 0.0841 \| 0.7526 \| 0.9102 \| 0.9553 \| nan \| 0.8913 \| 0.9898 \| 0.9495 \| 0.7267 \| 0.9940 \| 0.0 \| 0.8891 \| 0.9883 \| 0.9469 \| 0.7006 \| 0.9907 \| \| 0.0121 \| 16.41 \| 10800 \| 0.0816 \| 0.7471 \| 0.9115 \| 0.9519 \| nan \| 0.8510 \| 0.9897 \| 0.9501 \| 0.7755 \| 0.9913 \| 0.0 \| 0.8493 \| 0.9886 \| 0.9474 \| 0.7081 \| 0.9891 \| \| 0.0048 \| 16.44 \| 10820 \| 0.0820 \| 0.7571 \| 0.9194 \| 0.9570 \| nan \| 0.8797 \| 0.9896 \| 0.9542 \| 0.7824 \| 0.9914 \| 0.0 \| 0.8775 \| 0.9886 \| 0.9510 \| 0.7360 \| 0.9893 \| \| 0.0063 \| 16.47 \| 10840 \| 0.0746 \| 0.7679 \| 0.9292 \| 0.9642 \| nan \| 0.8835 \| 0.9898 \| 0.9643 \| 0.8157 \| 0.9927 \| 0.0 \| 0.8821 \| 0.9891 \| 0.9612 \| 0.7851 \| 0.9898 \| \| 0.0406 \| 16.5 \| 10860 \| 0.0741 \| 0.7713 \| 0.9372 \| 0.9638 \| nan \| 0.8790 \| 0.9902 \| 0.9646 \| 0.8617 \| 0.9905 \| 0.0 \| 0.8770 \| 0.9893 \| 0.9616 \| 0.8114 \| 0.9885 \| \| 0.0392 \| 16.53 \| 10880 \| 0.0743 \| 0.7671 \| 0.9317 \| 0.9647 \| nan \| 0.8697 \| 0.9860 \| 0.9673 \| 0.8432 \| 0.9922 \| 0.0 \| 0.8674 \| 0.9855 \| 0.9643 \| 0.7955 \| 0.9898 \| \| 0.0102 \| 16.57 \| 10900 \| 0.0800 \| 0.7547 \| 0.9122 \| 0.9556 \| nan \| 0.8663 \| 0.9888 \| 0.9545 \| 0.7619 \| 0.9895 \| 0.0 \| 0.8648 \| 0.9880 \| 0.9516 \| 0.7371 \| 0.9865 \| \| 0.0249 \| 16.6 \| 10920 \| 0.0728 \| 0.7700 \| 0.9337 \| 0.9607 \| nan \| 0.8722 \| 0.9878 \| 0.9611 \| 0.8569 \| 0.9903 \| 0.0 \| 0.8707 \| 0.9867 \| 0.9577 \| 0.8164 \| 0.9884 \| \| 0.044 \| 16.63 \| 10940 \| 0.0726 \| 0.7673 \| 0.9314 \| 0.9610 \| nan \| 0.8711 \| 0.9876 \| 0.9619 \| 0.8467 \| 0.9895 \| 0.0 \| 0.8690 \| 0.9864 \| 0.9589 \| 0.8018 \| 0.9876 \| \| 0.0087 \| 16.66 \| 10960 \| 0.0778 \| 0.7599 \| 0.9226 \| 0.9546 \| nan \| 0.8520 \| 0.9900 \| 0.9555 \| 0.8300 \| 0.9856 \| 0.0 \| 0.8500 \| 0.9885 \| 0.9526 \| 0.7839 \| 0.9842 \| \| 0.006 \| 16.69 \| 10980 \| 0.0722 \| 0.7695 \| 0.9358 \| 0.9618 \| nan \| 0.8993 \| 0.9905 \| 0.9592 \| 0.8406 \| 0.9892 \| 0.0 \| 0.8967 \| 0.9890 \| 0.9567 \| 0.7874 \| 0.9873 \| \| 0.0049 \| 16.72 \| 11000 \| 0.0756 \| 0.7642 \| 0.9273 \| 0.9620 \| nan \| 0.8801 \| 0.9901 \| 0.9614 \| 0.8130 \| 0.9919 \| 0.0 \| 0.8782 \| 0.9887 \| 0.9590 \| 0.7702 \| 0.9891 \| \| 0.0098 \| 16.75 \| 11020 \| 0.0742 \| 0.7569 \| 0.9176 \| 0.9616 \| nan \| 0.8736 \| 0.9875 \| 0.9632 \| 0.7757 \| 0.9881 \| 0.0 \| 0.8721 \| 0.9868 \| 0.9601 \| 0.7365 \| 0.9861 \| \| 0.028 \| 16.78 \| 11040 \| 0.1066 \| 0.7567 \| 0.9192 \| 0.9528 \| nan \| 0.8817 \| 0.9881 \| 0.9473 \| 0.7864 \| 0.9927 \| 0.0 \| 0.8793 \| 0.9874 \| 0.9446 \| 0.7391 \| 0.9900 \| \| 0.0101 \| 16.81 \| 11060 \| 0.0816 \| 0.7614 \| 0.9240 \| 0.9566 \| nan \| 0.8748 \| 0.9874 \| 0.9548 \| 0.8128 \| 0.9901 \| 0.0 \| 0.8731 \| 0.9868 \| 0.9513 \| 0.7693 \| 0.9881 \| \| 0.0096 \| 16.84 \| 11080 \| 0.0780 \| 0.7529 \| 0.9127 \| 0.9525 \| nan \| 0.8586 \| 0.9888 \| 0.9504 \| 0.7753 \| 0.9905 \| 0.0 \| 0.8569 \| 0.9881 \| 0.9478 \| 0.7363 \| 0.9880 \| \| 0.0061 \| 16.87 \| 11100 \| 0.0746 \| 0.7604 \| 0.9211 \| 0.9652 \| nan \| 0.8804 \| 0.9885 \| 0.9669 \| 0.7786 \| 0.9910 \| 0.0 \| 0.8779 \| 0.9877 \| 0.9641 \| 0.7448 \| 0.9879 \| \| 0.0107 \| 16.9 \| 11120 \| 0.0797 \| 0.7575 \| 0.9191 \| 0.9456 \| nan \| 0.8758 \| 0.9885 \| 0.9373 \| 0.8028 \| 0.9912 \| 0.0 \| 0.8731 \| 0.9878 \| 0.9352 \| 0.7603 \| 0.9885 \| \| 0.0534 \| 16.93 \| 11140 \| 0.0743 \| 0.7666 \| 0.9300 \| 0.9613 \| nan \| 0.8901 \| 0.9899 \| 0.9591 \| 0.8190 \| 0.9917 \| 0.0 \| 0.8878 \| 0.9891 \| 0.9566 \| 0.7767 \| 0.9894 \| \| 0.097 \| 16.96 \| 11160 \| 0.0771 \| 0.7642 \| 0.9260 \| 0.9500 \| nan \| 0.8910 \| 0.9885 \| 0.9427 \| 0.8186 \| 0.9890 \| 0.0 \| 0.8886 \| 0.9880 \| 0.9404 \| 0.7818 \| 0.9866 \| \| 0.0046 \| 16.99 \| 11180 \| 0.0729 \| 0.7731 \| 0.9376 \| 0.9717 \| nan \| 0.8709 \| 0.9879 \| 0.9782 \| 0.8610 \| 0.9899 \| 0.0 \| 0.8692 \| 0.9872 \| 0.9746 \| 0.8191 \| 0.9882 \| \| 0.0104 \| 17.02 \| 11200 \| 0.0782 \| 0.7650 \| 0.9256 \| 0.9692 \| nan \| 0.8614 \| 0.9877 \| 0.9771 \| 0.8171 \| 0.9849 \| 0.0 \| 0.8597 \| 0.9869 \| 0.9723 \| 0.7878 \| 0.9835 \| \| 0.0061 \| 17.05 \| 11220 \| 0.0713 \| 0.7677 \| 0.9284 \| 0.9595 \| nan \| 0.8838 \| 0.9880 \| 0.9581 \| 0.8229 \| 0.9893 \| 0.0 \| 0.8813 \| 0.9874 \| 0.9551 \| 0.7948 \| 0.9873 \| \| 0.0049 \| 17.08 \| 11240 \| 0.0669 \| 0.7741 \| 0.9367 \| 0.9639 \| nan \| 0.8929 \| 0.9900 \| 0.9630 \| 0.8468 \| 0.9905 \| 0.0 \| 0.8895 \| 0.9891 \| 0.9605 \| 0.8167 \| 0.9886 \| \| 0.014 \| 17.11 \| 11260 \| 0.0669 \| 0.7705 \| 0.9337 \| 0.9647 \| nan \| 0.8787 \| 0.9873 \| 0.9674 \| 0.8479 \| 0.9870 \| 0.0 \| 0.8758 \| 0.9865 \| 0.9644 \| 0.8108 \| 0.9857 \| \| 0.0026 \| 17.14 \| 11280 \| 0.0681 \| 0.7716 \| 0.9361 \| 0.9654 \| nan \| 0.8798 \| 0.9904 \| 0.9672 \| 0.8537 \| 0.9894 \| 0.0 \| 0.8779 \| 0.9897 \| 0.9638 \| 0.8101 \| 0.9879 \| \| 0.0844 \| 17.17 \| 11300 \| 0.0708 \| 0.7690 \| 0.9320 \| 0.9537 \| nan \| 0.8852 \| 0.9903 \| 0.9479 \| 0.8442 \| 0.9923 \| 0.0 \| 0.8820 \| 0.9896 \| 0.9455 \| 0.8072 \| 0.9896 \| \| 0.0351 \| 17.2 \| 11320 \| 0.0717 \| 0.7723 \| 0.9357 \| 0.9651 \| nan \| 0.8803 \| 0.9920 \| 0.9658 \| 0.8486 \| 0.9919 \| 0.0 \| 0.8771 \| 0.9911 \| 0.9629 \| 0.8133 \| 0.9894 \| \| 0.0082 \| 17.23 \| 11340 \| 0.0697 \| 0.7699 \| 0.9336 \| 0.9626 \| nan \| 0.8770 \| 0.9907 \| 0.9633 \| 0.8475 \| 0.9896 \| 0.0 \| 0.8744 \| 0.9900 \| 0.9604 \| 0.8072 \| 0.9876 \| \| 0.0567 \| 17.26 \| 11360 \| 0.0714 \| 0.7693 \| 0.9327 \| 0.9595 \| nan \| 0.8872 \| 0.9886 \| 0.9563 \| 0.8374 \| 0.9938 \| 0.0 \| 0.8847 \| 0.9880 \| 0.9542 \| 0.7986 \| 0.9905 \| \| 0.0157 \| 17.29 \| 11380 \| 0.0717 \| 0.7682 \| 0.9304 \| 0.9568 \| nan \| 0.8978 \| 0.9877 \| 0.9515 \| 0.8230 \| 0.9920 \| 0.0 \| 0.8949 \| 0.9871 \| 0.9495 \| 0.7888 \| 0.9891 \| \| 0.0621 \| 17.33 \| 11400 \| 0.0707 \| 0.7689 \| 0.9336 \| 0.9630 \| nan \| 0.8811 \| 0.9924 \| 0.9628 \| 0.8411 \| 0.9906 \| 0.0 \| 0.8782 \| 0.9915 \| 0.9600 \| 0.7951 \| 0.9888 \| \| 0.0061 \| 17.36 \| 11420 \| 0.0741 \| 0.7725 \| 0.9390 \| 0.9649 \| nan \| 0.8878 \| 0.9886 \| 0.9645 \| 0.8602 \| 0.9940 \| 0.0 \| 0.8844 \| 0.9880 \| 0.9619 \| 0.8106 \| 0.9900 \| \| 0.004 \| 17.39 \| 11440 \| 0.0752 \| 0.7700 \| 0.9424 \| 0.9623 \| nan \| 0.8952 \| 0.9897 \| 0.9602 \| 0.8762 \| 0.9905 \| 0.0 \| 0.8907 \| 0.9890 \| 0.9575 \| 0.7947 \| 0.9880 \| \| 0.0076 \| 17.42 \| 11460 \| 0.0730 \| 0.7675 \| 0.9331 \| 0.9601 \| nan \| 0.8776 \| 0.9892 \| 0.9605 \| 0.8529 \| 0.9853 \| 0.0 \| 0.8746 \| 0.9885 \| 0.9571 \| 0.8007 \| 0.9840 \| \| 0.0083 \| 17.45 \| 11480 \| 0.0761 \| 0.7657 \| 0.9263 \| 0.9636 \| nan \| 0.8829 \| 0.9882 \| 0.9641 \| 0.8051 \| 0.9910 \| 0.0 \| 0.8803 \| 0.9875 \| 0.9607 \| 0.7771 \| 0.9885 \| \| 0.0105 \| 17.48 \| 11500 \| 0.0722 \| 0.7676 \| 0.9287 \| 0.9665 \| nan \| 0.8739 \| 0.9867 \| 0.9697 \| 0.8214 \| 0.9917 \| 0.0 \| 0.8713 \| 0.9860 \| 0.9667 \| 0.7925 \| 0.9890 \| \| 0.0067 \| 17.51 \| 11520 \| 0.0694 \| 0.7731 \| 0.9359 \| 0.9670 \| nan \| 0.8908 \| 0.9902 \| 0.9677 \| 0.8394 \| 0.9915 \| 0.0 \| 0.8877 \| 0.9894 \| 0.9650 \| 0.8077 \| 0.9889 \| \| 0.0082 \| 17.54 \| 11540 \| 0.0748 \| 0.7636 \| 0.9254 \| 0.9519 \| nan \| 0.8646 \| 0.9872 \| 0.9479 \| 0.8336 \| 0.9940 \| 0.0 \| 0.8618 \| 0.9863 \| 0.9458 \| 0.7977 \| 0.9898 \| \| 0.0155 \| 17.57 \| 11560 \| 0.0695 \| 0.7741 \| 0.9391 \| 0.9635 \| nan \| 0.8857 \| 0.9892 \| 0.9636 \| 0.8672 \| 0.9897 \| 0.0 \| 0.8828 \| 0.9884 \| 0.9605 \| 0.8250 \| 0.9880 \| \| 0.0057 \| 17.6 \| 11580 \| 0.0730 \| 0.7721 \| 0.9376 \| 0.9669 \| nan \| 0.8565 \| 0.9891 \| 0.9721 \| 0.8785 \| 0.9918 \| 0.0 \| 0.8539 \| 0.9881 \| 0.9689 \| 0.8321 \| 0.9899 \| \| 0.0246 \| 17.63 \| 11600 \| 0.0695 \| 0.7732 \| 0.9432 \| 0.9649 \| nan \| 0.8963 \| 0.9877 \| 0.9644 \| 0.8774 \| 0.9900 \| 0.0 \| 0.8929 \| 0.9771 \| 0.9619 \| 0.8193 \| 0.9880 \| \| 0.0445 \| 17.66 \| 11620 \| 0.0716 \| 0.7702 \| 0.9349 \| 0.9593 \| nan \| 0.8757 \| 0.9888 \| 0.9579 \| 0.8602 \| 0.9920 \| 0.0 \| 0.8730 \| 0.9882 \| 0.9552 \| 0.8148 \| 0.9897 \| \| 0.014 \| 17.69 \| 11640 \| 0.0730 \| 0.7733 \| 0.9373 \| 0.9653 \| nan \| 0.8812 \| 0.9902 \| 0.9664 \| 0.8579 \| 0.9910 \| 0.0 \| 0.8788 \| 0.9882 \| 0.9634 \| 0.8204 \| 0.9888 \| \| 0.012 \| 17.72 \| 11660 \| 0.0758 \| 0.7683 \| 0.9313 \| 0.9648 \| nan \| 0.8651 \| 0.9883 \| 0.9695 \| 0.8482 \| 0.9856 \| 0.0 \| 0.8630 \| 0.9876 \| 0.9660 \| 0.8092 \| 0.9842 \| \| 0.0121 \| 17.75 \| 11680 \| 0.0792 \| 0.7702 \| 0.9357 \| 0.9671 \| nan \| 0.8694 \| 0.9832 \| 0.9727 \| 0.8655 \| 0.9876 \| 0.0 \| 0.8672 \| 0.9826 \| 0.9685 \| 0.8168 \| 0.9861 \| \| 0.0266 \| 17.78 \| 11700 \| 0.0766 \| 0.7693 \| 0.9344 \| 0.9604 \| nan \| 0.8720 \| 0.9774 \| 0.9620 \| 0.8700 \| 0.9904 \| 0.0 \| 0.8697 \| 0.9767 \| 0.9579 \| 0.8227 \| 0.9887 \| \| 0.0399 \| 17.81 \| 11720 \| 0.0773 \| 0.7721 \| 0.9378 \| 0.9655 \| nan \| 0.8681 \| 0.9710 \| 0.9712 \| 0.8881 \| 0.9904 \| 0.0 \| 0.8664 \| 0.9701 \| 0.9667 \| 0.8406 \| 0.9886 \| \| 0.0583 \| 17.84 \| 11740 \| 0.0763 \| 0.7704 \| 0.9328 \| 0.9658 \| nan \| 0.8642 \| 0.9811 \| 0.9710 \| 0.8577 \| 0.9903 \| 0.0 \| 0.8631 \| 0.9801 \| 0.9665 \| 0.8245 \| 0.9884 \| \| 0.0132 \| 17.87 \| 11760 \| 0.0740 \| 0.7709 \| 0.9390 \| 0.9643 \| nan \| 0.8654 \| 0.9832 \| 0.9686 \| 0.8893 \| 0.9884 \| 0.0 \| 0.8639 \| 0.9823 \| 0.9645 \| 0.8277 \| 0.9870 \| \| 0.0151 \| 17.9 \| 11780 \| 0.0780 \| 0.7641 \| 0.9312 \| 0.9574 \| nan \| 0.8355 \| 0.9832 \| 0.9613 \| 0.8855 \| 0.9907 \| 0.0 \| 0.8341 \| 0.9824 \| 0.9571 \| 0.8225 \| 0.9886 \| \| 0.0751 \| 17.93 \| 11800 \| 0.0819 \| 0.7650 \| 0.9329 \| 0.9521 \| nan \| 0.8426 \| 0.9850 \| 0.9521 \| 0.8945 \| 0.9904 \| 0.0 \| 0.8404 \| 0.9837 \| 0.9485 \| 0.8298 \| 0.9877 \| \| 0.0088 \| 17.96 \| 11820 \| 0.0832 \| 0.7724 \| 0.9393 \| 0.9638 \| nan \| 0.8669 \| 0.9857 \| 0.9669 \| 0.8872 \| 0.9900 \| 0.0 \| 0.8654 \| 0.9845 \| 0.9626 \| 0.8340 \| 0.9880 \| \| 0.0132 \| 17.99 \| 11840 \| 0.0815 \| 0.7714 \| 0.9381 \| 0.9597 \| nan \| 0.8628 \| 0.9847 \| 0.9607 \| 0.8905 \| 0.9918 \| 0.0 \| 0.8613 \| 0.9838 \| 0.9574 \| 0.8365 \| 0.9895 \| \| 0.0358 \| 18.02 \| 11860 \| 0.0845 \| 0.7704 \| 0.9342 \| 0.9599 \| nan \| 0.8691 \| 0.9870 \| 0.9602 \| 0.8633 \| 0.9913 \| 0.0 \| 0.8667 \| 0.9861 \| 0.9566 \| 0.8236 \| 0.9891 \| \| 0.0117 \| 18.05 \| 11880 \| 0.0789 \| 0.7564 \| 0.9154 \| 0.9627 \| nan \| 0.8573 \| 0.9814 \| 0.9687 \| 0.7852 \| 0.9845 \| 0.0 \| 0.8564 \| 0.9807 \| 0.9636 \| 0.7544 \| 0.9835 \| \| 0.0119 \| 18.09 \| 11900 \| 0.0988 \| 0.7579 \| 0.9160 \| 0.9505 \| nan \| 0.8914 \| 0.9903 \| 0.9433 \| 0.7665 \| 0.9887 \| 0.0 \| 0.8885 \| 0.9891 \| 0.9409 \| 0.7433 \| 0.9859 \| \| 0.0094 \| 18.12 \| 11920 \| 0.0778 \| 0.7459 \| 0.9011 \| 0.9643 \| nan \| 0.8682 \| 0.9846 \| 0.9703 \| 0.7006 \| 0.9816 \| 0.0 \| 0.8663 \| 0.9838 \| 0.9666 \| 0.6792 \| 0.9796 \| \| 0.023 \| 18.15 \| 11940 \| 0.0724 \| 0.7511 \| 0.9088 \| 0.9589 \| nan \| 0.8774 \| 0.9866 \| 0.9600 \| 0.7367 \| 0.9832 \| 0.0 \| 0.8748 \| 0.9858 \| 0.9569 \| 0.7074 \| 0.9815 \| \| 0.0104 \| 18.18 \| 11960 \| 0.0661 \| 0.7577 \| 0.9170 \| 0.9685 \| nan \| 0.8606 \| 0.9895 \| 0.9754 \| 0.7725 \| 0.9874 \| 0.0 \| 0.8588 \| 0.9884 \| 0.9717 \| 0.7418 \| 0.9856 \| \| 0.0103 \| 18.21 \| 11980 \| 0.0658 \| 0.7591 \| 0.9191 \| 0.9650 \| nan \| 0.8797 \| 0.9883 \| 0.9670 \| 0.7701 \| 0.9902 \| 0.0 \| 0.8765 \| 0.9876 \| 0.9642 \| 0.7383 \| 0.9884 \| \| 0.0144 \| 18.24 \| 12000 \| 0.0692 \| 0.7548 \| 0.9127 \| 0.9623 \| nan \| 0.8685 \| 0.9911 \| 0.9631 \| 0.7474 \| 0.9936 \| 0.0 \| 0.8661 \| 0.9901 \| 0.9605 \| 0.7213 \| 0.9908 \| \| 0.0134 \| 18.27 \| 12020 \| 0.0671 \| 0.7606 \| 0.9219 \| 0.9677 \| nan \| 0.8953 \| 0.9928 \| 0.9689 \| 0.7638 \| 0.9888 \| 0.0 \| 0.8923 \| 0.9917 \| 0.9660 \| 0.7262 \| 0.9873 \| \| 0.0121 \| 18.3 \| 12040 \| 0.0688 \| 0.7512 \| 0.9094 \| 0.9652 \| nan \| 0.8666 \| 0.9920 \| 0.9681 \| 0.7278 \| 0.9923 \| 0.0 \| 0.8643 \| 0.9910 \| 0.9656 \| 0.6966 \| 0.9899 \| \| 0.0033 \| 18.33 \| 12060 \| 0.0688 \| 0.7480 \| 0.9047 \| 0.9645 \| nan \| 0.8789 \| 0.9887 \| 0.9669 \| 0.7004 \| 0.9885 \| 0.0 \| 0.8766 \| 0.9878 \| 0.9640 \| 0.6725 \| 0.9867 \| \| 0.0237 \| 18.36 \| 12080 \| 0.0740 \| 0.7421 \| 0.8975 \| 0.9608 \| nan \| 0.8448 \| 0.9916 \| 0.9657 \| 0.6982 \| 0.9870 \| 0.0 \| 0.8430 \| 0.9904 \| 0.9627 \| 0.6714 \| 0.9854 \| \| 0.0241 \| 18.39 \| 12100 \| 0.0746 \| 0.7472 \| 0.9040 \| 0.9636 \| nan \| 0.8453 \| 0.9920 \| 0.9685 \| 0.7224 \| 0.9920 \| 0.0 \| 0.8436 \| 0.9907 \| 0.9660 \| 0.6946 \| 0.9886 \| \| 0.0074 \| 18.42 \| 12120 \| 0.0673 \| 0.7615 \| 0.9217 \| 0.9676 \| nan \| 0.8892 \| 0.9881 \| 0.9694 \| 0.7705 \| 0.9913 \| 0.0 \| 0.8875 \| 0.9875 \| 0.9664 \| 0.7383 \| 0.9890 \| \| 0.006 \| 18.45 \| 12140 \| 0.0712 \| 0.7696 \| 0.9337 \| 0.9699 \| nan \| 0.8690 \| 0.9903 \| 0.9746 \| 0.8415 \| 0.9934 \| 0.0 \| 0.8675 \| 0.9894 \| 0.9712 \| 0.7983 \| 0.9910 \| \| 0.0046 \| 18.48 \| 12160 \| 0.0746 \| 0.7662 \| 0.9286 \| 0.9666 \| nan \| 0.8727 \| 0.9878 \| 0.9699 \| 0.8208 \| 0.9916 \| 0.0 \| 0.8708 \| 0.9872 \| 0.9667 \| 0.7830 \| 0.9895 \| \| 0.0024 \| 18.51 \| 12180 \| 0.0755 \| 0.7605 \| 0.9218 \| 0.9617 \| nan \| 0.8786 \| 0.9898 \| 0.9607 \| 0.7857 \| 0.9943 \| 0.0 \| 0.8762 \| 0.9891 \| 0.9583 \| 0.7484 \| 0.9912 \| \| 0.0096 \| 18.54 \| 12200 \| 0.0726 \| 0.7637 \| 0.9260 \| 0.9682 \| nan \| 0.8808 \| 0.9882 \| 0.9706 \| 0.7955 \| 0.9947 \| 0.0 \| 0.8790 \| 0.9876 \| 0.9676 \| 0.7565 \| 0.9917 \| \| 0.0056 \| 18.57 \| 12220 \| 0.0729 \| 0.7636 \| 0.9270 \| 0.9639 \| nan \| 0.8745 \| 0.9902 \| 0.9658 \| 0.8150 \| 0.9894 \| 0.0 \| 0.8721 \| 0.9863 \| 0.9633 \| 0.7721 \| 0.9874 \| \| 0.0187 \| 18.6 \| 12240 \| 0.0805 \| 0.7620 \| 0.9236 \| 0.9627 \| nan \| 0.8739 \| 0.9887 \| 0.9647 \| 0.8030 \| 0.9878 \| 0.0 \| 0.8718 \| 0.9855 \| 0.9616 \| 0.7671 \| 0.9860 \| \| 0.0088 \| 18.63 \| 12260 \| 0.0808 \| 0.7647 \| 0.9262 \| 0.9607 \| nan \| 0.8714 \| 0.9890 \| 0.9609 \| 0.8181 \| 0.9915 \| 0.0 \| 0.8691 \| 0.9881 \| 0.9581 \| 0.7842 \| 0.9888 \| \| 0.0125 \| 18.66 \| 12280 \| 0.0800 \| 0.7550 \| 0.9126 \| 0.9599 \| nan \| 0.8601 \| 0.9897 \| 0.9615 \| 0.7614 \| 0.9906 \| 0.0 \| 0.8579 \| 0.9890 \| 0.9587 \| 0.7363 \| 0.9881 \| \| 0.0223 \| 18.69 \| 12300 \| 0.0781 \| 0.7510 \| 0.9078 \| 0.9606 \| nan \| 0.8562 \| 0.9874 \| 0.9642 \| 0.7439 \| 0.9870 \| 0.0 \| 0.8542 \| 0.9869 \| 0.9612 \| 0.7187 \| 0.9849 \| \| 0.0704 \| 18.72 \| 12320 \| 0.1032 \| 0.7555 \| 0.9153 \| 0.9503 \| nan \| 0.8663 \| 0.9893 \| 0.9459 \| 0.7841 \| 0.9907 \| 0.0 \| 0.8639 \| 0.9882 \| 0.9432 \| 0.7498 \| 0.9880 \| \| 0.0367 \| 18.75 \| 12340 \| 0.1004 \| 0.7631 \| 0.9248 \| 0.9502 \| nan \| 0.8768 \| 0.9890 \| 0.9448 \| 0.8249 \| 0.9888 \| 0.0 \| 0.8746 \| 0.9882 \| 0.9417 \| 0.7873 \| 0.9869 \| \| 0.0416 \| 18.78 \| 12360 \| 0.0844 \| 0.7706 \| 0.9346 \| 0.9582 \| nan \| 0.8947 \| 0.9880 \| 0.9537 \| 0.8437 \| 0.9925 \| 0.0 \| 0.8923 \| 0.9876 \| 0.9509 \| 0.8032 \| 0.9899 \| \| 0.0132 \| 18.81 \| 12380 \| 0.0834 \| 0.7713 \| 0.9354 \| 0.9624 \| nan \| 0.8772 \| 0.9897 \| 0.9620 \| 0.8550 \| 0.9934 \| 0.0 \| 0.8751 \| 0.9893 \| 0.9589 \| 0.8137 \| 0.9906 \| \| 0.0077 \| 18.84 \| 12400 \| 0.0872 \| 0.7572 \| 0.9158 \| 0.9555 \| nan \| 0.8438 \| 0.9895 \| 0.9575 \| 0.8007 \| 0.9876 \| 0.0 \| 0.8413 \| 0.9890 \| 0.9548 \| 0.7728 \| 0.9854 \| \| 0.0148 \| 18.88 \| 12420 \| 0.0796 \| 0.7682 \| 0.9302 \| 0.9632 \| nan \| 0.8817 \| 0.9871 \| 0.9649 \| 0.8305 \| 0.9866 \| 0.0 \| 0.8800 \| 0.9868 \| 0.9614 \| 0.7962 \| 0.9848 \| \| 0.0637 \| 18.91 \| 12440 \| 0.0777 \| 0.7731 \| 0.9407 \| 0.9577 \| nan \| 0.8946 \| 0.9906 \| 0.9528 \| 0.8738 \| 0.9917 \| 0.0 \| 0.8923 \| 0.9891 \| 0.9503 \| 0.8183 \| 0.9888 \| \| 0.0079 \| 18.94 \| 12460 \| 0.0776 \| 0.7694 \| 0.9405 \| 0.9620 \| nan \| 0.8877 \| 0.9893 \| 0.9624 \| 0.8787 \| 0.9846 \| 0.0 \| 0.8860 \| 0.9883 \| 0.9588 \| 0.7999 \| 0.9834 \| \| 0.0078 \| 18.97 \| 12480 \| 0.0800 \| 0.7727 \| 0.9428 \| 0.9627 \| nan \| 0.8893 \| 0.9900 \| 0.9617 \| 0.8828 \| 0.9901 \| 0.0 \| 0.8874 \| 0.9891 \| 0.9587 \| 0.8128 \| 0.9880 \| \| 0.0044 \| 19.0 \| 12500 \| 0.0753 \| 0.7691 \| 0.9463 \| 0.9643 \| nan \| 0.8805 \| 0.9886 \| 0.9650 \| 0.9059 \| 0.9912 \| 0.0 \| 0.8786 \| 0.9878 \| 0.9621 \| 0.7969 \| 0.9890 \| \| 0.0046 \| 19.03 \| 12520 \| 0.0774 \| 0.7738 \| 0.9495 \| 0.9697 \| nan \| 0.8859 \| 0.9906 \| 0.9723 \| 0.9072 \| 0.9916 \| 0.0 \| 0.8845 \| 0.9892 \| 0.9687 \| 0.8109 \| 0.9894 \| \| 0.0027 \| 19.06 \| 12540 \| 0.0760 \| 0.7711 \| 0.9343 \| 0.9577 \| nan \| 0.8837 \| 0.9884 \| 0.9546 \| 0.8533 \| 0.9918 \| 0.0 \| 0.8815 \| 0.9874 \| 0.9520 \| 0.8165 \| 0.9894 \| \| 0.0291 \| 19.09 \| 12560 \| 0.0749 \| 0.7737 \| 0.9353 \| 0.9662 \| nan \| 0.8840 \| 0.9898 \| 0.9680 \| 0.8451 \| 0.9895 \| 0.0 \| 0.8826 \| 0.9889 \| 0.9640 \| 0.8192 \| 0.9877 \| \| 0.004 \| 19.12 \| 12580 \| 0.0765 \| 0.7701 \| 0.9314 \| 0.9638 \| nan \| 0.8634 \| 0.9876 \| 0.9668 \| 0.8474 \| 0.9917 \| 0.0 \| 0.8619 \| 0.9868 \| 0.9631 \| 0.8195 \| 0.9893 \| \| 0.0026 \| 19.15 \| 12600 \| 0.0776 \| 0.7687 \| 0.9307 \| 0.9627 \| nan \| 0.8809 \| 0.9904 \| 0.9621 \| 0.8272 \| 0.9927 \| 0.0 \| 0.8779 \| 0.9892 \| 0.9593 \| 0.7956 \| 0.9900 \| \| 0.0388 \| 19.18 \| 12620 \| 0.0758 \| 0.7671 \| 0.9289 \| 0.9644 \| nan \| 0.8857 \| 0.9903 \| 0.9640 \| 0.8108 \| 0.9935 \| 0.0 \| 0.8832 \| 0.9889 \| 0.9611 \| 0.7787 \| 0.9904 \| \| 0.0271 \| 19.21 \| 12640 \| 0.0676 \| 0.7731 \| 0.9357 \| 0.9679 \| nan \| 0.8941 \| 0.9884 \| 0.9688 \| 0.8347 \| 0.9925 \| 0.0 \| 0.8915 \| 0.9878 \| 0.9653 \| 0.8044 \| 0.9898 \| \| 0.0476 \| 19.24 \| 12660 \| 0.0711 \| 0.7639 \| 0.9230 \| 0.9609 \| nan \| 0.8656 \| 0.9894 \| 0.9626 \| 0.8080 \| 0.9893 \| 0.0 \| 0.8639 \| 0.9887 \| 0.9590 \| 0.7847 \| 0.9873 \| \| 0.0264 \| 19.27 \| 12680 \| 0.0713 \| 0.7668 \| 0.9404 \| 0.9671 \| nan \| 0.8855 \| 0.9903 \| 0.9707 \| 0.8729 \| 0.9825 \| 0.0 \| 0.8833 \| 0.9896 \| 0.9666 \| 0.7793 \| 0.9817 \| \| 0.0087 \| 19.3 \| 12700 \| 0.0708 \| 0.7618 \| 0.9310 \| 0.9592 \| nan \| 0.8718 \| 0.9893 \| 0.9594 \| 0.8469 \| 0.9876 \| 0.0 \| 0.8690 \| 0.9882 \| 0.9564 \| 0.7710 \| 0.9863 \| \| 0.0052 \| 19.33 \| 12720 \| 0.0722 \| 0.7676 \| 0.9323 \| 0.9593 \| nan \| 0.8725 \| 0.9900 \| 0.9596 \| 0.8528 \| 0.9869 \| 0.0 \| 0.8697 \| 0.9889 \| 0.9565 \| 0.8051 \| 0.9854 \| \| 0.0074 \| 19.36 \| 12740 \| 0.0730 \| 0.7740 \| 0.9379 \| 0.9621 \| nan \| 0.8903 \| 0.9903 \| 0.9610 \| 0.8596 \| 0.9884 \| 0.0 \| 0.8878 \| 0.9895 \| 0.9575 \| 0.8225 \| 0.9867 \| \| 0.0062 \| 19.39 \| 12760 \| 0.0744 \| 0.7700 \| 0.9315 \| 0.9626 \| nan \| 0.8845 \| 0.9889 \| 0.9625 \| 0.8320 \| 0.9899 \| 0.0 \| 0.8826 \| 0.9883 \| 0.9589 \| 0.8023 \| 0.9878 \| \| 0.0103 \| 19.42 \| 12780 \| 0.0714 \| 0.7722 \| 0.9350 \| 0.9652 \| nan \| 0.8838 \| 0.9896 \| 0.9665 \| 0.8453 \| 0.9896 \| 0.0 \| 0.8821 \| 0.9889 \| 0.9627 \| 0.8116 \| 0.9877 \| \| 0.0309 \| 19.45 \| 12800 \| 0.0745 \| 0.7659 \| 0.9258 \| 0.9588 \| nan \| 0.8799 \| 0.9878 \| 0.9572 \| 0.8133 \| 0.9910 \| 0.0 \| 0.8780 \| 0.9873 \| 0.9541 \| 0.7875 \| 0.9885 \| \| 0.0434 \| 19.48 \| 12820 \| 0.0777 \| 0.7666 \| 0.9295 \| 0.9599 \| nan \| 0.8744 \| 0.9873 \| 0.9598 \| 0.8357 \| 0.9900 \| 0.0 \| 0.8724 \| 0.9868 \| 0.9565 \| 0.7959 \| 0.9882 \| \| 0.0421 \| 19.51 \| 12840 \| 0.0729 \| 0.7704 \| 0.9366 \| 0.9621 \| nan \| 0.8862 \| 0.9886 \| 0.9608 \| 0.8551 \| 0.9924 \| 0.0 \| 0.8826 \| 0.9880 \| 0.9583 \| 0.8039 \| 0.9897 \| \| 0.0088 \| 19.54 \| 12860 \| 0.0769 \| 0.7667 \| 0.9314 \| 0.9536 \| nan \| 0.8829 \| 0.9884 \| 0.9500 \| 0.8502 \| 0.9853 \| 0.0 \| 0.8806 \| 0.9876 \| 0.9472 \| 0.8011 \| 0.9837 \| \| 0.0027 \| 19.57 \| 12880 \| 0.0741 \| 0.7719 \| 0.9380 \| 0.9643 \| nan \| 0.8964 \| 0.9868 \| 0.9650 \| 0.8566 \| 0.9850 \| 0.0 \| 0.8940 \| 0.9862 \| 0.9620 \| 0.8059 \| 0.9834 \| \| 0.0092 \| 19.6 \| 12900 \| 0.0767 \| 0.7629 \| 0.9229 \| 0.9586 \| nan \| 0.8628 \| 0.9865 \| 0.9603 \| 0.8180 \| 0.9872 \| 0.0 \| 0.8614 \| 0.9858 \| 0.9570 \| 0.7883 \| 0.9852 \| \| 0.0128 \| 19.64 \| 12920 \| 0.0729 \| 0.7717 \| 0.9347 \| 0.9651 \| nan \| 0.8947 \| 0.9891 \| 0.9650 \| 0.8354 \| 0.9894 \| 0.0 \| 0.8919 \| 0.9886 \| 0.9620 \| 0.8006 \| 0.9873 \| \| 0.0139 \| 19.67 \| 12940 \| 0.0707 \| 0.7720 \| 0.9338 \| 0.9625 \| nan \| 0.8978 \| 0.9874 \| 0.9612 \| 0.8345 \| 0.9880 \| 0.0 \| 0.8955 \| 0.9869 \| 0.9583 \| 0.8050 \| 0.9861 \| \| 0.008 \| 19.7 \| 12960 \| 0.0738 \| 0.7703 \| 0.9307 \| 0.9695 \| nan \| 0.9130 \| 0.9880 \| 0.9694 \| 0.7925 \| 0.9906 \| 0.0 \| 0.9096 \| 0.9875 \| 0.9667 \| 0.7700 \| 0.9881 \| \| 0.0041 \| 19.73 \| 12980 \| 0.0799 \| 0.7533 \| 0.9092 \| 0.9673 \| nan \| 0.8897 \| 0.9900 \| 0.9697 \| 0.7086 \| 0.9883 \| 0.0 \| 0.8876 \| 0.9888 \| 0.9661 \| 0.6914 \| 0.9859 \| \| 0.0081 \| 19.76 \| 13000 \| 0.0753 \| 0.7551 \| 0.9159 \| 0.9643 \| nan \| 0.9014 \| 0.9875 \| 0.9646 \| 0.7414 \| 0.9847 \| 0.0 \| 0.8988 \| 0.9870 \| 0.9611 \| 0.7005 \| 0.9833 \| \| 0.0226 \| 19.79 \| 13020 \| 0.0710 \| 0.7705 \| 0.9343 \| 0.9718 \| nan \| 0.9062 \| 0.9886 \| 0.9737 \| 0.8128 \| 0.9903 \| 0.0 \| 0.9042 \| 0.9882 \| 0.9696 \| 0.7728 \| 0.9884 \| \| 0.0063 \| 19.82 \| 13040 \| 0.0779 \| 0.7554 \| 0.9147 \| 0.9654 \| nan \| 0.8747 \| 0.9894 \| 0.9679 \| 0.7503 \| 0.9910 \| 0.0 \| 0.8726 \| 0.9887 \| 0.9649 \| 0.7179 \| 0.9881 \| \| 0.0214 \| 19.85 \| 13060 \| 0.0820 \| 0.7544 \| 0.9142 \| 0.9577 \| nan \| 0.8971 \| 0.9899 \| 0.9534 \| 0.7403 \| 0.9902 \| 0.0 \| 0.8922 \| 0.9884 \| 0.9511 \| 0.7089 \| 0.9857 \| \| 0.049 \| 19.88 \| 13080 \| 0.0745 \| 0.7610 \| 0.9200 \| 0.9661 \| nan \| 0.8855 \| 0.9910 \| 0.9669 \| 0.7637 \| 0.9929 \| 0.0 \| 0.8823 \| 0.9897 \| 0.9639 \| 0.7413 \| 0.9889 \| \| 0.0078 \| 19.91 \| 13100 \| 0.0751 \| 0.7595 \| 0.9181 \| 0.9615 \| nan \| 0.9037 \| 0.9869 \| 0.9594 \| 0.7529 \| 0.9876 \| 0.0 \| 0.9007 \| 0.9862 \| 0.9568 \| 0.7286 \| 0.9849 \| \| 0.0036 \| 19.94 \| 13120 \| 0.0808 \| 0.7585 \| 0.9182 \| 0.9582 \| nan \| 0.8981 \| 0.9884 \| 0.9551 \| 0.7629 \| 0.9865 \| 0.0 \| 0.8956 \| 0.9876 \| 0.9525 \| 0.7314 \| 0.9840 \| \| 0.005 \| 19.97 \| 13140 \| 0.0791 \| 0.7681 \| 0.9298 \| 0.9638 \| nan \| 0.8892 \| 0.9886 \| 0.9637 \| 0.8177 \| 0.9899 \| 0.0 \| 0.8872 \| 0.9878 \| 0.9606 \| 0.7855 \| 0.9873 \| \| 0.0071 \| 20.0 \| 13160 \| 0.0784 \| 0.7666 \| 0.9294 \| 0.9607 \| nan \| 0.8830 \| 0.9897 \| 0.9589 \| 0.8229 \| 0.9927 \| 0.0 \| 0.8804 \| 0.9888 \| 0.9562 \| 0.7853 \| 0.9888 \| \| 0.0053 \| 20.03 \| 13180 \| 0.0766 \| 0.7595 \| 0.9192 \| 0.9638 \| nan \| 0.8836 \| 0.9882 \| 0.9649 \| 0.7704 \| 0.9891 \| 0.0 \| 0.8808 \| 0.9874 \| 0.9620 \| 0.7403 \| 0.9864 \| \| 0.0345 \| 20.06 \| 13200 \| 0.0907 \| 0.7423 \| 0.8976 \| 0.9495 \| nan \| 0.8555 \| 0.9895 \| 0.9472 \| 0.7089 \| 0.9870 \| 0.0 \| 0.8529 \| 0.9888 \| 0.9447 \| 0.6829 \| 0.9846 \| \| 0.0035 \| 20.09 \| 13220 \| 0.0784 \| 0.7579 \| 0.9190 \| 0.9593 \| nan \| 0.8780 \| 0.9906 \| 0.9576 \| 0.7768 \| 0.9921 \| 0.0 \| 0.8750 \| 0.9900 \| 0.9549 \| 0.7382 \| 0.9894 \| \| 0.008 \| 20.12 \| 13240 \| 0.0780 \| 0.7655 \| 0.9281 \| 0.9607 \| nan \| 0.8956 \| 0.9883 \| 0.9578 \| 0.8072 \| 0.9916 \| 0.0 \| 0.8934 \| 0.9878 \| 0.9550 \| 0.7678 \| 0.9892 \| \| 0.0051 \| 20.15 \| 13260 \| 0.0759 \| 0.7703 \| 0.9348 \| 0.9680 \| nan \| 0.9004 \| 0.9893 \| 0.9681 \| 0.8245 \| 0.9919 \| 0.0 \| 0.8980 \| 0.9887 \| 0.9652 \| 0.7800 \| 0.9896 \| \| 0.036 \| 20.18 \| 13280 \| 0.0743 \| 0.7658 \| 0.9290 \| 0.9645 \| nan \| 0.9018 \| 0.9912 \| 0.9626 \| 0.7985 \| 0.9910 \| 0.0 \| 0.8998 \| 0.9903 \| 0.9595 \| 0.7561 \| 0.9892 \| \| 0.0056 \| 20.21 \| 13300 \| 0.0724 \| 0.7674 \| 0.9306 \| 0.9635 \| nan \| 0.9009 \| 0.9890 \| 0.9612 \| 0.8100 \| 0.9917 \| 0.0 \| 0.8978 \| 0.9883 \| 0.9584 \| 0.7703 \| 0.9897 \| \| 0.009 \| 20.24 \| 13320 \| 0.0714 \| 0.7645 \| 0.9280 \| 0.9668 \| nan \| 0.8813 \| 0.9887 \| 0.9708 \| 0.8144 \| 0.9846 \| 0.0 \| 0.8794 \| 0.9881 \| 0.9671 \| 0.7688 \| 0.9835 \| \| 0.0071 \| 20.27 \| 13340 \| 0.0762 \| 0.7489 \| 0.9048 \| 0.9549 \| nan \| 0.8903 \| 0.9903 \| 0.9502 \| 0.7036 \| 0.9898 \| 0.0 \| 0.8883 \| 0.9896 \| 0.9475 \| 0.6806 \| 0.9872 \| \| 0.0049 \| 20.3 \| 13360 \| 0.0754 \| 0.7537 \| 0.9111 \| 0.9662 \| nan \| 0.8794 \| 0.9900 \| 0.9688 \| 0.7270 \| 0.9900 \| 0.0 \| 0.8779 \| 0.9891 \| 0.9655 \| 0.7021 \| 0.9879 \| \| 0.047 \| 20.33 \| 13380 \| 0.0762 \| 0.7640 \| 0.9258 \| 0.9645 \| nan \| 0.8878 \| 0.9862 \| 0.9664 \| 0.8026 \| 0.9860 \| 0.0 \| 0.8852 \| 0.9858 \| 0.9634 \| 0.7650 \| 0.9843 \| \| 0.0151 \| 20.36 \| 13400 \| 0.0794 \| 0.7699 \| 0.9338 \| 0.9592 \| nan \| 0.8878 \| 0.9896 \| 0.9563 \| 0.8437 \| 0.9916 \| 0.0 \| 0.8846 \| 0.9886 \| 0.9538 \| 0.8035 \| 0.9887 \| \| 0.0163 \| 20.4 \| 13420 \| 0.0779 \| 0.7718 \| 0.9370 \| 0.9602 \| nan \| 0.8774 \| 0.9868 \| 0.9596 \| 0.8706 \| 0.9907 \| 0.0 \| 0.8744 \| 0.9861 \| 0.9568 \| 0.8257 \| 0.9878 \| \| 0.0051 \| 20.43 \| 13440 \| 0.0771 \| 0.7664 \| 0.9296 \| 0.9563 \| nan \| 0.8855 \| 0.9888 \| 0.9534 \| 0.8333 \| 0.9871 \| 0.0 \| 0.8827 \| 0.9881 \| 0.9506 \| 0.7918 \| 0.9852 \| \| 0.0042 \| 20.46 \| 13460 \| 0.0816 \| 0.7676 \| 0.9312 \| 0.9531 \| nan \| 0.8797 \| 0.9879 \| 0.9474 \| 0.8464 \| 0.9946 \| 0.0 \| 0.8765 \| 0.9874 \| 0.9451 \| 0.8065 \| 0.9901 \| \| 0.0022 \| 20.49 \| 13480 \| 0.0725 \| 0.7720 \| 0.9364 \| 0.9650 \| nan \| 0.8840 \| 0.9883 \| 0.9658 \| 0.8522 \| 0.9919 \| 0.0 \| 0.8813 \| 0.9878 \| 0.9626 \| 0.8109 \| 0.9896 \| \| 0.0566 \| 20.52 \| 13500 \| 0.0739 \| 0.7746 \| 0.9373 \| 0.9649 \| nan \| 0.8985 \| 0.9915 \| 0.9629 \| 0.8409 \| 0.9928 \| 0.0 \| 0.8954 \| 0.9908 \| 0.9600 \| 0.8116 \| 0.9901 \| \| 0.0069 \| 20.55 \| 13520 \| 0.0752 \| 0.7674 \| 0.9299 \| 0.9609 \| nan \| 0.8932 \| 0.9881 \| 0.9594 \| 0.8209 \| 0.9880 \| 0.0 \| 0.8903 \| 0.9877 \| 0.9564 \| 0.7839 \| 0.9863 \| \| 0.0068 \| 20.58 \| 13540 \| 0.0754 \| 0.7744 \| 0.9366 \| 0.9686 \| nan \| 0.9023 \| 0.9897 \| 0.9689 \| 0.8307 \| 0.9912 \| 0.0 \| 0.8994 \| 0.9892 \| 0.9660 \| 0.8030 \| 0.9889 \| \| 0.0612 \| 20.61 \| 13560 \| 0.0747 \| 0.7758 \| 0.9396 \| 0.9680 \| nan \| 0.8897 \| 0.9880 \| 0.9698 \| 0.8592 \| 0.9914 \| 0.0 \| 0.8870 \| 0.9873 \| 0.9668 \| 0.8243 \| 0.9892 \| \| 0.0121 \| 20.64 \| 13580 \| 0.0793 \| 0.7697 \| 0.9324 \| 0.9554 \| nan \| 0.8797 \| 0.9873 \| 0.9517 \| 0.8516 \| 0.9917 \| 0.0 \| 0.8768 \| 0.9866 \| 0.9495 \| 0.8167 \| 0.9890 \| \| 0.0983 \| 20.67 \| 13600 \| 0.0817 \| 0.7721 \| 0.9342 \| 0.9604 \| nan \| 0.8813 \| 0.9914 \| 0.9584 \| 0.8470 \| 0.9928 \| 0.0 \| 0.8782 \| 0.9906 \| 0.9560 \| 0.8180 \| 0.9900 \| \| 0.0105 \| 20.7 \| 13620 \| 0.0824 \| 0.7685 \| 0.9316 \| 0.9576 \| nan \| 0.8673 \| 0.9894 \| 0.9562 \| 0.8522 \| 0.9928 \| 0.0 \| 0.8636 \| 0.9889 \| 0.9540 \| 0.8149 \| 0.9896 \| \| 0.0105 \| 20.73 \| 13640 \| 0.0789 \| 0.7658 \| 0.9276 \| 0.9623 \| nan \| 0.8661 \| 0.9870 \| 0.9650 \| 0.8314 \| 0.9886 \| 0.0 \| 0.8636 \| 0.9864 \| 0.9618 \| 0.7967 \| 0.9865 \| \| 0.0045 \| 20.76 \| 13660 \| 0.0808 \| 0.7774 \| 0.9433 \| 0.9659 \| nan \| 0.9032 \| 0.9901 \| 0.9642 \| 0.8668 \| 0.9924 \| 0.0 \| 0.8995 \| 0.9892 \| 0.9614 \| 0.8247 \| 0.9899 \| \| 0.0056 \| 20.79 \| 13680 \| 0.0968 \| 0.7756 \| 0.9417 \| 0.9545 \| nan \| 0.8958 \| 0.9879 \| 0.9478 \| 0.8842 \| 0.9929 \| 0.0 \| 0.8922 \| 0.9869 \| 0.9454 \| 0.8399 \| 0.9894 \| \| 0.0051 \| 20.82 \| 13700 \| 0.1019 \| 0.7772 \| 0.9422 \| 0.9602 \| nan \| 0.9032 \| 0.9887 \| 0.9557 \| 0.8717 \| 0.9918 \| 0.0 \| 0.8998 \| 0.9879 \| 0.9529 \| 0.8333 \| 0.9893 \| \| 0.0286 \| 20.85 \| 13720 \| 0.0848 \| 0.7759 \| 0.9397 \| 0.9605 \| nan \| 0.8979 \| 0.9879 \| 0.9571 \| 0.8639 \| 0.9919 \| 0.0 \| 0.8949 \| 0.9873 \| 0.9541 \| 0.8293 \| 0.9894 \| \| 0.0065 \| 20.88 \| 13740 \| 0.0850 \| 0.7800 \| 0.9444 \| 0.9660 \| nan \| 0.8994 \| 0.9901 \| 0.9645 \| 0.8744 \| 0.9934 \| 0.0 \| 0.8970 \| 0.9895 \| 0.9615 \| 0.8416 \| 0.9903 \| \| 0.0046 \| 20.91 \| 13760 \| 0.0923 \| 0.7714 \| 0.9349 \| 0.9495 \| nan \| 0.8894 \| 0.9871 \| 0.9418 \| 0.8660 \| 0.9900 \| 0.0 \| 0.8868 \| 0.9864 \| 0.9391 \| 0.8279 \| 0.9879 \| \| 0.0049 \| 20.94 \| 13780 \| 0.0856 \| 0.7735 \| 0.9378 \| 0.9603 \| nan \| 0.8888 \| 0.9892 \| 0.9574 \| 0.8607 \| 0.9929 \| 0.0 \| 0.8858 \| 0.9888 \| 0.9545 \| 0.8220 \| 0.9901 \| \| 0.0139 \| 20.97 \| 13800 \| 0.0816 \| 0.7667 \| 0.9329 \| 0.9622 \| nan \| 0.8606 \| 0.9893 \| 0.9642 \| 0.8578 \| 0.9925 \| 0.0 \| 0.8579 \| 0.9889 \| 0.9611 \| 0.8025 \| 0.9896 \| \| 0.0043 \| 21.0 \| 13820 \| 0.0814 \| 0.7723 \| 0.9388 \| 0.9647 \| nan \| 0.8944 \| 0.9866 \| 0.9640 \| 0.8564 \| 0.9925 \| 0.0 \| 0.8916 \| 0.9862 \| 0.9609 \| 0.8050 \| 0.9901 \| \| 0.0064 \| 21.03 \| 13840 \| 0.0817 \| 0.7634 \| 0.9251 \| 0.9615 \| nan \| 0.8651 \| 0.9897 \| 0.9628 \| 0.8161 \| 0.9920 \| 0.0 \| 0.8630 \| 0.9887 \| 0.9597 \| 0.7791 \| 0.9898 \| \| 0.0127 \| 21.06 \| 13860 \| 0.0795 \| 0.7679 \| 0.9299 \| 0.9674 \| nan \| 0.8699 \| 0.9892 \| 0.9713 \| 0.8276 \| 0.9915 \| 0.0 \| 0.8669 \| 0.9885 \| 0.9681 \| 0.7945 \| 0.9895 \| \| 0.0541 \| 21.09 \| 13880 \| 0.0797 \| 0.7681 \| 0.9313 \| 0.9590 \| nan \| 0.8842 \| 0.9905 \| 0.9564 \| 0.8340 \| 0.9912 \| 0.0 \| 0.8808 \| 0.9893 \| 0.9540 \| 0.7957 \| 0.9891 \| \| 0.0242 \| 21.12 \| 13900 \| 0.0783 \| 0.7653 \| 0.9273 \| 0.9614 \| nan \| 0.8672 \| 0.9910 \| 0.9631 \| 0.8269 \| 0.9882 \| 0.0 \| 0.8645 \| 0.9899 \| 0.9603 \| 0.7905 \| 0.9868 \| \| 0.0337 \| 21.16 \| 13920 \| 0.0734 \| 0.7686 \| 0.9305 \| 0.9647 \| nan \| 0.8672 \| 0.9869 \| 0.9688 \| 0.8416 \| 0.9878 \| 0.0 \| 0.8653 \| 0.9862 \| 0.9655 \| 0.8081 \| 0.9864 \| \| 0.0099 \| 21.19 \| 13940 \| 0.0761 \| 0.7772 \| 0.9411 \| 0.9665 \| nan \| 0.8938 \| 0.9900 \| 0.9667 \| 0.8639 \| 0.9911 \| 0.0 \| 0.8912 \| 0.9887 \| 0.9639 \| 0.8304 \| 0.9890 \| \| 0.0148 \| 21.22 \| 13960 \| 0.0773 \| 0.7665 \| 0.9261 \| 0.9605 \| nan \| 0.8729 \| 0.9885 \| 0.9607 \| 0.8175 \| 0.9908 \| 0.0 \| 0.8705 \| 0.9845 \| 0.9580 \| 0.7973 \| 0.9884 \| \| 0.0075 \| 21.25 \| 13980 \| 0.0772 \| 0.7704 \| 0.9317 \| 0.9654 \| nan \| 0.8894 \| 0.9919 \| 0.9651 \| 0.8197 \| 0.9923 \| 0.0 \| 0.8863 \| 0.9866 \| 0.9625 \| 0.7982 \| 0.9891 \| \| 0.0106 \| 21.28 \| 14000 \| 0.0784 \| 0.7657 \| 0.9266 \| 0.9618 \| nan \| 0.8764 \| 0.9905 \| 0.9616 \| 0.8126 \| 0.9921 \| 0.0 \| 0.8731 \| 0.9854 \| 0.9591 \| 0.7874 \| 0.9895 \| \| 0.0063 \| 21.31 \| 14020 \| 0.0757 \| 0.7664 \| 0.9281 \| 0.9592 \| nan \| 0.8849 \| 0.9910 \| 0.9565 \| 0.8165 \| 0.9916 \| 0.0 \| 0.8820 \| 0.9900 \| 0.9538 \| 0.7830 \| 0.9894 \| \| 0.0048 \| 21.34 \| 14040 \| 0.0762 \| 0.7652 \| 0.9262 \| 0.9606 \| nan \| 0.8766 \| 0.9899 \| 0.9596 \| 0.8121 \| 0.9927 \| 0.0 \| 0.8740 \| 0.9892 \| 0.9568 \| 0.7808 \| 0.9901 \| \| 0.0019 \| 21.37 \| 14060 \| 0.0779 \| 0.7659 \| 0.9263 \| 0.9638 \| nan \| 0.8778 \| 0.9913 \| 0.9644 \| 0.8057 \| 0.9923 \| 0.0 \| 0.8752 \| 0.9905 \| 0.9615 \| 0.7782 \| 0.9898 \| \| 0.0093 \| 21.4 \| 14080 \| 0.0789 \| 0.7716 \| 0.9335 \| 0.9668 \| nan \| 0.8924 \| 0.9888 \| 0.9672 \| 0.8262 \| 0.9929 \| 0.0 \| 0.8899 \| 0.9883 \| 0.9642 \| 0.7967 \| 0.9902 \| \| 0.0111 \| 21.43 \| 14100 \| 0.0833 \| 0.7678 \| 0.9290 \| 0.9623 \| nan \| 0.8886 \| 0.9873 \| 0.9609 \| 0.8152 \| 0.9932 \| 0.0 \| 0.8864 \| 0.9868 \| 0.9581 \| 0.7853 \| 0.9900 \| \| 0.0025 \| 21.46 \| 14120 \| 0.0879 \| 0.7596 \| 0.9192 \| 0.9604 \| nan \| 0.8766 \| 0.9889 \| 0.9598 \| 0.7787 \| 0.9921 \| 0.0 \| 0.8738 \| 0.9883 \| 0.9572 \| 0.7488 \| 0.9894 \| \| 0.0017 \| 21.49 \| 14140 \| 0.0898 \| 0.7537 \| 0.9129 \| 0.9645 \| nan \| 0.8738 \| 0.9886 \| 0.9665 \| 0.7434 \| 0.9919 \| 0.0 \| 0.8712 \| 0.9881 \| 0.9636 \| 0.7095 \| 0.9896 \| \| 0.0093 \| 21.52 \| 14160 \| 0.0893 \| 0.7493 \| 0.9110 \| 0.9632 \| nan \| 0.8832 \| 0.9912 \| 0.9650 \| 0.7312 \| 0.9844 \| 0.0 \| 0.8808 \| 0.9901 \| 0.9616 \| 0.6796 \| 0.9833 \| \| 0.0287 \| 21.55 \| 14180 \| 0.0880 \| 0.7509 \| 0.9135 \| 0.9612 \| nan \| 0.8835 \| 0.9874 \| 0.9621 \| 0.7493 \| 0.9853 \| 0.0 \| 0.8807 \| 0.9868 \| 0.9590 \| 0.6949 \| 0.9841 \| \| 0.0018 \| 21.58 \| 14200 \| 0.0862 \| 0.7633 \| 0.9245 \| 0.9645 \| nan \| 0.8955 \| 0.9895 \| 0.9637 \| 0.7825 \| 0.9912 \| 0.0 \| 0.8930 \| 0.9890 \| 0.9606 \| 0.7477 \| 0.9893 \| \| 0.0053 \| 21.61 \| 14220 \| 0.0794 \| 0.7586 \| 0.9175 \| 0.9641 \| nan \| 0.8700 \| 0.9879 \| 0.9663 \| 0.7707 \| 0.9926 \| 0.0 \| 0.8676 \| 0.9875 \| 0.9634 \| 0.7429 \| 0.9902 \| \| 0.017 \| 21.64 \| 14240 \| 0.0772 \| 0.7659 \| 0.9267 \| 0.9663 \| nan \| 0.8831 \| 0.9917 \| 0.9672 \| 0.7985 \| 0.9928 \| 0.0 \| 0.8803 \| 0.9911 \| 0.9644 \| 0.7691 \| 0.9905 \| \| 0.0363 \| 21.67 \| 14260 \| 0.0799 \| 0.7670 \| 0.9284 \| 0.9637 \| nan \| 0.8860 \| 0.9887 \| 0.9639 \| 0.8130 \| 0.9902 \| 0.0 \| 0.8834 \| 0.9881 \| 0.9611 \| 0.7810 \| 0.9884 \| \| 0.0044 \| 21.7 \| 14280 \| 0.0794 \| 0.7633 \| 0.9246 \| 0.9630 \| nan \| 0.8770 \| 0.9894 \| 0.9649 \| 0.8052 \| 0.9867 \| 0.0 \| 0.8751 \| 0.9887 \| 0.9614 \| 0.7696 \| 0.9851 \| \| 0.0031 \| 21.73 \| 14300 \| 0.0780 \| 0.7635 \| 0.9246 \| 0.9596 \| nan \| 0.8857 \| 0.9864 \| 0.9578 \| 0.8014 \| 0.9916 \| 0.0 \| 0.8833 \| 0.9859 \| 0.9549 \| 0.7676 \| 0.9892 \| \| 0.0091 \| 21.76 \| 14320 \| 0.0818 \| 0.7584 \| 0.9171 \| 0.9541 \| nan \| 0.8614 \| 0.9896 \| 0.9519 \| 0.7909 \| 0.9919 \| 0.0 \| 0.8596 \| 0.9889 \| 0.9492 \| 0.7631 \| 0.9894 \| \| 0.0031 \| 21.79 \| 14340 \| 0.0803 \| 0.7637 \| 0.9226 \| 0.9607 \| nan \| 0.8893 \| 0.9907 \| 0.9583 \| 0.7824 \| 0.9922 \| 0.0 \| 0.8875 \| 0.9901 \| 0.9553 \| 0.7591 \| 0.9899 \| \| 0.0059 \| 21.82 \| 14360 \| 0.0782 \| 0.7726 \| 0.9344 \| 0.9644 \| nan \| 0.9020 \| 0.9897 \| 0.9619 \| 0.8250 \| 0.9937 \| 0.0 \| 0.8994 \| 0.9889 \| 0.9591 \| 0.7971 \| 0.9909 \| \| 0.0225 \| 21.85 \| 14380 \| 0.0791 \| 0.7698 \| 0.9319 \| 0.9640 \| nan \| 0.8921 \| 0.9879 \| 0.9627 \| 0.8230 \| 0.9940 \| 0.0 \| 0.8894 \| 0.9872 \| 0.9601 \| 0.7917 \| 0.9905 \| \| 0.0351 \| 21.88 \| 14400 \| 0.0806 \| 0.7712 \| 0.9341 \| 0.9626 \| nan \| 0.8833 \| 0.9895 \| 0.9620 \| 0.8441 \| 0.9918 \| 0.0 \| 0.8810 \| 0.9888 \| 0.9591 \| 0.8091 \| 0.9894 \| \| 0.0182 \| 21.91 \| 14420 \| 0.0852 \| 0.7736 \| 0.9409 \| 0.9628 \| nan \| 0.8914 \| 0.9897 \| 0.9614 \| 0.8716 \| 0.9906 \| 0.0 \| 0.8884 \| 0.9890 \| 0.9586 \| 0.8163 \| 0.9890 \| \| 0.0057 \| 21.95 \| 14440 \| 0.0890 \| 0.7699 \| 0.9339 \| 0.9568 \| nan \| 0.8937 \| 0.9891 \| 0.9520 \| 0.8438 \| 0.9910 \| 0.0 \| 0.8905 \| 0.9883 \| 0.9497 \| 0.8015 \| 0.9893 \| \| 0.0091 \| 21.98 \| 14460 \| 0.0878 \| 0.7726 \| 0.9368 \| 0.9628 \| nan \| 0.9011 \| 0.9901 \| 0.9604 \| 0.8425 \| 0.9898 \| 0.0 \| 0.8978 \| 0.9895 \| 0.9574 \| 0.8028 \| 0.9884 \| \| 0.0038 \| 22.01 \| 14480 \| 0.0838 \| 0.7675 \| 0.9314 \| 0.9602 \| nan \| 0.8804 \| 0.9917 \| 0.9585 \| 0.8348 \| 0.9913 \| 0.0 \| 0.8774 \| 0.9906 \| 0.9560 \| 0.7915 \| 0.9896 \| \| 0.0361 \| 22.04 \| 14500 \| 0.0789 \| 0.7730 \| 0.9402 \| 0.9644 \| nan \| 0.8943 \| 0.9891 \| 0.9628 \| 0.8611 \| 0.9937 \| 0.0 \| 0.8907 \| 0.9886 \| 0.9604 \| 0.8067 \| 0.9914 \| \| 0.004 \| 22.07 \| 14520 \| 0.0802 \| 0.7665 \| 0.9288 \| 0.9698 \| nan \| 0.8818 \| 0.9880 \| 0.9742 \| 0.8109 \| 0.9892 \| 0.0 \| 0.8797 \| 0.9876 \| 0.9707 \| 0.7733 \| 0.9877 \| \| 0.0158 \| 22.1 \| 14540 \| 0.0701 \| 0.7712 \| 0.9343 \| 0.9652 \| nan \| 0.8896 \| 0.9873 \| 0.9658 \| 0.8378 \| 0.9907 \| 0.0 \| 0.8873 \| 0.9869 \| 0.9627 \| 0.8018 \| 0.9886 \| \| 0.003 \| 22.13 \| 14560 \| 0.0852 \| 0.7650 \| 0.9276 \| 0.9515 \| nan \| 0.8554 \| 0.9909 \| 0.9483 \| 0.8512 \| 0.9921 \| 0.0 \| 0.8526 \| 0.9901 \| 0.9460 \| 0.8128 \| 0.9884 \| \| 0.0138 \| 22.16 \| 14580 \| 0.0922 \| 0.7659 \| 0.9282 \| 0.9562 \| nan \| 0.8495 \| 0.9898 \| 0.9567 \| 0.8542 \| 0.9910 \| 0.0 \| 0.8468 \| 0.9890 \| 0.9541 \| 0.8171 \| 0.9884 \| \| 0.0088 \| 22.19 \| 14600 \| 0.0988 \| 0.7658 \| 0.9285 \| 0.9513 \| nan \| 0.8733 \| 0.9898 \| 0.9469 \| 0.8444 \| 0.9881 \| 0.0 \| 0.8704 \| 0.9891 \| 0.9443 \| 0.8045 \| 0.9862 \| \| 0.0076 \| 22.22 \| 14620 \| 0.0915 \| 0.7653 \| 0.9283 \| 0.9582 \| nan \| 0.8734 \| 0.9902 \| 0.9573 \| 0.8317 \| 0.9888 \| 0.0 \| 0.8711 \| 0.9895 \| 0.9542 \| 0.7897 \| 0.9871 \| \| 0.0582 \| 22.25 \| 14640 \| 0.0838 \| 0.7675 \| 0.9296 \| 0.9669 \| nan \| 0.8741 \| 0.9885 \| 0.9704 \| 0.8247 \| 0.9902 \| 0.0 \| 0.8719 \| 0.9880 \| 0.9670 \| 0.7895 \| 0.9885 \| \| 0.0122 \| 22.28 \| 14660 \| 0.0826 \| 0.7659 \| 0.9288 \| 0.9597 \| nan \| 0.8815 \| 0.9890 \| 0.9584 \| 0.8247 \| 0.9901 \| 0.0 \| 0.8787 \| 0.9885 \| 0.9557 \| 0.7844 \| 0.9884 \| \| 0.0273 \| 22.31 \| 14680 \| 0.0852 \| 0.7734 \| 0.9394 \| 0.9551 \| nan \| 0.8834 \| 0.9904 \| 0.9503 \| 0.8811 \| 0.9918 \| 0.0 \| 0.8804 \| 0.9897 \| 0.9476 \| 0.8329 \| 0.9899 \| \| 0.0054 \| 22.34 \| 14700 \| 0.0839 \| 0.7746 \| 0.9397 \| 0.9617 \| nan \| 0.8896 \| 0.9877 \| 0.9597 \| 0.8684 \| 0.9932 \| 0.0 \| 0.8863 \| 0.9873 \| 0.9569 \| 0.8259 \| 0.9908 \| \| 0.0112 \| 22.37 \| 14720 \| 0.0819 \| 0.7704 \| 0.9335 \| 0.9591 \| nan \| 0.8820 \| 0.9881 \| 0.9566 \| 0.8475 \| 0.9935 \| 0.0 \| 0.8795 \| 0.9877 \| 0.9538 \| 0.8110 \| 0.9905 \| \| 0.0635 \| 22.4 \| 14740 \| 0.0821 \| 0.7711 \| 0.9345 \| 0.9611 \| nan \| 0.8810 \| 0.9874 \| 0.9607 \| 0.8530 \| 0.9904 \| 0.0 \| 0.8787 \| 0.9869 \| 0.9576 \| 0.8149 \| 0.9886 \| \| 0.0053 \| 22.43 \| 14760 \| 0.0810 \| 0.7709 \| 0.9342 \| 0.9630 \| nan \| 0.8891 \| 0.9892 \| 0.9626 \| 0.8409 \| 0.9890 \| 0.0 \| 0.8867 \| 0.9888 \| 0.9597 \| 0.8025 \| 0.9875 \| \| 0.0365 \| 22.46 \| 14780 \| 0.0752 \| 0.7748 \| 0.9414 \| 0.9610 \| nan \| 0.8968 \| 0.9890 \| 0.9580 \| 0.8722 \| 0.9914 \| 0.0 \| 0.8936 \| 0.9886 \| 0.9557 \| 0.8220 \| 0.9889 \| \| 0.0095 \| 22.49 \| 14800 \| 0.0817 \| 0.7710 \| 0.9379 \| 0.9548 \| nan \| 0.8870 \| 0.9881 \| 0.9502 \| 0.8744 \| 0.9896 \| 0.0 \| 0.8846 \| 0.9877 \| 0.9477 \| 0.8188 \| 0.9875 \| \| 0.0122 \| 22.52 \| 14820 \| 0.0842 \| 0.7772 \| 0.9418 \| 0.9601 \| nan \| 0.9021 \| 0.9891 \| 0.9556 \| 0.8699 \| 0.9924 \| 0.0 \| 0.8994 \| 0.9886 \| 0.9532 \| 0.8326 \| 0.9892 \| \| 0.0297 \| 22.55 \| 14840 \| 0.0849 \| 0.7713 \| 0.9338 \| 0.9555 \| nan \| 0.8837 \| 0.9875 \| 0.9509 \| 0.8530 \| 0.9937 \| 0.0 \| 0.8814 \| 0.9870 \| 0.9485 \| 0.8214 \| 0.9897 \| \| 0.0608 \| 22.58 \| 14860 \| 0.0883 \| 0.7658 \| 0.9284 \| 0.9465 \| nan \| 0.8868 \| 0.9883 \| 0.9362 \| 0.8353 \| 0.9953 \| 0.0 \| 0.8835 \| 0.9878 \| 0.9343 \| 0.8000 \| 0.9891 \| \| 0.044 \| 22.61 \| 14880 \| 0.0833 \| 0.7719 \| 0.9349 \| 0.9597 \| nan \| 0.8950 \| 0.9874 \| 0.9570 \| 0.8461 \| 0.9891 \| 0.0 \| 0.8919 \| 0.9871 \| 0.9542 \| 0.8108 \| 0.9875 \| \| 0.0214 \| 22.64 \| 14900 \| 0.0914 \| 0.7638 \| 0.9246 \| 0.9522 \| nan \| 0.8832 \| 0.9890 \| 0.9468 \| 0.8145 \| 0.9896 \| 0.0 \| 0.8805 \| 0.9883 \| 0.9444 \| 0.7819 \| 0.9875 \| \| 0.0077 \| 22.67 \| 14920 \| 0.0936 \| 0.7516 \| 0.9092 \| 0.9562 \| nan \| 0.8691 \| 0.9880 \| 0.9551 \| 0.7441 \| 0.9899 \| 0.0 \| 0.8665 \| 0.9875 \| 0.9524 \| 0.7155 \| 0.9877 \| \| 0.0535 \| 22.71 \| 14940 \| 0.0973 \| 0.7503 \| 0.9069 \| 0.9514 \| nan \| 0.8404 \| 0.9902 \| 0.9508 \| 0.7619 \| 0.9909 \| 0.0 \| 0.8383 \| 0.9893 \| 0.9481 \| 0.7387 \| 0.9878 \| \| 0.012 \| 22.74 \| 14960 \| 0.0883 \| 0.7620 \| 0.9207 \| 0.9621 \| nan \| 0.8687 \| 0.9892 \| 0.9639 \| 0.7921 \| 0.9896 \| 0.0 \| 0.8669 \| 0.9886 \| 0.9606 \| 0.7682 \| 0.9875 \| \| 0.0033 \| 22.77 \| 14980 \| 0.0837 \| 0.7684 \| 0.9294 \| 0.9642 \| nan \| 0.8721 \| 0.9886 \| 0.9655 \| 0.8268 \| 0.9939 \| 0.0 \| 0.8703 \| 0.9878 \| 0.9626 \| 0.7991 \| 0.9903 \| \| 0.0198 \| 22.8 \| 15000 \| 0.0828 \| 0.7703 \| 0.9325 \| 0.9603 \| nan \| 0.8792 \| 0.9889 \| 0.9593 \| 0.8442 \| 0.9910 \| 0.0 \| 0.8771 \| 0.9884 \| 0.9565 \| 0.8108 \| 0.9887 \| \| 0.002 \| 22.83 \| 15020 \| 0.0794 \| 0.7746 \| 0.9379 \| 0.9668 \| nan \| 0.8926 \| 0.9903 \| 0.9673 \| 0.8486 \| 0.9908 \| 0.0 \| 0.8903 \| 0.9898 \| 0.9642 \| 0.8144 \| 0.9888 \| \| 0.0061 \| 22.86 \| 15040 \| 0.0833 \| 0.7754 \| 0.9395 \| 0.9668 \| nan \| 0.8957 \| 0.9901 \| 0.9663 \| 0.8517 \| 0.9936 \| 0.0 \| 0.8935 \| 0.9894 \| 0.9634 \| 0.8153 \| 0.9906 \| \| 0.0155 \| 22.89 \| 15060 \| 0.0810 \| 0.7724 \| 0.9363 \| 0.9631 \| nan \| 0.8855 \| 0.9881 \| 0.9631 \| 0.8547 \| 0.9899 \| 0.0 \| 0.8832 \| 0.9876 \| 0.9603 \| 0.8154 \| 0.9880 \| \| 0.0069 \| 22.92 \| 15080 \| 0.0816 \| 0.7688 \| 0.9311 \| 0.9625 \| nan \| 0.8674 \| 0.9873 \| 0.9639 \| 0.8436 \| 0.9933 \| 0.0 \| 0.8655 \| 0.9869 \| 0.9611 \| 0.8087 \| 0.9905 \| \| 0.0148 \| 22.95 \| 15100 \| 0.0778 \| 0.7709 \| 0.9347 \| 0.9628 \| nan \| 0.8841 \| 0.9903 \| 0.9625 \| 0.8463 \| 0.9905 \| 0.0 \| 0.8814 \| 0.9898 \| 0.9598 \| 0.8060 \| 0.9886 \| \| 0.0054 \| 22.98 \| 15120 \| 0.0757 \| 0.7717 \| 0.9367 \| 0.9655 \| nan \| 0.8804 \| 0.9919 \| 0.9667 \| 0.8537 \| 0.9908 \| 0.0 \| 0.8780 \| 0.9902 \| 0.9639 \| 0.8093 \| 0.9888 \| \| 0.0038 \| 23.01 \| 15140 \| 0.0791 \| 0.7630 \| 0.9258 \| 0.9586 \| nan \| 0.8807 \| 0.9868 \| 0.9568 \| 0.8136 \| 0.9913 \| 0.0 \| 0.8781 \| 0.9855 \| 0.9545 \| 0.7709 \| 0.9890 \| \| 0.003 \| 23.04 \| 15160 \| 0.0735 \| 0.7681 \| 0.9309 \| 0.9628 \| nan \| 0.9012 \| 0.9903 \| 0.9612 \| 0.8151 \| 0.9869 \| 0.0 \| 0.8978 \| 0.9890 \| 0.9586 \| 0.7774 \| 0.9855 \| \| 0.0154 \| 23.07 \| 15180 \| 0.0787 \| 0.7707 \| 0.9332 \| 0.9667 \| nan \| 0.8886 \| 0.9898 \| 0.9679 \| 0.8292 \| 0.9904 \| 0.0 \| 0.8863 \| 0.9889 \| 0.9650 \| 0.7951 \| 0.9886 \| \| 0.0062 \| 23.1 \| 15200 \| 0.0825 \| 0.7668 \| 0.9284 \| 0.9625 \| nan \| 0.8798 \| 0.9842 \| 0.9637 \| 0.8248 \| 0.9897 \| 0.0 \| 0.8776 \| 0.9839 \| 0.9607 \| 0.7905 \| 0.9878 \| \| 0.008 \| 23.13 \| 15220 \| 0.0818 \| 0.7686 \| 0.9307 \| 0.9629 \| nan \| 0.8817 \| 0.9887 \| 0.9629 \| 0.8282 \| 0.9919 \| 0.0 \| 0.8798 \| 0.9883 \| 0.9600 \| 0.7939 \| 0.9895 \| \| 0.0274 \| 23.16 \| 15240 \| 0.0819 \| 0.7736 \| 0.9372 \| 0.9710 \| nan \| 0.8881 \| 0.9890 \| 0.9742 \| 0.8422 \| 0.9925 \| 0.0 \| 0.8863 \| 0.9886 \| 0.9707 \| 0.8058 \| 0.9900 \| \| 0.0106 \| 23.19 \| 15260 \| 0.0778 \| 0.7680 \| 0.9309 \| 0.9664 \| nan \| 0.8736 \| 0.9896 \| 0.9693 \| 0.8313 \| 0.9908 \| 0.0 \| 0.8717 \| 0.9890 \| 0.9663 \| 0.7922 \| 0.9887 \| \| 0.0065 \| 23.22 \| 15280 \| 0.0796 \| 0.7717 \| 0.9341 \| 0.9603 \| nan \| 0.8868 \| 0.9901 \| 0.9581 \| 0.8447 \| 0.9910 \| 0.0 \| 0.8846 \| 0.9895 \| 0.9552 \| 0.8125 \| 0.9887 \| \| 0.0305 \| 23.25 \| 15300 \| 0.0849 \| 0.7718 \| 0.9342 \| 0.9586 \| nan \| 0.8971 \| 0.9878 \| 0.9542 \| 0.8398 \| 0.9919 \| 0.0 \| 0.8945 \| 0.9874 \| 0.9515 \| 0.8082 \| 0.9894 \| \| 0.0127 \| 23.28 \| 15320 \| 0.0903 \| 0.7721 \| 0.9349 \| 0.9654 \| nan \| 0.8799 \| 0.9895 \| 0.9671 \| 0.8478 \| 0.9905 \| 0.0 \| 0.8779 \| 0.9890 \| 0.9637 \| 0.8134 \| 0.9883 \| \| 0.0091 \| 23.31 \| 15340 \| 0.0880 \| 0.7727 \| 0.9371 \| 0.9678 \| nan \| 0.8864 \| 0.9887 \| 0.9703 \| 0.8508 \| 0.9893 \| 0.0 \| 0.8843 \| 0.9882 \| 0.9669 \| 0.8092 \| 0.9874 \| \| 0.0232 \| 23.34 \| 15360 \| 0.0848 \| 0.7733 \| 0.9389 \| 0.9624 \| nan \| 0.8848 \| 0.9889 \| 0.9616 \| 0.8677 \| 0.9915 \| 0.0 \| 0.8826 \| 0.9883 \| 0.9587 \| 0.8208 \| 0.9892 \| \| 0.0064 \| 23.37 \| 15380 \| 0.0847 \| 0.7733 \| 0.9376 \| 0.9671 \| nan \| 0.8919 \| 0.9895 \| 0.9680 \| 0.8482 \| 0.9906 \| 0.0 \| 0.8900 \| 0.9882 \| 0.9648 \| 0.8080 \| 0.9887 \| \| 0.0058 \| 23.4 \| 15400 \| 0.0804 \| 0.7726 \| 0.9396 \| 0.9668 \| nan \| 0.8942 \| 0.9883 \| 0.9677 \| 0.8580 \| 0.9899 \| 0.0 \| 0.8919 \| 0.9873 \| 0.9646 \| 0.8037 \| 0.9883 \| \| 0.0038 \| 23.43 \| 15420 \| 0.0820 \| 0.7708 \| 0.9364 \| 0.9640 \| nan \| 0.8914 \| 0.9884 \| 0.9634 \| 0.8477 \| 0.9912 \| 0.0 \| 0.8891 \| 0.9875 \| 0.9605 \| 0.7984 \| 0.9893 \| \| 0.0294 \| 23.47 \| 15440 \| 0.0872 \| 0.7674 \| 0.9300 \| 0.9675 \| nan \| 0.8751 \| 0.9883 \| 0.9718 \| 0.8269 \| 0.9879 \| 0.0 \| 0.8736 \| 0.9875 \| 0.9680 \| 0.7887 \| 0.9865 \| \| 0.0031 \| 23.5 \| 15460 \| 0.0819 \| 0.7671 \| 0.9276 \| 0.9596 \| nan \| 0.8772 \| 0.9907 \| 0.9585 \| 0.8213 \| 0.9905 \| 0.0 \| 0.8752 \| 0.9894 \| 0.9559 \| 0.7936 \| 0.9886 \| \| 0.0036 \| 23.53 \| 15480 \| 0.0792 \| 0.7683 \| 0.9307 \| 0.9636 \| nan \| 0.8719 \| 0.9911 \| 0.9651 \| 0.8344 \| 0.9909 \| 0.0 \| 0.8695 \| 0.9902 \| 0.9623 \| 0.7989 \| 0.9889 \| \| 0.0043 \| 23.56 \| 15500 \| 0.0824 \| 0.7651 \| 0.9283 \| 0.9607 \| nan \| 0.8741 \| 0.9883 \| 0.9612 \| 0.8288 \| 0.9889 \| 0.0 \| 0.8718 \| 0.9876 \| 0.9583 \| 0.7857 \| 0.9872 \| \| 0.0426 \| 23.59 \| 15520 \| 0.0804 \| 0.7661 \| 0.9303 \| 0.9614 \| nan \| 0.8812 \| 0.9897 \| 0.9616 \| 0.8319 \| 0.9871 \| 0.0 \| 0.8789 \| 0.9889 \| 0.9587 \| 0.7842 \| 0.9856 \| \| 0.0169 \| 23.62 \| 15540 \| 0.0831 \| 0.7655 \| 0.9284 \| 0.9583 \| nan \| 0.8793 \| 0.9889 \| 0.9566 \| 0.8275 \| 0.9899 \| 0.0 \| 0.8770 \| 0.9880 \| 0.9542 \| 0.7861 \| 0.9879 \| \| 0.0095 \| 23.65 \| 15560 \| 0.0839 \| 0.7641 \| 0.9253 \| 0.9601 \| nan \| 0.8616 \| 0.9887 \| 0.9612 \| 0.8232 \| 0.9918 \| 0.0 \| 0.8595 \| 0.9880 \| 0.9585 \| 0.7894 \| 0.9895 \| \| 0.0141 \| 23.68 \| 15580 \| 0.0871 \| 0.7706 \| 0.9335 \| 0.9652 \| nan \| 0.8847 \| 0.9899 \| 0.9658 \| 0.8351 \| 0.9920 \| 0.0 \| 0.8825 \| 0.9891 \| 0.9629 \| 0.7996 \| 0.9898 \| \| 0.0217 \| 23.71 \| 15600 \| 0.0935 \| 0.7723 \| 0.9372 \| 0.9602 \| nan \| 0.8935 \| 0.9887 \| 0.9571 \| 0.8550 \| 0.9917 \| 0.0 \| 0.8907 \| 0.9881 \| 0.9546 \| 0.8111 \| 0.9894 \| \| 0.0045 \| 23.74 \| 15620 \| 0.0884 \| 0.7718 \| 0.9359 \| 0.9643 \| nan \| 0.8860 \| 0.9889 \| 0.9642 \| 0.8485 \| 0.9921 \| 0.0 \| 0.8837 \| 0.9883 \| 0.9614 \| 0.8076 \| 0.9898 \| \| 0.0022 \| 23.77 \| 15640 \| 0.0903 \| 0.7732 \| 0.9374 \| 0.9607 \| nan \| 0.9008 \| 0.9901 \| 0.9566 \| 0.8474 \| 0.9918 \| 0.0 \| 0.8986 \| 0.9896 \| 0.9538 \| 0.8078 \| 0.9895 \| \| 0.0146 \| 23.8 \| 15660 \| 0.0902 \| 0.7712 \| 0.9344 \| 0.9617 \| nan \| 0.8940 \| 0.9890 \| 0.9594 \| 0.8383 \| 0.9916 \| 0.0 \| 0.8918 \| 0.9885 \| 0.9563 \| 0.8012 \| 0.9892 \| \| 0.0453 \| 23.83 \| 15680 \| 0.0871 \| 0.7660 \| 0.9293 \| 0.9565 \| nan \| 0.8783 \| 0.9864 \| 0.9543 \| 0.8382 \| 0.9895 \| 0.0 \| 0.8753 \| 0.9859 \| 0.9517 \| 0.7958 \| 0.9875 \| \| 0.0058 \| 23.86 \| 15700 \| 0.0815 \| 0.7688 \| 0.9293 \| 0.9614 \| nan \| 0.9001 \| 0.9876 \| 0.9582 \| 0.8084 \| 0.9920 \| 0.0 \| 0.8976 \| 0.9871 \| 0.9553 \| 0.7835 \| 0.9896 \| \| 0.0059 \| 23.89 \| 15720 \| 0.0749 \| 0.7731 \| 0.9348 \| 0.9637 \| nan \| 0.8998 \| 0.9902 \| 0.9616 \| 0.8309 \| 0.9916 \| 0.0 \| 0.8973 \| 0.9895 \| 0.9587 \| 0.8033 \| 0.9896 \| \| 0.0096 \| 23.92 \| 15740 \| 0.0827 \| 0.7664 \| 0.9275 \| 0.9631 \| nan \| 0.8885 \| 0.9903 \| 0.9622 \| 0.8053 \| 0.9913 \| 0.0 \| 0.8858 \| 0.9887 \| 0.9600 \| 0.7747 \| 0.9891 \| \| 0.0064 \| 23.95 \| 15760 \| 0.0880 \| 0.7639 \| 0.9233 \| 0.9606 \| nan \| 0.8810 \| 0.9893 \| 0.9594 \| 0.7946 \| 0.9921 \| 0.0 \| 0.8790 \| 0.9878 \| 0.9569 \| 0.7697 \| 0.9898 \| \| 0.0546 \| 23.98 \| 15780 \| 0.0869 \| 0.7738 \| 0.9365 \| 0.9699 \| nan \| 0.8925 \| 0.9898 \| 0.9720 \| 0.8364 \| 0.9916 \| 0.0 \| 0.8897 \| 0.9887 \| 0.9691 \| 0.8054 \| 0.9896 \| \| 0.0147 \| 24.01 \| 15800 \| 0.0928 \| 0.7606 \| 0.9216 \| 0.9490 \| nan \| 0.8610 \| 0.9880 \| 0.9441 \| 0.8224 \| 0.9925 \| 0.0 \| 0.8582 \| 0.9871 \| 0.9422 \| 0.7862 \| 0.9900 \| \| 0.0127 \| 24.04 \| 15820 \| 0.0906 \| 0.7746 \| 0.9393 \| 0.9662 \| nan \| 0.8998 \| 0.9889 \| 0.9649 \| 0.8493 \| 0.9938 \| 0.0 \| 0.8970 \| 0.9884 \| 0.9621 \| 0.8089 \| 0.9914 \| \| 0.0029 \| 24.07 \| 15840 \| 0.0928 \| 0.7688 \| 0.9341 \| 0.9619 \| nan \| 0.8795 \| 0.9878 \| 0.9616 \| 0.8497 \| 0.9921 \| 0.0 \| 0.8776 \| 0.9872 \| 0.9587 \| 0.7991 \| 0.9901 \| \| 0.0096 \| 24.1 \| 15860 \| 0.0866 \| 0.7706 \| 0.9363 \| 0.9621 \| nan \| 0.8859 \| 0.9871 \| 0.9615 \| 0.8561 \| 0.9908 \| 0.0 \| 0.8840 \| 0.9865 \| 0.9585 \| 0.8057 \| 0.9890 \| \| 0.0382 \| 24.13 \| 15880 \| 0.0912 \| 0.7731 \| 0.9389 \| 0.9662 \| nan \| 0.8934 \| 0.9908 \| 0.9663 \| 0.8535 \| 0.9906 \| 0.0 \| 0.8914 \| 0.9898 \| 0.9630 \| 0.8053 \| 0.9889 \| \| 0.0107 \| 24.16 \| 15900 \| 0.0900 \| 0.7687 \| 0.9318 \| 0.9626 \| nan \| 0.8843 \| 0.9869 \| 0.9627 \| 0.8349 \| 0.9900 \| 0.0 \| 0.8821 \| 0.9864 \| 0.9596 \| 0.7956 \| 0.9885 \| \| 0.0318 \| 24.19 \| 15920 \| 0.0874 \| 0.7649 \| 0.9294 \| 0.9567 \| nan \| 0.8634 \| 0.9867 \| 0.9567 \| 0.8514 \| 0.9889 \| 0.0 \| 0.8609 \| 0.9863 \| 0.9539 \| 0.8010 \| 0.9870 \| \| 0.0042 \| 24.22 \| 15940 \| 0.0913 \| 0.7651 \| 0.9323 \| 0.9547 \| nan \| 0.8634 \| 0.9883 \| 0.9531 \| 0.8669 \| 0.9900 \| 0.0 \| 0.8609 \| 0.9879 \| 0.9504 \| 0.8034 \| 0.9878 \| \| 0.0024 \| 24.26 \| 15960 \| 0.0802 \| 0.7735 \| 0.9408 \| 0.9658 \| nan \| 0.8897 \| 0.9883 \| 0.9665 \| 0.8692 \| 0.9902 \| 0.0 \| 0.8873 \| 0.9879 \| 0.9634 \| 0.8141 \| 0.9885 \| \| 0.0042 \| 24.29 \| 15980 \| 0.0845 \| 0.7698 \| 0.9333 \| 0.9603 \| nan \| 0.8911 \| 0.9890 \| 0.9587 \| 0.8403 \| 0.9875 \| 0.0 \| 0.8891 \| 0.9885 \| 0.9556 \| 0.7995 \| 0.9859 \| \| 0.0039 \| 24.32 \| 16000 \| 0.0871 \| 0.7682 \| 0.9312 \| 0.9638 \| nan \| 0.8744 \| 0.9891 \| 0.9655 \| 0.8367 \| 0.9902 \| 0.0 \| 0.8729 \| 0.9886 \| 0.9621 \| 0.7976 \| 0.9883 \| \| 0.0446 \| 24.35 \| 16020 \| 0.0864 \| 0.7696 \| 0.9352 \| 0.9609 \| nan \| 0.8880 \| 0.9885 \| 0.9591 \| 0.8496 \| 0.9907 \| 0.0 \| 0.8858 \| 0.9881 \| 0.9563 \| 0.7990 \| 0.9886 \| \| 0.0297 \| 24.38 \| 16040 \| 0.0834 \| 0.7664 \| 0.9321 \| 0.9588 \| nan \| 0.8726 \| 0.9896 \| 0.9581 \| 0.8504 \| 0.9897 \| 0.0 \| 0.8702 \| 0.9891 \| 0.9554 \| 0.7957 \| 0.9880 \| \| 0.0435 \| 24.41 \| 16060 \| 0.0882 \| 0.7655 \| 0.9254 \| 0.9570 \| nan \| 0.8697 \| 0.9853 \| 0.9561 \| 0.8248 \| 0.9911 \| 0.0 \| 0.8676 \| 0.9849 \| 0.9533 \| 0.7984 \| 0.9890 \| \| 0.0082 \| 24.44 \| 16080 \| 0.0950 \| 0.7713 \| 0.9322 \| 0.9621 \| nan \| 0.8820 \| 0.9894 \| 0.9612 \| 0.8357 \| 0.9929 \| 0.0 \| 0.8799 \| 0.9888 \| 0.9584 \| 0.8105 \| 0.9902 \| \| 0.0108 \| 24.47 \| 16100 \| 0.0856 \| 0.7685 \| 0.9279 \| 0.9589 \| nan \| 0.8851 \| 0.9894 \| 0.9564 \| 0.8175 \| 0.9914 \| 0.0 \| 0.8832 \| 0.9888 \| 0.9538 \| 0.7963 \| 0.9888 \| \| 0.0266 \| 24.5 \| 16120 \| 0.0856 \| 0.7721 \| 0.9341 \| 0.9591 \| nan \| 0.8924 \| 0.9879 \| 0.9553 \| 0.8413 \| 0.9935 \| 0.0 \| 0.8900 \| 0.9875 \| 0.9527 \| 0.8115 \| 0.9909 \| \| 0.0428 \| 24.53 \| 16140 \| 0.0859 \| 0.7747 \| 0.9380 \| 0.9634 \| nan \| 0.8974 \| 0.9910 \| 0.9614 \| 0.8497 \| 0.9907 \| 0.0 \| 0.8948 \| 0.9903 \| 0.9584 \| 0.8156 \| 0.9890 \| \| 0.074 \| 24.56 \| 16160 \| 0.0876 \| 0.7735 \| 0.9359 \| 0.9642 \| nan \| 0.8896 \| 0.9899 \| 0.9638 \| 0.8453 \| 0.9908 \| 0.0 \| 0.8872 \| 0.9893 \| 0.9606 \| 0.8147 \| 0.9890 \| \| 0.0037 \| 24.59 \| 16180 \| 0.0894 \| 0.7720 \| 0.9346 \| 0.9640 \| nan \| 0.8843 \| 0.9898 \| 0.9646 \| 0.8451 \| 0.9893 \| 0.0 \| 0.8819 \| 0.9891 \| 0.9616 \| 0.8119 \| 0.9875 \| \| 0.0082 \| 24.62 \| 16200 \| 0.0942 \| 0.7717 \| 0.9327 \| 0.9655 \| nan \| 0.8903 \| 0.9882 \| 0.9662 \| 0.8289 \| 0.9900 \| 0.0 \| 0.8882 \| 0.9878 \| 0.9630 \| 0.8034 \| 0.9880 \| \| 0.0033 \| 24.65 \| 16220 \| 0.0893 \| 0.7692 \| 0.9298 \| 0.9645 \| nan \| 0.8776 \| 0.9891 \| 0.9660 \| 0.8252 \| 0.9908 \| 0.0 \| 0.8752 \| 0.9887 \| 0.9630 \| 0.7997 \| 0.9888 \| \| 0.0097 \| 24.68 \| 16240 \| 0.0853 \| 0.7684 \| 0.9288 \| 0.9656 \| nan \| 0.8966 \| 0.9907 \| 0.9645 \| 0.7991 \| 0.9929 \| 0.0 \| 0.8940 \| 0.9901 \| 0.9618 \| 0.7742 \| 0.9905 \| \| 0.1525 \| 24.71 \| 16260 \| 0.0861 \| 0.7619 \| 0.9217 \| 0.9597 \| nan \| 0.8937 \| 0.9907 \| 0.9558 \| 0.7746 \| 0.9936 \| 0.0 \| 0.8911 \| 0.9900 \| 0.9534 \| 0.7458 \| 0.9909 \| \| 0.0274 \| 24.74 \| 16280 \| 0.0823 \| 0.7595 \| 0.9196 \| 0.9643 \| nan \| 0.8885 \| 0.9897 \| 0.9648 \| 0.7654 \| 0.9896 \| 0.0 \| 0.8863 \| 0.9892 \| 0.9617 \| 0.7324 \| 0.9876 \| \| 0.004 \| 24.77 \| 16300 \| 0.0826 \| 0.7583 \| 0.9178 \| 0.9630 \| nan \| 0.8790 \| 0.9896 \| 0.9634 \| 0.7650 \| 0.9917 \| 0.0 \| 0.8767 \| 0.9892 \| 0.9605 \| 0.7342 \| 0.9894 \| \| 0.0598 \| 24.8 \| 16320 \| 0.0853 \| 0.7673 \| 0.9294 \| 0.9601 \| nan \| 0.8941 \| 0.9887 \| 0.9570 \| 0.8153 \| 0.9916 \| 0.0 \| 0.8912 \| 0.9883 \| 0.9545 \| 0.7808 \| 0.9892 \| \| 0.005 \| 24.83 \| 16340 \| 0.0807 \| 0.7715 \| 0.9339 \| 0.9659 \| nan \| 0.8932 \| 0.9861 \| 0.9678 \| 0.8368 \| 0.9856 \| 0.0 \| 0.8910 \| 0.9858 \| 0.9645 \| 0.8031 \| 0.9843 \| \| 0.0058 \| 24.86 \| 16360 \| 0.0798 \| 0.7729 \| 0.9359 \| 0.9607 \| nan \| 0.9062 \| 0.9883 \| 0.9565 \| 0.8375 \| 0.9909 \| 0.0 \| 0.9031 \| 0.9879 \| 0.9542 \| 0.8037 \| 0.9886 \| \| 0.0138 \| 24.89 \| 16380 \| 0.0776 \| 0.7661 \| 0.9263 \| 0.9652 \| nan \| 0.8650 \| 0.9903 \| 0.9688 \| 0.8175 \| 0.9900 \| 0.0 \| 0.8629 \| 0.9898 \| 0.9655 \| 0.7900 \| 0.9883 \| \| 0.0539 \| 24.92 \| 16400 \| 0.0815 \| 0.7675 \| 0.9280 \| 0.9621 \| nan \| 0.8813 \| 0.9902 \| 0.9611 \| 0.8142 \| 0.9931 \| 0.0 \| 0.8782 \| 0.9896 \| 0.9587 \| 0.7882 \| 0.9903 \| \| 0.0025 \| 24.95 \| 16420 \| 0.0910 \| 0.7544 \| 0.9111 \| 0.9607 \| nan \| 0.8673 \| 0.9879 \| 0.9627 \| 0.7500 \| 0.9876 \| 0.0 \| 0.8651 \| 0.9874 \| 0.9599 \| 0.7282 \| 0.9858 \| \| 0.0037 \| 24.98 \| 16440 \| 0.0890 \| 0.7474 \| 0.9029 \| 0.9606 \| nan \| 0.8658 \| 0.9899 \| 0.9620 \| 0.7063 \| 0.9903 \| 0.0 \| 0.8638 \| 0.9893 \| 0.9590 \| 0.6839 \| 0.9882 \| \| 0.0092 \| 25.02 \| 16460 \| 0.0912 \| 0.7526 \| 0.9107 \| 0.9572 \| nan \| 0.8713 \| 0.9882 \| 0.9560 \| 0.7470 \| 0.9912 \| 0.0 \| 0.8688 \| 0.9876 \| 0.9534 \| 0.7165 \| 0.9890 \| \| 0.0179 \| 25.05 \| 16480 \| 0.0876 \| 0.7583 \| 0.9183 \| 0.9584 \| nan \| 0.8921 \| 0.9884 \| 0.9547 \| 0.7645 \| 0.9919 \| 0.0 \| 0.8890 \| 0.9880 \| 0.9524 \| 0.7311 \| 0.9894 \| \| 0.0101 \| 25.08 \| 16500 \| 0.0856 \| 0.7599 \| 0.9210 \| 0.9622 \| nan \| 0.8848 \| 0.9880 \| 0.9617 \| 0.7792 \| 0.9910 \| 0.0 \| 0.8822 \| 0.9875 \| 0.9592 \| 0.7418 \| 0.9889 \| \| 0.0122 \| 25.11 \| 16520 \| 0.0926 \| 0.7599 \| 0.9195 \| 0.9621 \| nan \| 0.8838 \| 0.9888 \| 0.9624 \| 0.7745 \| 0.9880 \| 0.0 \| 0.8816 \| 0.9884 \| 0.9595 \| 0.7436 \| 0.9862 \| \| 0.0062 \| 25.14 \| 16540 \| 0.0930 \| 0.7726 \| 0.9357 \| 0.9618 \| nan \| 0.8972 \| 0.9861 \| 0.9594 \| 0.8441 \| 0.9918 \| 0.0 \| 0.8946 \| 0.9858 \| 0.9567 \| 0.8095 \| 0.9893 \| \| 0.0245 \| 25.17 \| 16560 \| 0.0995 \| 0.7702 \| 0.9329 \| 0.9565 \| nan \| 0.8890 \| 0.9908 \| 0.9512 \| 0.8397 \| 0.9939 \| 0.0 \| 0.8863 \| 0.9886 \| 0.9493 \| 0.8063 \| 0.9907 \| \| 0.0068 \| 25.2 \| 16580 \| 0.0974 \| 0.7617 \| 0.9214 \| 0.9586 \| nan \| 0.8968 \| 0.9878 \| 0.9554 \| 0.7788 \| 0.9884 \| 0.0 \| 0.8949 \| 0.9867 \| 0.9527 \| 0.7492 \| 0.9866 \| \| 0.0044 \| 25.23 \| 16600 \| 0.0968 \| 0.7595 \| 0.9183 \| 0.9667 \| nan \| 0.8993 \| 0.9897 \| 0.9663 \| 0.7432 \| 0.9928 \| 0.0 \| 0.8971 \| 0.9887 \| 0.9637 \| 0.7174 \| 0.9901 \| \| 0.0122 \| 25.26 \| 16620 \| 0.0954 \| 0.7524 \| 0.9106 \| 0.9641 \| nan \| 0.8898 \| 0.9894 \| 0.9636 \| 0.7178 \| 0.9925 \| 0.0 \| 0.8878 \| 0.9885 \| 0.9610 \| 0.6875 \| 0.9898 \| \| 0.0056 \| 25.29 \| 16640 \| 0.0976 \| 0.7471 \| 0.9024 \| 0.9538 \| nan \| 0.8845 \| 0.9882 \| 0.9498 \| 0.7009 \| 0.9887 \| 0.0 \| 0.8822 \| 0.9873 \| 0.9476 \| 0.6784 \| 0.9869 \| \| 0.007 \| 25.32 \| 16660 \| 0.0866 \| 0.7633 \| 0.9220 \| 0.9604 \| nan \| 0.8934 \| 0.9847 \| 0.9579 \| 0.7810 \| 0.9930 \| 0.0 \| 0.8913 \| 0.9839 \| 0.9549 \| 0.7596 \| 0.9904 \| \| 0.0067 \| 25.35 \| 16680 \| 0.0889 \| 0.7625 \| 0.9218 \| 0.9618 \| nan \| 0.9010 \| 0.9734 \| 0.9615 \| 0.7835 \| 0.9897 \| 0.0 \| 0.8990 \| 0.9728 \| 0.9565 \| 0.7586 \| 0.9884 \| \| 0.0122 \| 25.38 \| 16700 \| 0.0885 \| 0.7621 \| 0.9212 \| 0.9605 \| nan \| 0.8969 \| 0.9706 \| 0.9607 \| 0.7894 \| 0.9884 \| 0.0 \| 0.8950 \| 0.9701 \| 0.9555 \| 0.7650 \| 0.9870 \| \| 0.0075 \| 25.41 \| 16720 \| 0.0822 \| 0.7715 \| 0.9343 \| 0.9666 \| nan \| 0.9007 \| 0.9890 \| 0.9660 \| 0.8239 \| 0.9920 \| 0.0 \| 0.8979 \| 0.9880 \| 0.9636 \| 0.7899 \| 0.9898 \| \| 0.0075 \| 25.44 \| 16740 \| 0.0853 \| 0.7656 \| 0.9281 \| 0.9640 \| nan \| 0.8890 \| 0.9882 \| 0.9637 \| 0.8082 \| 0.9915 \| 0.0 \| 0.8867 \| 0.9870 \| 0.9613 \| 0.7691 \| 0.9894 \| \| 0.0049 \| 25.47 \| 16760 \| 0.0867 \| 0.7702 \| 0.9339 \| 0.9677 \| nan \| 0.8921 \| 0.9883 \| 0.9687 \| 0.8280 \| 0.9924 \| 0.0 \| 0.8901 \| 0.9874 \| 0.9660 \| 0.7876 \| 0.9902 \| \| 0.011 \| 25.5 \| 16780 \| 0.0852 \| 0.7697 \| 0.9320 \| 0.9674 \| nan \| 0.8808 \| 0.9875 \| 0.9703 \| 0.8307 \| 0.9905 \| 0.0 \| 0.8790 \| 0.9868 \| 0.9674 \| 0.7964 \| 0.9883 \| \| 0.0081 \| 25.53 \| 16800 \| 0.0867 \| 0.7667 \| 0.9274 \| 0.9655 \| nan \| 0.8895 \| 0.9881 \| 0.9662 \| 0.8025 \| 0.9909 \| 0.0 \| 0.8875 \| 0.9875 \| 0.9636 \| 0.7729 \| 0.9884 \| \| 0.0035 \| 25.56 \| 16820 \| 0.0844 \| 0.7723 \| 0.9365 \| 0.9649 \| nan \| 0.8870 \| 0.9877 \| 0.9658 \| 0.8518 \| 0.9900 \| 0.0 \| 0.8849 \| 0.9872 \| 0.9631 \| 0.8103 \| 0.9881 \| \| 0.0167 \| 25.59 \| 16840 \| 0.0849 \| 0.7684 \| 0.9311 \| 0.9634 \| nan \| 0.8856 \| 0.9887 \| 0.9636 \| 0.8273 \| 0.9901 \| 0.0 \| 0.8834 \| 0.9882 \| 0.9608 \| 0.7897 \| 0.9881 \| \| 0.0089 \| 25.62 \| 16860 \| 0.0855 \| 0.7697 \| 0.9327 \| 0.9604 \| nan \| 0.8896 \| 0.9893 \| 0.9591 \| 0.8383 \| 0.9870 \| 0.0 \| 0.8881 \| 0.9888 \| 0.9561 \| 0.7998 \| 0.9855 \| \| 0.0093 \| 25.65 \| 16880 \| 0.0817 \| 0.7790 \| 0.9439 \| 0.9671 \| nan \| 0.9111 \| 0.9885 \| 0.9658 \| 0.8639 \| 0.9900 \| 0.0 \| 0.9088 \| 0.9882 \| 0.9629 \| 0.8258 \| 0.9881 \| \| 0.014 \| 25.68 \| 16900 \| 0.0817 \| 0.7705 \| 0.9336 \| 0.9621 \| nan \| 0.8812 \| 0.9874 \| 0.9623 \| 0.8474 \| 0.9898 \| 0.0 \| 0.8788 \| 0.9871 \| 0.9596 \| 0.8098 \| 0.9881 \| \| 0.0043 \| 25.71 \| 16920 \| 0.0854 \| 0.7729 \| 0.9384 \| 0.9639 \| nan \| 0.8931 \| 0.9892 \| 0.9627 \| 0.8547 \| 0.9923 \| 0.0 \| 0.8881 \| 0.9887 \| 0.9602 \| 0.8104 \| 0.9902 \| \| 0.0135 \| 25.74 \| 16940 \| 0.0845 \| 0.7687 \| 0.9333 \| 0.9598 \| nan \| 0.8822 \| 0.9876 \| 0.9584 \| 0.8482 \| 0.9903 \| 0.0 \| 0.8782 \| 0.9871 \| 0.9560 \| 0.8023 \| 0.9884 \| \| 0.0071 \| 25.78 \| 16960 \| 0.0829 \| 0.7654 \| 0.9299 \| 0.9624 \| nan \| 0.8854 \| 0.9876 \| 0.9627 \| 0.8255 \| 0.9881 \| 0.0 \| 0.8827 \| 0.9872 \| 0.9596 \| 0.7758 \| 0.9869 \| \| 0.019 \| 25.81 \| 16980 \| 0.0799 \| 0.7658 \| 0.9300 \| 0.9662 \| nan \| 0.8777 \| 0.9868 \| 0.9697 \| 0.8278 \| 0.9880 \| 0.0 \| 0.8761 \| 0.9864 \| 0.9663 \| 0.7790 \| 0.9868 \| \| 0.0393 \| 25.84 \| 17000 \| 0.0818 \| 0.7627 \| 0.9244 \| 0.9636 \| nan \| 0.8926 \| 0.9883 \| 0.9636 \| 0.7893 \| 0.9880 \| 0.0 \| 0.8898 \| 0.9878 \| 0.9608 \| 0.7512 \| 0.9868 \| \| 0.0041 \| 25.87 \| 17020 \| 0.0771 \| 0.7743 \| 0.9379 \| 0.9646 \| nan \| 0.9061 \| 0.9896 \| 0.9623 \| 0.8408 \| 0.9907 \| 0.0 \| 0.9036 \| 0.9890 \| 0.9597 \| 0.8049 \| 0.9888 \| \| 0.0052 \| 25.9 \| 17040 \| 0.0766 \| 0.7721 \| 0.9346 \| 0.9654 \| nan \| 0.8922 \| 0.9876 \| 0.9658 \| 0.8371 \| 0.9901 \| 0.0 \| 0.8904 \| 0.9869 \| 0.9630 \| 0.8042 \| 0.9882 \| \| 0.0533 \| 25.93 \| 17060 \| 0.0780 \| 0.7710 \| 0.9329 \| 0.9638 \| nan \| 0.8938 \| 0.9892 \| 0.9627 \| 0.8272 \| 0.9918 \| 0.0 \| 0.8914 \| 0.9883 \| 0.9601 \| 0.7968 \| 0.9896 \| \| 0.0057 \| 25.96 \| 17080 \| 0.0855 \| 0.7665 \| 0.9278 \| 0.9630 \| nan \| 0.8801 \| 0.9878 \| 0.9639 \| 0.8170 \| 0.9900 \| 0.0 \| 0.8780 \| 0.9869 \| 0.9611 \| 0.7848 \| 0.9880 \| \| 0.0441 \| 25.99 \| 17100 \| 0.0852 \| 0.7727 \| 0.9367 \| 0.9648 \| nan \| 0.8791 \| 0.9891 \| 0.9667 \| 0.8603 \| 0.9886 \| 0.0 \| 0.8763 \| 0.9883 \| 0.9639 \| 0.8206 \| 0.9869 \| \| 0.031 \| 26.02 \| 17120 \| 0.0847 \| 0.7739 \| 0.9377 \| 0.9633 \| nan \| 0.8803 \| 0.9879 \| 0.9645 \| 0.8670 \| 0.9886 \| 0.0 \| 0.8783 \| 0.9874 \| 0.9613 \| 0.8294 \| 0.9870 \| \| 0.0026 \| 26.05 \| 17140 \| 0.0852 \| 0.7769 \| 0.9407 \| 0.9660 \| nan \| 0.8981 \| 0.9869 \| 0.9658 \| 0.8618 \| 0.9910 \| 0.0 \| 0.8957 \| 0.9865 \| 0.9630 \| 0.8274 \| 0.9890 \| \| 0.0073 \| 26.08 \| 17160 \| 0.0838 \| 0.7693 \| 0.9308 \| 0.9597 \| nan \| 0.8793 \| 0.9871 \| 0.9596 \| 0.8408 \| 0.9873 \| 0.0 \| 0.8773 \| 0.9864 \| 0.9568 \| 0.8094 \| 0.9858 \| \| 0.0069 \| 26.11 \| 17180 \| 0.0854 \| 0.7705 \| 0.9316 \| 0.9596 \| nan \| 0.8859 \| 0.9887 \| 0.9573 \| 0.8347 \| 0.9915 \| 0.0 \| 0.8839 \| 0.9882 \| 0.9548 \| 0.8070 \| 0.9893 \| \| 0.0069 \| 26.14 \| 17200 \| 0.0902 \| 0.7740 \| 0.9375 \| 0.9631 \| nan \| 0.8955 \| 0.9875 \| 0.9615 \| 0.8514 \| 0.9918 \| 0.0 \| 0.8932 \| 0.9871 \| 0.9588 \| 0.8153 \| 0.9896 \| \| 0.0073 \| 26.17 \| 17220 \| 0.0912 \| 0.7803 \| 0.9480 \| 0.9626 \| nan \| 0.9086 \| 0.9888 \| 0.9583 \| 0.8912 \| 0.9930 \| 0.0 \| 0.9059 \| 0.9884 \| 0.9559 \| 0.8410 \| 0.9905 \| \| 0.0334 \| 26.2 \| 17240 \| 0.0891 \| 0.7804 \| 0.9469 \| 0.9647 \| nan \| 0.9016 \| 0.9884 \| 0.9632 \| 0.8903 \| 0.9908 \| 0.0 \| 0.8997 \| 0.9880 \| 0.9602 \| 0.8456 \| 0.9887 \| \| 0.0123 \| 26.23 \| 17260 \| 0.0870 \| 0.7778 \| 0.9429 \| 0.9628 \| nan \| 0.9029 \| 0.9871 \| 0.9597 \| 0.8720 \| 0.9928 \| 0.0 \| 0.9008 \| 0.9867 \| 0.9570 \| 0.8322 \| 0.9898 \| \| 0.0192 \| 26.26 \| 17280 \| 0.0899 \| 0.7689 \| 0.9304 \| 0.9583 \| nan \| 0.8795 \| 0.9887 \| 0.9555 \| 0.8345 \| 0.9938 \| 0.0 \| 0.8776 \| 0.9883 \| 0.9531 \| 0.8039 \| 0.9904 \| \| 0.0227 \| 26.29 \| 17300 \| 0.0858 \| 0.7739 \| 0.9355 \| 0.9704 \| nan \| 0.8869 \| 0.9850 \| 0.9741 \| 0.8395 \| 0.9919 \| 0.0 \| 0.8853 \| 0.9847 \| 0.9707 \| 0.8131 \| 0.9895 \| \| 0.0099 \| 26.32 \| 17320 \| 0.0817 \| 0.7735 \| 0.9345 \| 0.9694 \| nan \| 0.8902 \| 0.9881 \| 0.9721 \| 0.8316 \| 0.9903 \| 0.0 \| 0.8886 \| 0.9878 \| 0.9690 \| 0.8076 \| 0.9880 \| \| 0.003 \| 26.35 \| 17340 \| 0.0788 \| 0.7766 \| 0.9407 \| 0.9648 \| nan \| 0.8985 \| 0.9887 \| 0.9640 \| 0.8629 \| 0.9897 \| 0.0 \| 0.8965 \| 0.9882 \| 0.9612 \| 0.8261 \| 0.9877 \| \| 0.0067 \| 26.38 \| 17360 \| 0.0851 \| 0.7733 \| 0.9367 \| 0.9670 \| nan \| 0.8743 \| 0.9871 \| 0.9699 \| 0.8593 \| 0.9930 \| 0.0 \| 0.8726 \| 0.9867 \| 0.9670 \| 0.8231 \| 0.9905 \| \| 0.0045 \| 26.41 \| 17380 \| 0.0840 \| 0.7716 \| 0.9352 \| 0.9594 \| nan \| 0.8763 \| 0.9862 \| 0.9580 \| 0.8623 \| 0.9934 \| 0.0 \| 0.8741 \| 0.9858 \| 0.9556 \| 0.8236 \| 0.9906 \| \| 0.0051 \| 26.44 \| 17400 \| 0.0883 \| 0.7751 \| 0.9386 \| 0.9635 \| nan \| 0.8863 \| 0.9880 \| 0.9632 \| 0.8639 \| 0.9918 \| 0.0 \| 0.8844 \| 0.9876 \| 0.9603 \| 0.8284 \| 0.9898 \| \| 0.0149 \| 26.47 \| 17420 \| 0.0874 \| 0.7721 \| 0.9351 \| 0.9626 \| nan \| 0.8751 \| 0.9871 \| 0.9633 \| 0.8582 \| 0.9921 \| 0.0 \| 0.8732 \| 0.9866 \| 0.9605 \| 0.8224 \| 0.9899 \| \| 0.008 \| 26.5 \| 17440 \| 0.0843 \| 0.7681 \| 0.9300 \| 0.9589 \| nan \| 0.8754 \| 0.9879 \| 0.9578 \| 0.8379 \| 0.9910 \| 0.0 \| 0.8737 \| 0.9874 \| 0.9550 \| 0.8037 \| 0.9887 \| \| 0.0057 \| 26.53 \| 17460 \| 0.0857 \| 0.7670 \| 0.9279 \| 0.9576 \| nan \| 0.8747 \| 0.9881 \| 0.9560 \| 0.8302 \| 0.9904 \| 0.0 \| 0.8733 \| 0.9876 \| 0.9531 \| 0.7998 \| 0.9884 \| \| 0.0043 \| 26.57 \| 17480 \| 0.0823 \| 0.7761 \| 0.9394 \| 0.9672 \| nan \| 0.8872 \| 0.9905 \| 0.9689 \| 0.8609 \| 0.9897 \| 0.0 \| 0.8856 \| 0.9900 \| 0.9656 \| 0.8273 \| 0.9881 \| \| 0.0033 \| 26.6 \| 17500 \| 0.0790 \| 0.7749 \| 0.9382 \| 0.9615 \| nan \| 0.8808 \| 0.9881 \| 0.9612 \| 0.8709 \| 0.9898 \| 0.0 \| 0.8787 \| 0.9875 \| 0.9585 \| 0.8368 \| 0.9879 \| \| 0.0349 \| 26.63 \| 17520 \| 0.0784 \| 0.7778 \| 0.9413 \| 0.9660 \| nan \| 0.8937 \| 0.9909 \| 0.9656 \| 0.8645 \| 0.9918 \| 0.0 \| 0.8915 \| 0.9900 \| 0.9627 \| 0.8323 \| 0.9900 \| \| 0.0056 \| 26.66 \| 17540 \| 0.0816 \| 0.7716 \| 0.9329 \| 0.9648 \| nan \| 0.8899 \| 0.9906 \| 0.9641 \| 0.8268 \| 0.9932 \| 0.0 \| 0.8882 \| 0.9898 \| 0.9613 \| 0.7993 \| 0.9910 \| \| 0.0227 \| 26.69 \| 17560 \| 0.0832 \| 0.7669 \| 0.9271 \| 0.9667 \| nan \| 0.8935 \| 0.9904 \| 0.9668 \| 0.7920 \| 0.9928 \| 0.0 \| 0.8919 \| 0.9894 \| 0.9640 \| 0.7656 \| 0.9903 \| \| 0.0055 \| 26.72 \| 17580 \| 0.0842 \| 0.7714 \| 0.9343 \| 0.9641 \| nan \| 0.9016 \| 0.9887 \| 0.9616 \| 0.8260 \| 0.9936 \| 0.0 \| 0.8995 \| 0.9880 \| 0.9592 \| 0.7914 \| 0.9906 \| \| 0.0236 \| 26.75 \| 17600 \| 0.0818 \| 0.7648 \| 0.9270 \| 0.9593 \| nan \| 0.8795 \| 0.9876 \| 0.9581 \| 0.8188 \| 0.9909 \| 0.0 \| 0.8775 \| 0.9869 \| 0.9556 \| 0.7799 \| 0.9888 \| \| 0.0119 \| 26.78 \| 17620 \| 0.0851 \| 0.7687 \| 0.9316 \| 0.9647 \| nan \| 0.8995 \| 0.9887 \| 0.9640 \| 0.8163 \| 0.9894 \| 0.0 \| 0.8972 \| 0.9881 \| 0.9612 \| 0.7783 \| 0.9877 \| \| 0.0033 \| 26.81 \| 17640 \| 0.0851 \| 0.7675 \| 0.9290 \| 0.9651 \| nan \| 0.8932 \| 0.9893 \| 0.9648 \| 0.8059 \| 0.9916 \| 0.0 \| 0.8912 \| 0.9888 \| 0.9621 \| 0.7731 \| 0.9898 \| \| 0.0081 \| 26.84 \| 17660 \| 0.0865 \| 0.7733 \| 0.9355 \| 0.9661 \| nan \| 0.9029 \| 0.9887 \| 0.9653 \| 0.8297 \| 0.9907 \| 0.0 \| 0.9008 \| 0.9882 \| 0.9625 \| 0.7993 \| 0.9892 \| \| 0.0175 \| 26.87 \| 17680 \| 0.0869 \| 0.7734 \| 0.9365 \| 0.9657 \| nan \| 0.8947 \| 0.9877 \| 0.9661 \| 0.8444 \| 0.9896 \| 0.0 \| 0.8927 \| 0.9872 \| 0.9626 \| 0.8097 \| 0.9883 \| \| 0.0167 \| 26.9 \| 17700 \| 0.0861 \| 0.7754 \| 0.9396 \| 0.9634 \| nan \| 0.8907 \| 0.9908 \| 0.9616 \| 0.8619 \| 0.9931 \| 0.0 \| 0.8885 \| 0.9885 \| 0.9592 \| 0.8253 \| 0.9909 \| \| 0.0088 \| 26.93 \| 17720 \| 0.0857 \| 0.7719 \| 0.9432 \| 0.9615 \| nan \| 0.8982 \| 0.9904 \| 0.9586 \| 0.8787 \| 0.9901 \| 0.0 \| 0.8957 \| 0.9851 \| 0.9563 \| 0.8061 \| 0.9884 \| \| 0.0017 \| 26.96 \| 17740 \| 0.0863 \| 0.7690 \| 0.9408 \| 0.9653 \| nan \| 0.8890 \| 0.9874 \| 0.9663 \| 0.8724 \| 0.9890 \| 0.0 \| 0.8872 \| 0.9867 \| 0.9632 \| 0.7893 \| 0.9877 \| \| 0.0083 \| 26.99 \| 17760 \| 0.0847 \| 0.7629 \| 0.9295 \| 0.9678 \| nan \| 0.9070 \| 0.9889 \| 0.9681 \| 0.7958 \| 0.9877 \| 0.0 \| 0.9042 \| 0.9884 \| 0.9654 \| 0.7330 \| 0.9862 \| \| 0.0107 \| 27.02 \| 17780 \| 0.0899 \| 0.7600 \| 0.9220 \| 0.9619 \| nan \| 0.8888 \| 0.9890 \| 0.9610 \| 0.7812 \| 0.9900 \| 0.0 \| 0.8864 \| 0.9885 \| 0.9587 \| 0.7387 \| 0.9876 \| \| 0.0529 \| 27.05 \| 17800 \| 0.0882 \| 0.7641 \| 0.9257 \| 0.9641 \| nan \| 0.8997 \| 0.9890 \| 0.9628 \| 0.7864 \| 0.9902 \| 0.0 \| 0.8976 \| 0.9886 \| 0.9602 \| 0.7504 \| 0.9879 \| \| 0.0041 \| 27.08 \| 17820 \| 0.0876 \| 0.7606 \| 0.9197 \| 0.9633 \| nan \| 0.8915 \| 0.9889 \| 0.9634 \| 0.7671 \| 0.9873 \| 0.0 \| 0.8900 \| 0.9885 \| 0.9604 \| 0.7393 \| 0.9856 \| \| 0.0065 \| 27.11 \| 17840 \| 0.0879 \| 0.7642 \| 0.9242 \| 0.9638 \| nan \| 0.8915 \| 0.9885 \| 0.9635 \| 0.7874 \| 0.9903 \| 0.0 \| 0.8899 \| 0.9881 \| 0.9607 \| 0.7583 \| 0.9880 \| \| 0.0041 \| 27.14 \| 17860 \| 0.0886 \| 0.7624 \| 0.9225 \| 0.9641 \| nan \| 0.8878 \| 0.9881 \| 0.9659 \| 0.7856 \| 0.9849 \| 0.0 \| 0.8866 \| 0.9877 \| 0.9626 \| 0.7540 \| 0.9836 \| \| 0.029 \| 27.17 \| 17880 \| 0.0898 \| 0.7670 \| 0.9283 \| 0.9644 \| nan \| 0.8862 \| 0.9876 \| 0.9655 \| 0.8133 \| 0.9886 \| 0.0 \| 0.8841 \| 0.9872 \| 0.9627 \| 0.7813 \| 0.9865 \| \| 0.0098 \| 27.2 \| 17900 \| 0.0868 \| 0.7726 \| 0.9340 \| 0.9613 \| nan \| 0.8858 \| 0.9869 \| 0.9608 \| 0.8480 \| 0.9887 \| 0.0 \| 0.8840 \| 0.9865 \| 0.9579 \| 0.8207 \| 0.9865 \| \| 0.0063 \| 27.23 \| 17920 \| 0.0861 \| 0.7710 \| 0.9329 \| 0.9571 \| nan \| 0.8683 \| 0.9886 \| 0.9557 \| 0.8602 \| 0.9916 \| 0.0 \| 0.8663 \| 0.9880 \| 0.9531 \| 0.8299 \| 0.9889 \| \| 0.0091 \| 27.26 \| 17940 \| 0.0895 \| 0.7714 \| 0.9343 \| 0.9571 \| nan \| 0.8823 \| 0.9890 \| 0.9542 \| 0.8565 \| 0.9898 \| 0.0 \| 0.8803 \| 0.9884 \| 0.9515 \| 0.8205 \| 0.9878 \| \| 0.0023 \| 27.29 \| 17960 \| 0.0945 \| 0.7737 \| 0.9370 \| 0.9620 \| nan \| 0.8957 \| 0.9894 \| 0.9598 \| 0.8499 \| 0.9903 \| 0.0 \| 0.8940 \| 0.9889 \| 0.9569 \| 0.8140 \| 0.9882 \| \| 0.0315 \| 27.33 \| 17980 \| 0.0874 \| 0.7769 \| 0.9422 \| 0.9636 \| nan \| 0.9037 \| 0.9889 \| 0.9613 \| 0.8665 \| 0.9904 \| 0.0 \| 0.9005 \| 0.9884 \| 0.9588 \| 0.8252 \| 0.9883 \| \| 0.0235 \| 27.36 \| 18000 \| 0.0874 \| 0.7730 \| 0.9376 \| 0.9586 \| nan \| 0.8946 \| 0.9890 \| 0.9549 \| 0.8596 \| 0.9900 \| 0.0 \| 0.8909 \| 0.9885 \| 0.9528 \| 0.8183 \| 0.9877 \| \| 0.0064 \| 27.39 \| 18020 \| 0.0867 \| 0.7700 \| 0.9333 \| 0.9604 \| nan \| 0.8724 \| 0.9884 \| 0.9604 \| 0.8545 \| 0.9909 \| 0.0 \| 0.8699 \| 0.9879 \| 0.9579 \| 0.8157 \| 0.9888 \| \| 0.0203 \| 27.42 \| 18040 \| 0.0865 \| 0.7720 \| 0.9380 \| 0.9591 \| nan \| 0.8927 \| 0.9900 \| 0.9561 \| 0.8623 \| 0.9887 \| 0.0 \| 0.8897 \| 0.9893 \| 0.9537 \| 0.8121 \| 0.9871 \| \| 0.0036 \| 27.45 \| 18060 \| 0.0861 \| 0.7743 \| 0.9362 \| 0.9646 \| nan \| 0.9005 \| 0.9887 \| 0.9636 \| 0.8389 \| 0.9895 \| 0.0 \| 0.8978 \| 0.9881 \| 0.9608 \| 0.8114 \| 0.9876 \| \| 0.0127 \| 27.48 \| 18080 \| 0.0865 \| 0.7729 \| 0.9347 \| 0.9640 \| nan \| 0.9000 \| 0.9886 \| 0.9623 \| 0.8316 \| 0.9912 \| 0.0 \| 0.8970 \| 0.9881 \| 0.9600 \| 0.8038 \| 0.9885 \| \| 0.0539 \| 27.51 \| 18100 \| 0.0975 \| 0.7620 \| 0.9230 \| 0.9491 \| nan \| 0.8889 \| 0.9908 \| 0.9416 \| 0.8061 \| 0.9877 \| 0.0 \| 0.8860 \| 0.9900 \| 0.9398 \| 0.7704 \| 0.9856 \| \| 0.0033 \| 27.54 \| 18120 \| 0.0867 \| 0.7665 \| 0.9287 \| 0.9615 \| nan \| 0.8894 \| 0.9871 \| 0.9609 \| 0.8180 \| 0.9880 \| 0.0 \| 0.8876 \| 0.9866 \| 0.9579 \| 0.7804 \| 0.9864 \| \| 0.0123 \| 27.57 \| 18140 \| 0.0915 \| 0.7687 \| 0.9301 \| 0.9552 \| nan \| 0.8856 \| 0.9866 \| 0.9511 \| 0.8365 \| 0.9906 \| 0.0 \| 0.8832 \| 0.9862 \| 0.9487 \| 0.8054 \| 0.9886 \| \| 0.0157 \| 27.6 \| 18160 \| 0.0909 \| 0.7696 \| 0.9311 \| 0.9547 \| nan \| 0.8871 \| 0.9889 \| 0.9498 \| 0.8392 \| 0.9907 \| 0.0 \| 0.8842 \| 0.9884 \| 0.9474 \| 0.8087 \| 0.9886 \| \| 0.0122 \| 27.63 \| 18180 \| 0.0920 \| 0.7724 \| 0.9350 \| 0.9636 \| nan \| 0.8905 \| 0.9874 \| 0.9636 \| 0.8449 \| 0.9888 \| 0.0 \| 0.8880 \| 0.9871 \| 0.9607 \| 0.8119 \| 0.9870 \| \| 0.031 \| 27.66 \| 18200 \| 0.0871 \| 0.7718 \| 0.9359 \| 0.9593 \| nan \| 0.8934 \| 0.9874 \| 0.9562 \| 0.8517 \| 0.9906 \| 0.0 \| 0.8904 \| 0.9871 \| 0.9538 \| 0.8111 \| 0.9883 \| \| 0.0191 \| 27.69 \| 18220 \| 0.0889 \| 0.7710 \| 0.9341 \| 0.9614 \| nan \| 0.8845 \| 0.9867 \| 0.9614 \| 0.8496 \| 0.9882 \| 0.0 \| 0.8821 \| 0.9864 \| 0.9586 \| 0.8129 \| 0.9864 \| \| 0.0045 \| 27.72 \| 18240 \| 0.0902 \| 0.7741 \| 0.9377 \| 0.9621 \| nan \| 0.9046 \| 0.9890 \| 0.9595 \| 0.8476 \| 0.9879 \| 0.0 \| 0.9022 \| 0.9874 \| 0.9569 \| 0.8120 \| 0.9858 \| \| 0.0507 \| 27.75 \| 18260 \| 0.0870 \| 0.7681 \| 0.9310 \| 0.9605 \| nan \| 0.8906 \| 0.9878 \| 0.9590 \| 0.8291 \| 0.9886 \| 0.0 \| 0.8883 \| 0.9849 \| 0.9564 \| 0.7922 \| 0.9866 \| \| 0.0031 \| 27.78 \| 18280 \| 0.0890 \| 0.7702 \| 0.9329 \| 0.9598 \| nan \| 0.8924 \| 0.9878 \| 0.9575 \| 0.8383 \| 0.9887 \| 0.0 \| 0.8897 \| 0.9852 \| 0.9548 \| 0.8043 \| 0.9870 \| \| 0.0037 \| 27.81 \| 18300 \| 0.0912 \| 0.7698 \| 0.9319 \| 0.9605 \| nan \| 0.8792 \| 0.9880 \| 0.9605 \| 0.8437 \| 0.9883 \| 0.0 \| 0.8769 \| 0.9857 \| 0.9576 \| 0.8117 \| 0.9867 \| \| 0.0216 \| 27.84 \| 18320 \| 0.0872 \| 0.7681 \| 0.9297 \| 0.9588 \| nan \| 0.8758 \| 0.9876 \| 0.9577 \| 0.8366 \| 0.9908 \| 0.0 \| 0.8734 \| 0.9861 \| 0.9551 \| 0.8054 \| 0.9889 \| \| 0.0094 \| 27.87 \| 18340 \| 0.0900 \| 0.7702 \| 0.9317 \| 0.9612 \| nan \| 0.8930 \| 0.9875 \| 0.9589 \| 0.8276 \| 0.9917 \| 0.0 \| 0.8906 \| 0.9872 \| 0.9563 \| 0.7977 \| 0.9895 \| \| 0.0082 \| 27.9 \| 18360 \| 0.0855 \| 0.7747 \| 0.9381 \| 0.9701 \| nan \| 0.8968 \| 0.9886 \| 0.9714 \| 0.8402 \| 0.9934 \| 0.0 \| 0.8948 \| 0.9883 \| 0.9686 \| 0.8054 \| 0.9909 \| \| 0.0323 \| 27.93 \| 18380 \| 0.0843 \| 0.7689 \| 0.9324 \| 0.9582 \| nan \| 0.8856 \| 0.9889 \| 0.9552 \| 0.8411 \| 0.9913 \| 0.0 \| 0.8835 \| 0.9884 \| 0.9530 \| 0.7997 \| 0.9886 \| \| 0.018 \| 27.96 \| 18400 \| 0.0848 \| 0.7713 \| 0.9345 \| 0.9618 \| nan \| 0.8997 \| 0.9894 \| 0.9590 \| 0.8339 \| 0.9907 \| 0.0 \| 0.8973 \| 0.9889 \| 0.9566 \| 0.7967 \| 0.9882 \| \| 0.0024 \| 27.99 \| 18420 \| 0.0837 \| 0.7753 \| 0.9396 \| 0.9615 \| nan \| 0.8993 \| 0.9876 \| 0.9588 \| 0.8624 \| 0.9901 \| 0.0 \| 0.8971 \| 0.9873 \| 0.9564 \| 0.8231 \| 0.9878 \| \| 0.0112 \| 28.02 \| 18440 \| 0.0827 \| 0.7743 \| 0.9381 \| 0.9624 \| nan \| 0.8952 \| 0.9894 \| 0.9602 \| 0.8542 \| 0.9912 \| 0.0 \| 0.8933 \| 0.9890 \| 0.9577 \| 0.8168 \| 0.9892 \| \| 0.0353 \| 28.05 \| 18460 \| 0.0848 \| 0.7734 \| 0.9394 \| 0.9641 \| nan \| 0.8948 \| 0.9891 \| 0.9630 \| 0.8591 \| 0.9909 \| 0.0 \| 0.8929 \| 0.9886 \| 0.9603 \| 0.8092 \| 0.9892 \| \| 0.0096 \| 28.09 \| 18480 \| 0.0841 \| 0.7746 \| 0.9392 \| 0.9657 \| nan \| 0.9026 \| 0.9898 \| 0.9640 \| 0.8470 \| 0.9927 \| 0.0 \| 0.9007 \| 0.9892 \| 0.9613 \| 0.8056 \| 0.9908 \| \| 0.0101 \| 28.12 \| 18500 \| 0.0847 \| 0.7706 \| 0.9327 \| 0.9645 \| nan \| 0.9004 \| 0.9852 \| 0.9632 \| 0.8225 \| 0.9923 \| 0.0 \| 0.8983 \| 0.9847 \| 0.9606 \| 0.7901 \| 0.9901 \| \| 0.0061 \| 28.15 \| 18520 \| 0.0856 \| 0.7734 \| 0.9359 \| 0.9649 \| nan \| 0.8994 \| 0.9883 \| 0.9638 \| 0.8366 \| 0.9915 \| 0.0 \| 0.8971 \| 0.9878 \| 0.9610 \| 0.8052 \| 0.9894 \| \| 0.0355 \| 28.18 \| 18540 \| 0.0852 \| 0.7715 \| 0.9331 \| 0.9626 \| nan \| 0.8930 \| 0.9883 \| 0.9612 \| 0.8321 \| 0.9908 \| 0.0 \| 0.8910 \| 0.9878 \| 0.9583 \| 0.8033 \| 0.9886 \| \| 0.0099 \| 28.21 \| 18560 \| 0.0865 \| 0.7730 \| 0.9349 \| 0.9637 \| nan \| 0.8950 \| 0.9875 \| 0.9625 \| 0.8377 \| 0.9915 \| 0.0 \| 0.8927 \| 0.9869 \| 0.9597 \| 0.8091 \| 0.9894 \| \| 0.0172 \| 28.24 \| 18580 \| 0.0884 \| 0.7734 \| 0.9359 \| 0.9634 \| nan \| 0.8940 \| 0.9882 \| 0.9618 \| 0.8434 \| 0.9923 \| 0.0 \| 0.8914 \| 0.9876 \| 0.9593 \| 0.8124 \| 0.9900 \| \| 0.0056 \| 28.27 \| 18600 \| 0.0844 \| 0.7730 \| 0.9363 \| 0.9622 \| nan \| 0.9000 \| 0.9887 \| 0.9595 \| 0.8421 \| 0.9914 \| 0.0 \| 0.8976 \| 0.9882 \| 0.9570 \| 0.8062 \| 0.9892 \| \| 0.0038 \| 28.3 \| 18620 \| 0.0882 \| 0.7697 \| 0.9328 \| 0.9599 \| nan \| 0.8831 \| 0.9883 \| 0.9584 \| 0.8438 \| 0.9904 \| 0.0 \| 0.8812 \| 0.9879 \| 0.9558 \| 0.8047 \| 0.9886 \| \| 0.0056 \| 28.33 \| 18640 \| 0.0845 \| 0.7714 \| 0.9336 \| 0.9617 \| nan \| 0.8943 \| 0.9876 \| 0.9600 \| 0.8362 \| 0.9898 \| 0.0 \| 0.8923 \| 0.9873 \| 0.9573 \| 0.8033 \| 0.9881 \| \| 0.0497 \| 28.36 \| 18660 \| 0.0836 \| 0.7706 \| 0.9340 \| 0.9553 \| nan \| 0.8920 \| 0.9881 \| 0.9505 \| 0.8500 \| 0.9892 \| 0.0 \| 0.8898 \| 0.9876 \| 0.9481 \| 0.8110 \| 0.9873 \| \| 0.0058 \| 28.39 \| 18680 \| 0.0844 \| 0.7738 \| 0.9379 \| 0.9583 \| nan \| 0.8940 \| 0.9878 \| 0.9544 \| 0.8624 \| 0.9908 \| 0.0 \| 0.8919 \| 0.9874 \| 0.9518 \| 0.8231 \| 0.9887 \| \| 0.0072 \| 28.42 \| 18700 \| 0.0855 \| 0.7701 \| 0.9346 \| 0.9595 \| nan \| 0.8832 \| 0.9876 \| 0.9582 \| 0.8548 \| 0.9894 \| 0.0 \| 0.8814 \| 0.9872 \| 0.9554 \| 0.8092 \| 0.9875 \| \| 0.0113 \| 28.45 \| 18720 \| 0.0880 \| 0.7702 \| 0.9333 \| 0.9595 \| nan \| 0.8866 \| 0.9895 \| 0.9577 \| 0.8447 \| 0.9882 \| 0.0 \| 0.8849 \| 0.9890 \| 0.9548 \| 0.8058 \| 0.9866 \| \| 0.0257 \| 28.48 \| 18740 \| 0.0875 \| 0.7744 \| 0.9381 \| 0.9643 \| nan \| 0.8951 \| 0.9887 \| 0.9630 \| 0.8514 \| 0.9922 \| 0.0 \| 0.8929 \| 0.9884 \| 0.9601 \| 0.8148 \| 0.9901 \| \| 0.0042 \| 28.51 \| 18760 \| 0.0906 \| 0.7724 \| 0.9355 \| 0.9629 \| nan \| 0.8987 \| 0.9883 \| 0.9611 \| 0.8394 \| 0.9898 \| 0.0 \| 0.8968 \| 0.9880 \| 0.9581 \| 0.8035 \| 0.9881 \| \| 0.0096 \| 28.54 \| 18780 \| 0.0888 \| 0.7694 \| 0.9314 \| 0.9598 \| nan \| 0.8850 \| 0.9888 \| 0.9581 \| 0.8352 \| 0.9898 \| 0.0 \| 0.8831 \| 0.9883 \| 0.9552 \| 0.8018 \| 0.9881 \| \| 0.0055 \| 28.57 \| 18800 \| 0.0885 \| 0.7682 \| 0.9291 \| 0.9621 \| nan \| 0.8810 \| 0.9892 \| 0.9627 \| 0.8251 \| 0.9875 \| 0.0 \| 0.8791 \| 0.9884 \| 0.9596 \| 0.7957 \| 0.9861 \| \| 0.0208 \| 28.6 \| 18820 \| 0.0878 \| 0.7688 \| 0.9289 \| 0.9634 \| nan \| 0.8894 \| 0.9879 \| 0.9632 \| 0.8141 \| 0.9899 \| 0.0 \| 0.8876 \| 0.9871 \| 0.9603 \| 0.7898 \| 0.9880 \| \| 0.0344 \| 28.63 \| 18840 \| 0.0882 \| 0.7688 \| 0.9296 \| 0.9622 \| nan \| 0.8924 \| 0.9878 \| 0.9613 \| 0.8173 \| 0.9891 \| 0.0 \| 0.8904 \| 0.9871 \| 0.9584 \| 0.7895 \| 0.9874 \| \| 0.0259 \| 28.66 \| 18860 \| 0.0884 \| 0.7675 \| 0.9292 \| 0.9641 \| nan \| 0.8856 \| 0.9887 \| 0.9656 \| 0.8194 \| 0.9869 \| 0.0 \| 0.8841 \| 0.9881 \| 0.9622 \| 0.7850 \| 0.9856 \| \| 0.0296 \| 28.69 \| 18880 \| 0.0843 \| 0.7715 \| 0.9363 \| 0.9622 \| nan \| 0.8922 \| 0.9880 \| 0.9605 \| 0.8497 \| 0.9911 \| 0.0 \| 0.8902 \| 0.9875 \| 0.9580 \| 0.8041 \| 0.9891 \| \| 0.0048 \| 28.72 \| 18900 \| 0.0802 \| 0.7742 \| 0.9382 \| 0.9677 \| nan \| 0.8938 \| 0.9892 \| 0.9688 \| 0.8489 \| 0.9904 \| 0.0 \| 0.8916 \| 0.9888 \| 0.9660 \| 0.8100 \| 0.9889 \| \| 0.0194 \| 28.75 \| 18920 \| 0.0829 \| 0.7728 \| 0.9350 \| 0.9603 \| nan \| 0.9011 \| 0.9868 \| 0.9569 \| 0.8402 \| 0.9900 \| 0.0 \| 0.8985 \| 0.9864 \| 0.9543 \| 0.8093 \| 0.9884 \| \| 0.0027 \| 28.78 \| 18940 \| 0.0818 \| 0.7707 \| 0.9329 \| 0.9626 \| nan \| 0.8936 \| 0.9869 \| 0.9625 \| 0.8350 \| 0.9865 \| 0.0 \| 0.8914 \| 0.9866 \| 0.9596 \| 0.8015 \| 0.9853 \| \| 0.0056 \| 28.81 \| 18960 \| 0.0837 \| 0.7682 \| 0.9283 \| 0.9631 \| nan \| 0.8862 \| 0.9890 \| 0.9628 \| 0.8132 \| 0.9905 \| 0.0 \| 0.8848 \| 0.9885 \| 0.9598 \| 0.7876 \| 0.9886 \| \| 0.004 \| 28.84 \| 18980 \| 0.0855 \| 0.7667 \| 0.9270 \| 0.9591 \| nan \| 0.8775 \| 0.9889 \| 0.9584 \| 0.8213 \| 0.9889 \| 0.0 \| 0.8760 \| 0.9885 \| 0.9553 \| 0.7931 \| 0.9873 \| \| 0.0077 \| 28.88 \| 19000 \| 0.0837 \| 0.7741 \| 0.9362 \| 0.9613 \| nan \| 0.9090 \| 0.9877 \| 0.9574 \| 0.8368 \| 0.9902 \| 0.0 \| 0.9068 \| 0.9874 \| 0.9545 \| 0.8076 \| 0.9884 \| \| 0.0093 \| 28.91 \| 19020 \| 0.0808 \| 0.7732 \| 0.9360 \| 0.9649 \| nan \| 0.8995 \| 0.9867 \| 0.9642 \| 0.8395 \| 0.9904 \| 0.0 \| 0.8981 \| 0.9864 \| 0.9609 \| 0.8049 \| 0.9886 \| \| 0.0045 \| 28.94 \| 19040 \| 0.0830 \| 0.7737 \| 0.9373 \| 0.9636 \| nan \| 0.8918 \| 0.9883 \| 0.9628 \| 0.8527 \| 0.9910 \| 0.0 \| 0.8900 \| 0.9879 \| 0.9599 \| 0.8155 \| 0.9887 \| \| 0.0065 \| 28.97 \| 19060 \| 0.0837 \| 0.7770 \| 0.9415 \| 0.9661 \| nan \| 0.9006 \| 0.9892 \| 0.9657 \| 0.8628 \| 0.9892 \| 0.0 \| 0.8985 \| 0.9887 \| 0.9626 \| 0.8248 \| 0.9875 \| \| 0.0047 \| 29.0 \| 19080 \| 0.0832 \| 0.7787 \| 0.9435 \| 0.9676 \| nan \| 0.9077 \| 0.9891 \| 0.9672 \| 0.8644 \| 0.9890 \| 0.0 \| 0.9055 \| 0.9886 \| 0.9641 \| 0.8268 \| 0.9874 \| \| 0.0041 \| 29.03 \| 19100 \| 0.0821 \| 0.7731 \| 0.9368 \| 0.9604 \| nan \| 0.8965 \| 0.9889 \| 0.9579 \| 0.8522 \| 0.9886 \| 0.0 \| 0.8941 \| 0.9882 \| 0.9551 \| 0.8139 \| 0.9871 \| \| 0.0049 \| 29.06 \| 19120 \| 0.0831 \| 0.7719 \| 0.9353 \| 0.9659 \| nan \| 0.8940 \| 0.9906 \| 0.9669 \| 0.8386 \| 0.9864 \| 0.0 \| 0.8919 \| 0.9899 \| 0.9636 \| 0.8011 \| 0.9852 \| \| 0.0309 \| 29.09 \| 19140 \| 0.0829 \| 0.7679 \| 0.9306 \| 0.9621 \| nan \| 0.8889 \| 0.9884 \| 0.9621 \| 0.8267 \| 0.9867 \| 0.0 \| 0.8866 \| 0.9878 \| 0.9592 \| 0.7881 \| 0.9855 \| \| 0.0181 \| 29.12 \| 19160 \| 0.0829 \| 0.7729 \| 0.9359 \| 0.9655 \| nan \| 0.8982 \| 0.9897 \| 0.9645 \| 0.8353 \| 0.9920 \| 0.0 \| 0.8959 \| 0.9891 \| 0.9617 \| 0.8004 \| 0.9901 \| \| 0.0096 \| 29.15 \| 19180 \| 0.0843 \| 0.7689 \| 0.9309 \| 0.9620 \| nan \| 0.8884 \| 0.9885 \| 0.9603 \| 0.8241 \| 0.9931 \| 0.0 \| 0.8862 \| 0.9879 \| 0.9577 \| 0.7912 \| 0.9907 \| \| 0.0206 \| 29.18 \| 19200 \| 0.0891 \| 0.7672 \| 0.9286 \| 0.9573 \| nan \| 0.8910 \| 0.9878 \| 0.9536 \| 0.8210 \| 0.9897 \| 0.0 \| 0.8887 \| 0.9874 \| 0.9511 \| 0.7882 \| 0.9880 \| \| 0.0303 \| 29.21 \| 19220 \| 0.0873 \| 0.7732 \| 0.9362 \| 0.9649 \| nan \| 0.8923 \| 0.9880 \| 0.9655 \| 0.8472 \| 0.9881 \| 0.0 \| 0.8904 \| 0.9876 \| 0.9622 \| 0.8120 \| 0.9869 \| \| 0.0127 \| 29.24 \| 19240 \| 0.0878 \| 0.7727 \| 0.9352 \| 0.9622 \| nan \| 0.8913 \| 0.9872 \| 0.9606 \| 0.8451 \| 0.9917 \| 0.0 \| 0.8892 \| 0.9867 \| 0.9579 \| 0.8126 \| 0.9896 \| \| 0.005 \| 29.27 \| 19260 \| 0.0861 \| 0.7737 \| 0.9374 \| 0.9658 \| nan \| 0.8885 \| 0.9886 \| 0.9667 \| 0.8527 \| 0.9904 \| 0.0 \| 0.8869 \| 0.9881 \| 0.9634 \| 0.8152 \| 0.9885 \| \| 0.0038 \| 29.3 \| 19280 \| 0.0896 \| 0.7768 \| 0.9423 \| 0.9681 \| nan \| 0.8978 \| 0.9896 \| 0.9685 \| 0.8634 \| 0.9920 \| 0.0 \| 0.8959 \| 0.9890 \| 0.9654 \| 0.8207 \| 0.9898 \| \| 0.022 \| 29.33 \| 19300 \| 0.0899 \| 0.7745 \| 0.9380 \| 0.9638 \| nan \| 0.8958 \| 0.9893 \| 0.9621 \| 0.8505 \| 0.9926 \| 0.0 \| 0.8938 \| 0.9888 \| 0.9593 \| 0.8149 \| 0.9901 \| \| 0.0018 \| 29.36 \| 19320 \| 0.0910 \| 0.7708 \| 0.9329 \| 0.9540 \| nan \| 0.8935 \| 0.9884 \| 0.9486 \| 0.8460 \| 0.9881 \| 0.0 \| 0.8916 \| 0.9878 \| 0.9462 \| 0.8128 \| 0.9862 \| \| 0.0032 \| 29.39 \| 19340 \| 0.0883 \| 0.7734 \| 0.9366 \| 0.9633 \| nan \| 0.8946 \| 0.9886 \| 0.9626 \| 0.8492 \| 0.9883 \| 0.0 \| 0.8928 \| 0.9880 \| 0.9596 \| 0.8135 \| 0.9867 \| \| 0.0065 \| 29.42 \| 19360 \| 0.0841 \| 0.7770 \| 0.9428 \| 0.9662 \| nan \| 0.9101 \| 0.9894 \| 0.9643 \| 0.8592 \| 0.9909 \| 0.0 \| 0.9077 \| 0.9889 \| 0.9616 \| 0.8149 \| 0.9890 \| \| 0.0106 \| 29.45 \| 19380 \| 0.0854 \| 0.7776 \| 0.9435 \| 0.9682 \| nan \| 0.9036 \| 0.9896 \| 0.9686 \| 0.8667 \| 0.9888 \| 0.0 \| 0.9012 \| 0.9890 \| 0.9657 \| 0.8221 \| 0.9873 \| \| 0.0039 \| 29.48 \| 19400 \| 0.0857 \| 0.7746 \| 0.9408 \| 0.9650 \| nan \| 0.9044 \| 0.9901 \| 0.9640 \| 0.8580 \| 0.9875 \| 0.0 \| 0.9016 \| 0.9896 \| 0.9612 \| 0.8094 \| 0.9861 \| \| 0.0172 \| 29.51 \| 19420 \| 0.0876 \| 0.7698 \| 0.9324 \| 0.9611 \| nan \| 0.8774 \| 0.9888 \| 0.9616 \| 0.8461 \| 0.9879 \| 0.0 \| 0.8754 \| 0.9883 \| 0.9587 \| 0.8098 \| 0.9864 \| \| 0.0076 \| 29.54 \| 19440 \| 0.0890 \| 0.7778 \| 0.9432 \| 0.9621 \| nan \| 0.9043 \| 0.9882 \| 0.9594 \| 0.8754 \| 0.9885 \| 0.0 \| 0.9016 \| 0.9878 \| 0.9567 \| 0.8338 \| 0.9868 \| \| 0.0041 \| 29.57 \| 19460 \| 0.0889 \| 0.7756 \| 0.9411 \| 0.9636 \| nan \| 0.8926 \| 0.9898 \| 0.9632 \| 0.8717 \| 0.9881 \| 0.0 \| 0.8905 \| 0.9893 \| 0.9603 \| 0.8272 \| 0.9866 \| \| 0.0115 \| 29.6 \| 19480 \| 0.0879 \| 0.7772 \| 0.9428 \| 0.9628 \| nan \| 0.8988 \| 0.9903 \| 0.9605 \| 0.8746 \| 0.9899 \| 0.0 \| 0.8966 \| 0.9898 \| 0.9579 \| 0.8307 \| 0.9880 \| \| 0.0046 \| 29.64 \| 19500 \| 0.0857 \| 0.7741 \| 0.9405 \| 0.9624 \| nan \| 0.8879 \| 0.9901 \| 0.9617 \| 0.8741 \| 0.9889 \| 0.0 \| 0.8859 \| 0.9897 \| 0.9590 \| 0.8230 \| 0.9872 \| \| 0.0044 \| 29.67 \| 19520 \| 0.0825 \| 0.7764 \| 0.9409 \| 0.9638 \| nan \| 0.8932 \| 0.9874 \| 0.9629 \| 0.8697 \| 0.9911 \| 0.0 \| 0.8912 \| 0.9871 \| 0.9602 \| 0.8310 \| 0.9889 \| \| 0.0081 \| 29.7 \| 19540 \| 0.0896 \| 0.7749 \| 0.9396 \| 0.9629 \| nan \| 0.8881 \| 0.9884 \| 0.9619 \| 0.8679 \| 0.9918 \| 0.0 \| 0.8857 \| 0.9880 \| 0.9593 \| 0.8270 \| 0.9893 \| \| 0.0045 \| 29.73 \| 19560 \| 0.0902 \| 0.7745 \| 0.9379 \| 0.9621 \| nan \| 0.8897 \| 0.9887 \| 0.9607 \| 0.8596 \| 0.9909 \| 0.0 \| 0.8876 \| 0.9882 \| 0.9580 \| 0.8246 \| 0.9887 \| \| 0.0038 \| 29.76 \| 19580 \| 0.0882 \| 0.7753 \| 0.9383 \| 0.9606 \| nan \| 0.8972 \| 0.9894 \| 0.9574 \| 0.8569 \| 0.9906 \| 0.0 \| 0.8955 \| 0.9889 \| 0.9546 \| 0.8239 \| 0.9886 \| \| 0.0034 \| 29.79 \| 19600 \| 0.0913 \| 0.7751 \| 0.9399 \| 0.9607 \| nan \| 0.8939 \| 0.9889 \| 0.9578 \| 0.8672 \| 0.9915 \| 0.0 \| 0.8920 \| 0.9884 \| 0.9551 \| 0.8253 \| 0.9894 \| \| 0.0065 \| 29.82 \| 19620 \| 0.0887 \| 0.7780 \| 0.9438 \| 0.9631 \| nan \| 0.9037 \| 0.9894 \| 0.9599 \| 0.8737 \| 0.9923 \| 0.0 \| 0.9016 \| 0.9888 \| 0.9573 \| 0.8307 \| 0.9899 \| \| 0.0176 \| 29.85 \| 19640 \| 0.0852 \| 0.7771 \| 0.9419 \| 0.9654 \| nan \| 0.8997 \| 0.9877 \| 0.9643 \| 0.8656 \| 0.9921 \| 0.0 \| 0.8974 \| 0.9873 \| 0.9616 \| 0.8263 \| 0.9899 \| \| 0.0029 \| 29.88 \| 19660 \| 0.0852 \| 0.7746 \| 0.9384 \| 0.9625 \| nan \| 0.8960 \| 0.9871 \| 0.9612 \| 0.8585 \| 0.9890 \| 0.0 \| 0.8938 \| 0.9866 \| 0.9583 \| 0.8216 \| 0.9873 \| \| 0.011 \| 29.91 \| 19680 \| 0.0882 \| 0.7738 \| 0.9360 \| 0.9642 \| nan \| 0.8938 \| 0.9899 \| 0.9635 \| 0.8426 \| 0.9900 \| 0.0 \| 0.8921 \| 0.9893 \| 0.9605 \| 0.8128 \| 0.9880 \| \| 0.027 \| 29.94 \| 19700 \| 0.0884 \| 0.7600 \| 0.9192 \| 0.9573 \| nan \| 0.8756 \| 0.9873 \| 0.9565 \| 0.7894 \| 0.9872 \| 0.0 \| 0.8737 \| 0.9867 \| 0.9539 \| 0.7603 \| 0.9854 \| \| 0.0048 \| 29.97 \| 19720 \| 0.0894 \| 0.7572 \| 0.9150 \| 0.9626 \| nan \| 0.8827 \| 0.9890 \| 0.9632 \| 0.7509 \| 0.9889 \| 0.0 \| 0.8811 \| 0.9885 \| 0.9603 \| 0.7263 \| 0.9870 \| \| 0.016 \| 30.0 \| 19740 \| 0.0866 \| 0.7585 \| 0.9165 \| 0.9588 \| nan \| 0.8743 \| 0.9861 \| 0.9583 \| 0.7731 \| 0.9908 \| 0.0 \| 0.8726 \| 0.9858 \| 0.9555 \| 0.7486 \| 0.9888 \| \| 0.0051 \| 30.03 \| 19760 \| 0.0872 \| 0.7689 \| 0.9293 \| 0.9626 \| nan \| 0.9033 \| 0.9903 \| 0.9600 \| 0.8038 \| 0.9893 \| 0.0 \| 0.9008 \| 0.9897 \| 0.9572 \| 0.7781 \| 0.9877 \| \| 0.0096 \| 30.06 \| 19780 \| 0.0832 \| 0.7593 \| 0.9174 \| 0.9622 \| nan \| 0.8876 \| 0.9900 \| 0.9617 \| 0.7587 \| 0.9890 \| 0.0 \| 0.8859 \| 0.9893 \| 0.9589 \| 0.7346 \| 0.9873 \| \| 0.0226 \| 30.09 \| 19800 \| 0.0858 \| 0.7619 \| 0.9211 \| 0.9651 \| nan \| 0.9037 \| 0.9884 \| 0.9637 \| 0.7580 \| 0.9915 \| 0.0 \| 0.9013 \| 0.9880 \| 0.9612 \| 0.7314 \| 0.9895 \| \| 0.0119 \| 30.12 \| 19820 \| 0.0887 \| 0.7648 \| 0.9248 \| 0.9566 \| nan \| 0.8906 \| 0.9892 \| 0.9523 \| 0.8012 \| 0.9906 \| 0.0 \| 0.8889 \| 0.9886 \| 0.9498 \| 0.7728 \| 0.9886 \| \| 0.0023 \| 30.15 \| 19840 \| 0.0837 \| 0.7718 \| 0.9356 \| 0.9618 \| nan \| 0.8888 \| 0.9913 \| 0.9596 \| 0.8460 \| 0.9925 \| 0.0 \| 0.8872 \| 0.9900 \| 0.9569 \| 0.8069 \| 0.9898 \| \| 0.0038 \| 30.18 \| 19860 \| 0.0864 \| 0.7709 \| 0.9354 \| 0.9610 \| nan \| 0.8862 \| 0.9880 \| 0.9592 \| 0.8512 \| 0.9924 \| 0.0 \| 0.8844 \| 0.9873 \| 0.9566 \| 0.8075 \| 0.9897 \| \| 0.0103 \| 30.21 \| 19880 \| 0.0823 \| 0.7659 \| 0.9285 \| 0.9649 \| nan \| 0.8852 \| 0.9880 \| 0.9656 \| 0.8122 \| 0.9916 \| 0.0 \| 0.8836 \| 0.9875 \| 0.9627 \| 0.7721 \| 0.9897 \| \| 0.0244 \| 30.24 \| 19900 \| 0.0829 \| 0.7665 \| 0.9275 \| 0.9648 \| nan \| 0.8851 \| 0.9893 \| 0.9651 \| 0.8052 \| 0.9927 \| 0.0 \| 0.8834 \| 0.9888 \| 0.9624 \| 0.7738 \| 0.9905 \| \| 0.0072 \| 30.27 \| 19920 \| 0.0830 \| 0.7642 \| 0.9237 \| 0.9588 \| nan \| 0.8904 \| 0.9900 \| 0.9552 \| 0.7904 \| 0.9927 \| 0.0 \| 0.8883 \| 0.9894 \| 0.9529 \| 0.7647 \| 0.9901 \| \| 0.0099 \| 30.3 \| 19940 \| 0.0862 \| 0.7626 \| 0.9218 \| 0.9572 \| nan \| 0.8922 \| 0.9900 \| 0.9525 \| 0.7817 \| 0.9925 \| 0.0 \| 0.8901 \| 0.9894 \| 0.9504 \| 0.7560 \| 0.9898 \| \| 0.0049 \| 30.33 \| 19960 \| 0.0869 \| 0.7624 \| 0.9217 \| 0.9606 \| nan \| 0.8858 \| 0.9908 \| 0.9583 \| 0.7804 \| 0.9932 \| 0.0 \| 0.8839 \| 0.9902 \| 0.9559 \| 0.7540 \| 0.9906 \| \| 0.0044 \| 30.36 \| 19980 \| 0.0857 \| 0.7643 \| 0.9245 \| 0.9660 \| nan \| 0.8953 \| 0.9873 \| 0.9661 \| 0.7821 \| 0.9917 \| 0.0 \| 0.8931 \| 0.9870 \| 0.9634 \| 0.7529 \| 0.9897 \| \| 0.0566 \| 30.4 \| 20000 \| 0.0854 \| 0.7633 \| 0.9227 \| 0.9589 \| nan \| 0.8813 \| 0.9885 \| 0.9567 \| 0.7945 \| 0.9926 \| 0.0 \| 0.8791 \| 0.9880 \| 0.9545 \| 0.7680 \| 0.9901 \| \| 0.0265 \| 30.43 \| 20020 \| 0.0862 \| 0.7736 \| 0.9373 \| 0.9649 \| nan \| 0.9003 \| 0.9882 \| 0.9634 \| 0.8424 \| 0.9922 \| 0.0 \| 0.8973 \| 0.9878 \| 0.9610 \| 0.8056 \| 0.9899 \| \| 0.023 \| 30.46 \| 20040 \| 0.0876 \| 0.7709 \| 0.9349 \| 0.9620 \| nan \| 0.8828 \| 0.9892 \| 0.9614 \| 0.8506 \| 0.9908 \| 0.0 \| 0.8803 \| 0.9886 \| 0.9588 \| 0.8087 \| 0.9888 \| \| 0.0096 \| 30.49 \| 20060 \| 0.0891 \| 0.7709 \| 0.9339 \| 0.9623 \| nan \| 0.8938 \| 0.9869 \| 0.9608 \| 0.8368 \| 0.9912 \| 0.0 \| 0.8913 \| 0.9866 \| 0.9583 \| 0.8001 \| 0.9891 \| \| 0.0306 \| 30.52 \| 20080 \| 0.0906 \| 0.7667 \| 0.9287 \| 0.9596 \| nan \| 0.8911 \| 0.9901 \| 0.9568 \| 0.8155 \| 0.9900 \| 0.0 \| 0.8885 \| 0.9895 \| 0.9545 \| 0.7795 \| 0.9880 \| \| 0.0041 \| 30.55 \| 20100 \| 0.0913 \| 0.7643 \| 0.9252 \| 0.9629 \| nan \| 0.8865 \| 0.9898 \| 0.9626 \| 0.7971 \| 0.9901 \| 0.0 \| 0.8843 \| 0.9892 \| 0.9600 \| 0.7641 \| 0.9882 \| \| 0.0058 \| 30.58 \| 20120 \| 0.0882 \| 0.7632 \| 0.9235 \| 0.9637 \| nan \| 0.8993 \| 0.9871 \| 0.9626 \| 0.7789 \| 0.9896 \| 0.0 \| 0.8969 \| 0.9867 \| 0.9601 \| 0.7481 \| 0.9877 \| \| 0.0121 \| 30.61 \| 20140 \| 0.0901 \| 0.7611 \| 0.9205 \| 0.9611 \| nan \| 0.8992 \| 0.9883 \| 0.9590 \| 0.7678 \| 0.9880 \| 0.0 \| 0.8972 \| 0.9879 \| 0.9563 \| 0.7386 \| 0.9863 \| \| 0.0333 \| 30.64 \| 20160 \| 0.0878 \| 0.7671 \| 0.9273 \| 0.9687 \| nan \| 0.9033 \| 0.9897 \| 0.9696 \| 0.7850 \| 0.9887 \| 0.0 \| 0.9013 \| 0.9893 \| 0.9665 \| 0.7586 \| 0.9870 \| \| 0.0033 \| 30.67 \| 20180 \| 0.0856 \| 0.7744 \| 0.9384 \| 0.9663 \| nan \| 0.9049 \| 0.9900 \| 0.9654 \| 0.8421 \| 0.9897 \| 0.0 \| 0.9026 \| 0.9895 \| 0.9628 \| 0.8036 \| 0.9878 \| \| 0.0347 \| 30.7 \| 20200 \| 0.0860 \| 0.7746 \| 0.9398 \| 0.9629 \| nan \| 0.9016 \| 0.9898 \| 0.9601 \| 0.8563 \| 0.9914 \| 0.0 \| 0.8989 \| 0.9893 \| 0.9577 \| 0.8123 \| 0.9892 \| \| 0.0304 \| 30.73 \| 20220 \| 0.0897 \| 0.7727 \| 0.9367 \| 0.9611 \| nan \| 0.8823 \| 0.9902 \| 0.9602 \| 0.8609 \| 0.9901 \| 0.0 \| 0.8805 \| 0.9896 \| 0.9574 \| 0.8200 \| 0.9884 \| \| 0.0095 \| 30.76 \| 20240 \| 0.0880 \| 0.7753 \| 0.9395 \| 0.9615 \| nan \| 0.8990 \| 0.9907 \| 0.9583 \| 0.8586 \| 0.9909 \| 0.0 \| 0.8968 \| 0.9901 \| 0.9558 \| 0.8203 \| 0.9889 \| \| 0.0267 \| 30.79 \| 20260 \| 0.0879 \| 0.7742 \| 0.9375 \| 0.9636 \| nan \| 0.9065 \| 0.9892 \| 0.9614 \| 0.8421 \| 0.9883 \| 0.0 \| 0.9042 \| 0.9886 \| 0.9589 \| 0.8073 \| 0.9865 \| \| 0.0058 \| 30.82 \| 20280 \| 0.0867 \| 0.7756 \| 0.9411 \| 0.9651 \| nan \| 0.9041 \| 0.9899 \| 0.9636 \| 0.8586 \| 0.9894 \| 0.0 \| 0.9022 \| 0.9891 \| 0.9609 \| 0.8134 \| 0.9878 \| \| 0.0123 \| 30.85 \| 20300 \| 0.0954 \| 0.7754 \| 0.9419 \| 0.9613 \| nan \| 0.8978 \| 0.9907 \| 0.9584 \| 0.8729 \| 0.9897 \| 0.0 \| 0.8957 \| 0.9899 \| 0.9560 \| 0.8231 \| 0.9879 \| \| 0.0313 \| 30.88 \| 20320 \| 0.0924 \| 0.7768 \| 0.9430 \| 0.9643 \| nan \| 0.9000 \| 0.9889 \| 0.9631 \| 0.8739 \| 0.9890 \| 0.0 \| 0.8981 \| 0.9884 \| 0.9603 \| 0.8268 \| 0.9873 \| \| 0.0122 \| 30.91 \| 20340 \| 0.0909 \| 0.7730 \| 0.9371 \| 0.9609 \| nan \| 0.8857 \| 0.9894 \| 0.9601 \| 0.8625 \| 0.9879 \| 0.0 \| 0.8837 \| 0.9889 \| 0.9573 \| 0.8219 \| 0.9862 \| \| 0.0065 \| 30.94 \| 20360 \| 0.0899 \| 0.7749 \| 0.9409 \| 0.9635 \| nan \| 0.8831 \| 0.9893 \| 0.9637 \| 0.8780 \| 0.9904 \| 0.0 \| 0.8806 \| 0.9887 \| 0.9611 \| 0.8307 \| 0.9885 \| \| 0.0141 \| 30.97 \| 20380 \| 0.0900 \| 0.7747 \| 0.9404 \| 0.9575 \| nan \| 0.8887 \| 0.9900 \| 0.9532 \| 0.8783 \| 0.9919 \| 0.0 \| 0.8862 \| 0.9894 \| 0.9510 \| 0.8320 \| 0.9895 \| \| 0.0053 \| 31.0 \| 20400 \| 0.0923 \| 0.7787 \| 0.9446 \| 0.9664 \| nan \| 0.8993 \| 0.9908 \| 0.9661 \| 0.8777 \| 0.9892 \| 0.0 \| 0.8978 \| 0.9900 \| 0.9630 \| 0.8341 \| 0.9875 \| \| 0.0044 \| 31.03 \| 20420 \| 0.0863 \| 0.7758 \| 0.9405 \| 0.9629 \| nan \| 0.8935 \| 0.9879 \| 0.9615 \| 0.8685 \| 0.9912 \| 0.0 \| 0.8913 \| 0.9873 \| 0.9589 \| 0.8281 \| 0.9891 \| \| 0.0311 \| 31.06 \| 20440 \| 0.0868 \| 0.7728 \| 0.9366 \| 0.9625 \| nan \| 0.8909 \| 0.9883 \| 0.9613 \| 0.8518 \| 0.9906 \| 0.0 \| 0.8890 \| 0.9877 \| 0.9585 \| 0.8130 \| 0.9888 \| \| 0.0093 \| 31.09 \| 20460 \| 0.0936 \| 0.7761 \| 0.9411 \| 0.9650 \| nan \| 0.8956 \| 0.9886 \| 0.9644 \| 0.8658 \| 0.9910 \| 0.0 \| 0.8933 \| 0.9880 \| 0.9615 \| 0.8247 \| 0.9893 \| \| 0.0105 \| 31.12 \| 20480 \| 0.0923 \| 0.7698 \| 0.9325 \| 0.9594 \| nan \| 0.8611 \| 0.9873 \| 0.9605 \| 0.8631 \| 0.9906 \| 0.0 \| 0.8589 \| 0.9869 \| 0.9577 \| 0.8267 \| 0.9888 \| \| 0.0274 \| 31.16 \| 20500 \| 0.0893 \| 0.7703 \| 0.9319 \| 0.9611 \| nan \| 0.8724 \| 0.9891 \| 0.9614 \| 0.8460 \| 0.9908 \| 0.0 \| 0.8700 \| 0.9887 \| 0.9587 \| 0.8155 \| 0.9889 \| \| 0.0264 \| 31.19 \| 20520 \| 0.0938 \| 0.7724 \| 0.9343 \| 0.9636 \| nan \| 0.8875 \| 0.9895 \| 0.9636 \| 0.8415 \| 0.9892 \| 0.0 \| 0.8854 \| 0.9890 \| 0.9607 \| 0.8119 \| 0.9876 \| \| 0.0353 \| 31.22 \| 20540 \| 0.0919 \| 0.7736 \| 0.9353 \| 0.9616 \| nan \| 0.8930 \| 0.9888 \| 0.9596 \| 0.8446 \| 0.9906 \| 0.0 \| 0.8907 \| 0.9883 \| 0.9570 \| 0.8166 \| 0.9887 \| \| 0.004 \| 31.25 \| 20560 \| 0.0919 \| 0.7750 \| 0.9377 \| 0.9649 \| nan \| 0.8922 \| 0.9885 \| 0.9645 \| 0.8509 \| 0.9922 \| 0.0 \| 0.8901 \| 0.9880 \| 0.9618 \| 0.8201 \| 0.9901 \| \| 0.0099 \| 31.28 \| 20580 \| 0.0880 \| 0.7768 \| 0.9412 \| 0.9644 \| nan \| 0.9070 \| 0.9888 \| 0.9621 \| 0.8579 \| 0.9901 \| 0.0 \| 0.9044 \| 0.9882 \| 0.9595 \| 0.8198 \| 0.9885 \| \| 0.035 \| 31.31 \| 20600 \| 0.0863 \| 0.7754 \| 0.9383 \| 0.9626 \| nan \| 0.9045 \| 0.9883 \| 0.9597 \| 0.8484 \| 0.9906 \| 0.0 \| 0.9021 \| 0.9878 \| 0.9572 \| 0.8168 \| 0.9887 \| \| 0.0026 \| 31.34 \| 20620 \| 0.0878 \| 0.7796 \| 0.9470 \| 0.9685 \| nan \| 0.8993 \| 0.9898 \| 0.9693 \| 0.8862 \| 0.9901 \| 0.0 \| 0.8972 \| 0.9893 \| 0.9664 \| 0.8365 \| 0.9884 \| \| 0.0289 \| 31.37 \| 20640 \| 0.0889 \| 0.7738 \| 0.9408 \| 0.9573 \| nan \| 0.8935 \| 0.9875 \| 0.9536 \| 0.8812 \| 0.9883 \| 0.0 \| 0.8910 \| 0.9871 \| 0.9511 \| 0.8268 \| 0.9865 \| \| 0.006 \| 31.4 \| 20660 \| 0.0917 \| 0.7745 \| 0.9393 \| 0.9551 \| nan \| 0.9049 \| 0.9907 \| 0.9485 \| 0.8647 \| 0.9878 \| 0.0 \| 0.9026 \| 0.9902 \| 0.9460 \| 0.8221 \| 0.9861 \| \| 0.0042 \| 31.43 \| 20680 \| 0.0864 \| 0.7767 \| 0.9412 \| 0.9659 \| nan \| 0.8989 \| 0.9894 \| 0.9656 \| 0.8625 \| 0.9896 \| 0.0 \| 0.8970 \| 0.9890 \| 0.9626 \| 0.8238 \| 0.9880 \| \| 0.0093 \| 31.46 \| 20700 \| 0.0891 \| 0.7731 \| 0.9354 \| 0.9609 \| nan \| 0.8976 \| 0.9901 \| 0.9578 \| 0.8407 \| 0.9907 \| 0.0 \| 0.8953 \| 0.9895 \| 0.9554 \| 0.8099 \| 0.9885 \| \| 0.0035 \| 31.49 \| 20720 \| 0.0934 \| 0.7737 \| 0.9356 \| 0.9653 \| nan \| 0.8940 \| 0.9899 \| 0.9655 \| 0.8397 \| 0.9887 \| 0.0 \| 0.8920 \| 0.9893 \| 0.9628 \| 0.8116 \| 0.9868 \| \| 0.0015 \| 31.52 \| 20740 \| 0.0978 \| 0.7718 \| 0.9326 \| 0.9617 \| nan \| 0.9023 \| 0.9887 \| 0.9595 \| 0.8255 \| 0.9870 \| 0.0 \| 0.9000 \| 0.9883 \| 0.9571 \| 0.8000 \| 0.9852 \| \| 0.0021 \| 31.55 \| 20760 \| 0.0974 \| 0.7715 \| 0.9324 \| 0.9599 \| nan \| 0.8985 \| 0.9896 \| 0.9560 \| 0.8263 \| 0.9914 \| 0.0 \| 0.8963 \| 0.9891 \| 0.9538 \| 0.8005 \| 0.9889 \| \| 0.0078 \| 31.58 \| 20780 \| 0.0977 \| 0.7747 \| 0.9369 \| 0.9630 \| nan \| 0.9005 \| 0.9902 \| 0.9600 \| 0.8410 \| 0.9926 \| 0.0 \| 0.8983 \| 0.9897 \| 0.9577 \| 0.8121 \| 0.9902 \| \| 0.008 \| 31.61 \| 20800 \| 0.0968 \| 0.7746 \| 0.9369 \| 0.9634 \| nan \| 0.8990 \| 0.9889 \| 0.9612 \| 0.8431 \| 0.9922 \| 0.0 \| 0.8972 \| 0.9885 \| 0.9588 \| 0.8132 \| 0.9900 \| \| 0.0044 \| 31.64 \| 20820 \| 0.0980 \| 0.7764 \| 0.9403 \| 0.9601 \| nan \| 0.9036 \| 0.9897 \| 0.9554 \| 0.8607 \| 0.9920 \| 0.0 \| 0.9018 \| 0.9892 \| 0.9530 \| 0.8243 \| 0.9898 \| \| 0.0092 \| 31.67 \| 20840 \| 0.0939 \| 0.7759 \| 0.9404 \| 0.9609 \| nan \| 0.8978 \| 0.9907 \| 0.9574 \| 0.8653 \| 0.9910 \| 0.0 \| 0.8960 \| 0.9902 \| 0.9549 \| 0.8249 \| 0.9892 \| \| 0.0053 \| 31.7 \| 20860 \| 0.0956 \| 0.7717 \| 0.9364 \| 0.9583 \| nan \| 0.8860 \| 0.9877 \| 0.9552 \| 0.8608 \| 0.9924 \| 0.0 \| 0.8840 \| 0.9872 \| 0.9531 \| 0.8156 \| 0.9901 \| \| 0.0439 \| 31.73 \| 20880 \| 0.1011 \| 0.7701 \| 0.9353 \| 0.9553 \| nan \| 0.8890 \| 0.9883 \| 0.9500 \| 0.8571 \| 0.9923 \| 0.0 \| 0.8865 \| 0.9878 \| 0.9482 \| 0.8082 \| 0.9898 \| \| 0.0139 \| 31.76 \| 20900 \| 0.0952 \| 0.7747 \| 0.9402 \| 0.9607 \| nan \| 0.8955 \| 0.9887 \| 0.9576 \| 0.8680 \| 0.9914 \| 0.0 \| 0.8936 \| 0.9882 \| 0.9553 \| 0.8219 \| 0.9890 \| \| 0.0028 \| 31.79 \| 20920 \| 0.0974 \| 0.7769 \| 0.9431 \| 0.9617 \| nan \| 0.9080 \| 0.9883 \| 0.9577 \| 0.8709 \| 0.9909 \| 0.0 \| 0.9059 \| 0.9879 \| 0.9554 \| 0.8235 \| 0.9886 \| \| 0.0314 \| 31.82 \| 20940 \| 0.0953 \| 0.7779 \| 0.9435 \| 0.9627 \| nan \| 0.9078 \| 0.9899 \| 0.9593 \| 0.8703 \| 0.9903 \| 0.0 \| 0.9061 \| 0.9894 \| 0.9567 \| 0.8269 \| 0.9883 \| \| 0.008 \| 31.85 \| 20960 \| 0.0898 \| 0.7776 \| 0.9435 \| 0.9641 \| nan \| 0.9002 \| 0.9895 \| 0.9618 \| 0.8734 \| 0.9927 \| 0.0 \| 0.8984 \| 0.9891 \| 0.9592 \| 0.8285 \| 0.9903 \| \| 0.0054 \| 31.88 \| 20980 \| 0.0910 \| 0.7763 \| 0.9413 \| 0.9637 \| nan \| 0.9002 \| 0.9887 \| 0.9616 \| 0.8650 \| 0.9911 \| 0.0 \| 0.8981 \| 0.9883 \| 0.9590 \| 0.8232 \| 0.9892 \| \| 0.004 \| 31.91 \| 21000 \| 0.0930 \| 0.7748 \| 0.9382 \| 0.9621 \| nan \| 0.8969 \| 0.9902 \| 0.9598 \| 0.8540 \| 0.9903 \| 0.0 \| 0.8951 \| 0.9896 \| 0.9571 \| 0.8189 \| 0.9883 \| \| 0.0136 \| 31.95 \| 21020 \| 0.0912 \| 0.7769 \| 0.9409 \| 0.9631 \| nan \| 0.9017 \| 0.9894 \| 0.9604 \| 0.8617 \| 0.9914 \| 0.0 \| 0.8996 \| 0.9888 \| 0.9580 \| 0.8259 \| 0.9891 \| \| 0.0086 \| 31.98 \| 21040 \| 0.0884 \| 0.7778 \| 0.9430 \| 0.9646 \| nan \| 0.9016 \| 0.9903 \| 0.9630 \| 0.8705 \| 0.9897 \| 0.0 \| 0.8997 \| 0.9897 \| 0.9602 \| 0.8295 \| 0.9877 \| \| 0.0039 \| 32.01 \| 21060 \| 0.0897 \| 0.7762 \| 0.9412 \| 0.9645 \| nan \| 0.9011 \| 0.9872 \| 0.9630 \| 0.8638 \| 0.9910 \| 0.0 \| 0.8988 \| 0.9867 \| 0.9605 \| 0.8221 \| 0.9889 \| \| 0.005 \| 32.04 \| 21080 \| 0.0979 \| 0.7802 \| 0.9479 \| 0.9680 \| nan \| 0.9063 \| 0.9903 \| 0.9670 \| 0.8838 \| 0.9919 \| 0.0 \| 0.9041 \| 0.9896 \| 0.9641 \| 0.8336 \| 0.9901 \| \| 0.0202 \| 32.07 \| 21100 \| 0.1006 \| 0.7738 \| 0.9414 \| 0.9583 \| nan \| 0.8936 \| 0.9889 \| 0.9542 \| 0.8789 \| 0.9913 \| 0.0 \| 0.8915 \| 0.9884 \| 0.9516 \| 0.8223 \| 0.9893 \| \| 0.0135 \| 32.1 \| 21120 \| 0.0997 \| 0.7757 \| 0.9418 \| 0.9633 \| nan \| 0.8954 \| 0.9901 \| 0.9617 \| 0.8710 \| 0.9906 \| 0.0 \| 0.8938 \| 0.9895 \| 0.9588 \| 0.8230 \| 0.9889 \| \| 0.0135 \| 32.13 \| 21140 \| 0.0938 \| 0.7761 \| 0.9419 \| 0.9628 \| nan \| 0.8999 \| 0.9886 \| 0.9604 \| 0.8691 \| 0.9912 \| 0.0 \| 0.8980 \| 0.9881 \| 0.9577 \| 0.8237 \| 0.9892 \| \| 0.0036 \| 32.16 \| 21160 \| 0.0897 \| 0.7758 \| 0.9407 \| 0.9593 \| nan \| 0.8987 \| 0.9876 \| 0.9550 \| 0.8704 \| 0.9921 \| 0.0 \| 0.8967 \| 0.9871 \| 0.9525 \| 0.8283 \| 0.9899 \| \| 0.0072 \| 32.19 \| 21180 \| 0.0954 \| 0.7765 \| 0.9400 \| 0.9607 \| nan \| 0.8963 \| 0.9894 \| 0.9569 \| 0.8643 \| 0.9932 \| 0.0 \| 0.8942 \| 0.9888 \| 0.9544 \| 0.8307 \| 0.9905 \| \| 0.0066 \| 32.22 \| 21200 \| 0.0985 \| 0.7741 \| 0.9378 \| 0.9616 \| nan \| 0.8885 \| 0.9899 \| 0.9597 \| 0.8596 \| 0.9915 \| 0.0 \| 0.8866 \| 0.9893 \| 0.9570 \| 0.8224 \| 0.9894 \| \| 0.0071 \| 32.25 \| 21220 \| 0.0992 \| 0.7713 \| 0.9347 \| 0.9587 \| nan \| 0.8890 \| 0.9893 \| 0.9556 \| 0.8488 \| 0.9907 \| 0.0 \| 0.8872 \| 0.9888 \| 0.9531 \| 0.8105 \| 0.9884 \| \| 0.0546 \| 32.28 \| 21240 \| 0.0983 \| 0.7728 \| 0.9363 \| 0.9639 \| nan \| 0.8924 \| 0.9885 \| 0.9631 \| 0.8462 \| 0.9913 \| 0.0 \| 0.8905 \| 0.9880 \| 0.9604 \| 0.8088 \| 0.9891 \| \| 0.0078 \| 32.31 \| 21260 \| 0.0999 \| 0.7736 \| 0.9385 \| 0.9579 \| nan \| 0.9005 \| 0.9894 \| 0.9529 \| 0.8594 \| 0.9904 \| 0.0 \| 0.8979 \| 0.9888 \| 0.9505 \| 0.8157 \| 0.9885 \| \| 0.0049 \| 32.34 \| 21280 \| 0.1008 \| 0.7743 \| 0.9388 \| 0.9600 \| nan \| 0.8976 \| 0.9882 \| 0.9562 \| 0.8598 \| 0.9922 \| 0.0 \| 0.8951 \| 0.9877 \| 0.9537 \| 0.8193 \| 0.9900 \| \| 0.0018 \| 32.37 \| 21300 \| 0.0973 \| 0.7744 \| 0.9375 \| 0.9621 \| nan \| 0.8979 \| 0.9876 \| 0.9596 \| 0.8505 \| 0.9922 \| 0.0 \| 0.8957 \| 0.9872 \| 0.9569 \| 0.8168 \| 0.9899 \| \| 0.0142 \| 32.4 \| 21320 \| 0.0944 \| 0.7734 \| 0.9372 \| 0.9588 \| nan \| 0.8937 \| 0.9883 \| 0.9552 \| 0.8581 \| 0.9910 \| 0.0 \| 0.8916 \| 0.9878 \| 0.9526 \| 0.8194 \| 0.9889 \| \| 0.0098 \| 32.43 \| 21340 \| 0.1006 \| 0.7726 \| 0.9361 \| 0.9598 \| nan \| 0.8951 \| 0.9867 \| 0.9566 \| 0.8507 \| 0.9914 \| 0.0 \| 0.8931 \| 0.9863 \| 0.9540 \| 0.8130 \| 0.9892 \| \| 0.0035 \| 32.46 \| 21360 \| 0.1012 \| 0.7730 \| 0.9359 \| 0.9630 \| nan \| 0.8949 \| 0.9886 \| 0.9615 \| 0.8443 \| 0.9904 \| 0.0 \| 0.8934 \| 0.9881 \| 0.9586 \| 0.8092 \| 0.9885 \| \| 0.0051 \| 32.49 \| 21380 \| 0.0971 \| 0.7737 \| 0.9373 \| 0.9605 \| nan \| 0.9044 \| 0.9887 \| 0.9563 \| 0.8460 \| 0.9910 \| 0.0 \| 0.9025 \| 0.9881 \| 0.9538 \| 0.8086 \| 0.9891 \| \| 0.0059 \| 32.52 \| 21400 \| 0.0935 \| 0.7711 \| 0.9347 \| 0.9586 \| nan \| 0.8945 \| 0.9898 \| 0.9557 \| 0.8474 \| 0.9863 \| 0.0 \| 0.8926 \| 0.9892 \| 0.9530 \| 0.8066 \| 0.9850 \| \| 0.0124 \| 32.55 \| 21420 \| 0.0923 \| 0.7712 \| 0.9354 \| 0.9612 \| nan \| 0.8849 \| 0.9876 \| 0.9604 \| 0.8542 \| 0.9898 \| 0.0 \| 0.8829 \| 0.9871 \| 0.9577 \| 0.8115 \| 0.9878 \| \| 0.0094 \| 32.58 \| 21440 \| 0.0952 \| 0.7725 \| 0.9363 \| 0.9623 \| nan \| 0.8870 \| 0.9872 \| 0.9620 \| 0.8562 \| 0.9892 \| 0.0 \| 0.8853 \| 0.9867 \| 0.9591 \| 0.8168 \| 0.9873 \| \| 0.0102 \| 32.61 \| 21460 \| 0.0940 \| 0.7726 \| 0.9352 \| 0.9628 \| nan \| 0.8876 \| 0.9880 \| 0.9624 \| 0.8476 \| 0.9902 \| 0.0 \| 0.8859 \| 0.9875 \| 0.9595 \| 0.8148 \| 0.9881 \| \| 0.002 \| 32.64 \| 21480 \| 0.0954 \| 0.7703 \| 0.9326 \| 0.9589 \| nan \| 0.8776 \| 0.9891 \| 0.9580 \| 0.8498 \| 0.9885 \| 0.0 \| 0.8761 \| 0.9886 \| 0.9551 \| 0.8151 \| 0.9867 \| \| 0.0054 \| 32.67 \| 21500 \| 0.0923 \| 0.7708 \| 0.9334 \| 0.9594 \| nan \| 0.8793 \| 0.9896 \| 0.9583 \| 0.8505 \| 0.9891 \| 0.0 \| 0.8779 \| 0.9891 \| 0.9554 \| 0.8153 \| 0.9873 \| \| 0.0086 \| 32.71 \| 21520 \| 0.0950 \| 0.7732 \| 0.9370 \| 0.9596 \| nan \| 0.8925 \| 0.9885 \| 0.9564 \| 0.8561 \| 0.9916 \| 0.0 \| 0.8907 \| 0.9881 \| 0.9537 \| 0.8173 \| 0.9892 \| \| 0.0368 \| 32.74 \| 21540 \| 0.0976 \| 0.7749 \| 0.9385 \| 0.9640 \| nan \| 0.8965 \| 0.9892 \| 0.9626 \| 0.8535 \| 0.9909 \| 0.0 \| 0.8948 \| 0.9887 \| 0.9597 \| 0.8174 \| 0.9888 \| \| 0.0066 \| 32.77 \| 21560 \| 0.0977 \| 0.7732 \| 0.9368 \| 0.9591 \| nan \| 0.8959 \| 0.9880 \| 0.9552 \| 0.8529 \| 0.9920 \| 0.0 \| 0.8937 \| 0.9876 \| 0.9527 \| 0.8158 \| 0.9896 \| \| 0.012 \| 32.8 \| 21580 \| 0.0966 \| 0.7741 \| 0.9403 \| 0.9616 \| nan \| 0.9036 \| 0.9897 \| 0.9588 \| 0.8618 \| 0.9876 \| 0.0 \| 0.9012 \| 0.9892 \| 0.9561 \| 0.8118 \| 0.9861 \| \| 0.007 \| 32.83 \| 21600 \| 0.0961 \| 0.7723 \| 0.9379 \| 0.9633 \| nan \| 0.8902 \| 0.9882 \| 0.9637 \| 0.8605 \| 0.9867 \| 0.0 \| 0.8884 \| 0.9877 \| 0.9607 \| 0.8120 \| 0.9852 \| \| 0.0434 \| 32.86 \| 21620 \| 0.0918 \| 0.7725 \| 0.9371 \| 0.9629 \| nan \| 0.8938 \| 0.9885 \| 0.9624 \| 0.8535 \| 0.9872 \| 0.0 \| 0.8917 \| 0.9879 \| 0.9596 \| 0.8099 \| 0.9857 \| \| 0.0107 \| 32.89 \| 21640 \| 0.0946 \| 0.7720 \| 0.9349 \| 0.9630 \| nan \| 0.8932 \| 0.9881 \| 0.9617 \| 0.8405 \| 0.9909 \| 0.0 \| 0.8913 \| 0.9872 \| 0.9590 \| 0.8058 \| 0.9888 \| \| 0.0149 \| 32.92 \| 21660 \| 0.0985 \| 0.7705 \| 0.9324 \| 0.9616 \| nan \| 0.8917 \| 0.9871 \| 0.9600 \| 0.8327 \| 0.9907 \| 0.0 \| 0.8901 \| 0.9864 \| 0.9572 \| 0.8008 \| 0.9885 \| \| 0.0111 \| 32.95 \| 21680 \| 0.0910 \| 0.7714 \| 0.9335 \| 0.9655 \| nan \| 0.8972 \| 0.9895 \| 0.9651 \| 0.8255 \| 0.9902 \| 0.0 \| 0.8958 \| 0.9889 \| 0.9621 \| 0.7937 \| 0.9882 \| \| 0.0079 \| 32.98 \| 21700 \| 0.0923 \| 0.7732 \| 0.9356 \| 0.9669 \| nan \| 0.8979 \| 0.9896 \| 0.9670 \| 0.8329 \| 0.9905 \| 0.0 \| 0.8964 \| 0.9890 \| 0.9639 \| 0.8013 \| 0.9885 \| \| 0.0032 \| 33.01 \| 21720 \| 0.0909 \| 0.7718 \| 0.9340 \| 0.9660 \| nan \| 0.8964 \| 0.9886 \| 0.9661 \| 0.8284 \| 0.9906 \| 0.0 \| 0.8946 \| 0.9882 \| 0.9630 \| 0.7961 \| 0.9887 \| \| 0.0031 \| 33.04 \| 21740 \| 0.0861 \| 0.7698 \| 0.9314 \| 0.9633 \| nan \| 0.8956 \| 0.9876 \| 0.9623 \| 0.8213 \| 0.9899 \| 0.0 \| 0.8938 \| 0.9873 \| 0.9593 \| 0.7904 \| 0.9882 \| \| 0.0104 \| 33.07 \| 21760 \| 0.0898 \| 0.7723 \| 0.9357 \| 0.9651 \| nan \| 0.8942 \| 0.9865 \| 0.9652 \| 0.8421 \| 0.9907 \| 0.0 \| 0.8923 \| 0.9862 \| 0.9620 \| 0.8046 \| 0.9888 \| \| 0.0504 \| 33.1 \| 21780 \| 0.0901 \| 0.7753 \| 0.9402 \| 0.9657 \| nan \| 0.8998 \| 0.9889 \| 0.9649 \| 0.8563 \| 0.9908 \| 0.0 \| 0.8972 \| 0.9885 \| 0.9621 \| 0.8152 \| 0.9889 \| \| 0.0029 \| 33.13 \| 21800 \| 0.0894 \| 0.7752 \| 0.9404 \| 0.9629 \| nan \| 0.8966 \| 0.9884 \| 0.9611 \| 0.8653 \| 0.9909 \| 0.0 \| 0.8943 \| 0.9879 \| 0.9584 \| 0.8216 \| 0.9889 \| \| 0.0078 \| 33.16 \| 21820 \| 0.0931 \| 0.7724 \| 0.9368 \| 0.9594 \| nan \| 0.8895 \| 0.9880 \| 0.9567 \| 0.8589 \| 0.9907 \| 0.0 \| 0.8875 \| 0.9875 \| 0.9541 \| 0.8168 \| 0.9887 \| \| 0.012 \| 33.19 \| 21840 \| 0.0933 \| 0.7729 \| 0.9357 \| 0.9609 \| nan \| 0.8906 \| 0.9891 \| 0.9593 \| 0.8510 \| 0.9885 \| 0.0 \| 0.8887 \| 0.9885 \| 0.9565 \| 0.8169 \| 0.9867 \| \| 0.0066 \| 33.22 \| 21860 \| 0.0920 \| 0.7735 \| 0.9373 \| 0.9608 \| nan \| 0.8963 \| 0.9876 \| 0.9589 \| 0.8564 \| 0.9873 \| 0.0 \| 0.8943 \| 0.9871 \| 0.9562 \| 0.8177 \| 0.9857 \| \| 0.0099 \| 33.25 \| 21880 \| 0.0921 \| 0.7772 \| 0.9428 \| 0.9634 \| nan \| 0.8997 \| 0.9901 \| 0.9615 \| 0.8729 \| 0.9898 \| 0.0 \| 0.8976 \| 0.9894 \| 0.9588 \| 0.8294 \| 0.9878 \| \| 0.0131 \| 33.28 \| 21900 \| 0.0988 \| 0.7806 \| 0.9452 \| 0.9709 \| nan \| 0.9040 \| 0.9912 \| 0.9718 \| 0.8672 \| 0.9919 \| 0.0 \| 0.9024 \| 0.9904 \| 0.9685 \| 0.8327 \| 0.9897 \| \| 0.0034 \| 33.31 \| 21920 \| 0.0927 \| 0.7759 \| 0.9403 \| 0.9642 \| nan \| 0.8929 \| 0.9861 \| 0.9637 \| 0.8674 \| 0.9910 \| 0.0 \| 0.8912 \| 0.9857 \| 0.9609 \| 0.8289 \| 0.9889 \| \| 0.0259 \| 33.34 \| 21940 \| 0.0925 \| 0.7742 \| 0.9374 \| 0.9602 \| nan \| 0.8921 \| 0.9887 \| 0.9572 \| 0.8573 \| 0.9917 \| 0.0 \| 0.8901 \| 0.9882 \| 0.9547 \| 0.8229 \| 0.9894 \| \| 0.0045 \| 33.37 \| 21960 \| 0.0951 \| 0.7726 \| 0.9364 \| 0.9607 \| nan \| 0.8810 \| 0.9887 \| 0.9600 \| 0.8621 \| 0.9900 \| 0.0 \| 0.8791 \| 0.9882 \| 0.9572 \| 0.8231 \| 0.9882 \| \| 0.006 \| 33.4 \| 21980 \| 0.0897 \| 0.7748 \| 0.9392 \| 0.9623 \| nan \| 0.8934 \| 0.9904 \| 0.9604 \| 0.8616 \| 0.9900 \| 0.0 \| 0.8911 \| 0.9899 \| 0.9579 \| 0.8217 \| 0.9881 \| \| 0.0064 \| 33.43 \| 22000 \| 0.0944 \| 0.7739 \| 0.9379 \| 0.9621 \| nan \| 0.8891 \| 0.9881 \| 0.9609 \| 0.8607 \| 0.9907 \| 0.0 \| 0.8870 \| 0.9876 \| 0.9583 \| 0.8219 \| 0.9887 \| \| 0.006 \| 33.47 \| 22020 \| 0.0922 \| 0.7717 \| 0.9345 \| 0.9621 \| nan \| 0.8838 \| 0.9889 \| 0.9619 \| 0.8486 \| 0.9894 \| 0.0 \| 0.8817 \| 0.9885 \| 0.9591 \| 0.8133 \| 0.9876 \| \| 0.0175 \| 33.5 \| 22040 \| 0.0934 \| 0.7735 \| 0.9360 \| 0.9643 \| nan \| 0.8896 \| 0.9883 \| 0.9642 \| 0.8466 \| 0.9913 \| 0.0 \| 0.8874 \| 0.9879 \| 0.9613 \| 0.8151 \| 0.9892 \| \| 0.0021 \| 33.53 \| 22060 \| 0.0901 \| 0.7751 \| 0.9389 \| 0.9635 \| nan \| 0.8933 \| 0.9894 \| 0.9623 \| 0.8584 \| 0.9909 \| 0.0 \| 0.8913 \| 0.9890 \| 0.9595 \| 0.8221 \| 0.9889 \| \| 0.0136 \| 33.56 \| 22080 \| 0.0953 \| 0.7711 \| 0.9341 \| 0.9589 \| nan \| 0.8916 \| 0.9883 \| 0.9557 \| 0.8445 \| 0.9905 \| 0.0 \| 0.8895 \| 0.9878 \| 0.9530 \| 0.8078 \| 0.9886 \| \| 0.0061 \| 33.59 \| 22100 \| 0.0934 \| 0.7731 \| 0.9371 \| 0.9624 \| nan \| 0.8888 \| 0.9885 \| 0.9609 \| 0.8548 \| 0.9926 \| 0.0 \| 0.8867 \| 0.9879 \| 0.9584 \| 0.8152 \| 0.9902 \| \| 0.0077 \| 33.62 \| 22120 \| 0.0930 \| 0.7734 \| 0.9368 \| 0.9611 \| nan \| 0.8894 \| 0.9876 \| 0.9587 \| 0.8551 \| 0.9931 \| 0.0 \| 0.8874 \| 0.9870 \| 0.9563 \| 0.8191 \| 0.9906 \| \| 0.008 \| 33.65 \| 22140 \| 0.0887 \| 0.7738 \| 0.9368 \| 0.9601 \| nan \| 0.8925 \| 0.9896 \| 0.9577 \| 0.8553 \| 0.9890 \| 0.0 \| 0.8904 \| 0.9891 \| 0.9550 \| 0.8212 \| 0.9873 \| \| 0.0024 \| 33.68 \| 22160 \| 0.0914 \| 0.7724 \| 0.9354 \| 0.9608 \| nan \| 0.8862 \| 0.9884 \| 0.9599 \| 0.8542 \| 0.9881 \| 0.0 \| 0.8841 \| 0.9879 \| 0.9571 \| 0.8186 \| 0.9866 \| \| 0.011 \| 33.71 \| 22180 \| 0.0894 \| 0.7750 \| 0.9383 \| 0.9641 \| nan \| 0.8951 \| 0.9888 \| 0.9627 \| 0.8527 \| 0.9920 \| 0.0 \| 0.8930 \| 0.9884 \| 0.9599 \| 0.8187 \| 0.9899 \| \| 0.0392 \| 33.74 \| 22200 \| 0.0929 \| 0.7726 \| 0.9364 \| 0.9620 \| nan \| 0.8883 \| 0.9868 \| 0.9612 \| 0.8553 \| 0.9903 \| 0.0 \| 0.8862 \| 0.9865 \| 0.9584 \| 0.8161 \| 0.9885 \| \| 0.0043 \| 33.77 \| 22220 \| 0.0960 \| 0.7726 \| 0.9370 \| 0.9597 \| nan \| 0.8933 \| 0.9874 \| 0.9567 \| 0.8567 \| 0.9911 \| 0.0 \| 0.8912 \| 0.9870 \| 0.9542 \| 0.8143 \| 0.9892 \| \| 0.0018 \| 33.8 \| 22240 \| 0.0967 \| 0.7736 \| 0.9369 \| 0.9632 \| nan \| 0.8894 \| 0.9890 \| 0.9625 \| 0.8532 \| 0.9906 \| 0.0 \| 0.8876 \| 0.9886 \| 0.9598 \| 0.8171 \| 0.9888 \| \| 0.0026 \| 33.83 \| 22260 \| 0.0964 \| 0.7746 \| 0.9378 \| 0.9619 \| nan \| 0.8970 \| 0.9889 \| 0.9594 \| 0.8527 \| 0.9911 \| 0.0 \| 0.8952 \| 0.9884 \| 0.9568 \| 0.8182 \| 0.9891 \| \| 0.0027 \| 33.86 \| 22280 \| 0.1005 \| 0.7749 \| 0.9372 \| 0.9607 \| nan \| 0.9036 \| 0.9882 \| 0.9568 \| 0.8465 \| 0.9909 \| 0.0 \| 0.9018 \| 0.9877 \| 0.9544 \| 0.8167 \| 0.9889 \| \| 0.0229 \| 33.89 \| 22300 \| 0.0972 \| 0.7750 \| 0.9373 \| 0.9631 \| nan \| 0.8964 \| 0.9889 \| 0.9616 \| 0.8498 \| 0.9899 \| 0.0 \| 0.8948 \| 0.9885 \| 0.9588 \| 0.8194 \| 0.9881 \| \| 0.0323 \| 33.92 \| 22320 \| 0.0982 \| 0.7739 \| 0.9369 \| 0.9619 \| nan \| 0.8952 \| 0.9880 \| 0.9595 \| 0.8500 \| 0.9920 \| 0.0 \| 0.8934 \| 0.9876 \| 0.9569 \| 0.8157 \| 0.9898 \| \| 0.0035 \| 33.95 \| 22340 \| 0.0979 \| 0.7740 \| 0.9371 \| 0.9615 \| nan \| 0.8994 \| 0.9890 \| 0.9583 \| 0.8472 \| 0.9914 \| 0.0 \| 0.8974 \| 0.9885 \| 0.9557 \| 0.8133 \| 0.9894 \| \| 0.0465 \| 33.98 \| 22360 \| 0.0987 \| 0.7739 \| 0.9372 \| 0.9633 \| nan \| 0.8916 \| 0.9889 \| 0.9620 \| 0.8511 \| 0.9924 \| 0.0 \| 0.8897 \| 0.9883 \| 0.9593 \| 0.8156 \| 0.9902 \| \| 0.0666 \| 34.01 \| 22380 \| 0.0964 \| 0.7730 \| 0.9365 \| 0.9599 \| nan \| 0.8945 \| 0.9887 \| 0.9566 \| 0.8513 \| 0.9914 \| 0.0 \| 0.8924 \| 0.9882 \| 0.9539 \| 0.8141 \| 0.9896 \| \| 0.0077 \| 34.04 \| 22400 \| 0.1050 \| 0.7672 \| 0.9294 \| 0.9540 \| nan \| 0.8768 \| 0.9879 \| 0.9500 \| 0.8410 \| 0.9912 \| 0.0 \| 0.8751 \| 0.9875 \| 0.9473 \| 0.8036 \| 0.9893 \| \| 0.0025 \| 34.07 \| 22420 \| 0.0995 \| 0.7718 \| 0.9355 \| 0.9608 \| nan \| 0.8927 \| 0.9890 \| 0.9580 \| 0.8459 \| 0.9918 \| 0.0 \| 0.8907 \| 0.9886 \| 0.9553 \| 0.8064 \| 0.9899 \| \| 0.0084 \| 34.1 \| 22440 \| 0.0946 \| 0.7710 \| 0.9337 \| 0.9615 \| nan \| 0.8840 \| 0.9884 \| 0.9607 \| 0.8450 \| 0.9905 \| 0.0 \| 0.8822 \| 0.9880 \| 0.9580 \| 0.8091 \| 0.9888 \| \| 0.0017 \| 34.13 \| 22460 \| 0.0946 \| 0.7735 \| 0.9373 \| 0.9642 \| nan \| 0.8909 \| 0.9885 \| 0.9637 \| 0.8523 \| 0.9912 \| 0.0 \| 0.8888 \| 0.9882 \| 0.9609 \| 0.8137 \| 0.9893 \| \| 0.0056 \| 34.16 \| 22480 \| 0.0922 \| 0.7707 \| 0.9323 \| 0.9605 \| nan \| 0.8866 \| 0.9888 \| 0.9590 \| 0.8373 \| 0.9898 \| 0.0 \| 0.8845 \| 0.9884 \| 0.9564 \| 0.8076 \| 0.9875 \| \| 0.0039 \| 34.19 \| 22500 \| 0.0900 \| 0.7736 \| 0.9362 \| 0.9649 \| nan \| 0.8945 \| 0.9872 \| 0.9646 \| 0.8437 \| 0.9909 \| 0.0 \| 0.8926 \| 0.9869 \| 0.9618 \| 0.8120 \| 0.9886 \| \| 0.0974 \| 34.22 \| 22520 \| 0.0883 \| 0.7759 \| 0.9408 \| 0.9645 \| nan \| 0.8984 \| 0.9889 \| 0.9631 \| 0.8625 \| 0.9911 \| 0.0 \| 0.8964 \| 0.9885 \| 0.9605 \| 0.8209 \| 0.9890 \| \| 0.0084 \| 34.26 \| 22540 \| 0.0887 \| 0.7745 \| 0.9386 \| 0.9637 \| nan \| 0.9012 \| 0.9894 \| 0.9613 \| 0.8491 \| 0.9921 \| 0.0 \| 0.8996 \| 0.9889 \| 0.9587 \| 0.8100 \| 0.9897 \| \| 0.0095 \| 34.29 \| 22560 \| 0.0879 \| 0.7735 \| 0.9364 \| 0.9622 \| nan \| 0.9042 \| 0.9889 \| 0.9587 \| 0.8380 \| 0.9920 \| 0.0 \| 0.9024 \| 0.9885 \| 0.9561 \| 0.8041 \| 0.9897 \| \| 0.0045 \| 34.32 \| 22580 \| 0.0932 \| 0.7726 \| 0.9343 \| 0.9613 \| nan \| 0.9132 \| 0.9895 \| 0.9560 \| 0.8203 \| 0.9923 \| 0.0 \| 0.9111 \| 0.9891 \| 0.9536 \| 0.7921 \| 0.9899 \| \| 0.0105 \| 34.35 \| 22600 \| 0.0892 \| 0.7734 \| 0.9356 \| 0.9690 \| nan \| 0.9090 \| 0.9882 \| 0.9686 \| 0.8203 \| 0.9922 \| 0.0 \| 0.9070 \| 0.9878 \| 0.9658 \| 0.7901 \| 0.9899 \| \| 0.0071 \| 34.38 \| 22620 \| 0.0890 \| 0.7728 \| 0.9350 \| 0.9672 \| nan \| 0.9022 \| 0.9885 \| 0.9670 \| 0.8260 \| 0.9913 \| 0.0 \| 0.9004 \| 0.9881 \| 0.9643 \| 0.7950 \| 0.9891 \| \| 0.0299 \| 34.41 \| 22640 \| 0.0881 \| 0.7704 \| 0.9334 \| 0.9617 \| nan \| 0.8997 \| 0.9883 \| 0.9591 \| 0.8298 \| 0.9902 \| 0.0 \| 0.8975 \| 0.9878 \| 0.9565 \| 0.7927 \| 0.9882 \| \| 0.007 \| 34.44 \| 22660 \| 0.0894 \| 0.7720 \| 0.9348 \| 0.9627 \| nan \| 0.9049 \| 0.9885 \| 0.9596 \| 0.8295 \| 0.9915 \| 0.0 \| 0.9031 \| 0.9881 \| 0.9569 \| 0.7944 \| 0.9894 \| \| 0.0175 \| 34.47 \| 22680 \| 0.0898 \| 0.7699 \| 0.9317 \| 0.9629 \| nan \| 0.8929 \| 0.9872 \| 0.9616 \| 0.8250 \| 0.9918 \| 0.0 \| 0.8912 \| 0.9867 \| 0.9589 \| 0.7929 \| 0.9896 \| \| 0.0094 \| 34.5 \| 22700 \| 0.0924 \| 0.7728 \| 0.9357 \| 0.9629 \| nan \| 0.8983 \| 0.9884 \| 0.9603 \| 0.8381 \| 0.9934 \| 0.0 \| 0.8963 \| 0.9880 \| 0.9578 \| 0.8040 \| 0.9907 \| \| 0.0038 \| 34.53 \| 22720 \| 0.0984 \| 0.7736 \| 0.9367 \| 0.9638 \| nan \| 0.8993 \| 0.9891 \| 0.9613 \| 0.8401 \| 0.9937 \| 0.0 \| 0.8974 \| 0.9887 \| 0.9587 \| 0.8060 \| 0.9912 \| \| 0.0153 \| 34.56 \| 22740 \| 0.0952 \| 0.7739 \| 0.9368 \| 0.9646 \| nan \| 0.9019 \| 0.9868 \| 0.9630 \| 0.8403 \| 0.9921 \| 0.0 \| 0.9000 \| 0.9865 \| 0.9603 \| 0.8065 \| 0.9901 \| \| 0.0129 \| 34.59 \| 22760 \| 0.0917 \| 0.7710 \| 0.9329 \| 0.9620 \| nan \| 0.8927 \| 0.9883 \| 0.9607 \| 0.8331 \| 0.9895 \| 0.0 \| 0.8907 \| 0.9879 \| 0.9579 \| 0.8015 \| 0.9878 \| \| 0.0095 \| 34.62 \| 22780 \| 0.0936 \| 0.7682 \| 0.9302 \| 0.9584 \| nan \| 0.8846 \| 0.9881 \| 0.9564 \| 0.8329 \| 0.9888 \| 0.0 \| 0.8824 \| 0.9876 \| 0.9538 \| 0.7984 \| 0.9870 \| \| 0.005 \| 34.65 \| 22800 \| 0.0939 \| 0.7682 \| 0.9299 \| 0.9587 \| nan \| 0.8723 \| 0.9898 \| 0.9575 \| 0.8381 \| 0.9917 \| 0.0 \| 0.8703 \| 0.9892 \| 0.9550 \| 0.8053 \| 0.9896 \| \| 0.0053 \| 34.68 \| 22820 \| 0.0945 \| 0.7726 \| 0.9349 \| 0.9640 \| nan \| 0.8880 \| 0.9897 \| 0.9633 \| 0.8413 \| 0.9924 \| 0.0 \| 0.8861 \| 0.9891 \| 0.9607 \| 0.8096 \| 0.9902 \| \| 0.0048 \| 34.71 \| 22840 \| 0.0952 \| 0.7721 \| 0.9340 \| 0.9623 \| nan \| 0.8935 \| 0.9870 \| 0.9604 \| 0.8369 \| 0.9922 \| 0.0 \| 0.8917 \| 0.9866 \| 0.9579 \| 0.8063 \| 0.9900 \| \| 0.024 \| 34.74 \| 22860 \| 0.0902 \| 0.7703 \| 0.9323 \| 0.9612 \| nan \| 0.8831 \| 0.9888 \| 0.9603 \| 0.8386 \| 0.9909 \| 0.0 \| 0.8812 \| 0.9883 \| 0.9577 \| 0.8055 \| 0.9890 \| \| 0.0079 \| 34.77 \| 22880 \| 0.0921 \| 0.7706 \| 0.9352 \| 0.9630 \| nan \| 0.8852 \| 0.9883 \| 0.9632 \| 0.8504 \| 0.9891 \| 0.0 \| 0.8834 \| 0.9878 \| 0.9605 \| 0.8046 \| 0.9876 \| \| 0.0042 \| 34.8 \| 22900 \| 0.0932 \| 0.7754 \| 0.9398 \| 0.9649 \| nan \| 0.8972 \| 0.9883 \| 0.9639 \| 0.8583 \| 0.9914 \| 0.0 \| 0.8953 \| 0.9878 \| 0.9611 \| 0.8184 \| 0.9896 \| \| 0.015 \| 34.83 \| 22920 \| 0.0935 \| 0.7750 \| 0.9387 \| 0.9637 \| nan \| 0.8987 \| 0.9894 \| 0.9618 \| 0.8520 \| 0.9917 \| 0.0 \| 0.8969 \| 0.9888 \| 0.9592 \| 0.8151 \| 0.9898 \| \| 0.0075 \| 34.86 \| 22940 \| 0.0917 \| 0.7733 \| 0.9361 \| 0.9619 \| nan \| 0.8973 \| 0.9863 \| 0.9598 \| 0.8463 \| 0.9910 \| 0.0 \| 0.8953 \| 0.9860 \| 0.9573 \| 0.8123 \| 0.9887 \| \| 0.0043 \| 34.89 \| 22960 \| 0.0923 \| 0.7721 \| 0.9340 \| 0.9611 \| nan \| 0.8953 \| 0.9889 \| 0.9582 \| 0.8361 \| 0.9916 \| 0.0 \| 0.8935 \| 0.9885 \| 0.9558 \| 0.8058 \| 0.9891 \| \| 0.0127 \| 34.92 \| 22980 \| 0.0915 \| 0.7743 \| 0.9382 \| 0.9626 \| nan \| 0.8981 \| 0.9889 \| 0.9604 \| 0.8528 \| 0.9907 \| 0.0 \| 0.8961 \| 0.9885 \| 0.9579 \| 0.8146 \| 0.9886 \| \| 0.0051 \| 34.95 \| 23000 \| 0.0928 \| 0.7728 \| 0.9359 \| 0.9626 \| nan \| 0.8939 \| 0.9867 \| 0.9613 \| 0.8467 \| 0.9907 \| 0.0 \| 0.8918 \| 0.9864 \| 0.9587 \| 0.8110 \| 0.9887 \| \| 0.0277 \| 34.98 \| 23020 \| 0.0918 \| 0.7742 \| 0.9383 \| 0.9617 \| nan \| 0.8949 \| 0.9881 \| 0.9592 \| 0.8571 \| 0.9923 \| 0.0 \| 0.8920 \| 0.9876 \| 0.9570 \| 0.8185 \| 0.9900 \| \| 0.0068 \| 35.02 \| 23040 \| 0.0918 \| 0.7760 \| 0.9392 \| 0.9644 \| nan \| 0.9006 \| 0.9894 \| 0.9624 \| 0.8513 \| 0.9924 \| 0.0 \| 0.8984 \| 0.9890 \| 0.9599 \| 0.8184 \| 0.9902 \| \| 0.0076 \| 35.05 \| 23060 \| 0.0945 \| 0.7737 \| 0.9369 \| 0.9626 \| nan \| 0.8937 \| 0.9880 \| 0.9608 \| 0.8499 \| 0.9922 \| 0.0 \| 0.8919 \| 0.9875 \| 0.9584 \| 0.8147 \| 0.9899 \| \| 0.0035 \| 35.08 \| 23080 \| 0.0939 \| 0.7737 \| 0.9374 \| 0.9633 \| nan \| 0.8938 \| 0.9869 \| 0.9628 \| 0.8550 \| 0.9887 \| 0.0 \| 0.8919 \| 0.9865 \| 0.9601 \| 0.8165 \| 0.9869 \| \| 0.011 \| 35.11 \| 23100 \| 0.0940 \| 0.7754 \| 0.9400 \| 0.9657 \| nan \| 0.9000 \| 0.9884 \| 0.9653 \| 0.8569 \| 0.9894 \| 0.0 \| 0.8980 \| 0.9880 \| 0.9626 \| 0.8160 \| 0.9875 \| \| 0.0042 \| 35.14 \| 23120 \| 0.0936 \| 0.7746 \| 0.9400 \| 0.9635 \| nan \| 0.8950 \| 0.9886 \| 0.9619 \| 0.8626 \| 0.9920 \| 0.0 \| 0.8932 \| 0.9881 \| 0.9593 \| 0.8175 \| 0.9896 \| \| 0.0041 \| 35.17 \| 23140 \| 0.0951 \| 0.7763 \| 0.9407 \| 0.9666 \| nan \| 0.9012 \| 0.9886 \| 0.9660 \| 0.8562 \| 0.9913 \| 0.0 \| 0.8994 \| 0.9882 \| 0.9631 \| 0.8179 \| 0.9892 \| \| 0.0092 \| 35.2 \| 23160 \| 0.0954 \| 0.7725 \| 0.9360 \| 0.9620 \| nan \| 0.8874 \| 0.9889 \| 0.9612 \| 0.8529 \| 0.9895 \| 0.0 \| 0.8859 \| 0.9884 \| 0.9582 \| 0.8146 \| 0.9877 \| \| 0.0047 \| 35.23 \| 23180 \| 0.0969 \| 0.7763 \| 0.9411 \| 0.9637 \| nan \| 0.9002 \| 0.9897 \| 0.9613 \| 0.8622 \| 0.9920 \| 0.0 \| 0.8982 \| 0.9892 \| 0.9585 \| 0.8217 \| 0.9900 \| \| 0.0097 \| 35.26 \| 23200 \| 0.0971 \| 0.7734 \| 0.9375 \| 0.9609 \| nan \| 0.8931 \| 0.9871 \| 0.9587 \| 0.8574 \| 0.9909 \| 0.0 \| 0.8911 \| 0.9867 \| 0.9560 \| 0.8174 \| 0.9890 \| \| 0.0051 \| 35.29 \| 23220 \| 0.0947 \| 0.7779 \| 0.9421 \| 0.9699 \| nan \| 0.9061 \| 0.9889 \| 0.9705 \| 0.8538 \| 0.9911 \| 0.0 \| 0.9041 \| 0.9884 \| 0.9675 \| 0.8183 \| 0.9892 \| \| 0.023 \| 35.32 \| 23240 \| 0.0988 \| 0.7724 \| 0.9343 \| 0.9594 \| nan \| 0.8994 \| 0.9879 \| 0.9554 \| 0.8378 \| 0.9911 \| 0.0 \| 0.8971 \| 0.9872 \| 0.9532 \| 0.8078 \| 0.9889 \| \| 0.0293 \| 35.35 \| 23260 \| 0.1002 \| 0.7746 \| 0.9369 \| 0.9638 \| nan \| 0.9006 \| 0.9894 \| 0.9618 \| 0.8412 \| 0.9913 \| 0.0 \| 0.8985 \| 0.9886 \| 0.9594 \| 0.8121 \| 0.9892 \| \| 0.0261 \| 35.38 \| 23280 \| 0.0987 \| 0.7755 \| 0.9387 \| 0.9634 \| nan \| 0.9082 \| 0.9903 \| 0.9597 \| 0.8429 \| 0.9922 \| 0.0 \| 0.9058 \| 0.9895 \| 0.9574 \| 0.8106 \| 0.9898 \| \| 0.0074 \| 35.41 \| 23300 \| 0.0996 \| 0.7727 \| 0.9353 \| 0.9606 \| nan \| 0.8977 \| 0.9896 \| 0.9571 \| 0.8403 \| 0.9919 \| 0.0 \| 0.8954 \| 0.9888 \| 0.9548 \| 0.8074 \| 0.9896 \| \| 0.0028 \| 35.44 \| 23320 \| 0.1018 \| 0.7702 \| 0.9316 \| 0.9605 \| nan \| 0.8853 \| 0.9901 \| 0.9589 \| 0.8338 \| 0.9899 \| 0.0 \| 0.8835 \| 0.9893 \| 0.9563 \| 0.8042 \| 0.9880 \| \| 0.0084 \| 35.47 \| 23340 \| 0.0997 \| 0.7700 \| 0.9314 \| 0.9605 \| nan \| 0.8914 \| 0.9893 \| 0.9582 \| 0.8282 \| 0.9900 \| 0.0 \| 0.8894 \| 0.9887 \| 0.9558 \| 0.7981 \| 0.9879 \| \| 0.0079 \| 35.5 \| 23360 \| 0.1006 \| 0.7694 \| 0.9308 \| 0.9602 \| nan \| 0.8906 \| 0.9892 \| 0.9582 \| 0.8270 \| 0.9892 \| 0.0 \| 0.8889 \| 0.9886 \| 0.9557 \| 0.7958 \| 0.9872 \| \| 0.0098 \| 35.53 \| 23380 \| 0.0995 \| 0.7721 \| 0.9345 \| 0.9622 \| nan \| 0.9051 \| 0.9880 \| 0.9594 \| 0.8306 \| 0.9894 \| 0.0 \| 0.9031 \| 0.9876 \| 0.9568 \| 0.7979 \| 0.9875 \| \| 0.0317 \| 35.56 \| 23400 \| 0.0933 \| 0.7750 \| 0.9388 \| 0.9648 \| nan \| 0.9027 \| 0.9888 \| 0.9633 \| 0.8485 \| 0.9906 \| 0.0 \| 0.9002 \| 0.9883 \| 0.9608 \| 0.8120 \| 0.9885 \| \| 0.0096 \| 35.59 \| 23420 \| 0.0904 \| 0.7741 \| 0.9368 \| 0.9650 \| nan \| 0.9013 \| 0.9893 \| 0.9636 \| 0.8389 \| 0.9909 \| 0.0 \| 0.8991 \| 0.9888 \| 0.9610 \| 0.8071 \| 0.9888 \| \| 0.0099 \| 35.62 \| 23440 \| 0.0898 \| 0.7740 \| 0.9369 \| 0.9669 \| nan \| 0.9010 \| 0.9900 \| 0.9663 \| 0.8354 \| 0.9918 \| 0.0 \| 0.8990 \| 0.9895 \| 0.9635 \| 0.8025 \| 0.9895 \| \| 0.0306 \| 35.65 \| 23460 \| 0.0887 \| 0.7727 \| 0.9348 \| 0.9651 \| nan \| 0.9000 \| 0.9891 \| 0.9641 \| 0.8306 \| 0.9904 \| 0.0 \| 0.8980 \| 0.9886 \| 0.9613 \| 0.7997 \| 0.9883 \| \| 0.0134 \| 35.68 \| 23480 \| 0.0892 \| 0.7730 \| 0.9354 \| 0.9653 \| nan \| 0.9001 \| 0.9895 \| 0.9647 \| 0.8337 \| 0.9889 \| 0.0 \| 0.8983 \| 0.9891 \| 0.9617 \| 0.8022 \| 0.9870 \| \| 0.0257 \| 35.71 \| 23500 \| 0.0934 \| 0.7754 \| 0.9383 \| 0.9659 \| nan \| 0.9039 \| 0.9900 \| 0.9644 \| 0.8418 \| 0.9913 \| 0.0 \| 0.9016 \| 0.9896 \| 0.9617 \| 0.8107 \| 0.9890 \| \| 0.004 \| 35.74 \| 23520 \| 0.0900 \| 0.7738 \| 0.9362 \| 0.9632 \| nan \| 0.9028 \| 0.9884 \| 0.9608 \| 0.8381 \| 0.9909 \| 0.0 \| 0.9006 \| 0.9879 \| 0.9583 \| 0.8071 \| 0.9886 \| \| 0.0304 \| 35.78 \| 23540 \| 0.0980 \| 0.7722 \| 0.9341 \| 0.9614 \| nan \| 0.9041 \| 0.9899 \| 0.9580 \| 0.8290 \| 0.9896 \| 0.0 \| 0.9020 \| 0.9893 \| 0.9553 \| 0.7989 \| 0.9878 \| \| 0.0461 \| 35.81 \| 23560 \| 0.0982 \| 0.7718 \| 0.9335 \| 0.9619 \| nan \| 0.8974 \| 0.9883 \| 0.9598 \| 0.8325 \| 0.9897 \| 0.0 \| 0.8954 \| 0.9878 \| 0.9570 \| 0.8026 \| 0.9879 \| \| 0.012 \| 35.84 \| 23580 \| 0.0965 \| 0.7698 \| 0.9310 \| 0.9606 \| nan \| 0.8965 \| 0.9880 \| 0.9575 \| 0.8214 \| 0.9916 \| 0.0 \| 0.8944 \| 0.9876 \| 0.9549 \| 0.7924 \| 0.9893 \| \| 0.004 \| 35.87 \| 23600 \| 0.0973 \| 0.7740 \| 0.9375 \| 0.9630 \| nan \| 0.8989 \| 0.9895 \| 0.9604 \| 0.8462 \| 0.9923 \| 0.0 \| 0.8967 \| 0.9891 \| 0.9579 \| 0.8103 \| 0.9900 \| \| 0.0063 \| 35.9 \| 23620 \| 0.0936 \| 0.7728 \| 0.9369 \| 0.9631 \| nan \| 0.8950 \| 0.9882 \| 0.9617 \| 0.8487 \| 0.9908 \| 0.0 \| 0.8931 \| 0.9879 \| 0.9589 \| 0.8079 \| 0.9888 \| \| 0.0113 \| 35.93 \| 23640 \| 0.0989 \| 0.7728 \| 0.9362 \| 0.9656 \| nan \| 0.8913 \| 0.9867 \| 0.9657 \| 0.8448 \| 0.9927 \| 0.0 \| 0.8897 \| 0.9865 \| 0.9627 \| 0.8077 \| 0.9904 \| \| 0.0082 \| 35.96 \| 23660 \| 0.0932 \| 0.7746 \| 0.9378 \| 0.9638 \| nan \| 0.9000 \| 0.9896 \| 0.9617 \| 0.8462 \| 0.9917 \| 0.0 \| 0.8979 \| 0.9892 \| 0.9588 \| 0.8116 \| 0.9898 \| \| 0.0042 \| 35.99 \| 23680 \| 0.0940 \| 0.7732 \| 0.9367 \| 0.9645 \| nan \| 0.8946 \| 0.9885 \| 0.9640 \| 0.8463 \| 0.9898 \| 0.0 \| 0.8927 \| 0.9883 \| 0.9609 \| 0.8092 \| 0.9882 \| \| 0.0592 \| 36.02 \| 23700 \| 0.0920 \| 0.7719 \| 0.9345 \| 0.9638 \| nan \| 0.8963 \| 0.9875 \| 0.9631 \| 0.8359 \| 0.9896 \| 0.0 \| 0.8942 \| 0.9872 \| 0.9601 \| 0.8018 \| 0.9880 \| \| 0.0058 \| 36.05 \| 23720 \| 0.0923 \| 0.7722 \| 0.9350 \| 0.9649 \| nan \| 0.8879 \| 0.9872 \| 0.9660 \| 0.8453 \| 0.9886 \| 0.0 \| 0.8860 \| 0.9869 \| 0.9629 \| 0.8106 \| 0.9870 \| \| 0.0178 \| 36.08 \| 23740 \| 0.0942 \| 0.7709 \| 0.9328 \| 0.9591 \| nan \| 0.8909 \| 0.9884 \| 0.9567 \| 0.8399 \| 0.9882 \| 0.0 \| 0.8889 \| 0.9880 \| 0.9539 \| 0.8080 \| 0.9865 \| \| 0.0053 \| 36.11 \| 23760 \| 0.0972 \| 0.7745 \| 0.9368 \| 0.9654 \| nan \| 0.8983 \| 0.9902 \| 0.9647 \| 0.8409 \| 0.9900 \| 0.0 \| 0.8964 \| 0.9898 \| 0.9617 \| 0.8108 \| 0.9881 \| \| 0.0034 \| 36.14 \| 23780 \| 0.0957 \| 0.7731 \| 0.9357 \| 0.9621 \| nan \| 0.8986 \| 0.9885 \| 0.9595 \| 0.8404 \| 0.9913 \| 0.0 \| 0.8961 \| 0.9881 \| 0.9570 \| 0.8083 \| 0.9892 \| \| 0.0117 \| 36.17 \| 23800 \| 0.0952 \| 0.7718 \| 0.9344 \| 0.9606 \| nan \| 0.8951 \| 0.9880 \| 0.9575 \| 0.8391 \| 0.9921 \| 0.0 \| 0.8924 \| 0.9877 \| 0.9551 \| 0.8057 \| 0.9898 \| \| 0.008 \| 36.2 \| 23820 \| 0.0942 \| 0.7710 \| 0.9337 \| 0.9593 \| nan \| 0.8921 \| 0.9875 \| 0.9561 \| 0.8415 \| 0.9915 \| 0.0 \| 0.8896 \| 0.9872 \| 0.9535 \| 0.8065 \| 0.9893 \| \| 0.0065 \| 36.23 \| 23840 \| 0.0949 \| 0.7694 \| 0.9320 \| 0.9571 \| nan \| 0.8880 \| 0.9880 \| 0.9538 \| 0.8408 \| 0.9893 \| 0.0 \| 0.8860 \| 0.9877 \| 0.9510 \| 0.8040 \| 0.9876 \| \| 0.0127 \| 36.26 \| 23860 \| 0.0975 \| 0.7727 \| 0.9378 \| 0.9597 \| nan \| 0.8957 \| 0.9883 \| 0.9565 \| 0.8581 \| 0.9903 \| 0.0 \| 0.8933 \| 0.9880 \| 0.9538 \| 0.8124 \| 0.9884 \| \| 0.0105 \| 36.29 \| 23880 \| 0.0972 \| 0.7721 \| 0.9360 \| 0.9623 \| nan \| 0.8898 \| 0.9884 \| 0.9613 \| 0.8506 \| 0.9898 \| 0.0 \| 0.8879 \| 0.9881 \| 0.9583 \| 0.8106 \| 0.9880 \| \| 0.0037 \| 36.32 \| 23900 \| 0.1002 \| 0.7740 \| 0.9371 \| 0.9631 \| nan \| 0.8998 \| 0.9877 \| 0.9612 \| 0.8463 \| 0.9906 \| 0.0 \| 0.8977 \| 0.9874 \| 0.9583 \| 0.8120 \| 0.9886 \| \| 0.0148 \| 36.35 \| 23920 \| 0.0961 \| 0.7737 \| 0.9372 \| 0.9621 \| nan \| 0.8954 \| 0.9888 \| 0.9603 \| 0.8514 \| 0.9899 \| 0.0 \| 0.8933 \| 0.9884 \| 0.9574 \| 0.8152 \| 0.9880 \| \| 0.002 \| 36.38 \| 23940 \| 0.0962 \| 0.7728 \| 0.9352 \| 0.9612 \| nan \| 0.8946 \| 0.9885 \| 0.9588 \| 0.8436 \| 0.9904 \| 0.0 \| 0.8927 \| 0.9881 \| 0.9560 \| 0.8117 \| 0.9884 \| \| 0.0359 \| 36.41 \| 23960 \| 0.1016 \| 0.7731 \| 0.9359 \| 0.9597 \| nan \| 0.8989 \| 0.9887 \| 0.9561 \| 0.8458 \| 0.9901 \| 0.0 \| 0.8966 \| 0.9883 \| 0.9535 \| 0.8119 \| 0.9881 \| \| 0.0028 \| 36.44 \| 23980 \| 0.0980 \| 0.7746 \| 0.9388 \| 0.9622 \| nan \| 0.9004 \| 0.9893 \| 0.9592 \| 0.8536 \| 0.9914 \| 0.0 \| 0.8980 \| 0.9889 \| 0.9565 \| 0.8146 \| 0.9895 \| \| 0.0057 \| 36.47 \| 24000 \| 0.0968 \| 0.7726 \| 0.9360 \| 0.9622 \| nan \| 0.8932 \| 0.9877 \| 0.9609 \| 0.8487 \| 0.9895 \| 0.0 \| 0.8911 \| 0.9874 \| 0.9580 \| 0.8112 \| 0.9879 \| \| 0.0023 \| 36.5 \| 24020 \| 0.0979 \| 0.7709 \| 0.9336 \| 0.9618 \| nan \| 0.8937 \| 0.9866 \| 0.9608 \| 0.8391 \| 0.9880 \| 0.0 \| 0.8917 \| 0.9863 \| 0.9579 \| 0.8033 \| 0.9865 \| \| 0.0294 \| 36.53 \| 24040 \| 0.0907 \| 0.7728 \| 0.9356 \| 0.9640 \| nan \| 0.8949 \| 0.9883 \| 0.9632 \| 0.8410 \| 0.9904 \| 0.0 \| 0.8928 \| 0.9879 \| 0.9604 \| 0.8075 \| 0.9885 \| \| 0.0056 \| 36.57 \| 24060 \| 0.0917 \| 0.7728 \| 0.9356 \| 0.9627 \| nan \| 0.8952 \| 0.9873 \| 0.9611 \| 0.8433 \| 0.9911 \| 0.0 \| 0.8930 \| 0.9869 \| 0.9585 \| 0.8095 \| 0.9888 \| \| 0.0183 \| 36.6 \| 24080 \| 0.0917 \| 0.7724 \| 0.9350 \| 0.9629 \| nan \| 0.8977 \| 0.9875 \| 0.9614 \| 0.8383 \| 0.9899 \| 0.0 \| 0.8954 \| 0.9871 \| 0.9587 \| 0.8056 \| 0.9878 \| \| 0.0181 \| 36.63 \| 24100 \| 0.0922 \| 0.7730 \| 0.9356 \| 0.9643 \| nan \| 0.8978 \| 0.9875 \| 0.9638 \| 0.8402 \| 0.9887 \| 0.0 \| 0.8957 \| 0.9872 \| 0.9609 \| 0.8074 \| 0.9869 \| \| 0.0033 \| 36.66 \| 24120 \| 0.0949 \| 0.7741 \| 0.9391 \| 0.9642 \| nan \| 0.9009 \| 0.9873 \| 0.9631 \| 0.8551 \| 0.9892 \| 0.0 \| 0.8988 \| 0.9870 \| 0.9603 \| 0.8109 \| 0.9874 \| \| 0.0442 \| 36.69 \| 24140 \| 0.0938 \| 0.7724 \| 0.9358 \| 0.9623 \| nan \| 0.8941 \| 0.9880 \| 0.9605 \| 0.8455 \| 0.9910 \| 0.0 \| 0.8921 \| 0.9876 \| 0.9578 \| 0.8079 \| 0.9888 \| \| 0.0026 \| 36.72 \| 24160 \| 0.0964 \| 0.7709 \| 0.9344 \| 0.9602 \| nan \| 0.8926 \| 0.9874 \| 0.9583 \| 0.8454 \| 0.9881 \| 0.0 \| 0.8906 \| 0.9870 \| 0.9555 \| 0.8060 \| 0.9865 \| \| 0.0077 \| 36.75 \| 24180 \| 0.0983 \| 0.7740 \| 0.9385 \| 0.9625 \| nan \| 0.8957 \| 0.9888 \| 0.9604 \| 0.8564 \| 0.9911 \| 0.0 \| 0.8935 \| 0.9884 \| 0.9577 \| 0.8152 \| 0.9891 \| \| 0.0043 \| 36.78 \| 24200 \| 0.0979 \| 0.7735 \| 0.9373 \| 0.9619 \| nan \| 0.8974 \| 0.9885 \| 0.9594 \| 0.8502 \| 0.9911 \| 0.0 \| 0.8952 \| 0.9881 \| 0.9568 \| 0.8122 \| 0.9889 \| \| 0.0031 \| 36.81 \| 24220 \| 0.1002 \| 0.7736 \| 0.9379 \| 0.9604 \| nan \| 0.9072 \| 0.9883 \| 0.9563 \| 0.8484 \| 0.9892 \| 0.0 \| 0.9048 \| 0.9879 \| 0.9538 \| 0.8079 \| 0.9873 \| \| 0.0089 \| 36.84 \| 24240 \| 0.0999 \| 0.7719 \| 0.9360 \| 0.9613 \| nan \| 0.8939 \| 0.9878 \| 0.9593 \| 0.8489 \| 0.9899 \| 0.0 \| 0.8919 \| 0.9873 \| 0.9568 \| 0.8075 \| 0.9878 \| \| 0.0124 \| 36.87 \| 24260 \| 0.0976 \| 0.7742 \| 0.9384 \| 0.9643 \| nan \| 0.9021 \| 0.9890 \| 0.9630 \| 0.8487 \| 0.9892 \| 0.0 \| 0.8998 \| 0.9885 \| 0.9603 \| 0.8091 \| 0.9874 \| \| 0.016 \| 36.9 \| 24280 \| 0.0938 \| 0.7740 \| 0.9384 \| 0.9632 \| nan \| 0.8986 \| 0.9882 \| 0.9616 \| 0.8537 \| 0.9898 \| 0.0 \| 0.8964 \| 0.9878 \| 0.9591 \| 0.8129 \| 0.9878 \| \| 0.0342 \| 36.93 \| 24300 \| 0.0960 \| 0.7745 \| 0.9402 \| 0.9622 \| nan \| 0.8981 \| 0.9873 \| 0.9599 \| 0.8649 \| 0.9910 \| 0.0 \| 0.8956 \| 0.9869 \| 0.9575 \| 0.8181 \| 0.9887 \| \| 0.0076 \| 36.96 \| 24320 \| 0.1000 \| 0.7744 \| 0.9401 \| 0.9595 \| nan \| 0.9043 \| 0.9872 \| 0.9549 \| 0.8632 \| 0.9910 \| 0.0 \| 0.9016 \| 0.9869 \| 0.9526 \| 0.8171 \| 0.9885 \| \| 0.0075 \| 36.99 \| 24340 \| 0.0972 \| 0.7736 \| 0.9381 \| 0.9622 \| nan \| 0.8941 \| 0.9888 \| 0.9604 \| 0.8566 \| 0.9905 \| 0.0 \| 0.8919 \| 0.9884 \| 0.9577 \| 0.8151 \| 0.9887 \| \| 0.0049 \| 37.02 \| 24360 \| 0.1010 \| 0.7740 \| 0.9381 \| 0.9625 \| nan \| 0.8941 \| 0.9881 \| 0.9608 \| 0.8565 \| 0.9912 \| 0.0 \| 0.8917 \| 0.9877 \| 0.9581 \| 0.8173 \| 0.9892 \| \| 0.0034 \| 37.05 \| 24380 \| 0.0984 \| 0.7743 \| 0.9386 \| 0.9606 \| nan \| 0.8994 \| 0.9873 \| 0.9571 \| 0.8577 \| 0.9918 \| 0.0 \| 0.8966 \| 0.9869 \| 0.9547 \| 0.8180 \| 0.9897 \| \| 0.0061 \| 37.08 \| 24400 \| 0.1001 \| 0.7736 \| 0.9382 \| 0.9623 \| nan \| 0.8955 \| 0.9876 \| 0.9601 \| 0.8557 \| 0.9921 \| 0.0 \| 0.8931 \| 0.9872 \| 0.9576 \| 0.8140 \| 0.9899 \| \| 0.0531 \| 37.11 \| 24420 \| 0.1003 \| 0.7682 \| 0.9312 \| 0.9590 \| nan \| 0.8951 \| 0.9884 \| 0.9553 \| 0.8256 \| 0.9915 \| 0.0 \| 0.8923 \| 0.9880 \| 0.9531 \| 0.7865 \| 0.9894 \| \| 0.0045 \| 37.14 \| 24440 \| 0.0976 \| 0.7720 \| 0.9349 \| 0.9603 \| nan \| 0.9008 \| 0.9894 \| 0.9563 \| 0.8364 \| 0.9914 \| 0.0 \| 0.8984 \| 0.9890 \| 0.9540 \| 0.8016 \| 0.9893 \| \| 0.0022 \| 37.17 \| 24460 \| 0.0975 \| 0.7736 \| 0.9375 \| 0.9626 \| nan \| 0.8979 \| 0.9887 \| 0.9606 \| 0.8502 \| 0.9903 \| 0.0 \| 0.8955 \| 0.9883 \| 0.9580 \| 0.8115 \| 0.9885 \| \| 0.0245 \| 37.2 \| 24480 \| 0.0984 \| 0.7730 \| 0.9371 \| 0.9610 \| nan \| 0.8934 \| 0.9889 \| 0.9591 \| 0.8554 \| 0.9889 \| 0.0 \| 0.8910 \| 0.9884 \| 0.9565 \| 0.8150 \| 0.9873 \| \| 0.0116 \| 37.23 \| 24500 \| 0.0969 \| 0.7730 \| 0.9380 \| 0.9604 \| nan \| 0.8896 \| 0.9881 \| 0.9587 \| 0.8646 \| 0.9888 \| 0.0 \| 0.8874 \| 0.9876 \| 0.9561 \| 0.8196 \| 0.9872 \| \| 0.0073 \| 37.26 \| 24520 \| 0.1008 \| 0.7741 \| 0.9394 \| 0.9607 \| nan \| 0.8954 \| 0.9882 \| 0.9580 \| 0.8653 \| 0.9901 \| 0.0 \| 0.8933 \| 0.9877 \| 0.9554 \| 0.8197 \| 0.9882 \| \| 0.005 \| 37.29 \| 24540 \| 0.0992 \| 0.7751 \| 0.9396 \| 0.9630 \| nan \| 0.8975 \| 0.9896 \| 0.9613 \| 0.8602 \| 0.9897 \| 0.0 \| 0.8950 \| 0.9890 \| 0.9586 \| 0.8198 \| 0.9879 \| \| 0.0044 \| 37.33 \| 24560 \| 0.0967 \| 0.7728 \| 0.9364 \| 0.9609 \| nan \| 0.8935 \| 0.9862 \| 0.9592 \| 0.8536 \| 0.9893 \| 0.0 \| 0.8913 \| 0.9858 \| 0.9566 \| 0.8155 \| 0.9874 \| \| 0.0035 \| 37.36 \| 24580 \| 0.0993 \| 0.7725 \| 0.9360 \| 0.9595 \| nan \| 0.8921 \| 0.9873 \| 0.9572 \| 0.8548 \| 0.9887 \| 0.0 \| 0.8899 \| 0.9868 \| 0.9546 \| 0.8169 \| 0.9868 \| \| 0.0313 \| 37.39 \| 24600 \| 0.1020 \| 0.7736 \| 0.9363 \| 0.9612 \| nan \| 0.8938 \| 0.9890 \| 0.9586 \| 0.8485 \| 0.9914 \| 0.0 \| 0.8917 \| 0.9885 \| 0.9560 \| 0.8163 \| 0.9890 \| \| 0.0049 \| 37.42 \| 24620 \| 0.1067 \| 0.7743 \| 0.9369 \| 0.9629 \| nan \| 0.8929 \| 0.9892 \| 0.9610 \| 0.8490 \| 0.9925 \| 0.0 \| 0.8907 \| 0.9887 \| 0.9584 \| 0.8179 \| 0.9900 \| \| 0.0199 \| 37.45 \| 24640 \| 0.1050 \| 0.7738 \| 0.9372 \| 0.9613 \| nan \| 0.8893 \| 0.9880 \| 0.9593 \| 0.8573 \| 0.9924 \| 0.0 \| 0.8870 \| 0.9875 \| 0.9567 \| 0.8216 \| 0.9900 \| \| 0.0044 \| 37.48 \| 24660 \| 0.1037 \| 0.7737 \| 0.9391 \| 0.9597 \| nan \| 0.8952 \| 0.9877 \| 0.9564 \| 0.8655 \| 0.9909 \| 0.0 \| 0.8927 \| 0.9874 \| 0.9538 \| 0.8194 \| 0.9888 \| \| 0.0182 \| 37.51 \| 24680 \| 0.1033 \| 0.7742 \| 0.9397 \| 0.9604 \| nan \| 0.8954 \| 0.9881 \| 0.9576 \| 0.8672 \| 0.9901 \| 0.0 \| 0.8932 \| 0.9877 \| 0.9549 \| 0.8212 \| 0.9883 \| \| 0.0174 \| 37.54 \| 24700 \| 0.1020 \| 0.7751 \| 0.9386 \| 0.9610 \| nan \| 0.8948 \| 0.9894 \| 0.9581 \| 0.8594 \| 0.9911 \| 0.0 \| 0.8925 \| 0.9889 \| 0.9556 \| 0.8246 \| 0.9891 \| \| 0.0051 \| 37.57 \| 24720 \| 0.1040 \| 0.7740 \| 0.9370 \| 0.9610 \| nan \| 0.8934 \| 0.9895 \| 0.9585 \| 0.8525 \| 0.9909 \| 0.0 \| 0.8912 \| 0.9888 \| 0.9560 \| 0.8193 \| 0.9888 \| \| 0.0373 \| 37.6 \| 24740 \| 0.1050 \| 0.7723 \| 0.9345 \| 0.9612 \| nan \| 0.8884 \| 0.9878 \| 0.9597 \| 0.8461 \| 0.9905 \| 0.0 \| 0.8864 \| 0.9872 \| 0.9571 \| 0.8145 \| 0.9885 \| \| 0.0088 \| 37.63 \| 24760 \| 0.1052 \| 0.7728 \| 0.9351 \| 0.9582 \| nan \| 0.8952 \| 0.9880 \| 0.9541 \| 0.8470 \| 0.9913 \| 0.0 \| 0.8929 \| 0.9874 \| 0.9518 \| 0.8159 \| 0.9891 \| \| 0.0178 \| 37.66 \| 24780 \| 0.1031 \| 0.7739 \| 0.9364 \| 0.9594 \| nan \| 0.8991 \| 0.9891 \| 0.9554 \| 0.8475 \| 0.9908 \| 0.0 \| 0.8968 \| 0.9885 \| 0.9530 \| 0.8164 \| 0.9888 \| \| 0.0258 \| 37.69 \| 24800 \| 0.1031 \| 0.7758 \| 0.9392 \| 0.9627 \| nan \| 0.9075 \| 0.9885 \| 0.9594 \| 0.8498 \| 0.9906 \| 0.0 \| 0.9050 \| 0.9881 \| 0.9568 \| 0.8159 \| 0.9887 \| \| 0.0071 \| 37.72 \| 24820 \| 0.1032 \| 0.7744 \| 0.9385 \| 0.9613 \| nan \| 0.8969 \| 0.9877 \| 0.9586 \| 0.8579 \| 0.9912 \| 0.0 \| 0.8945 \| 0.9872 \| 0.9561 \| 0.8194 \| 0.9892 \| \| 0.003 \| 37.75 \| 24840 \| 0.1031 \| 0.7740 \| 0.9380 \| 0.9612 \| nan \| 0.8920 \| 0.9890 \| 0.9590 \| 0.8589 \| 0.9909 \| 0.0 \| 0.8898 \| 0.9885 \| 0.9565 \| 0.8200 \| 0.9889 \| \| 0.009 \| 37.78 \| 24860 \| 0.1046 \| 0.7764 \| 0.9412 \| 0.9654 \| nan \| 0.9051 \| 0.9890 \| 0.9637 \| 0.8571 \| 0.9910 \| 0.0 \| 0.9026 \| 0.9886 \| 0.9611 \| 0.8173 \| 0.9889 \| \| 0.0067 \| 37.81 \| 24880 \| 0.1026 \| 0.7741 \| 0.9407 \| 0.9624 \| nan \| 0.9010 \| 0.9879 \| 0.9597 \| 0.8642 \| 0.9909 \| 0.0 \| 0.8984 \| 0.9875 \| 0.9573 \| 0.8124 \| 0.9888 \| \| 0.0057 \| 37.84 \| 24900 \| 0.1091 \| 0.7723 \| 0.9388 \| 0.9600 \| nan \| 0.8939 \| 0.9884 \| 0.9567 \| 0.8631 \| 0.9919 \| 0.0 \| 0.8915 \| 0.9880 \| 0.9544 \| 0.8104 \| 0.9895 \| \| 0.0039 \| 37.87 \| 24920 \| 0.1021 \| 0.7716 \| 0.9388 \| 0.9586 \| nan \| 0.8994 \| 0.9893 \| 0.9546 \| 0.8626 \| 0.9881 \| 0.0 \| 0.8968 \| 0.9888 \| 0.9524 \| 0.8055 \| 0.9863 \| \| 0.0042 \| 37.9 \| 24940 \| 0.1025 \| 0.7715 \| 0.9380 \| 0.9608 \| nan \| 0.8971 \| 0.9877 \| 0.9586 \| 0.8583 \| 0.9882 \| 0.0 \| 0.8951 \| 0.9872 \| 0.9561 \| 0.8043 \| 0.9865 \| \| 0.002 \| 37.93 \| 24960 \| 0.1022 \| 0.7739 \| 0.9407 \| 0.9639 \| nan \| 0.9046 \| 0.9886 \| 0.9620 \| 0.8590 \| 0.9895 \| 0.0 \| 0.9026 \| 0.9882 \| 0.9594 \| 0.8055 \| 0.9876 \| \| 0.0016 \| 37.96 \| 24980 \| 0.0979 \| 0.7733 \| 0.9398 \| 0.9622 \| nan \| 0.8996 \| 0.9885 \| 0.9597 \| 0.8605 \| 0.9908 \| 0.0 \| 0.8975 \| 0.9881 \| 0.9572 \| 0.8082 \| 0.9887 \| \| 0.0099 \| 37.99 \| 25000 \| 0.1001 \| 0.7722 \| 0.9369 \| 0.9626 \| nan \| 0.8956 \| 0.9887 \| 0.9612 \| 0.8496 \| 0.9893 \| 0.0 \| 0.8937 \| 0.9883 \| 0.9584 \| 0.8052 \| 0.9876 \| \| 0.0376 \| 38.02 \| 25020 \| 0.0971 \| 0.7718 \| 0.9361 \| 0.9598 \| nan \| 0.8969 \| 0.9891 \| 0.9566 \| 0.8484 \| 0.9893 \| 0.0 \| 0.8950 \| 0.9887 \| 0.9539 \| 0.8054 \| 0.9876 \| \| 0.016 \| 38.05 \| 25040 \| 0.0970 \| 0.7720 \| 0.9359 \| 0.9644 \| nan \| 0.8932 \| 0.9886 \| 0.9643 \| 0.8440 \| 0.9892 \| 0.0 \| 0.8916 \| 0.9882 \| 0.9613 \| 0.8032 \| 0.9875 \| \| 0.0097 \| 38.09 \| 25060 \| 0.0980 \| 0.7709 \| 0.9362 \| 0.9602 \| nan \| 0.8892 \| 0.9887 \| 0.9576 \| 0.8536 \| 0.9918 \| 0.0 \| 0.8869 \| 0.9882 \| 0.9552 \| 0.8056 \| 0.9896 \| \| 0.0059 \| 38.12 \| 25080 \| 0.1009 \| 0.7707 \| 0.9358 \| 0.9586 \| nan \| 0.8930 \| 0.9884 \| 0.9547 \| 0.8512 \| 0.9919 \| 0.0 \| 0.8909 \| 0.9879 \| 0.9523 \| 0.8034 \| 0.9896 \| \| 0.0105 \| 38.15 \| 25100 \| 0.0969 \| 0.7697 \| 0.9355 \| 0.9597 \| nan \| 0.8893 \| 0.9890 \| 0.9572 \| 0.8520 \| 0.9902 \| 0.0 \| 0.8874 \| 0.9885 \| 0.9547 \| 0.7993 \| 0.9883 \| \| 0.0078 \| 38.18 \| 25120 \| 0.0994 \| 0.7718 \| 0.9371 \| 0.9612 \| nan \| 0.8937 \| 0.9887 \| 0.9589 \| 0.8534 \| 0.9906 \| 0.0 \| 0.8919 \| 0.9883 \| 0.9563 \| 0.8057 \| 0.9885 \| \| 0.0287 \| 38.21 \| 25140 \| 0.0983 \| 0.7720 \| 0.9387 \| 0.9602 \| nan \| 0.8964 \| 0.9901 \| 0.9569 \| 0.8599 \| 0.9902 \| 0.0 \| 0.8935 \| 0.9895 \| 0.9545 \| 0.8062 \| 0.9882 \| \| 0.0014 \| 38.24 \| 25160 \| 0.1017 \| 0.7720 \| 0.9359 \| 0.9611 \| nan \| 0.8925 \| 0.9895 \| 0.9588 \| 0.8479 \| 0.9906 \| 0.0 \| 0.8902 \| 0.9890 \| 0.9563 \| 0.8081 \| 0.9887 \| \| 0.0538 \| 38.27 \| 25180 \| 0.1004 \| 0.7734 \| 0.9360 \| 0.9618 \| nan \| 0.8947 \| 0.9888 \| 0.9595 \| 0.8459 \| 0.9912 \| 0.0 \| 0.8926 \| 0.9883 \| 0.9568 \| 0.8132 \| 0.9891 \| \| 0.0025 \| 38.3 \| 25200 \| 0.1042 \| 0.7747 \| 0.9393 \| 0.9635 \| nan \| 0.9055 \| 0.9878 \| 0.9612 \| 0.8519 \| 0.9897 \| 0.0 \| 0.9035 \| 0.9875 \| 0.9585 \| 0.8110 \| 0.9878 \| \| 0.0046 \| 38.33 \| 25220 \| 0.1021 \| 0.7730 \| 0.9369 \| 0.9631 \| nan \| 0.9000 \| 0.9879 \| 0.9617 \| 0.8467 \| 0.9883 \| 0.0 \| 0.8979 \| 0.9876 \| 0.9589 \| 0.8071 \| 0.9867 \| \| 0.0016 \| 38.36 \| 25240 \| 0.1009 \| 0.7727 \| 0.9364 \| 0.9616 \| nan \| 0.8950 \| 0.9888 \| 0.9595 \| 0.8490 \| 0.9899 \| 0.0 \| 0.8929 \| 0.9883 \| 0.9569 \| 0.8101 \| 0.9880 \| \| 0.0056 \| 38.39 \| 25260 \| 0.1016 \| 0.7766 \| 0.9415 \| 0.9654 \| nan \| 0.9049 \| 0.9897 \| 0.9635 \| 0.8580 \| 0.9912 \| 0.0 \| 0.9026 \| 0.9892 \| 0.9608 \| 0.8177 \| 0.9892 \| \| 0.006 \| 38.42 \| 25280 \| 0.1007 \| 0.7731 \| 0.9372 \| 0.9615 \| nan \| 0.8967 \| 0.9874 \| 0.9591 \| 0.8518 \| 0.9908 \| 0.0 \| 0.8945 \| 0.9869 \| 0.9565 \| 0.8117 \| 0.9888 \| \| 0.0027 \| 38.45 \| 25300 \| 0.1021 \| 0.7743 \| 0.9401 \| 0.9620 \| nan \| 0.9022 \| 0.9879 \| 0.9590 \| 0.8606 \| 0.9906 \| 0.0 \| 0.8999 \| 0.9875 \| 0.9564 \| 0.8129 \| 0.9887 \| \| 0.0315 \| 38.48 \| 25320 \| 0.1055 \| 0.7727 \| 0.9376 \| 0.9607 \| nan \| 0.8924 \| 0.9884 \| 0.9581 \| 0.8578 \| 0.9911 \| 0.0 \| 0.8902 \| 0.9880 \| 0.9555 \| 0.8131 \| 0.9892 \| \| 0.0158 \| 38.51 \| 25340 \| 0.1008 \| 0.7726 \| 0.9352 \| 0.9609 \| nan \| 0.8933 \| 0.9886 \| 0.9586 \| 0.8451 \| 0.9904 \| 0.0 \| 0.8911 \| 0.9881 \| 0.9559 \| 0.8120 \| 0.9885 \| \| 0.0076 \| 38.54 \| 25360 \| 0.1038 \| 0.7730 \| 0.9350 \| 0.9635 \| nan \| 0.8954 \| 0.9881 \| 0.9625 \| 0.8393 \| 0.9900 \| 0.0 \| 0.8935 \| 0.9877 \| 0.9596 \| 0.8092 \| 0.9882 \| \| 0.0041 \| 38.57 \| 25380 \| 0.1106 \| 0.7723 \| 0.9344 \| 0.9623 \| nan \| 0.9004 \| 0.9865 \| 0.9602 \| 0.8348 \| 0.9901 \| 0.0 \| 0.8983 \| 0.9862 \| 0.9574 \| 0.8038 \| 0.9882 \| \| 0.0059 \| 38.6 \| 25400 \| 0.0995 \| 0.7696 \| 0.9303 \| 0.9601 \| nan \| 0.8991 \| 0.9871 \| 0.9575 \| 0.8197 \| 0.9881 \| 0.0 \| 0.8968 \| 0.9868 \| 0.9549 \| 0.7929 \| 0.9862 \| \| 0.0256 \| 38.63 \| 25420 \| 0.0969 \| 0.7741 \| 0.9372 \| 0.9634 \| nan \| 0.9014 \| 0.9886 \| 0.9615 \| 0.8446 \| 0.9899 \| 0.0 \| 0.8989 \| 0.9882 \| 0.9590 \| 0.8104 \| 0.9881 \| \| 0.0053 \| 38.66 \| 25440 \| 0.0972 \| 0.7731 \| 0.9362 \| 0.9628 \| nan \| 0.8947 \| 0.9879 \| 0.9611 \| 0.8461 \| 0.9912 \| 0.0 \| 0.8926 \| 0.9875 \| 0.9586 \| 0.8106 \| 0.9891 \| \| 0.0111 \| 38.69 \| 25460 \| 0.0956 \| 0.7728 \| 0.9365 \| 0.9639 \| nan \| 0.8955 \| 0.9884 \| 0.9631 \| 0.8457 \| 0.9896 \| 0.0 \| 0.8931 \| 0.9880 \| 0.9604 \| 0.8077 \| 0.9879 \| \| 0.0267 \| 38.72 \| 25480 \| 0.0986 \| 0.7729 \| 0.9356 \| 0.9619 \| nan \| 0.8985 \| 0.9889 \| 0.9592 \| 0.8404 \| 0.9911 \| 0.0 \| 0.8962 \| 0.9886 \| 0.9567 \| 0.8068 \| 0.9890 \| \| 0.0346 \| 38.75 \| 25500 \| 0.1010 \| 0.7734 \| 0.9365 \| 0.9589 \| nan \| 0.9069 \| 0.9887 \| 0.9531 \| 0.8410 \| 0.9929 \| 0.0 \| 0.9043 \| 0.9884 \| 0.9509 \| 0.8068 \| 0.9903 \| \| 0.0056 \| 38.78 \| 25520 \| 0.1039 \| 0.7748 \| 0.9395 \| 0.9614 \| nan \| 0.9090 \| 0.9887 \| 0.9571 \| 0.8514 \| 0.9913 \| 0.0 \| 0.9061 \| 0.9883 \| 0.9548 \| 0.8104 \| 0.9892 \| \| 0.0061 \| 38.81 \| 25540 \| 0.1045 \| 0.7744 \| 0.9381 \| 0.9621 \| nan \| 0.9057 \| 0.9889 \| 0.9587 \| 0.8469 \| 0.9906 \| 0.0 \| 0.9034 \| 0.9885 \| 0.9564 \| 0.8092 \| 0.9887 \| \| 0.0092 \| 38.84 \| 25560 \| 0.1024 \| 0.7731 \| 0.9363 \| 0.9612 \| nan \| 0.9039 \| 0.9890 \| 0.9576 \| 0.8405 \| 0.9904 \| 0.0 \| 0.9018 \| 0.9886 \| 0.9553 \| 0.8046 \| 0.9885 \| \| 0.006 \| 38.88 \| 25580 \| 0.1093 \| 0.7737 \| 0.9366 \| 0.9622 \| nan \| 0.9029 \| 0.9881 \| 0.9595 \| 0.8422 \| 0.9902 \| 0.0 \| 0.9009 \| 0.9877 \| 0.9570 \| 0.8082 \| 0.9883 \| \| 0.0047 \| 38.91 \| 25600 \| 0.1025 \| 0.7736 \| 0.9366 \| 0.9598 \| nan \| 0.9009 \| 0.9884 \| 0.9562 \| 0.8483 \| 0.9892 \| 0.0 \| 0.8989 \| 0.9880 \| 0.9538 \| 0.8133 \| 0.9874 \| \| 0.0071 \| 38.94 \| 25620 \| 0.1007 \| 0.7749 \| 0.9390 \| 0.9625 \| nan \| 0.9014 \| 0.9887 \| 0.9598 \| 0.8544 \| 0.9905 \| 0.0 \| 0.8995 \| 0.9883 \| 0.9573 \| 0.8155 \| 0.9886 \| \| 0.0044 \| 38.97 \| 25640 \| 0.0991 \| 0.7746 \| 0.9407 \| 0.9631 \| nan \| 0.9008 \| 0.9881 \| 0.9609 \| 0.8631 \| 0.9906 \| 0.0 \| 0.8987 \| 0.9877 \| 0.9585 \| 0.8139 \| 0.9886 \| \| 0.0027 \| 39.0 \| 25660 \| 0.0961 \| 0.7748 \| 0.9403 \| 0.9624 \| nan \| 0.9006 \| 0.9881 \| 0.9601 \| 0.8627 \| 0.9900 \| 0.0 \| 0.8984 \| 0.9877 \| 0.9577 \| 0.8166 \| 0.9882 \| \| 0.0138 \| 39.03 \| 25680 \| 0.0979 \| 0.7755 \| 0.9401 \| 0.9613 \| nan \| 0.9054 \| 0.9883 \| 0.9575 \| 0.8588 \| 0.9906 \| 0.0 \| 0.9033 \| 0.9879 \| 0.9551 \| 0.8178 \| 0.9886 \| \| 0.0197 \| 39.06 \| 25700 \| 0.1015 \| 0.7756 \| 0.9402 \| 0.9645 \| nan \| 0.9029 \| 0.9883 \| 0.9630 \| 0.8572 \| 0.9897 \| 0.0 \| 0.9011 \| 0.9880 \| 0.9603 \| 0.8161 \| 0.9879 \| \| 0.0136 \| 39.09 \| 25720 \| 0.1017 \| 0.7748 \| 0.9389 \| 0.9643 \| nan \| 0.9023 \| 0.9874 \| 0.9630 \| 0.8525 \| 0.9892 \| 0.0 \| 0.9006 \| 0.9870 \| 0.9604 \| 0.8135 \| 0.9875 \| \| 0.0178 \| 39.12 \| 25740 \| 0.0980 \| 0.7759 \| 0.9409 \| 0.9640 \| nan \| 0.9029 \| 0.9882 \| 0.9624 \| 0.8615 \| 0.9895 \| 0.0 \| 0.9007 \| 0.9879 \| 0.9598 \| 0.8194 \| 0.9878 \| \| 0.0017 \| 39.15 \| 25760 \| 0.0960 \| 0.7739 \| 0.9382 \| 0.9627 \| nan \| 0.8978 \| 0.9891 \| 0.9612 \| 0.8545 \| 0.9886 \| 0.0 \| 0.8955 \| 0.9887 \| 0.9586 \| 0.8135 \| 0.9870 \| \| 0.0025 \| 39.18 \| 25780 \| 0.0976 \| 0.7739 \| 0.9392 \| 0.9632 \| nan \| 0.8972 \| 0.9882 \| 0.9615 \| 0.8584 \| 0.9906 \| 0.0 \| 0.8949 \| 0.9879 \| 0.9591 \| 0.8130 \| 0.9887 \| \| 0.0157 \| 39.21 \| 25800 \| 0.0953 \| 0.7750 \| 0.9405 \| 0.9643 \| nan \| 0.8969 \| 0.9873 \| 0.9632 \| 0.8638 \| 0.9911 \| 0.0 \| 0.8947 \| 0.9869 \| 0.9607 \| 0.8184 \| 0.9890 \| \| 0.0229 \| 39.24 \| 25820 \| 0.0979 \| 0.7753 \| 0.9404 \| 0.9653 \| nan \| 0.8957 \| 0.9882 \| 0.9647 \| 0.8620 \| 0.9913 \| 0.0 \| 0.8936 \| 0.9878 \| 0.9621 \| 0.8190 \| 0.9892 \| \| 0.0186 \| 39.27 \| 25840 \| 0.0980 \| 0.7749 \| 0.9398 \| 0.9622 \| nan \| 0.8988 \| 0.9888 \| 0.9596 \| 0.8609 \| 0.9911 \| 0.0 \| 0.8966 \| 0.9884 \| 0.9571 \| 0.8183 \| 0.9889 \| \| 0.0028 \| 39.3 \| 25860 \| 0.1015 \| 0.7744 \| 0.9385 \| 0.9616 \| nan \| 0.9002 \| 0.9889 \| 0.9588 \| 0.8544 \| 0.9899 \| 0.0 \| 0.8981 \| 0.9886 \| 0.9562 \| 0.8154 \| 0.9880 \| \| 0.0017 \| 39.33 \| 25880 \| 0.1006 \| 0.7738 \| 0.9381 \| 0.9618 \| nan \| 0.8963 \| 0.9882 \| 0.9599 \| 0.8571 \| 0.9892 \| 0.0 \| 0.8942 \| 0.9878 \| 0.9573 \| 0.8160 \| 0.9876 \| \| 0.0166 \| 39.36 \| 25900 \| 0.0951 \| 0.7752 \| 0.9402 \| 0.9640 \| nan \| 0.8989 \| 0.9885 \| 0.9627 \| 0.8608 \| 0.9902 \| 0.0 \| 0.8968 \| 0.9881 \| 0.9599 \| 0.8182 \| 0.9884 \| \| 0.0086 \| 39.39 \| 25920 \| 0.0958 \| 0.7781 \| 0.9448 \| 0.9653 \| nan \| 0.9025 \| 0.9906 \| 0.9633 \| 0.8758 \| 0.9917 \| 0.0 \| 0.9003 \| 0.9901 \| 0.9608 \| 0.8278 \| 0.9895 \| \| 0.0206 \| 39.42 \| 25940 \| 0.0951 \| 0.7746 \| 0.9416 \| 0.9619 \| nan \| 0.8947 \| 0.9879 \| 0.9601 \| 0.8756 \| 0.9896 \| 0.0 \| 0.8926 \| 0.9875 \| 0.9577 \| 0.8220 \| 0.9877 \| \| 0.0045 \| 39.45 \| 25960 \| 0.0931 \| 0.7765 \| 0.9421 \| 0.9646 \| nan \| 0.9003 \| 0.9895 \| 0.9636 \| 0.8683 \| 0.9888 \| 0.0 \| 0.8982 \| 0.9891 \| 0.9610 \| 0.8236 \| 0.9871 \| \| 0.0037 \| 39.48 \| 25980 \| 0.0934 \| 0.7760 \| 0.9420 \| 0.9630 \| nan \| 0.8977 \| 0.9891 \| 0.9610 \| 0.8715 \| 0.9909 \| 0.0 \| 0.8956 \| 0.9886 \| 0.9587 \| 0.8245 \| 0.9888 \| \| 0.028 \| 39.51 \| 26000 \| 0.0944 \| 0.7756 \| 0.9417 \| 0.9635 \| nan \| 0.8960 \| 0.9894 \| 0.9618 \| 0.8700 \| 0.9913 \| 0.0 \| 0.8939 \| 0.9889 \| 0.9595 \| 0.8219 \| 0.9891 \| \| 0.0061 \| 39.54 \| 26020 \| 0.0963 \| 0.7764 \| 0.9415 \| 0.9641 \| nan \| 0.9006 \| 0.9894 \| 0.9624 \| 0.8648 \| 0.9905 \| 0.0 \| 0.8986 \| 0.9889 \| 0.9599 \| 0.8225 \| 0.9886 \| \| 0.0159 \| 39.57 \| 26040 \| 0.0968 \| 0.7749 \| 0.9396 \| 0.9620 \| nan \| 0.8971 \| 0.9896 \| 0.9599 \| 0.8625 \| 0.9890 \| 0.0 \| 0.8952 \| 0.9891 \| 0.9573 \| 0.8208 \| 0.9872 \| \| 0.0098 \| 39.6 \| 26060 \| 0.0975 \| 0.7765 \| 0.9414 \| 0.9650 \| nan \| 0.9020 \| 0.9897 \| 0.9639 \| 0.8622 \| 0.9889 \| 0.0 \| 0.9000 \| 0.9892 \| 0.9612 \| 0.8216 \| 0.9872 \| \| 0.0367 \| 39.64 \| 26080 \| 0.0939 \| 0.7746 \| 0.9388 \| 0.9638 \| nan \| 0.8936 \| 0.9887 \| 0.9626 \| 0.8576 \| 0.9915 \| 0.0 \| 0.8916 \| 0.9882 \| 0.9602 \| 0.8184 \| 0.9894 \| \| 0.0037 \| 39.67 \| 26100 \| 0.0960 \| 0.7740 \| 0.9383 \| 0.9631 \| nan \| 0.8909 \| 0.9892 \| 0.9615 \| 0.8573 \| 0.9925 \| 0.0 \| 0.8889 \| 0.9886 \| 0.9592 \| 0.8174 \| 0.9900 \| \| 0.0057 \| 39.7 \| 26120 \| 0.0930 \| 0.7743 \| 0.9383 \| 0.9637 \| nan \| 0.8999 \| 0.9862 \| 0.9619 \| 0.8517 \| 0.9919 \| 0.0 \| 0.8975 \| 0.9858 \| 0.9597 \| 0.8131 \| 0.9895 \| \| 0.0204 \| 39.73 \| 26140 \| 0.0970 \| 0.7737 \| 0.9387 \| 0.9612 \| nan \| 0.8978 \| 0.9876 \| 0.9583 \| 0.8583 \| 0.9913 \| 0.0 \| 0.8951 \| 0.9872 \| 0.9560 \| 0.8147 \| 0.9890 \| \| 0.0136 \| 39.76 \| 26160 \| 0.0935 \| 0.7712 \| 0.9361 \| 0.9621 \| nan \| 0.8825 \| 0.9882 \| 0.9619 \| 0.8575 \| 0.9902 \| 0.0 \| 0.8805 \| 0.9878 \| 0.9593 \| 0.8116 \| 0.9882 \| \| 0.0249 \| 39.79 \| 26180 \| 0.0945 \| 0.7733 \| 0.9382 \| 0.9630 \| nan \| 0.8932 \| 0.9884 \| 0.9616 \| 0.8565 \| 0.9913 \| 0.0 \| 0.8910 \| 0.9880 \| 0.9591 \| 0.8123 \| 0.9893 \| \| 0.0052 \| 39.82 \| 26200 \| 0.0986 \| 0.7729 \| 0.9386 \| 0.9633 \| nan \| 0.8941 \| 0.9869 \| 0.9630 \| 0.8611 \| 0.9880 \| 0.0 \| 0.8921 \| 0.9866 \| 0.9602 \| 0.8120 \| 0.9865 \| \| 0.0034 \| 39.85 \| 26220 \| 0.0999 \| 0.7739 \| 0.9394 \| 0.9626 \| nan \| 0.9015 \| 0.9867 \| 0.9613 \| 0.8610 \| 0.9866 \| 0.0 \| 0.8990 \| 0.9864 \| 0.9586 \| 0.8142 \| 0.9851 \| \| 0.0206 \| 39.88 \| 26240 \| 0.0966 \| 0.7763 \| 0.9419 \| 0.9636 \| nan \| 0.9039 \| 0.9895 \| 0.9616 \| 0.8662 \| 0.9884 \| 0.0 \| 0.9013 \| 0.9891 \| 0.9590 \| 0.8216 \| 0.9867 \| \| 0.0109 \| 39.91 \| 26260 \| 0.0979 \| 0.7752 \| 0.9397 \| 0.9630 \| nan \| 0.8965 \| 0.9894 \| 0.9610 \| 0.8606 \| 0.9912 \| 0.0 \| 0.8940 \| 0.9890 \| 0.9585 \| 0.8206 \| 0.9889 \| \| 0.0038 \| 39.94 \| 26280 \| 0.0980 \| 0.7755 \| 0.9406 \| 0.9636 \| nan \| 0.8978 \| 0.9891 \| 0.9619 \| 0.8632 \| 0.9908 \| 0.0 \| 0.8956 \| 0.9887 \| 0.9592 \| 0.8209 \| 0.9886 \| \| 0.0011 \| 39.97 \| 26300 \| 0.1015 \| 0.7752 \| 0.9414 \| 0.9625 \| nan \| 0.9016 \| 0.9895 \| 0.9596 \| 0.8651 \| 0.9910 \| 0.0 \| 0.8991 \| 0.9890 \| 0.9571 \| 0.8169 \| 0.9888 \| \| 0.0031 \| 40.0 \| 26320 \| 0.1049 \| 0.7732 \| 0.9379 \| 0.9606 \| nan \| 0.8920 \| 0.9893 \| 0.9581 \| 0.8597 \| 0.9904 \| 0.0 \| 0.8899 \| 0.9888 \| 0.9555 \| 0.8166 \| 0.9884 \| \| 0.0183 \| 40.03 \| 26340 \| 0.1014 \| 0.7735 \| 0.9380 \| 0.9619 \| nan \| 0.8950 \| 0.9884 \| 0.9600 \| 0.8567 \| 0.9898 \| 0.0 \| 0.8928 \| 0.9880 \| 0.9573 \| 0.8151 \| 0.9879 \| \| 0.011 \| 40.06 \| 26360 \| 0.1000 \| 0.7754 \| 0.9404 \| 0.9629 \| nan \| 0.9019 \| 0.9886 \| 0.9605 \| 0.8605 \| 0.9903 \| 0.0 \| 0.8996 \| 0.9882 \| 0.9578 \| 0.8181 \| 0.9884 \| \| 0.003 \| 40.09 \| 26380 \| 0.1009 \| 0.7742 \| 0.9388 \| 0.9636 \| nan \| 0.8963 \| 0.9883 \| 0.9625 \| 0.8573 \| 0.9896 \| 0.0 \| 0.8941 \| 0.9880 \| 0.9598 \| 0.8155 \| 0.9877 \| \| 0.0077 \| 40.12 \| 26400 \| 0.0964 \| 0.7740 \| 0.9392 \| 0.9632 \| nan \| 0.8951 \| 0.9891 \| 0.9623 \| 0.8614 \| 0.9883 \| 0.0 \| 0.8930 \| 0.9887 \| 0.9595 \| 0.8163 \| 0.9867 \| \| 0.02 \| 40.15 \| 26420 \| 0.0958 \| 0.7739 \| 0.9391 \| 0.9610 \| nan \| 0.8997 \| 0.9881 \| 0.9581 \| 0.8600 \| 0.9897 \| 0.0 \| 0.8973 \| 0.9877 \| 0.9556 \| 0.8152 \| 0.9878 \| \| 0.005 \| 40.18 \| 26440 \| 0.0997 \| 0.7751 \| 0.9400 \| 0.9637 \| nan \| 0.9007 \| 0.9882 \| 0.9621 \| 0.8594 \| 0.9894 \| 0.0 \| 0.8986 \| 0.9879 \| 0.9595 \| 0.8170 \| 0.9876 \| \| 0.0041 \| 40.21 \| 26460 \| 0.0990 \| 0.7758 \| 0.9395 \| 0.9634 \| nan \| 0.9014 \| 0.9888 \| 0.9615 \| 0.8562 \| 0.9897 \| 0.0 \| 0.8994 \| 0.9884 \| 0.9588 \| 0.8201 \| 0.9878 \| \| 0.0067 \| 40.24 \| 26480 \| 0.0991 \| 0.7740 \| 0.9381 \| 0.9611 \| nan \| 0.8942 \| 0.9888 \| 0.9592 \| 0.8597 \| 0.9886 \| 0.0 \| 0.8920 \| 0.9883 \| 0.9567 \| 0.8203 \| 0.9868 \| \| 0.0085 \| 40.27 \| 26500 \| 0.0990 \| 0.7748 \| 0.9392 \| 0.9620 \| nan \| 0.8999 \| 0.9885 \| 0.9598 \| 0.8588 \| 0.9891 \| 0.0 \| 0.8974 \| 0.9880 \| 0.9573 \| 0.8190 \| 0.9873 \| \| 0.0074 \| 40.3 \| 26520 \| 0.1008 \| 0.7736 \| 0.9368 \| 0.9628 \| nan \| 0.8962 \| 0.9879 \| 0.9612 \| 0.8488 \| 0.9901 \| 0.0 \| 0.8943 \| 0.9875 \| 0.9584 \| 0.8130 \| 0.9882 \| \| 0.035 \| 40.33 \| 26540 \| 0.1004 \| 0.7742 \| 0.9381 \| 0.9615 \| nan \| 0.8975 \| 0.9889 \| 0.9588 \| 0.8547 \| 0.9907 \| 0.0 \| 0.8953 \| 0.9884 \| 0.9562 \| 0.8170 \| 0.9886 \| \| 0.0039 \| 40.36 \| 26560 \| 0.1064 \| 0.7745 \| 0.9381 \| 0.9637 \| nan \| 0.8986 \| 0.9882 \| 0.9622 \| 0.8510 \| 0.9903 \| 0.0 \| 0.8967 \| 0.9878 \| 0.9594 \| 0.8149 \| 0.9883 \| \| 0.0303 \| 40.4 \| 26580 \| 0.1018 \| 0.7731 \| 0.9355 \| 0.9614 \| nan \| 0.8987 \| 0.9875 \| 0.9589 \| 0.8423 \| 0.9901 \| 0.0 \| 0.8966 \| 0.9872 \| 0.9563 \| 0.8105 \| 0.9880 \| \| 0.0025 \| 40.43 \| 26600 \| 0.1036 \| 0.7728 \| 0.9360 \| 0.9616 \| nan \| 0.8966 \| 0.9885 \| 0.9597 \| 0.8462 \| 0.9887 \| 0.0 \| 0.8945 \| 0.9881 \| 0.9570 \| 0.8101 \| 0.9869 \| \| 0.009 \| 40.46 \| 26620 \| 0.0966 \| 0.7734 \| 0.9377 \| 0.9653 \| nan \| 0.8947 \| 0.9886 \| 0.9659 \| 0.8522 \| 0.9872 \| 0.0 \| 0.8929 \| 0.9881 \| 0.9628 \| 0.8111 \| 0.9857 \| \| 0.0092 \| 40.49 \| 26640 \| 0.0989 \| 0.7732 \| 0.9370 \| 0.9624 \| nan \| 0.8966 \| 0.9884 \| 0.9606 \| 0.8495 \| 0.9901 \| 0.0 \| 0.8946 \| 0.9879 \| 0.9579 \| 0.8110 \| 0.9879 \| \| 0.01 \| 40.52 \| 26660 \| 0.0963 \| 0.7724 \| 0.9353 \| 0.9606 \| nan \| 0.8933 \| 0.9888 \| 0.9579 \| 0.8455 \| 0.9911 \| 0.0 \| 0.8913 \| 0.9882 \| 0.9554 \| 0.8108 \| 0.9886 \| \| 0.0391 \| 40.55 \| 26680 \| 0.0994 \| 0.7723 \| 0.9351 \| 0.9613 \| nan \| 0.8933 \| 0.9885 \| 0.9596 \| 0.8449 \| 0.9891 \| 0.0 \| 0.8914 \| 0.9880 \| 0.9568 \| 0.8105 \| 0.9872 \| \| 0.0053 \| 40.58 \| 26700 \| 0.0967 \| 0.7732 \| 0.9359 \| 0.9634 \| nan \| 0.8953 \| 0.9877 \| 0.9625 \| 0.8447 \| 0.9892 \| 0.0 \| 0.8936 \| 0.9873 \| 0.9596 \| 0.8116 \| 0.9873 \| \| 0.0095 \| 40.61 \| 26720 \| 0.0972 \| 0.7749 \| 0.9384 \| 0.9637 \| nan \| 0.8996 \| 0.9885 \| 0.9620 \| 0.8512 \| 0.9905 \| 0.0 \| 0.8976 \| 0.9880 \| 0.9593 \| 0.8160 \| 0.9883 \| \| 0.0048 \| 40.64 \| 26740 \| 0.1005 \| 0.7736 \| 0.9387 \| 0.9615 \| nan \| 0.8976 \| 0.9874 \| 0.9594 \| 0.8597 \| 0.9892 \| 0.0 \| 0.8958 \| 0.9870 \| 0.9567 \| 0.8149 \| 0.9873 \| \| 0.0247 \| 40.67 \| 26760 \| 0.0979 \| 0.7735 \| 0.9370 \| 0.9637 \| nan \| 0.8951 \| 0.9884 \| 0.9629 \| 0.8488 \| 0.9896 \| 0.0 \| 0.8933 \| 0.9880 \| 0.9600 \| 0.8120 \| 0.9876 \| \| 0.0054 \| 40.7 \| 26780 \| 0.1019 \| 0.7741 \| 0.9379 \| 0.9651 \| nan \| 0.8952 \| 0.9886 \| 0.9650 \| 0.8513 \| 0.9896 \| 0.0 \| 0.8934 \| 0.9882 \| 0.9621 \| 0.8132 \| 0.9876 \| \| 0.0041 \| 40.73 \| 26800 \| 0.1026 \| 0.7726 \| 0.9367 \| 0.9624 \| nan \| 0.8915 \| 0.9874 \| 0.9615 \| 0.8533 \| 0.9898 \| 0.0 \| 0.8893 \| 0.9870 \| 0.9588 \| 0.8128 \| 0.9878 \| \| 0.0031 \| 40.76 \| 26820 \| 0.1036 \| 0.7732 \| 0.9371 \| 0.9642 \| nan \| 0.8936 \| 0.9878 \| 0.9637 \| 0.8500 \| 0.9905 \| 0.0 \| 0.8918 \| 0.9874 \| 0.9608 \| 0.8105 \| 0.9885 \| \| 0.0036 \| 40.79 \| 26840 \| 0.1016 \| 0.7725 \| 0.9363 \| 0.9643 \| nan \| 0.8903 \| 0.9875 \| 0.9646 \| 0.8495 \| 0.9897 \| 0.0 \| 0.8886 \| 0.9872 \| 0.9616 \| 0.8098 \| 0.9879 \| \| 0.0072 \| 40.82 \| 26860 \| 0.1072 \| 0.7732 \| 0.9369 \| 0.9633 \| nan \| 0.8922 \| 0.9885 \| 0.9624 \| 0.8509 \| 0.9907 \| 0.0 \| 0.8904 \| 0.9881 \| 0.9596 \| 0.8125 \| 0.9886 \| \| 0.0068 \| 40.85 \| 26880 \| 0.1032 \| 0.7720 \| 0.9351 \| 0.9631 \| nan \| 0.8868 \| 0.9885 \| 0.9628 \| 0.8468 \| 0.9905 \| 0.0 \| 0.8851 \| 0.9880 \| 0.9599 \| 0.8105 \| 0.9885 \| \| 0.02 \| 40.88 \| 26900 \| 0.1065 \| 0.7727 \| 0.9360 \| 0.9632 \| nan \| 0.8942 \| 0.9874 \| 0.9622 \| 0.8462 \| 0.9901 \| 0.0 \| 0.8924 \| 0.9870 \| 0.9594 \| 0.8094 \| 0.9881 \| \| 0.0443 \| 40.91 \| 26920 \| 0.1022 \| 0.7740 \| 0.9377 \| 0.9633 \| nan \| 0.8995 \| 0.9898 \| 0.9612 \| 0.8470 \| 0.9909 \| 0.0 \| 0.8976 \| 0.9892 \| 0.9584 \| 0.8098 \| 0.9888 \| \| 0.0195 \| 40.94 \| 26940 \| 0.1028 \| 0.7732 \| 0.9372 \| 0.9612 \| nan \| 0.8978 \| 0.9898 \| 0.9581 \| 0.8496 \| 0.9909 \| 0.0 \| 0.8956 \| 0.9893 \| 0.9555 \| 0.8101 \| 0.9888 \| \| 0.0367 \| 40.97 \| 26960 \| 0.1032 \| 0.7724 \| 0.9370 \| 0.9600 \| nan \| 0.8959 \| 0.9886 \| 0.9568 \| 0.8531 \| 0.9907 \| 0.0 \| 0.8938 \| 0.9881 \| 0.9542 \| 0.8098 \| 0.9887 \| \| 0.0068 \| 41.0 \| 26980 \| 0.1044 \| 0.7728 \| 0.9377 \| 0.9613 \| nan \| 0.8945 \| 0.9892 \| 0.9588 \| 0.8550 \| 0.9908 \| 0.0 \| 0.8927 \| 0.9887 \| 0.9560 \| 0.8102 \| 0.9888 \| \| 0.0035 \| 41.03 \| 27000 \| 0.1066 \| 0.7712 \| 0.9359 \| 0.9605 \| nan \| 0.8909 \| 0.9875 \| 0.9584 \| 0.8525 \| 0.9903 \| 0.0 \| 0.8891 \| 0.9871 \| 0.9557 \| 0.8067 \| 0.9884 \| \| 0.0057 \| 41.06 \| 27020 \| 0.1066 \| 0.7715 \| 0.9364 \| 0.9595 \| nan \| 0.8936 \| 0.9883 \| 0.9566 \| 0.8536 \| 0.9898 \| 0.0 \| 0.8916 \| 0.9879 \| 0.9540 \| 0.8074 \| 0.9879 \| \| 0.0021 \| 41.09 \| 27040 \| 0.0991 \| 0.7741 \| 0.9382 \| 0.9625 \| nan \| 0.9005 \| 0.9888 \| 0.9602 \| 0.8520 \| 0.9895 \| 0.0 \| 0.8986 \| 0.9883 \| 0.9573 \| 0.8123 \| 0.9878 \| \| 0.0047 \| 41.12 \| 27060 \| 0.0973 \| 0.7737 \| 0.9378 \| 0.9617 \| nan \| 0.8951 \| 0.9879 \| 0.9598 \| 0.8569 \| 0.9894 \| 0.0 \| 0.8931 \| 0.9875 \| 0.9571 \| 0.8168 \| 0.9877 \| \| 0.0377 \| 41.16 \| 27080 \| 0.1009 \| 0.7731 \| 0.9368 \| 0.9628 \| nan \| 0.8905 \| 0.9884 \| 0.9618 \| 0.8531 \| 0.9904 \| 0.0 \| 0.8887 \| 0.9879 \| 0.9590 \| 0.8143 \| 0.9884 \| \| 0.0066 \| 41.19 \| 27100 \| 0.1011 \| 0.7733 \| 0.9379 \| 0.9635 \| nan \| 0.8949 \| 0.9878 \| 0.9630 \| 0.8561 \| 0.9879 \| 0.0 \| 0.8929 \| 0.9874 \| 0.9602 \| 0.8132 \| 0.9863 \| \| 0.0039 \| 41.22 \| 27120 \| 0.1049 \| 0.7741 \| 0.9380 \| 0.9639 \| nan \| 0.8986 \| 0.9879 \| 0.9627 \| 0.8508 \| 0.9900 \| 0.0 \| 0.8969 \| 0.9874 \| 0.9598 \| 0.8125 \| 0.9882 \| \| 0.0046 \| 41.25 \| 27140 \| 0.1038 \| 0.7766 \| 0.9410 \| 0.9665 \| nan \| 0.9002 \| 0.9895 \| 0.9658 \| 0.8580 \| 0.9915 \| 0.0 \| 0.8984 \| 0.9889 \| 0.9630 \| 0.8198 \| 0.9894 \| \| 0.0029 \| 41.28 \| 27160 \| 0.1020 \| 0.7759 \| 0.9409 \| 0.9650 \| nan \| 0.9013 \| 0.9875 \| 0.9638 \| 0.8610 \| 0.9906 \| 0.0 \| 0.8992 \| 0.9871 \| 0.9611 \| 0.8193 \| 0.9886 \| \| 0.0042 \| 41.31 \| 27180 \| 0.0992 \| 0.7750 \| 0.9398 \| 0.9626 \| nan \| 0.8955 \| 0.9881 \| 0.9607 \| 0.8634 \| 0.9914 \| 0.0 \| 0.8930 \| 0.9876 \| 0.9583 \| 0.8219 \| 0.9891 \| \| 0.005 \| 41.34 \| 27200 \| 0.0982 \| 0.7742 \| 0.9390 \| 0.9624 \| nan \| 0.8937 \| 0.9883 \| 0.9607 \| 0.8617 \| 0.9907 \| 0.0 \| 0.8912 \| 0.9879 \| 0.9582 \| 0.8191 \| 0.9885 \| \| 0.0299 \| 41.37 \| 27220 \| 0.1003 \| 0.7744 \| 0.9404 \| 0.9619 \| nan \| 0.8984 \| 0.9890 \| 0.9595 \| 0.8652 \| 0.9900 \| 0.0 \| 0.8958 \| 0.9886 \| 0.9571 \| 0.8172 \| 0.9880 \| \| 0.01 \| 41.4 \| 27240 \| 0.1015 \| 0.7722 \| 0.9368 \| 0.9602 \| nan \| 0.8920 \| 0.9881 \| 0.9584 \| 0.8577 \| 0.9876 \| 0.0 \| 0.8897 \| 0.9876 \| 0.9559 \| 0.8137 \| 0.9860 \| \| 0.0051 \| 41.43 \| 27260 \| 0.1018 \| 0.7742 \| 0.9389 \| 0.9634 \| nan \| 0.8958 \| 0.9890 \| 0.9623 \| 0.8579 \| 0.9892 \| 0.0 \| 0.8936 \| 0.9886 \| 0.9596 \| 0.8160 \| 0.9875 \| \| 0.0039 \| 41.46 \| 27280 \| 0.0982 \| 0.7740 \| 0.9383 \| 0.9624 \| nan \| 0.8938 \| 0.9879 \| 0.9609 \| 0.8584 \| 0.9904 \| 0.0 \| 0.8917 \| 0.9875 \| 0.9583 \| 0.8179 \| 0.9885 \| \| 0.0046 \| 41.49 \| 27300 \| 0.1017 \| 0.7738 \| 0.9377 \| 0.9614 \| nan \| 0.8934 \| 0.9878 \| 0.9590 \| 0.8566 \| 0.9917 \| 0.0 \| 0.8914 \| 0.9873 \| 0.9565 \| 0.8180 \| 0.9894 \| \| 0.0228 \| 41.52 \| 27320 \| 0.1011 \| 0.7758 \| 0.9405 \| 0.9651 \| nan \| 0.8998 \| 0.9890 \| 0.9642 \| 0.8594 \| 0.9901 \| 0.0 \| 0.8978 \| 0.9885 \| 0.9613 \| 0.8189 \| 0.9884 \| \| 0.0212 \| 41.55 \| 27340 \| 0.1001 \| 0.7749 \| 0.9390 \| 0.9650 \| nan \| 0.8953 \| 0.9879 \| 0.9648 \| 0.8572 \| 0.9899 \| 0.0 \| 0.8933 \| 0.9875 \| 0.9620 \| 0.8182 \| 0.9881 \| \| 0.0053 \| 41.58 \| 27360 \| 0.0970 \| 0.7741 \| 0.9385 \| 0.9632 \| nan \| 0.8958 \| 0.9870 \| 0.9622 \| 0.8580 \| 0.9893 \| 0.0 \| 0.8936 \| 0.9867 \| 0.9595 \| 0.8173 \| 0.9876 \| \| 0.0048 \| 41.61 \| 27380 \| 0.1021 \| 0.7754 \| 0.9400 \| 0.9645 \| nan \| 0.8991 \| 0.9885 \| 0.9634 \| 0.8592 \| 0.9899 \| 0.0 \| 0.8971 \| 0.9881 \| 0.9606 \| 0.8185 \| 0.9881 \| \| 0.0031 \| 41.64 \| 27400 \| 0.1021 \| 0.7740 \| 0.9384 \| 0.9632 \| nan \| 0.8933 \| 0.9874 \| 0.9623 \| 0.8586 \| 0.9902 \| 0.0 \| 0.8915 \| 0.9870 \| 0.9595 \| 0.8174 \| 0.9884 \| \| 0.003 \| 41.67 \| 27420 \| 0.1080 \| 0.7733 \| 0.9370 \| 0.9618 \| nan \| 0.8926 \| 0.9868 \| 0.9600 \| 0.8541 \| 0.9918 \| 0.0 \| 0.8906 \| 0.9864 \| 0.9573 \| 0.8157 \| 0.9895 \| \| 0.0028 \| 41.7 \| 27440 \| 0.1006 \| 0.7761 \| 0.9408 \| 0.9641 \| nan \| 0.9019 \| 0.9882 \| 0.9621 \| 0.8599 \| 0.9918 \| 0.0 \| 0.8997 \| 0.9878 \| 0.9593 \| 0.8199 \| 0.9898 \| \| 0.0277 \| 41.73 \| 27460 \| 0.0984 \| 0.7747 \| 0.9391 \| 0.9640 \| nan \| 0.8997 \| 0.9872 \| 0.9629 \| 0.8562 \| 0.9897 \| 0.0 \| 0.8976 \| 0.9868 \| 0.9600 \| 0.8160 \| 0.9880 \| \| 0.0214 \| 41.76 \| 27480 \| 0.0998 \| 0.7744 \| 0.9383 \| 0.9651 \| nan \| 0.8938 \| 0.9881 \| 0.9649 \| 0.8540 \| 0.9909 \| 0.0 \| 0.8918 \| 0.9877 \| 0.9620 \| 0.8155 \| 0.9891 \| \| 0.0214 \| 41.79 \| 27500 \| 0.0971 \| 0.7757 \| 0.9403 \| 0.9628 \| nan \| 0.8987 \| 0.9887 \| 0.9602 \| 0.8613 \| 0.9925 \| 0.0 \| 0.8965 \| 0.9882 \| 0.9577 \| 0.8216 \| 0.9902 \| \| 0.0164 \| 41.82 \| 27520 \| 0.0969 \| 0.7722 \| 0.9362 \| 0.9601 \| nan \| 0.8867 \| 0.9883 \| 0.9580 \| 0.8565 \| 0.9913 \| 0.0 \| 0.8850 \| 0.9878 \| 0.9555 \| 0.8159 \| 0.9892 \| \| 0.0053 \| 41.85 \| 27540 \| 0.0996 \| 0.7740 \| 0.9384 \| 0.9622 \| nan \| 0.8957 \| 0.9888 \| 0.9600 \| 0.8563 \| 0.9910 \| 0.0 \| 0.8938 \| 0.9883 \| 0.9573 \| 0.8154 \| 0.9890 \| \| 0.0142 \| 41.88 \| 27560 \| 0.1008 \| 0.7728 \| 0.9364 \| 0.9617 \| nan \| 0.8940 \| 0.9875 \| 0.9598 \| 0.8497 \| 0.9909 \| 0.0 \| 0.8922 \| 0.9870 \| 0.9571 \| 0.8117 \| 0.9888 \| \| 0.0018 \| 41.91 \| 27580 \| 0.1018 \| 0.7727 \| 0.9365 \| 0.9614 \| nan \| 0.8952 \| 0.9868 \| 0.9594 \| 0.8509 \| 0.9903 \| 0.0 \| 0.8933 \| 0.9864 \| 0.9567 \| 0.8117 \| 0.9883 \| \| 0.0121 \| 41.95 \| 27600 \| 0.0985 \| 0.7752 \| 0.9394 \| 0.9642 \| nan \| 0.9010 \| 0.9886 \| 0.9627 \| 0.8545 \| 0.9900 \| 0.0 \| 0.8990 \| 0.9882 \| 0.9599 \| 0.8157 \| 0.9882 \| \| 0.0067 \| 41.98 \| 27620 \| 0.1009 \| 0.7735 \| 0.9383 \| 0.9627 \| nan \| 0.8944 \| 0.9884 \| 0.9614 \| 0.8579 \| 0.9895 \| 0.0 \| 0.8924 \| 0.9879 \| 0.9587 \| 0.8146 \| 0.9877 \| \| 0.0199 \| 42.01 \| 27640 \| 0.0970 \| 0.7732 \| 0.9373 \| 0.9628 \| nan \| 0.8902 \| 0.9881 \| 0.9619 \| 0.8558 \| 0.9908 \| 0.0 \| 0.8885 \| 0.9876 \| 0.9591 \| 0.8154 \| 0.9888 \| \| 0.0156 \| 42.04 \| 27660 \| 0.0991 \| 0.7749 \| 0.9396 \| 0.9634 \| nan \| 0.9014 \| 0.9880 \| 0.9614 \| 0.8570 \| 0.9903 \| 0.0 \| 0.8996 \| 0.9875 \| 0.9587 \| 0.8151 \| 0.9884 \| \| 0.0083 \| 42.07 \| 27680 \| 0.0978 \| 0.7749 \| 0.9398 \| 0.9628 \| nan \| 0.9016 \| 0.9886 \| 0.9602 \| 0.8574 \| 0.9910 \| 0.0 \| 0.8997 \| 0.9881 \| 0.9577 \| 0.8151 \| 0.9889 \| \| 0.0193 \| 42.1 \| 27700 \| 0.0952 \| 0.7738 \| 0.9379 \| 0.9619 \| nan \| 0.8965 \| 0.9885 \| 0.9597 \| 0.8551 \| 0.9899 \| 0.0 \| 0.8947 \| 0.9880 \| 0.9571 \| 0.8150 \| 0.9881 \| \| 0.0103 \| 42.13 \| 27720 \| 0.0978 \| 0.7737 \| 0.9379 \| 0.9631 \| nan \| 0.8940 \| 0.9885 \| 0.9621 \| 0.8557 \| 0.9893 \| 0.0 \| 0.8925 \| 0.9880 \| 0.9592 \| 0.8150 \| 0.9877 \| \| 0.0034 \| 42.16 \| 27740 \| 0.0996 \| 0.7736 \| 0.9381 \| 0.9614 \| nan \| 0.8948 \| 0.9877 \| 0.9590 \| 0.8573 \| 0.9914 \| 0.0 \| 0.8930 \| 0.9873 \| 0.9564 \| 0.8158 \| 0.9893 \| \| 0.0158 \| 42.19 \| 27760 \| 0.1003 \| 0.7738 \| 0.9386 \| 0.9623 \| nan \| 0.8960 \| 0.9876 \| 0.9604 \| 0.8588 \| 0.9904 \| 0.0 \| 0.8940 \| 0.9871 \| 0.9577 \| 0.8155 \| 0.9886 \| \| 0.0004 \| 42.22 \| 27780 \| 0.1000 \| 0.7744 \| 0.9392 \| 0.9631 \| nan \| 0.8994 \| 0.9883 \| 0.9613 \| 0.8570 \| 0.9900 \| 0.0 \| 0.8976 \| 0.9879 \| 0.9585 \| 0.8141 \| 0.9882 \| \| 0.0298 \| 42.25 \| 27800 \| 0.0953 \| 0.7746 \| 0.9395 \| 0.9626 \| nan \| 0.9002 \| 0.9887 \| 0.9600 \| 0.8578 \| 0.9910 \| 0.0 \| 0.8981 \| 0.9882 \| 0.9575 \| 0.8148 \| 0.9890 \| \| 0.0041 \| 42.28 \| 27820 \| 0.1039 \| 0.7741 \| 0.9391 \| 0.9628 \| nan \| 0.8976 \| 0.9888 \| 0.9608 \| 0.8576 \| 0.9904 \| 0.0 \| 0.8959 \| 0.9883 \| 0.9582 \| 0.8139 \| 0.9884 \| \| 0.012 \| 42.31 \| 27840 \| 0.0998 \| 0.7729 \| 0.9378 \| 0.9625 \| nan \| 0.8953 \| 0.9883 \| 0.9612 \| 0.8556 \| 0.9886 \| 0.0 \| 0.8936 \| 0.9878 \| 0.9586 \| 0.8106 \| 0.9868 \| \| 0.0042 \| 42.34 \| 27860 \| 0.1018 \| 0.7735 \| 0.9383 \| 0.9630 \| nan \| 0.8995 \| 0.9880 \| 0.9619 \| 0.8553 \| 0.9871 \| 0.0 \| 0.8977 \| 0.9875 \| 0.9591 \| 0.8113 \| 0.9856 \| \| 0.0115 \| 42.37 \| 27880 \| 0.1020 \| 0.7740 \| 0.9387 \| 0.9626 \| nan \| 0.8987 \| 0.9882 \| 0.9608 \| 0.8563 \| 0.9893 \| 0.0 \| 0.8967 \| 0.9877 \| 0.9583 \| 0.8138 \| 0.9874 \| \| 0.0246 \| 42.4 \| 27900 \| 0.0999 \| 0.7726 \| 0.9366 \| 0.9618 \| nan \| 0.8974 \| 0.9859 \| 0.9602 \| 0.8507 \| 0.9886 \| 0.0 \| 0.8956 \| 0.9856 \| 0.9575 \| 0.8100 \| 0.9868 \| \| 0.0053 \| 42.43 \| 27920 \| 0.0985 \| 0.7755 \| 0.9404 \| 0.9629 \| nan \| 0.9045 \| 0.9886 \| 0.9602 \| 0.8585 \| 0.9904 \| 0.0 \| 0.9024 \| 0.9881 \| 0.9577 \| 0.8165 \| 0.9884 \| \| 0.0053 \| 42.46 \| 27940 \| 0.1021 \| 0.7742 \| 0.9390 \| 0.9617 \| nan \| 0.8992 \| 0.9883 \| 0.9592 \| 0.8587 \| 0.9898 \| 0.0 \| 0.8970 \| 0.9879 \| 0.9567 \| 0.8159 \| 0.9879 \| \| 0.0154 \| 42.49 \| 27960 \| 0.1011 \| 0.7733 \| 0.9378 \| 0.9607 \| nan \| 0.8966 \| 0.9868 \| 0.9581 \| 0.8576 \| 0.9899 \| 0.0 \| 0.8946 \| 0.9863 \| 0.9557 \| 0.8155 \| 0.9879 \| \| 0.0046 \| 42.52 \| 27980 \| 0.1011 \| 0.7756 \| 0.9401 \| 0.9635 \| nan \| 0.9026 \| 0.9883 \| 0.9614 \| 0.8578 \| 0.9906 \| 0.0 \| 0.9006 \| 0.9878 \| 0.9589 \| 0.8178 \| 0.9886 \| \| 0.0556 \| 42.55 \| 28000 \| 0.0988 \| 0.7742 \| 0.9393 \| 0.9621 \| nan \| 0.8966 \| 0.9883 \| 0.9601 \| 0.8615 \| 0.9898 \| 0.0 \| 0.8943 \| 0.9878 \| 0.9577 \| 0.8175 \| 0.9879 \| \| 0.002 \| 42.58 \| 28020 \| 0.1016 \| 0.7752 \| 0.9406 \| 0.9636 \| nan \| 0.9015 \| 0.9890 \| 0.9619 \| 0.8620 \| 0.9886 \| 0.0 \| 0.8994 \| 0.9885 \| 0.9593 \| 0.8171 \| 0.9869 \| \| 0.0055 \| 42.61 \| 28040 \| 0.1025 \| 0.7751 \| 0.9396 \| 0.9629 \| nan \| 0.9001 \| 0.9894 \| 0.9608 \| 0.8585 \| 0.9895 \| 0.0 \| 0.8982 \| 0.9889 \| 0.9582 \| 0.8176 \| 0.9876 \| \| 0.0046 \| 42.64 \| 28060 \| 0.1012 \| 0.7729 \| 0.9370 \| 0.9611 \| nan \| 0.8887 \| 0.9881 \| 0.9595 \| 0.8583 \| 0.9904 \| 0.0 \| 0.8868 \| 0.9876 \| 0.9571 \| 0.8175 \| 0.9883 \| \| 0.0336 \| 42.67 \| 28080 \| 0.0988 \| 0.7730 \| 0.9364 \| 0.9615 \| nan \| 0.8916 \| 0.9874 \| 0.9600 \| 0.8528 \| 0.9899 \| 0.0 \| 0.8898 \| 0.9870 \| 0.9574 \| 0.8161 \| 0.9879 \| \| 0.0168 \| 42.71 \| 28100 \| 0.0992 \| 0.7727 \| 0.9368 \| 0.9615 \| nan \| 0.8850 \| 0.9886 \| 0.9606 \| 0.8598 \| 0.9901 \| 0.0 \| 0.8832 \| 0.9881 \| 0.9579 \| 0.8186 \| 0.9882 \| \| 0.0069 \| 42.74 \| 28120 \| 0.0990 \| 0.7744 \| 0.9394 \| 0.9620 \| nan \| 0.8945 \| 0.9888 \| 0.9601 \| 0.8640 \| 0.9898 \| 0.0 \| 0.8924 \| 0.9882 \| 0.9576 \| 0.8200 \| 0.9880 \| \| 0.0029 \| 42.77 \| 28140 \| 0.1012 \| 0.7740 \| 0.9394 \| 0.9610 \| nan \| 0.8976 \| 0.9877 \| 0.9585 \| 0.8637 \| 0.9893 \| 0.0 \| 0.8952 \| 0.9873 \| 0.9559 \| 0.8183 \| 0.9875 \| \| 0.0242 \| 42.8 \| 28160 \| 0.1033 \| 0.7730 \| 0.9382 \| 0.9578 \| nan \| 0.8938 \| 0.9886 \| 0.9539 \| 0.8655 \| 0.9894 \| 0.0 \| 0.8915 \| 0.9881 \| 0.9515 \| 0.8195 \| 0.9876 \| \| 0.0189 \| 42.83 \| 28180 \| 0.0983 \| 0.7734 \| 0.9383 \| 0.9589 \| nan \| 0.8944 \| 0.9882 \| 0.9556 \| 0.8641 \| 0.9893 \| 0.0 \| 0.8922 \| 0.9877 \| 0.9531 \| 0.8199 \| 0.9875 \| \| 0.0019 \| 42.86 \| 28200 \| 0.1042 \| 0.7745 \| 0.9396 \| 0.9607 \| nan \| 0.8956 \| 0.9881 \| 0.9578 \| 0.8654 \| 0.9909 \| 0.0 \| 0.8937 \| 0.9877 \| 0.9553 \| 0.8213 \| 0.9888 \| \| 0.0039 \| 42.89 \| 28220 \| 0.1019 \| 0.7742 \| 0.9380 \| 0.9597 \| nan \| 0.8976 \| 0.9876 \| 0.9562 \| 0.8581 \| 0.9906 \| 0.0 \| 0.8955 \| 0.9872 \| 0.9537 \| 0.8203 \| 0.9885 \| \| 0.0192 \| 42.92 \| 28240 \| 0.0996 \| 0.7738 \| 0.9382 \| 0.9589 \| nan \| 0.8985 \| 0.9875 \| 0.9551 \| 0.8604 \| 0.9897 \| 0.0 \| 0.8963 \| 0.9871 \| 0.9525 \| 0.8191 \| 0.9878 \| \| 0.0081 \| 42.95 \| 28260 \| 0.0978 \| 0.7734 \| 0.9367 \| 0.9601 \| nan \| 0.8980 \| 0.9870 \| 0.9570 \| 0.8512 \| 0.9902 \| 0.0 \| 0.8959 \| 0.9866 \| 0.9545 \| 0.8151 \| 0.9881 \| \| 0.0067 \| 42.98 \| 28280 \| 0.1029 \| 0.7744 \| 0.9383 \| 0.9619 \| nan \| 0.8973 \| 0.9878 \| 0.9595 \| 0.8558 \| 0.9912 \| 0.0 \| 0.8952 \| 0.9874 \| 0.9569 \| 0.8182 \| 0.9890 \| \| 0.0046 \| 43.01 \| 28300 \| 0.1019 \| 0.7741 \| 0.9381 \| 0.9616 \| nan \| 0.8912 \| 0.9881 \| 0.9598 \| 0.8605 \| 0.9908 \| 0.0 \| 0.8895 \| 0.9877 \| 0.9572 \| 0.8211 \| 0.9888 \| \| 0.0207 \| 43.04 \| 28320 \| 0.1013 \| 0.7760 \| 0.9402 \| 0.9614 \| nan \| 0.9041 \| 0.9892 \| 0.9577 \| 0.8594 \| 0.9907 \| 0.0 \| 0.9021 \| 0.9888 \| 0.9553 \| 0.8214 \| 0.9887 \| \| 0.0058 \| 43.07 \| 28340 \| 0.0985 \| 0.7758 \| 0.9402 \| 0.9621 \| nan \| 0.9005 \| 0.9879 \| 0.9595 \| 0.8627 \| 0.9906 \| 0.0 \| 0.8986 \| 0.9875 \| 0.9570 \| 0.8229 \| 0.9886 \| \| 0.0027 \| 43.1 \| 28360 \| 0.1014 \| 0.7759 \| 0.9412 \| 0.9624 \| nan \| 0.9001 \| 0.9877 \| 0.9598 \| 0.8675 \| 0.9912 \| 0.0 \| 0.8982 \| 0.9873 \| 0.9573 \| 0.8236 \| 0.9892 \| \| 0.0048 \| 43.13 \| 28380 \| 0.1010 \| 0.7760 \| 0.9416 \| 0.9614 \| nan \| 0.9028 \| 0.9885 \| 0.9579 \| 0.8676 \| 0.9911 \| 0.0 \| 0.9006 \| 0.9880 \| 0.9556 \| 0.8230 \| 0.9891 \| \| 0.005 \| 43.16 \| 28400 \| 0.1032 \| 0.7769 \| 0.9423 \| 0.9630 \| nan \| 0.9060 \| 0.9883 \| 0.9598 \| 0.8662 \| 0.9912 \| 0.0 \| 0.9037 \| 0.9879 \| 0.9574 \| 0.8233 \| 0.9892 \| \| 0.0033 \| 43.19 \| 28420 \| 0.1022 \| 0.7765 \| 0.9415 \| 0.9628 \| nan \| 0.9043 \| 0.9888 \| 0.9597 \| 0.8631 \| 0.9915 \| 0.0 \| 0.9021 \| 0.9883 \| 0.9572 \| 0.8222 \| 0.9894 \| \| 0.0292 \| 43.22 \| 28440 \| 0.1042 \| 0.7764 \| 0.9422 \| 0.9631 \| nan \| 0.9043 \| 0.9883 \| 0.9604 \| 0.8672 \| 0.9906 \| 0.0 \| 0.9021 \| 0.9878 \| 0.9579 \| 0.8216 \| 0.9887 \| \| 0.0019 \| 43.25 \| 28460 \| 0.1043 \| 0.7762 \| 0.9414 \| 0.9633 \| nan \| 0.9031 \| 0.9880 \| 0.9609 \| 0.8643 \| 0.9907 \| 0.0 \| 0.9011 \| 0.9876 \| 0.9583 \| 0.8217 \| 0.9888 \| \| 0.0034 \| 43.28 \| 28480 \| 0.1051 \| 0.7749 \| 0.9402 \| 0.9609 \| nan \| 0.8984 \| 0.9880 \| 0.9580 \| 0.8667 \| 0.9899 \| 0.0 \| 0.8966 \| 0.9877 \| 0.9553 \| 0.8215 \| 0.9880 \| \| 0.0038 \| 43.31 \| 28500 \| 0.1063 \| 0.7761 \| 0.9419 \| 0.9628 \| nan \| 0.9018 \| 0.9886 \| 0.9603 \| 0.8686 \| 0.9901 \| 0.0 \| 0.8998 \| 0.9882 \| 0.9576 \| 0.8230 \| 0.9883 \| \| 0.0071 \| 43.34 \| 28520 \| 0.1055 \| 0.7752 \| 0.9402 \| 0.9621 \| nan \| 0.8971 \| 0.9886 \| 0.9598 \| 0.8650 \| 0.9906 \| 0.0 \| 0.8950 \| 0.9881 \| 0.9572 \| 0.8224 \| 0.9886 \| \| 0.007 \| 43.37 \| 28540 \| 0.1054 \| 0.7753 \| 0.9396 \| 0.9632 \| nan \| 0.8981 \| 0.9889 \| 0.9616 \| 0.8597 \| 0.9898 \| 0.0 \| 0.8963 \| 0.9884 \| 0.9589 \| 0.8204 \| 0.9879 \| \| 0.0049 \| 43.4 \| 28560 \| 0.1046 \| 0.7750 \| 0.9395 \| 0.9633 \| nan \| 0.8971 \| 0.9880 \| 0.9620 \| 0.8609 \| 0.9895 \| 0.0 \| 0.8953 \| 0.9875 \| 0.9593 \| 0.8204 \| 0.9877 \| \| 0.0109 \| 43.43 \| 28580 \| 0.1013 \| 0.7758 \| 0.9408 \| 0.9629 \| nan \| 0.9012 \| 0.9891 \| 0.9606 \| 0.8634 \| 0.9897 \| 0.0 \| 0.8991 \| 0.9885 \| 0.9580 \| 0.8213 \| 0.9879 \| \| 0.0074 \| 43.47 \| 28600 \| 0.1007 \| 0.7747 \| 0.9395 \| 0.9613 \| nan \| 0.8982 \| 0.9880 \| 0.9590 \| 0.8634 \| 0.9890 \| 0.0 \| 0.8961 \| 0.9875 \| 0.9564 \| 0.8210 \| 0.9873 \| \| 0.0043 \| 43.5 \| 28620 \| 0.1019 \| 0.7751 \| 0.9402 \| 0.9616 \| nan \| 0.9018 \| 0.9875 \| 0.9592 \| 0.8640 \| 0.9884 \| 0.0 \| 0.8997 \| 0.9871 \| 0.9566 \| 0.8207 \| 0.9868 \| \| 0.0053 \| 43.53 \| 28640 \| 0.1025 \| 0.7759 \| 0.9400 \| 0.9638 \| nan \| 0.9018 \| 0.9888 \| 0.9620 \| 0.8576 \| 0.9900 \| 0.0 \| 0.8998 \| 0.9883 \| 0.9593 \| 0.8203 \| 0.9880 \| \| 0.0032 \| 43.56 \| 28660 \| 0.1016 \| 0.7753 \| 0.9393 \| 0.9635 \| nan \| 0.8993 \| 0.9884 \| 0.9617 \| 0.8564 \| 0.9907 \| 0.0 \| 0.8973 \| 0.9879 \| 0.9590 \| 0.8192 \| 0.9887 \| \| 0.0048 \| 43.59 \| 28680 \| 0.1035 \| 0.7739 \| 0.9371 \| 0.9615 \| nan \| 0.8958 \| 0.9881 \| 0.9593 \| 0.8523 \| 0.9901 \| 0.0 \| 0.8939 \| 0.9877 \| 0.9566 \| 0.8170 \| 0.9881 \| \| 0.0121 \| 43.62 \| 28700 \| 0.1024 \| 0.7734 \| 0.9367 \| 0.9603 \| nan \| 0.8946 \| 0.9883 \| 0.9579 \| 0.8538 \| 0.9890 \| 0.0 \| 0.8927 \| 0.9879 \| 0.9552 \| 0.8175 \| 0.9873 \| \| 0.0033 \| 43.65 \| 28720 \| 0.1046 \| 0.7746 \| 0.9388 \| 0.9607 \| nan \| 0.8989 \| 0.9883 \| 0.9577 \| 0.8595 \| 0.9897 \| 0.0 \| 0.8969 \| 0.9878 \| 0.9551 \| 0.8200 \| 0.9879 \| \| 0.0053 \| 43.68 \| 28740 \| 0.1038 \| 0.7739 \| 0.9376 \| 0.9612 \| nan \| 0.8944 \| 0.9879 \| 0.9590 \| 0.8566 \| 0.9899 \| 0.0 \| 0.8925 \| 0.9875 \| 0.9563 \| 0.8191 \| 0.9881 \| \| 0.0033 \| 43.71 \| 28760 \| 0.1039 \| 0.7738 \| 0.9374 \| 0.9609 \| nan \| 0.8956 \| 0.9882 \| 0.9584 \| 0.8552 \| 0.9896 \| 0.0 \| 0.8937 \| 0.9877 \| 0.9558 \| 0.8175 \| 0.9878 \| \| 0.0033 \| 43.74 \| 28780 \| 0.1026 \| 0.7749 \| 0.9392 \| 0.9623 \| nan \| 0.8996 \| 0.9885 \| 0.9601 \| 0.8584 \| 0.9896 \| 0.0 \| 0.8973 \| 0.9880 \| 0.9575 \| 0.8185 \| 0.9879 \| \| 0.036 \| 43.77 \| 28800 \| 0.1046 \| 0.7741 \| 0.9387 \| 0.9622 \| nan \| 0.8947 \| 0.9893 \| 0.9604 \| 0.8594 \| 0.9899 \| 0.0 \| 0.8925 \| 0.9888 \| 0.9578 \| 0.8176 \| 0.9882 \| \| 0.011 \| 43.8 \| 28820 \| 0.1042 \| 0.7735 \| 0.9385 \| 0.9607 \| nan \| 0.8954 \| 0.9885 \| 0.9583 \| 0.8609 \| 0.9892 \| 0.0 \| 0.8930 \| 0.9880 \| 0.9558 \| 0.8164 \| 0.9875 \| \| 0.0254 \| 43.83 \| 28840 \| 0.1024 \| 0.7761 \| 0.9417 \| 0.9641 \| nan \| 0.9007 \| 0.9892 \| 0.9625 \| 0.8657 \| 0.9902 \| 0.0 \| 0.8983 \| 0.9888 \| 0.9598 \| 0.8210 \| 0.9885 \| \| 0.1378 \| 43.86 \| 28860 \| 0.1030 \| 0.7757 \| 0.9413 \| 0.9636 \| nan \| 0.9015 \| 0.9883 \| 0.9617 \| 0.8651 \| 0.9900 \| 0.0 \| 0.8989 \| 0.9879 \| 0.9592 \| 0.8201 \| 0.9882 \| \| 0.0062 \| 43.89 \| 28880 \| 0.1031 \| 0.7755 \| 0.9403 \| 0.9633 \| nan \| 0.8976 \| 0.9891 \| 0.9614 \| 0.8626 \| 0.9909 \| 0.0 \| 0.8952 \| 0.9886 \| 0.9589 \| 0.8213 \| 0.9890 \| \| 0.0034 \| 43.92 \| 28900 \| 0.1038 \| 0.7737 \| 0.9379 \| 0.9605 \| nan \| 0.8941 \| 0.9881 \| 0.9580 \| 0.8591 \| 0.9902 \| 0.0 \| 0.8917 \| 0.9876 \| 0.9557 \| 0.8190 \| 0.9884 \| \| 0.0437 \| 43.95 \| 28920 \| 0.1040 \| 0.7747 \| 0.9400 \| 0.9622 \| nan \| 0.8972 \| 0.9895 \| 0.9600 \| 0.8633 \| 0.9900 \| 0.0 \| 0.8949 \| 0.9890 \| 0.9575 \| 0.8188 \| 0.9883 \| \| 0.0082 \| 43.98 \| 28940 \| 0.1058 \| 0.7739 \| 0.9382 \| 0.9624 \| nan \| 0.8935 \| 0.9890 \| 0.9606 \| 0.8569 \| 0.9910 \| 0.0 \| 0.8916 \| 0.9884 \| 0.9581 \| 0.8162 \| 0.9890 \| \| 0.002 \| 44.01 \| 28960 \| 0.1039 \| 0.7742 \| 0.9388 \| 0.9626 \| nan \| 0.8971 \| 0.9888 \| 0.9607 \| 0.8570 \| 0.9904 \| 0.0 \| 0.8951 \| 0.9883 \| 0.9582 \| 0.8151 \| 0.9885 \| \| 0.0058 \| 44.04 \| 28980 \| 0.1030 \| 0.7726 \| 0.9381 \| 0.9609 \| nan \| 0.8947 \| 0.9884 \| 0.9587 \| 0.8589 \| 0.9896 \| 0.0 \| 0.8926 \| 0.9879 \| 0.9562 \| 0.8111 \| 0.9879 \| \| 0.003 \| 44.07 \| 29000 \| 0.1047 \| 0.7741 \| 0.9394 \| 0.9627 \| nan \| 0.8984 \| 0.9885 \| 0.9608 \| 0.8595 \| 0.9901 \| 0.0 \| 0.8964 \| 0.9880 \| 0.9582 \| 0.8138 \| 0.9883 \| \| 0.0026 \| 44.1 \| 29020 \| 0.1049 \| 0.7744 \| 0.9399 \| 0.9629 \| nan \| 0.8973 \| 0.9890 \| 0.9610 \| 0.8613 \| 0.9906 \| 0.0 \| 0.8953 \| 0.9885 \| 0.9585 \| 0.8154 \| 0.9887 \| \| 0.0052 \| 44.13 \| 29040 \| 0.1047 \| 0.7737 \| 0.9390 \| 0.9633 \| nan \| 0.8944 \| 0.9885 \| 0.9621 \| 0.8599 \| 0.9903 \| 0.0 \| 0.8924 \| 0.9880 \| 0.9596 \| 0.8137 \| 0.9884 \| \| 0.0025 \| 44.16 \| 29060 \| 0.1063 \| 0.7744 \| 0.9409 \| 0.9622 \| nan \| 0.8968 \| 0.9890 \| 0.9597 \| 0.8675 \| 0.9913 \| 0.0 \| 0.8946 \| 0.9885 \| 0.9574 \| 0.8166 \| 0.9892 \| \| 0.0036 \| 44.19 \| 29080 \| 0.1032 \| 0.7750 \| 0.9409 \| 0.9625 \| nan \| 0.9008 \| 0.9884 \| 0.9600 \| 0.8648 \| 0.9907 \| 0.0 \| 0.8985 \| 0.9879 \| 0.9576 \| 0.8175 \| 0.9887 \| \| 0.0123 \| 44.22 \| 29100 \| 0.1013 \| 0.7744 \| 0.9403 \| 0.9623 \| nan \| 0.8967 \| 0.9885 \| 0.9602 \| 0.8659 \| 0.9904 \| 0.0 \| 0.8944 \| 0.9880 \| 0.9578 \| 0.8178 \| 0.9886 \| \| 0.0058 \| 44.26 \| 29120 \| 0.1033 \| 0.7750 \| 0.9409 \| 0.9614 \| nan \| 0.8994 \| 0.9888 \| 0.9583 \| 0.8672 \| 0.9909 \| 0.0 \| 0.8969 \| 0.9883 \| 0.9560 \| 0.8197 \| 0.9890 \| \| 0.0097 \| 44.29 \| 29140 \| 0.1016 \| 0.7749 \| 0.9402 \| 0.9616 \| nan \| 0.8984 \| 0.9888 \| 0.9588 \| 0.8642 \| 0.9907 \| 0.0 \| 0.8962 \| 0.9883 \| 0.9564 \| 0.8196 \| 0.9889 \| \| 0.0208 \| 44.32 \| 29160 \| 0.1014 \| 0.7749 \| 0.9395 \| 0.9628 \| nan \| 0.8954 \| 0.9881 \| 0.9610 \| 0.8617 \| 0.9912 \| 0.0 \| 0.8934 \| 0.9876 \| 0.9584 \| 0.8205 \| 0.9893 \| \| 0.0031 \| 44.35 \| 29180 \| 0.0991 \| 0.7741 \| 0.9396 \| 0.9634 \| nan \| 0.8960 \| 0.9883 \| 0.9624 \| 0.8623 \| 0.9893 \| 0.0 \| 0.8940 \| 0.9878 \| 0.9596 \| 0.8156 \| 0.9877 \| \| 0.0236 \| 44.38 \| 29200 \| 0.1028 \| 0.7755 \| 0.9402 \| 0.9624 \| nan \| 0.9002 \| 0.9884 \| 0.9597 \| 0.8612 \| 0.9913 \| 0.0 \| 0.8983 \| 0.9879 \| 0.9571 \| 0.8204 \| 0.9894 \| \| 0.0162 \| 44.41 \| 29220 \| 0.1032 \| 0.7746 \| 0.9386 \| 0.9603 \| nan \| 0.8992 \| 0.9888 \| 0.9567 \| 0.8573 \| 0.9908 \| 0.0 \| 0.8970 \| 0.9882 \| 0.9543 \| 0.8189 \| 0.9889 \| \| 0.0043 \| 44.44 \| 29240 \| 0.1068 \| 0.7748 \| 0.9389 \| 0.9608 \| nan \| 0.9015 \| 0.9886 \| 0.9571 \| 0.8562 \| 0.9910 \| 0.0 \| 0.8995 \| 0.9881 \| 0.9546 \| 0.8178 \| 0.9890 \| \| 0.0042 \| 44.47 \| 29260 \| 0.1038 \| 0.7749 \| 0.9399 \| 0.9612 \| nan \| 0.8983 \| 0.9886 \| 0.9584 \| 0.8642 \| 0.9899 \| 0.0 \| 0.8962 \| 0.9881 \| 0.9559 \| 0.8209 \| 0.9882 \| \| 0.01 \| 44.5 \| 29280 \| 0.1012 \| 0.7754 \| 0.9402 \| 0.9619 \| nan \| 0.9009 \| 0.9881 \| 0.9591 \| 0.8625 \| 0.9904 \| 0.0 \| 0.8986 \| 0.9877 \| 0.9565 \| 0.8209 \| 0.9886 \| \| 0.0042 \| 44.53 \| 29300 \| 0.1062 \| 0.7745 \| 0.9384 \| 0.9608 \| nan \| 0.8984 \| 0.9876 \| 0.9582 \| 0.8590 \| 0.9889 \| 0.0 \| 0.8964 \| 0.9872 \| 0.9557 \| 0.8201 \| 0.9873 \| \| 0.0034 \| 44.56 \| 29320 \| 0.1057 \| 0.7746 \| 0.9384 \| 0.9603 \| nan \| 0.9004 \| 0.9879 \| 0.9571 \| 0.8574 \| 0.9891 \| 0.0 \| 0.8985 \| 0.9875 \| 0.9545 \| 0.8194 \| 0.9874 \| \| 0.0053 \| 44.59 \| 29340 \| 0.1030 \| 0.7746 \| 0.9387 \| 0.9621 \| nan \| 0.8947 \| 0.9886 \| 0.9604 \| 0.8602 \| 0.9896 \| 0.0 \| 0.8928 \| 0.9882 \| 0.9577 \| 0.8211 \| 0.9879 \| \| 0.0078 \| 44.62 \| 29360 \| 0.1060 \| 0.7744 \| 0.9380 \| 0.9621 \| nan \| 0.8938 \| 0.9881 \| 0.9604 \| 0.8569 \| 0.9906 \| 0.0 \| 0.8920 \| 0.9877 \| 0.9577 \| 0.8200 \| 0.9888 \| \| 0.022 \| 44.65 \| 29380 \| 0.1047 \| 0.7729 \| 0.9373 \| 0.9596 \| nan \| 0.8920 \| 0.9878 \| 0.9570 \| 0.8604 \| 0.9893 \| 0.0 \| 0.8900 \| 0.9874 \| 0.9544 \| 0.8182 \| 0.9876 \| \| 0.0071 \| 44.68 \| 29400 \| 0.1071 \| 0.7739 \| 0.9384 \| 0.9604 \| nan \| 0.8934 \| 0.9881 \| 0.9578 \| 0.8623 \| 0.9904 \| 0.0 \| 0.8914 \| 0.9876 \| 0.9552 \| 0.8208 \| 0.9886 \| \| 0.0057 \| 44.71 \| 29420 \| 0.1042 \| 0.7735 \| 0.9372 \| 0.9595 \| nan \| 0.8937 \| 0.9877 \| 0.9565 \| 0.8575 \| 0.9903 \| 0.0 \| 0.8918 \| 0.9873 \| 0.9540 \| 0.8193 \| 0.9885 \| \| 0.0079 \| 44.74 \| 29440 \| 0.1035 \| 0.7757 \| 0.9403 \| 0.9624 \| nan \| 0.8980 \| 0.9889 \| 0.9598 \| 0.8635 \| 0.9915 \| 0.0 \| 0.8961 \| 0.9884 \| 0.9573 \| 0.8230 \| 0.9895 \| \| 0.0073 \| 44.77 \| 29460 \| 0.1039 \| 0.7749 \| 0.9396 \| 0.9616 \| nan \| 0.8980 \| 0.9880 \| 0.9591 \| 0.8625 \| 0.9903 \| 0.0 \| 0.8961 \| 0.9876 \| 0.9566 \| 0.8207 \| 0.9884 \| \| 0.0039 \| 44.8 \| 29480 \| 0.1071 \| 0.7752 \| 0.9400 \| 0.9618 \| nan \| 0.8997 \| 0.9876 \| 0.9591 \| 0.8630 \| 0.9907 \| 0.0 \| 0.8976 \| 0.9872 \| 0.9566 \| 0.8213 \| 0.9887 \| \| 0.0281 \| 44.83 \| 29500 \| 0.0977 \| 0.7765 \| 0.9418 \| 0.9639 \| nan \| 0.9026 \| 0.9886 \| 0.9618 \| 0.8653 \| 0.9909 \| 0.0 \| 0.9006 \| 0.9881 \| 0.9591 \| 0.8222 \| 0.9889 \| \| 0.0263 \| 44.86 \| 29520 \| 0.0992 \| 0.7751 \| 0.9398 \| 0.9636 \| nan \| 0.8940 \| 0.9884 \| 0.9623 \| 0.8628 \| 0.9913 \| 0.0 \| 0.8920 \| 0.9880 \| 0.9597 \| 0.8218 \| 0.9892 \| \| 0.0082 \| 44.89 \| 29540 \| 0.1013 \| 0.7739 \| 0.9380 \| 0.9623 \| nan \| 0.8922 \| 0.9884 \| 0.9606 \| 0.8577 \| 0.9910 \| 0.0 \| 0.8902 \| 0.9880 \| 0.9581 \| 0.8185 \| 0.9889 \| \| 0.0127 \| 44.92 \| 29560 \| 0.1009 \| 0.7750 \| 0.9395 \| 0.9630 \| nan \| 0.8974 \| 0.9886 \| 0.9612 \| 0.8601 \| 0.9901 \| 0.0 \| 0.8954 \| 0.9882 \| 0.9586 \| 0.8199 \| 0.9883 \| \| 0.0352 \| 44.95 \| 29580 \| 0.1013 \| 0.7754 \| 0.9398 \| 0.9632 \| nan \| 0.8973 \| 0.9894 \| 0.9615 \| 0.8607 \| 0.9900 \| 0.0 \| 0.8953 \| 0.9890 \| 0.9589 \| 0.8212 \| 0.9882 \| \| 0.0191 \| 44.98 \| 29600 \| 0.0991 \| 0.7753 \| 0.9398 \| 0.9631 \| nan \| 0.8949 \| 0.9897 \| 0.9616 \| 0.8627 \| 0.9901 \| 0.0 \| 0.8927 \| 0.9892 \| 0.9590 \| 0.8224 \| 0.9883 \| \| 0.0197 \| 45.02 \| 29620 \| 0.1012 \| 0.7736 \| 0.9383 \| 0.9620 \| nan \| 0.8924 \| 0.9886 \| 0.9606 \| 0.8606 \| 0.9890 \| 0.0 \| 0.8904 \| 0.9882 \| 0.9579 \| 0.8176 \| 0.9874 \| \| 0.0036 \| 45.05 \| 29640 \| 0.1017 \| 0.7734 \| 0.9379 \| 0.9612 \| nan \| 0.8945 \| 0.9885 \| 0.9592 \| 0.8585 \| 0.9888 \| 0.0 \| 0.8925 \| 0.9881 \| 0.9565 \| 0.8158 \| 0.9872 \| \| 0.0034 \| 45.08 \| 29660 \| 0.1039 \| 0.7729 \| 0.9372 \| 0.9612 \| nan \| 0.8908 \| 0.9884 \| 0.9597 \| 0.8577 \| 0.9893 \| 0.0 \| 0.8889 \| 0.9880 \| 0.9570 \| 0.8158 \| 0.9876 \| \| 0.0165 \| 45.11 \| 29680 \| 0.1031 \| 0.7749 \| 0.9396 \| 0.9647 \| nan \| 0.8976 \| 0.9891 \| 0.9641 \| 0.8580 \| 0.9892 \| 0.0 \| 0.8956 \| 0.9887 \| 0.9612 \| 0.8162 \| 0.9876 \| \| 0.016 \| 45.14 \| 29700 \| 0.1036 \| 0.7732 \| 0.9373 \| 0.9631 \| nan \| 0.8908 \| 0.9880 \| 0.9626 \| 0.8558 \| 0.9891 \| 0.0 \| 0.8890 \| 0.9877 \| 0.9598 \| 0.8154 \| 0.9875 \| \| 0.0192 \| 45.17 \| 29720 \| 0.1026 \| 0.7744 \| 0.9384 \| 0.9642 \| nan \| 0.8969 \| 0.9871 \| 0.9639 \| 0.8556 \| 0.9884 \| 0.0 \| 0.8948 \| 0.9868 \| 0.9610 \| 0.8167 \| 0.9868 \| \| 0.0097 \| 45.2 \| 29740 \| 0.0999 \| 0.7745 \| 0.9385 \| 0.9636 \| nan \| 0.8940 \| 0.9884 \| 0.9629 \| 0.8577 \| 0.9895 \| 0.0 \| 0.8920 \| 0.9880 \| 0.9602 \| 0.8191 \| 0.9878 \| \| 0.0051 \| 45.23 \| 29760 \| 0.1049 \| 0.7751 \| 0.9397 \| 0.9633 \| nan \| 0.8979 \| 0.9887 \| 0.9615 \| 0.8596 \| 0.9905 \| 0.0 \| 0.8958 \| 0.9883 \| 0.9589 \| 0.8188 \| 0.9886 \| \| 0.0249 \| 45.26 \| 29780 \| 0.1030 \| 0.7751 \| 0.9402 \| 0.9627 \| nan \| 0.8974 \| 0.9887 \| 0.9607 \| 0.8635 \| 0.9908 \| 0.0 \| 0.8953 \| 0.9882 \| 0.9581 \| 0.8200 \| 0.9889 \| \| 0.0152 \| 45.29 \| 29800 \| 0.1007 \| 0.7751 \| 0.9395 \| 0.9620 \| nan \| 0.8990 \| 0.9880 \| 0.9593 \| 0.8600 \| 0.9911 \| 0.0 \| 0.8968 \| 0.9876 \| 0.9568 \| 0.8207 \| 0.9890 \| \| 0.0277 \| 45.32 \| 29820 \| 0.1023 \| 0.7739 \| 0.9383 \| 0.9621 \| nan \| 0.8957 \| 0.9878 \| 0.9603 \| 0.8579 \| 0.9898 \| 0.0 \| 0.8937 \| 0.9875 \| 0.9576 \| 0.8166 \| 0.9881 \| \| 0.0036 \| 45.35 \| 29840 \| 0.1079 \| 0.7744 \| 0.9383 \| 0.9618 \| nan \| 0.8983 \| 0.9885 \| 0.9592 \| 0.8544 \| 0.9910 \| 0.0 \| 0.8964 \| 0.9880 \| 0.9565 \| 0.8163 \| 0.9890 \| \| 0.0298 \| 45.38 \| 29860 \| 0.1001 \| 0.7753 \| 0.9399 \| 0.9619 \| nan \| 0.8985 \| 0.9894 \| 0.9589 \| 0.8611 \| 0.9916 \| 0.0 \| 0.8965 \| 0.9889 \| 0.9564 \| 0.8206 \| 0.9895 \| \| 0.0055 \| 45.41 \| 29880 \| 0.1057 \| 0.7750 \| 0.9394 \| 0.9624 \| nan \| 0.8975 \| 0.9884 \| 0.9602 \| 0.8600 \| 0.9909 \| 0.0 \| 0.8957 \| 0.9880 \| 0.9574 \| 0.8201 \| 0.9890 \| \| 0.0092 \| 45.44 \| 29900 \| 0.1037 \| 0.7748 \| 0.9386 \| 0.9626 \| nan \| 0.8956 \| 0.9882 \| 0.9606 \| 0.8571 \| 0.9914 \| 0.0 \| 0.8938 \| 0.9878 \| 0.9579 \| 0.8199 \| 0.9893 \| \| 0.0068 \| 45.47 \| 29920 \| 0.1015 \| 0.7739 \| 0.9377 \| 0.9605 \| nan \| 0.8938 \| 0.9885 \| 0.9579 \| 0.8577 \| 0.9907 \| 0.0 \| 0.8919 \| 0.9881 \| 0.9552 \| 0.8193 \| 0.9887 \| \| 0.0017 \| 45.5 \| 29940 \| 0.1058 \| 0.7744 \| 0.9385 \| 0.9609 \| nan \| 0.8945 \| 0.9892 \| 0.9584 \| 0.8602 \| 0.9903 \| 0.0 \| 0.8927 \| 0.9887 \| 0.9557 \| 0.8207 \| 0.9884 \| \| 0.0066 \| 45.53 \| 29960 \| 0.1031 \| 0.7747 \| 0.9389 \| 0.9621 \| nan \| 0.8953 \| 0.9887 \| 0.9599 \| 0.8596 \| 0.9913 \| 0.0 \| 0.8932 \| 0.9882 \| 0.9572 \| 0.8200 \| 0.9893 \| \| 0.0199 \| 45.56 \| 29980 \| 0.1035 \| 0.7742 \| 0.9384 \| 0.9613 \| nan \| 0.8950 \| 0.9884 \| 0.9588 \| 0.8588 \| 0.9908 \| 0.0 \| 0.8931 \| 0.9880 \| 0.9561 \| 0.8191 \| 0.9889 \| \| 0.008 \| 45.59 \| 30000 \| 0.1015 \| 0.7749 \| 0.9399 \| 0.9612 \| nan \| 0.8986 \| 0.9882 \| 0.9582 \| 0.8635 \| 0.9910 \| 0.0 \| 0.8965 \| 0.9878 \| 0.9556 \| 0.8207 \| 0.9890 \| \| 0.0086 \| 45.62 \| 30020 \| 0.1087 \| 0.7755 \| 0.9401 \| 0.9630 \| nan \| 0.9008 \| 0.9885 \| 0.9607 \| 0.8594 \| 0.9909 \| 0.0 \| 0.8989 \| 0.9881 \| 0.9580 \| 0.8189 \| 0.9890 \| \| 0.0028 \| 45.65 \| 30040 \| 0.1037 \| 0.7736 \| 0.9381 \| 0.9618 \| nan \| 0.8948 \| 0.9882 \| 0.9598 \| 0.8575 \| 0.9900 \| 0.0 \| 0.8928 \| 0.9877 \| 0.9571 \| 0.8159 \| 0.9883 \| \| 0.0091 \| 45.68 \| 30060 \| 0.1022 \| 0.7725 \| 0.9357 \| 0.9602 \| nan \| 0.8931 \| 0.9876 \| 0.9578 \| 0.8501 \| 0.9900 \| 0.0 \| 0.8910 \| 0.9872 \| 0.9552 \| 0.8133 \| 0.9881 \| \| 0.0268 \| 45.71 \| 30080 \| 0.1034 \| 0.7737 \| 0.9377 \| 0.9616 \| nan \| 0.8959 \| 0.9882 \| 0.9594 \| 0.8548 \| 0.9902 \| 0.0 \| 0.8939 \| 0.9877 \| 0.9567 \| 0.8155 \| 0.9883 \| \| 0.0222 \| 45.74 \| 30100 \| 0.0999 \| 0.7742 \| 0.9376 \| 0.9626 \| nan \| 0.8972 \| 0.9889 \| 0.9605 \| 0.8506 \| 0.9907 \| 0.0 \| 0.8953 \| 0.9884 \| 0.9578 \| 0.8152 \| 0.9888 \| \| 0.0049 \| 45.78 \| 30120 \| 0.1070 \| 0.7745 \| 0.9383 \| 0.9633 \| nan \| 0.8971 \| 0.9890 \| 0.9615 \| 0.8532 \| 0.9908 \| 0.0 \| 0.8953 \| 0.9885 \| 0.9587 \| 0.8156 \| 0.9889 \| \| 0.015 \| 45.81 \| 30140 \| 0.1006 \| 0.7747 \| 0.9393 \| 0.9633 \| nan \| 0.8984 \| 0.9887 \| 0.9618 \| 0.8585 \| 0.9893 \| 0.0 \| 0.8964 \| 0.9882 \| 0.9590 \| 0.8169 \| 0.9876 \| \| 0.0054 \| 45.84 \| 30160 \| 0.1036 \| 0.7731 \| 0.9375 \| 0.9611 \| nan \| 0.8933 \| 0.9878 \| 0.9593 \| 0.8578 \| 0.9893 \| 0.0 \| 0.8914 \| 0.9874 \| 0.9567 \| 0.8156 \| 0.9876 \| \| 0.0074 \| 45.87 \| 30180 \| 0.1025 \| 0.7739 \| 0.9380 \| 0.9617 \| nan \| 0.8974 \| 0.9878 \| 0.9595 \| 0.8559 \| 0.9896 \| 0.0 \| 0.8954 \| 0.9874 \| 0.9568 \| 0.8157 \| 0.9878 \| \| 0.0046 \| 45.9 \| 30200 \| 0.1031 \| 0.7744 \| 0.9385 \| 0.9617 \| nan \| 0.8995 \| 0.9882 \| 0.9592 \| 0.8555 \| 0.9899 \| 0.0 \| 0.8975 \| 0.9878 \| 0.9565 \| 0.8163 \| 0.9881 \| \| 0.0064 \| 45.93 \| 30220 \| 0.1028 \| 0.7733 \| 0.9370 \| 0.9615 \| nan \| 0.8915 \| 0.9884 \| 0.9600 \| 0.8557 \| 0.9896 \| 0.0 \| 0.8897 \| 0.9879 \| 0.9572 \| 0.8173 \| 0.9878 \| \| 0.0014 \| 45.96 \| 30240 \| 0.1042 \| 0.7737 \| 0.9380 \| 0.9615 \| nan \| 0.8940 \| 0.9880 \| 0.9598 \| 0.8593 \| 0.9889 \| 0.0 \| 0.8921 \| 0.9876 \| 0.9571 \| 0.8179 \| 0.9872 \| \| 0.002 \| 45.99 \| 30260 \| 0.1088 \| 0.7735 \| 0.9372 \| 0.9619 \| nan \| 0.8940 \| 0.9878 \| 0.9604 \| 0.8546 \| 0.9891 \| 0.0 \| 0.8924 \| 0.9874 \| 0.9576 \| 0.8162 \| 0.9874 \| \| 0.0017 \| 46.02 \| 30280 \| 0.1073 \| 0.7732 \| 0.9367 \| 0.9604 \| nan \| 0.8937 \| 0.9878 \| 0.9580 \| 0.8541 \| 0.9899 \| 0.0 \| 0.8919 \| 0.9874 \| 0.9553 \| 0.8164 \| 0.9880 \| \| 0.0198 \| 46.05 \| 30300 \| 0.1033 \| 0.7737 \| 0.9378 \| 0.9614 \| nan \| 0.8961 \| 0.9881 \| 0.9593 \| 0.8567 \| 0.9890 \| 0.0 \| 0.8942 \| 0.9877 \| 0.9566 \| 0.8163 \| 0.9873 \| \| 0.005 \| 46.08 \| 30320 \| 0.1051 \| 0.7743 \| 0.9386 \| 0.9620 \| nan \| 0.8980 \| 0.9880 \| 0.9598 \| 0.8574 \| 0.9898 \| 0.0 \| 0.8960 \| 0.9876 \| 0.9571 \| 0.8173 \| 0.9880 \| \| 0.0198 \| 46.11 \| 30340 \| 0.1007 \| 0.7747 \| 0.9382 \| 0.9627 \| nan \| 0.8998 \| 0.9882 \| 0.9607 \| 0.8524 \| 0.9899 \| 0.0 \| 0.8979 \| 0.9878 \| 0.9579 \| 0.8166 \| 0.9881 \| \| 0.0172 \| 46.14 \| 30360 \| 0.1049 \| 0.7727 \| 0.9357 \| 0.9609 \| nan \| 0.8930 \| 0.9880 \| 0.9589 \| 0.8491 \| 0.9893 \| 0.0 \| 0.8913 \| 0.9876 \| 0.9562 \| 0.8135 \| 0.9876 \| \| 0.0196 \| 46.17 \| 30380 \| 0.1031 \| 0.7735 \| 0.9367 \| 0.9607 \| nan \| 0.8958 \| 0.9886 \| 0.9581 \| 0.8513 \| 0.9897 \| 0.0 \| 0.8939 \| 0.9882 \| 0.9555 \| 0.8154 \| 0.9878 \| \| 0.0105 \| 46.2 \| 30400 \| 0.1041 \| 0.7736 \| 0.9363 \| 0.9624 \| nan \| 0.8971 \| 0.9879 \| 0.9607 \| 0.8465 \| 0.9894 \| 0.0 \| 0.8954 \| 0.9875 \| 0.9579 \| 0.8135 \| 0.9876 \| \| 0.0045 \| 46.23 \| 30420 \| 0.1018 \| 0.7756 \| 0.9391 \| 0.9637 \| nan \| 0.9011 \| 0.9888 \| 0.9615 \| 0.8529 \| 0.9912 \| 0.0 \| 0.8992 \| 0.9884 \| 0.9588 \| 0.8179 \| 0.9892 \| \| 0.0222 \| 46.26 \| 30440 \| 0.1029 \| 0.7739 \| 0.9378 \| 0.9624 \| nan \| 0.8940 \| 0.9886 \| 0.9609 \| 0.8554 \| 0.9900 \| 0.0 \| 0.8922 \| 0.9881 \| 0.9582 \| 0.8165 \| 0.9882 \| \| 0.0128 \| 46.29 \| 30460 \| 0.1030 \| 0.7752 \| 0.9392 \| 0.9630 \| nan \| 0.8978 \| 0.9888 \| 0.9610 \| 0.8572 \| 0.9911 \| 0.0 \| 0.8959 \| 0.9883 \| 0.9584 \| 0.8194 \| 0.9892 \| \| 0.0034 \| 46.32 \| 30480 \| 0.1056 \| 0.7742 \| 0.9387 \| 0.9629 \| nan \| 0.8936 \| 0.9882 \| 0.9615 \| 0.8593 \| 0.9907 \| 0.0 \| 0.8918 \| 0.9878 \| 0.9588 \| 0.8178 \| 0.9888 \| \| 0.0014 \| 46.35 \| 30500 \| 0.1064 \| 0.7743 \| 0.9392 \| 0.9632 \| nan \| 0.8962 \| 0.9877 \| 0.9620 \| 0.8603 \| 0.9896 \| 0.0 \| 0.8945 \| 0.9873 \| 0.9592 \| 0.8172 \| 0.9878 \| \| 0.0066 \| 46.38 \| 30520 \| 0.1027 \| 0.7746 \| 0.9390 \| 0.9638 \| nan \| 0.8972 \| 0.9877 \| 0.9627 \| 0.8578 \| 0.9898 \| 0.0 \| 0.8954 \| 0.9873 \| 0.9599 \| 0.8168 \| 0.9880 \| \| 0.0158 \| 46.41 \| 30540 \| 0.0990 \| 0.7734 \| 0.9375 \| 0.9606 \| nan \| 0.8938 \| 0.9879 \| 0.9583 \| 0.8578 \| 0.9895 \| 0.0 \| 0.8918 \| 0.9875 \| 0.9556 \| 0.8180 \| 0.9877 \| \| 0.008 \| 46.44 \| 30560 \| 0.1015 \| 0.7748 \| 0.9389 \| 0.9620 \| nan \| 0.8998 \| 0.9876 \| 0.9596 \| 0.8576 \| 0.9901 \| 0.0 \| 0.8978 \| 0.9872 \| 0.9569 \| 0.8186 \| 0.9882 \| \| 0.0077 \| 46.47 \| 30580 \| 0.1026 \| 0.7741 \| 0.9383 \| 0.9618 \| nan \| 0.8960 \| 0.9877 \| 0.9599 \| 0.8582 \| 0.9895 \| 0.0 \| 0.8941 \| 0.9873 \| 0.9572 \| 0.8185 \| 0.9877 \| \| 0.0058 \| 46.5 \| 30600 \| 0.0998 \| 0.7742 \| 0.9379 \| 0.9624 \| nan \| 0.8954 \| 0.9878 \| 0.9608 \| 0.8561 \| 0.9896 \| 0.0 \| 0.8935 \| 0.9874 \| 0.9581 \| 0.8181 \| 0.9879 \| \| 0.0051 \| 46.53 \| 30620 \| 0.1037 \| 0.7741 \| 0.9381 \| 0.9616 \| nan \| 0.8955 \| 0.9881 \| 0.9595 \| 0.8574 \| 0.9899 \| 0.0 \| 0.8935 \| 0.9876 \| 0.9569 \| 0.8184 \| 0.9881 \| \| 0.0053 \| 46.57 \| 30640 \| 0.1003 \| 0.7754 \| 0.9402 \| 0.9627 \| nan \| 0.8994 \| 0.9885 \| 0.9606 \| 0.8625 \| 0.9899 \| 0.0 \| 0.8973 \| 0.9881 \| 0.9580 \| 0.8211 \| 0.9882 \| \| 0.0048 \| 46.6 \| 30660 \| 0.1063 \| 0.7752 \| 0.9395 \| 0.9628 \| nan \| 0.8979 \| 0.9886 \| 0.9609 \| 0.8603 \| 0.9900 \| 0.0 \| 0.8961 \| 0.9882 \| 0.9582 \| 0.8207 \| 0.9882 \| \| 0.0052 \| 46.63 \| 30680 \| 0.1073 \| 0.7744 \| 0.9384 \| 0.9624 \| nan \| 0.8955 \| 0.9888 \| 0.9605 \| 0.8568 \| 0.9902 \| 0.0 \| 0.8938 \| 0.9883 \| 0.9578 \| 0.8180 \| 0.9883 \| \| 0.004 \| 46.66 \| 30700 \| 0.1041 \| 0.7752 \| 0.9397 \| 0.9633 \| nan \| 0.8987 \| 0.9886 \| 0.9616 \| 0.8594 \| 0.9903 \| 0.0 \| 0.8969 \| 0.9882 \| 0.9588 \| 0.8190 \| 0.9885 \| \| 0.0061 \| 46.69 \| 30720 \| 0.1045 \| 0.7740 \| 0.9385 \| 0.9629 \| nan \| 0.8956 \| 0.9876 \| 0.9618 \| 0.8583 \| 0.9893 \| 0.0 \| 0.8937 \| 0.9872 \| 0.9590 \| 0.8167 \| 0.9876 \| \| 0.0162 \| 46.72 \| 30740 \| 0.1022 \| 0.7745 \| 0.9388 \| 0.9625 \| nan \| 0.8965 \| 0.9884 \| 0.9608 \| 0.8587 \| 0.9895 \| 0.0 \| 0.8946 \| 0.9880 \| 0.9581 \| 0.8183 \| 0.9878 \| \| 0.0098 \| 46.75 \| 30760 \| 0.1033 \| 0.7745 \| 0.9388 \| 0.9630 \| nan \| 0.8959 \| 0.9881 \| 0.9615 \| 0.8582 \| 0.9903 \| 0.0 \| 0.8941 \| 0.9877 \| 0.9588 \| 0.8178 \| 0.9885 \| \| 0.003 \| 46.78 \| 30780 \| 0.1060 \| 0.7738 \| 0.9380 \| 0.9619 \| nan \| 0.8948 \| 0.9882 \| 0.9602 \| 0.8570 \| 0.9897 \| 0.0 \| 0.8930 \| 0.9877 \| 0.9575 \| 0.8167 \| 0.9879 \| \| 0.0205 \| 46.81 \| 30800 \| 0.1058 \| 0.7745 \| 0.9391 \| 0.9624 \| nan \| 0.8969 \| 0.9885 \| 0.9604 \| 0.8593 \| 0.9902 \| 0.0 \| 0.8951 \| 0.9881 \| 0.9577 \| 0.8180 \| 0.9883 \| \| 0.0265 \| 46.84 \| 30820 \| 0.1020 \| 0.7734 \| 0.9372 \| 0.9617 \| nan \| 0.8927 \| 0.9883 \| 0.9601 \| 0.8554 \| 0.9897 \| 0.0 \| 0.8909 \| 0.9879 \| 0.9574 \| 0.8164 \| 0.9879 \| \| 0.006 \| 46.87 \| 30840 \| 0.1052 \| 0.7739 \| 0.9385 \| 0.9608 \| nan \| 0.8940 \| 0.9886 \| 0.9583 \| 0.8616 \| 0.9900 \| 0.0 \| 0.8922 \| 0.9882 \| 0.9557 \| 0.8190 \| 0.9881 \| \| 0.0078 \| 46.9 \| 30860 \| 0.1037 \| 0.7743 \| 0.9393 \| 0.9620 \| nan \| 0.8939 \| 0.9893 \| 0.9603 \| 0.8638 \| 0.9894 \| 0.0 \| 0.8920 \| 0.9888 \| 0.9577 \| 0.8195 \| 0.9877 \| \| 0.0024 \| 46.93 \| 30880 \| 0.1080 \| 0.7743 \| 0.9388 \| 0.9618 \| nan \| 0.8967 \| 0.9883 \| 0.9595 \| 0.8591 \| 0.9901 \| 0.0 \| 0.8949 \| 0.9879 \| 0.9569 \| 0.8178 \| 0.9882 \| \| 0.0342 \| 46.96 \| 30900 \| 0.1022 \| 0.7754 \| 0.9405 \| 0.9618 \| nan \| 0.9017 \| 0.9886 \| 0.9589 \| 0.8635 \| 0.9900 \| 0.0 \| 0.8996 \| 0.9881 \| 0.9564 \| 0.8199 \| 0.9881 \| \| 0.0099 \| 46.99 \| 30920 \| 0.1006 \| 0.7755 \| 0.9403 \| 0.9621 \| nan \| 0.9008 \| 0.9887 \| 0.9593 \| 0.8616 \| 0.9910 \| 0.0 \| 0.8986 \| 0.9882 \| 0.9568 \| 0.8206 \| 0.9889 \| \| 0.009 \| 47.02 \| 30940 \| 0.1060 \| 0.7748 \| 0.9394 \| 0.9622 \| nan \| 0.8948 \| 0.9884 \| 0.9602 \| 0.8630 \| 0.9906 \| 0.0 \| 0.8929 \| 0.9879 \| 0.9577 \| 0.8217 \| 0.9887 \| \| 0.0541 \| 47.05 \| 30960 \| 0.1034 \| 0.7748 \| 0.9383 \| 0.9627 \| nan \| 0.8970 \| 0.9883 \| 0.9606 \| 0.8547 \| 0.9911 \| 0.0 \| 0.8951 \| 0.9878 \| 0.9580 \| 0.8188 \| 0.9891 \| \| 0.0127 \| 47.08 \| 30980 \| 0.1013 \| 0.7744 \| 0.9393 \| 0.9619 \| nan \| 0.8968 \| 0.9879 \| 0.9600 \| 0.8624 \| 0.9894 \| 0.0 \| 0.8949 \| 0.9875 \| 0.9573 \| 0.8189 \| 0.9877 \| \| 0.0053 \| 47.11 \| 31000 \| 0.1049 \| 0.7747 \| 0.9397 \| 0.9623 \| nan \| 0.8973 \| 0.9885 \| 0.9603 \| 0.8626 \| 0.9895 \| 0.0 \| 0.8955 \| 0.9880 \| 0.9577 \| 0.8195 \| 0.9877 \| \| 0.0044 \| 47.14 \| 31020 \| 0.1062 \| 0.7743 \| 0.9390 \| 0.9624 \| nan \| 0.8973 \| 0.9877 \| 0.9608 \| 0.8601 \| 0.9891 \| 0.0 \| 0.8955 \| 0.9873 \| 0.9581 \| 0.8177 \| 0.9875 \| \| 0.003 \| 47.17 \| 31040 \| 0.1070 \| 0.7750 \| 0.9401 \| 0.9631 \| nan \| 0.8993 \| 0.9882 \| 0.9614 \| 0.8622 \| 0.9894 \| 0.0 \| 0.8975 \| 0.9877 \| 0.9586 \| 0.8183 \| 0.9877 \| \| 0.0344 \| 47.2 \| 31060 \| 0.1048 \| 0.7754 \| 0.9412 \| 0.9630 \| nan \| 0.8985 \| 0.9890 \| 0.9610 \| 0.8670 \| 0.9903 \| 0.0 \| 0.8966 \| 0.9885 \| 0.9583 \| 0.8204 \| 0.9885 \| \| 0.0032 \| 47.23 \| 31080 \| 0.1045 \| 0.7755 \| 0.9411 \| 0.9630 \| nan \| 0.8989 \| 0.9890 \| 0.9609 \| 0.8660 \| 0.9908 \| 0.0 \| 0.8970 \| 0.9885 \| 0.9583 \| 0.8203 \| 0.9889 \| \| 0.0058 \| 47.26 \| 31100 \| 0.1022 \| 0.7751 \| 0.9399 \| 0.9631 \| nan \| 0.8983 \| 0.9886 \| 0.9612 \| 0.8607 \| 0.9905 \| 0.0 \| 0.8964 \| 0.9881 \| 0.9585 \| 0.8189 \| 0.9886 \| \| 0.0019 \| 47.29 \| 31120 \| 0.1067 \| 0.7755 \| 0.9409 \| 0.9628 \| nan \| 0.9020 \| 0.9888 \| 0.9602 \| 0.8629 \| 0.9904 \| 0.0 \| 0.9000 \| 0.9883 \| 0.9576 \| 0.8187 \| 0.9885 \| \| 0.0288 \| 47.33 \| 31140 \| 0.1058 \| 0.7749 \| 0.9401 \| 0.9630 \| nan \| 0.8994 \| 0.9885 \| 0.9612 \| 0.8618 \| 0.9899 \| 0.0 \| 0.8976 \| 0.9880 \| 0.9585 \| 0.8172 \| 0.9881 \| \| 0.0138 \| 47.36 \| 31160 \| 0.1033 \| 0.7755 \| 0.9410 \| 0.9635 \| nan \| 0.9015 \| 0.9882 \| 0.9617 \| 0.8642 \| 0.9897 \| 0.0 \| 0.8996 \| 0.9877 \| 0.9591 \| 0.8186 \| 0.9879 \| \| 0.0117 \| 47.39 \| 31180 \| 0.1024 \| 0.7752 \| 0.9409 \| 0.9637 \| nan \| 0.9002 \| 0.9889 \| 0.9623 \| 0.8643 \| 0.9888 \| 0.0 \| 0.8983 \| 0.9884 \| 0.9595 \| 0.8176 \| 0.9872 \| \| 0.006 \| 47.42 \| 31200 \| 0.1005 \| 0.7740 \| 0.9388 \| 0.9615 \| nan \| 0.8954 \| 0.9883 \| 0.9595 \| 0.8617 \| 0.9891 \| 0.0 \| 0.8935 \| 0.9878 \| 0.9570 \| 0.8182 \| 0.9874 \| \| 0.0007 \| 47.45 \| 31220 \| 0.1011 \| 0.7754 \| 0.9405 \| 0.9625 \| nan \| 0.8993 \| 0.9887 \| 0.9604 \| 0.8646 \| 0.9894 \| 0.0 \| 0.8974 \| 0.9882 \| 0.9578 \| 0.8212 \| 0.9877 \| \| 0.0032 \| 47.48 \| 31240 \| 0.1041 \| 0.7757 \| 0.9401 \| 0.9632 \| nan \| 0.9005 \| 0.9887 \| 0.9612 \| 0.8603 \| 0.9898 \| 0.0 \| 0.8986 \| 0.9882 \| 0.9585 \| 0.8208 \| 0.9880 \| \| 0.0174 \| 47.51 \| 31260 \| 0.1040 \| 0.7747 \| 0.9400 \| 0.9622 \| nan \| 0.8978 \| 0.9885 \| 0.9603 \| 0.8645 \| 0.9889 \| 0.0 \| 0.8959 \| 0.9881 \| 0.9577 \| 0.8191 \| 0.9872 \| \| 0.0211 \| 47.54 \| 31280 \| 0.1035 \| 0.7750 \| 0.9401 \| 0.9614 \| nan \| 0.8988 \| 0.9883 \| 0.9588 \| 0.8651 \| 0.9897 \| 0.0 \| 0.8968 \| 0.9879 \| 0.9562 \| 0.8213 \| 0.9879 \| \| 0.0069 \| 47.57 \| 31300 \| 0.1022 \| 0.7757 \| 0.9408 \| 0.9620 \| nan \| 0.9014 \| 0.9885 \| 0.9592 \| 0.8650 \| 0.9899 \| 0.0 \| 0.8992 \| 0.9881 \| 0.9567 \| 0.8223 \| 0.9881 \| \| 0.0108 \| 47.6 \| 31320 \| 0.0990 \| 0.7747 \| 0.9406 \| 0.9607 \| nan \| 0.8990 \| 0.9891 \| 0.9577 \| 0.8683 \| 0.9890 \| 0.0 \| 0.8968 \| 0.9885 \| 0.9552 \| 0.8202 \| 0.9873 \| \| 0.005 \| 47.63 \| 31340 \| 0.1030 \| 0.7747 \| 0.9392 \| 0.9620 \| nan \| 0.8967 \| 0.9886 \| 0.9599 \| 0.8612 \| 0.9899 \| 0.0 \| 0.8948 \| 0.9881 \| 0.9573 \| 0.8199 \| 0.9881 \| \| 0.003 \| 47.66 \| 31360 \| 0.1043 \| 0.7753 \| 0.9403 \| 0.9627 \| nan \| 0.8971 \| 0.9889 \| 0.9606 \| 0.8645 \| 0.9906 \| 0.0 \| 0.8951 \| 0.9884 \| 0.9581 \| 0.8214 \| 0.9887 \| \| 0.0019 \| 47.69 \| 31380 \| 0.1074 \| 0.7748 \| 0.9391 \| 0.9620 \| nan \| 0.8982 \| 0.9882 \| 0.9595 \| 0.8589 \| 0.9907 \| 0.0 \| 0.8963 \| 0.9878 \| 0.9570 \| 0.8190 \| 0.9887 \| \| 0.0163 \| 47.72 \| 31400 \| 0.1059 \| 0.7748 \| 0.9390 \| 0.9618 \| nan \| 0.8974 \| 0.9889 \| 0.9593 \| 0.8588 \| 0.9906 \| 0.0 \| 0.8955 \| 0.9884 \| 0.9568 \| 0.8194 \| 0.9886 \| \| 0.0065 \| 47.75 \| 31420 \| 0.1027 \| 0.7738 \| 0.9379 \| 0.9606 \| nan \| 0.8955 \| 0.9885 \| 0.9580 \| 0.8579 \| 0.9897 \| 0.0 \| 0.8933 \| 0.9880 \| 0.9555 \| 0.8180 \| 0.9879 \| \| 0.0023 \| 47.78 \| 31440 \| 0.1054 \| 0.7754 \| 0.9396 \| 0.9624 \| nan \| 0.9005 \| 0.9888 \| 0.9597 \| 0.8578 \| 0.9910 \| 0.0 \| 0.8984 \| 0.9883 \| 0.9572 \| 0.8197 \| 0.9890 \| \| 0.0052 \| 47.81 \| 31460 \| 0.1068 \| 0.7751 \| 0.9395 \| 0.9633 \| nan \| 0.8970 \| 0.9885 \| 0.9618 \| 0.8599 \| 0.9906 \| 0.0 \| 0.8951 \| 0.9881 \| 0.9591 \| 0.8195 \| 0.9887 \| \| 0.0024 \| 47.84 \| 31480 \| 0.1102 \| 0.7757 \| 0.9400 \| 0.9636 \| nan \| 0.8993 \| 0.9888 \| 0.9615 \| 0.8588 \| 0.9916 \| 0.0 \| 0.8975 \| 0.9883 \| 0.9589 \| 0.8202 \| 0.9895 \| \| 0.0068 \| 47.87 \| 31500 \| 0.1071 \| 0.7750 \| 0.9391 \| 0.9631 \| nan \| 0.8968 \| 0.9884 \| 0.9612 \| 0.8573 \| 0.9917 \| 0.0 \| 0.8950 \| 0.9879 \| 0.9586 \| 0.8191 \| 0.9895 \| \| 0.0059 \| 47.9 \| 31520 \| 0.1067 \| 0.7753 \| 0.9401 \| 0.9634 \| nan \| 0.8987 \| 0.9882 \| 0.9616 \| 0.8612 \| 0.9907 \| 0.0 \| 0.8969 \| 0.9878 \| 0.9589 \| 0.8192 \| 0.9888 \| \| 0.007 \| 47.93 \| 31540 \| 0.1102 \| 0.7749 \| 0.9397 \| 0.9632 \| nan \| 0.8974 \| 0.9882 \| 0.9616 \| 0.8610 \| 0.9903 \| 0.0 \| 0.8956 \| 0.9878 \| 0.9590 \| 0.8188 \| 0.9884 \| \| 0.0111 \| 47.96 \| 31560 \| 0.1027 \| 0.7765 \| 0.9425 \| 0.9647 \| nan \| 0.9018 \| 0.9893 \| 0.9633 \| 0.8682 \| 0.9899 \| 0.0 \| 0.8999 \| 0.9888 \| 0.9606 \| 0.8217 \| 0.9882 \| \| 0.0038 \| 47.99 \| 31580 \| 0.1031 \| 0.7750 \| 0.9394 \| 0.9625 \| nan \| 0.8986 \| 0.9886 \| 0.9603 \| 0.8590 \| 0.9904 \| 0.0 \| 0.8967 \| 0.9881 \| 0.9577 \| 0.8191 \| 0.9885 \| \| 0.0013 \| 48.02 \| 31600 \| 0.1042 \| 0.7756 \| 0.9408 \| 0.9625 \| nan \| 0.9000 \| 0.9887 \| 0.9600 \| 0.8648 \| 0.9905 \| 0.0 \| 0.8979 \| 0.9882 \| 0.9575 \| 0.8213 \| 0.9886 \| \| 0.0184 \| 48.05 \| 31620 \| 0.1043 \| 0.7753 \| 0.9397 \| 0.9625 \| nan \| 0.8994 \| 0.9884 \| 0.9603 \| 0.8602 \| 0.9900 \| 0.0 \| 0.8974 \| 0.9880 \| 0.9578 \| 0.8203 \| 0.9882 \| \| 0.0045 \| 48.09 \| 31640 \| 0.1032 \| 0.7745 \| 0.9389 \| 0.9619 \| nan \| 0.8961 \| 0.9883 \| 0.9599 \| 0.8601 \| 0.9901 \| 0.0 \| 0.8941 \| 0.9878 \| 0.9573 \| 0.8197 \| 0.9883 \| \| 0.0024 \| 48.12 \| 31660 \| 0.1027 \| 0.7754 \| 0.9396 \| 0.9626 \| nan \| 0.8995 \| 0.9889 \| 0.9603 \| 0.8589 \| 0.9902 \| 0.0 \| 0.8975 \| 0.9884 \| 0.9577 \| 0.8204 \| 0.9884 \| \| 0.0011 \| 48.15 \| 31680 \| 0.1098 \| 0.7745 \| 0.9384 \| 0.9618 \| nan \| 0.8983 \| 0.9882 \| 0.9592 \| 0.8555 \| 0.9905 \| 0.0 \| 0.8963 \| 0.9878 \| 0.9567 \| 0.8177 \| 0.9885 \| \| 0.0027 \| 48.18 \| 31700 \| 0.1053 \| 0.7759 \| 0.9403 \| 0.9629 \| nan \| 0.9033 \| 0.9887 \| 0.9604 \| 0.8593 \| 0.9901 \| 0.0 \| 0.9012 \| 0.9882 \| 0.9578 \| 0.8198 \| 0.9882 \| \| 0.0061 \| 48.21 \| 31720 \| 0.1043 \| 0.7756 \| 0.9402 \| 0.9625 \| nan \| 0.9014 \| 0.9888 \| 0.9598 \| 0.8604 \| 0.9905 \| 0.0 \| 0.8994 \| 0.9883 \| 0.9573 \| 0.8200 \| 0.9886 \| \| 0.0054 \| 48.24 \| 31740 \| 0.1061 \| 0.7751 \| 0.9397 \| 0.9619 \| nan \| 0.8994 \| 0.9883 \| 0.9594 \| 0.8612 \| 0.9904 \| 0.0 \| 0.8975 \| 0.9879 \| 0.9568 \| 0.8200 \| 0.9885 \| \| 0.0135 \| 48.27 \| 31760 \| 0.1046 \| 0.7747 \| 0.9387 \| 0.9624 \| nan \| 0.8978 \| 0.9877 \| 0.9604 \| 0.8572 \| 0.9903 \| 0.0 \| 0.8958 \| 0.9873 \| 0.9578 \| 0.8186 \| 0.9884 \| \| 0.0383 \| 48.3 \| 31780 \| 0.1073 \| 0.7747 \| 0.9389 \| 0.9606 \| nan \| 0.8992 \| 0.9883 \| 0.9572 \| 0.8587 \| 0.9911 \| 0.0 \| 0.8972 \| 0.9878 \| 0.9548 \| 0.8196 \| 0.9890 \| \| 0.0175 \| 48.33 \| 31800 \| 0.1020 \| 0.7744 \| 0.9396 \| 0.9608 \| nan \| 0.8989 \| 0.9882 \| 0.9579 \| 0.8637 \| 0.9895 \| 0.0 \| 0.8966 \| 0.9877 \| 0.9555 \| 0.8189 \| 0.9877 \| \| 0.0026 \| 48.36 \| 31820 \| 0.1050 \| 0.7749 \| 0.9397 \| 0.9622 \| nan \| 0.8985 \| 0.9882 \| 0.9599 \| 0.8615 \| 0.9901 \| 0.0 \| 0.8967 \| 0.9877 \| 0.9573 \| 0.8195 \| 0.9883 \| \| 0.0012 \| 48.39 \| 31840 \| 0.1088 \| 0.7750 \| 0.9393 \| 0.9615 \| nan \| 0.8983 \| 0.9884 \| 0.9587 \| 0.8603 \| 0.9906 \| 0.0 \| 0.8964 \| 0.9880 \| 0.9562 \| 0.8205 \| 0.9887 \| \| 0.0055 \| 48.42 \| 31860 \| 0.1080 \| 0.7748 \| 0.9385 \| 0.9631 \| nan \| 0.8980 \| 0.9882 \| 0.9612 \| 0.8543 \| 0.9908 \| 0.0 \| 0.8963 \| 0.9878 \| 0.9585 \| 0.8173 \| 0.9889 \| \| 0.0074 \| 48.45 \| 31880 \| 0.1023 \| 0.7750 \| 0.9390 \| 0.9623 \| nan \| 0.8979 \| 0.9889 \| 0.9601 \| 0.8583 \| 0.9900 \| 0.0 \| 0.8958 \| 0.9884 \| 0.9575 \| 0.8196 \| 0.9883 \| \| 0.015 \| 48.48 \| 31900 \| 0.1015 \| 0.7759 \| 0.9398 \| 0.9627 \| nan \| 0.9019 \| 0.9898 \| 0.9600 \| 0.8568 \| 0.9906 \| 0.0 \| 0.8998 \| 0.9893 \| 0.9574 \| 0.8201 \| 0.9887 \| \| 0.0059 \| 48.51 \| 31920 \| 0.1039 \| 0.7746 \| 0.9389 \| 0.9620 \| nan \| 0.8964 \| 0.9887 \| 0.9601 \| 0.8597 \| 0.9894 \| 0.0 \| 0.8945 \| 0.9883 \| 0.9575 \| 0.8195 \| 0.9877 \| \| 0.0016 \| 48.54 \| 31940 \| 0.1097 \| 0.7747 \| 0.9392 \| 0.9626 \| nan \| 0.8983 \| 0.9887 \| 0.9608 \| 0.8591 \| 0.9891 \| 0.0 \| 0.8964 \| 0.9883 \| 0.9581 \| 0.8182 \| 0.9874 \| \| 0.0263 \| 48.57 \| 31960 \| 0.1041 \| 0.7750 \| 0.9395 \| 0.9620 \| nan \| 0.8988 \| 0.9890 \| 0.9597 \| 0.8605 \| 0.9892 \| 0.0 \| 0.8969 \| 0.9885 \| 0.9571 \| 0.8199 \| 0.9876 \| \| 0.0033 \| 48.6 \| 31980 \| 0.1042 \| 0.7750 \| 0.9395 \| 0.9619 \| nan \| 0.9001 \| 0.9891 \| 0.9594 \| 0.8597 \| 0.9891 \| 0.0 \| 0.8981 \| 0.9886 \| 0.9569 \| 0.8191 \| 0.9873 \| \| 0.0034 \| 48.63 \| 32000 \| 0.1041 \| 0.7749 \| 0.9393 \| 0.9618 \| nan \| 0.8976 \| 0.9889 \| 0.9594 \| 0.8602 \| 0.9905 \| 0.0 \| 0.8956 \| 0.9885 \| 0.9569 \| 0.8201 \| 0.9886 \| \| 0.0032 \| 48.66 \| 32020 \| 0.1066 \| 0.7748 \| 0.9394 \| 0.9626 \| nan \| 0.8978 \| 0.9884 \| 0.9608 \| 0.8600 \| 0.9899 \| 0.0 \| 0.8959 \| 0.9880 \| 0.9582 \| 0.8189 \| 0.9881 \| \| 0.0032 \| 48.69 \| 32040 \| 0.1074 \| 0.7749 \| 0.9391 \| 0.9632 \| nan \| 0.8977 \| 0.9883 \| 0.9617 \| 0.8577 \| 0.9901 \| 0.0 \| 0.8959 \| 0.9879 \| 0.9590 \| 0.8184 \| 0.9883 \| \| 0.012 \| 48.72 \| 32060 \| 0.1055 \| 0.7749 \| 0.9394 \| 0.9626 \| nan \| 0.8978 \| 0.9885 \| 0.9606 \| 0.8598 \| 0.9903 \| 0.0 \| 0.8959 \| 0.9880 \| 0.9580 \| 0.8192 \| 0.9885 \| \| 0.0047 \| 48.75 \| 32080 \| 0.1037 \| 0.7757 \| 0.9401 \| 0.9630 \| nan \| 0.9014 \| 0.9885 \| 0.9606 \| 0.8590 \| 0.9908 \| 0.0 \| 0.8994 \| 0.9881 \| 0.9581 \| 0.8197 \| 0.9889 \| \| 0.0161 \| 48.78 \| 32100 \| 0.1022 \| 0.7751 \| 0.9392 \| 0.9626 \| nan \| 0.8989 \| 0.9885 \| 0.9604 \| 0.8580 \| 0.9905 \| 0.0 \| 0.8969 \| 0.9881 \| 0.9578 \| 0.8196 \| 0.9886 \| \| 0.0048 \| 48.81 \| 32120 \| 0.1071 \| 0.7754 \| 0.9398 \| 0.9632 \| nan \| 0.8975 \| 0.9890 \| 0.9613 \| 0.8602 \| 0.9910 \| 0.0 \| 0.8955 \| 0.9885 \| 0.9587 \| 0.8206 \| 0.9890 \| \| 0.0117 \| 48.84 \| 32140 \| 0.1043 \| 0.7757 \| 0.9405 \| 0.9629 \| nan \| 0.8993 \| 0.9894 \| 0.9608 \| 0.8629 \| 0.9902 \| 0.0 \| 0.8972 \| 0.9889 \| 0.9582 \| 0.8215 \| 0.9884 \| \| 0.0006 \| 48.88 \| 32160 \| 0.1076 \| 0.7760 \| 0.9408 \| 0.9633 \| nan \| 0.9020 \| 0.9888 \| 0.9611 \| 0.8616 \| 0.9902 \| 0.0 \| 0.9001 \| 0.9884 \| 0.9585 \| 0.8206 \| 0.9884 \| \| 0.0025 \| 48.91 \| 32180 \| 0.1072 \| 0.7753 \| 0.9401 \| 0.9624 \| nan \| 0.8983 \| 0.9887 \| 0.9600 \| 0.8627 \| 0.9908 \| 0.0 \| 0.8963 \| 0.9882 \| 0.9575 \| 0.8211 \| 0.9889 \| \| 0.0034 \| 48.94 \| 32200 \| 0.1049 \| 0.7756 \| 0.9407 \| 0.9626 \| nan \| 0.8983 \| 0.9888 \| 0.9602 \| 0.8650 \| 0.9911 \| 0.0 \| 0.8961 \| 0.9883 \| 0.9578 \| 0.8223 \| 0.9891 \| \| 0.0061 \| 48.97 \| 32220 \| 0.1056 \| 0.7749 \| 0.9396 \| 0.9626 \| nan \| 0.8977 \| 0.9882 \| 0.9608 \| 0.8619 \| 0.9895 \| 0.0 \| 0.8957 \| 0.9878 \| 0.9582 \| 0.8196 \| 0.9878 \| \| 0.0047 \| 49.0 \| 32240 \| 0.1066 \| 0.7748 \| 0.9398 \| 0.9617 \| nan \| 0.8971 \| 0.9885 \| 0.9594 \| 0.8640 \| 0.9898 \| 0.0 \| 0.8950 \| 0.9880 \| 0.9569 \| 0.8208 \| 0.9881 \| \| 0.0094 \| 49.03 \| 32260 \| 0.1076 \| 0.7749 \| 0.9392 \| 0.9619 \| nan \| 0.8975 \| 0.9884 \| 0.9597 \| 0.8602 \| 0.9901 \| 0.0 \| 0.8956 \| 0.9880 \| 0.9571 \| 0.8202 \| 0.9883 \| \| 0.0089 \| 49.06 \| 32280 \| 0.1050 \| 0.7747 \| 0.9398 \| 0.9625 \| nan \| 0.8983 \| 0.9882 \| 0.9607 \| 0.8628 \| 0.9892 \| 0.0 \| 0.8963 \| 0.9878 \| 0.9580 \| 0.8185 \| 0.9876 \| \| 0.0029 \| 49.09 \| 32300 \| 0.1060 \| 0.7748 \| 0.9395 \| 0.9619 \| nan \| 0.8968 \| 0.9885 \| 0.9597 \| 0.8627 \| 0.9899 \| 0.0 \| 0.8949 \| 0.9881 \| 0.9571 \| 0.8205 \| 0.9882 \| \| 0.024 \| 49.12 \| 32320 \| 0.1034 \| 0.7747 \| 0.9395 \| 0.9612 \| nan \| 0.8972 \| 0.9885 \| 0.9586 \| 0.8634 \| 0.9900 \| 0.0 \| 0.8950 \| 0.9881 \| 0.9561 \| 0.8209 \| 0.9882 \| \| 0.0023 \| 49.15 \| 32340 \| 0.1045 \| 0.7752 \| 0.9409 \| 0.9629 \| nan \| 0.9002 \| 0.9889 \| 0.9610 \| 0.8654 \| 0.9892 \| 0.0 \| 0.8981 \| 0.9884 \| 0.9583 \| 0.8188 \| 0.9876 \| \| 0.0032 \| 49.18 \| 32360 \| 0.1080 \| 0.7759 \| 0.9404 \| 0.9633 \| nan \| 0.9008 \| 0.9889 \| 0.9611 \| 0.8604 \| 0.9906 \| 0.0 \| 0.8989 \| 0.9884 \| 0.9585 \| 0.8207 \| 0.9888 \| \| 0.0015 \| 49.21 \| 32380 \| 0.1050 \| 0.7759 \| 0.9407 \| 0.9630 \| nan \| 0.9021 \| 0.9886 \| 0.9606 \| 0.8617 \| 0.9903 \| 0.0 \| 0.9001 \| 0.9882 \| 0.9581 \| 0.8205 \| 0.9885 \| \| 0.0057 \| 49.24 \| 32400 \| 0.1030 \| 0.7750 \| 0.9394 \| 0.9620 \| nan \| 0.8996 \| 0.9883 \| 0.9596 \| 0.8599 \| 0.9897 \| 0.0 \| 0.8975 \| 0.9879 \| 0.9571 \| 0.8195 \| 0.9879 \| \| 0.0087 \| 49.27 \| 32420 \| 0.1043 \| 0.7752 \| 0.9398 \| 0.9623 \| nan \| 0.8991 \| 0.9882 \| 0.9599 \| 0.8614 \| 0.9905 \| 0.0 \| 0.8971 \| 0.9878 \| 0.9574 \| 0.8205 \| 0.9886 \| \| 0.0039 \| 49.3 \| 32440 \| 0.1050 \| 0.7754 \| 0.9394 \| 0.9623 \| nan \| 0.9008 \| 0.9885 \| 0.9597 \| 0.8574 \| 0.9909 \| 0.0 \| 0.8987 \| 0.9880 \| 0.9571 \| 0.8197 \| 0.9889 \| \| 0.0107 \| 49.33 \| 32460 \| 0.1007 \| 0.7747 \| 0.9393 \| 0.9615 \| nan \| 0.8977 \| 0.9884 \| 0.9590 \| 0.8611 \| 0.9902 \| 0.0 \| 0.8957 \| 0.9880 \| 0.9565 \| 0.8199 \| 0.9884 \| \| 0.0037 \| 49.36 \| 32480 \| 0.1054 \| 0.7756 \| 0.9406 \| 0.9628 \| nan \| 0.9000 \| 0.9889 \| 0.9607 \| 0.8635 \| 0.9898 \| 0.0 \| 0.8981 \| 0.9884 \| 0.9580 \| 0.8211 \| 0.9881 \| \| 0.0375 \| 49.39 \| 32500 \| 0.1065 \| 0.7745 \| 0.9388 \| 0.9617 \| nan \| 0.8951 \| 0.9888 \| 0.9595 \| 0.8606 \| 0.9900 \| 0.0 \| 0.8932 \| 0.9883 \| 0.9569 \| 0.8202 \| 0.9882 \| \| 0.0399 \| 49.42 \| 32520 \| 0.1049 \| 0.7758 \| 0.9407 \| 0.9626 \| nan \| 0.9018 \| 0.9885 \| 0.9601 \| 0.8627 \| 0.9905 \| 0.0 \| 0.8998 \| 0.9881 \| 0.9574 \| 0.8209 \| 0.9887 \| \| 0.0047 \| 49.45 \| 32540 \| 0.1080 \| 0.7748 \| 0.9391 \| 0.9623 \| nan \| 0.8962 \| 0.9887 \| 0.9602 \| 0.8601 \| 0.9904 \| 0.0 \| 0.8945 \| 0.9882 \| 0.9576 \| 0.8199 \| 0.9885 \| \| 0.006 \| 49.48 \| 32560 \| 0.1054 \| 0.7757 \| 0.9403 \| 0.9629 \| nan \| 0.9000 \| 0.9888 \| 0.9608 \| 0.8616 \| 0.9903 \| 0.0 \| 0.8981 \| 0.9884 \| 0.9581 \| 0.8209 \| 0.9885 \| \| 0.0019 \| 49.51 \| 32580 \| 0.1058 \| 0.7747 \| 0.9391 \| 0.9623 \| nan \| 0.8967 \| 0.9888 \| 0.9603 \| 0.8597 \| 0.9900 \| 0.0 \| 0.8949 \| 0.9883 \| 0.9576 \| 0.8193 \| 0.9883 \| \| 0.0039 \| 49.54 \| 32600 \| 0.1068 \| 0.7747 \| 0.9393 \| 0.9624 \| nan \| 0.8968 \| 0.9883 \| 0.9606 \| 0.8609 \| 0.9899 \| 0.0 \| 0.8949 \| 0.9878 \| 0.9579 \| 0.8192 \| 0.9881 \| \| 0.0368 \| 49.57 \| 32620 \| 0.1070 \| 0.7755 \| 0.9403 \| 0.9630 \| nan \| 0.9000 \| 0.9883 \| 0.9611 \| 0.8623 \| 0.9900 \| 0.0 \| 0.8980 \| 0.9878 \| 0.9584 \| 0.8204 \| 0.9883 \| \| 0.0077 \| 49.6 \| 32640 \| 0.1039 \| 0.7742 \| 0.9388 \| 0.9617 \| nan \| 0.8959 \| 0.9881 \| 0.9597 \| 0.8608 \| 0.9894 \| 0.0 \| 0.8941 \| 0.9877 \| 0.9571 \| 0.8188 \| 0.9877 \| \| 0.0096 \| 49.64 \| 32660 \| 0.1051 \| 0.7750 \| 0.9394 \| 0.9614 \| nan \| 0.8983 \| 0.9889 \| 0.9587 \| 0.8611 \| 0.9901 \| 0.0 \| 0.8963 \| 0.9884 \| 0.9562 \| 0.8206 \| 0.9883 \| \| 0.0046 \| 49.67 \| 32680 \| 0.1073 \| 0.7755 \| 0.9398 \| 0.9627 \| nan \| 0.8993 \| 0.9889 \| 0.9605 \| 0.8598 \| 0.9904 \| 0.0 \| 0.8974 \| 0.9884 \| 0.9579 \| 0.8205 \| 0.9885 \| \| 0.445 \| 49.7 \| 32700 \| 0.1067 \| 0.7754 \| 0.9395 \| 0.9634 \| nan \| 0.8990 \| 0.9888 \| 0.9617 \| 0.8576 \| 0.9904 \| 0.0 \| 0.8973 \| 0.9884 \| 0.9589 \| 0.8195 \| 0.9886 \| \| 0.0087 \| 49.73 \| 32720 \| 0.1057 \| 0.7757 \| 0.9405 \| 0.9632 \| nan \| 0.8988 \| 0.9890 \| 0.9611 \| 0.8628 \| 0.9906 \| 0.0 \| 0.8969 \| 0.9886 \| 0.9585 \| 0.8213 \| 0.9888 \| \| 0.0642 \| 49.76 \| 32740 \| 0.1061 \| 0.7752 \| 0.9393 \| 0.9627 \| nan \| 0.8973 \| 0.9884 \| 0.9607 \| 0.8592 \| 0.9910 \| 0.0 \| 0.8955 \| 0.9880 \| 0.9580 \| 0.8204 \| 0.9890 \| \| 0.0092 \| 49.79 \| 32760 \| 0.1052 \| 0.7755 \| 0.9400 \| 0.9626 \| nan \| 0.8996 \| 0.9886 \| 0.9603 \| 0.8611 \| 0.9902 \| 0.0 \| 0.8977 \| 0.9882 \| 0.9577 \| 0.8211 \| 0.9884 \| \| 0.0081 \| 49.82 \| 32780 \| 0.1112 \| 0.7752 \| 0.9393 \| 0.9628 \| nan \| 0.8981 \| 0.9884 \| 0.9607 \| 0.8586 \| 0.9908 \| 0.0 \| 0.8962 \| 0.9880 \| 0.9581 \| 0.8198 \| 0.9889 \| \| 0.0369 \| 49.85 \| 32800 \| 0.1065 \| 0.7754 \| 0.9404 \| 0.9627 \| nan \| 0.8982 \| 0.9889 \| 0.9606 \| 0.8635 \| 0.9906 \| 0.0 \| 0.8962 \| 0.9884 \| 0.9580 \| 0.8211 \| 0.9888 \| \| 0.0051 \| 49.88 \| 32820 \| 0.1060 \| 0.7755 \| 0.9398 \| 0.9630 \| nan \| 0.8985 \| 0.9888 \| 0.9609 \| 0.8599 \| 0.9908 \| 0.0 \| 0.8966 \| 0.9883 \| 0.9583 \| 0.8206 \| 0.9889 \| \| 0.0047 \| 49.91 \| 32840 \| 0.1091 \| 0.7748 \| 0.9390 \| 0.9616 \| nan \| 0.8985 \| 0.9881 \| 0.9591 \| 0.8589 \| 0.9901 \| 0.0 \| 0.8966 \| 0.9877 \| 0.9566 \| 0.8194 \| 0.9883 \| \| 0.0026 \| 49.94 \| 32860 \| 0.1058 \| 0.7745 \| 0.9386 \| 0.9619 \| nan \| 0.8952 \| 0.9885 \| 0.9599 \| 0.8593 \| 0.9901 \| 0.0 \| 0.8933 \| 0.9880 \| 0.9573 \| 0.8201 \| 0.9883 \| \| 0.0071 \| 49.97 \| 32880 \| 0.1066 \| 0.7750 \| 0.9389 \| 0.9630 \| nan \| 0.8980 \| 0.9886 \| 0.9611 \| 0.8563 \| 0.9906 \| 0.0 \| 0.8961 \| 0.9882 \| 0.9583 \| 0.8187 \| 0.9887 \| \| 0.0036 \| 50.0 \| 32900 \| 0.1093 \| 0.7759 \| 0.9403 \| 0.9638 \| nan \| 0.9007 \| 0.9887 \| 0.9619 \| 0.8594 \| 0.9905 \| 0.0 \| 0.8989 \| 0.9883 \| 0.9592 \| 0.8204 \| 0.9887 \| ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0	[ "background", "lamella", "manipulator", "landing_post", "copper_adapter", "volume_block" ]
as-cle-bert/segformer-breastcancer	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-breastcancer This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.1986 - Mean Iou: 0.4951 - Mean Accuracy: 0.5647 - Overall Accuracy: 0.5716 - Per Category Iou: [0.41886373003284666, 0.5713219432574086] - Per Category Accuracy: [0.542773911636187, 0.5866474640793707] ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Per Category Iou \| Per Category Accuracy \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------------------------------:\|:------------------------------------------:\| \| 0.9179 \| 1.25 \| 20 \| 0.8275 \| 0.1056 \| 0.2990 \| 0.2215 \| [0.15928433223106872, 0.05189369644942194] \| [0.5449101796407185, 0.053152424747755486] \| \| 0.7951 \| 2.5 \| 40 \| 0.7554 \| 0.3808 \| 0.6154 \| 0.6539 \| [0.2962250026735109, 0.46535774064135604] \| [0.4931218643793494, 0.7375983290380178] \| \| 0.6317 \| 3.75 \| 60 \| 0.5784 \| 0.2076 \| 0.3576 \| 0.3005 \| [0.24602488191071786, 0.16910477266308951] \| [0.5386308464152776, 0.17651220374955784] \| \| 0.5525 \| 5.0 \| 80 \| 0.4935 \| 0.3310 \| 0.4279 \| 0.3908 \| [0.3572223576675606, 0.30487703968490387] \| [0.5453956950962939, 0.31031549514039786] \| \| 0.4365 \| 6.25 \| 100 \| 0.4277 \| 0.4259 \| 0.5007 \| 0.5093 \| [0.3753112405986087, 0.4765198093920762] \| [0.473248098397799, 0.528071150639244] \| \| 0.3658 \| 7.5 \| 120 \| 0.3757 \| 0.3739 \| 0.4207 \| 0.4501 \| [0.2934911929427469, 0.45430117531467024] \| [0.32736688784592977, 0.5140397864133273] \| \| 0.357 \| 8.75 \| 140 \| 0.3155 \| 0.4305 \| 0.5273 \| 0.5652 \| [0.31276016750127367, 0.5482260296446353] \| [0.40734746722770676, 0.6473124799973049] \| \| 0.2889 \| 10.0 \| 160 \| 0.3121 \| 0.4761 \| 0.5439 \| 0.5495 \| [0.39972203089638886, 0.5525428502787649] \| [0.5259588930247613, 0.56174305590648] \| \| 0.2536 \| 11.25 \| 180 \| 0.2611 \| 0.4607 \| 0.5411 \| 0.5586 \| [0.37248963582652733, 0.5489196143472734] \| [0.4856772940605276, 0.5965098455370829] \| \| 0.3375 \| 12.5 \| 200 \| 0.2522 \| 0.3905 \| 0.4676 \| 0.4535 \| [0.3615823724169426, 0.4193968866718472] \| [0.512558666450882, 0.4227348526959422] \| \| 0.1835 \| 13.75 \| 220 \| 0.2393 \| 0.4343 \| 0.4809 \| 0.5004 \| [0.3816968232451229, 0.4869246466631396] \| [0.41924259588930246, 0.5425994239223811] \| \| 0.1878 \| 15.0 \| 240 \| 0.2364 \| 0.3883 \| 0.4769 \| 0.4591 \| [0.3594858252766199, 0.4170536161683648] \| [0.5331607056157954, 0.42058719490626106] \| \| 0.1804 \| 16.25 \| 260 \| 0.2388 \| 0.3503 \| 0.4221 \| 0.3934 \| [0.3722368961671656, 0.3283766624340039] \| [0.5131736526946108, 0.3310593427324945] \| \| 0.2296 \| 17.5 \| 280 \| 0.2108 \| 0.3845 \| 0.4523 \| 0.4383 \| [0.36382381172455475, 0.4051134890024848] \| [0.4968765172357987, 0.40781915879192143] \| \| 0.1752 \| 18.75 \| 300 \| 0.2065 \| 0.4408 \| 0.5307 \| 0.5278 \| [0.37362255868123995, 0.5080655748465653] \| [0.539941738145331, 0.5215102666464534] \| \| 0.1404 \| 20.0 \| 320 \| 0.2025 \| 0.4192 \| 0.5049 \| 0.4948 \| [0.37603680369849973, 0.4624047452321127] \| [0.5370771969574365, 0.4727289571647548] \| \| 0.1044 \| 21.25 \| 340 \| 0.1993 \| 0.4134 \| 0.5006 \| 0.4938 \| [0.36164057945015027, 0.46514651056315] \| [0.5219938501375627, 0.4791635083463877] \| \| 0.1047 \| 22.5 \| 360 \| 0.1995 \| 0.4409 \| 0.5612 \| 0.5654 \| [0.35316826827766823, 0.5286988461568266] \| [0.5477909046771322, 0.5746205804571564] \| \| 0.0969 \| 23.75 \| 380 \| 0.1934 \| 0.4208 \| 0.5256 \| 0.5171 \| [0.3610564616784075, 0.480532337904731] \| [0.5524356692021363, 0.49872824970101237] \| \| 0.1198 \| 25.0 \| 400 \| 0.2100 \| 0.4047 \| 0.4892 \| 0.4726 \| [0.377810637529348, 0.43159533203482664] \| [0.5416895937854022, 0.4366988394225748] \| \| 0.116 \| 26.25 \| 420 \| 0.2038 \| 0.4208 \| 0.5123 \| 0.5040 \| [0.3659432240473206, 0.47558361909786334] \| [0.5386632141123159, 0.48590968046220967] \| \| 0.0803 \| 27.5 \| 440 \| 0.2035 \| 0.4643 \| 0.5486 \| 0.5520 \| [0.3885018236229309, 0.5400125204269953] \| [0.537854021686357, 0.5594101099937676] \| \| 0.1031 \| 28.75 \| 460 \| 0.2068 \| 0.4193 \| 0.5268 \| 0.5199 \| [0.3565531095848628, 0.48207738324971056] \| [0.5486324648001295, 0.5049522461973824] \| \| 0.0652 \| 30.0 \| 480 \| 0.1906 \| 0.4799 \| 0.5572 \| 0.5719 \| [0.39256244632789455, 0.5671483599490623] \| [0.5104709499919081, 0.6039045260835144] \| \| 0.0865 \| 31.25 \| 500 \| 0.1946 \| 0.4660 \| 0.5319 \| 0.5360 \| [0.4022848534304187, 0.5297039831736081] \| [0.5185952419485353, 0.5451176579581248] \| \| 0.0781 \| 32.5 \| 520 \| 0.2018 \| 0.4170 \| 0.4977 \| 0.4881 \| [0.37508619500758517, 0.4588260589120619] \| [0.5281922641204079, 0.46729664628497314] \| \| 0.0922 \| 33.75 \| 540 \| 0.1932 \| 0.4649 \| 0.5558 \| 0.5608 \| [0.39512968947922955, 0.5346638407173079] \| [0.5401683120245995, 0.571521215490087] \| \| 0.0802 \| 35.0 \| 560 \| 0.2029 \| 0.4519 \| 0.5364 \| 0.5344 \| [0.3877223005943433, 0.5161263869184783] \| [0.5426606246965529, 0.5300756312429464] \| \| 0.0737 \| 36.25 \| 580 \| 0.1983 \| 0.4605 \| 0.5598 \| 0.5666 \| [0.3930664524057094, 0.5280028151990147] \| [0.5383719048389707, 0.5812993750736941] \| \| 0.0766 \| 37.5 \| 600 \| 0.2097 \| 0.4902 \| 0.5645 \| 0.5701 \| [0.41298901286924217, 0.5674679408239331] \| [0.5468846091600582, 0.5821500160021561] \| \| 0.0663 \| 38.75 \| 620 \| 0.1926 \| 0.5041 \| 0.5653 \| 0.5781 \| [0.42229021548076295, 0.5859655697770101] \| [0.5249069428710147, 0.6057405629390065] \| \| 0.0572 \| 40.0 \| 640 \| 0.1944 \| 0.4884 \| 0.5550 \| 0.5643 \| [0.41379925802215733, 0.5630840363400389] \| [0.525295355235475, 0.5846429834756683] \| \| 0.1065 \| 41.25 \| 660 \| 0.1949 \| 0.4713 \| 0.5603 \| 0.5687 \| [0.4052270716602772, 0.537297205601135] \| [0.5337271403139666, 0.5868664409520441] \| \| 0.0881 \| 42.5 \| 680 \| 0.1945 \| 0.4557 \| 0.5355 \| 0.5362 \| [0.38861418270649184, 0.5228113541121006] \| [0.5329341317365269, 0.5379672208465983] \| \| 0.0616 \| 43.75 \| 700 \| 0.2055 \| 0.4851 \| 0.5479 \| 0.5493 \| [0.4288067420034476, 0.5413945423770796] \| [0.543486000971031, 0.5522512506948305] \| \| 0.135 \| 45.0 \| 720 \| 0.2017 \| 0.4950 \| 0.5702 \| 0.5770 \| [0.4186215922560253, 0.5714192766576933] \| [0.5487133840427254, 0.5917428874627318] \| \| 0.0683 \| 46.25 \| 740 \| 0.1986 \| 0.4880 \| 0.5579 \| 0.5633 \| [0.41617258731503165, 0.5599071727881785] \| [0.5407347467227707, 0.5750585342025031] \| \| 0.0962 \| 47.5 \| 760 \| 0.2010 \| 0.4907 \| 0.5660 \| 0.5730 \| [0.41037067786677084, 0.571094427269902] \| [0.543955332578087, 0.5881213468762106] \| \| 0.0534 \| 48.75 \| 780 \| 0.2061 \| 0.4941 \| 0.5671 \| 0.5740 \| [0.4158937943809818, 0.5723742349360128] \| [0.5450234665803528, 0.5891404315528829] \| \| 0.069 \| 50.0 \| 800 \| 0.1986 \| 0.4951 \| 0.5647 \| 0.5716 \| [0.41886373003284666, 0.5713219432574086] \| [0.542773911636187, 0.5866474640793707] \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "benign_breast_cancer", "malignant_breast_cancer", "background" ]
as-cle-bert/segformer-v1-breastcancer	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-v1-breastcancer This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.2084 - Mean Iou: 0.6074 - Mean Accuracy: 0.7133 - Overall Accuracy: 0.6718 - Per Category Iou: [0.6503515075769412, 0.5644565972298056] - Per Category Accuracy: [0.7843872475128127, 0.6421245639664888] ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 3 - eval_batch_size: 3 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Per Category Iou \| Per Category Accuracy \| \|:-------------:\|:-----:\|:----:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:---------------------------------------------:\|:---------------------------------------------:\| \| 1.0349 \| 1.82 \| 20 \| 0.9385 \| 0.1001 \| 0.3453 \| 0.5410 \| [0.00702490904002239, 0.19315512632820392] \| [0.00945884835694905, 0.6811663337407948] \| \| 0.8631 \| 3.64 \| 40 \| 0.8712 \| 0.1270 \| 0.3748 \| 0.5931 \| [9.482867619168036e-05, 0.25396146547703435] \| [0.00011305396442568585, 0.7494807350208202] \| \| 0.6657 \| 5.45 \| 60 \| 0.6510 \| 0.1313 \| 0.2115 \| 0.3347 \| [0.00014806040864672785, 0.26239433754030744] \| [0.00015073861923424781, 0.42294505232402135] \| \| 0.6924 \| 7.27 \| 80 \| 0.5721 \| 0.1917 \| 0.3061 \| 0.4833 \| [0.002107933665379521, 0.38125252274350296] \| [0.0021291829966837506, 0.6101487731433172] \| \| 0.5177 \| 9.09 \| 100 \| 0.4836 \| 0.1991 \| 0.3081 \| 0.4876 \| [0.0, 0.3981538560328774] \| [0.0, 0.6162060363932699] \| \| 0.3851 \| 10.91 \| 120 \| 0.4029 \| 0.2127 \| 0.2893 \| 0.4440 \| [0.023690796530116853, 0.40166184061437743] \| [0.02372249020198975, 0.5548632022499826] \| \| 0.3266 \| 12.73 \| 140 \| 0.3811 \| 0.2300 \| 0.3350 \| 0.5130 \| [0.028268806709322924, 0.43178856750464767] \| [0.02946940006029545, 0.6405295012074774] \| \| 0.3397 \| 14.55 \| 160 \| 0.3353 \| 0.2616 \| 0.3719 \| 0.5640 \| [0.04190433583118965, 0.4812188969936601] \| [0.042357552004823634, 0.7015294713932202] \| \| 0.3008 \| 16.36 \| 180 \| 0.3363 \| 0.3885 \| 0.4376 \| 0.4135 \| [0.4227194892852987, 0.35420100310527275] \| [0.47910385890865237, 0.3961867565069616] \| \| 0.2558 \| 18.18 \| 200 \| 0.3163 \| 0.4200 \| 0.4832 \| 0.4322 \| [0.48242302607476784, 0.35761699452079404] \| [0.570677570093458, 0.3956699760492134] \| \| 0.2686 \| 20.0 \| 220 \| 0.2771 \| 0.4777 \| 0.5444 \| 0.5868 \| [0.4603203796001692, 0.49515000498355427] \| [0.4716046126017486, 0.6171352474086441] \| \| 0.1953 \| 21.82 \| 240 \| 0.2811 \| 0.4756 \| 0.5676 \| 0.5920 \| [0.46844517569632155, 0.4827354154204578] \| [0.5257386192342478, 0.6095276427854467] \| \| 0.1623 \| 23.64 \| 260 \| 0.2612 \| 0.4833 \| 0.5416 \| 0.5447 \| [0.506478482184174, 0.46020570281796136] \| [0.5361961109436237, 0.5469524860121443] \| \| 0.1851 \| 25.45 \| 280 \| 0.2620 \| 0.5107 \| 0.5880 \| 0.5313 \| [0.5881106780729983, 0.4333538137452822] \| [0.6852389207114863, 0.49066316846049113] \| \| 0.1315 \| 27.27 \| 300 \| 0.2230 \| 0.6652 \| 0.7361 \| 0.6967 \| [0.7577948727059535, 0.5726185409040606] \| [0.8037006331022007, 0.6684903053973743] \| \| 0.1294 \| 29.09 \| 320 \| 0.2330 \| 0.5189 \| 0.6179 \| 0.6328 \| [0.506419446816051, 0.5313992809888866] \| [0.5923462466083811, 0.6434165151108594] \| \| 0.1532 \| 30.91 \| 340 \| 0.2326 \| 0.5319 \| 0.6251 \| 0.6503 \| [0.5461152173144251, 0.5176845532961513] \| [0.581945281881218, 0.6683163888971706] \| \| 0.1074 \| 32.73 \| 360 \| 0.2280 \| 0.5790 \| 0.6418 \| 0.5960 \| [0.6624514966740577, 0.4955288623414331] \| [0.7205682845945132, 0.5631018753167765] \| \| 0.1184 \| 34.55 \| 380 \| 0.2168 \| 0.6385 \| 0.7453 \| 0.7145 \| [0.7140882114917724, 0.5629577265658137] \| [0.7980479348809165, 0.6925007205112151] \| \| 0.1411 \| 36.36 \| 400 \| 0.2191 \| 0.5935 \| 0.6776 \| 0.6459 \| [0.6633485862587079, 0.5236754959973609] \| [0.7320432619837203, 0.6231328821442413] \| \| 0.1224 \| 38.18 \| 420 \| 0.2068 \| 0.6114 \| 0.6869 \| 0.6689 \| [0.6632029659025639, 0.5596692813228747] \| [0.717949201085318, 0.6559037198254872] \| \| 0.0892 \| 40.0 \| 440 \| 0.2096 \| 0.5867 \| 0.6817 \| 0.6756 \| [0.6250170137471076, 0.548339821945447] \| [0.692191739523666, 0.6711785575862378] \| \| 0.103 \| 41.82 \| 460 \| 0.2117 \| 0.5693 \| 0.6553 \| 0.6511 \| [0.6029494984137872, 0.5356447598629901] \| [0.6625150738619234, 0.6480725082734564] \| \| 0.0996 \| 43.64 \| 480 \| 0.2082 \| 0.6011 \| 0.7024 \| 0.6743 \| [0.6408627400521119, 0.5614076241331366] \| [0.7507725354235755, 0.6540800810947796] \| \| 0.1095 \| 45.45 \| 500 \| 0.2065 \| 0.6254 \| 0.7302 \| 0.6836 \| [0.6779631615467104, 0.5728211009174312] \| [0.8100504974374435, 0.6502936704332012] \| \| 0.097 \| 47.27 \| 520 \| 0.2083 \| 0.6079 \| 0.7042 \| 0.6628 \| [0.6564823383005202, 0.5592888498683055] \| [0.7753052457039493, 0.6330858749987578] \| \| 0.0866 \| 49.09 \| 540 \| 0.2084 \| 0.6074 \| 0.7133 \| 0.6718 \| [0.6503515075769412, 0.5644565972298056] \| [0.7843872475128127, 0.6421245639664888] \| ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "benign_breast_cancer", "malignant_breast_cancer", "background" ]
imessam/segformer-b0-finetuned-agriculture-freeze-encoder	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-b0-finetuned-agriculture-freeze-encoder This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.4279 - Mean Iou: 0.2863 - Mean Accuracy: 0.3449 - Overall Accuracy: 0.3991 - Accuracy Unlabeled: nan - Accuracy Nutrient Deficiency: 0.3911 - Accuracy Planter Skip: 0.2441 - Accuracy Water: 0.7100 - Accuracy Waterway: 0.1217 - Accuracy Weed Cluster: 0.2574 - Iou Unlabeled: 0.0 - Iou Nutrient Deficiency: 0.3885 - Iou Planter Skip: 0.2436 - Iou Water: 0.7074 - Iou Waterway: 0.1213 - Iou Weed Cluster: 0.2569 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results \| Training Loss \| Epoch \| Step \| Validation Loss \| Mean Iou \| Mean Accuracy \| Overall Accuracy \| Accuracy Unlabeled \| Accuracy Nutrient Deficiency \| Accuracy Planter Skip \| Accuracy Water \| Accuracy Waterway \| Accuracy Weed Cluster \| Iou Unlabeled \| Iou Nutrient Deficiency \| Iou Planter Skip \| Iou Water \| Iou Waterway \| Iou Weed Cluster \| \|:-------------:\|:-----:\|:------:\|:---------------:\|:--------:\|:-------------:\|:----------------:\|:------------------:\|:----------------------------:\|:---------------------:\|:--------------:\|:-----------------:\|:---------------------:\|:-------------:\|:-----------------------:\|:----------------:\|:---------:\|:------------:\|:----------------:\| \| 0.2023 \| 1.0 \| 8145 \| 0.5192 \| 0.1103 \| 0.1327 \| 0.1902 \| nan \| 0.2070 \| 0.0003 \| 0.3457 \| 0.0000 \| 0.1105 \| 0.0 \| 0.2057 \| 0.0003 \| 0.3455 \| 0.0000 \| 0.1103 \| \| 0.7172 \| 2.0 \| 16290 \| 0.4974 \| 0.1282 \| 0.1543 \| 0.2138 \| nan \| 0.2617 \| 0.0332 \| 0.3582 \| 0.0098 \| 0.1083 \| 0.0 \| 0.2601 \| 0.0332 \| 0.3582 \| 0.0098 \| 0.1082 \| \| 0.6844 \| 3.0 \| 24435 \| 0.4657 \| 0.2032 \| 0.2445 \| 0.3092 \| nan \| 0.3512 \| 0.1223 \| 0.5564 \| 0.0384 \| 0.1544 \| 0.0 \| 0.3492 \| 0.1220 \| 0.5554 \| 0.0382 \| 0.1543 \| \| 0.2052 \| 4.0 \| 32580 \| 0.4671 \| 0.1912 \| 0.2299 \| 0.2961 \| nan \| 0.3261 \| 0.1340 \| 0.4389 \| 0.0347 \| 0.2160 \| 0.0 \| 0.3245 \| 0.1338 \| 0.4389 \| 0.0346 \| 0.2154 \| \| 0.6564 \| 5.0 \| 40725 \| 0.4468 \| 0.2317 \| 0.2788 \| 0.3460 \| nan \| 0.3663 \| 0.1487 \| 0.5721 \| 0.0793 \| 0.2278 \| 0.0 \| 0.3642 \| 0.1485 \| 0.5715 \| 0.0790 \| 0.2272 \| \| 0.1997 \| 6.0 \| 48870 \| 0.4483 \| 0.2392 \| 0.2879 \| 0.3446 \| nan \| 0.3524 \| 0.1821 \| 0.6219 \| 0.0772 \| 0.2059 \| 0.0 \| 0.3501 \| 0.1817 \| 0.6209 \| 0.0769 \| 0.2055 \| \| 0.3586 \| 7.0 \| 57015 \| 0.4413 \| 0.2379 \| 0.2860 \| 0.3492 \| nan \| 0.3676 \| 0.2073 \| 0.5656 \| 0.0505 \| 0.2392 \| 0.0 \| 0.3661 \| 0.2069 \| 0.5653 \| 0.0504 \| 0.2387 \| \| 0.7879 \| 8.0 \| 65160 \| 0.4369 \| 0.2501 \| 0.3008 \| 0.3597 \| nan \| 0.3632 \| 0.2320 \| 0.6003 \| 0.0585 \| 0.2497 \| 0.0 \| 0.3618 \| 0.2315 \| 0.6000 \| 0.0584 \| 0.2491 \| \| 1.137 \| 9.0 \| 73305 \| 0.4393 \| 0.2649 \| 0.3189 \| 0.3853 \| nan \| 0.4236 \| 0.2202 \| 0.6417 \| 0.0772 \| 0.2316 \| 0.0 \| 0.4212 \| 0.2197 \| 0.6405 \| 0.0770 \| 0.2312 \| \| 0.2625 \| 10.0 \| 81450 \| 0.4388 \| 0.2540 \| 0.3057 \| 0.3850 \| nan \| 0.4493 \| 0.2058 \| 0.5276 \| 0.0705 \| 0.2755 \| 0.0 \| 0.4460 \| 0.2054 \| 0.5275 \| 0.0704 \| 0.2748 \| \| 0.2108 \| 11.0 \| 89595 \| 0.4308 \| 0.2845 \| 0.3427 \| 0.4149 \| nan \| 0.4475 \| 0.2446 \| 0.6482 \| 0.0891 \| 0.2838 \| 0.0 \| 0.4438 \| 0.2440 \| 0.6472 \| 0.0889 \| 0.2830 \| \| 0.3237 \| 12.0 \| 97740 \| 0.4251 \| 0.2858 \| 0.3440 \| 0.4225 \| nan \| 0.4322 \| 0.2372 \| 0.6314 \| 0.0854 \| 0.3336 \| 0.0 \| 0.4296 \| 0.2367 \| 0.6309 \| 0.0853 \| 0.3322 \| \| 1.0289 \| 13.0 \| 105885 \| 0.4488 \| 0.2604 \| 0.3138 \| 0.3823 \| nan \| 0.4623 \| 0.2111 \| 0.6343 \| 0.0744 \| 0.1869 \| 0.0 \| 0.4575 \| 0.2107 \| 0.6332 \| 0.0742 \| 0.1867 \| \| 0.6843 \| 14.0 \| 114030 \| 0.4253 \| 0.2922 \| 0.3519 \| 0.4252 \| nan \| 0.4515 \| 0.2267 \| 0.6901 \| 0.1089 \| 0.2824 \| 0.0 \| 0.4481 \| 0.2263 \| 0.6884 \| 0.1086 \| 0.2815 \| \| 0.2695 \| 15.0 \| 122175 \| 0.4299 \| 0.2856 \| 0.3437 \| 0.3878 \| nan \| 0.3812 \| 0.2818 \| 0.6873 \| 0.1207 \| 0.2472 \| 0.0 \| 0.3801 \| 0.2811 \| 0.6858 \| 0.1203 \| 0.2466 \| \| 0.3991 \| 16.0 \| 130320 \| 0.4225 \| 0.2938 \| 0.3534 \| 0.4137 \| nan \| 0.4213 \| 0.2714 \| 0.6712 \| 0.1131 \| 0.2898 \| 0.0 \| 0.4198 \| 0.2708 \| 0.6702 \| 0.1129 \| 0.2888 \| \| 0.7352 \| 17.0 \| 138465 \| 0.4303 \| 0.2732 \| 0.3288 \| 0.3894 \| nan \| 0.4176 \| 0.2558 \| 0.5941 \| 0.1024 \| 0.2740 \| 0.0 \| 0.4150 \| 0.2553 \| 0.5939 \| 0.1022 \| 0.2731 \| \| 0.6884 \| 18.0 \| 146610 \| 0.4243 \| 0.2956 \| 0.3556 \| 0.4135 \| nan \| 0.4154 \| 0.2735 \| 0.6575 \| 0.1294 \| 0.3024 \| 0.0 \| 0.4137 \| 0.2728 \| 0.6568 \| 0.1290 \| 0.3013 \| \| 0.3863 \| 19.0 \| 154755 \| 0.4249 \| 0.2861 \| 0.3445 \| 0.4184 \| nan \| 0.4597 \| 0.2254 \| 0.6370 \| 0.1138 \| 0.2864 \| 0.0 \| 0.4561 \| 0.2251 \| 0.6365 \| 0.1135 \| 0.2858 \| \| 0.3208 \| 20.0 \| 162900 \| 0.4279 \| 0.2863 \| 0.3449 \| 0.3991 \| nan \| 0.3911 \| 0.2441 \| 0.7100 \| 0.1217 \| 0.2574 \| 0.0 \| 0.3885 \| 0.2436 \| 0.7074 \| 0.1213 \| 0.2569 \| ### Framework versions - Transformers 4.39.1 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "nutrient_deficiency", "planter_skip", "water", "waterway", "weed_cluster" ]
qubvel-hf/segformer-finetuned-sidewalk-10k-steps	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-finetuned-sidewalk-10k-steps This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.5453 - Mean Iou: 0.3123 - Mean Accuracy: 0.3821 - Overall Accuracy: 0.8406 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.8220 - Accuracy Flat-sidewalk: 0.9387 - Accuracy Flat-crosswalk: 0.6663 - Accuracy Flat-cyclinglane: 0.7911 - Accuracy Flat-parkingdriveway: 0.3209 - Accuracy Flat-railtrack: nan - Accuracy Flat-curb: 0.5714 - Accuracy Human-person: 0.5996 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.9404 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: nan - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.6232 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.8732 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.7142 - Accuracy Construction-fenceguardrail: 0.5908 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: 0.0 - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.3235 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9238 - Accuracy Nature-terrain: 0.8502 - Accuracy Sky: 0.9659 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.3317 - Accuracy Void-static: 0.3816 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: nan - Iou Flat-road: 0.7048 - Iou Flat-sidewalk: 0.8303 - Iou Flat-crosswalk: 0.6312 - Iou Flat-cyclinglane: 0.6782 - Iou Flat-parkingdriveway: 0.2827 - Iou Flat-railtrack: nan - Iou Flat-curb: 0.4000 - Iou Human-person: 0.4140 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.8091 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: nan - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.3207 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.6911 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.5184 - Iou Construction-fenceguardrail: 0.4636 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: 0.0 - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.2087 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.8468 - Iou Nature-terrain: 0.7295 - Iou Sky: 0.9215 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.2688 - Iou Void-static: 0.2733 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results \| Training Loss \| Epoch \| Step \| Accuracy Construction-bridge \| Accuracy Construction-building \| Accuracy Construction-door \| Accuracy Construction-fenceguardrail \| Accuracy Construction-stairs \| Accuracy Construction-tunnel \| Accuracy Construction-wall \| Accuracy Flat-crosswalk \| Accuracy Flat-curb \| Accuracy Flat-cyclinglane \| Accuracy Flat-parkingdriveway \| Accuracy Flat-railtrack \| Accuracy Flat-road \| Accuracy Flat-sidewalk \| Accuracy Human-person \| Accuracy Human-rider \| Accuracy Nature-terrain \| Accuracy Nature-vegetation \| Accuracy Object-pole \| Accuracy Object-trafficlight \| Accuracy Object-trafficsign \| Accuracy Sky \| Accuracy Unlabeled \| Accuracy Vehicle-bicycle \| Accuracy Vehicle-bus \| Accuracy Vehicle-car \| Accuracy Vehicle-caravan \| Accuracy Vehicle-cartrailer \| Accuracy Vehicle-motorcycle \| Accuracy Vehicle-tramtrain \| Accuracy Vehicle-truck \| Accuracy Void-dynamic \| Accuracy Void-ground \| Accuracy Void-static \| Accuracy Void-unclear \| Iou Construction-bridge \| Iou Construction-building \| Iou Construction-door \| Iou Construction-fenceguardrail \| Iou Construction-stairs \| Iou Construction-tunnel \| Iou Construction-wall \| Iou Flat-crosswalk \| Iou Flat-curb \| Iou Flat-cyclinglane \| Iou Flat-parkingdriveway \| Iou Flat-railtrack \| Iou Flat-road \| Iou Flat-sidewalk \| Iou Human-person \| Iou Human-rider \| Iou Nature-terrain \| Iou Nature-vegetation \| Iou Object-pole \| Iou Object-trafficlight \| Iou Object-trafficsign \| Iou Sky \| Iou Unlabeled \| Iou Vehicle-bicycle \| Iou Vehicle-bus \| Iou Vehicle-car \| Iou Vehicle-caravan \| Iou Vehicle-cartrailer \| Iou Vehicle-motorcycle \| Iou Vehicle-tramtrain \| Iou Vehicle-truck \| Iou Void-dynamic \| Iou Void-ground \| Iou Void-static \| Iou Void-unclear \| Validation Loss \| Mean Accuracy \| Mean Iou \| Overall Accuracy \| 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\| 2.6565 \| 1.0 \| 107 \| 0.0 \| 0.7975 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0010 \| 0.0001 \| 0.1613 \| 0.0264 \| nan \| 0.6720 \| 0.8392 \| 0.0 \| 0.0 \| 0.8404 \| 0.8947 \| 0.0 \| 0.0 \| 0.0 \| 0.0920 \| nan \| 0.0 \| 0.0 \| 0.8406 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4385 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0010 \| 0.0001 \| 0.1605 \| 0.0242 \| 0.0 \| 0.4588 \| 0.6841 \| 0.0 \| 0.0 \| 0.4904 \| 0.5740 \| 0.0 \| 0.0 \| 0.0 \| 0.0918 \| nan \| 0.0 \| 0.0 \| 0.5002 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 1.9726 \| 0.1614 \| 0.1037 \| 0.6529 \| \| 1.8153 \| 2.0 \| 214 \| 0.0 \| 0.8270 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.3100 \| 0.0063 \| nan \| 0.7586 \| 0.8437 \| 0.0 \| 0.0 \| 0.8548 \| 0.8408 \| 0.0 \| 0.0 \| 0.0 \| 0.7401 \| nan \| 0.0 \| 0.0 \| 0.8490 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4838 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.3052 \| 0.0063 \| nan \| 0.4512 \| 0.7037 \| 0.0 \| 0.0 \| 0.4988 \| 0.6604 \| 0.0 \| 0.0 \| 0.0 \| 0.7126 \| nan \| 0.0 \| 0.0 \| 0.5324 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 1.4898 \| 0.1884 \| 0.1361 \| 0.6931 \| \| 1.5059 \| 3.0 \| 321 \| 0.0 \| 0.8119 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.4839 \| 0.0097 \| nan \| 0.7839 \| 0.8792 \| 0.0 \| 0.0 \| 0.8748 \| 0.8309 \| 0.0 \| 0.0 \| 0.0 \| 0.7939 \| nan \| 0.0 \| 0.0 \| 0.8255 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5222 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.4461 \| 0.0097 \| nan \| 0.5118 \| 0.7385 \| 0.0 \| 0.0 \| 0.4480 \| 0.6201 \| 0.0 \| 0.0 \| 0.0 \| 0.7671 \| nan \| 0.0 \| 0.0 \| 0.5996 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 1.2858 \| 0.1967 \| 0.1457 \| 0.7171 \| \| 1.2974 \| 4.0 \| 428 \| 0.0 \| 0.9107 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.5193 \| 0.0394 \| nan \| 0.6819 \| 0.8213 \| 0.0 \| 0.0 \| 0.8799 \| 0.8477 \| 0.0 \| 0.0 \| 0.0 \| 0.7999 \| nan \| 0.0 \| 0.0 \| 0.7091 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4222 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.4755 \| 0.0373 \| nan \| 0.4326 \| 0.7226 \| 0.0 \| 0.0 \| 0.5089 \| 0.6693 \| 0.0 \| 0.0 \| 0.0 \| 0.7720 \| nan \| 0.0 \| 0.0 \| 0.5591 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 1.2931 \| 0.1940 \| 0.1437 \| 0.6947 \| \| 1.2082 \| 5.0 \| 535 \| 0.0 \| 0.9251 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.6249 \| 0.0810 \| nan \| 0.8383 \| 0.8276 \| 0.0 \| 0.0 \| 0.9019 \| 0.7639 \| 0.0 \| 0.0 \| 0.0 \| 0.8666 \| nan \| 0.0 \| 0.0 \| 0.8637 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.4893 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.0 \| 0.0 \| 0.5462 \| 0.0750 \| nan \| 0.4988 \| 0.7480 \| 0.0 \| 0.0 \| 0.4877 \| 0.6780 \| 0.0 \| 0.0 \| 0.0 \| 0.8051 \| nan \| 0.0 \| 0.0 \| 0.6017 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 1.1346 \| 0.2092 \| 0.1541 \| 0.7217 \| \| 1.0533 \| 6.0 \| 642 \| 0.0 \| 0.8887 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0003 \| 0.0034 \| 0.0001 \| 0.5758 \| 0.1782 \| nan \| 0.7557 \| 0.8698 \| 0.0 \| 0.0 \| 0.8777 \| 0.8619 \| 0.0 \| 0.0 \| 0.0 \| 0.8223 \| nan \| 0.0 \| 0.0 \| 0.9004 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5200 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0003 \| 0.0034 \| 0.0001 \| 0.4873 \| 0.1339 \| nan \| 0.5271 \| 0.7548 \| 0.0 \| 0.0 \| 0.5542 \| 0.7061 \| 0.0 \| 0.0 \| 0.0 \| 0.7894 \| nan \| 0.0 \| 0.0 \| 0.6049 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 1.0493 \| 0.2104 \| 0.1588 \| 0.7364 \| \| 0.9787 \| 7.0 \| 749 \| 0.0 \| 0.9096 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0068 \| 0.0007 \| 0.0027 \| 0.5668 \| 0.1591 \| nan \| 0.7674 \| 0.8723 \| 0.0 \| 0.0 \| 0.8149 \| 0.8944 \| 0.0005 \| 0.0 \| 0.0 \| 0.8193 \| nan \| 0.0 \| 0.0 \| 0.9175 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5134 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0067 \| 0.0007 \| 0.0027 \| 0.4962 \| 0.1322 \| nan \| 0.5231 \| 0.7581 \| 0.0 \| 0.0 \| 0.6447 \| 0.7477 \| 0.0005 \| 0.0 \| 0.0 \| 0.7864 \| nan \| 0.0 \| 0.0 \| 0.5879 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9818 \| 0.2104 \| 0.1625 \| 0.7431 \| \| 0.9352 \| 8.0 \| 856 \| 0.0 \| 0.9181 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0220 \| 0.3888 \| 0.0174 \| 0.6856 \| 0.1735 \| nan \| 0.7767 \| 0.8766 \| 0.0 \| 0.0 \| 0.9052 \| 0.7814 \| 0.0237 \| 0.0 \| 0.0 \| 0.8373 \| nan \| 0.0 \| 0.0 \| 0.9184 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5390 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0205 \| 0.3059 \| 0.0172 \| 0.5643 \| 0.1403 \| nan \| 0.5563 \| 0.7702 \| 0.0 \| 0.0 \| 0.4875 \| 0.6788 \| 0.0235 \| 0.0 \| 0.0 \| 0.8045 \| nan \| 0.0 \| 0.0 \| 0.6258 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.9447 \| 0.2289 \| 0.1729 \| 0.7449 \| \| 0.8813 \| 9.0 \| 963 \| 0.0 \| 0.9027 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0444 \| 0.5346 \| 0.0815 \| 0.6656 \| 0.1494 \| nan \| 0.7836 \| 0.8684 \| 0.0098 \| 0.0 \| 0.8231 \| 0.9172 \| 0.0707 \| 0.0 \| 0.0 \| 0.8615 \| nan \| 0.0 \| 0.0 \| 0.8208 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.5668 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0415 \| 0.3656 \| 0.0737 \| 0.5123 \| 0.1303 \| nan \| 0.5382 \| 0.7637 \| 0.0096 \| 0.0 \| 0.6133 \| 0.7318 \| 0.0685 \| 0.0 \| 0.0 \| 0.8106 \| nan \| 0.0 \| 0.0 \| 0.6651 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.8816 \| 0.2354 \| 0.1841 \| 0.7557 \| \| 0.8472 \| 10.0 \| 1070 \| 0.0 \| 0.7958 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.2135 \| 0.5907 \| 0.1311 \| 0.6663 \| 0.2215 \| nan \| 0.7736 \| 0.8817 \| 0.0857 \| 0.0 \| 0.8969 \| 0.8565 \| 0.1806 \| 0.0 \| 0.0 \| 0.9238 \| nan \| 0.0 \| 0.0 \| 0.9459 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0035 \| 0.0 \| 0.0 \| 0.5868 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.1541 \| 0.3492 \| 0.1112 \| 0.5270 \| 0.1677 \| nan \| 0.5794 \| 0.7747 \| 0.0819 \| 0.0 \| 0.5577 \| 0.7238 \| 0.1398 \| 0.0 \| 0.0 \| 0.8435 \| nan \| 0.0 \| 0.0 \| 0.5893 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0035 \| 0.0 \| 0.8800 \| 0.2552 \| 0.1934 \| 0.7592 \| \| 0.8106 \| 11.0 \| 1177 \| 0.0 \| 0.8961 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.1263 \| 0.6559 \| 0.1820 \| 0.6675 \| 0.1933 \| nan \| 0.7409 \| 0.8650 \| 0.0082 \| 0.0 \| 0.8293 \| 0.9050 \| 0.1567 \| 0.0 \| 0.0 \| 0.8818 \| nan \| 0.0 \| 0.0 \| 0.9197 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0031 \| 0.0 \| 0.0 \| 0.5524 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.0953 \| 0.3313 \| 0.1481 \| 0.5231 \| 0.1613 \| nan \| 0.5669 \| 0.7643 \| 0.0082 \| 0.0 \| 0.6577 \| 0.7539 \| 0.1392 \| 0.0 \| 0.0 \| 0.8412 \| nan \| 0.0 \| 0.0 \| 0.6347 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0031 \| 0.0 \| 0.8711 \| 0.2510 \| 0.1931 \| 0.7597 \| \| 0.7419 \| 12.0 \| 1284 \| 0.0 \| 0.9082 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.2287 \| 0.5583 \| 0.2201 \| 0.6230 \| 0.2109 \| nan \| 0.6572 \| 0.9225 \| 0.1244 \| 0.0 \| 0.8802 \| 0.8402 \| 0.2081 \| 0.0 \| 0.0 \| 0.9141 \| nan \| 0.0 \| 0.0 \| 0.8896 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0204 \| 0.0 \| 0.0 \| 0.5947 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.1544 \| 0.3939 \| 0.1740 \| 0.4993 \| 0.1772 \| nan \| 0.5394 \| 0.7789 \| 0.1162 \| 0.0 \| 0.5749 \| 0.7338 \| 0.1704 \| 0.0 \| 0.0 \| 0.8557 \| nan \| 0.0 \| 0.0 \| 0.6718 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0200 \| 0.0 \| 0.8464 \| 0.2564 \| 0.2017 \| 0.7651 \| \| 0.7609 \| 13.0 \| 1391 \| 0.0 \| 0.8639 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.2723 \| 0.5618 \| 0.1835 \| 0.7294 \| 0.2595 \| nan \| 0.8081 \| 0.8748 \| 0.2091 \| 0.0 \| 0.7065 \| 0.9278 \| 0.1908 \| 0.0 \| 0.0 \| 0.9148 \| nan \| 0.0 \| 0.0 \| 0.8740 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0120 \| 0.0 \| 0.0 \| 0.5903 \| 0.0 \| 0.0 \| 0.0 \| nan \| 0.1742 \| 0.3625 \| 0.1550 \| 0.5396 \| 0.2070 \| nan \| 0.5826 \| 0.7957 \| 0.1913 \| 0.0 \| 0.6142 \| 0.7560 \| 0.1445 \| 0.0 \| 0.0 \| 0.8606 \| nan \| 0.0 \| 0.0 \| 0.6712 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0117 \| 0.0 \| 0.7896 \| 0.2621 \| 0.2080 \| 0.7745 \| \| 0.7455 \| 14.0 \| 1498 \| 0.0 \| 0.8564 \| 0.0 \| 0.0019 \| 0.0 \| nan \| 0.2225 \| 0.5236 \| 0.1934 \| 0.8098 \| 0.2290 \| nan \| 0.7359 \| 0.8144 \| 0.3450 \| 0.0 \| 0.8487 \| 0.9055 \| 0.2513 \| 0.0 \| 0.0 \| 0.9280 \| nan \| 0.0 \| 0.0 \| 0.9383 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0673 \| 0.0 \| 0.0 \| 0.6308 \| 0.0 \| 0.0019 \| 0.0 \| nan \| 0.1726 \| 0.3830 \| 0.1549 \| 0.3913 \| 0.1841 \| nan \| 0.5589 \| 0.7489 \| 0.2969 \| 0.0 \| 0.6690 \| 0.7714 \| 0.1872 \| 0.0 \| 0.0 \| 0.8581 \| nan \| 0.0 \| 0.0 \| 0.6264 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0586 \| 0.0 \| 0.8565 \| 0.2710 \| 0.2092 \| 0.7539 \| \| 0.6881 \| 15.0 \| 1605 \| 0.0 \| 0.8287 \| 0.0 \| 0.0033 \| 0.0 \| nan \| 0.3191 \| 0.5507 \| 0.2979 \| 0.5358 \| 0.2541 \| nan \| 0.6901 \| 0.9374 \| 0.4436 \| 0.0 \| 0.8288 \| 0.9143 \| 0.3035 \| 0.0 \| 0.0 \| 0.8749 \| nan \| 0.0 \| 0.0 \| 0.9256 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1109 \| 0.0 \| 0.0 \| 0.6175 \| 0.0 \| 0.0033 \| 0.0 \| nan \| 0.1864 \| 0.3985 \| 0.2078 \| 0.4672 \| 0.2015 \| nan \| 0.5951 \| 0.7873 \| 0.2857 \| 0.0 \| 0.6630 \| 0.7731 \| 0.2011 \| 0.0 \| 0.0 \| 0.8380 \| nan \| 0.0 \| 0.0 \| 0.6740 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0885 \| 0.0 \| 0.7964 \| 0.2756 \| 0.2184 \| 0.7782 \| \| 0.6765 \| 16.0 \| 1712 \| 0.0 \| 0.8966 \| 0.0 \| 0.0040 \| 0.0 \| nan \| 0.2551 \| 0.5566 \| 0.2521 \| 0.7439 \| 0.2253 \| nan \| 0.7619 \| 0.8998 \| 0.3746 \| 0.0 \| 0.8767 \| 0.8728 \| 0.3282 \| 0.0 \| 0.0 \| 0.9049 \| nan \| 0.0 \| 0.0 \| 0.9103 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0815 \| 0.0 \| 0.0 \| 0.6382 \| 0.0 \| 0.0040 \| 0.0 \| nan \| 0.1860 \| 0.3390 \| 0.1969 \| 0.5335 \| 0.1895 \| nan \| 0.5992 \| 0.8004 \| 0.2743 \| 0.0 \| 0.6415 \| 0.7725 \| 0.2014 \| 0.0 \| 0.0 \| 0.8593 \| nan \| 0.0 \| 0.0 \| 0.6739 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0690 \| 0.0 \| 0.7522 \| 0.2795 \| 0.2181 \| 0.7840 \| \| 0.6916 \| 17.0 \| 1819 \| 0.0 \| 0.9197 \| 0.0 \| 0.0012 \| 0.0 \| nan \| 0.2264 \| 0.5975 \| 0.3264 \| 0.6124 \| 0.2644 \| nan \| 0.7144 \| 0.9387 \| 0.4727 \| 0.0 \| 0.7551 \| 0.9054 \| 0.2726 \| 0.0 \| 0.0 \| 0.8723 \| nan \| 0.0 \| 0.0 \| 0.9130 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1324 \| 0.0 \| 0.0 \| 0.6320 \| 0.0 \| 0.0012 \| 0.0 \| nan \| 0.1790 \| 0.3650 \| 0.2435 \| 0.4937 \| 0.2143 \| nan \| 0.6024 \| 0.8068 \| 0.3370 \| 0.0 \| 0.6333 \| 0.7786 \| 0.2202 \| 0.0 \| 0.0 \| 0.8384 \| nan \| 0.0 \| 0.0 \| 0.6874 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1116 \| 0.0 \| 0.7345 \| 0.2789 \| 0.2233 \| 0.7894 \| \| 0.6542 \| 18.0 \| 1926 \| 0.0 \| 0.8497 \| 0.0 \| 0.0173 \| 0.0 \| nan \| 0.3213 \| 0.5996 \| 0.3201 \| 0.6111 \| 0.3493 \| nan \| 0.6840 \| 0.9287 \| 0.4330 \| 0.0 \| 0.8411 \| 0.8923 \| 0.2688 \| 0.0 \| 0.0 \| 0.8652 \| nan \| 0.0 \| 0.0 \| 0.9027 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0931 \| 0.0 \| 0.0 \| 0.5867 \| 0.0 \| 0.0170 \| 0.0 \| nan \| 0.1595 \| 0.3689 \| 0.2485 \| 0.5211 \| 0.2366 \| nan \| 0.5922 \| 0.7996 \| 0.3077 \| 0.0 \| 0.6825 \| 0.7806 \| 0.2212 \| 0.0 \| 0.0 \| 0.8294 \| nan \| 0.0 \| 0.0 \| 0.6811 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0783 \| 0.0 \| 0.7572 \| 0.2805 \| 0.2222 \| 0.7793 \| \| 0.6571 \| 19.0 \| 2033 \| 0.0 \| 0.9083 \| 0.0 \| 0.0447 \| 0.0 \| nan \| 0.2459 \| 0.5112 \| 0.2124 \| 0.7723 \| 0.2259 \| nan \| 0.7202 \| 0.9209 \| 0.5086 \| 0.0 \| 0.7827 \| 0.9200 \| 0.3190 \| 0.0 \| 0.0 \| 0.9195 \| nan \| 0.0 \| 0.0 \| 0.9093 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1057 \| 0.0 \| 0.0 \| 0.6473 \| 0.0 \| 0.0437 \| 0.0 \| nan \| 0.1863 \| 0.4262 \| 0.1823 \| 0.5132 \| 0.1920 \| nan \| 0.6192 \| 0.8032 \| 0.3263 \| 0.0 \| 0.6546 \| 0.7807 \| 0.2313 \| 0.0 \| 0.0 \| 0.8716 \| nan \| 0.0 \| 0.0 \| 0.7148 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0893 \| 0.0 \| 0.7364 \| 0.2821 \| 0.2276 \| 0.7931 \| \| 0.6384 \| 20.0 \| 2140 \| 0.0 \| 0.8849 \| 0.0 \| 0.0414 \| 0.0 \| nan \| 0.1962 \| 0.5820 \| 0.3236 \| 0.6575 \| 0.2474 \| nan \| 0.8182 \| 0.8822 \| 0.6807 \| 0.0 \| 0.8467 \| 0.9131 \| 0.3208 \| 0.0 \| 0.0 \| 0.9268 \| nan \| 0.0 \| 0.0 \| 0.8965 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1188 \| 0.0 \| 0.0 \| 0.6475 \| 0.0 \| 0.0407 \| 0.0 \| nan \| 0.1568 \| 0.5335 \| 0.2405 \| 0.5179 \| 0.2066 \| nan \| 0.5750 \| 0.7900 \| 0.2993 \| 0.0 \| 0.6815 \| 0.7709 \| 0.2355 \| 0.0 \| 0.0 \| 0.8693 \| nan \| 0.0 \| 0.0 \| 0.7333 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0981 \| 0.0 \| 0.7340 \| 0.2918 \| 0.2311 \| 0.7859 \| \| 0.6252 \| 21.0 \| 2247 \| 0.0 \| 0.8263 \| 0.0 \| 0.1258 \| 0.0 \| nan \| 0.2778 \| 0.6121 \| 0.3499 \| 0.6934 \| 0.2266 \| nan \| 0.7969 \| 0.8769 \| 0.6939 \| 0.0 \| 0.9227 \| 0.8686 \| 0.4050 \| 0.0 \| 0.0 \| 0.9405 \| nan \| 0.0 \| 0.0 \| 0.9128 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1771 \| 0.0 \| 0.0 \| 0.6456 \| 0.0 \| 0.1131 \| 0.0 \| nan \| 0.1814 \| 0.3747 \| 0.2492 \| 0.5367 \| 0.1801 \| nan \| 0.5816 \| 0.8003 \| 0.3315 \| 0.0 \| 0.5921 \| 0.7556 \| 0.2651 \| 0.0 \| 0.0 \| 0.8754 \| nan \| 0.0 \| 0.0 \| 0.7049 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1212 \| 0.0 \| 0.7321 \| 0.3033 \| 0.2284 \| 0.7796 \| \| 0.6698 \| 22.0 \| 2354 \| 0.0 \| 0.8912 \| 0.0 \| 0.1502 \| 0.0 \| nan \| 0.2718 \| 0.6639 \| 0.3004 \| 0.6492 \| 0.3218 \| nan \| 0.6951 \| 0.9186 \| 0.4743 \| 0.0 \| 0.8959 \| 0.8911 \| 0.3409 \| 0.0 \| 0.0 \| 0.9252 \| nan \| 0.0001 \| 0.0 \| 0.9031 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1087 \| 0.0 \| 0.0 \| 0.6475 \| 0.0 \| 0.1340 \| 0.0 \| nan \| 0.2023 \| 0.3261 \| 0.2150 \| 0.5312 \| 0.2352 \| nan \| 0.5859 \| 0.8034 \| 0.2980 \| 0.0 \| 0.6442 \| 0.7695 \| 0.2464 \| 0.0 \| 0.0 \| 0.8737 \| nan \| 0.0001 \| 0.0 \| 0.6981 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0865 \| 0.0 \| 0.7266 \| 0.2938 \| 0.2280 \| 0.7872 \| \| 0.6429 \| 23.0 \| 2461 \| 0.0 \| 0.9294 \| 0.0 \| 0.0817 \| 0.0 \| nan \| 0.2604 \| 0.6158 \| 0.3461 \| 0.7275 \| 0.1766 \| nan \| 0.8067 \| 0.9012 \| 0.5425 \| 0.0 \| 0.8040 \| 0.9204 \| 0.3580 \| 0.0 \| 0.0 \| 0.9378 \| nan \| 0.0373 \| 0.0 \| 0.8848 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0688 \| 0.0 \| 0.0 \| 0.6194 \| 0.0 \| 0.0780 \| 0.0 \| nan \| 0.1961 \| 0.4622 \| 0.2457 \| 0.5838 \| 0.1559 \| nan \| 0.6136 \| 0.8213 \| 0.2747 \| 0.0 \| 0.7080 \| 0.7948 \| 0.2476 \| 0.0 \| 0.0 \| 0.8849 \| nan \| 0.0372 \| 0.0 \| 0.7229 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0594 \| 0.0 \| 0.6875 \| 0.2937 \| 0.2346 \| 0.7987 \| \| 0.5917 \| 24.0 \| 2568 \| 0.0 \| 0.7986 \| 0.0 \| 0.1549 \| 0.0 \| nan \| 0.2686 \| 0.6394 \| 0.3909 \| 0.6896 \| 0.2851 \| nan \| 0.7589 \| 0.9191 \| 0.6678 \| 0.0 \| 0.8044 \| 0.9486 \| 0.3270 \| 0.0 \| 0.0 \| 0.9296 \| nan \| 0.0751 \| 0.0 \| 0.9440 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1671 \| 0.0 \| 0.0 \| 0.6617 \| 0.0 \| 0.1325 \| 0.0 \| nan \| 0.1979 \| 0.3704 \| 0.2705 \| 0.5359 \| 0.2339 \| nan \| 0.6163 \| 0.8235 \| 0.4201 \| 0.0 \| 0.7010 \| 0.7736 \| 0.2251 \| 0.0 \| 0.0 \| 0.8827 \| nan \| 0.0747 \| 0.0 \| 0.6398 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1288 \| 0.0 \| 0.6978 \| 0.3053 \| 0.2403 \| 0.7975 \| \| 0.5778 \| 25.0 \| 2675 \| 0.0 \| 0.9212 \| 0.0 \| 0.1422 \| 0.0 \| nan \| 0.2097 \| 0.5965 \| 0.2734 \| 0.7111 \| 0.2954 \| nan \| 0.7440 \| 0.9157 \| 0.6745 \| 0.0 \| 0.8814 \| 0.8879 \| 0.3736 \| 0.0 \| 0.0 \| 0.9391 \| nan \| 0.1615 \| 0.0 \| 0.9217 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1080 \| 0.0 \| 0.0 \| 0.6438 \| 0.0 \| 0.1322 \| 0.0 \| nan \| 0.1576 \| 0.4708 \| 0.2033 \| 0.5371 \| 0.2346 \| nan \| 0.6170 \| 0.8108 \| 0.3663 \| 0.0 \| 0.6723 \| 0.7908 \| 0.2612 \| 0.0 \| 0.0 \| 0.8791 \| nan \| 0.1579 \| 0.0 \| 0.7238 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0896 \| 0.0 \| 0.7019 \| 0.3049 \| 0.2421 \| 0.7968 \| \| 0.5839 \| 26.0 \| 2782 \| 0.0 \| 0.8477 \| 0.0 \| 0.1731 \| 0.0 \| nan \| 0.2914 \| 0.6101 \| 0.3760 \| 0.6827 \| 0.2357 \| nan \| 0.8232 \| 0.8993 \| 0.5657 \| 0.0 \| 0.9195 \| 0.9062 \| 0.3810 \| 0.0 \| 0.0 \| 0.9409 \| nan \| 0.1232 \| 0.0 \| 0.9046 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1500 \| 0.0 \| 0.0 \| 0.6593 \| 0.0 \| 0.1446 \| 0.0 \| nan \| 0.2071 \| 0.4717 \| 0.2693 \| 0.5334 \| 0.1979 \| nan \| 0.6011 \| 0.8287 \| 0.4161 \| 0.0 \| 0.6505 \| 0.7672 \| 0.2521 \| 0.0 \| 0.0 \| 0.8827 \| nan \| 0.1228 \| 0.0 \| 0.7147 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1207 \| 0.0 \| 0.6879 \| 0.3072 \| 0.2450 \| 0.7973 \| \| 0.5734 \| 27.0 \| 2889 \| 0.0 \| 0.8007 \| 0.0 \| 0.2540 \| 0.0 \| nan \| 0.3862 \| 0.6117 \| 0.4273 \| 0.7247 \| 0.3942 \| nan \| 0.7622 \| 0.9146 \| 0.7149 \| 0.0 \| 0.8766 \| 0.8963 \| 0.4298 \| 0.0 \| 0.0 \| 0.9339 \| nan \| 0.3326 \| 0.0 \| 0.9294 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1441 \| 0.0 \| 0.0 \| 0.6389 \| 0.0 \| 0.2109 \| 0.0 \| nan \| 0.2249 \| 0.3922 \| 0.2973 \| 0.5280 \| 0.2871 \| nan \| 0.6366 \| 0.8226 \| 0.3818 \| 0.0 \| 0.6832 \| 0.8028 \| 0.2587 \| 0.0 \| 0.0 \| 0.8848 \| nan \| 0.2959 \| 0.0 \| 0.7255 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1113 \| 0.0 \| 0.6813 \| 0.3292 \| 0.2557 \| 0.8006 \| \| 0.5741 \| 28.0 \| 2996 \| 0.0 \| 0.9092 \| 0.0 \| 0.1978 \| 0.0 \| nan \| 0.2749 \| 0.7645 \| 0.3532 \| 0.7271 \| 0.2706 \| nan \| 0.7194 \| 0.9155 \| 0.5846 \| 0.0 \| 0.8878 \| 0.9022 \| 0.3896 \| 0.0 \| 0.0 \| 0.9181 \| nan \| 0.3047 \| 0.0 \| 0.9347 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1532 \| 0.0 \| 0.0 \| 0.6509 \| 0.0 \| 0.1716 \| 0.0 \| nan \| 0.2177 \| 0.3532 \| 0.2519 \| 0.5745 \| 0.2240 \| nan \| 0.6098 \| 0.8118 \| 0.3964 \| 0.0 \| 0.6719 \| 0.8016 \| 0.2893 \| 0.0 \| 0.0 \| 0.8860 \| nan \| 0.2832 \| 0.0 \| 0.7055 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1234 \| 0.0 \| 0.6998 \| 0.3190 \| 0.2507 \| 0.8005 \| \| 0.5836 \| 29.0 \| 3103 \| 0.0 \| 0.8758 \| 0.0 \| 0.2305 \| 0.0 \| nan \| 0.2952 \| 0.6134 \| 0.3681 \| 0.6283 \| 0.3272 \| nan \| 0.6950 \| 0.9400 \| 0.6323 \| 0.0 \| 0.8473 \| 0.9286 \| 0.3703 \| 0.0 \| 0.0 \| 0.9201 \| nan \| 0.3964 \| 0.0 \| 0.9223 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1975 \| 0.0 \| 0.0 \| 0.6749 \| 0.0 \| 0.1947 \| 0.0 \| nan \| 0.2209 \| 0.4202 \| 0.2705 \| 0.5066 \| 0.2588 \| nan \| 0.5920 \| 0.8115 \| 0.4589 \| 0.0 \| 0.7138 \| 0.7930 \| 0.2682 \| 0.0 \| 0.0 \| 0.8848 \| nan \| 0.3418 \| 0.0 \| 0.7119 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1442 \| 0.0 \| 0.7093 \| 0.3184 \| 0.2583 \| 0.8015 \| \| 0.5577 \| 30.0 \| 3210 \| 0.0 \| 0.9147 \| 0.0 \| 0.2788 \| 0.0 \| nan \| 0.2229 \| 0.5876 \| 0.4227 \| 0.7800 \| 0.2299 \| nan \| 0.7470 \| 0.8943 \| 0.6187 \| 0.0 \| 0.8646 \| 0.9010 \| 0.3976 \| 0.0 \| 0.0 \| 0.9387 \| nan \| 0.4046 \| 0.0 \| 0.9205 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1340 \| 0.0 \| 0.0 \| 0.6683 \| 0.0 \| 0.2358 \| 0.0 \| nan \| 0.1901 \| 0.4637 \| 0.2960 \| 0.4967 \| 0.2003 \| nan \| 0.6012 \| 0.8010 \| 0.4205 \| 0.0 \| 0.7067 \| 0.8031 \| 0.2925 \| 0.0 \| 0.0 \| 0.8828 \| nan \| 0.3489 \| 0.0 \| 0.7312 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1072 \| 0.0 \| 0.6963 \| 0.3205 \| 0.2577 \| 0.7976 \| \| 0.5545 \| 31.0 \| 3317 \| 0.0 \| 0.9001 \| 0.0 \| 0.2977 \| 0.0 \| nan \| 0.2712 \| 0.6252 \| 0.3806 \| 0.7290 \| 0.2459 \| nan \| 0.7609 \| 0.9054 \| 0.7156 \| 0.0 \| 0.8482 \| 0.9031 \| 0.4154 \| 0.0 \| 0.0 \| 0.9352 \| nan \| 0.4643 \| 0.0 \| 0.9343 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1637 \| 0.0 \| 0.0 \| 0.6673 \| 0.0 \| 0.2376 \| 0.0 \| nan \| 0.2101 \| 0.3995 \| 0.2665 \| 0.5230 \| 0.2174 \| nan \| 0.6141 \| 0.8159 \| 0.4339 \| 0.0 \| 0.7005 \| 0.8009 \| 0.2695 \| 0.0 \| 0.0 \| 0.8859 \| nan \| 0.3878 \| 0.0 \| 0.7091 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1213 \| 0.0 \| 0.6836 \| 0.3280 \| 0.2581 \| 0.8010 \| \| 0.5269 \| 32.0 \| 3424 \| 0.0 \| 0.9060 \| 0.0 \| 0.4759 \| 0.0 \| nan \| 0.3232 \| 0.6432 \| 0.3927 \| 0.6342 \| 0.2602 \| nan \| 0.7524 \| 0.9194 \| 0.7033 \| 0.0 \| 0.8792 \| 0.8537 \| 0.4221 \| 0.0 \| 0.0 \| 0.9403 \| nan \| 0.4556 \| 0.0 \| 0.9178 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1575 \| 0.0 \| 0.0 \| 0.6672 \| 0.0 \| 0.3371 \| 0.0 \| nan \| 0.2263 \| 0.3706 \| 0.2765 \| 0.5210 \| 0.2255 \| nan \| 0.5975 \| 0.8101 \| 0.4598 \| 0.0 \| 0.6359 \| 0.7793 \| 0.2807 \| 0.0 \| 0.0 \| 0.8920 \| nan \| 0.3796 \| 0.0 \| 0.7200 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1272 \| 0.0 \| 0.6946 \| 0.3324 \| 0.2596 \| 0.7966 \| \| 0.5213 \| 33.0 \| 3531 \| 0.0 \| 0.8315 \| 0.0 \| 0.4657 \| 0.0 \| nan \| 0.3881 \| 0.6345 \| 0.4295 \| 0.6866 \| 0.2536 \| nan \| 0.7532 \| 0.9289 \| 0.6601 \| 0.0 \| 0.8186 \| 0.9079 \| 0.3757 \| 0.0 \| 0.0 \| 0.9176 \| nan \| 0.5423 \| 0.0 \| 0.9215 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1955 \| 0.0 \| 0.0 \| 0.6437 \| 0.0 \| 0.3329 \| 0.0 \| nan \| 0.2176 \| 0.4091 \| 0.2939 \| 0.5582 \| 0.2099 \| nan \| 0.6195 \| 0.8257 \| 0.4062 \| 0.0 \| 0.6797 \| 0.8014 \| 0.2790 \| 0.0 \| 0.0 \| 0.8839 \| nan \| 0.4195 \| 0.0 \| 0.7277 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1398 \| 0.0 \| 0.6696 \| 0.3347 \| 0.2640 \| 0.8028 \| \| 0.5055 \| 34.0 \| 3638 \| 0.0 \| 0.8649 \| 0.0 \| 0.3888 \| 0.0 \| nan \| 0.3544 \| 0.5920 \| 0.3898 \| 0.7622 \| 0.2193 \| nan \| 0.7865 \| 0.9063 \| 0.6768 \| 0.0 \| 0.8973 \| 0.8918 \| 0.4342 \| 0.0 \| 0.0 \| 0.9390 \| nan \| 0.5511 \| 0.0 \| 0.9095 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2330 \| 0.0 \| 0.0 \| 0.6676 \| 0.0 \| 0.3081 \| 0.0 \| nan \| 0.2152 \| 0.4420 \| 0.2797 \| 0.5614 \| 0.1915 \| nan \| 0.6343 \| 0.8194 \| 0.4193 \| 0.0 \| 0.6603 \| 0.7899 \| 0.2946 \| 0.0 \| 0.0 \| 0.8978 \| nan \| 0.4256 \| 0.0 \| 0.7625 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1620 \| 0.0 \| 0.6759 \| 0.3374 \| 0.2666 \| 0.8045 \| \| 0.5124 \| 35.0 \| 3745 \| 0.0 \| 0.9149 \| 0.0 \| 0.2266 \| 0.0 \| nan \| 0.2506 \| 0.5803 \| 0.3588 \| 0.7242 \| 0.2005 \| nan \| 0.7093 \| 0.9308 \| 0.6701 \| 0.0 \| 0.8525 \| 0.8968 \| 0.4241 \| 0.0 \| 0.0 \| 0.9384 \| nan \| 0.5869 \| 0.0 \| 0.9321 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1433 \| 0.0 \| 0.0 \| 0.6710 \| 0.0 \| 0.2056 \| 0.0 \| nan \| 0.1856 \| 0.4767 \| 0.2627 \| 0.5190 \| 0.1790 \| nan \| 0.6001 \| 0.8052 \| 0.4527 \| 0.0 \| 0.7062 \| 0.8069 \| 0.3050 \| 0.0 \| 0.0 \| 0.8952 \| nan \| 0.4466 \| 0.0 \| 0.7249 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1195 \| 0.0 \| 0.6842 \| 0.3231 \| 0.2613 \| 0.8015 \| \| 0.4959 \| 36.0 \| 3852 \| 0.0 \| 0.8790 \| 0.0 \| 0.3951 \| 0.0 \| nan \| 0.3026 \| 0.6862 \| 0.3491 \| 0.6539 \| 0.2649 \| nan \| 0.7458 \| 0.9103 \| 0.7193 \| 0.0 \| 0.7866 \| 0.9228 \| 0.4530 \| 0.0 \| 0.0 \| 0.9465 \| nan \| 0.5683 \| 0.0 \| 0.9294 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2218 \| 0.0 \| 0.0 \| 0.6744 \| 0.0 \| 0.2824 \| 0.0 \| nan \| 0.1899 \| 0.4262 \| 0.2589 \| 0.5171 \| 0.2221 \| nan \| 0.6050 \| 0.8097 \| 0.4873 \| 0.0 \| 0.6860 \| 0.7991 \| 0.2925 \| 0.0 \| 0.0 \| 0.9010 \| nan \| 0.4504 \| 0.0 \| 0.7251 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1442 \| 0.0 \| 0.6853 \| 0.3355 \| 0.2647 \| 0.7987 \| \| 0.4958 \| 37.0 \| 3959 \| 0.0 \| 0.7509 \| 0.0 \| 0.4632 \| 0.0 \| nan \| 0.3745 \| 0.6063 \| 0.4119 \| 0.6774 \| 0.2271 \| nan \| 0.8061 \| 0.9174 \| 0.7258 \| 0.0 \| 0.8569 \| 0.9360 \| 0.4130 \| 0.0 \| 0.0 \| 0.9352 \| nan \| 0.7228 \| 0.0 \| 0.8839 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.3199 \| 0.0 \| 0.0 \| 0.6300 \| 0.0 \| 0.2861 \| 0.0 \| nan \| 0.1945 \| 0.4176 \| 0.2925 \| 0.5179 \| 0.1990 \| nan \| 0.6393 \| 0.8261 \| 0.4386 \| 0.0 \| 0.7103 \| 0.7994 \| 0.2762 \| 0.0 \| 0.0 \| 0.8997 \| nan \| 0.4071 \| 0.0 \| 0.7774 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1933 \| 0.0 \| 0.6565 \| 0.3446 \| 0.2658 \| 0.8017 \| \| 0.5013 \| 38.0 \| 4066 \| 0.0 \| 0.8619 \| 0.0 \| 0.3570 \| 0.0 \| nan \| 0.3168 \| 0.6329 \| 0.4214 \| 0.5528 \| 0.2093 \| nan \| 0.7294 \| 0.9391 \| 0.7966 \| 0.0 \| 0.8516 \| 0.9236 \| 0.4781 \| 0.0 \| 0.0 \| 0.9385 \| nan \| 0.5837 \| 0.0 \| 0.9275 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2179 \| 0.0 \| 0.0 \| 0.6793 \| 0.0 \| 0.3130 \| 0.0 \| nan \| 0.2073 \| 0.4319 \| 0.2970 \| 0.4523 \| 0.1862 \| nan \| 0.6205 \| 0.8096 \| 0.3777 \| 0.0 \| 0.7073 \| 0.8023 \| 0.2939 \| 0.0 \| 0.0 \| 0.8996 \| nan \| 0.4674 \| 0.0 \| 0.7528 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1439 \| 0.0 \| 0.6816 \| 0.3356 \| 0.2638 \| 0.8016 \| \| 0.5281 \| 39.0 \| 4173 \| 0.0 \| 0.8928 \| 0.0 \| 0.4702 \| 0.0 \| nan \| 0.3180 \| 0.6194 \| 0.3986 \| 0.6849 \| 0.2775 \| nan \| 0.7503 \| 0.9264 \| 0.6477 \| 0.0 \| 0.8682 \| 0.9023 \| 0.4431 \| 0.0 \| 0.0 \| 0.9526 \| nan \| 0.6658 \| 0.0 \| 0.9184 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1814 \| 0.0 \| 0.0 \| 0.6700 \| 0.0 \| 0.3452 \| 0.0 \| nan \| 0.2057 \| 0.4170 \| 0.2878 \| 0.5042 \| 0.2297 \| nan \| 0.6408 \| 0.8273 \| 0.4644 \| 0.0 \| 0.7025 \| 0.8064 \| 0.3063 \| 0.0 \| 0.0 \| 0.8981 \| nan \| 0.4867 \| 0.0 \| 0.7473 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1373 \| 0.0 \| 0.6531 \| 0.3412 \| 0.2711 \| 0.8084 \| \| 0.4642 \| 40.0 \| 4280 \| 0.0 \| 0.8705 \| 0.0 \| 0.4131 \| 0.0 \| nan \| 0.3329 \| 0.6256 \| 0.4232 \| 0.6321 \| 0.3194 \| nan \| 0.7360 \| 0.9466 \| 0.7107 \| 0.0 \| 0.9011 \| 0.8641 \| 0.4380 \| 0.0 \| 0.0 \| 0.9412 \| nan \| 0.6649 \| 0.0 \| 0.9078 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1999 \| 0.0 \| 0.0 \| 0.6692 \| 0.0 \| 0.3172 \| 0.0 \| nan \| 0.2010 \| 0.3998 \| 0.2886 \| 0.5335 \| 0.2623 \| nan \| 0.6463 \| 0.8276 \| 0.4132 \| 0.0 \| 0.6283 \| 0.7706 \| 0.3106 \| 0.0 \| 0.0 \| 0.8973 \| nan \| 0.4979 \| 0.0 \| 0.7587 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1438 \| 0.0 \| 0.6581 \| 0.3415 \| 0.2677 \| 0.8055 \| \| 0.4831 \| 41.0 \| 4387 \| 0.0 \| 0.8860 \| 0.0 \| 0.4131 \| 0.0 \| nan \| 0.2894 \| 0.6372 \| 0.4171 \| 0.6812 \| 0.2075 \| nan \| 0.7951 \| 0.9141 \| 0.6933 \| 0.0 \| 0.8844 \| 0.8988 \| 0.4327 \| 0.0 \| 0.0 \| 0.9427 \| nan \| 0.6858 \| 0.0 \| 0.9285 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2420 \| 0.0 \| 0.0 \| 0.6691 \| 0.0 \| 0.3088 \| 0.0 \| nan \| 0.2073 \| 0.4344 \| 0.3032 \| 0.5591 \| 0.1867 \| nan \| 0.6253 \| 0.8188 \| 0.4484 \| 0.0 \| 0.7043 \| 0.8055 \| 0.3157 \| 0.0 \| 0.0 \| 0.8995 \| nan \| 0.4878 \| 0.0 \| 0.7087 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1631 \| 0.0 \| 0.6573 \| 0.3422 \| 0.2702 \| 0.8071 \| \| 0.4714 \| 42.0 \| 4494 \| 0.0 \| 0.8946 \| 0.0 \| 0.3704 \| 0.0 \| nan \| 0.2957 \| 0.6643 \| 0.4568 \| 0.6497 \| 0.3592 \| nan \| 0.7478 \| 0.9243 \| 0.6273 \| 0.0 \| 0.9198 \| 0.8512 \| 0.4352 \| 0.0 \| 0.0 \| 0.9436 \| nan \| 0.7072 \| 0.0 \| 0.9447 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2599 \| 0.0 \| 0.0 \| 0.6701 \| 0.0 \| 0.2442 \| 0.0 \| nan \| 0.2178 \| 0.3513 \| 0.3192 \| 0.5243 \| 0.2831 \| nan \| 0.6260 \| 0.8325 \| 0.4782 \| 0.0 \| 0.6241 \| 0.7831 \| 0.3127 \| 0.0 \| 0.0 \| 0.8992 \| nan \| 0.4946 \| 0.0 \| 0.7056 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1871 \| 0.0 \| 0.6549 \| 0.3454 \| 0.2673 \| 0.8045 \| \| 0.4878 \| 43.0 \| 4601 \| 0.0 \| 0.9033 \| 0.0 \| 0.3113 \| 0.0 \| nan \| 0.2935 \| 0.6221 \| 0.3967 \| 0.6793 \| 0.3211 \| nan \| 0.7428 \| 0.9121 \| 0.6910 \| 0.0 \| 0.8810 \| 0.9132 \| 0.4458 \| 0.0 \| 0.0 \| 0.9358 \| nan \| 0.6824 \| 0.0 \| 0.9124 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1703 \| 0.0 \| 0.0 \| 0.6776 \| 0.0 \| 0.2277 \| 0.0 \| nan \| 0.2084 \| 0.4498 \| 0.2853 \| 0.4922 \| 0.2737 \| nan \| 0.6147 \| 0.8098 \| 0.4437 \| 0.0 \| 0.7178 \| 0.8046 \| 0.2922 \| 0.0 \| 0.0 \| 0.8994 \| nan \| 0.5097 \| 0.0 \| 0.7565 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1302 \| 0.0 \| 0.6586 \| 0.3379 \| 0.2685 \| 0.8038 \| \| 0.4805 \| 44.0 \| 4708 \| 0.0 \| 0.8824 \| 0.0 \| 0.4241 \| 0.0 \| nan \| 0.3467 \| 0.7158 \| 0.3892 \| 0.7250 \| 0.2814 \| nan \| 0.7464 \| 0.8815 \| 0.6941 \| 0.0 \| 0.8797 \| 0.8895 \| 0.4336 \| 0.0 \| 0.0 \| 0.9494 \| nan \| 0.7047 \| 0.0 \| 0.9271 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2682 \| 0.0 \| 0.0 \| 0.6706 \| 0.0 \| 0.3130 \| 0.0 \| nan \| 0.2076 \| 0.3547 \| 0.2856 \| 0.4866 \| 0.2421 \| nan \| 0.6148 \| 0.7963 \| 0.4777 \| 0.0 \| 0.6900 \| 0.7974 \| 0.3125 \| 0.0 \| 0.0 \| 0.9002 \| nan \| 0.4969 \| 0.0 \| 0.7504 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1810 \| 0.0 \| 0.6820 \| 0.3481 \| 0.2680 \| 0.7946 \| \| 0.4747 \| 45.0 \| 4815 \| 0.0 \| 0.8139 \| 0.0 \| 0.4088 \| 0.0 \| nan \| 0.3106 \| 0.6807 \| 0.4671 \| 0.6958 \| 0.2292 \| nan \| 0.8321 \| 0.9179 \| 0.7484 \| 0.0 \| 0.8543 \| 0.9247 \| 0.4923 \| 0.0 \| 0.0 \| 0.9555 \| nan \| 0.7380 \| 0.0 \| 0.9415 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2129 \| 0.0 \| 0.0 \| 0.6686 \| 0.0 \| 0.3037 \| 0.0 \| nan \| 0.1998 \| 0.4850 \| 0.3274 \| 0.5518 \| 0.2008 \| nan \| 0.6553 \| 0.8314 \| 0.4621 \| 0.0 \| 0.7211 \| 0.8091 \| 0.3011 \| 0.0 \| 0.0 \| 0.9038 \| nan \| 0.4781 \| 0.0 \| 0.7437 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1502 \| 0.0 \| 0.6262 \| 0.3507 \| 0.2748 \| 0.8131 \| \| 0.4681 \| 46.0 \| 4922 \| 0.0 \| 0.8402 \| 0.0 \| 0.3950 \| 0.0 \| nan \| 0.3435 \| 0.6379 \| 0.4827 \| 0.6967 \| 0.3347 \| nan \| 0.8343 \| 0.9109 \| 0.7782 \| 0.0 \| 0.8995 \| 0.9110 \| 0.4448 \| 0.0 \| 0.0 \| 0.9547 \| nan \| 0.7459 \| 0.0 \| 0.9330 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2634 \| 0.0 \| 0.0 \| 0.6763 \| 0.0 \| 0.3256 \| 0.0 \| nan \| 0.2373 \| 0.4296 \| 0.3347 \| 0.5622 \| 0.2714 \| nan \| 0.6528 \| 0.8350 \| 0.4949 \| 0.0 \| 0.7053 \| 0.8056 \| 0.3120 \| 0.0 \| 0.0 \| 0.9040 \| nan \| 0.4853 \| 0.0 \| 0.7434 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1809 \| 0.0 \| 0.6220 \| 0.3565 \| 0.2799 \| 0.8162 \| \| 0.419 \| 47.0 \| 5029 \| 0.0 \| 0.8527 \| 0.0 \| 0.4471 \| 0.0 \| nan \| 0.3417 \| 0.6008 \| 0.4955 \| 0.7197 \| 0.2757 \| nan \| 0.8323 \| 0.8835 \| 0.7060 \| 0.0 \| 0.8791 \| 0.9219 \| 0.3697 \| 0.0 \| 0.0 \| 0.9280 \| nan \| 0.7093 \| 0.0 \| 0.9327 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2186 \| 0.0 \| 0.0 \| 0.6613 \| 0.0 \| 0.3293 \| 0.0 \| nan \| 0.2184 \| 0.4937 \| 0.3240 \| 0.5170 \| 0.2344 \| nan \| 0.6411 \| 0.8225 \| 0.5321 \| 0.0 \| 0.7023 \| 0.7950 \| 0.2979 \| 0.0 \| 0.0 \| 0.8961 \| nan \| 0.5071 \| 0.0 \| 0.7187 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1744 \| 0.0 \| 0.6605 \| 0.3473 \| 0.2770 \| 0.8059 \| \| 0.4736 \| 48.0 \| 5136 \| 0.0 \| 0.8026 \| 0.0 \| 0.5737 \| 0.0 \| nan \| 0.4110 \| 0.6952 \| 0.3557 \| 0.7365 \| 0.3253 \| nan \| 0.7093 \| 0.9250 \| 0.7357 \| 0.0 \| 0.8942 \| 0.8800 \| 0.4467 \| 0.0 \| 0.0 \| 0.9579 \| nan \| 0.6806 \| 0.0 \| 0.9206 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2863 \| 0.0 \| 0.0 \| 0.6519 \| 0.0 \| 0.3273 \| 0.0 \| nan \| 0.2130 \| 0.3824 \| 0.2797 \| 0.5295 \| 0.2802 \| nan \| 0.5993 \| 0.8177 \| 0.5033 \| 0.0 \| 0.6894 \| 0.8022 \| 0.3029 \| 0.0 \| 0.0 \| 0.9009 \| nan \| 0.5006 \| 0.0 \| 0.7643 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1923 \| 0.0 \| 0.6830 \| 0.3543 \| 0.2730 \| 0.8008 \| \| 0.4425 \| 49.0 \| 5243 \| 0.0 \| 0.7921 \| 0.0 \| 0.5531 \| 0.0 \| nan \| 0.3940 \| 0.7707 \| 0.4011 \| 0.6824 \| 0.3842 \| nan \| 0.7273 \| 0.9257 \| 0.7685 \| 0.0 \| 0.8880 \| 0.9076 \| 0.4550 \| 0.0 \| 0.0 \| 0.9551 \| nan \| 0.7330 \| 0.0 \| 0.9277 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2620 \| 0.0 \| 0.0 \| 0.6538 \| 0.0 \| 0.2907 \| 0.0 \| nan \| 0.2122 \| 0.3565 \| 0.2962 \| 0.5324 \| 0.3094 \| nan \| 0.6311 \| 0.8308 \| 0.4845 \| 0.0 \| 0.7015 \| 0.8021 \| 0.2936 \| 0.0 \| 0.0 \| 0.9025 \| nan \| 0.4894 \| 0.0 \| 0.7460 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1746 \| 0.0 \| 0.6564 \| 0.3602 \| 0.2721 \| 0.8055 \| \| 0.4661 \| 50.0 \| 5350 \| 0.0 \| 0.8057 \| 0.0 \| 0.5361 \| 0.0 \| nan \| 0.3774 \| 0.6634 \| 0.4568 \| 0.7309 \| 0.2670 \| nan \| 0.7893 \| 0.9067 \| 0.7933 \| 0.0 \| 0.9024 \| 0.8721 \| 0.4749 \| 0.0 \| 0.0 \| 0.9422 \| nan \| 0.7443 \| 0.0 \| 0.9375 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.3137 \| 0.0 \| 0.0 \| 0.6580 \| 0.0 \| 0.3192 \| 0.0 \| nan \| 0.1932 \| 0.3982 \| 0.3127 \| 0.5787 \| 0.2306 \| nan \| 0.6296 \| 0.8278 \| 0.4690 \| 0.0 \| 0.6596 \| 0.7925 \| 0.3145 \| 0.0 \| 0.0 \| 0.9057 \| nan \| 0.4979 \| 0.0 \| 0.7491 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1928 \| 0.0 \| 0.6489 \| 0.3598 \| 0.2728 \| 0.8032 \| \| 0.4256 \| 51.0 \| 5457 \| 0.0 \| 0.8672 \| 0.0 \| 0.4777 \| 0.0 \| nan \| 0.3676 \| 0.6395 \| 0.5028 \| 0.6649 \| 0.3376 \| nan \| 0.7862 \| 0.9337 \| 0.7858 \| 0.0 \| 0.8546 \| 0.9026 \| 0.4770 \| 0.0 \| 0.0 \| 0.9547 \| nan \| 0.7407 \| 0.0 \| 0.9300 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2173 \| 0.0 \| 0.0 \| 0.6749 \| 0.0 \| 0.3788 \| 0.0 \| nan \| 0.2209 \| 0.4977 \| 0.3397 \| 0.5864 \| 0.2740 \| nan \| 0.6558 \| 0.8276 \| 0.4978 \| 0.0 \| 0.7259 \| 0.8143 \| 0.3176 \| 0.0 \| 0.0 \| 0.9035 \| nan \| 0.5077 \| 0.0 \| 0.7595 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1557 \| 0.0 \| 0.6223 \| 0.3575 \| 0.2856 \| 0.8180 \| \| 0.4521 \| 52.0 \| 5564 \| 0.0 \| 0.8747 \| 0.0 \| 0.4678 \| 0.0 \| nan \| 0.3192 \| 0.6484 \| 0.3583 \| 0.7574 \| 0.2903 \| nan \| 0.6127 \| 0.9469 \| 0.7390 \| 0.0 \| 0.8844 \| 0.9108 \| 0.4266 \| 0.0 \| 0.0 \| 0.9525 \| nan \| 0.7503 \| 0.0 \| 0.9363 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2319 \| 0.0 \| 0.0 \| 0.6755 \| 0.0 \| 0.3182 \| 0.0 \| nan \| 0.1914 \| 0.3799 \| 0.2700 \| 0.5715 \| 0.2491 \| nan \| 0.5706 \| 0.8172 \| 0.5261 \| 0.0 \| 0.7168 \| 0.8136 \| 0.3114 \| 0.0 \| 0.0 \| 0.9068 \| nan \| 0.4979 \| 0.0 \| 0.7388 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1589 \| 0.0 \| 0.7228 \| 0.3471 \| 0.2723 \| 0.8057 \| \| 0.4594 \| 53.0 \| 5671 \| 0.0 \| 0.8640 \| 0.0 \| 0.4316 \| 0.0 \| nan \| 0.3507 \| 0.6731 \| 0.4467 \| 0.6220 \| 0.2304 \| nan \| 0.7081 \| 0.9579 \| 0.7696 \| 0.0 \| 0.8863 \| 0.8956 \| 0.4593 \| 0.0 \| 0.0 \| 0.9481 \| nan \| 0.6978 \| 0.0 \| 0.9423 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2288 \| 0.0 \| 0.0 \| 0.6860 \| 0.0 \| 0.3201 \| 0.0 \| nan \| 0.2219 \| 0.4133 \| 0.3128 \| 0.5093 \| 0.2070 \| nan \| 0.6373 \| 0.8249 \| 0.5076 \| 0.0 \| 0.6897 \| 0.8032 \| 0.3026 \| 0.0 \| 0.0 \| 0.9077 \| nan \| 0.5201 \| 0.0 \| 0.7468 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1619 \| 0.0 \| 0.6590 \| 0.3473 \| 0.2741 \| 0.8109 \| \| 0.4292 \| 54.0 \| 5778 \| 0.0 \| 0.8348 \| 0.0 \| 0.5076 \| 0.0 \| nan \| 0.3867 \| 0.6328 \| 0.4033 \| 0.6993 \| 0.3455 \| nan \| 0.7519 \| 0.9264 \| 0.7356 \| 0.0 \| 0.9025 \| 0.8939 \| 0.4629 \| 0.0 \| 0.0 \| 0.9510 \| nan \| 0.7576 \| 0.0 \| 0.9176 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2736 \| 0.0 \| 0.0 \| 0.6714 \| 0.0 \| 0.3257 \| 0.0 \| nan \| 0.2035 \| 0.5028 \| 0.3065 \| 0.5403 \| 0.2818 \| nan \| 0.6383 \| 0.8249 \| 0.5152 \| 0.0 \| 0.6904 \| 0.8033 \| 0.2960 \| 0.0 \| 0.0 \| 0.9079 \| nan \| 0.4958 \| 0.0 \| 0.7713 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1787 \| 0.0 \| 0.6394 \| 0.3557 \| 0.2798 \| 0.8092 \| \| 0.4494 \| 55.0 \| 5885 \| 0.0 \| 0.8844 \| 0.0 \| 0.4411 \| 0.0 \| nan \| 0.3325 \| 0.6274 \| 0.4516 \| 0.6744 \| 0.2684 \| nan \| 0.7502 \| 0.9321 \| 0.7468 \| 0.0 \| 0.8040 \| 0.9305 \| 0.4396 \| 0.0 \| 0.0 \| 0.9461 \| nan \| 0.7823 \| 0.0 \| 0.8996 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| 0.2080 \| 0.0 \| 0.0 \| 0.6811 \| 0.0 \| 0.3156 \| 0.0 \| nan \| 0.2063 \| 0.4219 \| 0.3271 \| 0.5443 \| 0.2390 \| nan \| 0.6275 \| 0.8219 \| 0.5092 \| 0.0 \| 0.7164 \| 0.8065 \| 0.2998 \| 0.0 \| 0.0 \| 0.9075 \| nan \| 0.4419 \| 0.0 \| 0.7686 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| 0.1529 \| 0.0 \| 0.6424 \| 0.3475 \| 0.2746 \| 0.8117 \| \| 0.4294 \| 56.0 \| 5992 \| 0.0 \| 0.8976 \| 0.0 \| 0.4680 \| 0.0 \| nan \| 0.3425 \| 0.6190 \| 0.4314 \| 0.6770 \| 0.3085 \| nan \| 0.7059 \| 0.9529 \| 0.7681 \| 0.0 \| 0.8552 \| 0.9063 \| 0.4410 \| 0.0 \| 0.0 \| 0.9526 \| nan \| 0.7496 \| 0.0 \| 0.9177 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| 0.2113 \| 0.0 \| 0.0 \| 0.6938 \| 0.0 \| 0.3638 \| 0.0 \| nan \| 0.2346 \| 0.4123 \| 0.3259 \| 0.5412 \| 0.2595 \| nan \| 0.6095 \| 0.8275 \| 0.4918 \| 0.0 \| 0.7346 \| 0.8133 \| 0.2980 \| 0.0 \| 0.0 \| 0.9071 \| nan \| 0.4929 \| 0.0 \| 0.7684 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0001 \| 0.0 \| 0.1561 \| 0.0 \| 0.6518 \| 0.3502 \| 0.2791 \| 0.8157 \| \| 0.4404 \| 57.0 \| 6099 \| 0.0 \| 0.8956 \| 0.0 \| 0.4652 \| 0.0 \| nan \| 0.3053 \| 0.5931 \| 0.3719 \| 0.7425 \| 0.3279 \| nan \| 0.7655 \| 0.9342 \| 0.6656 \| 0.0 \| 0.8289 \| 0.9263 \| 0.4147 \| 0.0 \| 0.0 \| 0.9513 \| nan \| 0.7603 \| 0.0 \| 0.9333 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| 0.2207 \| 0.0 \| 0.0 \| 0.6926 \| 0.0 \| 0.3228 \| 0.0 \| nan \| 0.2046 \| 0.5076 \| 0.3023 \| 0.5902 \| 0.2677 \| nan \| 0.6498 \| 0.8285 \| 0.5208 \| 0.0 \| 0.7265 \| 0.8112 \| 0.3032 \| 0.0 \| 0.0 \| 0.9083 \| nan \| 0.4687 \| 0.0 \| 0.7536 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| 0.1627 \| 0.0 \| 0.6298 \| 0.3470 \| 0.2819 \| 0.8199 \| \| 0.4254 \| 58.0 \| 6206 \| 0.0 \| 0.8663 \| 0.0 \| 0.4342 \| 0.0 \| nan \| 0.3106 \| 0.6058 \| 0.4613 \| 0.6708 \| 0.3024 \| nan \| 0.7520 \| 0.9387 \| 0.8012 \| 0.0 \| 0.8518 \| 0.9194 \| 0.4829 \| 0.0 \| 0.0 \| 0.9426 \| nan \| 0.7812 \| 0.0 \| 0.9315 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0068 \| 0.0 \| 0.2831 \| 0.0 \| 0.0 \| 0.6962 \| 0.0 \| 0.3329 \| 0.0 \| nan \| 0.2048 \| 0.4916 \| 0.3322 \| 0.5489 \| 0.2571 \| nan \| 0.6467 \| 0.8232 \| 0.5156 \| 0.0 \| 0.7277 \| 0.8109 \| 0.2931 \| 0.0 \| 0.0 \| 0.9087 \| nan \| 0.4685 \| 0.0 \| 0.7608 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0068 \| 0.0 \| 0.1732 \| 0.0 \| 0.6405 \| 0.3545 \| 0.2812 \| 0.8157 \| \| 0.4164 \| 59.0 \| 6313 \| 0.0 \| 0.9146 \| 0.0 \| 0.4587 \| 0.0 \| nan \| 0.2989 \| 0.6010 \| 0.3841 \| 0.6391 \| 0.3067 \| nan \| 0.7498 \| 0.9371 \| 0.7594 \| 0.0 \| 0.8833 \| 0.8948 \| 0.4520 \| 0.0 \| 0.0 \| 0.9455 \| nan \| 0.7465 \| 0.0 \| 0.9454 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2239 \| 0.0 \| 0.0 \| 0.6925 \| 0.0 \| 0.3551 \| 0.0 \| nan \| 0.2122 \| 0.4631 \| 0.3021 \| 0.5018 \| 0.2635 \| nan \| 0.6420 \| 0.8140 \| 0.5532 \| 0.0 \| 0.7154 \| 0.8122 \| 0.3145 \| 0.0 \| 0.0 \| 0.9040 \| nan \| 0.4988 \| 0.0 \| 0.7542 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1658 \| 0.0 \| 0.6517 \| 0.3482 \| 0.2801 \| 0.8131 \| \| 0.3823 \| 60.0 \| 6420 \| 0.0 \| 0.8996 \| 0.0 \| 0.4467 \| 0.0 \| nan \| 0.2645 \| 0.6417 \| 0.4255 \| 0.6317 \| 0.3183 \| nan \| 0.7917 \| 0.9441 \| 0.7665 \| 0.0 \| 0.8413 \| 0.9202 \| 0.4940 \| 0.0 \| 0.0 \| 0.9586 \| nan \| 0.7351 \| 0.0 \| 0.9494 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| 0.2062 \| 0.0 \| 0.0 \| 0.7050 \| 0.0 \| 0.3343 \| 0.0 \| nan \| 0.2083 \| 0.4730 \| 0.3271 \| 0.5285 \| 0.2620 \| nan \| 0.6697 \| 0.8329 \| 0.5311 \| 0.0 \| 0.7315 \| 0.8182 \| 0.2794 \| 0.0 \| 0.0 \| 0.9065 \| nan \| 0.5006 \| 0.0 \| 0.7512 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0007 \| 0.0 \| 0.1532 \| 0.0 \| 0.6152 \| 0.3511 \| 0.2817 \| 0.8221 \| \| 0.4264 \| 61.0 \| 6527 \| 0.0 \| 0.8899 \| 0.0 \| 0.5092 \| 0.0 \| nan \| 0.3008 \| 0.6231 \| 0.4186 \| 0.7128 \| 0.3189 \| nan \| 0.7527 \| 0.9254 \| 0.7602 \| 0.0 \| 0.8910 \| 0.9120 \| 0.4520 \| 0.0 \| 0.0 \| 0.9510 \| nan \| 0.7332 \| 0.0 \| 0.9403 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| 0.2553 \| 0.0 \| 0.0 \| 0.7043 \| 0.0 \| 0.3398 \| 0.0 \| nan \| 0.2141 \| 0.4455 \| 0.3158 \| 0.5493 \| 0.2689 \| nan \| 0.6372 \| 0.8246 \| 0.5279 \| 0.0 \| 0.7064 \| 0.8068 \| 0.3112 \| 0.0 \| 0.0 \| 0.9081 \| nan \| 0.4899 \| 0.0 \| 0.7489 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0000 \| 0.0 \| 0.1792 \| 0.0 \| 0.6340 \| 0.3546 \| 0.2806 \| 0.8157 \| \| 0.4051 \| 62.0 \| 6634 \| 0.0 \| 0.9085 \| 0.0 \| 0.4420 \| 0.0 \| nan \| 0.3199 \| 0.6534 \| 0.4284 \| 0.7220 \| 0.3306 \| nan \| 0.7673 \| 0.9232 \| 0.7586 \| 0.0 \| 0.9002 \| 0.9025 \| 0.4679 \| 0.0 \| 0.0 \| 0.9424 \| nan \| 0.7207 \| 0.0 \| 0.9332 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.2895 \| 0.0 \| 0.0 \| 0.6784 \| 0.0 \| 0.3445 \| 0.0 \| nan \| 0.2082 \| 0.4523 \| 0.3186 \| 0.5612 \| 0.2726 \| nan \| 0.6628 \| 0.8334 \| 0.5184 \| 0.0 \| 0.7278 \| 0.8150 \| 0.3297 \| 0.0 \| 0.0 \| 0.9050 \| nan \| 0.4988 \| 0.0 \| 0.7560 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.1900 \| 0.0 \| 0.6268 \| 0.3566 \| 0.2835 \| 0.8184 \| \| 0.4135 \| 63.0 \| 6741 \| 0.0 \| 0.9089 \| 0.0 \| 0.4730 \| 0.0 \| nan \| 0.2668 \| 0.6423 \| 0.4607 \| 0.6895 \| 0.3119 \| nan \| 0.7745 \| 0.9383 \| 0.7458 \| 0.0 \| 0.8750 \| 0.9103 \| 0.4368 \| 0.0 \| 0.0 \| 0.9565 \| nan \| 0.7387 \| 0.0 \| 0.9462 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0010 \| 0.0 \| 0.2260 \| 0.0 \| 0.0 \| 0.6914 \| 0.0 \| 0.3259 \| 0.0 \| nan \| 0.2002 \| 0.5059 \| 0.3356 \| 0.5459 \| 0.2617 \| nan \| 0.6670 \| 0.8381 \| 0.5657 \| 0.0 \| 0.7273 \| 0.8161 \| 0.3207 \| 0.0 \| 0.0 \| 0.9069 \| nan \| 0.5059 \| 0.0 \| 0.7319 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0010 \| 0.0 \| 0.1713 \| 0.0 \| 0.6131 \| 0.3532 \| 0.2850 \| 0.8222 \| \| 0.3989 \| 64.0 \| 6848 \| 0.0 \| 0.8601 \| 0.0 \| 0.5152 \| 0.0 \| nan \| 0.3149 \| 0.6217 \| 0.4579 \| 0.7076 \| 0.3262 \| nan \| 0.7712 \| 0.9325 \| 0.7439 \| 0.0 \| 0.8694 \| 0.9259 \| 0.4789 \| 0.0 \| 0.0 \| 0.9585 \| nan \| 0.7482 \| 0.0 \| 0.9361 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0017 \| 0.0 \| 0.2068 \| 0.0 \| 0.0 \| 0.6939 \| 0.0 \| 0.3522 \| 0.0 \| nan \| 0.2061 \| 0.4920 \| 0.3363 \| 0.5427 \| 0.2723 \| nan \| 0.6592 \| 0.8321 \| 0.5132 \| 0.0 \| 0.7342 \| 0.8134 \| 0.2975 \| 0.0 \| 0.0 \| 0.9054 \| nan \| 0.4905 \| 0.0 \| 0.7679 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0017 \| 0.0 \| 0.1539 \| 0.0 \| 0.6313 \| 0.3555 \| 0.2833 \| 0.8194 \| \| 0.4052 \| 65.0 \| 6955 \| 0.0 \| 0.8993 \| 0.0 \| 0.5055 \| 0.0 \| nan \| 0.3119 \| 0.6286 \| 0.4650 \| 0.6915 \| 0.2743 \| nan \| 0.7769 \| 0.9340 \| 0.7567 \| 0.0 \| 0.8886 \| 0.8930 \| 0.4683 \| 0.0 \| 0.0 \| 0.9523 \| nan \| 0.7680 \| 0.0 \| 0.9392 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| 0.2283 \| 0.0 \| 0.0 \| 0.7001 \| 0.0 \| 0.3919 \| 0.0 \| nan \| 0.2277 \| 0.4707 \| 0.3239 \| 0.5311 \| 0.2415 \| nan \| 0.6481 \| 0.8319 \| 0.5109 \| 0.0 \| 0.7075 \| 0.8120 \| 0.3052 \| 0.0 \| 0.0 \| 0.9070 \| nan \| 0.4932 \| 0.0 \| 0.7653 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0003 \| 0.0 \| 0.1668 \| 0.0 \| 0.6258 \| 0.3557 \| 0.2823 \| 0.8183 \| \| 0.4075 \| 66.0 \| 7062 \| 0.0 \| 0.8941 \| 0.0 \| 0.4844 \| 0.0 \| nan \| 0.3375 \| 0.6413 \| 0.4576 \| 0.7740 \| 0.3073 \| nan \| 0.7661 \| 0.9120 \| 0.7317 \| 0.0 \| 0.8807 \| 0.9130 \| 0.4715 \| 0.0 \| 0.0 \| 0.9462 \| nan \| 0.7628 \| 0.0 \| 0.9225 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| 0.2137 \| 0.0 \| 0.0 \| 0.6934 \| 0.0 \| 0.3742 \| 0.0 \| nan \| 0.2187 \| 0.4594 \| 0.3217 \| 0.5288 \| 0.2619 \| nan \| 0.6587 \| 0.8279 \| 0.5105 \| 0.0 \| 0.7242 \| 0.8132 \| 0.3073 \| 0.0 \| 0.0 \| 0.9076 \| nan \| 0.4976 \| 0.0 \| 0.7707 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0004 \| 0.0 \| 0.1601 \| 0.0 \| 0.6290 \| 0.3568 \| 0.2824 \| 0.8160 \| \| 0.3822 \| 67.0 \| 7169 \| 0.0 \| 0.8893 \| 0.0 \| 0.4875 \| 0.0 \| nan \| 0.3045 \| 0.6387 \| 0.4273 \| 0.6770 \| 0.2593 \| nan \| 0.7583 \| 0.9394 \| 0.7275 \| 0.0 \| 0.8890 \| 0.9096 \| 0.4685 \| 0.0 \| 0.0 \| 0.9498 \| nan \| 0.7511 \| 0.0 \| 0.9386 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| 0.2016 \| 0.0 \| 0.0 \| 0.6952 \| 0.0 \| 0.3534 \| 0.0 \| nan \| 0.2096 \| 0.4906 \| 0.3182 \| 0.5035 \| 0.2298 \| nan \| 0.6582 \| 0.8298 \| 0.5364 \| 0.0 \| 0.7131 \| 0.8107 \| 0.3037 \| 0.0 \| 0.0 \| 0.9076 \| nan \| 0.5078 \| 0.0 \| 0.7647 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0005 \| 0.0 \| 0.1506 \| 0.0 \| 0.6295 \| 0.3505 \| 0.2807 \| 0.8167 \| \| 0.3969 \| 68.0 \| 7276 \| 0.0 \| 0.8974 \| 0.0 \| 0.4822 \| 0.0 \| nan \| 0.3193 \| 0.6091 \| 0.4139 \| 0.6999 \| 0.2834 \| nan \| 0.7541 \| 0.9325 \| 0.7385 \| 0.0 \| 0.8728 \| 0.9142 \| 0.4311 \| 0.0 \| 0.0 \| 0.9454 \| nan \| 0.7622 \| 0.0 \| 0.9403 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0010 \| 0.0 \| 0.2615 \| 0.0 \| 0.0 \| 0.6783 \| 0.0 \| 0.3574 \| 0.0 \| nan \| 0.2004 \| 0.4730 \| 0.3055 \| 0.5351 \| 0.2490 \| nan \| 0.6518 \| 0.8301 \| 0.5134 \| 0.0 \| 0.7390 \| 0.8178 \| 0.3192 \| 0.0 \| 0.0 \| 0.9077 \| nan \| 0.5127 \| 0.0 \| 0.7637 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0010 \| 0.0 \| 0.1820 \| 0.0 \| 0.6329 \| 0.3518 \| 0.2824 \| 0.8168 \| \| 0.3732 \| 69.0 \| 7383 \| 0.0 \| 0.8348 \| 0.0 \| 0.5004 \| 0.0 \| nan \| 0.3131 \| 0.6562 \| 0.4523 \| 0.6603 \| 0.3224 \| nan \| 0.7755 \| 0.9378 \| 0.7922 \| 0.0 \| 0.8798 \| 0.9072 \| 0.4389 \| 0.0 \| 0.0 \| 0.9584 \| nan \| 0.7771 \| 0.0 \| 0.9537 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0110 \| 0.0 \| 0.2658 \| 0.0 \| 0.0 \| 0.6892 \| 0.0 \| 0.3375 \| 0.0 \| nan \| 0.2074 \| 0.4797 \| 0.3368 \| 0.5078 \| 0.2700 \| nan \| 0.6537 \| 0.8304 \| 0.4811 \| 0.0 \| 0.7083 \| 0.8134 \| 0.3094 \| 0.0 \| 0.0 \| 0.9077 \| nan \| 0.5005 \| 0.0 \| 0.7544 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0109 \| 0.0 \| 0.1793 \| 0.0 \| 0.6189 \| 0.3574 \| 0.2805 \| 0.8158 \| \| 0.3651 \| 70.0 \| 7490 \| 0.0 \| 0.8915 \| 0.0 \| 0.4742 \| 0.0 \| nan \| 0.3032 \| 0.6629 \| 0.4175 \| 0.7358 \| 0.2892 \| nan \| 0.7499 \| 0.9324 \| 0.7836 \| 0.0 \| 0.8834 \| 0.9100 \| 0.4869 \| 0.0 \| 0.0 \| 0.9358 \| nan \| 0.7669 \| 0.0 \| 0.9397 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0094 \| 0.0 \| 0.2276 \| 0.0 \| 0.0 \| 0.6916 \| 0.0 \| 0.3449 \| 0.0 \| nan \| 0.2085 \| 0.4198 \| 0.3196 \| 0.5438 \| 0.2492 \| nan \| 0.6497 \| 0.8330 \| 0.4906 \| 0.0 \| 0.7208 \| 0.8193 \| 0.3078 \| 0.0 \| 0.0 \| 0.9059 \| nan \| 0.5072 \| 0.0 \| 0.7693 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0094 \| 0.0 \| 0.1546 \| 0.0 \| 0.6495 \| 0.3562 \| 0.2795 \| 0.8175 \| \| 0.3754 \| 71.0 \| 7597 \| 0.0 \| 0.9017 \| 0.0 \| 0.4746 \| 0.0 \| nan \| 0.2988 \| 0.6541 \| 0.4346 \| 0.6533 \| 0.3173 \| nan \| 0.7618 \| 0.9291 \| 0.7483 \| 0.0 \| 0.8973 \| 0.9121 \| 0.4672 \| 0.0 \| 0.0 \| 0.9510 \| nan \| 0.7642 \| 0.0 \| 0.9392 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0070 \| 0.0 \| 0.1684 \| 0.0 \| 0.0 \| 0.6953 \| 0.0 \| 0.3112 \| 0.0 \| nan \| 0.2094 \| 0.4711 \| 0.3261 \| 0.4997 \| 0.2679 \| nan \| 0.6423 \| 0.8283 \| 0.5270 \| 0.0 \| 0.7187 \| 0.8138 \| 0.3039 \| 0.0 \| 0.0 \| 0.9111 \| nan \| 0.5178 \| 0.0 \| 0.7585 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0070 \| 0.0 \| 0.1329 \| 0.0 \| 0.6540 \| 0.3525 \| 0.2794 \| 0.8152 \| \| 0.3779 \| 72.0 \| 7704 \| 0.0 \| 0.8984 \| 0.0 \| 0.5174 \| 0.0 \| nan \| 0.3236 \| 0.6382 \| 0.3777 \| 0.7392 \| 0.2533 \| nan \| 0.7519 \| 0.9349 \| 0.7433 \| 0.0 \| 0.8848 \| 0.9012 \| 0.4570 \| 0.0 \| 0.0 \| 0.9472 \| nan \| 0.7874 \| 0.0 \| 0.9365 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0062 \| 0.0 \| 0.2330 \| 0.0 \| 0.0 \| 0.6977 \| 0.0 \| 0.3395 \| 0.0 \| nan \| 0.2104 \| 0.5079 \| 0.2974 \| 0.5469 \| 0.2275 \| nan \| 0.6562 \| 0.8239 \| 0.5331 \| 0.0 \| 0.7195 \| 0.8153 \| 0.3146 \| 0.0 \| 0.0 \| 0.9097 \| nan \| 0.5072 \| 0.0 \| 0.7617 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0061 \| 0.0 \| 0.1634 \| 0.0 \| 0.6312 \| 0.3541 \| 0.2824 \| 0.8171 \| \| 0.3789 \| 73.0 \| 7811 \| 0.0 \| 0.9116 \| 0.0 \| 0.4804 \| 0.0 \| nan \| 0.3366 \| 0.6517 \| 0.4301 \| 0.7367 \| 0.3069 \| nan \| 0.7586 \| 0.9321 \| 0.7585 \| 0.0 \| 0.8720 \| 0.8988 \| 0.4559 \| 0.0 \| 0.0 \| 0.9460 \| nan \| 0.7691 \| 0.0 \| 0.9342 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0044 \| 0.0 \| 0.2296 \| 0.0 \| 0.0 \| 0.6938 \| 0.0 \| 0.3364 \| 0.0 \| nan \| 0.2116 \| 0.5035 \| 0.3256 \| 0.5620 \| 0.2631 \| nan \| 0.6508 \| 0.8295 \| 0.4944 \| 0.0 \| 0.7366 \| 0.8192 \| 0.3179 \| 0.0 \| 0.0 \| 0.9070 \| nan \| 0.5157 \| 0.0 \| 0.7798 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0043 \| 0.0 \| 0.1628 \| 0.0 \| 0.6190 \| 0.3567 \| 0.2848 \| 0.8196 \| \| 0.3764 \| 74.0 \| 7918 \| 0.0 \| 0.9095 \| 0.0 \| 0.5175 \| 0.0 \| nan \| 0.2967 \| 0.6535 \| 0.3874 \| 0.7262 \| 0.3228 \| nan \| 0.7482 \| 0.9252 \| 0.7514 \| 0.0 \| 0.8844 \| 0.9092 \| 0.4719 \| 0.0 \| 0.0 \| 0.9340 \| nan \| 0.7668 \| 0.0 \| 0.9213 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0048 \| 0.0 \| 0.2294 \| 0.0 \| 0.0 \| 0.6929 \| 0.0 \| 0.3192 \| 0.0 \| nan \| 0.1935 \| 0.4711 \| 0.3023 \| 0.5264 \| 0.2796 \| nan \| 0.6468 \| 0.8246 \| 0.4995 \| 0.0 \| 0.7246 \| 0.8169 \| 0.3056 \| 0.0 \| 0.0 \| 0.9062 \| nan \| 0.5098 \| 0.0 \| 0.7918 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0048 \| 0.0 \| 0.1592 \| 0.0 \| 0.6431 \| 0.3550 \| 0.2805 \| 0.8151 \| \| 0.3631 \| 75.0 \| 8025 \| 0.0 \| 0.9065 \| 0.0 \| 0.3759 \| 0.0 \| nan \| 0.3228 \| 0.6689 \| 0.4088 \| 0.7057 \| 0.3160 \| nan \| 0.7608 \| 0.9328 \| 0.7376 \| 0.0 \| 0.8763 \| 0.9209 \| 0.4211 \| 0.0 \| 0.0 \| 0.9463 \| nan \| 0.7559 \| 0.0 \| 0.9415 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0027 \| 0.0 \| 0.2502 \| 0.0 \| 0.0 \| 0.6904 \| 0.0 \| 0.2874 \| 0.0 \| nan \| 0.2098 \| 0.4493 \| 0.3213 \| 0.5348 \| 0.2741 \| nan \| 0.6612 \| 0.8323 \| 0.5098 \| 0.0 \| 0.7399 \| 0.8203 \| 0.3126 \| 0.0 \| 0.0 \| 0.9104 \| nan \| 0.5274 \| 0.0 \| 0.7683 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0026 \| 0.0 \| 0.1792 \| 0.0 \| 0.6114 \| 0.3516 \| 0.2822 \| 0.8203 \| \| 0.3706 \| 76.0 \| 8132 \| 0.0 \| 0.9325 \| 0.0 \| 0.4465 \| 0.0 \| nan \| 0.2803 \| 0.6537 \| 0.4361 \| 0.7182 \| 0.2822 \| nan \| 0.7900 \| 0.9134 \| 0.7589 \| 0.0 \| 0.8907 \| 0.8986 \| 0.4597 \| 0.0 \| 0.0 \| 0.9412 \| nan \| 0.7730 \| 0.0 \| 0.9299 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0054 \| 0.0 \| 0.2424 \| 0.0 \| 0.0 \| 0.6776 \| 0.0 \| 0.3219 \| 0.0 \| nan \| 0.2027 \| 0.4770 \| 0.3303 \| 0.5371 \| 0.2497 \| nan \| 0.6501 \| 0.8245 \| 0.4919 \| 0.0 \| 0.7288 \| 0.8177 \| 0.3277 \| 0.0 \| 0.0 \| 0.9050 \| nan \| 0.5141 \| 0.0 \| 0.7793 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0054 \| 0.0 \| 0.1725 \| 0.0 \| 0.6243 \| 0.3548 \| 0.2817 \| 0.8161 \| \| 0.3873 \| 77.0 \| 8239 \| 0.0 \| 0.8975 \| 0.0 \| 0.5896 \| 0.0 \| nan \| 0.3211 \| 0.6569 \| 0.4735 \| 0.6426 \| 0.2748 \| nan \| 0.7753 \| 0.9149 \| 0.7513 \| 0.0 \| 0.8759 \| 0.9026 \| 0.4596 \| 0.0 \| 0.0 \| 0.9399 \| nan \| 0.7893 \| 0.0 \| 0.9406 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0284 \| 0.0 \| 0.2322 \| 0.0 \| 0.0 \| 0.6927 \| 0.0 \| 0.3409 \| 0.0 \| nan \| 0.1984 \| 0.4666 \| 0.3324 \| 0.4994 \| 0.2439 \| nan \| 0.6369 \| 0.8140 \| 0.5086 \| 0.0 \| 0.7367 \| 0.8186 \| 0.3182 \| 0.0 \| 0.0 \| 0.9092 \| nan \| 0.4926 \| 0.0 \| 0.7663 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0275 \| 0.0 \| 0.1671 \| 0.0 \| 0.6427 \| 0.3583 \| 0.2803 \| 0.8103 \| \| 0.371 \| 78.0 \| 8346 \| 0.0 \| 0.8971 \| 0.0 \| 0.5398 \| 0.0 \| nan \| 0.3166 \| 0.6432 \| 0.4582 \| 0.7331 \| 0.3475 \| nan \| 0.7304 \| 0.9260 \| 0.7298 \| 0.0 \| 0.8704 \| 0.9153 \| 0.4902 \| 0.0 \| 0.0 \| 0.9547 \| nan \| 0.7795 \| 0.0 \| 0.9287 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0146 \| 0.0 \| 0.2424 \| 0.0 \| 0.0 \| 0.6968 \| 0.0 \| 0.3553 \| 0.0 \| nan \| 0.2018 \| 0.4461 \| 0.3289 \| 0.5340 \| 0.2894 \| nan \| 0.6410 \| 0.8263 \| 0.5199 \| 0.0 \| 0.7434 \| 0.8211 \| 0.3200 \| 0.0 \| 0.0 \| 0.9113 \| nan \| 0.5114 \| 0.0 \| 0.7833 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0143 \| 0.0 \| 0.1742 \| 0.0 \| 0.6333 \| 0.3599 \| 0.2850 \| 0.8170 \| \| 0.3793 \| 79.0 \| 8453 \| 0.0 \| 0.8882 \| 0.0 \| 0.5598 \| 0.0 \| nan \| 0.3054 \| 0.6482 \| 0.4315 \| 0.7152 \| 0.2878 \| nan \| 0.7397 \| 0.9175 \| 0.7483 \| 0.0 \| 0.8759 \| 0.9113 \| 0.4619 \| 0.0 \| 0.0 \| 0.9533 \| nan \| 0.7908 \| 0.0 \| 0.9355 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0196 \| 0.0 \| 0.2502 \| 0.0 \| 0.0 \| 0.6918 \| 0.0 \| 0.3512 \| 0.0 \| nan \| 0.1935 \| 0.4372 \| 0.3172 \| 0.5263 \| 0.2527 \| nan \| 0.6239 \| 0.8162 \| 0.5169 \| 0.0 \| 0.7381 \| 0.8192 \| 0.3172 \| 0.0 \| 0.0 \| 0.9115 \| nan \| 0.4863 \| 0.0 \| 0.7670 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0192 \| 0.0 \| 0.1732 \| 0.0 \| 0.6536 \| 0.3575 \| 0.2800 \| 0.8109 \| \| 0.3711 \| 80.0 \| 8560 \| 0.0 \| 0.8901 \| 0.0 \| 0.5615 \| 0.0 \| nan \| 0.3125 \| 0.6619 \| 0.4489 \| 0.7472 \| 0.2889 \| nan \| 0.7492 \| 0.9067 \| 0.7661 \| 0.0 \| 0.8710 \| 0.9131 \| 0.4897 \| 0.0 \| 0.0 \| 0.9467 \| nan \| 0.7760 \| 0.0 \| 0.9295 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0169 \| 0.0 \| 0.2306 \| 0.0 \| 0.0 \| 0.6951 \| 0.0 \| 0.3343 \| 0.0 \| nan \| 0.1942 \| 0.4488 \| 0.3290 \| 0.5250 \| 0.2534 \| nan \| 0.6320 \| 0.8136 \| 0.4920 \| 0.0 \| 0.7390 \| 0.8195 \| 0.3060 \| 0.0 \| 0.0 \| 0.9118 \| nan \| 0.4994 \| 0.0 \| 0.7824 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0165 \| 0.0 \| 0.1624 \| 0.0 \| 0.6386 \| 0.3596 \| 0.2798 \| 0.8104 \| \| 0.3645 \| 81.0 \| 8667 \| 0.0 \| 0.8809 \| 0.0 \| 0.5451 \| 0.0 \| nan \| 0.3286 \| 0.6648 \| 0.4080 \| 0.7549 \| 0.2869 \| nan \| 0.7270 \| 0.9200 \| 0.7659 \| 0.0 \| 0.8636 \| 0.9155 \| 0.4738 \| 0.0 \| 0.0 \| 0.9472 \| nan \| 0.7650 \| 0.0 \| 0.9385 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0094 \| 0.0 \| 0.2153 \| 0.0 \| 0.0 \| 0.6859 \| 0.0 \| 0.3478 \| 0.0 \| nan \| 0.1947 \| 0.4436 \| 0.3068 \| 0.5330 \| 0.2520 \| nan \| 0.6385 \| 0.8180 \| 0.5116 \| 0.0 \| 0.7469 \| 0.8205 \| 0.3062 \| 0.0 \| 0.0 \| 0.9119 \| nan \| 0.5179 \| 0.0 \| 0.7704 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0092 \| 0.0 \| 0.1510 \| 0.0 \| 0.6499 \| 0.3566 \| 0.2802 \| 0.8116 \| \| 0.3706 \| 82.0 \| 8774 \| 0.0 \| 0.8968 \| 0.0 \| 0.5124 \| 0.0 \| nan \| 0.2951 \| 0.6434 \| 0.4508 \| 0.7092 \| 0.2975 \| nan \| 0.7499 \| 0.9306 \| 0.7644 \| 0.0 \| 0.8959 \| 0.9057 \| 0.4810 \| 0.0 \| 0.0 \| 0.9550 \| nan \| 0.7653 \| 0.0 \| 0.9352 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0133 \| 0.0 \| 0.2304 \| 0.0 \| 0.0 \| 0.6985 \| 0.0 \| 0.3425 \| 0.0 \| nan \| 0.2003 \| 0.4933 \| 0.3332 \| 0.5322 \| 0.2610 \| nan \| 0.6504 \| 0.8252 \| 0.5111 \| 0.0 \| 0.7181 \| 0.8124 \| 0.3116 \| 0.0 \| 0.0 \| 0.9118 \| nan \| 0.5169 \| 0.0 \| 0.7742 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0130 \| 0.0 \| 0.1638 \| 0.0 \| 0.6370 \| 0.3572 \| 0.2834 \| 0.8171 \| \| 0.3683 \| 83.0 \| 8881 \| 0.0 \| 0.9101 \| 0.0 \| 0.5216 \| 0.0 \| nan \| 0.3265 \| 0.6504 \| 0.4171 \| 0.7634 \| 0.2973 \| nan \| 0.7433 \| 0.9164 \| 0.7641 \| 0.0 \| 0.8835 \| 0.8966 \| 0.4750 \| 0.0 \| 0.0 \| 0.9499 \| nan \| 0.7579 \| 0.0 \| 0.9377 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0210 \| 0.0 \| 0.2290 \| 0.0 \| 0.0 \| 0.6920 \| 0.0 \| 0.3440 \| 0.0 \| nan \| 0.2067 \| 0.4426 \| 0.3188 \| 0.5254 \| 0.2610 \| nan \| 0.6473 \| 0.8204 \| 0.5215 \| 0.0 \| 0.7365 \| 0.8190 \| 0.3169 \| 0.0 \| 0.0 \| 0.9111 \| nan \| 0.5214 \| 0.0 \| 0.7664 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0203 \| 0.0 \| 0.1660 \| 0.0 \| 0.6481 \| 0.3581 \| 0.2824 \| 0.8138 \| \| 0.3347 \| 84.0 \| 8988 \| 0.0 \| 0.8771 \| 0.0 \| 0.5259 \| 0.0 \| nan \| 0.3372 \| 0.6412 \| 0.4296 \| 0.7845 \| 0.2637 \| nan \| 0.7138 \| 0.9233 \| 0.7690 \| 0.0 \| 0.8889 \| 0.8928 \| 0.5035 \| 0.0 \| 0.0 \| 0.9573 \| nan \| 0.7731 \| 0.0 \| 0.9371 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0208 \| 0.0 \| 0.2466 \| 0.0 \| 0.0 \| 0.6872 \| 0.0 \| 0.3814 \| 0.0 \| nan \| 0.2022 \| 0.4426 \| 0.3143 \| 0.5254 \| 0.2358 \| nan \| 0.6405 \| 0.8206 \| 0.5277 \| 0.0 \| 0.7230 \| 0.8147 \| 0.3074 \| 0.0 \| 0.0 \| 0.9114 \| nan \| 0.5186 \| 0.0 \| 0.7681 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0200 \| 0.0 \| 0.1680 \| 0.0 \| 0.6548 \| 0.3589 \| 0.2815 \| 0.8110 \| \| 0.343 \| 85.0 \| 9095 \| 0.0 \| 0.9000 \| 0.0 \| 0.5410 \| 0.0 \| nan \| 0.3321 \| 0.6523 \| 0.4218 \| 0.7341 \| 0.2961 \| nan \| 0.7318 \| 0.9266 \| 0.7599 \| 0.0 \| 0.8948 \| 0.9014 \| 0.4639 \| 0.0 \| 0.0 \| 0.9544 \| nan \| 0.7684 \| 0.0 \| 0.9299 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0112 \| 0.0 \| 0.2317 \| 0.0 \| 0.0 \| 0.6868 \| 0.0 \| 0.3643 \| 0.0 \| nan \| 0.2044 \| 0.4337 \| 0.3165 \| 0.5489 \| 0.2577 \| nan \| 0.6402 \| 0.8228 \| 0.5199 \| 0.0 \| 0.7264 \| 0.8182 \| 0.3098 \| 0.0 \| 0.0 \| 0.9096 \| nan \| 0.5144 \| 0.0 \| 0.7767 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0109 \| 0.0 \| 0.1623 \| 0.0 \| 0.6512 \| 0.3579 \| 0.2820 \| 0.8146 \| \| 0.3491 \| 86.0 \| 9202 \| 0.0 \| 0.8978 \| 0.0 \| 0.5406 \| 0.0 \| nan \| 0.3165 \| 0.6396 \| 0.4140 \| 0.7287 \| 0.3027 \| nan \| 0.7528 \| 0.9337 \| 0.7555 \| 0.0 \| 0.8840 \| 0.9025 \| 0.4757 \| 0.0 \| 0.0 \| 0.9531 \| nan \| 0.7745 \| 0.0 \| 0.9356 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0132 \| 0.0 \| 0.2505 \| 0.0 \| 0.0 \| 0.6961 \| 0.0 \| 0.3614 \| 0.0 \| nan \| 0.2053 \| 0.4576 \| 0.3198 \| 0.5492 \| 0.2615 \| nan \| 0.6567 \| 0.8283 \| 0.5286 \| 0.0 \| 0.7255 \| 0.8178 \| 0.3117 \| 0.0 \| 0.0 \| 0.9105 \| nan \| 0.5150 \| 0.0 \| 0.7759 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0128 \| 0.0 \| 0.1739 \| 0.0 \| 0.6360 \| 0.3585 \| 0.2846 \| 0.8189 \| \| 0.3543 \| 87.0 \| 9309 \| 0.0 \| 0.8922 \| 0.0 \| 0.5185 \| 0.0 \| nan \| 0.3321 \| 0.6518 \| 0.4252 \| 0.7288 \| 0.2801 \| nan \| 0.7426 \| 0.9346 \| 0.7493 \| 0.0 \| 0.8749 \| 0.9068 \| 0.4816 \| 0.0 \| 0.0 \| 0.9504 \| nan \| 0.7933 \| 0.0 \| 0.9356 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0176 \| 0.0 \| 0.2413 \| 0.0 \| 0.0 \| 0.6904 \| 0.0 \| 0.3660 \| 0.0 \| nan \| 0.2008 \| 0.4417 \| 0.3246 \| 0.5570 \| 0.2486 \| nan \| 0.6514 \| 0.8257 \| 0.5325 \| 0.0 \| 0.7378 \| 0.8219 \| 0.3104 \| 0.0 \| 0.0 \| 0.9117 \| nan \| 0.5081 \| 0.0 \| 0.7751 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0168 \| 0.0 \| 0.1658 \| 0.0 \| 0.6400 \| 0.3580 \| 0.2840 \| 0.8177 \| \| 0.3517 \| 88.0 \| 9416 \| 0.0 \| 0.8938 \| 0.0 \| 0.5214 \| 0.0 \| nan \| 0.3258 \| 0.6531 \| 0.4426 \| 0.7404 \| 0.3177 \| nan \| 0.7210 \| 0.9295 \| 0.7315 \| 0.0 \| 0.8870 \| 0.9117 \| 0.4812 \| 0.0 \| 0.0 \| 0.9530 \| nan \| 0.7708 \| 0.0 \| 0.9381 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0076 \| 0.0 \| 0.2278 \| 0.0 \| 0.0 \| 0.6938 \| 0.0 \| 0.3578 \| 0.0 \| nan \| 0.2032 \| 0.4330 \| 0.3223 \| 0.5467 \| 0.2704 \| nan \| 0.6459 \| 0.8259 \| 0.5373 \| 0.0 \| 0.7274 \| 0.8175 \| 0.3099 \| 0.0 \| 0.0 \| 0.9125 \| nan \| 0.5221 \| 0.0 \| 0.7734 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0074 \| 0.0 \| 0.1628 \| 0.0 \| 0.6408 \| 0.3579 \| 0.2834 \| 0.8164 \| \| 0.3372 \| 89.0 \| 9523 \| 0.0 \| 0.8836 \| 0.0 \| 0.5305 \| 0.0 \| nan \| 0.3218 \| 0.6384 \| 0.4518 \| 0.7414 \| 0.3066 \| nan \| 0.7532 \| 0.9271 \| 0.7563 \| 0.0 \| 0.8882 \| 0.9133 \| 0.4758 \| 0.0 \| 0.0 \| 0.9531 \| nan \| 0.7705 \| 0.0 \| 0.9323 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0088 \| 0.0 \| 0.2612 \| 0.0 \| 0.0 \| 0.7017 \| 0.0 \| 0.3672 \| 0.0 \| nan \| 0.2097 \| 0.4450 \| 0.3318 \| 0.5501 \| 0.2665 \| nan \| 0.6539 \| 0.8250 \| 0.5270 \| 0.0 \| 0.7256 \| 0.8162 \| 0.3099 \| 0.0 \| 0.0 \| 0.9123 \| nan \| 0.5184 \| 0.0 \| 0.7865 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0086 \| 0.0 \| 0.1784 \| 0.0 \| 0.6165 \| 0.3598 \| 0.2854 \| 0.8186 \| \| 0.3377 \| 90.0 \| 9630 \| 0.0 \| 0.8853 \| 0.0 \| 0.5549 \| 0.0 \| nan \| 0.3414 \| 0.6360 \| 0.4464 \| 0.7332 \| 0.3117 \| nan \| 0.7639 \| 0.9221 \| 0.7568 \| 0.0 \| 0.8933 \| 0.9074 \| 0.4833 \| 0.0 \| 0.0 \| 0.9523 \| nan \| 0.7702 \| 0.0 \| 0.9394 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0062 \| 0.0 \| 0.2522 \| 0.0 \| 0.0 \| 0.6927 \| 0.0 \| 0.3673 \| 0.0 \| nan \| 0.2040 \| 0.4461 \| 0.3330 \| 0.5503 \| 0.2653 \| nan \| 0.6583 \| 0.8287 \| 0.5336 \| 0.0 \| 0.7294 \| 0.8190 \| 0.3135 \| 0.0 \| 0.0 \| 0.9117 \| nan \| 0.5172 \| 0.0 \| 0.7757 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0060 \| 0.0 \| 0.1756 \| 0.0 \| 0.6244 \| 0.3611 \| 0.2852 \| 0.8179 \| \| 0.3432 \| 91.0 \| 9737 \| 0.0 \| 0.8837 \| 0.0 \| 0.5533 \| 0.0 \| nan \| 0.3413 \| 0.6523 \| 0.4454 \| 0.7098 \| 0.3020 \| nan \| 0.7378 \| 0.9360 \| 0.7546 \| 0.0 \| 0.8944 \| 0.9080 \| 0.4643 \| 0.0 \| 0.0 \| 0.9536 \| nan \| 0.7880 \| 0.0 \| 0.9396 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0074 \| 0.0 \| 0.2363 \| 0.0 \| 0.0 \| 0.6955 \| 0.0 \| 0.3656 \| 0.0 \| nan \| 0.2090 \| 0.4313 \| 0.3297 \| 0.5422 \| 0.2632 \| nan \| 0.6516 \| 0.8291 \| 0.5350 \| 0.0 \| 0.7242 \| 0.8175 \| 0.3101 \| 0.0 \| 0.0 \| 0.9122 \| nan \| 0.5117 \| 0.0 \| 0.7748 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0072 \| 0.0 \| 0.1687 \| 0.0 \| 0.6332 \| 0.3596 \| 0.2837 \| 0.8180 \| \| 0.337 \| 92.0 \| 9844 \| 0.0 \| 0.9003 \| 0.0 \| 0.5278 \| 0.0 \| nan \| 0.3263 \| 0.6382 \| 0.4361 \| 0.7128 \| 0.2674 \| nan \| 0.7616 \| 0.9287 \| 0.7550 \| 0.0 \| 0.8860 \| 0.9130 \| 0.4556 \| 0.0 \| 0.0 \| 0.9505 \| nan \| 0.7722 \| 0.0 \| 0.9389 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0070 \| 0.0 \| 0.2292 \| 0.0 \| 0.0 \| 0.6930 \| 0.0 \| 0.3623 \| 0.0 \| nan \| 0.2080 \| 0.4397 \| 0.3276 \| 0.5390 \| 0.2398 \| nan \| 0.6539 \| 0.8300 \| 0.5330 \| 0.0 \| 0.7310 \| 0.8187 \| 0.3110 \| 0.0 \| 0.0 \| 0.9119 \| nan \| 0.5161 \| 0.0 \| 0.7697 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0069 \| 0.0 \| 0.1656 \| 0.0 \| 0.6341 \| 0.3565 \| 0.2830 \| 0.8183 \| \| 0.3673 \| 93.0 \| 9951 \| 0.0 \| 0.8897 \| 0.0 \| 0.4911 \| 0.0 \| nan \| 0.3377 \| 0.6461 \| 0.4581 \| 0.6732 \| 0.3169 \| nan \| 0.7497 \| 0.9381 \| 0.7530 \| 0.0 \| 0.8841 \| 0.9142 \| 0.4674 \| 0.0 \| 0.0 \| 0.9540 \| nan \| 0.7756 \| 0.0 \| 0.9366 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0061 \| 0.0 \| 0.2254 \| 0.0 \| 0.0 \| 0.6953 \| 0.0 \| 0.3625 \| 0.0 \| nan \| 0.2105 \| 0.4526 \| 0.3357 \| 0.5356 \| 0.2697 \| nan \| 0.6552 \| 0.8285 \| 0.5390 \| 0.0 \| 0.7292 \| 0.8177 \| 0.3100 \| 0.0 \| 0.0 \| 0.9120 \| nan \| 0.5155 \| 0.0 \| 0.7769 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0060 \| 0.0 \| 0.1622 \| 0.0 \| 0.6337 \| 0.3568 \| 0.2848 \| 0.8190 \| \| 0.3236 \| 93.46 \| 10000 \| 0.0 \| 0.8893 \| 0.0 \| 0.5576 \| 0.0 \| nan \| 0.3358 \| 0.6440 \| 0.4518 \| 0.7003 \| 0.3059 \| nan \| 0.7510 \| 0.9361 \| 0.7586 \| 0.0 \| 0.8814 \| 0.9045 \| 0.4869 \| 0.0 \| 0.0 \| 0.9529 \| nan \| 0.7863 \| 0.0 \| 0.9322 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0090 \| 0.0 \| 0.2624 \| 0.0 \| 0.0 \| 0.6967 \| 0.0 \| 0.3647 \| 0.0 \| nan \| 0.2072 \| 0.4454 \| 0.3338 \| 0.5428 \| 0.2643 \| nan \| 0.6541 \| 0.8293 \| 0.5352 \| 0.0 \| 0.7329 \| 0.8200 \| 0.3169 \| 0.0 \| 0.0 \| 0.9120 \| nan \| 0.5114 \| 0.0 \| 0.7833 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0 \| 0.0088 \| 0.0 \| 0.1778 \| 0.0 \| 0.6267 \| 0.3608 \| 0.2855 \| 0.8189 \| \| 0.571 \| 93.47 \| 10001 \| 0.5453 \| 0.3123 \| 0.3821 \| 0.8406 \| nan \| 0.8220 \| 0.9387 \| 0.6663 \| 0.7911 \| 0.3209 \| nan \| 0.5714 \| 0.5996 \| 0.0 \| 0.9404 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.6232 \| 0.0 \| 0.0 \| 0.8732 \| 0.0 \| 0.7142 \| 0.5908 \| 0.0 \| 0.0 \| 0.0 \| 0.3235 \| 0.0 \| 0.0 \| 0.9238 \| 0.8502 \| 0.9659 \| 0.0 \| 0.3317 \| 0.3816 \| 0.0 \| nan \| 0.7048 \| 0.8303 \| 0.6312 \| 0.6782 \| 0.2827 \| nan \| 0.4000 \| 0.4140 \| 0.0 \| 0.8091 \| 0.0 \| 0.0 \| nan \| 0.0 \| 0.3207 \| 0.0 \| 0.0 \| 0.6911 \| 0.0 \| 0.5184 \| 0.4636 \| 0.0 \| 0.0 \| 0.0 \| 0.2087 \| 0.0 \| 0.0 \| 0.8468 \| 0.7295 \| 0.9215 \| 0.0 \| 0.2688 \| 0.2733 \| 0.0 \| ### Framework versions - Transformers 4.40.0.dev0 - Pytorch 1.13.0+cu117 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]
TREENAMU/segformer-cloth-hoodie-30-steps	<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. --> # segformer-cloth-hoodie-30-steps This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the TREENAMU/segFinetune dataset. It achieves the following results on the evaluation set: - Loss: 0.3849 - Mean Iou: 0.2926 - Mean Accuracy: 0.3657 - Overall Accuracy: 0.9048 - Accuracy Background: nan - Accuracy Button: 0.0 - Accuracy Cuff: 0.1239 - Accuracy Drawstring: 0.1256 - Accuracy Hem: 0.2565 - Accuracy Hood: 0.9038 - Accuracy Pocket: 0.0 - Accuracy Sleeve: 0.9272 - Accuracy Torso: 0.9544 - Accuracy Zipper: 0.0 - Iou Background: 0.0 - Iou Button: 0.0 - Iou Cuff: 0.0975 - Iou Drawstring: 0.1042 - Iou Hem: 0.1177 - Iou Hood: 0.8538 - Iou Pocket: 0.0 - Iou Sleeve: 0.8862 - Iou Torso: 0.8661 - Iou Zipper: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results ### Framework versions - Transformers 4.39.3 - Pytorch 2.2.2 - Datasets 2.18.0 - Tokenizers 0.15.2	[ "background", "button", "cuff", "drawstring", "hem", "hood", "pocket", "sleeve", "torso", "zipper" ]

sam1120/dropoff-utcustom-train-SF-RGB-b5_5

# dropoff-utcustom-train-SF-RGB-b5_5 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/dropoff-utcustom-TRAIN dataset. It achieves the following results on the evaluation set: - Loss: 0.1911 - Mean Iou: 0.4677 - Mean Accuracy: 0.7472 - Overall Accuracy: 0.9719 - Accuracy Unlabeled: nan - Accuracy Dropoff: 0.5020 - Accuracy Undropoff: 0.9923 - Iou Unlabeled: 0.0 - Iou Dropoff: 0.4318 - Iou Undropoff: 0.9713 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 9e-06 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Dropoff | Accuracy Undropoff | Iou Unlabeled | Iou Dropoff | Iou Undropoff | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.0685 | 5.0 | 10 | 1.0222 | 0.2189 | 0.3725 | 0.5989 | nan | 0.1256 | 0.6194 | 0.0 | 0.0497 | 0.6070 | | 0.9481 | 10.0 | 20 | 0.8419 | 0.3703 | 0.6398 | 0.8451 | nan | 0.4159 | 0.8637 | 0.0 | 0.2633 | 0.8476 | | 0.8268 | 15.0 | 30 | 0.7165 | 0.3949 | 0.6938 | 0.8694 | nan | 0.5023 | 0.8853 | 0.0 | 0.3136 | 0.8711 | | 0.7573 | 20.0 | 40 | 0.6206 | 0.4084 | 0.7186 | 0.8994 | nan | 0.5214 | 0.9158 | 0.0 | 0.3243 | 0.9010 | | 0.636 | 25.0 | 50 | 0.5194 | 0.4239 | 0.7253 | 0.9300 | nan | 0.5020 | 0.9485 | 0.0 | 0.3401 | 0.9316 | | 0.5238 | 30.0 | 60 | 0.4507 | 0.4365 | 0.7368 | 0.9461 | nan | 0.5085 | 0.9651 | 0.0 | 0.3618 | 0.9476 | | 0.4296 | 35.0 | 70 | 0.4064 | 0.4410 | 0.7422 | 0.9530 | nan | 0.5123 | 0.9721 | 0.0 | 0.3683 | 0.9546 | | 0.4105 | 40.0 | 80 | 0.3547 | 0.4502 | 0.7467 | 0.9619 | nan | 0.5120 | 0.9814 | 0.0 | 0.3880 | 0.9627 | | 0.3436 | 45.0 | 90 | 0.3304 | 0.4571 | 0.7596 | 0.9644 | nan | 0.5361 | 0.9830 | 0.0 | 0.4066 | 0.9647 | | 0.2729 | 50.0 | 100 | 0.2953 | 0.4614 | 0.7552 | 0.9680 | nan | 0.5232 | 0.9873 | 0.0 | 0.4163 | 0.9678 | | 0.2546 | 55.0 | 110 | 0.2770 | 0.4629 | 0.7579 | 0.9691 | nan | 0.5276 | 0.9882 | 0.0 | 0.4201 | 0.9686 | | 0.2281 | 60.0 | 120 | 0.2591 | 0.4647 | 0.7566 | 0.9702 | nan | 0.5235 | 0.9896 | 0.0 | 0.4245 | 0.9696 | | 0.2041 | 65.0 | 130 | 0.2453 | 0.4657 | 0.7556 | 0.9708 | nan | 0.5209 | 0.9903 | 0.0 | 0.4269 | 0.9701 | | 0.1772 | 70.0 | 140 | 0.2292 | 0.4676 | 0.7542 | 0.9717 | nan | 0.5171 | 0.9914 | 0.0 | 0.4317 | 0.9711 | | 0.169 | 75.0 | 150 | 0.2161 | 0.4681 | 0.7520 | 0.9719 | nan | 0.5122 | 0.9919 | 0.0 | 0.4331 | 0.9713 | | 0.1543 | 80.0 | 160 | 0.2111 | 0.4682 | 0.7530 | 0.9715 | nan | 0.5147 | 0.9913 | 0.0 | 0.4336 | 0.9709 | | 0.1374 | 85.0 | 170 | 0.1973 | 0.4659 | 0.7450 | 0.9715 | nan | 0.4980 | 0.9921 | 0.0 | 0.4268 | 0.9709 | | 0.1523 | 90.0 | 180 | 0.1974 | 0.4681 | 0.7501 | 0.9717 | nan | 0.5085 | 0.9918 | 0.0 | 0.4332 | 0.9711 | | 0.1323 | 95.0 | 190 | 0.1928 | 0.4658 | 0.7434 | 0.9717 | nan | 0.4944 | 0.9924 | 0.0 | 0.4263 | 0.9711 | | 0.1254 | 100.0 | 200 | 0.1923 | 0.4671 | 0.7467 | 0.9717 | nan | 0.5013 | 0.9921 | 0.0 | 0.4301 | 0.9711 | | 0.125 | 105.0 | 210 | 0.1867 | 0.4637 | 0.7380 | 0.9717 | nan | 0.4831 | 0.9929 | 0.0 | 0.4201 | 0.9711 | | 0.1239 | 110.0 | 220 | 0.1912 | 0.4694 | 0.7520 | 0.9719 | nan | 0.5121 | 0.9919 | 0.0 | 0.4369 | 0.9713 | | 0.1252 | 115.0 | 230 | 0.1913 | 0.4689 | 0.7503 | 0.9720 | nan | 0.5085 | 0.9921 | 0.0 | 0.4354 | 0.9714 | | 0.1357 | 120.0 | 240 | 0.1911 | 0.4677 | 0.7472 | 0.9719 | nan | 0.5020 | 0.9923 | 0.0 | 0.4318 | 0.9713 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "dropoff", "undropoff" ]

apisdn/segformer-b0-finetuned-segments-sidewalk-2

# segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.5030 - Mean Iou: 0.3338 - Mean Accuracy: 0.4003 - Overall Accuracy: 0.8621 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.8504 - Accuracy Flat-sidewalk: 0.9481 - Accuracy Flat-crosswalk: 0.6649 - Accuracy Flat-cyclinglane: 0.8739 - Accuracy Flat-parkingdriveway: 0.6017 - Accuracy Flat-railtrack: nan - Accuracy Flat-curb: 0.5652 - Accuracy Human-person: 0.8056 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.9321 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: nan - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.6484 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.9052 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.5216 - Accuracy Construction-fenceguardrail: 0.5440 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: nan - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.3397 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9282 - Accuracy Nature-terrain: 0.9021 - Accuracy Sky: 0.9671 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.0021 - Accuracy Void-static: 0.4099 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: nan - Iou Flat-road: 0.7271 - Iou Flat-sidewalk: 0.8940 - Iou Flat-crosswalk: 0.5845 - Iou Flat-cyclinglane: 0.7074 - Iou Flat-parkingdriveway: 0.4377 - Iou Flat-railtrack: nan - Iou Flat-curb: 0.4698 - Iou Human-person: 0.5492 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.8218 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: nan - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.4926 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.7177 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.3855 - Iou Construction-fenceguardrail: 0.4617 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: nan - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.2627 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.8451 - Iou Nature-terrain: 0.7540 - Iou Sky: 0.9238 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.0021 - Iou Void-static: 0.3099 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 10 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear | 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| 2.7613 | 0.05 | 20 | 3.0868 | 0.0602 | 0.1106 | 0.5474 | nan | 0.0259 | 0.9212 | 0.0 | 0.0658 | 0.0072 | nan | 0.0002 | 0.0 | 0.0 | 0.0218 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.7944 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9543 | 0.0010 | 0.6321 | 0.0 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0252 | 0.6044 | 0.0 | 0.0576 | 0.0066 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0214 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.3473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4757 | 0.0010 | 0.5628 | 0.0 | 0.0 | 0.0042 | 0.0 | | 2.7305 | 0.1 | 40 | 2.3324 | 0.0797 | 0.1332 | 0.5917 | nan | 0.3431 | 0.8926 | 0.0 | 0.0039 | 0.0002 | nan | 0.0001 | 0.0 | 0.0 | 0.2748 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8567 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9383 | 0.0402 | 0.7798 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.2348 | 0.6981 | 0.0 | 0.0039 | 0.0002 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.2395 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.3681 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5245 | 0.0354 | 0.4452 | 0.0 | 0.0 | 0.0 | 0.0 | | 2.0568 | 0.15 | 60 | 1.8469 | 0.1094 | 0.1570 | 0.6532 | nan | 0.5455 | 0.9454 | 0.0 | 0.0019 | 0.0003 | nan | 0.0006 | 0.0 | 0.0 | 0.6624 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8557 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9423 | 0.0176 | 0.8932 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3961 | 0.6954 | 0.0 | 0.0019 | 0.0003 | nan | 0.0006 | 0.0 | 0.0 | 0.4714 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4564 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5929 | 0.0172 | 0.7595 | 0.0 | 0.0 | 0.0 | 0.0 | | 2.1332 | 0.2 | 80 | 1.6618 | 0.1131 | 0.1645 | 0.6598 | nan | 0.7639 | 0.8862 | 0.0 | 0.0041 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.6589 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9147 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9016 | 0.0497 | 0.9209 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4089 | 0.7503 | 0.0 | 0.0041 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.4850 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4606 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5990 | 0.0477 | 0.7493 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.7443 | 0.25 | 100 | 1.5016 | 0.1240 | 0.1751 | 0.6852 | nan | 0.7320 | 0.9302 | 0.0 | 0.0026 | 0.0000 | nan | 0.0000 | 0.0 | 0.0 | 0.7995 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8267 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9411 | 0.2347 | 0.9602 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4378 | 0.7466 | 0.0 | 0.0026 | 0.0000 | nan | 0.0000 | 0.0 | 0.0 | 0.5670 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5272 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6193 | 0.2130 | 0.7320 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.5469 | 0.3 | 120 | 1.4622 | 0.1251 | 0.1759 | 0.6853 | nan | 0.7861 | 0.9086 | 0.0 | 0.0132 | 0.0001 | nan | 0.0000 | 0.0 | 0.0 | 0.8150 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9092 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9155 | 0.2250 | 0.8810 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4372 | 0.7649 | 0.0 | 0.0132 | 0.0001 | nan | 0.0000 | 0.0 | 0.0 | 0.5459 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5111 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6301 | 0.2084 | 0.7685 | 0.0 | 0.0 | 0.0 | 0.0 | | 2.391 | 0.35 | 140 | 1.3546 | 0.1284 | 0.1752 | 0.6877 | nan | 0.7597 | 0.9316 | 0.0 | 0.0980 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8969 | 0.2199 | 0.9348 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4500 | 0.7415 | 0.0 | 0.0963 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.5604 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4857 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6485 | 0.2129 | 0.7852 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.3373 | 0.4 | 160 | 1.2827 | 0.1323 | 0.1749 | 0.6949 | nan | 0.7233 | 0.9491 | 0.0 | 0.0861 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.5863 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9085 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9354 | 0.3539 | 0.8788 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4679 | 0.7402 | 0.0 | 0.0855 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.5275 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4963 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6405 | 0.3330 | 0.8102 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.814 | 0.45 | 180 | 1.2086 | 0.1544 | 0.2041 | 0.7313 | nan | 0.7627 | 0.9523 | 0.0 | 0.2621 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8242 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8895 | 0.7793 | 0.9496 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4967 | 0.7517 | 0.0 | 0.2536 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.5732 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7275 | 0.6120 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.0337 | 0.5 | 200 | 1.1426 | 0.1558 | 0.2040 | 0.7258 | nan | 0.8122 | 0.9030 | 0.0 | 0.4009 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.8114 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9169 | 0.6577 | 0.9259 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4576 | 0.7806 | 0.0 | 0.3591 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.6186 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5287 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7077 | 0.5754 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.9412 | 0.55 | 220 | 1.1058 | 0.1591 | 0.2085 | 0.7343 | nan | 0.8523 | 0.9132 | 0.0 | 0.3235 | 0.0025 | nan | 0.0 | 0.0 | 0.0 | 0.8658 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8340 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9034 | 0.8514 | 0.9175 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4732 | 0.7812 | 0.0 | 0.3108 | 0.0025 | nan | 0.0 | 0.0 | 0.0 | 0.6343 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5731 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7056 | 0.6467 | 0.8055 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.153 | 0.6 | 240 | 1.0892 | 0.1624 | 0.2075 | 0.7370 | nan | 0.6938 | 0.9608 | 0.0 | 0.4141 | 0.0014 | nan | 0.0 | 0.0 | 0.0 | 0.8492 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8864 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8867 | 0.8333 | 0.9066 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4919 | 0.7415 | 0.0 | 0.3653 | 0.0014 | nan | 0.0 | 0.0 | 0.0 | 0.6615 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5507 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7452 | 0.6554 | 0.8214 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.563 | 0.65 | 260 | 1.0588 | 0.1641 | 0.2147 | 0.7424 | nan | 0.7806 | 0.9269 | 0.0 | 0.5151 | 0.0068 | nan | 0.0000 | 0.0 | 0.0 | 0.8568 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8709 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8876 | 0.8832 | 0.9268 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4749 | 0.7966 | 0.0 | 0.3921 | 0.0068 | nan | 0.0000 | 0.0 | 0.0 | 0.6588 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5605 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7293 | 0.6449 | 0.8232 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.9941 | 0.7 | 280 | 1.0610 | 0.1630 | 0.2093 | 0.7392 | nan | 0.7278 | 0.9517 | 0.0 | 0.3672 | 0.0082 | nan | 0.0 | 0.0 | 0.0 | 0.8699 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8867 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8936 | 0.8495 | 0.9318 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4707 | 0.7604 | 0.0 | 0.3468 | 0.0081 | nan | 0.0 | 0.0 | 0.0 | 0.6728 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5594 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7455 | 0.6600 | 0.8277 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.3406 | 0.75 | 300 | 1.0624 | 0.1657 | 0.2100 | 0.7426 | nan | 0.6512 | 0.9705 | 0.0 | 0.4415 | 0.0445 | nan | 0.0001 | 0.0 | 0.0 | 0.8883 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.0022 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9107 | 0.8010 | 0.8917 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4941 | 0.7481 | 0.0 | 0.3908 | 0.0414 | nan | 0.0001 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5749 | 0.0 | 0.0022 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7400 | 0.6269 | 0.8404 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.7236 | 0.8 | 320 | 1.0300 | 0.1636 | 0.2079 | 0.7422 | nan | 0.7688 | 0.9544 | 0.0 | 0.3767 | 0.0281 | nan | 0.0004 | 0.0 | 0.0 | 0.8168 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9440 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8761 | 0.8169 | 0.8611 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5043 | 0.7757 | 0.0 | 0.3555 | 0.0272 | nan | 0.0004 | 0.0 | 0.0 | 0.6533 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5372 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7411 | 0.6492 | 0.8271 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.1755 | 0.85 | 340 | 0.9857 | 0.1685 | 0.2153 | 0.7522 | nan | 0.8118 | 0.9416 | 0.0 | 0.4490 | 0.0403 | nan | 0.0009 | 0.0 | 0.0 | 0.8770 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8443 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9363 | 0.8292 | 0.9430 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4974 | 0.8030 | 0.0 | 0.4005 | 0.0389 | nan | 0.0009 | 0.0 | 0.0 | 0.6780 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5794 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7206 | 0.6654 | 0.8393 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.8277 | 0.9 | 360 | 0.9503 | 0.1700 | 0.2169 | 0.7553 | nan | 0.8139 | 0.9419 | 0.0 | 0.4585 | 0.0487 | nan | 0.0160 | 0.0 | 0.0 | 0.8913 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9150 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9121 | 0.8460 | 0.8773 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5102 | 0.8072 | 0.0 | 0.4119 | 0.0462 | nan | 0.0158 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5647 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7548 | 0.6667 | 0.8349 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.0964 | 0.95 | 380 | 0.9795 | 0.1673 | 0.2180 | 0.7480 | nan | 0.7389 | 0.9635 | 0.0 | 0.5082 | 0.0363 | nan | 0.0384 | 0.0 | 0.0 | 0.9231 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8434 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8410 | 0.9071 | 0.9566 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5140 | 0.7745 | 0.0 | 0.4370 | 0.0351 | nan | 0.0375 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5966 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7123 | 0.6021 | 0.8360 | 0.0 | 0.0 | 0.0 | 0.0 | | 1.0782 | 1.0 | 400 | 0.9498 | 0.1701 | 0.2207 | 0.7541 | nan | 0.8392 | 0.9310 | 0.0 | 0.3950 | 0.0668 | nan | 0.0462 | 0.0 | 0.0 | 0.9183 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9110 | 0.0 | 0.0107 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8825 | 0.8926 | 0.9477 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5075 | 0.8096 | 0.0 | 0.3669 | 0.0617 | nan | 0.0447 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5702 | 0.0 | 0.0105 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7646 | 0.6548 | 0.8433 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.7965 | 1.05 | 420 | 0.9255 | 0.1777 | 0.2218 | 0.7587 | nan | 0.7880 | 0.9475 | 0.0 | 0.4400 | 0.1968 | nan | 0.0562 | 0.0 | 0.0 | 0.8233 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9296 | 0.0 | 0.0237 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9219 | 0.8168 | 0.9317 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5343 | 0.7958 | 0.0 | 0.4042 | 0.1576 | nan | 0.0541 | 0.0 | 0.0 | 0.6891 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5549 | 0.0 | 0.0233 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7537 | 0.6747 | 0.8671 | 0.0 | 0.0 | 0.0000 | 0.0 | | 0.922 | 1.1 | 440 | 0.9388 | 0.1807 | 0.2291 | 0.7606 | nan | 0.7224 | 0.9679 | 0.0 | 0.5214 | 0.1530 | nan | 0.1999 | 0.0 | 0.0 | 0.9419 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8134 | 0.0 | 0.0352 | 0.0 | 0.0 | nan | 0.0 | 0.0038 | 0.0 | 0.0 | 0.8962 | 0.8985 | 0.9484 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5477 | 0.7810 | 0.0 | 0.4555 | 0.1328 | nan | 0.1722 | 0.0 | 0.0 | 0.6491 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5896 | 0.0 | 0.0345 | 0.0 | 0.0 | nan | 0.0 | 0.0038 | 0.0 | 0.0 | 0.7285 | 0.6468 | 0.8595 | 0.0 | 0.0 | 0.0001 | 0.0 | | 0.9597 | 1.15 | 460 | 0.8921 | 0.1871 | 0.2313 | 0.7680 | nan | 0.7668 | 0.9610 | 0.0 | 0.4708 | 0.1648 | nan | 0.2614 | 0.0 | 0.0 | 0.8462 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9209 | 0.0 | 0.0645 | 0.0 | 0.0 | nan | 0.0 | 0.0045 | 0.0 | 0.0 | 0.9073 | 0.8795 | 0.9236 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5479 | 0.8007 | 0.0 | 0.4173 | 0.1351 | nan | 0.2222 | 0.0 | 0.0 | 0.7046 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5693 | 0.0 | 0.0614 | 0.0 | 0.0 | nan | 0.0 | 0.0045 | 0.0 | 0.0 | 0.7710 | 0.6959 | 0.8697 | 0.0 | 0.0 | 0.0001 | 0.0 | | 1.1612 | 1.2 | 480 | 0.9016 | 0.1862 | 0.2395 | 0.7663 | nan | 0.7936 | 0.9174 | 0.0 | 0.6213 | 0.2689 | nan | 0.2730 | 0.0 | 0.0 | 0.9463 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8782 | 0.0 | 0.0370 | 0.0 | 0.0 | nan | 0.0 | 0.0025 | 0.0 | 0.0 | 0.9261 | 0.8113 | 0.9482 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5339 | 0.8229 | 0.0 | 0.4730 | 0.1925 | nan | 0.2165 | 0.0 | 0.0 | 0.6488 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5951 | 0.0 | 0.0361 | 0.0 | 0.0 | nan | 0.0 | 0.0025 | 0.0 | 0.0 | 0.7526 | 0.6664 | 0.8309 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.7232 | 1.25 | 500 | 0.9214 | 0.1865 | 0.2339 | 0.7585 | nan | 0.7850 | 0.9326 | 0.0 | 0.5147 | 0.2372 | nan | 0.2890 | 0.0 | 0.0 | 0.7751 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9176 | 0.0 | 0.0962 | 0.0 | 0.0 | nan | 0.0 | 0.0034 | 0.0 | 0.0 | 0.8765 | 0.8715 | 0.9516 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5020 | 0.8084 | 0.0 | 0.4293 | 0.1808 | nan | 0.2329 | 0.0 | 0.0 | 0.6994 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5538 | 0.0 | 0.0881 | 0.0 | 0.0 | nan | 0.0 | 0.0034 | 0.0 | 0.0 | 0.7671 | 0.6708 | 0.8440 | 0.0 | 0.0 | 0.0003 | 0.0 | | 0.9287 | 1.3 | 520 | 0.8607 | 0.1905 | 0.2370 | 0.7733 | nan | 0.7871 | 0.9598 | 0.0 | 0.4933 | 0.1617 | nan | 0.3361 | 0.0054 | 0.0 | 0.9345 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8610 | 0.0 | 0.0878 | 0.0011 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.9270 | 0.8367 | 0.9516 | 0.0 | 0.0 | 0.0010 | 0.0 | nan | 0.5464 | 0.8032 | 0.0 | 0.4403 | 0.1437 | nan | 0.2679 | 0.0054 | 0.0 | 0.6850 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6180 | 0.0 | 0.0846 | 0.0011 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.7645 | 0.6727 | 0.8715 | 0.0 | 0.0 | 0.0010 | 0.0 | | 0.8755 | 1.35 | 540 | 0.8452 | 0.1917 | 0.2400 | 0.7741 | nan | 0.8167 | 0.9424 | 0.0 | 0.4580 | 0.1835 | nan | 0.3927 | 0.0 | 0.0 | 0.9323 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9247 | 0.0 | 0.0795 | 0.0004 | 0.0 | nan | 0.0 | 0.0126 | 0.0 | 0.0 | 0.9129 | 0.8513 | 0.9330 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5535 | 0.8188 | 0.0 | 0.4175 | 0.1566 | nan | 0.2816 | 0.0 | 0.0 | 0.6914 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5890 | 0.0 | 0.0746 | 0.0004 | 0.0 | nan | 0.0 | 0.0125 | 0.0 | 0.0 | 0.7838 | 0.6826 | 0.8807 | 0.0 | 0.0 | 0.0000 | 0.0 | | 0.8307 | 1.4 | 560 | 0.8736 | 0.1969 | 0.2477 | 0.7701 | nan | 0.7960 | 0.9159 | 0.0 | 0.6137 | 0.2820 | nan | 0.3605 | 0.0040 | 0.0 | 0.8882 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8205 | 0.0 | 0.2042 | 0.0001 | 0.0 | nan | 0.0 | 0.0220 | 0.0 | 0.0 | 0.9564 | 0.8577 | 0.9562 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5390 | 0.8248 | 0.0 | 0.4989 | 0.2211 | nan | 0.2697 | 0.0040 | 0.0 | 0.7151 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5995 | 0.0 | 0.1784 | 0.0001 | 0.0 | nan | 0.0 | 0.0212 | 0.0 | 0.0 | 0.7036 | 0.6576 | 0.8718 | 0.0 | 0.0 | 0.0000 | 0.0 | | 1.402 | 1.45 | 580 | 0.8555 | 0.2004 | 0.2485 | 0.7757 | nan | 0.7734 | 0.9472 | 0.0 | 0.4870 | 0.2816 | nan | 0.3762 | 0.0425 | 0.0 | 0.9116 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8756 | 0.0 | 0.2250 | 0.0000 | 0.0 | nan | 0.0 | 0.0300 | 0.0 | 0.0 | 0.9312 | 0.8609 | 0.9604 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5412 | 0.8108 | 0.0 | 0.4282 | 0.2203 | nan | 0.2856 | 0.0420 | 0.0 | 0.7089 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6075 | 0.0 | 0.2018 | 0.0000 | 0.0 | nan | 0.0 | 0.0293 | 0.0 | 0.0 | 0.7660 | 0.7043 | 0.8656 | 0.0 | 0.0 | 0.0007 | 0.0 | | 0.5225 | 1.5 | 600 | 0.8549 | 0.2030 | 0.2554 | 0.7784 | nan | 0.7819 | 0.9345 | 0.0 | 0.4747 | 0.3873 | nan | 0.3925 | 0.0002 | 0.0 | 0.9286 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8833 | 0.0 | 0.3271 | 0.0003 | 0.0 | nan | 0.0 | 0.0200 | 0.0 | 0.0 | 0.9233 | 0.9065 | 0.9578 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5434 | 0.8284 | 0.0 | 0.4261 | 0.2718 | nan | 0.2857 | 0.0002 | 0.0 | 0.7220 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6086 | 0.0 | 0.2643 | 0.0003 | 0.0 | nan | 0.0 | 0.0198 | 0.0 | 0.0 | 0.7647 | 0.6761 | 0.8826 | 0.0 | 0.0 | 0.0003 | 0.0 | | 0.7842 | 1.55 | 620 | 0.8270 | 0.1988 | 0.2451 | 0.7764 | nan | 0.8065 | 0.9410 | 0.0 | 0.5719 | 0.2699 | nan | 0.3081 | 0.0169 | 0.0 | 0.8046 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9212 | 0.0 | 0.2539 | 0.0001 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.9267 | 0.8239 | 0.9468 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5430 | 0.8323 | 0.0 | 0.4582 | 0.2285 | nan | 0.2238 | 0.0169 | 0.0 | 0.7203 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5823 | 0.0 | 0.2200 | 0.0001 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.7733 | 0.6741 | 0.8818 | 0.0 | 0.0 | 0.0006 | 0.0 | | 1.2838 | 1.6 | 640 | 0.8154 | 0.1961 | 0.2442 | 0.7791 | nan | 0.8285 | 0.9424 | 0.0 | 0.4945 | 0.3133 | nan | 0.3188 | 0.0029 | 0.0 | 0.9346 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8954 | 0.0 | 0.1359 | 0.0007 | 0.0 | nan | 0.0 | 0.0097 | 0.0 | 0.0 | 0.9375 | 0.8022 | 0.9531 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5634 | 0.8325 | 0.0 | 0.4374 | 0.2407 | nan | 0.2670 | 0.0029 | 0.0 | 0.6776 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5964 | 0.0 | 0.1276 | 0.0007 | 0.0 | nan | 0.0 | 0.0096 | 0.0 | 0.0 | 0.7607 | 0.6941 | 0.8684 | 0.0 | 0.0 | 0.0007 | 0.0 | | 0.5899 | 1.65 | 660 | 0.7866 | 0.2102 | 0.2614 | 0.7878 | nan | 0.8118 | 0.9516 | 0.0 | 0.5615 | 0.3453 | nan | 0.4403 | 0.0394 | 0.0 | 0.9261 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8854 | 0.0 | 0.4125 | 0.0026 | 0.0 | nan | 0.0 | 0.0156 | 0.0 | 0.0 | 0.8996 | 0.8460 | 0.9625 | 0.0 | 0.0 | 0.0028 | 0.0 | nan | 0.5686 | 0.8279 | 0.0 | 0.4973 | 0.2537 | nan | 0.3117 | 0.0392 | 0.0 | 0.7022 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6196 | 0.0 | 0.2871 | 0.0026 | 0.0 | nan | 0.0 | 0.0155 | 0.0 | 0.0 | 0.8039 | 0.7211 | 0.8638 | 0.0 | 0.0 | 0.0026 | 0.0 | | 0.3365 | 1.7 | 680 | 0.7968 | 0.2035 | 0.2514 | 0.7783 | nan | 0.8256 | 0.9462 | 0.0 | 0.4814 | 0.2454 | nan | 0.3610 | 0.0391 | 0.0 | 0.8841 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9000 | 0.0 | 0.3938 | 0.0005 | 0.0 | nan | 0.0 | 0.0202 | 0.0 | 0.0 | 0.9049 | 0.8311 | 0.9584 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.5482 | 0.8148 | 0.0 | 0.4367 | 0.2035 | nan | 0.2775 | 0.0389 | 0.0 | 0.7375 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5966 | 0.0 | 0.2763 | 0.0005 | 0.0 | nan | 0.0 | 0.0199 | 0.0 | 0.0 | 0.7964 | 0.6989 | 0.8619 | 0.0 | 0.0 | 0.0005 | 0.0 | | 0.8643 | 1.75 | 700 | 0.8389 | 0.2030 | 0.2565 | 0.7685 | nan | 0.6074 | 0.9702 | 0.0 | 0.6285 | 0.2132 | nan | 0.4179 | 0.0942 | 0.0 | 0.8898 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8600 | 0.0 | 0.4551 | 0.0006 | 0.0 | nan | 0.0 | 0.0525 | 0.0 | 0.0 | 0.8914 | 0.8952 | 0.9680 | 0.0 | 0.0 | 0.0060 | 0.0 | nan | 0.5010 | 0.7981 | 0.0 | 0.4048 | 0.1829 | nan | 0.3156 | 0.0928 | 0.0 | 0.7511 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5995 | 0.0 | 0.2861 | 0.0006 | 0.0 | nan | 0.0 | 0.0508 | 0.0 | 0.0 | 0.7834 | 0.6712 | 0.8493 | 0.0 | 0.0 | 0.0058 | 0.0 | | 0.6571 | 1.8 | 720 | 0.8190 | 0.2006 | 0.2499 | 0.7779 | nan | 0.8853 | 0.9355 | 0.0 | 0.5150 | 0.1614 | nan | 0.2138 | 0.0436 | 0.0 | 0.9182 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8259 | 0.0 | 0.3797 | 0.0009 | 0.0 | nan | 0.0 | 0.0864 | 0.0 | 0.0 | 0.9185 | 0.8900 | 0.9619 | 0.0 | 0.0 | 0.0100 | 0.0 | nan | 0.5303 | 0.8389 | 0.0 | 0.4602 | 0.1470 | nan | 0.1917 | 0.0433 | 0.0 | 0.7166 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6156 | 0.0 | 0.2741 | 0.0009 | 0.0 | nan | 0.0 | 0.0811 | 0.0 | 0.0 | 0.7654 | 0.6754 | 0.8694 | 0.0 | 0.0 | 0.0098 | 0.0 | | 0.5954 | 1.85 | 740 | 0.8031 | 0.1996 | 0.2487 | 0.7804 | nan | 0.8086 | 0.9397 | 0.0 | 0.4842 | 0.3210 | nan | 0.4392 | 0.0001 | 0.0 | 0.9424 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9317 | 0.0 | 0.0724 | 0.0008 | 0.0 | nan | 0.0 | 0.0456 | 0.0 | 0.0 | 0.9138 | 0.8667 | 0.9368 | 0.0 | 0.0 | 0.0078 | 0.0 | nan | 0.5686 | 0.8255 | 0.0 | 0.4335 | 0.2459 | nan | 0.3208 | 0.0001 | 0.0 | 0.7003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5781 | 0.0 | 0.0661 | 0.0008 | 0.0 | nan | 0.0 | 0.0433 | 0.0 | 0.0 | 0.7948 | 0.7174 | 0.8842 | 0.0 | 0.0 | 0.0076 | 0.0 | | 0.9125 | 1.9 | 760 | 0.8012 | 0.2102 | 0.2593 | 0.7829 | nan | 0.8647 | 0.9201 | 0.0 | 0.5287 | 0.4671 | nan | 0.3677 | 0.0158 | 0.0 | 0.8576 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.2083 | 0.0194 | 0.0 | nan | 0.0 | 0.1107 | 0.0 | 0.0 | 0.9331 | 0.7981 | 0.9669 | 0.0 | 0.0 | 0.0752 | 0.0 | nan | 0.5650 | 0.8365 | 0.0 | 0.4572 | 0.2745 | nan | 0.2991 | 0.0158 | 0.0 | 0.7351 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6018 | 0.0 | 0.1772 | 0.0194 | 0.0 | nan | 0.0 | 0.0985 | 0.0 | 0.0 | 0.7915 | 0.7035 | 0.8749 | 0.0 | 0.0 | 0.0655 | 0.0 | | 0.6386 | 1.95 | 780 | 0.7901 | 0.2072 | 0.2609 | 0.7804 | nan | 0.7345 | 0.9524 | 0.0 | 0.5187 | 0.3809 | nan | 0.4065 | 0.0009 | 0.0 | 0.9506 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8772 | 0.0 | 0.3611 | 0.0108 | 0.0 | nan | 0.0 | 0.0780 | 0.0 | 0.0 | 0.8944 | 0.9249 | 0.9548 | 0.0 | 0.0 | 0.0425 | 0.0 | nan | 0.5520 | 0.8184 | 0.0 | 0.4449 | 0.2717 | nan | 0.3105 | 0.0009 | 0.0 | 0.6957 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6343 | 0.0 | 0.2740 | 0.0108 | 0.0 | nan | 0.0 | 0.0724 | 0.0 | 0.0 | 0.7695 | 0.6606 | 0.8697 | 0.0 | 0.0 | 0.0388 | 0.0 | | 0.3176 | 2.0 | 800 | 0.7634 | 0.2183 | 0.2676 | 0.7910 | nan | 0.8532 | 0.9308 | 0.0 | 0.6330 | 0.2618 | nan | 0.3674 | 0.1974 | 0.0 | 0.9196 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8899 | 0.0 | 0.2984 | 0.0118 | 0.0 | nan | 0.0 | 0.0899 | 0.0 | 0.0 | 0.9253 | 0.9016 | 0.9591 | 0.0 | 0.0 | 0.0575 | 0.0 | nan | 0.5576 | 0.8435 | 0.0 | 0.5225 | 0.2100 | nan | 0.3028 | 0.1901 | 0.0 | 0.7342 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6270 | 0.0 | 0.2481 | 0.0117 | 0.0 | nan | 0.0 | 0.0821 | 0.0 | 0.0 | 0.7903 | 0.7089 | 0.8835 | 0.0 | 0.0 | 0.0536 | 0.0 | | 0.7566 | 2.05 | 820 | 0.7654 | 0.2206 | 0.2716 | 0.7893 | nan | 0.7937 | 0.9466 | 0.0 | 0.5917 | 0.3145 | nan | 0.4509 | 0.4391 | 0.0 | 0.9226 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9171 | 0.0 | 0.1885 | 0.0015 | 0.0 | nan | 0.0 | 0.0714 | 0.0 | 0.0 | 0.9195 | 0.8734 | 0.9564 | 0.0 | 0.0 | 0.0337 | 0.0 | nan | 0.5744 | 0.8346 | 0.0 | 0.4831 | 0.2478 | nan | 0.3384 | 0.3780 | 0.0 | 0.7203 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6003 | 0.0 | 0.1549 | 0.0015 | 0.0 | nan | 0.0 | 0.0681 | 0.0 | 0.0 | 0.7959 | 0.7238 | 0.8849 | 0.0 | 0.0 | 0.0328 | 0.0 | | 0.6973 | 2.1 | 840 | 0.7914 | 0.2307 | 0.2962 | 0.7853 | nan | 0.8625 | 0.9106 | 0.0 | 0.5789 | 0.4898 | nan | 0.4095 | 0.6680 | 0.0 | 0.9001 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.8451 | 0.0 | 0.4735 | 0.0092 | 0.0 | nan | 0.0 | 0.1260 | 0.0 | 0.0 | 0.8844 | 0.9244 | 0.9642 | 0.0 | 0.0 | 0.1273 | 0.0 | nan | 0.5754 | 0.8320 | 0.0 | 0.4924 | 0.2650 | nan | 0.3076 | 0.4208 | 0.0 | 0.7530 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.2890 | 0.0092 | 0.0 | nan | 0.0 | 0.1148 | 0.0 | 0.0 | 0.7836 | 0.6669 | 0.8648 | 0.0 | 0.0 | 0.1111 | 0.0 | | 0.6372 | 2.15 | 860 | 0.7352 | 0.2278 | 0.2783 | 0.7952 | nan | 0.8073 | 0.9560 | 0.0 | 0.5443 | 0.3967 | nan | 0.4493 | 0.4180 | 0.0 | 0.9145 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9200 | 0.0 | 0.4095 | 0.0434 | 0.0 | nan | 0.0 | 0.0880 | 0.0 | 0.0 | 0.9358 | 0.7749 | 0.9506 | 0.0 | 0.0 | 0.0207 | 0.0 | nan | 0.6060 | 0.8353 | 0.0 | 0.4929 | 0.2740 | nan | 0.3301 | 0.3471 | 0.0 | 0.7383 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6297 | 0.0 | 0.2989 | 0.0426 | 0.0 | nan | 0.0 | 0.0825 | 0.0 | 0.0 | 0.7804 | 0.6953 | 0.8882 | 0.0 | 0.0 | 0.0200 | 0.0 | | 0.4261 | 2.2 | 880 | 0.7658 | 0.2249 | 0.2814 | 0.7863 | nan | 0.8467 | 0.9297 | 0.0 | 0.5260 | 0.4671 | nan | 0.3961 | 0.5450 | 0.0 | 0.8252 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9310 | 0.0 | 0.3836 | 0.0140 | 0.0 | nan | 0.0 | 0.0839 | 0.0 | 0.0 | 0.8837 | 0.9131 | 0.9430 | 0.0 | 0.0 | 0.0364 | 0.0 | nan | 0.5704 | 0.8411 | 0.0 | 0.4678 | 0.2774 | nan | 0.3140 | 0.3858 | 0.0 | 0.7268 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.6142 | 0.0 | 0.2781 | 0.0140 | 0.0 | nan | 0.0 | 0.0787 | 0.0 | 0.0 | 0.7873 | 0.6885 | 0.8935 | 0.0 | 0.0 | 0.0345 | 0.0 | | 0.8689 | 2.25 | 900 | 0.7387 | 0.2327 | 0.2937 | 0.7955 | nan | 0.8181 | 0.9439 | 0.0 | 0.6526 | 0.4306 | nan | 0.4216 | 0.7438 | 0.0 | 0.9072 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8277 | 0.0 | 0.3589 | 0.0379 | 0.0 | nan | 0.0 | 0.1510 | 0.0 | 0.0 | 0.9514 | 0.8186 | 0.9763 | 0.0 | 0.0 | 0.0641 | 0.0 | nan | 0.6028 | 0.8464 | 0.0 | 0.5317 | 0.2707 | nan | 0.3384 | 0.4162 | 0.0 | 0.7211 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6261 | 0.0 | 0.3004 | 0.0377 | 0.0 | nan | 0.0 | 0.1316 | 0.0 | 0.0 | 0.7583 | 0.7095 | 0.8614 | 0.0 | 0.0 | 0.0601 | 0.0 | | 0.5214 | 2.3 | 920 | 0.7337 | 0.2243 | 0.2753 | 0.7977 | nan | 0.8933 | 0.9406 | 0.0 | 0.5067 | 0.2624 | nan | 0.4666 | 0.2798 | 0.0 | 0.9468 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.4086 | 0.0139 | 0.0 | nan | 0.0 | 0.1140 | 0.0 | 0.0 | 0.9218 | 0.8674 | 0.9611 | 0.0 | 0.0 | 0.0439 | 0.0 | nan | 0.5863 | 0.8514 | 0.0 | 0.4646 | 0.2249 | nan | 0.3358 | 0.2535 | 0.0 | 0.7001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6470 | 0.0 | 0.2953 | 0.0139 | 0.0 | nan | 0.0 | 0.1031 | 0.0 | 0.0 | 0.8052 | 0.7375 | 0.8945 | 0.0 | 0.0 | 0.0403 | 0.0 | | 0.5208 | 2.35 | 940 | 0.7267 | 0.2328 | 0.2877 | 0.7944 | nan | 0.8149 | 0.9260 | 0.0 | 0.6306 | 0.5415 | nan | 0.4704 | 0.3438 | 0.0 | 0.8691 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9233 | 0.0 | 0.3991 | 0.0276 | 0.0 | nan | 0.0 | 0.1909 | 0.0 | 0.0 | 0.9505 | 0.7492 | 0.9305 | 0.0 | 0.0 | 0.1518 | 0.0 | nan | 0.6006 | 0.8577 | 0.0 | 0.5069 | 0.3083 | nan | 0.3449 | 0.2962 | 0.0 | 0.7478 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6286 | 0.0 | 0.2942 | 0.0275 | 0.0 | nan | 0.0 | 0.1547 | 0.0 | 0.0 | 0.7654 | 0.6693 | 0.8903 | 0.0 | 0.0 | 0.1255 | 0.0 | | 0.4238 | 2.4 | 960 | 0.7309 | 0.2366 | 0.2926 | 0.8005 | nan | 0.7982 | 0.9567 | 0.0 | 0.6051 | 0.4682 | nan | 0.3919 | 0.3990 | 0.0 | 0.9027 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8916 | 0.0 | 0.5417 | 0.0353 | 0.0 | nan | 0.0 | 0.1755 | 0.0 | 0.0 | 0.9047 | 0.8810 | 0.9623 | 0.0 | 0.0 | 0.1564 | 0.0 | nan | 0.5918 | 0.8473 | 0.0 | 0.5152 | 0.3068 | nan | 0.3195 | 0.3256 | 0.0 | 0.7681 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6564 | 0.0 | 0.3014 | 0.0351 | 0.0 | nan | 0.0 | 0.1468 | 0.0 | 0.0 | 0.8048 | 0.6933 | 0.8908 | 0.0 | 0.0 | 0.1322 | 0.0 | | 0.8412 | 2.45 | 980 | 0.7161 | 0.2377 | 0.2973 | 0.8011 | nan | 0.7932 | 0.9429 | 0.0 | 0.6902 | 0.4637 | nan | 0.4717 | 0.4468 | 0.0 | 0.9455 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8412 | 0.0 | 0.4509 | 0.0503 | 0.0 | nan | 0.0 | 0.2405 | 0.0 | 0.0 | 0.9278 | 0.9010 | 0.9642 | 0.0 | 0.0 | 0.0868 | 0.0 | nan | 0.6052 | 0.8543 | 0.0 | 0.5610 | 0.3038 | nan | 0.3439 | 0.3773 | 0.0 | 0.7258 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6534 | 0.0 | 0.2925 | 0.0500 | 0.0 | nan | 0.0 | 0.1878 | 0.0 | 0.0 | 0.7845 | 0.6631 | 0.8865 | 0.0 | 0.0 | 0.0812 | 0.0 | | 0.5655 | 2.5 | 1000 | 0.7348 | 0.2298 | 0.2781 | 0.7957 | nan | 0.7909 | 0.9648 | 0.0 | 0.5791 | 0.3012 | nan | 0.3884 | 0.3717 | 0.0 | 0.8679 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.9401 | 0.0 | 0.4082 | 0.0555 | 0.0 | nan | 0.0 | 0.1984 | 0.0 | 0.0 | 0.9071 | 0.8846 | 0.9387 | 0.0 | 0.0 | 0.0223 | 0.0 | nan | 0.5959 | 0.8299 | 0.0 | 0.4782 | 0.2517 | nan | 0.3231 | 0.3125 | 0.0 | 0.7599 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.6033 | 0.0 | 0.3076 | 0.0551 | 0.0 | nan | 0.0 | 0.1594 | 0.0 | 0.0 | 0.8094 | 0.7249 | 0.8907 | 0.0 | 0.0 | 0.0214 | 0.0 | | 0.7384 | 2.55 | 1020 | 0.7513 | 0.2378 | 0.2971 | 0.7978 | nan | 0.8575 | 0.9361 | 0.0 | 0.6079 | 0.3507 | nan | 0.4339 | 0.6078 | 0.0 | 0.9337 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8237 | 0.0 | 0.4384 | 0.0862 | 0.0 | nan | 0.0 | 0.2071 | 0.0 | 0.0 | 0.9175 | 0.9434 | 0.9726 | 0.0 | 0.0 | 0.0933 | 0.0 | nan | 0.5855 | 0.8541 | 0.0 | 0.5126 | 0.2705 | nan | 0.3202 | 0.4578 | 0.0 | 0.7333 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6607 | 0.0 | 0.3288 | 0.0849 | 0.0 | nan | 0.0 | 0.1632 | 0.0 | 0.0 | 0.7833 | 0.6521 | 0.8803 | 0.0 | 0.0 | 0.0829 | 0.0 | | 0.4505 | 2.6 | 1040 | 0.6991 | 0.2419 | 0.2946 | 0.8065 | nan | 0.8519 | 0.9496 | 0.0 | 0.5998 | 0.4032 | nan | 0.4200 | 0.6174 | 0.0 | 0.9215 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9099 | 0.0 | 0.3669 | 0.0730 | 0.0 | nan | 0.0 | 0.1828 | 0.0 | 0.0 | 0.9343 | 0.8852 | 0.9646 | 0.0 | 0.0 | 0.0513 | 0.0 | nan | 0.6016 | 0.8521 | 0.0 | 0.5216 | 0.3007 | nan | 0.3368 | 0.4736 | 0.0 | 0.7485 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6427 | 0.0 | 0.3000 | 0.0723 | 0.0 | nan | 0.0 | 0.1543 | 0.0 | 0.0 | 0.8127 | 0.7390 | 0.8936 | 0.0 | 0.0 | 0.0483 | 0.0 | | 0.7751 | 2.65 | 1060 | 0.7158 | 0.2396 | 0.2928 | 0.8054 | nan | 0.8765 | 0.9437 | 0.0 | 0.6421 | 0.3645 | nan | 0.4043 | 0.6175 | 0.0 | 0.9243 | 0.0 | 0.0 | nan | 0.0 | 0.0024 | 0.0 | 0.0 | 0.9442 | 0.0 | 0.3364 | 0.1020 | 0.0 | nan | 0.0 | 0.1617 | 0.0 | 0.0 | 0.9067 | 0.8818 | 0.9277 | 0.0 | 0.0 | 0.0419 | 0.0 | nan | 0.6212 | 0.8522 | 0.0 | 0.5525 | 0.2856 | nan | 0.3304 | 0.4588 | 0.0 | 0.7393 | 0.0 | 0.0 | nan | 0.0 | 0.0024 | 0.0 | 0.0 | 0.6193 | 0.0 | 0.2679 | 0.0991 | 0.0 | nan | 0.0 | 0.1385 | 0.0 | 0.0 | 0.8139 | 0.7229 | 0.8831 | 0.0 | 0.0 | 0.0398 | 0.0 | | 0.4084 | 2.7 | 1080 | 0.6969 | 0.2433 | 0.3003 | 0.8033 | nan | 0.8009 | 0.9641 | 0.0 | 0.5948 | 0.3905 | nan | 0.4429 | 0.6324 | 0.0 | 0.9354 | 0.0 | 0.0 | nan | 0.0 | 0.0101 | 0.0 | 0.0 | 0.8741 | 0.0 | 0.5220 | 0.1051 | 0.0 | nan | 0.0 | 0.2007 | 0.0 | 0.0 | 0.9009 | 0.9270 | 0.9541 | 0.0 | 0.0 | 0.0537 | 0.0 | nan | 0.5990 | 0.8424 | 0.0 | 0.5236 | 0.3057 | nan | 0.3572 | 0.4822 | 0.0 | 0.7521 | 0.0 | 0.0 | nan | 0.0 | 0.0101 | 0.0 | 0.0 | 0.6622 | 0.0 | 0.3172 | 0.1017 | 0.0 | nan | 0.0 | 0.1682 | 0.0 | 0.0 | 0.7988 | 0.6714 | 0.9002 | 0.0 | 0.0 | 0.0507 | 0.0 | | 0.6027 | 2.75 | 1100 | 0.6949 | 0.2479 | 0.3082 | 0.8075 | nan | 0.8341 | 0.9419 | 0.0 | 0.7221 | 0.4349 | nan | 0.3905 | 0.7062 | 0.0 | 0.9355 | 0.0 | 0.0 | nan | 0.0 | 0.1095 | 0.0 | 0.0 | 0.8850 | 0.0 | 0.4048 | 0.0685 | 0.0 | nan | 0.0 | 0.2423 | 0.0 | 0.0 | 0.9251 | 0.9030 | 0.9563 | 0.0 | 0.0 | 0.0951 | 0.0 | nan | 0.6012 | 0.8556 | 0.0 | 0.5713 | 0.3019 | nan | 0.3308 | 0.4444 | 0.0 | 0.7463 | 0.0 | 0.0 | nan | 0.0 | 0.1083 | 0.0 | 0.0 | 0.6535 | 0.0 | 0.3044 | 0.0681 | 0.0 | nan | 0.0 | 0.1889 | 0.0 | 0.0 | 0.8088 | 0.7173 | 0.8951 | 0.0 | 0.0 | 0.0886 | 0.0 | | 0.5604 | 2.8 | 1120 | 0.7088 | 0.2384 | 0.2963 | 0.7983 | nan | 0.8958 | 0.9221 | 0.0 | 0.5037 | 0.4195 | nan | 0.4886 | 0.5263 | 0.0 | 0.9226 | 0.0 | 0.0 | nan | 0.0 | 0.1092 | 0.0 | 0.0 | 0.8839 | 0.0 | 0.4980 | 0.0297 | 0.0 | nan | 0.0 | 0.1528 | 0.0 | 0.0 | 0.9296 | 0.8950 | 0.9724 | 0.0 | 0.0 | 0.0360 | 0.0 | nan | 0.5899 | 0.8513 | 0.0 | 0.4599 | 0.2847 | nan | 0.3662 | 0.4326 | 0.0 | 0.7445 | 0.0 | 0.0 | nan | 0.0 | 0.1072 | 0.0 | 0.0 | 0.6486 | 0.0 | 0.3068 | 0.0295 | 0.0 | nan | 0.0 | 0.1338 | 0.0 | 0.0 | 0.8115 | 0.7191 | 0.8717 | 0.0 | 0.0 | 0.0341 | 0.0 | | 0.6021 | 2.85 | 1140 | 0.6871 | 0.2497 | 0.3123 | 0.8053 | nan | 0.7812 | 0.9488 | 0.0 | 0.7286 | 0.3579 | nan | 0.4775 | 0.6876 | 0.0 | 0.9340 | 0.0 | 0.0 | nan | 0.0 | 0.1364 | 0.0 | 0.0 | 0.8634 | 0.0 | 0.5531 | 0.0875 | 0.0 | nan | 0.0 | 0.2299 | 0.0 | 0.0 | 0.9258 | 0.9185 | 0.9539 | 0.0 | 0.0 | 0.0967 | 0.0 | nan | 0.5935 | 0.8525 | 0.0 | 0.5174 | 0.2828 | nan | 0.3536 | 0.4797 | 0.0 | 0.7435 | 0.0 | 0.0 | nan | 0.0 | 0.1352 | 0.0 | 0.0 | 0.6754 | 0.0 | 0.3267 | 0.0843 | 0.0 | nan | 0.0 | 0.1784 | 0.0 | 0.0 | 0.8146 | 0.7146 | 0.9011 | 0.0 | 0.0 | 0.0874 | 0.0 | | 0.427 | 2.9 | 1160 | 0.7337 | 0.2496 | 0.3085 | 0.7957 | nan | 0.9120 | 0.9019 | 0.0 | 0.4910 | 0.4695 | nan | 0.4441 | 0.6778 | 0.0 | 0.9200 | 0.0 | 0.0 | nan | 0.0 | 0.1586 | 0.0 | 0.0 | 0.9047 | 0.0 | 0.3808 | 0.2318 | 0.0 | nan | 0.0 | 0.1995 | 0.0 | 0.0 | 0.9200 | 0.9107 | 0.9638 | 0.0 | 0.0 | 0.0759 | 0.0 | nan | 0.5600 | 0.8412 | 0.0 | 0.4545 | 0.3161 | nan | 0.3302 | 0.4772 | 0.0 | 0.7585 | 0.0 | 0.0 | nan | 0.0 | 0.1567 | 0.0 | 0.0 | 0.6592 | 0.0 | 0.3040 | 0.2019 | 0.0 | nan | 0.0 | 0.1619 | 0.0 | 0.0 | 0.8138 | 0.7326 | 0.8995 | 0.0 | 0.0 | 0.0710 | 0.0 | | 1.467 | 2.95 | 1180 | 0.6791 | 0.2566 | 0.3129 | 0.8080 | nan | 0.8072 | 0.9673 | 0.0001 | 0.5832 | 0.3502 | nan | 0.4367 | 0.6963 | 0.0 | 0.8874 | 0.0 | 0.0 | nan | 0.0 | 0.2178 | 0.0 | 0.0 | 0.8914 | 0.0 | 0.4549 | 0.2335 | 0.0 | nan | 0.0 | 0.2155 | 0.0 | 0.0 | 0.9217 | 0.9134 | 0.9644 | 0.0 | 0.0 | 0.1576 | 0.0 | nan | 0.6291 | 0.8331 | 0.0001 | 0.4854 | 0.3024 | nan | 0.3449 | 0.4463 | 0.0 | 0.7793 | 0.0 | 0.0 | nan | 0.0 | 0.2148 | 0.0 | 0.0 | 0.6656 | 0.0 | 0.3146 | 0.1972 | 0.0 | nan | 0.0 | 0.1721 | 0.0 | 0.0 | 0.8086 | 0.7202 | 0.9045 | 0.0 | 0.0 | 0.1367 | 0.0 | | 0.4948 | 3.0 | 1200 | 0.6475 | 0.2541 | 0.3129 | 0.8104 | nan | 0.8970 | 0.9315 | 0.0 | 0.6339 | 0.3953 | nan | 0.4469 | 0.6895 | 0.0 | 0.9462 | 0.0 | 0.0 | nan | 0.0 | 0.1653 | 0.0 | 0.0 | 0.8717 | 0.0 | 0.4766 | 0.1571 | 0.0 | nan | 0.0 | 0.1673 | 0.0 | 0.0 | 0.9343 | 0.9133 | 0.9589 | 0.0 | 0.0 | 0.1163 | 0.0 | nan | 0.6070 | 0.8543 | 0.0 | 0.5599 | 0.3012 | nan | 0.3574 | 0.4398 | 0.0 | 0.7469 | 0.0 | 0.0 | nan | 0.0 | 0.1636 | 0.0 | 0.0 | 0.6808 | 0.0 | 0.3457 | 0.1457 | 0.0 | nan | 0.0 | 0.1441 | 0.0 | 0.0 | 0.8059 | 0.7196 | 0.9021 | 0.0 | 0.0 | 0.1026 | 0.0 | | 0.6043 | 3.05 | 1220 | 0.6707 | 0.2560 | 0.3153 | 0.8068 | nan | 0.8157 | 0.9502 | 0.0 | 0.5979 | 0.3755 | nan | 0.5489 | 0.6437 | 0.0 | 0.9352 | 0.0 | 0.0 | nan | 0.0 | 0.2218 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.5134 | 0.1391 | 0.0 | nan | 0.0 | 0.1843 | 0.0 | 0.0 | 0.8991 | 0.9095 | 0.9738 | 0.0 | 0.0 | 0.1578 | 0.0 | nan | 0.6025 | 0.8431 | 0.0 | 0.5091 | 0.2977 | nan | 0.3828 | 0.4757 | 0.0 | 0.7477 | 0.0 | 0.0 | nan | 0.0 | 0.2134 | 0.0 | 0.0 | 0.6698 | 0.0 | 0.3313 | 0.1336 | 0.0 | nan | 0.0 | 0.1552 | 0.0 | 0.0 | 0.8189 | 0.7327 | 0.8895 | 0.0 | 0.0 | 0.1315 | 0.0 | | 0.4598 | 3.1 | 1240 | 0.6892 | 0.2581 | 0.3140 | 0.7997 | nan | 0.8928 | 0.8943 | 0.0 | 0.6877 | 0.5196 | nan | 0.3936 | 0.5410 | 0.0 | 0.8889 | 0.0 | 0.0 | nan | 0.0 | 0.3065 | 0.0 | 0.0 | 0.9306 | 0.0 | 0.3944 | 0.2426 | 0.0 | nan | 0.0 | 0.2158 | 0.0 | 0.0 | 0.9185 | 0.8739 | 0.9643 | 0.0 | 0.0 | 0.0704 | 0.0 | nan | 0.5899 | 0.8331 | 0.0 | 0.5820 | 0.2897 | nan | 0.3400 | 0.4383 | 0.0 | 0.7739 | 0.0 | 0.0 | nan | 0.0 | 0.2903 | 0.0 | 0.0 | 0.6351 | 0.0 | 0.3052 | 0.2211 | 0.0 | nan | 0.0 | 0.1768 | 0.0 | 0.0 | 0.8174 | 0.7421 | 0.9022 | 0.0 | 0.0 | 0.0655 | 0.0 | | 0.4447 | 3.15 | 1260 | 0.6843 | 0.2626 | 0.3244 | 0.8032 | nan | 0.8615 | 0.9225 | 0.0 | 0.5512 | 0.5469 | nan | 0.5238 | 0.5965 | 0.0 | 0.8869 | 0.0 | 0.0 | nan | 0.0 | 0.3305 | 0.0 | 0.0 | 0.9182 | 0.0 | 0.5815 | 0.1706 | 0.0 | nan | 0.0 | 0.2166 | 0.0 | 0.0 | 0.8888 | 0.9081 | 0.9617 | 0.0 | 0.0 | 0.1920 | 0.0 | nan | 0.6126 | 0.8447 | 0.0 | 0.4871 | 0.3121 | nan | 0.3896 | 0.4787 | 0.0 | 0.7852 | 0.0 | 0.0 | nan | 0.0 | 0.3121 | 0.0 | 0.0 | 0.6589 | 0.0 | 0.3191 | 0.1535 | 0.0 | nan | 0.0 | 0.1769 | 0.0 | 0.0 | 0.8168 | 0.7239 | 0.9055 | 0.0 | 0.0 | 0.1629 | 0.0 | | 0.8554 | 3.2 | 1280 | 0.6761 | 0.2609 | 0.3188 | 0.8083 | nan | 0.8374 | 0.9397 | 0.0 | 0.6792 | 0.3960 | nan | 0.5186 | 0.6371 | 0.0 | 0.9253 | 0.0 | 0.0 | nan | 0.0 | 0.3085 | 0.0 | 0.0 | 0.9172 | 0.0 | 0.5093 | 0.1481 | 0.0 | nan | 0.0 | 0.2061 | 0.0 | 0.0 | 0.8966 | 0.9092 | 0.9593 | 0.0 | 0.0 | 0.0944 | 0.0 | nan | 0.5952 | 0.8498 | 0.0 | 0.5433 | 0.3114 | nan | 0.3752 | 0.5019 | 0.0 | 0.7593 | 0.0 | 0.0 | nan | 0.0 | 0.2916 | 0.0 | 0.0 | 0.6579 | 0.0 | 0.3461 | 0.1429 | 0.0 | nan | 0.0 | 0.1732 | 0.0 | 0.0 | 0.8204 | 0.7312 | 0.9018 | 0.0 | 0.0 | 0.0876 | 0.0 | | 0.4684 | 3.25 | 1300 | 0.6606 | 0.2643 | 0.3290 | 0.8075 | nan | 0.7621 | 0.9520 | 0.0004 | 0.6344 | 0.6092 | nan | 0.4210 | 0.7337 | 0.0 | 0.9321 | 0.0 | 0.0 | nan | 0.0 | 0.4412 | 0.0 | 0.0 | 0.9121 | 0.0 | 0.5063 | 0.1623 | 0.0 | nan | 0.0 | 0.2298 | 0.0 | 0.0 | 0.9060 | 0.9127 | 0.9675 | 0.0 | 0.0 | 0.1163 | 0.0 | nan | 0.6038 | 0.8498 | 0.0004 | 0.5122 | 0.3250 | nan | 0.3498 | 0.4887 | 0.0 | 0.7759 | 0.0 | 0.0 | nan | 0.0 | 0.3899 | 0.0 | 0.0 | 0.6623 | 0.0 | 0.3472 | 0.1517 | 0.0 | nan | 0.0 | 0.1860 | 0.0 | 0.0 | 0.8249 | 0.7217 | 0.9004 | 0.0 | 0.0 | 0.1035 | 0.0 | | 0.5551 | 3.3 | 1320 | 0.6564 | 0.2613 | 0.3219 | 0.8121 | nan | 0.8541 | 0.9352 | 0.0001 | 0.7145 | 0.4218 | nan | 0.4867 | 0.7040 | 0.0 | 0.9204 | 0.0 | 0.0 | nan | 0.0 | 0.3058 | 0.0 | 0.0 | 0.8780 | 0.0 | 0.5158 | 0.1345 | 0.0 | nan | 0.0 | 0.1888 | 0.0 | 0.0 | 0.9291 | 0.9253 | 0.9637 | 0.0 | 0.0 | 0.1007 | 0.0 | nan | 0.6243 | 0.8634 | 0.0001 | 0.5626 | 0.3277 | nan | 0.3676 | 0.5269 | 0.0 | 0.7680 | 0.0 | 0.0 | nan | 0.0 | 0.2910 | 0.0 | 0.0 | 0.6705 | 0.0 | 0.3331 | 0.1305 | 0.0 | nan | 0.0 | 0.1595 | 0.0 | 0.0 | 0.7965 | 0.6849 | 0.9013 | 0.0 | 0.0 | 0.0916 | 0.0 | | 0.3733 | 3.35 | 1340 | 0.6680 | 0.2592 | 0.3144 | 0.8097 | nan | 0.8646 | 0.9534 | 0.0 | 0.5535 | 0.3296 | nan | 0.4921 | 0.6983 | 0.0 | 0.9406 | 0.0 | 0.0 | nan | 0.0 | 0.2946 | 0.0 | 0.0 | 0.9210 | 0.0 | 0.4653 | 0.1622 | 0.0 | nan | 0.0 | 0.2004 | 0.0 | 0.0 | 0.9082 | 0.9002 | 0.9570 | 0.0 | 0.0 | 0.1055 | 0.0 | nan | 0.5946 | 0.8547 | 0.0 | 0.5013 | 0.2790 | nan | 0.3738 | 0.5169 | 0.0 | 0.7603 | 0.0 | 0.0 | nan | 0.0 | 0.2786 | 0.0 | 0.0 | 0.6693 | 0.0 | 0.3418 | 0.1571 | 0.0 | nan | 0.0 | 0.1683 | 0.0 | 0.0 | 0.8147 | 0.7277 | 0.9023 | 0.0 | 0.0 | 0.0961 | 0.0 | | 0.9523 | 3.4 | 1360 | 0.6612 | 0.2647 | 0.3279 | 0.8094 | nan | 0.7985 | 0.9595 | 0.0008 | 0.5197 | 0.5052 | nan | 0.5551 | 0.7424 | 0.0 | 0.9382 | 0.0 | 0.0 | nan | 0.0 | 0.3255 | 0.0 | 0.0 | 0.8777 | 0.0 | 0.5568 | 0.1699 | 0.0 | nan | 0.0 | 0.2358 | 0.0 | 0.0 | 0.9243 | 0.8726 | 0.9651 | 0.0 | 0.0 | 0.2192 | 0.0 | nan | 0.6007 | 0.8438 | 0.0008 | 0.4760 | 0.3616 | nan | 0.3910 | 0.4673 | 0.0 | 0.7748 | 0.0 | 0.0 | nan | 0.0 | 0.3058 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3369 | 0.1571 | 0.0 | nan | 0.0 | 0.1923 | 0.0 | 0.0 | 0.8153 | 0.7065 | 0.9017 | 0.0 | 0.0 | 0.1798 | 0.0 | | 0.2759 | 3.45 | 1380 | 0.6389 | 0.2682 | 0.3309 | 0.8103 | nan | 0.7294 | 0.9500 | 0.0018 | 0.7360 | 0.6108 | nan | 0.5313 | 0.7121 | 0.0 | 0.9158 | 0.0 | 0.0 | nan | 0.0 | 0.3389 | 0.0 | 0.0 | 0.9052 | 0.0 | 0.4796 | 0.1449 | 0.0 | nan | 0.0 | 0.2493 | 0.0 | 0.0 | 0.9246 | 0.8808 | 0.9614 | 0.0 | 0.0 | 0.1859 | 0.0 | nan | 0.5762 | 0.8552 | 0.0018 | 0.5199 | 0.3725 | nan | 0.4012 | 0.5055 | 0.0 | 0.7905 | 0.0 | 0.0 | nan | 0.0 | 0.3213 | 0.0 | 0.0 | 0.6739 | 0.0 | 0.3270 | 0.1398 | 0.0 | nan | 0.0 | 0.1977 | 0.0 | 0.0 | 0.8205 | 0.7447 | 0.9027 | 0.0 | 0.0 | 0.1632 | 0.0 | | 0.5138 | 3.5 | 1400 | 0.6407 | 0.2674 | 0.3283 | 0.8110 | nan | 0.8591 | 0.9298 | 0.0050 | 0.6663 | 0.4472 | nan | 0.4690 | 0.7420 | 0.0 | 0.9120 | 0.0 | 0.0 | nan | 0.0 | 0.3200 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.4909 | 0.1656 | 0.0 | nan | 0.0 | 0.2765 | 0.0 | 0.0 | 0.9273 | 0.9084 | 0.9551 | 0.0 | 0.0 | 0.2066 | 0.0 | nan | 0.5913 | 0.8464 | 0.0050 | 0.5573 | 0.3489 | nan | 0.3679 | 0.4653 | 0.0 | 0.7927 | 0.0 | 0.0 | nan | 0.0 | 0.3077 | 0.0 | 0.0 | 0.6810 | 0.0 | 0.3369 | 0.1564 | 0.0 | nan | 0.0 | 0.2116 | 0.0 | 0.0 | 0.8193 | 0.7135 | 0.9055 | 0.0 | 0.0 | 0.1832 | 0.0 | | 0.511 | 3.55 | 1420 | 0.6657 | 0.2620 | 0.3263 | 0.8078 | nan | 0.8603 | 0.9122 | 0.0041 | 0.6877 | 0.5644 | nan | 0.4254 | 0.7158 | 0.0 | 0.9445 | 0.0 | 0.0 | nan | 0.0 | 0.2016 | 0.0 | 0.0 | 0.8632 | 0.0 | 0.5811 | 0.1696 | 0.0 | nan | 0.0 | 0.2271 | 0.0 | 0.0 | 0.9443 | 0.8776 | 0.9504 | 0.0 | 0.0 | 0.1869 | 0.0 | nan | 0.5901 | 0.8572 | 0.0041 | 0.5759 | 0.3356 | nan | 0.3561 | 0.5105 | 0.0 | 0.7540 | 0.0 | 0.0 | nan | 0.0 | 0.1967 | 0.0 | 0.0 | 0.6959 | 0.0 | 0.3337 | 0.1587 | 0.0 | nan | 0.0 | 0.1884 | 0.0 | 0.0 | 0.8096 | 0.6874 | 0.9083 | 0.0 | 0.0 | 0.1591 | 0.0 | | 0.5465 | 3.6 | 1440 | 0.6670 | 0.2567 | 0.3131 | 0.8072 | nan | 0.8742 | 0.9221 | 0.0044 | 0.6417 | 0.4449 | nan | 0.4785 | 0.6379 | 0.0 | 0.9160 | 0.0 | 0.0 | nan | 0.0 | 0.2040 | 0.0 | 0.0 | 0.9454 | 0.0 | 0.4412 | 0.1302 | 0.0 | nan | 0.0 | 0.1910 | 0.0 | 0.0 | 0.9072 | 0.9156 | 0.9591 | 0.0 | 0.0 | 0.0926 | 0.0 | nan | 0.5866 | 0.8550 | 0.0044 | 0.5503 | 0.3312 | nan | 0.3873 | 0.4994 | 0.0 | 0.7611 | 0.0 | 0.0 | nan | 0.0 | 0.1998 | 0.0 | 0.0 | 0.6437 | 0.0 | 0.3050 | 0.1274 | 0.0 | nan | 0.0 | 0.1612 | 0.0 | 0.0 | 0.8213 | 0.7303 | 0.9064 | 0.0 | 0.0 | 0.0877 | 0.0 | | 0.7715 | 3.65 | 1460 | 0.6173 | 0.2737 | 0.3374 | 0.8162 | nan | 0.8676 | 0.9270 | 0.0168 | 0.7102 | 0.5839 | nan | 0.4582 | 0.7432 | 0.0 | 0.9277 | 0.0 | 0.0 | nan | 0.0 | 0.3844 | 0.0 | 0.0 | 0.8948 | 0.0 | 0.5458 | 0.1776 | 0.0 | nan | 0.0 | 0.2791 | 0.0 | 0.0 | 0.9208 | 0.8757 | 0.9749 | 0.0 | 0.0 | 0.1730 | 0.0 | nan | 0.5879 | 0.8679 | 0.0167 | 0.6301 | 0.3471 | nan | 0.3642 | 0.4961 | 0.0 | 0.7790 | 0.0 | 0.0 | nan | 0.0 | 0.3500 | 0.0 | 0.0 | 0.6835 | 0.0 | 0.3404 | 0.1657 | 0.0 | nan | 0.0 | 0.2200 | 0.0 | 0.0 | 0.8279 | 0.7596 | 0.8942 | 0.0 | 0.0 | 0.1531 | 0.0 | | 0.7065 | 3.7 | 1480 | 0.5998 | 0.2853 | 0.3453 | 0.8286 | nan | 0.7538 | 0.9517 | 0.2818 | 0.8644 | 0.5783 | nan | 0.5715 | 0.7038 | 0.0 | 0.9136 | 0.0 | 0.0 | nan | 0.0 | 0.3720 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.4817 | 0.1914 | 0.0 | nan | 0.0 | 0.2495 | 0.0 | 0.0 | 0.9363 | 0.8578 | 0.9695 | 0.0 | 0.0 | 0.1182 | 0.0 | nan | 0.6257 | 0.8724 | 0.2761 | 0.6601 | 0.3861 | nan | 0.3855 | 0.5232 | 0.0 | 0.7831 | 0.0 | 0.0 | nan | 0.0 | 0.3411 | 0.0 | 0.0 | 0.6675 | 0.0 | 0.3472 | 0.1844 | 0.0 | nan | 0.0 | 0.2035 | 0.0 | 0.0 | 0.8145 | 0.7587 | 0.9034 | 0.0 | 0.0 | 0.1109 | 0.0 | | 0.2569 | 3.75 | 1500 | 0.6145 | 0.2786 | 0.3424 | 0.8239 | nan | 0.8278 | 0.9394 | 0.1052 | 0.8458 | 0.5420 | nan | 0.4832 | 0.7527 | 0.0 | 0.9215 | 0.0 | 0.0 | nan | 0.0 | 0.3995 | 0.0 | 0.0 | 0.9075 | 0.0 | 0.4897 | 0.2011 | 0.0 | nan | 0.0 | 0.2399 | 0.0 | 0.0 | 0.9034 | 0.9299 | 0.9610 | 0.0 | 0.0 | 0.1657 | 0.0 | nan | 0.6148 | 0.8737 | 0.1052 | 0.6503 | 0.3872 | nan | 0.3676 | 0.4860 | 0.0 | 0.7827 | 0.0 | 0.0 | nan | 0.0 | 0.3607 | 0.0 | 0.0 | 0.6765 | 0.0 | 0.3603 | 0.1899 | 0.0 | nan | 0.0 | 0.1923 | 0.0 | 0.0 | 0.8189 | 0.7189 | 0.9042 | 0.0 | 0.0 | 0.1459 | 0.0 | | 0.4115 | 3.8 | 1520 | 0.5884 | 0.2819 | 0.3460 | 0.8296 | nan | 0.8087 | 0.9485 | 0.1128 | 0.8786 | 0.5479 | nan | 0.4899 | 0.7350 | 0.0 | 0.9285 | 0.0 | 0.0 | nan | 0.0 | 0.3790 | 0.0 | 0.0 | 0.8919 | 0.0 | 0.6044 | 0.2065 | 0.0 | nan | 0.0 | 0.2434 | 0.0 | 0.0 | 0.9280 | 0.8974 | 0.9625 | 0.0 | 0.0 | 0.1631 | 0.0 | nan | 0.6310 | 0.8814 | 0.1128 | 0.6625 | 0.4050 | nan | 0.3724 | 0.5007 | 0.0 | 0.7736 | 0.0 | 0.0 | nan | 0.0 | 0.3508 | 0.0 | 0.0 | 0.6879 | 0.0 | 0.3570 | 0.1842 | 0.0 | nan | 0.0 | 0.1980 | 0.0 | 0.0 | 0.8244 | 0.7464 | 0.9061 | 0.0 | 0.0 | 0.1439 | 0.0 | | 0.4283 | 3.85 | 1540 | 0.5846 | 0.2858 | 0.3435 | 0.8317 | nan | 0.8047 | 0.9570 | 0.3339 | 0.7484 | 0.5613 | nan | 0.5463 | 0.6730 | 0.0 | 0.9375 | 0.0 | 0.0 | nan | 0.0 | 0.2810 | 0.0 | 0.0 | 0.9304 | 0.0 | 0.4821 | 0.1922 | 0.0 | nan | 0.0 | 0.2742 | 0.0 | 0.0 | 0.9031 | 0.8917 | 0.9685 | 0.0 | 0.0 | 0.1628 | 0.0 | nan | 0.6640 | 0.8629 | 0.3326 | 0.6167 | 0.4016 | nan | 0.4112 | 0.4918 | 0.0 | 0.7682 | 0.0 | 0.0 | nan | 0.0 | 0.2691 | 0.0 | 0.0 | 0.6648 | 0.0 | 0.3391 | 0.1823 | 0.0 | nan | 0.0 | 0.2147 | 0.0 | 0.0 | 0.8308 | 0.7606 | 0.9095 | 0.0 | 0.0 | 0.1402 | 0.0 | | 1.2293 | 3.9 | 1560 | 0.5655 | 0.2862 | 0.3444 | 0.8307 | nan | 0.8930 | 0.9441 | 0.0980 | 0.7981 | 0.4731 | nan | 0.4821 | 0.7490 | 0.0 | 0.9003 | 0.0 | 0.0 | nan | 0.0 | 0.4094 | 0.0 | 0.0 | 0.8911 | 0.0 | 0.4557 | 0.2125 | 0.0 | nan | 0.0 | 0.3735 | 0.0 | 0.0 | 0.9501 | 0.8356 | 0.9734 | 0.0 | 0.0 | 0.2380 | 0.0 | nan | 0.6520 | 0.8734 | 0.0977 | 0.6700 | 0.3840 | nan | 0.3923 | 0.4878 | 0.0 | 0.8019 | 0.0 | 0.0 | nan | 0.0 | 0.3876 | 0.0 | 0.0 | 0.6759 | 0.0 | 0.3397 | 0.1994 | 0.0 | nan | 0.0 | 0.2524 | 0.0 | 0.0 | 0.8100 | 0.7343 | 0.9069 | 0.0 | 0.0 | 0.2081 | 0.0 | | 0.551 | 3.95 | 1580 | 0.5840 | 0.2746 | 0.3351 | 0.8279 | nan | 0.8951 | 0.9488 | 0.0918 | 0.7733 | 0.4412 | nan | 0.4940 | 0.7607 | 0.0 | 0.9474 | 0.0 | 0.0 | nan | 0.0 | 0.2989 | 0.0 | 0.0 | 0.9079 | 0.0 | 0.3421 | 0.2720 | 0.0 | nan | 0.0 | 0.2512 | 0.0 | 0.0 | 0.8946 | 0.9348 | 0.9657 | 0.0 | 0.0 | 0.1694 | 0.0 | nan | 0.6506 | 0.8781 | 0.0916 | 0.6825 | 0.3515 | nan | 0.3937 | 0.4535 | 0.0 | 0.7536 | 0.0 | 0.0 | nan | 0.0 | 0.2914 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.2943 | 0.2325 | 0.0 | nan | 0.0 | 0.1999 | 0.0 | 0.0 | 0.8190 | 0.6868 | 0.9100 | 0.0 | 0.0 | 0.1450 | 0.0 | | 0.5974 | 4.0 | 1600 | 0.5798 | 0.2811 | 0.3436 | 0.8290 | nan | 0.8757 | 0.9483 | 0.0435 | 0.8546 | 0.4860 | nan | 0.3770 | 0.7800 | 0.0 | 0.9186 | 0.0 | 0.0 | nan | 0.0 | 0.4403 | 0.0 | 0.0 | 0.8583 | 0.0 | 0.4272 | 0.4097 | 0.0 | nan | 0.0 | 0.2627 | 0.0 | 0.0 | 0.9422 | 0.8878 | 0.9663 | 0.0 | 0.0 | 0.1747 | 0.0 | nan | 0.6478 | 0.8755 | 0.0434 | 0.7003 | 0.3740 | nan | 0.3254 | 0.4481 | 0.0 | 0.7903 | 0.0 | 0.0 | nan | 0.0 | 0.4180 | 0.0 | 0.0 | 0.6837 | 0.0 | 0.3085 | 0.2761 | 0.0 | nan | 0.0 | 0.2069 | 0.0 | 0.0 | 0.8195 | 0.7304 | 0.9142 | 0.0 | 0.0 | 0.1506 | 0.0 | | 0.6838 | 4.05 | 1620 | 0.5720 | 0.2897 | 0.3477 | 0.8361 | nan | 0.8162 | 0.9585 | 0.4193 | 0.7652 | 0.4378 | nan | 0.5470 | 0.7513 | 0.0 | 0.9386 | 0.0 | 0.0 | nan | 0.0 | 0.2966 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.5052 | 0.2637 | 0.0 | nan | 0.0 | 0.2369 | 0.0 | 0.0 | 0.9216 | 0.9073 | 0.9678 | 0.0 | 0.0 | 0.1353 | 0.0 | nan | 0.6712 | 0.8629 | 0.4166 | 0.6664 | 0.3313 | nan | 0.4150 | 0.4917 | 0.0 | 0.7564 | 0.0 | 0.0 | nan | 0.0 | 0.2839 | 0.0 | 0.0 | 0.6897 | 0.0 | 0.3708 | 0.2397 | 0.0 | nan | 0.0 | 0.1945 | 0.0 | 0.0 | 0.8295 | 0.7321 | 0.9097 | 0.0 | 0.0 | 0.1190 | 0.0 | | 0.249 | 4.1 | 1640 | 0.5752 | 0.2890 | 0.3477 | 0.8331 | nan | 0.8699 | 0.9562 | 0.2723 | 0.6850 | 0.4823 | nan | 0.4803 | 0.7654 | 0.0 | 0.9243 | 0.0 | 0.0 | nan | 0.0 | 0.3359 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.4675 | 0.3045 | 0.0 | nan | 0.0 | 0.2403 | 0.0 | 0.0 | 0.9081 | 0.9098 | 0.9665 | 0.0 | 0.0 | 0.2982 | 0.0 | nan | 0.6679 | 0.8657 | 0.2715 | 0.6086 | 0.3427 | nan | 0.4042 | 0.4793 | 0.0 | 0.7827 | 0.0 | 0.0 | nan | 0.0 | 0.3204 | 0.0 | 0.0 | 0.6944 | 0.0 | 0.3710 | 0.2664 | 0.0 | nan | 0.0 | 0.1948 | 0.0 | 0.0 | 0.8306 | 0.7223 | 0.9116 | 0.0 | 0.0 | 0.2256 | 0.0 | | 0.3792 | 4.15 | 1660 | 0.5946 | 0.2777 | 0.3363 | 0.8240 | nan | 0.8625 | 0.9373 | 0.0506 | 0.7383 | 0.5229 | nan | 0.5175 | 0.7418 | 0.0 | 0.9228 | 0.0 | 0.0 | nan | 0.0 | 0.3341 | 0.0 | 0.0 | 0.9048 | 0.0 | 0.4666 | 0.2446 | 0.0 | nan | 0.0 | 0.1873 | 0.0 | 0.0 | 0.9388 | 0.8941 | 0.9618 | 0.0 | 0.0 | 0.1981 | 0.0 | nan | 0.6262 | 0.8718 | 0.0505 | 0.6408 | 0.3294 | nan | 0.4035 | 0.5152 | 0.0 | 0.7783 | 0.0 | 0.0 | nan | 0.0 | 0.3093 | 0.0 | 0.0 | 0.6794 | 0.0 | 0.3817 | 0.2246 | 0.0 | nan | 0.0 | 0.1628 | 0.0 | 0.0 | 0.8176 | 0.7375 | 0.9122 | 0.0 | 0.0 | 0.1676 | 0.0 | | 0.4183 | 4.2 | 1680 | 0.6212 | 0.2785 | 0.3376 | 0.8232 | nan | 0.8498 | 0.9561 | 0.0200 | 0.6881 | 0.3660 | nan | 0.5542 | 0.7594 | 0.0 | 0.9256 | 0.0 | 0.0 | nan | 0.0 | 0.3792 | 0.0 | 0.0 | 0.9184 | 0.0 | 0.5085 | 0.2863 | 0.0 | nan | 0.0 | 0.2577 | 0.0 | 0.0 | 0.9151 | 0.9032 | 0.9591 | 0.0 | 0.0 | 0.2177 | 0.0 | nan | 0.6273 | 0.8604 | 0.0200 | 0.6005 | 0.3124 | nan | 0.4123 | 0.4977 | 0.0 | 0.7862 | 0.0 | 0.0 | nan | 0.0 | 0.3542 | 0.0 | 0.0 | 0.6779 | 0.0 | 0.3742 | 0.2459 | 0.0 | nan | 0.0 | 0.2049 | 0.0 | 0.0 | 0.8302 | 0.7404 | 0.9142 | 0.0 | 0.0 | 0.1762 | 0.0 | | 0.2699 | 4.25 | 1700 | 0.5899 | 0.2822 | 0.3440 | 0.8267 | nan | 0.8552 | 0.9474 | 0.0274 | 0.7366 | 0.5422 | nan | 0.4857 | 0.7785 | 0.0 | 0.9296 | 0.0 | 0.0 | nan | 0.0 | 0.4462 | 0.0 | 0.0 | 0.9134 | 0.0 | 0.4919 | 0.2642 | 0.0 | nan | 0.0 | 0.2801 | 0.0 | 0.0 | 0.9266 | 0.8999 | 0.9634 | 0.0 | 0.0 | 0.1752 | 0.0 | nan | 0.6366 | 0.8708 | 0.0274 | 0.6422 | 0.3777 | nan | 0.3961 | 0.4915 | 0.0 | 0.7847 | 0.0 | 0.0 | nan | 0.0 | 0.4050 | 0.0 | 0.0 | 0.6745 | 0.0 | 0.3621 | 0.2391 | 0.0 | nan | 0.0 | 0.2136 | 0.0 | 0.0 | 0.8287 | 0.7351 | 0.9128 | 0.0 | 0.0 | 0.1489 | 0.0 | | 0.3989 | 4.3 | 1720 | 0.6231 | 0.2841 | 0.3468 | 0.8223 | nan | 0.8792 | 0.9530 | 0.0161 | 0.5854 | 0.5658 | nan | 0.4450 | 0.7600 | 0.0 | 0.9184 | 0.0 | 0.0 | nan | 0.0 | 0.4922 | 0.0 | 0.0 | 0.8668 | 0.0 | 0.5987 | 0.3056 | 0.0 | nan | 0.0 | 0.2943 | 0.0 | 0.0 | 0.9190 | 0.9046 | 0.9662 | 0.0 | 0.0 | 0.2798 | 0.0 | nan | 0.6260 | 0.8591 | 0.0161 | 0.5481 | 0.4005 | nan | 0.3765 | 0.4868 | 0.0 | 0.8046 | 0.0 | 0.0 | nan | 0.0 | 0.4483 | 0.0 | 0.0 | 0.7014 | 0.0 | 0.3641 | 0.2546 | 0.0 | nan | 0.0 | 0.2204 | 0.0 | 0.0 | 0.8204 | 0.7416 | 0.9131 | 0.0 | 0.0 | 0.2263 | 0.0 | | 0.4176 | 4.35 | 1740 | 0.6305 | 0.2813 | 0.3433 | 0.8213 | nan | 0.8866 | 0.9441 | 0.0586 | 0.5899 | 0.5263 | nan | 0.4457 | 0.7762 | 0.0 | 0.9337 | 0.0 | 0.0 | nan | 0.0 | 0.3808 | 0.0 | 0.0 | 0.8942 | 0.0 | 0.5550 | 0.3426 | 0.0 | nan | 0.0 | 0.2724 | 0.0 | 0.0 | 0.9101 | 0.9081 | 0.9592 | 0.0 | 0.0 | 0.2577 | 0.0 | nan | 0.6137 | 0.8609 | 0.0586 | 0.5374 | 0.3811 | nan | 0.3753 | 0.4899 | 0.0 | 0.7856 | 0.0 | 0.0 | nan | 0.0 | 0.3419 | 0.0 | 0.0 | 0.6951 | 0.0 | 0.3900 | 0.2916 | 0.0 | nan | 0.0 | 0.2118 | 0.0 | 0.0 | 0.8240 | 0.7356 | 0.9129 | 0.0 | 0.0 | 0.2139 | 0.0 | | 0.665 | 4.4 | 1760 | 0.5933 | 0.2891 | 0.3511 | 0.8278 | nan | 0.7736 | 0.9516 | 0.2287 | 0.7554 | 0.5664 | nan | 0.5432 | 0.7323 | 0.0 | 0.9141 | 0.0 | 0.0 | nan | 0.0 | 0.3558 | 0.0 | 0.0 | 0.9120 | 0.0 | 0.5390 | 0.3023 | 0.0 | nan | 0.0 | 0.2489 | 0.0 | 0.0 | 0.9245 | 0.8939 | 0.9611 | 0.0 | 0.0 | 0.2811 | 0.0 | nan | 0.6395 | 0.8645 | 0.2281 | 0.5482 | 0.3688 | nan | 0.4263 | 0.5084 | 0.0 | 0.7994 | 0.0 | 0.0 | nan | 0.0 | 0.3267 | 0.0 | 0.0 | 0.6862 | 0.0 | 0.3662 | 0.2701 | 0.0 | nan | 0.0 | 0.1997 | 0.0 | 0.0 | 0.8291 | 0.7602 | 0.9106 | 0.0 | 0.0 | 0.2306 | 0.0 | | 0.874 | 4.45 | 1780 | 0.5883 | 0.2880 | 0.3505 | 0.8274 | nan | 0.8497 | 0.9478 | 0.0476 | 0.7267 | 0.4998 | nan | 0.5323 | 0.7796 | 0.0 | 0.9107 | 0.0 | 0.0 | nan | 0.0 | 0.4468 | 0.0 | 0.0 | 0.8911 | 0.0 | 0.5308 | 0.3893 | 0.0 | nan | 0.0 | 0.2478 | 0.0 | 0.0 | 0.9309 | 0.8921 | 0.9707 | 0.0 | 0.0 | 0.2717 | 0.0 | nan | 0.6304 | 0.8654 | 0.0470 | 0.6103 | 0.3452 | nan | 0.4215 | 0.4955 | 0.0 | 0.7995 | 0.0 | 0.0 | nan | 0.0 | 0.3911 | 0.0 | 0.0 | 0.6997 | 0.0 | 0.3881 | 0.3311 | 0.0 | nan | 0.0 | 0.1970 | 0.0 | 0.0 | 0.8274 | 0.7533 | 0.9060 | 0.0 | 0.0 | 0.2183 | 0.0 | | 0.7538 | 4.5 | 1800 | 0.5811 | 0.2881 | 0.3498 | 0.8302 | nan | 0.8316 | 0.9579 | 0.1509 | 0.6903 | 0.5482 | nan | 0.5237 | 0.7837 | 0.0 | 0.9128 | 0.0 | 0.0 | nan | 0.0 | 0.4372 | 0.0 | 0.0 | 0.9149 | 0.0 | 0.5377 | 0.1952 | 0.0 | nan | 0.0 | 0.2565 | 0.0 | 0.0 | 0.9232 | 0.8963 | 0.9629 | 0.0 | 0.0 | 0.3200 | 0.0 | nan | 0.6422 | 0.8669 | 0.1507 | 0.5779 | 0.3704 | nan | 0.4299 | 0.4537 | 0.0 | 0.8106 | 0.0 | 0.0 | nan | 0.0 | 0.4011 | 0.0 | 0.0 | 0.6868 | 0.0 | 0.3957 | 0.1857 | 0.0 | nan | 0.0 | 0.2034 | 0.0 | 0.0 | 0.8319 | 0.7533 | 0.9122 | 0.0 | 0.0 | 0.2589 | 0.0 | | 0.6365 | 4.55 | 1820 | 0.5876 | 0.2955 | 0.3636 | 0.8301 | nan | 0.8343 | 0.9461 | 0.1927 | 0.7764 | 0.4975 | nan | 0.4979 | 0.7919 | 0.0 | 0.9231 | 0.0 | 0.0 | nan | 0.0 | 0.5684 | 0.0 | 0.0 | 0.8520 | 0.0 | 0.5700 | 0.3431 | 0.0 | nan | 0.0 | 0.3030 | 0.0 | 0.0 | 0.9248 | 0.9176 | 0.9722 | 0.0 | 0.0 | 0.3618 | 0.0 | nan | 0.6433 | 0.8655 | 0.1852 | 0.5979 | 0.3792 | nan | 0.4052 | 0.4986 | 0.0 | 0.8025 | 0.0 | 0.0 | nan | 0.0 | 0.4528 | 0.0 | 0.0 | 0.7038 | 0.0 | 0.3865 | 0.2838 | 0.0 | nan | 0.0 | 0.2196 | 0.0 | 0.0 | 0.8245 | 0.7282 | 0.9092 | 0.0 | 0.0 | 0.2760 | 0.0 | | 0.428 | 4.6 | 1840 | 0.5977 | 0.2939 | 0.3567 | 0.8298 | nan | 0.7673 | 0.9436 | 0.3886 | 0.7394 | 0.6442 | nan | 0.4835 | 0.7331 | 0.0 | 0.9532 | 0.0 | 0.0 | nan | 0.0 | 0.3945 | 0.0 | 0.0 | 0.9011 | 0.0 | 0.4807 | 0.2633 | 0.0 | nan | 0.0 | 0.2596 | 0.0 | 0.0 | 0.9343 | 0.8962 | 0.9621 | 0.0 | 0.0 | 0.3116 | 0.0 | nan | 0.6477 | 0.8661 | 0.3730 | 0.5415 | 0.4030 | nan | 0.3969 | 0.5352 | 0.0 | 0.7716 | 0.0 | 0.0 | nan | 0.0 | 0.3449 | 0.0 | 0.0 | 0.6973 | 0.0 | 0.3898 | 0.2379 | 0.0 | nan | 0.0 | 0.2056 | 0.0 | 0.0 | 0.8194 | 0.7117 | 0.9136 | 0.0 | 0.0 | 0.2567 | 0.0 | | 0.6182 | 4.65 | 1860 | 0.5867 | 0.3038 | 0.3678 | 0.8324 | nan | 0.8254 | 0.9389 | 0.4681 | 0.7267 | 0.5169 | nan | 0.5150 | 0.7768 | 0.0 | 0.8874 | 0.0 | 0.0 | nan | 0.0 | 0.5958 | 0.0 | 0.0 | 0.8997 | 0.0 | 0.4930 | 0.3416 | 0.0 | nan | 0.0 | 0.2805 | 0.0 | 0.0 | 0.9209 | 0.9070 | 0.9717 | 0.0 | 0.0 | 0.3368 | 0.0 | nan | 0.6537 | 0.8564 | 0.4020 | 0.5827 | 0.4089 | nan | 0.4127 | 0.5067 | 0.0 | 0.8066 | 0.0 | 0.0 | nan | 0.0 | 0.4905 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.3875 | 0.2863 | 0.0 | nan | 0.0 | 0.2175 | 0.0 | 0.0 | 0.8256 | 0.7127 | 0.9033 | 0.0 | 0.0 | 0.2755 | 0.0 | | 0.3454 | 4.7 | 1880 | 0.5938 | 0.2944 | 0.3538 | 0.8346 | nan | 0.8415 | 0.9487 | 0.2709 | 0.7772 | 0.4819 | nan | 0.5045 | 0.7767 | 0.0 | 0.9380 | 0.0 | 0.0 | nan | 0.0 | 0.3981 | 0.0 | 0.0 | 0.9300 | 0.0 | 0.4494 | 0.2627 | 0.0 | nan | 0.0 | 0.2903 | 0.0 | 0.0 | 0.9146 | 0.9041 | 0.9630 | 0.0 | 0.0 | 0.3156 | 0.0 | nan | 0.6584 | 0.8708 | 0.2652 | 0.6088 | 0.3816 | nan | 0.4122 | 0.5299 | 0.0 | 0.7921 | 0.0 | 0.0 | nan | 0.0 | 0.3576 | 0.0 | 0.0 | 0.6763 | 0.0 | 0.3656 | 0.2484 | 0.0 | nan | 0.0 | 0.2235 | 0.0 | 0.0 | 0.8323 | 0.7407 | 0.9094 | 0.0 | 0.0 | 0.2549 | 0.0 | | 0.2997 | 4.75 | 1900 | 0.5960 | 0.2984 | 0.3632 | 0.8292 | nan | 0.8630 | 0.9258 | 0.2607 | 0.8035 | 0.5357 | nan | 0.4565 | 0.7725 | 0.0 | 0.9385 | 0.0 | 0.0 | nan | 0.0 | 0.5276 | 0.0 | 0.0 | 0.8711 | 0.0 | 0.5219 | 0.3040 | 0.0 | nan | 0.0 | 0.2698 | 0.0 | 0.0 | 0.9126 | 0.9310 | 0.9595 | 0.0 | 0.0 | 0.4058 | 0.0 | nan | 0.6364 | 0.8556 | 0.2459 | 0.6304 | 0.4054 | nan | 0.3895 | 0.5403 | 0.0 | 0.8012 | 0.0 | 0.0 | nan | 0.0 | 0.4315 | 0.0 | 0.0 | 0.7040 | 0.0 | 0.3764 | 0.2688 | 0.0 | nan | 0.0 | 0.2119 | 0.0 | 0.0 | 0.8219 | 0.7169 | 0.9138 | 0.0 | 0.0 | 0.3018 | 0.0 | | 0.4208 | 4.8 | 1920 | 0.5733 | 0.3001 | 0.3602 | 0.8363 | nan | 0.8515 | 0.9458 | 0.2674 | 0.7616 | 0.5101 | nan | 0.5824 | 0.7751 | 0.0 | 0.9234 | 0.0 | 0.0 | nan | 0.0 | 0.4475 | 0.0 | 0.0 | 0.8996 | 0.0 | 0.5099 | 0.2579 | 0.0 | nan | 0.0 | 0.2709 | 0.0 | 0.0 | 0.9328 | 0.8720 | 0.9686 | 0.0 | 0.0 | 0.3913 | 0.0 | nan | 0.6507 | 0.8693 | 0.2508 | 0.6614 | 0.3964 | nan | 0.4241 | 0.5249 | 0.0 | 0.8013 | 0.0 | 0.0 | nan | 0.0 | 0.3989 | 0.0 | 0.0 | 0.6884 | 0.0 | 0.3615 | 0.2463 | 0.0 | nan | 0.0 | 0.2200 | 0.0 | 0.0 | 0.8282 | 0.7565 | 0.9110 | 0.0 | 0.0 | 0.3131 | 0.0 | | 0.8041 | 4.85 | 1940 | 0.5805 | 0.3067 | 0.3649 | 0.8395 | nan | 0.7677 | 0.9671 | 0.5468 | 0.7375 | 0.5220 | nan | 0.5240 | 0.7851 | 0.0 | 0.9276 | 0.0 | 0.0 | nan | 0.0 | 0.4776 | 0.0 | 0.0 | 0.9261 | 0.0 | 0.5061 | 0.3278 | 0.0 | nan | 0.0 | 0.2665 | 0.0 | 0.0 | 0.9185 | 0.8835 | 0.9623 | 0.0 | 0.0 | 0.2645 | 0.0 | nan | 0.6759 | 0.8542 | 0.5203 | 0.6358 | 0.3904 | nan | 0.4115 | 0.5321 | 0.0 | 0.7932 | 0.0 | 0.0 | nan | 0.0 | 0.4043 | 0.0 | 0.0 | 0.6673 | 0.0 | 0.3778 | 0.2885 | 0.0 | nan | 0.0 | 0.2168 | 0.0 | 0.0 | 0.8373 | 0.7651 | 0.9132 | 0.0 | 0.0 | 0.2238 | 0.0 | | 0.6315 | 4.9 | 1960 | 0.5730 | 0.3018 | 0.3667 | 0.8345 | nan | 0.8376 | 0.9518 | 0.2453 | 0.7895 | 0.5459 | nan | 0.4480 | 0.7837 | 0.0 | 0.9079 | 0.0 | 0.0 | nan | 0.0 | 0.5551 | 0.0 | 0.0 | 0.8532 | 0.0 | 0.5561 | 0.3127 | 0.0 | nan | 0.0 | 0.3208 | 0.0 | 0.0 | 0.9208 | 0.9234 | 0.9751 | 0.0 | 0.0 | 0.4399 | 0.0 | nan | 0.6488 | 0.8649 | 0.2422 | 0.6620 | 0.4140 | nan | 0.3623 | 0.5323 | 0.0 | 0.8041 | 0.0 | 0.0 | nan | 0.0 | 0.4737 | 0.0 | 0.0 | 0.7008 | 0.0 | 0.3608 | 0.2749 | 0.0 | nan | 0.0 | 0.2361 | 0.0 | 0.0 | 0.8293 | 0.7342 | 0.9013 | 0.0 | 0.0 | 0.3137 | 0.0 | | 0.6156 | 4.95 | 1980 | 0.5638 | 0.2939 | 0.3542 | 0.8367 | nan | 0.8313 | 0.9381 | 0.2337 | 0.8851 | 0.5886 | nan | 0.4909 | 0.6870 | 0.0 | 0.9371 | 0.0 | 0.0 | nan | 0.0 | 0.3126 | 0.0 | 0.0 | 0.8979 | 0.0 | 0.5187 | 0.2581 | 0.0 | nan | 0.0 | 0.2609 | 0.0 | 0.0 | 0.9295 | 0.9152 | 0.9585 | 0.0 | 0.0 | 0.3372 | 0.0 | nan | 0.6575 | 0.8819 | 0.2305 | 0.6751 | 0.4178 | nan | 0.3900 | 0.5455 | 0.0 | 0.7890 | 0.0 | 0.0 | nan | 0.0 | 0.2931 | 0.0 | 0.0 | 0.6887 | 0.0 | 0.3486 | 0.2441 | 0.0 | nan | 0.0 | 0.2119 | 0.0 | 0.0 | 0.8245 | 0.7210 | 0.9113 | 0.0 | 0.0 | 0.2804 | 0.0 | | 0.5439 | 5.0 | 2000 | 0.5363 | 0.3043 | 0.3607 | 0.8446 | nan | 0.8489 | 0.9601 | 0.3915 | 0.8429 | 0.4637 | nan | 0.5036 | 0.7628 | 0.0 | 0.9421 | 0.0 | 0.0 | nan | 0.0 | 0.4124 | 0.0 | 0.0 | 0.8932 | 0.0 | 0.4898 | 0.2474 | 0.0 | nan | 0.0 | 0.3144 | 0.0 | 0.0 | 0.9374 | 0.8650 | 0.9533 | 0.0 | 0.0 | 0.3542 | 0.0 | nan | 0.6865 | 0.8770 | 0.3754 | 0.6982 | 0.3798 | nan | 0.4104 | 0.5451 | 0.0 | 0.7973 | 0.0 | 0.0 | nan | 0.0 | 0.3767 | 0.0 | 0.0 | 0.6985 | 0.0 | 0.3503 | 0.2380 | 0.0 | nan | 0.0 | 0.2374 | 0.0 | 0.0 | 0.8229 | 0.7416 | 0.9096 | 0.0 | 0.0 | 0.2874 | 0.0 | | 0.2921 | 5.05 | 2020 | 0.5513 | 0.3002 | 0.3627 | 0.8356 | nan | 0.8919 | 0.9336 | 0.3205 | 0.7263 | 0.5076 | nan | 0.5175 | 0.7830 | 0.0 | 0.9229 | 0.0 | 0.0 | nan | 0.0 | 0.4495 | 0.0 | 0.0 | 0.8970 | 0.0 | 0.5529 | 0.3204 | 0.0 | nan | 0.0 | 0.3129 | 0.0 | 0.0 | 0.9272 | 0.8924 | 0.9596 | 0.0 | 0.0 | 0.3283 | 0.0 | nan | 0.6479 | 0.8734 | 0.2885 | 0.6299 | 0.3873 | nan | 0.4185 | 0.4954 | 0.0 | 0.8109 | 0.0 | 0.0 | nan | 0.0 | 0.4097 | 0.0 | 0.0 | 0.7016 | 0.0 | 0.3614 | 0.2927 | 0.0 | nan | 0.0 | 0.2387 | 0.0 | 0.0 | 0.8317 | 0.7451 | 0.9106 | 0.0 | 0.0 | 0.2624 | 0.0 | | 0.6915 | 5.1 | 2040 | 0.5531 | 0.3059 | 0.3681 | 0.8421 | nan | 0.8269 | 0.9601 | 0.3997 | 0.7719 | 0.5937 | nan | 0.4974 | 0.7539 | 0.0 | 0.9546 | 0.0 | 0.0 | nan | 0.0 | 0.4575 | 0.0 | 0.0 | 0.8561 | 0.0 | 0.5497 | 0.3381 | 0.0 | nan | 0.0 | 0.3103 | 0.0 | 0.0 | 0.9221 | 0.9117 | 0.9663 | 0.0 | 0.0 | 0.3413 | 0.0 | nan | 0.6779 | 0.8745 | 0.3852 | 0.6487 | 0.4223 | nan | 0.3950 | 0.5335 | 0.0 | 0.7866 | 0.0 | 0.0 | nan | 0.0 | 0.4007 | 0.0 | 0.0 | 0.7027 | 0.0 | 0.3747 | 0.2875 | 0.0 | nan | 0.0 | 0.2379 | 0.0 | 0.0 | 0.8301 | 0.7435 | 0.9128 | 0.0 | 0.0 | 0.2695 | 0.0 | | 0.7205 | 5.15 | 2060 | 0.5381 | 0.3135 | 0.3766 | 0.8472 | nan | 0.8097 | 0.9537 | 0.5707 | 0.8599 | 0.5940 | nan | 0.5006 | 0.7718 | 0.0 | 0.9312 | 0.0 | 0.0 | nan | 0.0 | 0.5611 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.5247 | 0.3268 | 0.0 | nan | 0.0 | 0.2895 | 0.0 | 0.0 | 0.9074 | 0.9293 | 0.9620 | 0.0 | 0.0 | 0.2790 | 0.0 | nan | 0.6989 | 0.8818 | 0.5452 | 0.6729 | 0.4109 | nan | 0.4148 | 0.5520 | 0.0 | 0.8063 | 0.0 | 0.0 | nan | 0.0 | 0.4606 | 0.0 | 0.0 | 0.6878 | 0.0 | 0.3673 | 0.2911 | 0.0 | nan | 0.0 | 0.2290 | 0.0 | 0.0 | 0.8296 | 0.7196 | 0.9150 | 0.0 | 0.0 | 0.2348 | 0.0 | | 0.4198 | 5.2 | 2080 | 0.5377 | 0.3126 | 0.3768 | 0.8472 | nan | 0.8799 | 0.9260 | 0.5648 | 0.8756 | 0.5908 | nan | 0.4769 | 0.7933 | 0.0 | 0.9342 | 0.0 | 0.0 | nan | 0.0 | 0.5268 | 0.0 | 0.0 | 0.9198 | 0.0 | 0.4895 | 0.3641 | 0.0 | nan | 0.0 | 0.3008 | 0.0 | 0.0 | 0.9240 | 0.8852 | 0.9608 | 0.0 | 0.0 | 0.2697 | 0.0 | nan | 0.6976 | 0.8803 | 0.4799 | 0.7336 | 0.3944 | nan | 0.3937 | 0.5160 | 0.0 | 0.7916 | 0.0 | 0.0 | nan | 0.0 | 0.4277 | 0.0 | 0.0 | 0.6859 | 0.0 | 0.3814 | 0.3481 | 0.0 | nan | 0.0 | 0.2368 | 0.0 | 0.0 | 0.8322 | 0.7488 | 0.9139 | 0.0 | 0.0 | 0.2285 | 0.0 | | 0.4787 | 5.25 | 2100 | 0.5828 | 0.3083 | 0.3727 | 0.8373 | nan | 0.7520 | 0.9649 | 0.5734 | 0.7829 | 0.4978 | nan | 0.4095 | 0.7795 | 0.0 | 0.9292 | 0.0 | 0.0 | nan | 0.0 | 0.6352 | 0.0 | 0.0 | 0.8823 | 0.0 | 0.5275 | 0.3475 | 0.0 | nan | 0.0 | 0.3115 | 0.0 | 0.0 | 0.9224 | 0.9128 | 0.9610 | 0.0 | 0.0 | 0.3652 | 0.0 | nan | 0.6632 | 0.8537 | 0.5448 | 0.5818 | 0.3850 | nan | 0.3510 | 0.4944 | 0.0 | 0.8117 | 0.0 | 0.0 | nan | 0.0 | 0.4951 | 0.0 | 0.0 | 0.7070 | 0.0 | 0.3702 | 0.3153 | 0.0 | nan | 0.0 | 0.2366 | 0.0 | 0.0 | 0.8296 | 0.7229 | 0.9149 | 0.0 | 0.0 | 0.2808 | 0.0 | | 0.6091 | 5.3 | 2120 | 0.5420 | 0.3145 | 0.3785 | 0.8476 | nan | 0.8530 | 0.9484 | 0.5382 | 0.7625 | 0.6436 | nan | 0.4914 | 0.7768 | 0.0 | 0.9399 | 0.0 | 0.0 | nan | 0.0 | 0.5746 | 0.0 | 0.0 | 0.8907 | 0.0 | 0.5608 | 0.3487 | 0.0 | nan | 0.0 | 0.2801 | 0.0 | 0.0 | 0.9265 | 0.8854 | 0.9686 | 0.0 | 0.0 | 0.3441 | 0.0 | nan | 0.7087 | 0.8764 | 0.5017 | 0.6457 | 0.4296 | nan | 0.3970 | 0.5348 | 0.0 | 0.8046 | 0.0 | 0.0 | nan | 0.0 | 0.4684 | 0.0 | 0.0 | 0.7002 | 0.0 | 0.3703 | 0.3112 | 0.0 | nan | 0.0 | 0.2265 | 0.0 | 0.0 | 0.8362 | 0.7549 | 0.9130 | 0.0 | 0.0 | 0.2711 | 0.0 | | 0.5754 | 5.35 | 2140 | 0.5511 | 0.3153 | 0.3794 | 0.8454 | nan | 0.8401 | 0.9574 | 0.5039 | 0.7375 | 0.4996 | nan | 0.5354 | 0.7639 | 0.0 | 0.9352 | 0.0 | 0.0 | nan | 0.0 | 0.5871 | 0.0 | 0.0 | 0.8810 | 0.0 | 0.5443 | 0.4794 | 0.0 | nan | 0.0 | 0.3352 | 0.0 | 0.0 | 0.9209 | 0.8936 | 0.9660 | 0.0 | 0.0 | 0.3804 | 0.0 | nan | 0.6997 | 0.8685 | 0.4590 | 0.6263 | 0.3956 | nan | 0.4287 | 0.5474 | 0.0 | 0.8090 | 0.0 | 0.0 | nan | 0.0 | 0.4664 | 0.0 | 0.0 | 0.7062 | 0.0 | 0.3688 | 0.3695 | 0.0 | nan | 0.0 | 0.2489 | 0.0 | 0.0 | 0.8395 | 0.7409 | 0.9139 | 0.0 | 0.0 | 0.2870 | 0.0 | | 0.2469 | 5.4 | 2160 | 0.5532 | 0.3118 | 0.3772 | 0.8454 | nan | 0.8764 | 0.9408 | 0.4215 | 0.7855 | 0.5509 | nan | 0.5446 | 0.7970 | 0.0 | 0.9419 | 0.0 | 0.0 | nan | 0.0 | 0.5908 | 0.0 | 0.0 | 0.9139 | 0.0 | 0.4847 | 0.3551 | 0.0 | nan | 0.0 | 0.3086 | 0.0 | 0.0 | 0.9145 | 0.9024 | 0.9654 | 0.0 | 0.0 | 0.4003 | 0.0 | nan | 0.6953 | 0.8762 | 0.3819 | 0.6548 | 0.4135 | nan | 0.4283 | 0.5433 | 0.0 | 0.7982 | 0.0 | 0.0 | nan | 0.0 | 0.4336 | 0.0 | 0.0 | 0.6991 | 0.0 | 0.3734 | 0.3291 | 0.0 | nan | 0.0 | 0.2382 | 0.0 | 0.0 | 0.8383 | 0.7469 | 0.9140 | 0.0 | 0.0 | 0.3013 | 0.0 | | 0.545 | 5.45 | 2180 | 0.5622 | 0.3072 | 0.3687 | 0.8429 | nan | 0.8509 | 0.9421 | 0.4680 | 0.7772 | 0.6208 | nan | 0.5111 | 0.7643 | 0.0 | 0.9449 | 0.0 | 0.0 | nan | 0.0 | 0.4878 | 0.0 | 0.0 | 0.8891 | 0.0 | 0.5112 | 0.2509 | 0.0 | nan | 0.0 | 0.2772 | 0.0 | 0.0 | 0.9421 | 0.8669 | 0.9659 | 0.0 | 0.0 | 0.3605 | 0.0 | nan | 0.6890 | 0.8763 | 0.4355 | 0.6387 | 0.4306 | nan | 0.4138 | 0.5533 | 0.0 | 0.7941 | 0.0 | 0.0 | nan | 0.0 | 0.4101 | 0.0 | 0.0 | 0.7011 | 0.0 | 0.3593 | 0.2397 | 0.0 | nan | 0.0 | 0.2255 | 0.0 | 0.0 | 0.8231 | 0.7285 | 0.9177 | 0.0 | 0.0 | 0.2862 | 0.0 | | 0.3423 | 5.5 | 2200 | 0.5471 | 0.3175 | 0.3802 | 0.8469 | nan | 0.8365 | 0.9467 | 0.6776 | 0.7153 | 0.6631 | nan | 0.5239 | 0.7117 | 0.0 | 0.9037 | 0.0 | 0.0 | nan | 0.0 | 0.5642 | 0.0 | 0.0 | 0.8848 | 0.0 | 0.5269 | 0.3369 | 0.0 | nan | 0.0 | 0.3197 | 0.0 | 0.0 | 0.9215 | 0.9258 | 0.9730 | 0.0 | 0.0 | 0.3564 | 0.0 | nan | 0.7046 | 0.8745 | 0.5882 | 0.6158 | 0.4507 | nan | 0.4169 | 0.5472 | 0.0 | 0.8069 | 0.0 | 0.0 | nan | 0.0 | 0.4715 | 0.0 | 0.0 | 0.6967 | 0.0 | 0.3690 | 0.3015 | 0.0 | nan | 0.0 | 0.2462 | 0.0 | 0.0 | 0.8329 | 0.7243 | 0.9152 | 0.0 | 0.0 | 0.2809 | 0.0 | | 0.7796 | 5.55 | 2220 | 0.5268 | 0.3224 | 0.3854 | 0.8541 | nan | 0.8531 | 0.9534 | 0.6563 | 0.7505 | 0.6015 | nan | 0.5452 | 0.7764 | 0.0 | 0.9288 | 0.0 | 0.0 | nan | 0.0 | 0.5783 | 0.0 | 0.0 | 0.8999 | 0.0 | 0.5193 | 0.3708 | 0.0 | nan | 0.0 | 0.2862 | 0.0 | 0.0 | 0.9254 | 0.9106 | 0.9599 | 0.0 | 0.0 | 0.4322 | 0.0 | nan | 0.7120 | 0.8872 | 0.5593 | 0.6643 | 0.4447 | nan | 0.4383 | 0.5378 | 0.0 | 0.8055 | 0.0 | 0.0 | nan | 0.0 | 0.4818 | 0.0 | 0.0 | 0.7070 | 0.0 | 0.3758 | 0.3226 | 0.0 | nan | 0.0 | 0.2317 | 0.0 | 0.0 | 0.8357 | 0.7484 | 0.9188 | 0.0 | 0.0 | 0.3241 | 0.0 | | 0.8624 | 5.6 | 2240 | 0.5248 | 0.3180 | 0.3785 | 0.8528 | nan | 0.8320 | 0.9601 | 0.6255 | 0.8090 | 0.4824 | nan | 0.5484 | 0.7757 | 0.0 | 0.9345 | 0.0 | 0.0 | nan | 0.0 | 0.5070 | 0.0 | 0.0 | 0.9071 | 0.0 | 0.5118 | 0.3312 | 0.0 | nan | 0.0 | 0.2944 | 0.0 | 0.0 | 0.9293 | 0.8889 | 0.9652 | 0.0 | 0.0 | 0.4317 | 0.0 | nan | 0.7181 | 0.8796 | 0.5577 | 0.6749 | 0.3941 | nan | 0.4310 | 0.5292 | 0.0 | 0.8059 | 0.0 | 0.0 | nan | 0.0 | 0.4327 | 0.0 | 0.0 | 0.7014 | 0.0 | 0.3739 | 0.2955 | 0.0 | nan | 0.0 | 0.2360 | 0.0 | 0.0 | 0.8366 | 0.7497 | 0.9179 | 0.0 | 0.0 | 0.3229 | 0.0 | | 0.3634 | 5.65 | 2260 | 0.5443 | 0.3181 | 0.3860 | 0.8476 | nan | 0.8487 | 0.9378 | 0.5755 | 0.8258 | 0.5930 | nan | 0.5538 | 0.7832 | 0.0 | 0.9092 | 0.0 | 0.0 | nan | 0.0 | 0.5944 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.5306 | 0.3346 | 0.0 | nan | 0.0 | 0.3345 | 0.0 | 0.0 | 0.9031 | 0.9433 | 0.9729 | 0.0 | 0.0 | 0.4254 | 0.0 | nan | 0.7033 | 0.8801 | 0.5258 | 0.6909 | 0.4090 | nan | 0.4385 | 0.5209 | 0.0 | 0.8065 | 0.0 | 0.0 | nan | 0.0 | 0.5022 | 0.0 | 0.0 | 0.7033 | 0.0 | 0.3846 | 0.2970 | 0.0 | nan | 0.0 | 0.2471 | 0.0 | 0.0 | 0.8329 | 0.6923 | 0.9140 | 0.0 | 0.0 | 0.3141 | 0.0 | | 0.2797 | 5.7 | 2280 | 0.5302 | 0.3168 | 0.3824 | 0.8480 | nan | 0.8648 | 0.9472 | 0.5428 | 0.7831 | 0.5424 | nan | 0.5445 | 0.7821 | 0.0 | 0.9294 | 0.0 | 0.0 | nan | 0.0 | 0.5781 | 0.0 | 0.0 | 0.8791 | 0.0 | 0.5827 | 0.3386 | 0.0 | nan | 0.0 | 0.3245 | 0.0 | 0.0 | 0.9229 | 0.8789 | 0.9672 | 0.0 | 0.0 | 0.4456 | 0.0 | nan | 0.6900 | 0.8757 | 0.4866 | 0.6787 | 0.4070 | nan | 0.4411 | 0.5126 | 0.0 | 0.8095 | 0.0 | 0.0 | nan | 0.0 | 0.4671 | 0.0 | 0.0 | 0.7098 | 0.0 | 0.3615 | 0.2937 | 0.0 | nan | 0.0 | 0.2476 | 0.0 | 0.0 | 0.8402 | 0.7565 | 0.9152 | 0.0 | 0.0 | 0.3266 | 0.0 | | 0.1797 | 5.75 | 2300 | 0.5317 | 0.3147 | 0.3782 | 0.8495 | nan | 0.8203 | 0.9477 | 0.6078 | 0.8220 | 0.5707 | nan | 0.5383 | 0.7828 | 0.0 | 0.9457 | 0.0 | 0.0 | nan | 0.0 | 0.4343 | 0.0 | 0.0 | 0.9009 | 0.0 | 0.5141 | 0.3573 | 0.0 | nan | 0.0 | 0.3075 | 0.0 | 0.0 | 0.9256 | 0.9098 | 0.9741 | 0.0 | 0.0 | 0.3658 | 0.0 | nan | 0.7032 | 0.8810 | 0.5656 | 0.6403 | 0.3933 | nan | 0.4407 | 0.5354 | 0.0 | 0.7925 | 0.0 | 0.0 | nan | 0.0 | 0.3746 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.3889 | 0.3190 | 0.0 | nan | 0.0 | 0.2347 | 0.0 | 0.0 | 0.8383 | 0.7423 | 0.9113 | 0.0 | 0.0 | 0.2881 | 0.0 | | 0.5644 | 5.8 | 2320 | 0.5369 | 0.3148 | 0.3757 | 0.8484 | nan | 0.8616 | 0.9474 | 0.5526 | 0.7460 | 0.5805 | nan | 0.5501 | 0.7767 | 0.0 | 0.9128 | 0.0 | 0.0 | nan | 0.0 | 0.4465 | 0.0 | 0.0 | 0.9165 | 0.0 | 0.4971 | 0.3640 | 0.0 | nan | 0.0 | 0.3087 | 0.0 | 0.0 | 0.9138 | 0.9208 | 0.9670 | 0.0 | 0.0 | 0.3858 | 0.0 | nan | 0.6989 | 0.8795 | 0.5158 | 0.6561 | 0.4035 | nan | 0.4404 | 0.5207 | 0.0 | 0.8134 | 0.0 | 0.0 | nan | 0.0 | 0.3941 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3978 | 0.3258 | 0.0 | nan | 0.0 | 0.2369 | 0.0 | 0.0 | 0.8342 | 0.7337 | 0.9174 | 0.0 | 0.0 | 0.2961 | 0.0 | | 0.1964 | 5.85 | 2340 | 0.5327 | 0.3195 | 0.3838 | 0.8509 | nan | 0.8527 | 0.9508 | 0.5990 | 0.7380 | 0.5984 | nan | 0.5913 | 0.8077 | 0.0 | 0.9177 | 0.0 | 0.0 | nan | 0.0 | 0.5340 | 0.0 | 0.0 | 0.9099 | 0.0 | 0.4833 | 0.3553 | 0.0 | nan | 0.0 | 0.3509 | 0.0 | 0.0 | 0.9191 | 0.8964 | 0.9711 | 0.0 | 0.0 | 0.4218 | 0.0 | nan | 0.7038 | 0.8797 | 0.5531 | 0.6504 | 0.4121 | nan | 0.4448 | 0.5074 | 0.0 | 0.8132 | 0.0 | 0.0 | nan | 0.0 | 0.4467 | 0.0 | 0.0 | 0.6989 | 0.0 | 0.3945 | 0.3201 | 0.0 | nan | 0.0 | 0.2557 | 0.0 | 0.0 | 0.8404 | 0.7640 | 0.9165 | 0.0 | 0.0 | 0.3041 | 0.0 | | 0.4384 | 5.9 | 2360 | 0.5454 | 0.3192 | 0.3832 | 0.8485 | nan | 0.8127 | 0.9515 | 0.6528 | 0.7309 | 0.6527 | nan | 0.5201 | 0.7885 | 0.0 | 0.9358 | 0.0 | 0.0 | nan | 0.0 | 0.5321 | 0.0 | 0.0 | 0.9071 | 0.0 | 0.5287 | 0.3836 | 0.0 | nan | 0.0 | 0.3681 | 0.0 | 0.0 | 0.9195 | 0.9241 | 0.9605 | 0.0 | 0.0 | 0.3093 | 0.0 | nan | 0.7050 | 0.8719 | 0.6001 | 0.6246 | 0.4093 | nan | 0.4295 | 0.5411 | 0.0 | 0.8038 | 0.0 | 0.0 | nan | 0.0 | 0.4301 | 0.0 | 0.0 | 0.6993 | 0.0 | 0.4022 | 0.3414 | 0.0 | nan | 0.0 | 0.2727 | 0.0 | 0.0 | 0.8357 | 0.7466 | 0.9182 | 0.0 | 0.0 | 0.2643 | 0.0 | | 0.5521 | 5.95 | 2380 | 0.5450 | 0.3181 | 0.3853 | 0.8482 | nan | 0.8560 | 0.9507 | 0.5660 | 0.7590 | 0.5323 | nan | 0.5214 | 0.8004 | 0.0 | 0.9221 | 0.0 | 0.0 | nan | 0.0 | 0.5502 | 0.0 | 0.0 | 0.8802 | 0.0 | 0.5828 | 0.4796 | 0.0 | nan | 0.0 | 0.3853 | 0.0 | 0.0 | 0.9075 | 0.9352 | 0.9629 | 0.0 | 0.0 | 0.3514 | 0.0 | nan | 0.7086 | 0.8744 | 0.5299 | 0.6538 | 0.4051 | nan | 0.4307 | 0.5390 | 0.0 | 0.8216 | 0.0 | 0.0 | nan | 0.0 | 0.4232 | 0.0 | 0.0 | 0.7072 | 0.0 | 0.3742 | 0.3703 | 0.0 | nan | 0.0 | 0.2754 | 0.0 | 0.0 | 0.8361 | 0.7043 | 0.9204 | 0.0 | 0.0 | 0.2857 | 0.0 | | 0.2178 | 6.0 | 2400 | 0.5370 | 0.3149 | 0.3783 | 0.8498 | nan | 0.8785 | 0.9415 | 0.4410 | 0.8533 | 0.4924 | nan | 0.4942 | 0.8034 | 0.0 | 0.9354 | 0.0 | 0.0 | nan | 0.0 | 0.4936 | 0.0 | 0.0 | 0.9003 | 0.0 | 0.5008 | 0.4520 | 0.0 | nan | 0.0 | 0.3458 | 0.0 | 0.0 | 0.9286 | 0.9177 | 0.9687 | 0.0 | 0.0 | 0.3810 | 0.0 | nan | 0.6900 | 0.8846 | 0.4233 | 0.7104 | 0.3852 | nan | 0.4016 | 0.5307 | 0.0 | 0.8110 | 0.0 | 0.0 | nan | 0.0 | 0.3953 | 0.0 | 0.0 | 0.7077 | 0.0 | 0.3784 | 0.4031 | 0.0 | nan | 0.0 | 0.2577 | 0.0 | 0.0 | 0.8387 | 0.7205 | 0.9180 | 0.0 | 0.0 | 0.3059 | 0.0 | | 0.693 | 6.05 | 2420 | 0.5791 | 0.3063 | 0.3753 | 0.8345 | nan | 0.8797 | 0.9091 | 0.2829 | 0.8128 | 0.6815 | nan | 0.4859 | 0.7957 | 0.0 | 0.9210 | 0.0 | 0.0 | nan | 0.0 | 0.4950 | 0.0 | 0.0 | 0.8916 | 0.0 | 0.5606 | 0.4030 | 0.0 | nan | 0.0 | 0.3335 | 0.0 | 0.0 | 0.9176 | 0.9259 | 0.9662 | 0.0 | 0.0 | 0.3711 | 0.0 | nan | 0.6464 | 0.8590 | 0.2698 | 0.6943 | 0.3936 | nan | 0.4060 | 0.5075 | 0.0 | 0.8139 | 0.0 | 0.0 | nan | 0.0 | 0.4059 | 0.0 | 0.0 | 0.7098 | 0.0 | 0.3766 | 0.3572 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.8384 | 0.7247 | 0.9193 | 0.0 | 0.0 | 0.3145 | 0.0 | | 0.8485 | 6.1 | 2440 | 0.5579 | 0.3103 | 0.3758 | 0.8417 | nan | 0.8633 | 0.9372 | 0.4062 | 0.7335 | 0.5853 | nan | 0.6005 | 0.8006 | 0.0 | 0.9257 | 0.0 | 0.0 | nan | 0.0 | 0.5042 | 0.0 | 0.0 | 0.9127 | 0.0 | 0.5564 | 0.3637 | 0.0 | nan | 0.0 | 0.3339 | 0.0 | 0.0 | 0.9185 | 0.8852 | 0.9717 | 0.0 | 0.0 | 0.3523 | 0.0 | nan | 0.6720 | 0.8662 | 0.3832 | 0.6457 | 0.4099 | nan | 0.4451 | 0.5260 | 0.0 | 0.8081 | 0.0 | 0.0 | nan | 0.0 | 0.3937 | 0.0 | 0.0 | 0.7020 | 0.0 | 0.3679 | 0.3316 | 0.0 | nan | 0.0 | 0.2573 | 0.0 | 0.0 | 0.8432 | 0.7600 | 0.9154 | 0.0 | 0.0 | 0.2918 | 0.0 | | 0.3458 | 6.15 | 2460 | 0.5232 | 0.3241 | 0.3894 | 0.8529 | nan | 0.8564 | 0.9437 | 0.6726 | 0.7498 | 0.5351 | nan | 0.5987 | 0.7840 | 0.0 | 0.9274 | 0.0 | 0.0 | nan | 0.0 | 0.5838 | 0.0 | 0.0 | 0.9022 | 0.0 | 0.4921 | 0.4499 | 0.0 | nan | 0.0 | 0.3085 | 0.0 | 0.0 | 0.9290 | 0.9013 | 0.9691 | 0.0 | 0.0001 | 0.4685 | 0.0 | nan | 0.7172 | 0.8811 | 0.5821 | 0.6364 | 0.3984 | nan | 0.4409 | 0.5658 | 0.0 | 0.8120 | 0.0 | 0.0 | nan | 0.0 | 0.4450 | 0.0 | 0.0 | 0.7107 | 0.0 | 0.3794 | 0.4009 | 0.0 | nan | 0.0 | 0.2392 | 0.0 | 0.0 | 0.8401 | 0.7502 | 0.9196 | 0.0 | 0.0001 | 0.3291 | 0.0 | | 0.4566 | 6.2 | 2480 | 0.5509 | 0.3181 | 0.3811 | 0.8464 | nan | 0.8121 | 0.9532 | 0.6799 | 0.7389 | 0.5701 | nan | 0.5020 | 0.7729 | 0.0 | 0.9238 | 0.0 | 0.0 | nan | 0.0 | 0.5868 | 0.0 | 0.0 | 0.9196 | 0.0 | 0.5326 | 0.3936 | 0.0 | nan | 0.0 | 0.2654 | 0.0 | 0.0 | 0.9039 | 0.9235 | 0.9650 | 0.0 | 0.0 | 0.3722 | 0.0 | nan | 0.7056 | 0.8703 | 0.5975 | 0.5844 | 0.4077 | nan | 0.4199 | 0.5680 | 0.0 | 0.8115 | 0.0 | 0.0 | nan | 0.0 | 0.4602 | 0.0 | 0.0 | 0.6966 | 0.0 | 0.3985 | 0.3464 | 0.0 | nan | 0.0 | 0.2207 | 0.0 | 0.0 | 0.8364 | 0.7264 | 0.9188 | 0.0 | 0.0 | 0.2930 | 0.0 | | 0.4565 | 6.25 | 2500 | 0.5394 | 0.3208 | 0.3869 | 0.8481 | nan | 0.8448 | 0.9382 | 0.5453 | 0.8180 | 0.6267 | nan | 0.5155 | 0.7826 | 0.0 | 0.9294 | 0.0 | 0.0 | nan | 0.0 | 0.6249 | 0.0 | 0.0 | 0.8760 | 0.0 | 0.5397 | 0.4171 | 0.0 | nan | 0.0 | 0.3241 | 0.0 | 0.0 | 0.9337 | 0.9028 | 0.9707 | 0.0 | 0.0000 | 0.4034 | 0.0 | nan | 0.6966 | 0.8782 | 0.4975 | 0.6630 | 0.4067 | nan | 0.4345 | 0.5484 | 0.0 | 0.8074 | 0.0 | 0.0 | nan | 0.0 | 0.4861 | 0.0 | 0.0 | 0.7078 | 0.0 | 0.3875 | 0.3807 | 0.0 | nan | 0.0 | 0.2506 | 0.0 | 0.0 | 0.8248 | 0.7358 | 0.9169 | 0.0 | 0.0000 | 0.3224 | 0.0 | | 1.1005 | 6.3 | 2520 | 0.5402 | 0.3231 | 0.3854 | 0.8507 | nan | 0.8377 | 0.9519 | 0.5976 | 0.7748 | 0.5888 | nan | 0.5128 | 0.7740 | 0.0 | 0.9352 | 0.0 | 0.0 | nan | 0.0 | 0.6054 | 0.0 | 0.0 | 0.9112 | 0.0 | 0.5292 | 0.5233 | 0.0 | nan | 0.0 | 0.3278 | 0.0 | 0.0 | 0.9288 | 0.8547 | 0.9659 | 0.0 | 0.0001 | 0.3279 | 0.0 | nan | 0.7126 | 0.8744 | 0.5529 | 0.6383 | 0.4099 | nan | 0.4374 | 0.5552 | 0.0 | 0.8120 | 0.0 | 0.0 | nan | 0.0 | 0.4640 | 0.0 | 0.0 | 0.6983 | 0.0 | 0.3791 | 0.4527 | 0.0 | nan | 0.0 | 0.2566 | 0.0 | 0.0 | 0.8349 | 0.7391 | 0.9170 | 0.0 | 0.0001 | 0.2828 | 0.0 | | 0.2207 | 6.35 | 2540 | 0.5332 | 0.3244 | 0.3869 | 0.8532 | nan | 0.8412 | 0.9548 | 0.6991 | 0.7256 | 0.5815 | nan | 0.5547 | 0.7929 | 0.0 | 0.9370 | 0.0 | 0.0 | nan | 0.0 | 0.6367 | 0.0 | 0.0 | 0.9161 | 0.0 | 0.4979 | 0.4871 | 0.0 | nan | 0.0 | 0.3373 | 0.0 | 0.0 | 0.9296 | 0.8773 | 0.9615 | 0.0 | 0.0001 | 0.2629 | 0.0 | nan | 0.7273 | 0.8751 | 0.6248 | 0.6242 | 0.4075 | nan | 0.4579 | 0.5366 | 0.0 | 0.8074 | 0.0 | 0.0 | nan | 0.0 | 0.4858 | 0.0 | 0.0 | 0.6955 | 0.0 | 0.3922 | 0.4361 | 0.0 | nan | 0.0 | 0.2535 | 0.0 | 0.0 | 0.8378 | 0.7510 | 0.9193 | 0.0 | 0.0001 | 0.2242 | 0.0 | | 1.2242 | 6.4 | 2560 | 0.5335 | 0.3245 | 0.3913 | 0.8505 | nan | 0.8537 | 0.9532 | 0.6924 | 0.7466 | 0.5349 | nan | 0.4987 | 0.7862 | 0.0 | 0.9260 | 0.0 | 0.0 | nan | 0.0 | 0.6608 | 0.0 | 0.0 | 0.8481 | 0.0 | 0.5421 | 0.4431 | 0.0 | nan | 0.0 | 0.3381 | 0.0 | 0.0 | 0.9166 | 0.9321 | 0.9683 | 0.0 | 0.0003 | 0.4884 | 0.0 | nan | 0.7269 | 0.8751 | 0.6249 | 0.6294 | 0.3980 | nan | 0.4335 | 0.5333 | 0.0 | 0.8227 | 0.0 | 0.0 | nan | 0.0 | 0.5177 | 0.0 | 0.0 | 0.7083 | 0.0 | 0.3668 | 0.3896 | 0.0 | nan | 0.0 | 0.2504 | 0.0 | 0.0 | 0.8253 | 0.6903 | 0.9196 | 0.0 | 0.0003 | 0.3486 | 0.0 | | 0.2624 | 6.45 | 2580 | 0.5302 | 0.3234 | 0.3906 | 0.8527 | nan | 0.8538 | 0.9315 | 0.7346 | 0.8716 | 0.5670 | nan | 0.5070 | 0.7985 | 0.0 | 0.9226 | 0.0 | 0.0 | nan | 0.0 | 0.6132 | 0.0 | 0.0 | 0.9140 | 0.0 | 0.5071 | 0.3684 | 0.0 | nan | 0.0 | 0.3089 | 0.0 | 0.0 | 0.9179 | 0.9104 | 0.9678 | 0.0 | 0.0001 | 0.4131 | 0.0 | nan | 0.7205 | 0.8820 | 0.5964 | 0.6873 | 0.4037 | nan | 0.4274 | 0.5024 | 0.0 | 0.8115 | 0.0 | 0.0 | nan | 0.0 | 0.5276 | 0.0 | 0.0 | 0.7006 | 0.0 | 0.3769 | 0.3526 | 0.0 | nan | 0.0 | 0.2427 | 0.0 | 0.0 | 0.8361 | 0.7219 | 0.9181 | 0.0 | 0.0001 | 0.3168 | 0.0 | | 0.4379 | 6.5 | 2600 | 0.5405 | 0.3193 | 0.3822 | 0.8500 | nan | 0.8573 | 0.9431 | 0.6131 | 0.8102 | 0.5854 | nan | 0.4968 | 0.7775 | 0.0 | 0.9328 | 0.0 | 0.0 | nan | 0.0 | 0.5723 | 0.0 | 0.0 | 0.8892 | 0.0 | 0.5663 | 0.3600 | 0.0 | nan | 0.0 | 0.2899 | 0.0 | 0.0 | 0.9267 | 0.8993 | 0.9682 | 0.0 | 0.0003 | 0.3594 | 0.0 | nan | 0.6997 | 0.8745 | 0.5621 | 0.6754 | 0.4188 | nan | 0.4259 | 0.5253 | 0.0 | 0.8013 | 0.0 | 0.0 | nan | 0.0 | 0.4813 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.3746 | 0.3283 | 0.0 | nan | 0.0 | 0.2321 | 0.0 | 0.0 | 0.8350 | 0.7449 | 0.9198 | 0.0 | 0.0003 | 0.2913 | 0.0 | | 0.2589 | 6.55 | 2620 | 0.5678 | 0.3200 | 0.3886 | 0.8441 | nan | 0.8670 | 0.9070 | 0.6453 | 0.8242 | 0.6664 | nan | 0.5432 | 0.7791 | 0.0 | 0.9383 | 0.0 | 0.0 | nan | 0.0 | 0.5403 | 0.0 | 0.0 | 0.8899 | 0.0 | 0.5376 | 0.4021 | 0.0 | nan | 0.0 | 0.2898 | 0.0 | 0.0 | 0.9267 | 0.8920 | 0.9668 | 0.0 | 0.0008 | 0.4309 | 0.0 | nan | 0.6796 | 0.8593 | 0.5299 | 0.6899 | 0.4220 | nan | 0.4350 | 0.5322 | 0.0 | 0.8019 | 0.0 | 0.0 | nan | 0.0 | 0.4486 | 0.0 | 0.0 | 0.7123 | 0.0 | 0.3834 | 0.3552 | 0.0 | nan | 0.0 | 0.2334 | 0.0 | 0.0 | 0.8377 | 0.7571 | 0.9205 | 0.0 | 0.0008 | 0.3199 | 0.0 | | 0.4476 | 6.6 | 2640 | 0.5511 | 0.3248 | 0.3915 | 0.8485 | nan | 0.8430 | 0.9293 | 0.6094 | 0.8363 | 0.5725 | nan | 0.5780 | 0.7830 | 0.0 | 0.9105 | 0.0 | 0.0 | nan | 0.0 | 0.6046 | 0.0 | 0.0 | 0.8959 | 0.0 | 0.4993 | 0.5181 | 0.0 | nan | 0.0 | 0.3014 | 0.0 | 0.0 | 0.9269 | 0.8975 | 0.9717 | 0.0 | 0.0012 | 0.4586 | 0.0 | nan | 0.6932 | 0.8658 | 0.5129 | 0.6819 | 0.4108 | nan | 0.4579 | 0.5251 | 0.0 | 0.8236 | 0.0 | 0.0 | nan | 0.0 | 0.5008 | 0.0 | 0.0 | 0.7077 | 0.0 | 0.3803 | 0.4360 | 0.0 | nan | 0.0 | 0.2388 | 0.0 | 0.0 | 0.8394 | 0.7477 | 0.9191 | 0.0 | 0.0012 | 0.3257 | 0.0 | | 0.4216 | 6.65 | 2660 | 0.5520 | 0.3202 | 0.3835 | 0.8466 | nan | 0.8152 | 0.9464 | 0.5677 | 0.8015 | 0.4941 | nan | 0.5367 | 0.7741 | 0.0 | 0.9261 | 0.0 | 0.0 | nan | 0.0 | 0.5530 | 0.0 | 0.0 | 0.9116 | 0.0 | 0.5077 | 0.5682 | 0.0 | nan | 0.0 | 0.3005 | 0.0 | 0.0 | 0.9176 | 0.9153 | 0.9709 | 0.0 | 0.0005 | 0.3826 | 0.0 | nan | 0.6866 | 0.8668 | 0.5373 | 0.6149 | 0.3831 | nan | 0.4369 | 0.5380 | 0.0 | 0.8101 | 0.0 | 0.0 | nan | 0.0 | 0.4630 | 0.0 | 0.0 | 0.7074 | 0.0 | 0.3914 | 0.4575 | 0.0 | nan | 0.0 | 0.2377 | 0.0 | 0.0 | 0.8421 | 0.7353 | 0.9190 | 0.0 | 0.0005 | 0.2992 | 0.0 | | 0.2667 | 6.7 | 2680 | 0.5308 | 0.3214 | 0.3867 | 0.8521 | nan | 0.8435 | 0.9454 | 0.6781 | 0.7700 | 0.6056 | nan | 0.5283 | 0.7824 | 0.0 | 0.9389 | 0.0 | 0.0 | nan | 0.0 | 0.5513 | 0.0 | 0.0 | 0.8908 | 0.0 | 0.5275 | 0.4716 | 0.0 | nan | 0.0 | 0.3125 | 0.0 | 0.0 | 0.9272 | 0.9143 | 0.9652 | 0.0 | 0.0 | 0.3344 | 0.0 | nan | 0.7211 | 0.8762 | 0.5885 | 0.6435 | 0.4032 | nan | 0.4438 | 0.5282 | 0.0 | 0.7975 | 0.0 | 0.0 | nan | 0.0 | 0.4443 | 0.0 | 0.0 | 0.7156 | 0.0 | 0.3868 | 0.4004 | 0.0 | nan | 0.0 | 0.2438 | 0.0 | 0.0 | 0.8385 | 0.7427 | 0.9201 | 0.0 | 0.0 | 0.2699 | 0.0 | | 2.0493 | 6.75 | 2700 | 0.5243 | 0.3272 | 0.3910 | 0.8543 | nan | 0.8100 | 0.9585 | 0.7106 | 0.7883 | 0.5286 | nan | 0.5681 | 0.7830 | 0.0 | 0.9304 | 0.0 | 0.0 | nan | 0.0 | 0.5762 | 0.0 | 0.0 | 0.9028 | 0.0 | 0.5058 | 0.4973 | 0.0 | nan | 0.0 | 0.3626 | 0.0 | 0.0 | 0.9212 | 0.9028 | 0.9696 | 0.0 | 0.0 | 0.4046 | 0.0 | nan | 0.7197 | 0.8704 | 0.6290 | 0.6364 | 0.3928 | nan | 0.4592 | 0.5169 | 0.0 | 0.8173 | 0.0 | 0.0 | nan | 0.0 | 0.4675 | 0.0 | 0.0 | 0.7170 | 0.0 | 0.3970 | 0.4319 | 0.0 | nan | 0.0 | 0.2671 | 0.0 | 0.0 | 0.8423 | 0.7513 | 0.9168 | 0.0 | 0.0 | 0.3095 | 0.0 | | 0.4642 | 6.8 | 2720 | 0.5212 | 0.3244 | 0.3917 | 0.8530 | nan | 0.8441 | 0.9378 | 0.7164 | 0.8075 | 0.5656 | nan | 0.5566 | 0.7890 | 0.0 | 0.9303 | 0.0 | 0.0 | nan | 0.0 | 0.5987 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.5575 | 0.5170 | 0.0 | nan | 0.0 | 0.2980 | 0.0 | 0.0 | 0.9296 | 0.9007 | 0.9708 | 0.0 | 0.0001 | 0.3246 | 0.0 | nan | 0.7339 | 0.8754 | 0.5626 | 0.6723 | 0.3832 | nan | 0.4541 | 0.5324 | 0.0 | 0.8093 | 0.0 | 0.0 | nan | 0.0 | 0.4808 | 0.0 | 0.0 | 0.7115 | 0.0 | 0.3955 | 0.4459 | 0.0 | nan | 0.0 | 0.2388 | 0.0 | 0.0 | 0.8385 | 0.7419 | 0.9139 | 0.0 | 0.0001 | 0.2662 | 0.0 | | 0.2145 | 6.85 | 2740 | 0.5132 | 0.3248 | 0.3895 | 0.8544 | nan | 0.8595 | 0.9436 | 0.6879 | 0.7470 | 0.5924 | nan | 0.5879 | 0.7901 | 0.0 | 0.9341 | 0.0 | 0.0 | nan | 0.0 | 0.5284 | 0.0 | 0.0 | 0.9070 | 0.0 | 0.5211 | 0.5201 | 0.0 | nan | 0.0 | 0.2974 | 0.0 | 0.0 | 0.9166 | 0.9240 | 0.9679 | 0.0 | 0.0001 | 0.3484 | 0.0 | nan | 0.7255 | 0.8773 | 0.5858 | 0.6587 | 0.4155 | nan | 0.4663 | 0.5406 | 0.0 | 0.8077 | 0.0 | 0.0 | nan | 0.0 | 0.4265 | 0.0 | 0.0 | 0.7141 | 0.0 | 0.4020 | 0.4501 | 0.0 | nan | 0.0 | 0.2356 | 0.0 | 0.0 | 0.8391 | 0.7354 | 0.9177 | 0.0 | 0.0001 | 0.2722 | 0.0 | | 0.4063 | 6.9 | 2760 | 0.5361 | 0.3220 | 0.3895 | 0.8509 | nan | 0.8555 | 0.9436 | 0.6271 | 0.8035 | 0.5409 | nan | 0.5472 | 0.8135 | 0.0 | 0.9235 | 0.0 | 0.0 | nan | 0.0 | 0.5415 | 0.0 | 0.0 | 0.9100 | 0.0 | 0.5083 | 0.5264 | 0.0 | nan | 0.0 | 0.3230 | 0.0 | 0.0 | 0.8940 | 0.9304 | 0.9706 | 0.0 | 0.0 | 0.4140 | 0.0 | nan | 0.7077 | 0.8750 | 0.5618 | 0.6543 | 0.4048 | nan | 0.4524 | 0.4875 | 0.0 | 0.8146 | 0.0 | 0.0 | nan | 0.0 | 0.4539 | 0.0 | 0.0 | 0.7119 | 0.0 | 0.3884 | 0.4398 | 0.0 | nan | 0.0 | 0.2468 | 0.0 | 0.0 | 0.8366 | 0.7279 | 0.9167 | 0.0 | 0.0 | 0.3033 | 0.0 | | 0.6925 | 6.95 | 2780 | 0.5236 | 0.3233 | 0.3878 | 0.8550 | nan | 0.8471 | 0.9432 | 0.6304 | 0.8584 | 0.5937 | nan | 0.5270 | 0.8061 | 0.0 | 0.9344 | 0.0 | 0.0 | nan | 0.0 | 0.4979 | 0.0 | 0.0 | 0.8939 | 0.0 | 0.4934 | 0.4571 | 0.0 | nan | 0.0 | 0.3266 | 0.0 | 0.0 | 0.9315 | 0.9025 | 0.9746 | 0.0 | 0.0001 | 0.4051 | 0.0 | nan | 0.7087 | 0.8838 | 0.5668 | 0.6939 | 0.4079 | nan | 0.4448 | 0.5120 | 0.0 | 0.8064 | 0.0 | 0.0 | nan | 0.0 | 0.4197 | 0.0 | 0.0 | 0.7144 | 0.0 | 0.3861 | 0.4241 | 0.0 | nan | 0.0 | 0.2499 | 0.0 | 0.0 | 0.8380 | 0.7564 | 0.9138 | 0.0 | 0.0001 | 0.2968 | 0.0 | | 0.7474 | 7.0 | 2800 | 0.5119 | 0.3259 | 0.3937 | 0.8576 | nan | 0.8171 | 0.9455 | 0.6966 | 0.8827 | 0.6395 | nan | 0.5605 | 0.8110 | 0.0 | 0.9223 | 0.0 | 0.0 | nan | 0.0 | 0.5373 | 0.0 | 0.0 | 0.9162 | 0.0 | 0.5301 | 0.5053 | 0.0 | nan | 0.0 | 0.2899 | 0.0 | 0.0 | 0.9258 | 0.8950 | 0.9630 | 0.0 | 0.0005 | 0.3655 | 0.0 | nan | 0.7282 | 0.8929 | 0.6199 | 0.7045 | 0.4120 | nan | 0.4593 | 0.5145 | 0.0 | 0.8057 | 0.0 | 0.0 | nan | 0.0 | 0.4281 | 0.0 | 0.0 | 0.7023 | 0.0 | 0.3796 | 0.4522 | 0.0 | nan | 0.0 | 0.2335 | 0.0 | 0.0 | 0.8398 | 0.7333 | 0.9178 | 0.0 | 0.0005 | 0.2798 | 0.0 | | 0.2227 | 7.05 | 2820 | 0.5167 | 0.3240 | 0.3871 | 0.8554 | nan | 0.8269 | 0.9594 | 0.6970 | 0.8035 | 0.5477 | nan | 0.5662 | 0.7892 | 0.0 | 0.9209 | 0.0 | 0.0 | nan | 0.0 | 0.5777 | 0.0 | 0.0 | 0.9020 | 0.0 | 0.5823 | 0.4074 | 0.0 | nan | 0.0 | 0.2947 | 0.0 | 0.0 | 0.9254 | 0.8947 | 0.9592 | 0.0 | 0.0000 | 0.3469 | 0.0 | nan | 0.7257 | 0.8808 | 0.6422 | 0.6481 | 0.4210 | nan | 0.4616 | 0.5472 | 0.0 | 0.8107 | 0.0 | 0.0 | nan | 0.0 | 0.4423 | 0.0 | 0.0 | 0.7088 | 0.0 | 0.3690 | 0.3700 | 0.0 | nan | 0.0 | 0.2359 | 0.0 | 0.0 | 0.8384 | 0.7525 | 0.9187 | 0.0 | 0.0000 | 0.2717 | 0.0 | | 0.3415 | 7.1 | 2840 | 0.5241 | 0.3283 | 0.3938 | 0.8563 | nan | 0.8127 | 0.9570 | 0.7036 | 0.8446 | 0.5570 | nan | 0.5501 | 0.7909 | 0.0 | 0.9260 | 0.0 | 0.0 | nan | 0.0 | 0.6164 | 0.0 | 0.0 | 0.8988 | 0.0 | 0.5719 | 0.4452 | 0.0 | nan | 0.0 | 0.3547 | 0.0 | 0.0 | 0.9189 | 0.9031 | 0.9719 | 0.0 | 0.0001 | 0.3854 | 0.0 | nan | 0.7200 | 0.8819 | 0.6477 | 0.6370 | 0.4242 | nan | 0.4560 | 0.5521 | 0.0 | 0.8160 | 0.0 | 0.0 | nan | 0.0 | 0.4728 | 0.0 | 0.0 | 0.7117 | 0.0 | 0.3814 | 0.3944 | 0.0 | nan | 0.0 | 0.2617 | 0.0 | 0.0 | 0.8449 | 0.7572 | 0.9200 | 0.0 | 0.0001 | 0.2967 | 0.0 | | 0.4736 | 7.15 | 2860 | 0.5160 | 0.3287 | 0.3950 | 0.8590 | nan | 0.8511 | 0.9539 | 0.6646 | 0.8362 | 0.5849 | nan | 0.5757 | 0.8075 | 0.0 | 0.9453 | 0.0 | 0.0 | nan | 0.0 | 0.6334 | 0.0 | 0.0 | 0.9038 | 0.0 | 0.5061 | 0.5039 | 0.0 | nan | 0.0 | 0.3276 | 0.0 | 0.0 | 0.9063 | 0.9206 | 0.9736 | 0.0 | 0.0000 | 0.3493 | 0.0 | nan | 0.7299 | 0.8868 | 0.6173 | 0.6905 | 0.4347 | nan | 0.4683 | 0.5539 | 0.0 | 0.7985 | 0.0 | 0.0 | nan | 0.0 | 0.4454 | 0.0 | 0.0 | 0.7058 | 0.0 | 0.3812 | 0.4355 | 0.0 | nan | 0.0 | 0.2514 | 0.0 | 0.0 | 0.8417 | 0.7517 | 0.9181 | 0.0 | 0.0000 | 0.2785 | 0.0 | | 0.347 | 7.2 | 2880 | 0.5354 | 0.3252 | 0.3927 | 0.8523 | nan | 0.8353 | 0.9435 | 0.6053 | 0.8082 | 0.5620 | nan | 0.6266 | 0.8110 | 0.0 | 0.9323 | 0.0 | 0.0 | nan | 0.0 | 0.6617 | 0.0 | 0.0 | 0.8917 | 0.0 | 0.5513 | 0.4797 | 0.0 | nan | 0.0 | 0.3006 | 0.0 | 0.0 | 0.9282 | 0.9131 | 0.9694 | 0.0 | 0.0001 | 0.3544 | 0.0 | nan | 0.7076 | 0.8722 | 0.5651 | 0.6826 | 0.4080 | nan | 0.4754 | 0.5298 | 0.0 | 0.8070 | 0.0 | 0.0 | nan | 0.0 | 0.4846 | 0.0 | 0.0 | 0.7106 | 0.0 | 0.3840 | 0.4302 | 0.0 | nan | 0.0 | 0.2382 | 0.0 | 0.0 | 0.8379 | 0.7471 | 0.9190 | 0.0 | 0.0001 | 0.2811 | 0.0 | | 0.2296 | 7.25 | 2900 | 0.5279 | 0.3262 | 0.3922 | 0.8520 | nan | 0.8701 | 0.9329 | 0.5918 | 0.7744 | 0.6423 | nan | 0.6022 | 0.7969 | 0.0 | 0.9303 | 0.0 | 0.0 | nan | 0.0 | 0.5805 | 0.0 | 0.0 | 0.9008 | 0.0 | 0.5388 | 0.5496 | 0.0 | nan | 0.0 | 0.3169 | 0.0 | 0.0 | 0.9257 | 0.8912 | 0.9632 | 0.0 | 0.0018 | 0.3488 | 0.0 | nan | 0.7114 | 0.8755 | 0.5482 | 0.6829 | 0.3919 | nan | 0.4739 | 0.5488 | 0.0 | 0.8056 | 0.0 | 0.0 | nan | 0.0 | 0.4649 | 0.0 | 0.0 | 0.7086 | 0.0 | 0.3834 | 0.4688 | 0.0 | nan | 0.0 | 0.2468 | 0.0 | 0.0 | 0.8435 | 0.7628 | 0.9202 | 0.0 | 0.0018 | 0.2739 | 0.0 | | 0.189 | 7.3 | 2920 | 0.5241 | 0.3251 | 0.3903 | 0.8545 | nan | 0.8401 | 0.9559 | 0.6265 | 0.7828 | 0.5646 | nan | 0.5545 | 0.7936 | 0.0 | 0.9468 | 0.0 | 0.0 | nan | 0.0 | 0.5930 | 0.0 | 0.0 | 0.8959 | 0.0 | 0.4996 | 0.5261 | 0.0 | nan | 0.0 | 0.3586 | 0.0 | 0.0 | 0.9177 | 0.9049 | 0.9675 | 0.0 | 0.0005 | 0.3710 | 0.0 | nan | 0.7174 | 0.8779 | 0.5908 | 0.6313 | 0.4113 | nan | 0.4620 | 0.5478 | 0.0 | 0.7993 | 0.0 | 0.0 | nan | 0.0 | 0.4325 | 0.0 | 0.0 | 0.7175 | 0.0 | 0.3764 | 0.4438 | 0.0 | nan | 0.0 | 0.2637 | 0.0 | 0.0 | 0.8444 | 0.7602 | 0.9194 | 0.0 | 0.0005 | 0.2833 | 0.0 | | 0.3063 | 7.35 | 2940 | 0.5280 | 0.3257 | 0.3915 | 0.8530 | nan | 0.8172 | 0.9564 | 0.6314 | 0.7968 | 0.5760 | nan | 0.5438 | 0.7952 | 0.0 | 0.9382 | 0.0 | 0.0 | nan | 0.0 | 0.6095 | 0.0 | 0.0 | 0.9192 | 0.0 | 0.4968 | 0.5883 | 0.0 | nan | 0.0 | 0.3393 | 0.0 | 0.0 | 0.9083 | 0.8960 | 0.9601 | 0.0 | 0.0021 | 0.3636 | 0.0 | nan | 0.7141 | 0.8763 | 0.5948 | 0.6221 | 0.4073 | nan | 0.4574 | 0.5614 | 0.0 | 0.7996 | 0.0 | 0.0 | nan | 0.0 | 0.4361 | 0.0 | 0.0 | 0.7076 | 0.0 | 0.3852 | 0.4651 | 0.0 | nan | 0.0 | 0.2595 | 0.0 | 0.0 | 0.8459 | 0.7626 | 0.9188 | 0.0 | 0.0021 | 0.2797 | 0.0 | | 0.4401 | 7.4 | 2960 | 0.5136 | 0.3256 | 0.3934 | 0.8532 | nan | 0.8283 | 0.9465 | 0.6558 | 0.8274 | 0.5652 | nan | 0.5747 | 0.7982 | 0.0 | 0.9396 | 0.0 | 0.0 | nan | 0.0 | 0.6431 | 0.0 | 0.0 | 0.8997 | 0.0 | 0.5158 | 0.5259 | 0.0 | nan | 0.0 | 0.3297 | 0.0 | 0.0 | 0.9196 | 0.9034 | 0.9632 | 0.0 | 0.0007 | 0.3586 | 0.0 | nan | 0.7106 | 0.8763 | 0.5888 | 0.6457 | 0.4056 | nan | 0.4671 | 0.5508 | 0.0 | 0.8027 | 0.0 | 0.0 | nan | 0.0 | 0.4563 | 0.0 | 0.0 | 0.7169 | 0.0 | 0.3820 | 0.4387 | 0.0 | nan | 0.0 | 0.2550 | 0.0 | 0.0 | 0.8431 | 0.7574 | 0.9200 | 0.0 | 0.0007 | 0.2762 | 0.0 | | 0.2574 | 7.45 | 2980 | 0.5224 | 0.3258 | 0.3901 | 0.8546 | nan | 0.8373 | 0.9480 | 0.6458 | 0.7745 | 0.6382 | nan | 0.5915 | 0.7857 | 0.0 | 0.9350 | 0.0 | 0.0 | nan | 0.0 | 0.6127 | 0.0 | 0.0 | 0.9178 | 0.0 | 0.5356 | 0.4685 | 0.0 | nan | 0.0 | 0.3218 | 0.0 | 0.0 | 0.9262 | 0.8958 | 0.9611 | 0.0 | 0.0010 | 0.2979 | 0.0 | nan | 0.7300 | 0.8777 | 0.5962 | 0.6540 | 0.4238 | nan | 0.4664 | 0.5638 | 0.0 | 0.8005 | 0.0 | 0.0 | nan | 0.0 | 0.4611 | 0.0 | 0.0 | 0.7044 | 0.0 | 0.3746 | 0.4136 | 0.0 | nan | 0.0 | 0.2538 | 0.0 | 0.0 | 0.8418 | 0.7699 | 0.9205 | 0.0 | 0.0010 | 0.2461 | 0.0 | | 0.2011 | 7.5 | 3000 | 0.5178 | 0.3308 | 0.3992 | 0.8559 | nan | 0.8220 | 0.9522 | 0.6833 | 0.7676 | 0.6534 | nan | 0.5776 | 0.8089 | 0.0 | 0.9246 | 0.0 | 0.0 | nan | 0.0 | 0.6553 | 0.0 | 0.0 | 0.8986 | 0.0 | 0.5169 | 0.5191 | 0.0 | nan | 0.0 | 0.3743 | 0.0 | 0.0 | 0.9302 | 0.8792 | 0.9684 | 0.0 | 0.0018 | 0.4401 | 0.0 | nan | 0.7254 | 0.8769 | 0.6213 | 0.6373 | 0.4316 | nan | 0.4623 | 0.5464 | 0.0 | 0.8182 | 0.0 | 0.0 | nan | 0.0 | 0.4765 | 0.0 | 0.0 | 0.7167 | 0.0 | 0.3780 | 0.4383 | 0.0 | nan | 0.0 | 0.2716 | 0.0 | 0.0 | 0.8439 | 0.7637 | 0.9201 | 0.0 | 0.0018 | 0.3246 | 0.0 | | 0.4648 | 7.55 | 3020 | 0.5195 | 0.3262 | 0.3936 | 0.8554 | nan | 0.8115 | 0.9435 | 0.7026 | 0.8761 | 0.6243 | nan | 0.5565 | 0.7928 | 0.0 | 0.9452 | 0.0 | 0.0 | nan | 0.0 | 0.5088 | 0.0 | 0.0 | 0.8747 | 0.0 | 0.5096 | 0.4780 | 0.0 | nan | 0.0 | 0.3481 | 0.0 | 0.0 | 0.9374 | 0.8897 | 0.9764 | 0.0 | 0.0023 | 0.4253 | 0.0 | nan | 0.7098 | 0.8858 | 0.6181 | 0.6691 | 0.4295 | nan | 0.4501 | 0.5528 | 0.0 | 0.7976 | 0.0 | 0.0 | nan | 0.0 | 0.4049 | 0.0 | 0.0 | 0.7163 | 0.0 | 0.3796 | 0.4216 | 0.0 | nan | 0.0 | 0.2585 | 0.0 | 0.0 | 0.8373 | 0.7494 | 0.9152 | 0.0 | 0.0023 | 0.3131 | 0.0 | | 0.6733 | 7.6 | 3040 | 0.5130 | 0.3307 | 0.3902 | 0.8596 | nan | 0.8054 | 0.9600 | 0.7130 | 0.8504 | 0.6160 | nan | 0.5544 | 0.7568 | 0.0 | 0.9275 | 0.0 | 0.0 | nan | 0.0 | 0.4902 | 0.0 | 0.0 | 0.9133 | 0.0 | 0.4835 | 0.5441 | 0.0 | nan | 0.0 | 0.3624 | 0.0 | 0.0 | 0.9317 | 0.8806 | 0.9719 | 0.0 | 0.0039 | 0.3302 | 0.0 | nan | 0.7229 | 0.8837 | 0.6434 | 0.6942 | 0.4353 | nan | 0.4568 | 0.5679 | 0.0 | 0.8081 | 0.0 | 0.0 | nan | 0.0 | 0.4138 | 0.0 | 0.0 | 0.7045 | 0.0 | 0.3893 | 0.4581 | 0.0 | nan | 0.0 | 0.2711 | 0.0 | 0.0 | 0.8414 | 0.7573 | 0.9195 | 0.0 | 0.0039 | 0.2798 | 0.0 | | 0.2566 | 7.65 | 3060 | 0.5087 | 0.3276 | 0.3876 | 0.8587 | nan | 0.8311 | 0.9608 | 0.6606 | 0.8304 | 0.6021 | nan | 0.5327 | 0.7922 | 0.0 | 0.9352 | 0.0 | 0.0 | nan | 0.0 | 0.5187 | 0.0 | 0.0 | 0.9157 | 0.0 | 0.4867 | 0.4866 | 0.0 | nan | 0.0 | 0.3294 | 0.0 | 0.0 | 0.9225 | 0.8916 | 0.9686 | 0.0 | 0.0031 | 0.3488 | 0.0 | nan | 0.7297 | 0.8809 | 0.6097 | 0.7022 | 0.4208 | nan | 0.4496 | 0.5500 | 0.0 | 0.8094 | 0.0 | 0.0 | nan | 0.0 | 0.4300 | 0.0 | 0.0 | 0.7030 | 0.0 | 0.3713 | 0.4261 | 0.0 | nan | 0.0 | 0.2575 | 0.0 | 0.0 | 0.8462 | 0.7652 | 0.9212 | 0.0 | 0.0031 | 0.2813 | 0.0 | | 0.2088 | 7.7 | 3080 | 0.5238 | 0.3238 | 0.3869 | 0.8548 | nan | 0.8322 | 0.9579 | 0.6290 | 0.7927 | 0.5920 | nan | 0.5397 | 0.7963 | 0.0 | 0.9421 | 0.0 | 0.0 | nan | 0.0 | 0.5256 | 0.0 | 0.0 | 0.9012 | 0.0 | 0.5071 | 0.4444 | 0.0 | nan | 0.0 | 0.3433 | 0.0 | 0.0 | 0.9164 | 0.9145 | 0.9737 | 0.0 | 0.0023 | 0.3833 | 0.0 | nan | 0.7222 | 0.8791 | 0.5979 | 0.6441 | 0.4227 | nan | 0.4483 | 0.5460 | 0.0 | 0.8087 | 0.0 | 0.0 | nan | 0.0 | 0.4303 | 0.0 | 0.0 | 0.7140 | 0.0 | 0.3595 | 0.3930 | 0.0 | nan | 0.0 | 0.2586 | 0.0 | 0.0 | 0.8449 | 0.7559 | 0.9188 | 0.0 | 0.0023 | 0.2902 | 0.0 | | 0.1203 | 7.75 | 3100 | 0.5278 | 0.3280 | 0.3930 | 0.8549 | nan | 0.8378 | 0.9572 | 0.6342 | 0.7416 | 0.5747 | nan | 0.5537 | 0.7924 | 0.0 | 0.9377 | 0.0 | 0.0 | nan | 0.0 | 0.5714 | 0.0 | 0.0 | 0.8854 | 0.0 | 0.5095 | 0.5284 | 0.0 | nan | 0.0 | 0.3688 | 0.0 | 0.0 | 0.9216 | 0.9220 | 0.9685 | 0.0 | 0.0019 | 0.4759 | 0.0 | nan | 0.7197 | 0.8786 | 0.5989 | 0.6394 | 0.4054 | nan | 0.4526 | 0.5422 | 0.0 | 0.8168 | 0.0 | 0.0 | nan | 0.0 | 0.4628 | 0.0 | 0.0 | 0.7213 | 0.0 | 0.3766 | 0.4463 | 0.0 | nan | 0.0 | 0.2680 | 0.0 | 0.0 | 0.8407 | 0.7366 | 0.9225 | 0.0 | 0.0019 | 0.3372 | 0.0 | | 0.2608 | 7.8 | 3120 | 0.5191 | 0.3313 | 0.3980 | 0.8577 | nan | 0.8447 | 0.9526 | 0.6915 | 0.7644 | 0.5950 | nan | 0.5725 | 0.7977 | 0.0 | 0.9276 | 0.0 | 0.0 | nan | 0.0 | 0.5619 | 0.0 | 0.0 | 0.9001 | 0.0 | 0.5401 | 0.5980 | 0.0 | nan | 0.0 | 0.3398 | 0.0 | 0.0 | 0.9123 | 0.9128 | 0.9658 | 0.0 | 0.0022 | 0.4603 | 0.0 | nan | 0.7286 | 0.8847 | 0.6295 | 0.6659 | 0.4097 | nan | 0.4630 | 0.5567 | 0.0 | 0.8174 | 0.0 | 0.0 | nan | 0.0 | 0.4509 | 0.0 | 0.0 | 0.7122 | 0.0 | 0.3852 | 0.4659 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.8456 | 0.7429 | 0.9224 | 0.0 | 0.0022 | 0.3285 | 0.0 | | 0.3279 | 7.85 | 3140 | 0.5182 | 0.3261 | 0.3895 | 0.8565 | nan | 0.8754 | 0.9377 | 0.6520 | 0.8463 | 0.5450 | nan | 0.5787 | 0.7919 | 0.0 | 0.9364 | 0.0 | 0.0 | nan | 0.0 | 0.5406 | 0.0 | 0.0 | 0.9177 | 0.0 | 0.5215 | 0.5099 | 0.0 | nan | 0.0 | 0.2969 | 0.0 | 0.0 | 0.9198 | 0.8986 | 0.9676 | 0.0 | 0.0001 | 0.3388 | 0.0 | nan | 0.7174 | 0.8834 | 0.5716 | 0.7226 | 0.4151 | nan | 0.4551 | 0.5589 | 0.0 | 0.8080 | 0.0 | 0.0 | nan | 0.0 | 0.4297 | 0.0 | 0.0 | 0.7005 | 0.0 | 0.3859 | 0.4316 | 0.0 | nan | 0.0 | 0.2398 | 0.0 | 0.0 | 0.8447 | 0.7470 | 0.9211 | 0.0 | 0.0001 | 0.2770 | 0.0 | | 0.2844 | 7.9 | 3160 | 0.5194 | 0.3272 | 0.3959 | 0.8549 | nan | 0.8743 | 0.9315 | 0.6626 | 0.8240 | 0.5496 | nan | 0.5966 | 0.8137 | 0.0 | 0.9480 | 0.0 | 0.0 | nan | 0.0 | 0.5595 | 0.0 | 0.0 | 0.8893 | 0.0 | 0.4858 | 0.5255 | 0.0 | nan | 0.0 | 0.3356 | 0.0 | 0.0 | 0.9204 | 0.9207 | 0.9667 | 0.0 | 0.0005 | 0.4695 | 0.0 | nan | 0.7090 | 0.8792 | 0.5714 | 0.7119 | 0.4155 | nan | 0.4590 | 0.5253 | 0.0 | 0.8040 | 0.0 | 0.0 | nan | 0.0 | 0.4325 | 0.0 | 0.0 | 0.7181 | 0.0 | 0.3852 | 0.4540 | 0.0 | nan | 0.0 | 0.2547 | 0.0 | 0.0 | 0.8413 | 0.7367 | 0.9219 | 0.0 | 0.0005 | 0.3230 | 0.0 | | 0.5684 | 7.95 | 3180 | 0.5121 | 0.3279 | 0.3940 | 0.8571 | nan | 0.8553 | 0.9454 | 0.6462 | 0.8029 | 0.5836 | nan | 0.6038 | 0.8031 | 0.0 | 0.9351 | 0.0 | 0.0 | nan | 0.0 | 0.5309 | 0.0 | 0.0 | 0.9101 | 0.0 | 0.5188 | 0.5292 | 0.0 | nan | 0.0 | 0.3222 | 0.0 | 0.0 | 0.9133 | 0.9162 | 0.9660 | 0.0 | 0.0011 | 0.4312 | 0.0 | nan | 0.7184 | 0.8856 | 0.5949 | 0.6847 | 0.4205 | nan | 0.4709 | 0.5246 | 0.0 | 0.8107 | 0.0 | 0.0 | nan | 0.0 | 0.4381 | 0.0 | 0.0 | 0.7130 | 0.0 | 0.3845 | 0.4484 | 0.0 | nan | 0.0 | 0.2497 | 0.0 | 0.0 | 0.8455 | 0.7377 | 0.9229 | 0.0 | 0.0011 | 0.3132 | 0.0 | | 0.7347 | 8.0 | 3200 | 0.5145 | 0.3260 | 0.3921 | 0.8563 | nan | 0.8746 | 0.9391 | 0.5956 | 0.8231 | 0.6081 | nan | 0.5561 | 0.8013 | 0.0 | 0.9391 | 0.0 | 0.0 | nan | 0.0 | 0.5224 | 0.0 | 0.0 | 0.8860 | 0.0 | 0.5383 | 0.5408 | 0.0 | nan | 0.0 | 0.3237 | 0.0 | 0.0 | 0.9283 | 0.9091 | 0.9736 | 0.0 | 0.0007 | 0.3944 | 0.0 | nan | 0.7101 | 0.8844 | 0.5352 | 0.6994 | 0.4319 | nan | 0.4593 | 0.5131 | 0.0 | 0.8117 | 0.0 | 0.0 | nan | 0.0 | 0.4332 | 0.0 | 0.0 | 0.7186 | 0.0 | 0.3869 | 0.4568 | 0.0 | nan | 0.0 | 0.2494 | 0.0 | 0.0 | 0.8433 | 0.7502 | 0.9195 | 0.0 | 0.0007 | 0.3026 | 0.0 | | 0.3951 | 8.05 | 3220 | 0.5248 | 0.3246 | 0.3880 | 0.8550 | nan | 0.8594 | 0.9496 | 0.5535 | 0.7891 | 0.6590 | nan | 0.5476 | 0.7888 | 0.0 | 0.9251 | 0.0 | 0.0 | nan | 0.0 | 0.5069 | 0.0 | 0.0 | 0.9076 | 0.0 | 0.5464 | 0.5248 | 0.0 | nan | 0.0 | 0.3052 | 0.0 | 0.0 | 0.9143 | 0.9065 | 0.9703 | 0.0 | 0.0012 | 0.3728 | 0.0 | nan | 0.7090 | 0.8867 | 0.5243 | 0.6704 | 0.4243 | nan | 0.4555 | 0.5451 | 0.0 | 0.8167 | 0.0 | 0.0 | nan | 0.0 | 0.4199 | 0.0 | 0.0 | 0.7082 | 0.0 | 0.3905 | 0.4450 | 0.0 | nan | 0.0 | 0.2448 | 0.0 | 0.0 | 0.8456 | 0.7577 | 0.9217 | 0.0 | 0.0012 | 0.2947 | 0.0 | | 0.5386 | 8.1 | 3240 | 0.5081 | 0.3291 | 0.3942 | 0.8591 | nan | 0.8490 | 0.9513 | 0.6513 | 0.8080 | 0.6438 | nan | 0.5491 | 0.7938 | 0.0 | 0.9309 | 0.0 | 0.0 | nan | 0.0 | 0.5074 | 0.0 | 0.0 | 0.8825 | 0.0 | 0.5664 | 0.5281 | 0.0 | nan | 0.0 | 0.2941 | 0.0 | 0.0 | 0.9284 | 0.9051 | 0.9709 | 0.0 | 0.0011 | 0.4580 | 0.0 | nan | 0.7213 | 0.8898 | 0.5996 | 0.6775 | 0.4415 | nan | 0.4572 | 0.5347 | 0.0 | 0.8190 | 0.0 | 0.0 | nan | 0.0 | 0.4199 | 0.0 | 0.0 | 0.7183 | 0.0 | 0.3909 | 0.4520 | 0.0 | nan | 0.0 | 0.2348 | 0.0 | 0.0 | 0.8411 | 0.7533 | 0.9219 | 0.0 | 0.0011 | 0.3276 | 0.0 | | 0.3427 | 8.15 | 3260 | 0.5050 | 0.3335 | 0.4012 | 0.8620 | nan | 0.8688 | 0.9426 | 0.6687 | 0.8717 | 0.6235 | nan | 0.5698 | 0.7984 | 0.0 | 0.9317 | 0.0 | 0.0 | nan | 0.0 | 0.6125 | 0.0 | 0.0 | 0.9027 | 0.0 | 0.4949 | 0.6004 | 0.0 | nan | 0.0 | 0.3038 | 0.0 | 0.0 | 0.9206 | 0.8923 | 0.9688 | 0.0 | 0.0005 | 0.4644 | 0.0 | nan | 0.7267 | 0.8940 | 0.5718 | 0.7306 | 0.4407 | nan | 0.4602 | 0.5414 | 0.0 | 0.8186 | 0.0 | 0.0 | nan | 0.0 | 0.4707 | 0.0 | 0.0 | 0.7159 | 0.0 | 0.3832 | 0.4837 | 0.0 | nan | 0.0 | 0.2414 | 0.0 | 0.0 | 0.8461 | 0.7605 | 0.9218 | 0.0 | 0.0005 | 0.3304 | 0.0 | | 0.2192 | 8.2 | 3280 | 0.5025 | 0.3340 | 0.4031 | 0.8612 | nan | 0.8296 | 0.9587 | 0.7066 | 0.8294 | 0.6055 | nan | 0.5831 | 0.7952 | 0.0 | 0.9406 | 0.0 | 0.0 | nan | 0.0 | 0.6312 | 0.0 | 0.0 | 0.8687 | 0.0 | 0.5282 | 0.5888 | 0.0 | nan | 0.0 | 0.3280 | 0.0 | 0.0 | 0.9213 | 0.9002 | 0.9686 | 0.0 | 0.0008 | 0.5121 | 0.0 | nan | 0.7292 | 0.8884 | 0.6255 | 0.6936 | 0.4344 | nan | 0.4738 | 0.5272 | 0.0 | 0.8197 | 0.0 | 0.0 | nan | 0.0 | 0.4721 | 0.0 | 0.0 | 0.7198 | 0.0 | 0.3785 | 0.4816 | 0.0 | nan | 0.0 | 0.2525 | 0.0 | 0.0 | 0.8455 | 0.7536 | 0.9231 | 0.0 | 0.0008 | 0.3333 | 0.0 | | 0.3164 | 8.25 | 3300 | 0.5091 | 0.3307 | 0.3985 | 0.8604 | nan | 0.8461 | 0.9477 | 0.6770 | 0.8525 | 0.6419 | nan | 0.5858 | 0.7839 | 0.0 | 0.9440 | 0.0 | 0.0 | nan | 0.0 | 0.5681 | 0.0 | 0.0 | 0.8881 | 0.0 | 0.5760 | 0.5712 | 0.0 | nan | 0.0 | 0.3126 | 0.0 | 0.0 | 0.9178 | 0.9070 | 0.9681 | 0.0 | 0.0005 | 0.3644 | 0.0 | nan | 0.7243 | 0.8934 | 0.6073 | 0.7121 | 0.4389 | nan | 0.4767 | 0.5487 | 0.0 | 0.8049 | 0.0 | 0.0 | nan | 0.0 | 0.4354 | 0.0 | 0.0 | 0.7152 | 0.0 | 0.3806 | 0.4662 | 0.0 | nan | 0.0 | 0.2490 | 0.0 | 0.0 | 0.8447 | 0.7497 | 0.9230 | 0.0 | 0.0005 | 0.2810 | 0.0 | | 0.2422 | 8.3 | 3320 | 0.5094 | 0.3316 | 0.3961 | 0.8599 | nan | 0.8480 | 0.9497 | 0.6642 | 0.8462 | 0.6084 | nan | 0.5776 | 0.7764 | 0.0 | 0.9300 | 0.0 | 0.0 | nan | 0.0 | 0.5956 | 0.0 | 0.0 | 0.9112 | 0.0 | 0.5116 | 0.5757 | 0.0 | nan | 0.0 | 0.3272 | 0.0 | 0.0 | 0.9128 | 0.9199 | 0.9645 | 0.0 | 0.0019 | 0.3596 | 0.0 | nan | 0.7241 | 0.8913 | 0.6014 | 0.7076 | 0.4395 | nan | 0.4733 | 0.5570 | 0.0 | 0.8116 | 0.0 | 0.0 | nan | 0.0 | 0.4733 | 0.0 | 0.0 | 0.7093 | 0.0 | 0.3819 | 0.4721 | 0.0 | nan | 0.0 | 0.2543 | 0.0 | 0.0 | 0.8430 | 0.7359 | 0.9237 | 0.0 | 0.0019 | 0.2781 | 0.0 | | 0.2059 | 8.35 | 3340 | 0.5124 | 0.3326 | 0.3965 | 0.8604 | nan | 0.8287 | 0.9558 | 0.6835 | 0.8190 | 0.6446 | nan | 0.5971 | 0.7732 | 0.0 | 0.9365 | 0.0 | 0.0 | nan | 0.0 | 0.6057 | 0.0 | 0.0 | 0.9197 | 0.0 | 0.4854 | 0.5597 | 0.0 | nan | 0.0 | 0.3477 | 0.0 | 0.0 | 0.9155 | 0.8993 | 0.9699 | 0.0 | 0.0015 | 0.3481 | 0.0 | nan | 0.7275 | 0.8898 | 0.6147 | 0.6876 | 0.4473 | nan | 0.4771 | 0.5542 | 0.0 | 0.8068 | 0.0 | 0.0 | nan | 0.0 | 0.4774 | 0.0 | 0.0 | 0.7029 | 0.0 | 0.3809 | 0.4761 | 0.0 | nan | 0.0 | 0.2639 | 0.0 | 0.0 | 0.8460 | 0.7606 | 0.9217 | 0.0 | 0.0015 | 0.2737 | 0.0 | | 0.4715 | 8.4 | 3360 | 0.5091 | 0.3339 | 0.3972 | 0.8612 | nan | 0.8532 | 0.9494 | 0.6418 | 0.8538 | 0.6039 | nan | 0.5897 | 0.7764 | 0.0 | 0.9130 | 0.0 | 0.0 | nan | 0.0 | 0.6347 | 0.0 | 0.0 | 0.9133 | 0.0 | 0.5009 | 0.5310 | 0.0 | nan | 0.0 | 0.3487 | 0.0 | 0.0 | 0.9243 | 0.9135 | 0.9684 | 0.0 | 0.0017 | 0.3969 | 0.0 | nan | 0.7272 | 0.8913 | 0.5862 | 0.7102 | 0.4465 | nan | 0.4771 | 0.5522 | 0.0 | 0.8247 | 0.0 | 0.0 | nan | 0.0 | 0.5041 | 0.0 | 0.0 | 0.7088 | 0.0 | 0.3843 | 0.4682 | 0.0 | nan | 0.0 | 0.2631 | 0.0 | 0.0 | 0.8433 | 0.7376 | 0.9225 | 0.0 | 0.0017 | 0.3030 | 0.0 | | 0.2273 | 8.45 | 3380 | 0.5109 | 0.3334 | 0.4002 | 0.8615 | nan | 0.8355 | 0.9516 | 0.6732 | 0.8607 | 0.6210 | nan | 0.5978 | 0.7895 | 0.0 | 0.9370 | 0.0 | 0.0 | nan | 0.0 | 0.6041 | 0.0 | 0.0 | 0.9008 | 0.0 | 0.5054 | 0.5390 | 0.0 | nan | 0.0 | 0.3700 | 0.0 | 0.0 | 0.9185 | 0.9118 | 0.9698 | 0.0 | 0.0012 | 0.4207 | 0.0 | nan | 0.7336 | 0.8916 | 0.6046 | 0.6914 | 0.4461 | nan | 0.4815 | 0.5473 | 0.0 | 0.8142 | 0.0 | 0.0 | nan | 0.0 | 0.4724 | 0.0 | 0.0 | 0.7169 | 0.0 | 0.3771 | 0.4684 | 0.0 | nan | 0.0 | 0.2700 | 0.0 | 0.0 | 0.8462 | 0.7461 | 0.9227 | 0.0 | 0.0012 | 0.3040 | 0.0 | | 0.3574 | 8.5 | 3400 | 0.5104 | 0.3305 | 0.3953 | 0.8597 | nan | 0.8398 | 0.9561 | 0.6710 | 0.8069 | 0.6259 | nan | 0.5775 | 0.7799 | 0.0 | 0.9375 | 0.0 | 0.0 | nan | 0.0 | 0.5869 | 0.0 | 0.0 | 0.9042 | 0.0 | 0.5103 | 0.4920 | 0.0 | nan | 0.0 | 0.3655 | 0.0 | 0.0 | 0.9175 | 0.9066 | 0.9688 | 0.0 | 0.0008 | 0.4070 | 0.0 | nan | 0.7310 | 0.8859 | 0.6094 | 0.6723 | 0.4474 | nan | 0.4730 | 0.5506 | 0.0 | 0.8140 | 0.0 | 0.0 | nan | 0.0 | 0.4517 | 0.0 | 0.0 | 0.7165 | 0.0 | 0.3690 | 0.4300 | 0.0 | nan | 0.0 | 0.2697 | 0.0 | 0.0 | 0.8465 | 0.7569 | 0.9229 | 0.0 | 0.0008 | 0.2983 | 0.0 | | 0.3476 | 8.55 | 3420 | 0.4991 | 0.3328 | 0.3988 | 0.8620 | nan | 0.8457 | 0.9567 | 0.6882 | 0.8295 | 0.6244 | nan | 0.5629 | 0.7814 | 0.0 | 0.9270 | 0.0 | 0.0 | nan | 0.0 | 0.6536 | 0.0 | 0.0 | 0.8941 | 0.0 | 0.5220 | 0.5063 | 0.0 | nan | 0.0 | 0.3468 | 0.0 | 0.0 | 0.9271 | 0.8998 | 0.9683 | 0.0 | 0.0003 | 0.4289 | 0.0 | nan | 0.7348 | 0.8910 | 0.6148 | 0.7020 | 0.4386 | nan | 0.4674 | 0.5530 | 0.0 | 0.8255 | 0.0 | 0.0 | nan | 0.0 | 0.4658 | 0.0 | 0.0 | 0.7186 | 0.0 | 0.3678 | 0.4341 | 0.0 | nan | 0.0 | 0.2642 | 0.0 | 0.0 | 0.8434 | 0.7590 | 0.9232 | 0.0 | 0.0003 | 0.3144 | 0.0 | | 0.3728 | 8.6 | 3440 | 0.5029 | 0.3331 | 0.3994 | 0.8618 | nan | 0.8387 | 0.9484 | 0.7098 | 0.8829 | 0.6024 | nan | 0.5643 | 0.7591 | 0.0 | 0.9298 | 0.0 | 0.0 | nan | 0.0 | 0.6295 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.5154 | 0.5666 | 0.0 | nan | 0.0 | 0.3372 | 0.0 | 0.0 | 0.9267 | 0.9077 | 0.9673 | 0.0 | 0.0015 | 0.3931 | 0.0 | nan | 0.7372 | 0.8923 | 0.5936 | 0.7159 | 0.4306 | nan | 0.4657 | 0.5657 | 0.0 | 0.8217 | 0.0 | 0.0 | nan | 0.0 | 0.4689 | 0.0 | 0.0 | 0.7171 | 0.0 | 0.3759 | 0.4701 | 0.0 | nan | 0.0 | 0.2607 | 0.0 | 0.0 | 0.8440 | 0.7472 | 0.9236 | 0.0 | 0.0015 | 0.2945 | 0.0 | | 0.3215 | 8.65 | 3460 | 0.5001 | 0.3317 | 0.3966 | 0.8617 | nan | 0.8409 | 0.9522 | 0.6916 | 0.8789 | 0.6052 | nan | 0.5472 | 0.7743 | 0.0 | 0.9375 | 0.0 | 0.0 | nan | 0.0 | 0.6106 | 0.0 | 0.0 | 0.9060 | 0.0 | 0.5107 | 0.5587 | 0.0 | nan | 0.0 | 0.3397 | 0.0 | 0.0 | 0.9219 | 0.9049 | 0.9687 | 0.0 | 0.0009 | 0.3458 | 0.0 | nan | 0.7373 | 0.8924 | 0.6030 | 0.7149 | 0.4208 | nan | 0.4623 | 0.5638 | 0.0 | 0.8139 | 0.0 | 0.0 | nan | 0.0 | 0.4601 | 0.0 | 0.0 | 0.7135 | 0.0 | 0.3776 | 0.4696 | 0.0 | nan | 0.0 | 0.2622 | 0.0 | 0.0 | 0.8446 | 0.7534 | 0.9230 | 0.0 | 0.0009 | 0.2691 | 0.0 | | 0.4356 | 8.7 | 3480 | 0.5057 | 0.3301 | 0.3949 | 0.8606 | nan | 0.8475 | 0.9565 | 0.6858 | 0.8473 | 0.5677 | nan | 0.5664 | 0.7822 | 0.0 | 0.9409 | 0.0 | 0.0 | nan | 0.0 | 0.6240 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.5442 | 0.5624 | 0.0 | nan | 0.0 | 0.3118 | 0.0 | 0.0 | 0.9114 | 0.9083 | 0.9653 | 0.0 | 0.0005 | 0.3137 | 0.0 | nan | 0.7341 | 0.8887 | 0.6047 | 0.7018 | 0.4274 | nan | 0.4696 | 0.5607 | 0.0 | 0.8099 | 0.0 | 0.0 | nan | 0.0 | 0.4581 | 0.0 | 0.0 | 0.7119 | 0.0 | 0.3788 | 0.4647 | 0.0 | nan | 0.0 | 0.2515 | 0.0 | 0.0 | 0.8455 | 0.7520 | 0.9238 | 0.0 | 0.0005 | 0.2482 | 0.0 | | 0.6613 | 8.75 | 3500 | 0.5102 | 0.3327 | 0.3972 | 0.8606 | nan | 0.8291 | 0.9565 | 0.7071 | 0.8434 | 0.6047 | nan | 0.5574 | 0.7827 | 0.0 | 0.9328 | 0.0 | 0.0 | nan | 0.0 | 0.6421 | 0.0 | 0.0 | 0.8954 | 0.0 | 0.5175 | 0.5439 | 0.0 | nan | 0.0 | 0.3320 | 0.0 | 0.0 | 0.9286 | 0.9025 | 0.9656 | 0.0 | 0.0009 | 0.3710 | 0.0 | nan | 0.7357 | 0.8859 | 0.6202 | 0.6805 | 0.4237 | nan | 0.4675 | 0.5528 | 0.0 | 0.8207 | 0.0 | 0.0 | nan | 0.0 | 0.4908 | 0.0 | 0.0 | 0.7162 | 0.0 | 0.3851 | 0.4645 | 0.0 | nan | 0.0 | 0.2578 | 0.0 | 0.0 | 0.8449 | 0.7582 | 0.9246 | 0.0 | 0.0009 | 0.2829 | 0.0 | | 0.2286 | 8.8 | 3520 | 0.5043 | 0.3332 | 0.4014 | 0.8612 | nan | 0.8477 | 0.9511 | 0.6811 | 0.8473 | 0.5966 | nan | 0.5674 | 0.8045 | 0.0 | 0.9322 | 0.0 | 0.0 | nan | 0.0 | 0.7107 | 0.0 | 0.0 | 0.8905 | 0.0 | 0.5294 | 0.5589 | 0.0 | nan | 0.0 | 0.3282 | 0.0 | 0.0 | 0.9295 | 0.9030 | 0.9731 | 0.0 | 0.0003 | 0.3936 | 0.0 | nan | 0.7347 | 0.8896 | 0.6042 | 0.6983 | 0.4228 | nan | 0.4699 | 0.5478 | 0.0 | 0.8227 | 0.0 | 0.0 | nan | 0.0 | 0.4964 | 0.0 | 0.0 | 0.7171 | 0.0 | 0.3830 | 0.4736 | 0.0 | nan | 0.0 | 0.2552 | 0.0 | 0.0 | 0.8441 | 0.7488 | 0.9203 | 0.0 | 0.0003 | 0.2991 | 0.0 | | 0.5112 | 8.85 | 3540 | 0.5066 | 0.3330 | 0.4009 | 0.8607 | nan | 0.8456 | 0.9551 | 0.6827 | 0.8328 | 0.5947 | nan | 0.5432 | 0.8081 | 0.0 | 0.9257 | 0.0 | 0.0 | nan | 0.0 | 0.7082 | 0.0 | 0.0 | 0.8912 | 0.0 | 0.5458 | 0.5710 | 0.0 | nan | 0.0 | 0.3294 | 0.0 | 0.0 | 0.9227 | 0.9104 | 0.9731 | 0.0 | 0.0007 | 0.3885 | 0.0 | nan | 0.7358 | 0.8884 | 0.6060 | 0.6924 | 0.4196 | nan | 0.4633 | 0.5515 | 0.0 | 0.8246 | 0.0 | 0.0 | nan | 0.0 | 0.5041 | 0.0 | 0.0 | 0.7150 | 0.0 | 0.3862 | 0.4705 | 0.0 | nan | 0.0 | 0.2566 | 0.0 | 0.0 | 0.8446 | 0.7494 | 0.9208 | 0.0 | 0.0007 | 0.2937 | 0.0 | | 0.2001 | 8.9 | 3560 | 0.5062 | 0.3323 | 0.3985 | 0.8608 | nan | 0.8616 | 0.9486 | 0.6559 | 0.8483 | 0.5931 | nan | 0.5557 | 0.8030 | 0.0 | 0.9372 | 0.0 | 0.0 | nan | 0.0 | 0.6620 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.5201 | 0.5532 | 0.0 | nan | 0.0 | 0.3315 | 0.0 | 0.0 | 0.9194 | 0.9065 | 0.9742 | 0.0 | 0.0011 | 0.3765 | 0.0 | nan | 0.7221 | 0.8908 | 0.5735 | 0.7319 | 0.4276 | nan | 0.4633 | 0.5559 | 0.0 | 0.8147 | 0.0 | 0.0 | nan | 0.0 | 0.4853 | 0.0 | 0.0 | 0.7133 | 0.0 | 0.3848 | 0.4727 | 0.0 | nan | 0.0 | 0.2587 | 0.0 | 0.0 | 0.8458 | 0.7556 | 0.9197 | 0.0 | 0.0011 | 0.2856 | 0.0 | | 0.4449 | 8.95 | 3580 | 0.5070 | 0.3339 | 0.4017 | 0.8621 | nan | 0.8382 | 0.9518 | 0.6850 | 0.8674 | 0.6389 | nan | 0.5610 | 0.8051 | 0.0 | 0.9349 | 0.0 | 0.0 | nan | 0.0 | 0.6780 | 0.0 | 0.0 | 0.9031 | 0.0 | 0.5389 | 0.5243 | 0.0 | nan | 0.0 | 0.3420 | 0.0 | 0.0 | 0.9239 | 0.8957 | 0.9721 | 0.0 | 0.0010 | 0.3909 | 0.0 | nan | 0.7346 | 0.8926 | 0.6133 | 0.7150 | 0.4256 | nan | 0.4659 | 0.5535 | 0.0 | 0.8186 | 0.0 | 0.0 | nan | 0.0 | 0.4980 | 0.0 | 0.0 | 0.7149 | 0.0 | 0.3800 | 0.4462 | 0.0 | nan | 0.0 | 0.2630 | 0.0 | 0.0 | 0.8463 | 0.7667 | 0.9214 | 0.0 | 0.0010 | 0.2952 | 0.0 | | 0.5528 | 9.0 | 3600 | 0.5069 | 0.3323 | 0.3980 | 0.8607 | nan | 0.8544 | 0.9505 | 0.6579 | 0.8515 | 0.6126 | nan | 0.5407 | 0.7794 | 0.0 | 0.9402 | 0.0 | 0.0 | nan | 0.0 | 0.6528 | 0.0 | 0.0 | 0.8853 | 0.0 | 0.5449 | 0.5210 | 0.0 | nan | 0.0 | 0.3233 | 0.0 | 0.0 | 0.9271 | 0.9107 | 0.9678 | 0.0 | 0.0025 | 0.4164 | 0.0 | nan | 0.7252 | 0.8907 | 0.6020 | 0.7089 | 0.4306 | nan | 0.4598 | 0.5602 | 0.0 | 0.8158 | 0.0 | 0.0 | nan | 0.0 | 0.4872 | 0.0 | 0.0 | 0.7213 | 0.0 | 0.3830 | 0.4383 | 0.0 | nan | 0.0 | 0.2521 | 0.0 | 0.0 | 0.8432 | 0.7532 | 0.9231 | 0.0 | 0.0025 | 0.3053 | 0.0 | | 0.2328 | 9.05 | 3620 | 0.5070 | 0.3334 | 0.3984 | 0.8620 | nan | 0.8472 | 0.9541 | 0.6656 | 0.8739 | 0.5919 | nan | 0.5629 | 0.7770 | 0.0 | 0.9416 | 0.0 | 0.0 | nan | 0.0 | 0.6339 | 0.0 | 0.0 | 0.8930 | 0.0 | 0.5268 | 0.5231 | 0.0 | nan | 0.0 | 0.3440 | 0.0 | 0.0 | 0.9200 | 0.9090 | 0.9711 | 0.0 | 0.0028 | 0.4117 | 0.0 | nan | 0.7263 | 0.8912 | 0.6041 | 0.7111 | 0.4369 | nan | 0.4712 | 0.5604 | 0.0 | 0.8146 | 0.0 | 0.0 | nan | 0.0 | 0.4792 | 0.0 | 0.0 | 0.7210 | 0.0 | 0.3851 | 0.4437 | 0.0 | nan | 0.0 | 0.2611 | 0.0 | 0.0 | 0.8456 | 0.7568 | 0.9215 | 0.0 | 0.0028 | 0.3022 | 0.0 | | 0.2324 | 9.1 | 3640 | 0.5062 | 0.3327 | 0.3976 | 0.8619 | nan | 0.8482 | 0.9542 | 0.6546 | 0.8663 | 0.6266 | nan | 0.5457 | 0.7925 | 0.0 | 0.9348 | 0.0 | 0.0 | nan | 0.0 | 0.6466 | 0.0 | 0.0 | 0.9013 | 0.0 | 0.5276 | 0.5083 | 0.0 | nan | 0.0 | 0.3420 | 0.0 | 0.0 | 0.9210 | 0.9122 | 0.9683 | 0.0 | 0.0020 | 0.3724 | 0.0 | nan | 0.7298 | 0.8916 | 0.5968 | 0.7104 | 0.4382 | nan | 0.4663 | 0.5614 | 0.0 | 0.8163 | 0.0 | 0.0 | nan | 0.0 | 0.4880 | 0.0 | 0.0 | 0.7187 | 0.0 | 0.3855 | 0.4376 | 0.0 | nan | 0.0 | 0.2610 | 0.0 | 0.0 | 0.8454 | 0.7588 | 0.9236 | 0.0 | 0.0020 | 0.2836 | 0.0 | | 0.3582 | 9.15 | 3660 | 0.5074 | 0.3317 | 0.3981 | 0.8616 | nan | 0.8538 | 0.9512 | 0.6518 | 0.8663 | 0.6249 | nan | 0.5704 | 0.7998 | 0.0 | 0.9389 | 0.0 | 0.0 | nan | 0.0 | 0.6558 | 0.0 | 0.0 | 0.9009 | 0.0 | 0.5349 | 0.4816 | 0.0 | nan | 0.0 | 0.3398 | 0.0 | 0.0 | 0.9190 | 0.9122 | 0.9704 | 0.0 | 0.0005 | 0.3682 | 0.0 | nan | 0.7275 | 0.8925 | 0.5900 | 0.7143 | 0.4460 | nan | 0.4727 | 0.5529 | 0.0 | 0.8144 | 0.0 | 0.0 | nan | 0.0 | 0.4836 | 0.0 | 0.0 | 0.7185 | 0.0 | 0.3814 | 0.4207 | 0.0 | nan | 0.0 | 0.2602 | 0.0 | 0.0 | 0.8445 | 0.7577 | 0.9219 | 0.0 | 0.0005 | 0.2838 | 0.0 | | 0.3549 | 9.2 | 3680 | 0.5050 | 0.3343 | 0.3997 | 0.8630 | nan | 0.8323 | 0.9570 | 0.6858 | 0.8634 | 0.6097 | nan | 0.6074 | 0.7945 | 0.0 | 0.9414 | 0.0 | 0.0 | nan | 0.0 | 0.6485 | 0.0 | 0.0 | 0.9043 | 0.0 | 0.5285 | 0.4922 | 0.0 | nan | 0.0 | 0.3433 | 0.0 | 0.0 | 0.9199 | 0.9101 | 0.9687 | 0.0 | 0.0006 | 0.3824 | 0.0 | nan | 0.7353 | 0.8903 | 0.6169 | 0.7155 | 0.4411 | nan | 0.4873 | 0.5549 | 0.0 | 0.8110 | 0.0 | 0.0 | nan | 0.0 | 0.4889 | 0.0 | 0.0 | 0.7173 | 0.0 | 0.3845 | 0.4338 | 0.0 | nan | 0.0 | 0.2634 | 0.0 | 0.0 | 0.8453 | 0.7589 | 0.9233 | 0.0 | 0.0006 | 0.2943 | 0.0 | | 0.2044 | 9.25 | 3700 | 0.5051 | 0.3350 | 0.3999 | 0.8626 | nan | 0.8512 | 0.9529 | 0.6664 | 0.8516 | 0.6323 | nan | 0.5947 | 0.7924 | 0.0 | 0.9321 | 0.0 | 0.0 | nan | 0.0 | 0.6447 | 0.0 | 0.0 | 0.9161 | 0.0 | 0.5253 | 0.5003 | 0.0 | nan | 0.0 | 0.3555 | 0.0 | 0.0 | 0.9118 | 0.9035 | 0.9714 | 0.0 | 0.0018 | 0.3936 | 0.0 | nan | 0.7291 | 0.8916 | 0.6054 | 0.7171 | 0.4488 | nan | 0.4850 | 0.5580 | 0.0 | 0.8164 | 0.0 | 0.0 | nan | 0.0 | 0.4939 | 0.0 | 0.0 | 0.7113 | 0.0 | 0.3838 | 0.4383 | 0.0 | nan | 0.0 | 0.2700 | 0.0 | 0.0 | 0.8465 | 0.7658 | 0.9210 | 0.0 | 0.0018 | 0.3023 | 0.0 | | 0.2446 | 9.3 | 3720 | 0.5030 | 0.3346 | 0.3997 | 0.8629 | nan | 0.8521 | 0.9520 | 0.6690 | 0.8542 | 0.6262 | nan | 0.5859 | 0.7897 | 0.0 | 0.9342 | 0.0 | 0.0 | nan | 0.0 | 0.6436 | 0.0 | 0.0 | 0.8990 | 0.0 | 0.5412 | 0.5025 | 0.0 | nan | 0.0 | 0.3331 | 0.0 | 0.0 | 0.9239 | 0.9075 | 0.9699 | 0.0 | 0.0012 | 0.4070 | 0.0 | nan | 0.7282 | 0.8928 | 0.5983 | 0.7268 | 0.4440 | nan | 0.4814 | 0.5570 | 0.0 | 0.8184 | 0.0 | 0.0 | nan | 0.0 | 0.4939 | 0.0 | 0.0 | 0.7192 | 0.0 | 0.3819 | 0.4334 | 0.0 | nan | 0.0 | 0.2590 | 0.0 | 0.0 | 0.8449 | 0.7595 | 0.9226 | 0.0 | 0.0012 | 0.3090 | 0.0 | | 0.4304 | 9.35 | 3740 | 0.5059 | 0.3341 | 0.4000 | 0.8626 | nan | 0.8611 | 0.9480 | 0.6555 | 0.8566 | 0.6283 | nan | 0.5766 | 0.7884 | 0.0 | 0.9345 | 0.0 | 0.0 | nan | 0.0 | 0.6515 | 0.0 | 0.0 | 0.8963 | 0.0 | 0.5551 | 0.5071 | 0.0 | nan | 0.0 | 0.3245 | 0.0 | 0.0 | 0.9270 | 0.9061 | 0.9722 | 0.0 | 0.0014 | 0.4101 | 0.0 | nan | 0.7255 | 0.8949 | 0.5879 | 0.7312 | 0.4432 | nan | 0.4746 | 0.5611 | 0.0 | 0.8188 | 0.0 | 0.0 | nan | 0.0 | 0.4915 | 0.0 | 0.0 | 0.7188 | 0.0 | 0.3833 | 0.4363 | 0.0 | nan | 0.0 | 0.2542 | 0.0 | 0.0 | 0.8444 | 0.7557 | 0.9212 | 0.0 | 0.0014 | 0.3142 | 0.0 | | 0.2588 | 9.4 | 3760 | 0.5021 | 0.3350 | 0.4017 | 0.8627 | nan | 0.8472 | 0.9525 | 0.6787 | 0.8524 | 0.6224 | nan | 0.5635 | 0.7954 | 0.0 | 0.9313 | 0.0 | 0.0 | nan | 0.0 | 0.6508 | 0.0 | 0.0 | 0.8922 | 0.0 | 0.5305 | 0.5289 | 0.0 | nan | 0.0 | 0.3487 | 0.0 | 0.0 | 0.9250 | 0.9146 | 0.9706 | 0.0 | 0.0025 | 0.4445 | 0.0 | nan | 0.7309 | 0.8934 | 0.6009 | 0.7138 | 0.4390 | nan | 0.4744 | 0.5574 | 0.0 | 0.8227 | 0.0 | 0.0 | nan | 0.0 | 0.4939 | 0.0 | 0.0 | 0.7219 | 0.0 | 0.3838 | 0.4494 | 0.0 | nan | 0.0 | 0.2635 | 0.0 | 0.0 | 0.8446 | 0.7483 | 0.9229 | 0.0 | 0.0025 | 0.3225 | 0.0 | | 0.2119 | 9.45 | 3780 | 0.5013 | 0.3353 | 0.4009 | 0.8628 | nan | 0.8374 | 0.9551 | 0.6953 | 0.8547 | 0.6074 | nan | 0.5668 | 0.7922 | 0.0 | 0.9278 | 0.0 | 0.0 | nan | 0.0 | 0.6525 | 0.0 | 0.0 | 0.9062 | 0.0 | 0.5282 | 0.5396 | 0.0 | nan | 0.0 | 0.3521 | 0.0 | 0.0 | 0.9214 | 0.9166 | 0.9637 | 0.0 | 0.0023 | 0.4071 | 0.0 | nan | 0.7349 | 0.8926 | 0.6146 | 0.7018 | 0.4347 | nan | 0.4748 | 0.5605 | 0.0 | 0.8233 | 0.0 | 0.0 | nan | 0.0 | 0.4956 | 0.0 | 0.0 | 0.7165 | 0.0 | 0.3907 | 0.4601 | 0.0 | nan | 0.0 | 0.2663 | 0.0 | 0.0 | 0.8458 | 0.7437 | 0.9248 | 0.0 | 0.0023 | 0.3107 | 0.0 | | 0.3602 | 9.5 | 3800 | 0.5001 | 0.3359 | 0.4029 | 0.8630 | nan | 0.8477 | 0.9533 | 0.6792 | 0.8746 | 0.6007 | nan | 0.5703 | 0.7876 | 0.0 | 0.9290 | 0.0 | 0.0 | nan | 0.0 | 0.6544 | 0.0 | 0.0 | 0.8841 | 0.0 | 0.5509 | 0.5496 | 0.0 | nan | 0.0 | 0.3605 | 0.0 | 0.0 | 0.9223 | 0.9088 | 0.9716 | 0.0 | 0.0042 | 0.4422 | 0.0 | nan | 0.7300 | 0.8939 | 0.6027 | 0.7141 | 0.4382 | nan | 0.4733 | 0.5647 | 0.0 | 0.8244 | 0.0 | 0.0 | nan | 0.0 | 0.4943 | 0.0 | 0.0 | 0.7215 | 0.0 | 0.3884 | 0.4546 | 0.0 | nan | 0.0 | 0.2682 | 0.0 | 0.0 | 0.8459 | 0.7519 | 0.9223 | 0.0 | 0.0042 | 0.3211 | 0.0 | | 0.3596 | 9.55 | 3820 | 0.5028 | 0.3356 | 0.4031 | 0.8627 | nan | 0.8429 | 0.9501 | 0.6709 | 0.8786 | 0.6145 | nan | 0.5972 | 0.7853 | 0.0 | 0.9249 | 0.0 | 0.0 | nan | 0.0 | 0.6541 | 0.0 | 0.0 | 0.8860 | 0.0 | 0.5516 | 0.5548 | 0.0 | nan | 0.0 | 0.3424 | 0.0 | 0.0 | 0.9266 | 0.9132 | 0.9706 | 0.0 | 0.0040 | 0.4269 | 0.0 | nan | 0.7313 | 0.8955 | 0.6033 | 0.7161 | 0.4375 | nan | 0.4782 | 0.5677 | 0.0 | 0.8254 | 0.0 | 0.0 | nan | 0.0 | 0.4954 | 0.0 | 0.0 | 0.7200 | 0.0 | 0.3870 | 0.4558 | 0.0 | nan | 0.0 | 0.2607 | 0.0 | 0.0 | 0.8439 | 0.7446 | 0.9230 | 0.0 | 0.0040 | 0.3152 | 0.0 | | 0.1618 | 9.6 | 3840 | 0.5027 | 0.3349 | 0.4009 | 0.8631 | nan | 0.8443 | 0.9513 | 0.6816 | 0.8709 | 0.6367 | nan | 0.5743 | 0.7922 | 0.0 | 0.9313 | 0.0 | 0.0 | nan | 0.0 | 0.6455 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.5386 | 0.5307 | 0.0 | nan | 0.0 | 0.3294 | 0.0 | 0.0 | 0.9198 | 0.9116 | 0.9678 | 0.0 | 0.0024 | 0.3921 | 0.0 | nan | 0.7331 | 0.8958 | 0.6113 | 0.7142 | 0.4373 | nan | 0.4746 | 0.5649 | 0.0 | 0.8208 | 0.0 | 0.0 | nan | 0.0 | 0.4937 | 0.0 | 0.0 | 0.7160 | 0.0 | 0.3872 | 0.4513 | 0.0 | nan | 0.0 | 0.2579 | 0.0 | 0.0 | 0.8466 | 0.7498 | 0.9237 | 0.0 | 0.0024 | 0.3011 | 0.0 | | 0.3248 | 9.65 | 3860 | 0.5019 | 0.3351 | 0.4010 | 0.8630 | nan | 0.8368 | 0.9550 | 0.6750 | 0.8657 | 0.6173 | nan | 0.5786 | 0.7971 | 0.0 | 0.9302 | 0.0 | 0.0 | nan | 0.0 | 0.6513 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.5448 | 0.5378 | 0.0 | nan | 0.0 | 0.3320 | 0.0 | 0.0 | 0.9278 | 0.9084 | 0.9684 | 0.0 | 0.0027 | 0.4099 | 0.0 | nan | 0.7329 | 0.8936 | 0.6129 | 0.7080 | 0.4386 | nan | 0.4756 | 0.5595 | 0.0 | 0.8233 | 0.0 | 0.0 | nan | 0.0 | 0.4967 | 0.0 | 0.0 | 0.7186 | 0.0 | 0.3875 | 0.4537 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.8450 | 0.7491 | 0.9239 | 0.0 | 0.0027 | 0.3085 | 0.0 | | 0.2453 | 9.7 | 3880 | 0.5017 | 0.3349 | 0.4020 | 0.8630 | nan | 0.8353 | 0.9550 | 0.6888 | 0.8622 | 0.6032 | nan | 0.5871 | 0.8023 | 0.0 | 0.9382 | 0.0 | 0.0 | nan | 0.0 | 0.6545 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.5229 | 0.5678 | 0.0 | nan | 0.0 | 0.3499 | 0.0 | 0.0 | 0.9268 | 0.9034 | 0.9737 | 0.0 | 0.0015 | 0.3965 | 0.0 | nan | 0.7323 | 0.8927 | 0.6113 | 0.7031 | 0.4392 | nan | 0.4779 | 0.5499 | 0.0 | 0.8184 | 0.0 | 0.0 | nan | 0.0 | 0.4905 | 0.0 | 0.0 | 0.7189 | 0.0 | 0.3911 | 0.4690 | 0.0 | nan | 0.0 | 0.2648 | 0.0 | 0.0 | 0.8455 | 0.7542 | 0.9207 | 0.0 | 0.0015 | 0.3022 | 0.0 | | 0.1806 | 9.75 | 3900 | 0.5077 | 0.3345 | 0.4028 | 0.8622 | nan | 0.8265 | 0.9536 | 0.7033 | 0.8593 | 0.6410 | nan | 0.5829 | 0.7988 | 0.0 | 0.9422 | 0.0 | 0.0 | nan | 0.0 | 0.6510 | 0.0 | 0.0 | 0.8951 | 0.0 | 0.5256 | 0.5560 | 0.0 | nan | 0.0 | 0.3534 | 0.0 | 0.0 | 0.9217 | 0.9061 | 0.9736 | 0.0 | 0.0015 | 0.3939 | 0.0 | nan | 0.7322 | 0.8926 | 0.6123 | 0.7034 | 0.4338 | nan | 0.4765 | 0.5529 | 0.0 | 0.8139 | 0.0 | 0.0 | nan | 0.0 | 0.4896 | 0.0 | 0.0 | 0.7196 | 0.0 | 0.3880 | 0.4634 | 0.0 | nan | 0.0 | 0.2663 | 0.0 | 0.0 | 0.8467 | 0.7571 | 0.9205 | 0.0 | 0.0015 | 0.2983 | 0.0 | | 0.2304 | 9.8 | 3920 | 0.5031 | 0.3335 | 0.4006 | 0.8616 | nan | 0.8446 | 0.9487 | 0.6844 | 0.8610 | 0.6197 | nan | 0.5669 | 0.8028 | 0.0 | 0.9304 | 0.0 | 0.0 | nan | 0.0 | 0.6597 | 0.0 | 0.0 | 0.8880 | 0.0 | 0.5229 | 0.5268 | 0.0 | nan | 0.0 | 0.3339 | 0.0 | 0.0 | 0.9337 | 0.9111 | 0.9712 | 0.0 | 0.0014 | 0.4127 | 0.0 | nan | 0.7305 | 0.8928 | 0.5928 | 0.7114 | 0.4340 | nan | 0.4734 | 0.5523 | 0.0 | 0.8231 | 0.0 | 0.0 | nan | 0.0 | 0.4956 | 0.0 | 0.0 | 0.7204 | 0.0 | 0.3856 | 0.4507 | 0.0 | nan | 0.0 | 0.2569 | 0.0 | 0.0 | 0.8405 | 0.7445 | 0.9219 | 0.0 | 0.0014 | 0.3094 | 0.0 | | 0.4254 | 9.85 | 3940 | 0.5017 | 0.3347 | 0.4030 | 0.8621 | nan | 0.8486 | 0.9453 | 0.6676 | 0.8672 | 0.6292 | nan | 0.5922 | 0.8086 | 0.0 | 0.9359 | 0.0 | 0.0 | nan | 0.0 | 0.6462 | 0.0 | 0.0 | 0.9005 | 0.0 | 0.5243 | 0.5506 | 0.0 | nan | 0.0 | 0.3475 | 0.0 | 0.0 | 0.9265 | 0.9061 | 0.9662 | 0.0 | 0.0025 | 0.4269 | 0.0 | nan | 0.7284 | 0.8943 | 0.5861 | 0.7158 | 0.4345 | nan | 0.4780 | 0.5507 | 0.0 | 0.8202 | 0.0 | 0.0 | nan | 0.0 | 0.4933 | 0.0 | 0.0 | 0.7197 | 0.0 | 0.3851 | 0.4646 | 0.0 | nan | 0.0 | 0.2649 | 0.0 | 0.0 | 0.8460 | 0.7536 | 0.9245 | 0.0 | 0.0025 | 0.3135 | 0.0 | | 0.4458 | 9.9 | 3960 | 0.5053 | 0.3338 | 0.4010 | 0.8616 | nan | 0.8520 | 0.9496 | 0.6683 | 0.8631 | 0.5919 | nan | 0.5839 | 0.7966 | 0.0 | 0.9355 | 0.0 | 0.0 | nan | 0.0 | 0.6470 | 0.0 | 0.0 | 0.9033 | 0.0 | 0.5407 | 0.5456 | 0.0 | nan | 0.0 | 0.3294 | 0.0 | 0.0 | 0.9143 | 0.9126 | 0.9700 | 0.0 | 0.0035 | 0.4240 | 0.0 | nan | 0.7279 | 0.8924 | 0.5850 | 0.7144 | 0.4364 | nan | 0.4776 | 0.5567 | 0.0 | 0.8202 | 0.0 | 0.0 | nan | 0.0 | 0.4919 | 0.0 | 0.0 | 0.7181 | 0.0 | 0.3822 | 0.4567 | 0.0 | nan | 0.0 | 0.2582 | 0.0 | 0.0 | 0.8475 | 0.7467 | 0.9226 | 0.0 | 0.0035 | 0.3100 | 0.0 | | 0.4539 | 9.95 | 3980 | 0.5068 | 0.3324 | 0.3974 | 0.8612 | nan | 0.8555 | 0.9476 | 0.6411 | 0.8650 | 0.5977 | nan | 0.5588 | 0.7964 | 0.0 | 0.9328 | 0.0 | 0.0 | nan | 0.0 | 0.6389 | 0.0 | 0.0 | 0.9109 | 0.0 | 0.5344 | 0.5445 | 0.0 | nan | 0.0 | 0.3130 | 0.0 | 0.0 | 0.9243 | 0.9155 | 0.9645 | 0.0 | 0.0014 | 0.3780 | 0.0 | nan | 0.7247 | 0.8940 | 0.5799 | 0.7150 | 0.4343 | nan | 0.4683 | 0.5587 | 0.0 | 0.8182 | 0.0 | 0.0 | nan | 0.0 | 0.4902 | 0.0 | 0.0 | 0.7141 | 0.0 | 0.3868 | 0.4622 | 0.0 | nan | 0.0 | 0.2504 | 0.0 | 0.0 | 0.8448 | 0.7385 | 0.9242 | 0.0 | 0.0014 | 0.2972 | 0.0 | | 0.3016 | 10.0 | 4000 | 0.5030 | 0.3338 | 0.4003 | 0.8621 | nan | 0.8504 | 0.9481 | 0.6649 | 0.8739 | 0.6017 | nan | 0.5652 | 0.8056 | 0.0 | 0.9321 | 0.0 | 0.0 | nan | 0.0 | 0.6484 | 0.0 | 0.0 | 0.9052 | 0.0 | 0.5216 | 0.5440 | 0.0 | nan | 0.0 | 0.3397 | 0.0 | 0.0 | 0.9282 | 0.9021 | 0.9671 | 0.0 | 0.0021 | 0.4099 | 0.0 | nan | 0.7271 | 0.8940 | 0.5845 | 0.7074 | 0.4377 | nan | 0.4698 | 0.5492 | 0.0 | 0.8218 | 0.0 | 0.0 | nan | 0.0 | 0.4926 | 0.0 | 0.0 | 0.7177 | 0.0 | 0.3855 | 0.4617 | 0.0 | nan | 0.0 | 0.2627 | 0.0 | 0.0 | 0.8451 | 0.7540 | 0.9238 | 0.0 | 0.0021 | 0.3099 | 0.0 | ### Framework versions - Transformers 4.32.1 - Pytorch 2.2.0+cpu - Datasets 2.17.0 - Tokenizers 0.13.3

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

heroza/segformer-finetuned-biofilm-randaug

# segformer-finetuned-biofilm-randaug This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm dataset. It achieves the following results on the evaluation set: - Loss: 0.4306 - Mean Iou: 0.3057 - Mean Accuracy: 0.6114 - Overall Accuracy: 0.6114 - Accuracy Background: nan - Accuracy Biofilm: 0.6114 - Iou Background: 0.0 - Iou Biofilm: 0.6114 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Biofilm | Iou Background | Iou Biofilm | |:-------------:|:------:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------:|:-----------:| | No log | 1.0 | 17 | 0.6674 | 0.4844 | 0.9688 | 0.9688 | nan | 0.9688 | 0.0 | 0.9688 | | No log | 2.0 | 34 | 0.5518 | 0.4793 | 0.9586 | 0.9586 | nan | 0.9586 | 0.0 | 0.9586 | | No log | 3.0 | 51 | 0.4222 | 0.4466 | 0.8932 | 0.8932 | nan | 0.8932 | 0.0 | 0.8932 | | No log | 4.0 | 68 | 0.3177 | 0.4490 | 0.8981 | 0.8981 | nan | 0.8981 | 0.0 | 0.8981 | | No log | 5.0 | 85 | 0.2738 | 0.3556 | 0.7111 | 0.7111 | nan | 0.7111 | 0.0 | 0.7111 | | 0.4889 | 6.0 | 102 | 0.2759 | 0.2803 | 0.5605 | 0.5605 | nan | 0.5605 | 0.0 | 0.5605 | | 0.4889 | 7.0 | 119 | 0.2249 | 0.2976 | 0.5952 | 0.5952 | nan | 0.5952 | 0.0 | 0.5952 | | 0.4889 | 8.0 | 136 | 0.2192 | 0.3665 | 0.7330 | 0.7330 | nan | 0.7330 | 0.0 | 0.7330 | | 0.4889 | 9.0 | 153 | 0.2162 | 0.3126 | 0.6251 | 0.6251 | nan | 0.6251 | 0.0 | 0.6251 | | 0.4889 | 10.0 | 170 | 0.2030 | 0.2166 | 0.4333 | 0.4333 | nan | 0.4333 | 0.0 | 0.4333 | | 0.4889 | 11.0 | 187 | 0.1832 | 0.1711 | 0.3421 | 0.3421 | nan | 0.3421 | 0.0 | 0.3421 | | 0.2609 | 12.0 | 204 | 0.1986 | 0.1989 | 0.3979 | 0.3979 | nan | 0.3979 | 0.0 | 0.3979 | | 0.2609 | 13.0 | 221 | 0.1815 | 0.2160 | 0.4319 | 0.4319 | nan | 0.4319 | 0.0 | 0.4319 | | 0.2609 | 14.0 | 238 | 0.1765 | 0.2622 | 0.5245 | 0.5245 | nan | 0.5245 | 0.0 | 0.5245 | | 0.2609 | 15.0 | 255 | 0.1582 | 0.3057 | 0.6114 | 0.6114 | nan | 0.6114 | 0.0 | 0.6114 | | 0.2609 | 16.0 | 272 | 0.1587 | 0.2145 | 0.4289 | 0.4289 | nan | 0.4289 | 0.0 | 0.4289 | | 0.2609 | 17.0 | 289 | 0.1613 | 0.2606 | 0.5212 | 0.5212 | nan | 0.5212 | 0.0 | 0.5212 | | 0.1999 | 18.0 | 306 | 0.1600 | 0.2311 | 0.4623 | 0.4623 | nan | 0.4623 | 0.0 | 0.4623 | | 0.1999 | 19.0 | 323 | 0.1679 | 0.3086 | 0.6173 | 0.6173 | nan | 0.6173 | 0.0 | 0.6173 | | 0.1999 | 20.0 | 340 | 0.1552 | 0.3064 | 0.6129 | 0.6129 | nan | 0.6129 | 0.0 | 0.6129 | | 0.1999 | 21.0 | 357 | 0.1766 | 0.2478 | 0.4956 | 0.4956 | nan | 0.4956 | 0.0 | 0.4956 | | 0.1999 | 22.0 | 374 | 0.1458 | 0.2863 | 0.5726 | 0.5726 | nan | 0.5726 | 0.0 | 0.5726 | | 0.1999 | 23.0 | 391 | 0.1632 | 0.2746 | 0.5492 | 0.5492 | nan | 0.5492 | 0.0 | 0.5492 | | 0.1578 | 24.0 | 408 | 0.1879 | 0.2251 | 0.4501 | 0.4501 | nan | 0.4501 | 0.0 | 0.4501 | | 0.1578 | 25.0 | 425 | 0.2066 | 0.1449 | 0.2898 | 0.2898 | nan | 0.2898 | 0.0 | 0.2898 | | 0.1578 | 26.0 | 442 | 0.1912 | 0.2241 | 0.4482 | 0.4482 | nan | 0.4482 | 0.0 | 0.4482 | | 0.1578 | 27.0 | 459 | 0.1981 | 0.2262 | 0.4524 | 0.4524 | nan | 0.4524 | 0.0 | 0.4524 | | 0.1578 | 28.0 | 476 | 0.1459 | 0.3215 | 0.6431 | 0.6431 | nan | 0.6431 | 0.0 | 0.6431 | | 0.1578 | 29.0 | 493 | 0.1668 | 0.2364 | 0.4728 | 0.4728 | nan | 0.4728 | 0.0 | 0.4728 | | 0.1261 | 30.0 | 510 | 0.1760 | 0.2889 | 0.5777 | 0.5777 | nan | 0.5777 | 0.0 | 0.5777 | | 0.1261 | 31.0 | 527 | 0.1763 | 0.2784 | 0.5569 | 0.5569 | nan | 0.5569 | 0.0 | 0.5569 | | 0.1261 | 32.0 | 544 | 0.1706 | 0.2825 | 0.5649 | 0.5649 | nan | 0.5649 | 0.0 | 0.5649 | | 0.1261 | 33.0 | 561 | 0.2034 | 0.2156 | 0.4311 | 0.4311 | nan | 0.4311 | 0.0 | 0.4311 | | 0.1261 | 34.0 | 578 | 0.1936 | 0.3185 | 0.6371 | 0.6371 | nan | 0.6371 | 0.0 | 0.6371 | | 0.1261 | 35.0 | 595 | 0.2123 | 0.3298 | 0.6596 | 0.6596 | nan | 0.6596 | 0.0 | 0.6596 | | 0.1059 | 36.0 | 612 | 0.1412 | 0.3405 | 0.6809 | 0.6809 | nan | 0.6809 | 0.0 | 0.6809 | | 0.1059 | 37.0 | 629 | 0.2145 | 0.1968 | 0.3937 | 0.3937 | nan | 0.3937 | 0.0 | 0.3937 | | 0.1059 | 38.0 | 646 | 0.1642 | 0.3003 | 0.6006 | 0.6006 | nan | 0.6006 | 0.0 | 0.6006 | | 0.1059 | 39.0 | 663 | 0.1624 | 0.2944 | 0.5887 | 0.5887 | nan | 0.5887 | 0.0 | 0.5887 | | 0.1059 | 40.0 | 680 | 0.1407 | 0.3553 | 0.7107 | 0.7107 | nan | 0.7107 | 0.0 | 0.7107 | | 0.1059 | 41.0 | 697 | 0.1870 | 0.3126 | 0.6252 | 0.6252 | nan | 0.6252 | 0.0 | 0.6252 | | 0.0872 | 42.0 | 714 | 0.2347 | 0.1837 | 0.3674 | 0.3674 | nan | 0.3674 | 0.0 | 0.3674 | | 0.0872 | 43.0 | 731 | 0.1563 | 0.3162 | 0.6325 | 0.6325 | nan | 0.6325 | 0.0 | 0.6325 | | 0.0872 | 44.0 | 748 | 0.1643 | 0.3404 | 0.6808 | 0.6808 | nan | 0.6808 | 0.0 | 0.6808 | | 0.0872 | 45.0 | 765 | 0.1649 | 0.3465 | 0.6930 | 0.6930 | nan | 0.6930 | 0.0 | 0.6930 | | 0.0872 | 46.0 | 782 | 0.1919 | 0.2682 | 0.5364 | 0.5364 | nan | 0.5364 | 0.0 | 0.5364 | | 0.0872 | 47.0 | 799 | 0.1742 | 0.2860 | 0.5721 | 0.5721 | nan | 0.5721 | 0.0 | 0.5721 | | 0.0752 | 48.0 | 816 | 0.2261 | 0.2519 | 0.5038 | 0.5038 | nan | 0.5038 | 0.0 | 0.5038 | | 0.0752 | 49.0 | 833 | 0.2543 | 0.1762 | 0.3525 | 0.3525 | nan | 0.3525 | 0.0 | 0.3525 | | 0.0752 | 50.0 | 850 | 0.1658 | 0.3234 | 0.6467 | 0.6467 | nan | 0.6467 | 0.0 | 0.6467 | | 0.0752 | 51.0 | 867 | 0.1978 | 0.2601 | 0.5202 | 0.5202 | nan | 0.5202 | 0.0 | 0.5202 | | 0.0752 | 52.0 | 884 | 0.1715 | 0.3039 | 0.6078 | 0.6078 | nan | 0.6078 | 0.0 | 0.6078 | | 0.0689 | 53.0 | 901 | 0.1934 | 0.3212 | 0.6424 | 0.6424 | nan | 0.6424 | 0.0 | 0.6424 | | 0.0689 | 54.0 | 918 | 0.1992 | 0.2743 | 0.5487 | 0.5487 | nan | 0.5487 | 0.0 | 0.5487 | | 0.0689 | 55.0 | 935 | 0.2585 | 0.2042 | 0.4084 | 0.4084 | nan | 0.4084 | 0.0 | 0.4084 | | 0.0689 | 56.0 | 952 | 0.2068 | 0.3436 | 0.6873 | 0.6873 | nan | 0.6873 | 0.0 | 0.6873 | | 0.0689 | 57.0 | 969 | 0.2734 | 0.1813 | 0.3626 | 0.3626 | nan | 0.3626 | 0.0 | 0.3626 | | 0.0689 | 58.0 | 986 | 0.2364 | 0.2680 | 0.5361 | 0.5361 | nan | 0.5361 | 0.0 | 0.5361 | | 0.0645 | 59.0 | 1003 | 0.1642 | 0.3341 | 0.6682 | 0.6682 | nan | 0.6682 | 0.0 | 0.6682 | | 0.0645 | 60.0 | 1020 | 0.2442 | 0.2592 | 0.5184 | 0.5184 | nan | 0.5184 | 0.0 | 0.5184 | | 0.0645 | 61.0 | 1037 | 0.2419 | 0.2353 | 0.4706 | 0.4706 | nan | 0.4706 | 0.0 | 0.4706 | | 0.0645 | 62.0 | 1054 | 0.1654 | 0.2982 | 0.5964 | 0.5964 | nan | 0.5964 | 0.0 | 0.5964 | | 0.0645 | 63.0 | 1071 | 0.2362 | 0.2378 | 0.4756 | 0.4756 | nan | 0.4756 | 0.0 | 0.4756 | | 0.0645 | 64.0 | 1088 | 0.2227 | 0.2483 | 0.4965 | 0.4965 | nan | 0.4965 | 0.0 | 0.4965 | | 0.0561 | 65.0 | 1105 | 0.2380 | 0.2635 | 0.5270 | 0.5270 | nan | 0.5270 | 0.0 | 0.5270 | | 0.0561 | 66.0 | 1122 | 0.2745 | 0.1629 | 0.3258 | 0.3258 | nan | 0.3258 | 0.0 | 0.3258 | | 0.0561 | 67.0 | 1139 | 0.1961 | 0.3244 | 0.6487 | 0.6487 | nan | 0.6487 | 0.0 | 0.6487 | | 0.0561 | 68.0 | 1156 | 0.1577 | 0.3272 | 0.6544 | 0.6544 | nan | 0.6544 | 0.0 | 0.6544 | | 0.0561 | 69.0 | 1173 | 0.1463 | 0.3780 | 0.7560 | 0.7560 | nan | 0.7560 | 0.0 | 0.7560 | | 0.0561 | 70.0 | 1190 | 0.2141 | 0.2545 | 0.5091 | 0.5091 | nan | 0.5091 | 0.0 | 0.5091 | | 0.0549 | 71.0 | 1207 | 0.2394 | 0.2334 | 0.4668 | 0.4668 | nan | 0.4668 | 0.0 | 0.4668 | | 0.0549 | 72.0 | 1224 | 0.2085 | 0.2973 | 0.5946 | 0.5946 | nan | 0.5946 | 0.0 | 0.5946 | | 0.0549 | 73.0 | 1241 | 0.3042 | 0.2044 | 0.4089 | 0.4089 | nan | 0.4089 | 0.0 | 0.4089 | | 0.0549 | 74.0 | 1258 | 0.2356 | 0.2256 | 0.4511 | 0.4511 | nan | 0.4511 | 0.0 | 0.4511 | | 0.0549 | 75.0 | 1275 | 0.3331 | 0.1956 | 0.3912 | 0.3912 | nan | 0.3912 | 0.0 | 0.3912 | | 0.0549 | 76.0 | 1292 | 0.2038 | 0.2883 | 0.5765 | 0.5765 | nan | 0.5765 | 0.0 | 0.5765 | | 0.052 | 77.0 | 1309 | 0.2562 | 0.2729 | 0.5458 | 0.5458 | nan | 0.5458 | 0.0 | 0.5458 | | 0.052 | 78.0 | 1326 | 0.2636 | 0.2572 | 0.5144 | 0.5144 | nan | 0.5144 | 0.0 | 0.5144 | | 0.052 | 79.0 | 1343 | 0.2173 | 0.2927 | 0.5855 | 0.5855 | nan | 0.5855 | 0.0 | 0.5855 | | 0.052 | 80.0 | 1360 | 0.2501 | 0.2696 | 0.5392 | 0.5392 | nan | 0.5392 | 0.0 | 0.5392 | | 0.052 | 81.0 | 1377 | 0.2161 | 0.2966 | 0.5931 | 0.5931 | nan | 0.5931 | 0.0 | 0.5931 | | 0.052 | 82.0 | 1394 | 0.1909 | 0.3241 | 0.6483 | 0.6483 | nan | 0.6483 | 0.0 | 0.6483 | | 0.0443 | 83.0 | 1411 | 0.2050 | 0.3288 | 0.6575 | 0.6575 | nan | 0.6575 | 0.0 | 0.6575 | | 0.0443 | 84.0 | 1428 | 0.2235 | 0.2729 | 0.5457 | 0.5457 | nan | 0.5457 | 0.0 | 0.5457 | | 0.0443 | 85.0 | 1445 | 0.1675 | 0.3638 | 0.7277 | 0.7277 | nan | 0.7277 | 0.0 | 0.7277 | | 0.0443 | 86.0 | 1462 | 0.2688 | 0.2368 | 0.4736 | 0.4736 | nan | 0.4736 | 0.0 | 0.4736 | | 0.0443 | 87.0 | 1479 | 0.2157 | 0.3284 | 0.6567 | 0.6567 | nan | 0.6567 | 0.0 | 0.6567 | | 0.0443 | 88.0 | 1496 | 0.1939 | 0.3152 | 0.6305 | 0.6305 | nan | 0.6305 | 0.0 | 0.6305 | | 0.0415 | 89.0 | 1513 | 0.2414 | 0.2721 | 0.5443 | 0.5443 | nan | 0.5443 | 0.0 | 0.5443 | | 0.0415 | 90.0 | 1530 | 0.2420 | 0.2787 | 0.5574 | 0.5574 | nan | 0.5574 | 0.0 | 0.5574 | | 0.0415 | 91.0 | 1547 | 0.2366 | 0.2895 | 0.5791 | 0.5791 | nan | 0.5791 | 0.0 | 0.5791 | | 0.0415 | 92.0 | 1564 | 0.2166 | 0.3065 | 0.6129 | 0.6129 | nan | 0.6129 | 0.0 | 0.6129 | | 0.0415 | 93.0 | 1581 | 0.2434 | 0.2527 | 0.5054 | 0.5054 | nan | 0.5054 | 0.0 | 0.5054 | | 0.0415 | 94.0 | 1598 | 0.2563 | 0.2580 | 0.5160 | 0.5160 | nan | 0.5160 | 0.0 | 0.5160 | | 0.0388 | 95.0 | 1615 | 0.2248 | 0.3255 | 0.6510 | 0.6510 | nan | 0.6510 | 0.0 | 0.6510 | | 0.0388 | 96.0 | 1632 | 0.2401 | 0.3084 | 0.6168 | 0.6168 | nan | 0.6168 | 0.0 | 0.6168 | | 0.0388 | 97.0 | 1649 | 0.2428 | 0.2843 | 0.5686 | 0.5686 | nan | 0.5686 | 0.0 | 0.5686 | | 0.0388 | 98.0 | 1666 | 0.2312 | 0.3100 | 0.6201 | 0.6201 | nan | 0.6201 | 0.0 | 0.6201 | | 0.0388 | 99.0 | 1683 | 0.1953 | 0.3197 | 0.6393 | 0.6393 | nan | 0.6393 | 0.0 | 0.6393 | | 0.0373 | 100.0 | 1700 | 0.2306 | 0.3005 | 0.6011 | 0.6011 | nan | 0.6011 | 0.0 | 0.6011 | | 0.0373 | 101.0 | 1717 | 0.2107 | 0.3189 | 0.6378 | 0.6378 | nan | 0.6378 | 0.0 | 0.6378 | | 0.0373 | 102.0 | 1734 | 0.2802 | 0.2345 | 0.4690 | 0.4690 | nan | 0.4690 | 0.0 | 0.4690 | | 0.0373 | 103.0 | 1751 | 0.2648 | 0.2681 | 0.5362 | 0.5362 | nan | 0.5362 | 0.0 | 0.5362 | | 0.0373 | 104.0 | 1768 | 0.2315 | 0.2959 | 0.5917 | 0.5917 | nan | 0.5917 | 0.0 | 0.5917 | | 0.0373 | 105.0 | 1785 | 0.1873 | 0.3414 | 0.6827 | 0.6827 | nan | 0.6827 | 0.0 | 0.6827 | | 0.0342 | 106.0 | 1802 | 0.2400 | 0.2910 | 0.5820 | 0.5820 | nan | 0.5820 | 0.0 | 0.5820 | | 0.0342 | 107.0 | 1819 | 0.2519 | 0.2744 | 0.5488 | 0.5488 | nan | 0.5488 | 0.0 | 0.5488 | | 0.0342 | 108.0 | 1836 | 0.2480 | 0.3019 | 0.6039 | 0.6039 | nan | 0.6039 | 0.0 | 0.6039 | | 0.0342 | 109.0 | 1853 | 0.1951 | 0.3181 | 0.6361 | 0.6361 | nan | 0.6361 | 0.0 | 0.6361 | | 0.0342 | 110.0 | 1870 | 0.2524 | 0.2850 | 0.5700 | 0.5700 | nan | 0.5700 | 0.0 | 0.5700 | | 0.0342 | 111.0 | 1887 | 0.2509 | 0.2905 | 0.5810 | 0.5810 | nan | 0.5810 | 0.0 | 0.5810 | | 0.035 | 112.0 | 1904 | 0.2675 | 0.2813 | 0.5626 | 0.5626 | nan | 0.5626 | 0.0 | 0.5626 | | 0.035 | 113.0 | 1921 | 0.2675 | 0.2514 | 0.5029 | 0.5029 | nan | 0.5029 | 0.0 | 0.5029 | | 0.035 | 114.0 | 1938 | 0.2168 | 0.2963 | 0.5925 | 0.5925 | nan | 0.5925 | 0.0 | 0.5925 | | 0.035 | 115.0 | 1955 | 0.2993 | 0.2421 | 0.4842 | 0.4842 | nan | 0.4842 | 0.0 | 0.4842 | | 0.035 | 116.0 | 1972 | 0.2444 | 0.2834 | 0.5667 | 0.5667 | nan | 0.5667 | 0.0 | 0.5667 | | 0.035 | 117.0 | 1989 | 0.2413 | 0.3029 | 0.6059 | 0.6059 | nan | 0.6059 | 0.0 | 0.6059 | | 0.0309 | 118.0 | 2006 | 0.2579 | 0.2634 | 0.5268 | 0.5268 | nan | 0.5268 | 0.0 | 0.5268 | | 0.0309 | 119.0 | 2023 | 0.2970 | 0.2105 | 0.4210 | 0.4210 | nan | 0.4210 | 0.0 | 0.4210 | | 0.0309 | 120.0 | 2040 | 0.2393 | 0.3094 | 0.6188 | 0.6188 | nan | 0.6188 | 0.0 | 0.6188 | | 0.0309 | 121.0 | 2057 | 0.2451 | 0.3052 | 0.6104 | 0.6104 | nan | 0.6104 | 0.0 | 0.6104 | | 0.0309 | 122.0 | 2074 | 0.2217 | 0.3164 | 0.6328 | 0.6328 | nan | 0.6328 | 0.0 | 0.6328 | | 0.0309 | 123.0 | 2091 | 0.3259 | 0.2213 | 0.4425 | 0.4425 | nan | 0.4425 | 0.0 | 0.4425 | | 0.0309 | 124.0 | 2108 | 0.2079 | 0.3135 | 0.6271 | 0.6271 | nan | 0.6271 | 0.0 | 0.6271 | | 0.0309 | 125.0 | 2125 | 0.2401 | 0.2751 | 0.5501 | 0.5501 | nan | 0.5501 | 0.0 | 0.5501 | | 0.0309 | 126.0 | 2142 | 0.2544 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 | | 0.0309 | 127.0 | 2159 | 0.2099 | 0.3293 | 0.6585 | 0.6585 | nan | 0.6585 | 0.0 | 0.6585 | | 0.0309 | 128.0 | 2176 | 0.2413 | 0.2934 | 0.5868 | 0.5868 | nan | 0.5868 | 0.0 | 0.5868 | | 0.0309 | 129.0 | 2193 | 0.2365 | 0.2859 | 0.5717 | 0.5717 | nan | 0.5717 | 0.0 | 0.5717 | | 0.0292 | 130.0 | 2210 | 0.2953 | 0.2527 | 0.5054 | 0.5054 | nan | 0.5054 | 0.0 | 0.5054 | | 0.0292 | 131.0 | 2227 | 0.2130 | 0.3461 | 0.6922 | 0.6922 | nan | 0.6922 | 0.0 | 0.6922 | | 0.0292 | 132.0 | 2244 | 0.2623 | 0.2781 | 0.5562 | 0.5562 | nan | 0.5562 | 0.0 | 0.5562 | | 0.0292 | 133.0 | 2261 | 0.2711 | 0.2683 | 0.5366 | 0.5366 | nan | 0.5366 | 0.0 | 0.5366 | | 0.0292 | 134.0 | 2278 | 0.3353 | 0.2347 | 0.4693 | 0.4693 | nan | 0.4693 | 0.0 | 0.4693 | | 0.0292 | 135.0 | 2295 | 0.2565 | 0.2801 | 0.5602 | 0.5602 | nan | 0.5602 | 0.0 | 0.5602 | | 0.027 | 136.0 | 2312 | 0.2862 | 0.2654 | 0.5308 | 0.5308 | nan | 0.5308 | 0.0 | 0.5308 | | 0.027 | 137.0 | 2329 | 0.2559 | 0.2845 | 0.5691 | 0.5691 | nan | 0.5691 | 0.0 | 0.5691 | | 0.027 | 138.0 | 2346 | 0.3036 | 0.2306 | 0.4612 | 0.4612 | nan | 0.4612 | 0.0 | 0.4612 | | 0.027 | 139.0 | 2363 | 0.2488 | 0.2880 | 0.5759 | 0.5759 | nan | 0.5759 | 0.0 | 0.5759 | | 0.027 | 140.0 | 2380 | 0.3199 | 0.2499 | 0.4999 | 0.4999 | nan | 0.4999 | 0.0 | 0.4999 | | 0.027 | 141.0 | 2397 | 0.2886 | 0.2628 | 0.5257 | 0.5257 | nan | 0.5257 | 0.0 | 0.5257 | | 0.0252 | 142.0 | 2414 | 0.3268 | 0.2443 | 0.4886 | 0.4886 | nan | 0.4886 | 0.0 | 0.4886 | | 0.0252 | 143.0 | 2431 | 0.2823 | 0.2895 | 0.5789 | 0.5789 | nan | 0.5789 | 0.0 | 0.5789 | | 0.0252 | 144.0 | 2448 | 0.2377 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 | | 0.0252 | 145.0 | 2465 | 0.2820 | 0.2937 | 0.5874 | 0.5874 | nan | 0.5874 | 0.0 | 0.5874 | | 0.0252 | 146.0 | 2482 | 0.2880 | 0.2930 | 0.5859 | 0.5859 | nan | 0.5859 | 0.0 | 0.5859 | | 0.0252 | 147.0 | 2499 | 0.2945 | 0.2652 | 0.5305 | 0.5305 | nan | 0.5305 | 0.0 | 0.5305 | | 0.0259 | 148.0 | 2516 | 0.2535 | 0.3036 | 0.6071 | 0.6071 | nan | 0.6071 | 0.0 | 0.6071 | | 0.0259 | 149.0 | 2533 | 0.2400 | 0.3087 | 0.6175 | 0.6175 | nan | 0.6175 | 0.0 | 0.6175 | | 0.0259 | 150.0 | 2550 | 0.2727 | 0.2967 | 0.5935 | 0.5935 | nan | 0.5935 | 0.0 | 0.5935 | | 0.0259 | 151.0 | 2567 | 0.2657 | 0.2979 | 0.5959 | 0.5959 | nan | 0.5959 | 0.0 | 0.5959 | | 0.0259 | 152.0 | 2584 | 0.2841 | 0.2768 | 0.5535 | 0.5535 | nan | 0.5535 | 0.0 | 0.5535 | | 0.0254 | 153.0 | 2601 | 0.2791 | 0.2798 | 0.5595 | 0.5595 | nan | 0.5595 | 0.0 | 0.5595 | | 0.0254 | 154.0 | 2618 | 0.2479 | 0.3126 | 0.6253 | 0.6253 | nan | 0.6253 | 0.0 | 0.6253 | | 0.0254 | 155.0 | 2635 | 0.2676 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 | | 0.0254 | 156.0 | 2652 | 0.2739 | 0.2887 | 0.5774 | 0.5774 | nan | 0.5774 | 0.0 | 0.5774 | | 0.0254 | 157.0 | 2669 | 0.2819 | 0.2740 | 0.5480 | 0.5480 | nan | 0.5480 | 0.0 | 0.5480 | | 0.0254 | 158.0 | 2686 | 0.3070 | 0.2606 | 0.5212 | 0.5212 | nan | 0.5212 | 0.0 | 0.5212 | | 0.0227 | 159.0 | 2703 | 0.3424 | 0.2430 | 0.4859 | 0.4859 | nan | 0.4859 | 0.0 | 0.4859 | | 0.0227 | 160.0 | 2720 | 0.2430 | 0.3139 | 0.6277 | 0.6277 | nan | 0.6277 | 0.0 | 0.6277 | | 0.0227 | 161.0 | 2737 | 0.2543 | 0.3147 | 0.6294 | 0.6294 | nan | 0.6294 | 0.0 | 0.6294 | | 0.0227 | 162.0 | 2754 | 0.2940 | 0.2663 | 0.5326 | 0.5326 | nan | 0.5326 | 0.0 | 0.5326 | | 0.0227 | 163.0 | 2771 | 0.2740 | 0.2860 | 0.5720 | 0.5720 | nan | 0.5720 | 0.0 | 0.5720 | | 0.0227 | 164.0 | 2788 | 0.2627 | 0.3038 | 0.6077 | 0.6077 | nan | 0.6077 | 0.0 | 0.6077 | | 0.0252 | 165.0 | 2805 | 0.2962 | 0.2780 | 0.5560 | 0.5560 | nan | 0.5560 | 0.0 | 0.5560 | | 0.0252 | 166.0 | 2822 | 0.2378 | 0.3219 | 0.6438 | 0.6438 | nan | 0.6438 | 0.0 | 0.6438 | | 0.0252 | 167.0 | 2839 | 0.2764 | 0.2984 | 0.5969 | 0.5969 | nan | 0.5969 | 0.0 | 0.5969 | | 0.0252 | 168.0 | 2856 | 0.2967 | 0.2638 | 0.5275 | 0.5275 | nan | 0.5275 | 0.0 | 0.5275 | | 0.0252 | 169.0 | 2873 | 0.3079 | 0.2656 | 0.5312 | 0.5312 | nan | 0.5312 | 0.0 | 0.5312 | | 0.0252 | 170.0 | 2890 | 0.2756 | 0.2822 | 0.5644 | 0.5644 | nan | 0.5644 | 0.0 | 0.5644 | | 0.0209 | 171.0 | 2907 | 0.2951 | 0.2918 | 0.5837 | 0.5837 | nan | 0.5837 | 0.0 | 0.5837 | | 0.0209 | 172.0 | 2924 | 0.3033 | 0.2662 | 0.5323 | 0.5323 | nan | 0.5323 | 0.0 | 0.5323 | | 0.0209 | 173.0 | 2941 | 0.3063 | 0.2787 | 0.5574 | 0.5574 | nan | 0.5574 | 0.0 | 0.5574 | | 0.0209 | 174.0 | 2958 | 0.3466 | 0.2723 | 0.5447 | 0.5447 | nan | 0.5447 | 0.0 | 0.5447 | | 0.0209 | 175.0 | 2975 | 0.2581 | 0.3308 | 0.6615 | 0.6615 | nan | 0.6615 | 0.0 | 0.6615 | | 0.0209 | 176.0 | 2992 | 0.2857 | 0.2992 | 0.5984 | 0.5984 | nan | 0.5984 | 0.0 | 0.5984 | | 0.023 | 177.0 | 3009 | 0.3121 | 0.2833 | 0.5667 | 0.5667 | nan | 0.5667 | 0.0 | 0.5667 | | 0.023 | 178.0 | 3026 | 0.2946 | 0.2924 | 0.5848 | 0.5848 | nan | 0.5848 | 0.0 | 0.5848 | | 0.023 | 179.0 | 3043 | 0.3218 | 0.2661 | 0.5322 | 0.5322 | nan | 0.5322 | 0.0 | 0.5322 | | 0.023 | 180.0 | 3060 | 0.2708 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 | | 0.023 | 181.0 | 3077 | 0.2583 | 0.3168 | 0.6335 | 0.6335 | nan | 0.6335 | 0.0 | 0.6335 | | 0.023 | 182.0 | 3094 | 0.2973 | 0.2877 | 0.5753 | 0.5753 | nan | 0.5753 | 0.0 | 0.5753 | | 0.0219 | 183.0 | 3111 | 0.2475 | 0.3187 | 0.6375 | 0.6375 | nan | 0.6375 | 0.0 | 0.6375 | | 0.0219 | 184.0 | 3128 | 0.3199 | 0.2603 | 0.5206 | 0.5206 | nan | 0.5206 | 0.0 | 0.5206 | | 0.0219 | 185.0 | 3145 | 0.3216 | 0.2710 | 0.5421 | 0.5421 | nan | 0.5421 | 0.0 | 0.5421 | | 0.0219 | 186.0 | 3162 | 0.2588 | 0.3185 | 0.6370 | 0.6370 | nan | 0.6370 | 0.0 | 0.6370 | | 0.0219 | 187.0 | 3179 | 0.3004 | 0.2752 | 0.5504 | 0.5504 | nan | 0.5504 | 0.0 | 0.5504 | | 0.0219 | 188.0 | 3196 | 0.3277 | 0.2858 | 0.5715 | 0.5715 | nan | 0.5715 | 0.0 | 0.5715 | | 0.0202 | 189.0 | 3213 | 0.3171 | 0.2589 | 0.5177 | 0.5177 | nan | 0.5177 | 0.0 | 0.5177 | | 0.0202 | 190.0 | 3230 | 0.3149 | 0.3120 | 0.6240 | 0.6240 | nan | 0.6240 | 0.0 | 0.6240 | | 0.0202 | 191.0 | 3247 | 0.3082 | 0.2806 | 0.5613 | 0.5613 | nan | 0.5613 | 0.0 | 0.5613 | | 0.0202 | 192.0 | 3264 | 0.2720 | 0.3069 | 0.6138 | 0.6138 | nan | 0.6138 | 0.0 | 0.6138 | | 0.0202 | 193.0 | 3281 | 0.3200 | 0.2755 | 0.5510 | 0.5510 | nan | 0.5510 | 0.0 | 0.5510 | | 0.0202 | 194.0 | 3298 | 0.3433 | 0.2613 | 0.5227 | 0.5227 | nan | 0.5227 | 0.0 | 0.5227 | | 0.0237 | 195.0 | 3315 | 0.3030 | 0.2728 | 0.5457 | 0.5457 | nan | 0.5457 | 0.0 | 0.5457 | | 0.0237 | 196.0 | 3332 | 0.2819 | 0.3170 | 0.6340 | 0.6340 | nan | 0.6340 | 0.0 | 0.6340 | | 0.0237 | 197.0 | 3349 | 0.3183 | 0.2835 | 0.5669 | 0.5669 | nan | 0.5669 | 0.0 | 0.5669 | | 0.0237 | 198.0 | 3366 | 0.3097 | 0.2933 | 0.5866 | 0.5866 | nan | 0.5866 | 0.0 | 0.5866 | | 0.0237 | 199.0 | 3383 | 0.3036 | 0.2938 | 0.5875 | 0.5875 | nan | 0.5875 | 0.0 | 0.5875 | | 0.0205 | 200.0 | 3400 | 0.2574 | 0.3236 | 0.6472 | 0.6472 | nan | 0.6472 | 0.0 | 0.6472 | | 0.0205 | 201.0 | 3417 | 0.3599 | 0.2607 | 0.5214 | 0.5214 | nan | 0.5214 | 0.0 | 0.5214 | | 0.0205 | 202.0 | 3434 | 0.2962 | 0.2975 | 0.5949 | 0.5949 | nan | 0.5949 | 0.0 | 0.5949 | | 0.0205 | 203.0 | 3451 | 0.3501 | 0.2784 | 0.5569 | 0.5569 | nan | 0.5569 | 0.0 | 0.5569 | | 0.0205 | 204.0 | 3468 | 0.3454 | 0.2505 | 0.5010 | 0.5010 | nan | 0.5010 | 0.0 | 0.5010 | | 0.0205 | 205.0 | 3485 | 0.2727 | 0.3116 | 0.6231 | 0.6231 | nan | 0.6231 | 0.0 | 0.6231 | | 0.0193 | 206.0 | 3502 | 0.2819 | 0.3079 | 0.6158 | 0.6158 | nan | 0.6158 | 0.0 | 0.6158 | | 0.0193 | 207.0 | 3519 | 0.3562 | 0.2504 | 0.5008 | 0.5008 | nan | 0.5008 | 0.0 | 0.5008 | | 0.0193 | 208.0 | 3536 | 0.3218 | 0.2848 | 0.5695 | 0.5695 | nan | 0.5695 | 0.0 | 0.5695 | | 0.0193 | 209.0 | 3553 | 0.3169 | 0.2918 | 0.5837 | 0.5837 | nan | 0.5837 | 0.0 | 0.5837 | | 0.0193 | 210.0 | 3570 | 0.3461 | 0.2552 | 0.5104 | 0.5104 | nan | 0.5104 | 0.0 | 0.5104 | | 0.0193 | 211.0 | 3587 | 0.2890 | 0.3014 | 0.6028 | 0.6028 | nan | 0.6028 | 0.0 | 0.6028 | | 0.0189 | 212.0 | 3604 | 0.3352 | 0.2722 | 0.5444 | 0.5444 | nan | 0.5444 | 0.0 | 0.5444 | | 0.0189 | 213.0 | 3621 | 0.3063 | 0.2986 | 0.5972 | 0.5972 | nan | 0.5972 | 0.0 | 0.5972 | | 0.0189 | 214.0 | 3638 | 0.2891 | 0.3274 | 0.6548 | 0.6548 | nan | 0.6548 | 0.0 | 0.6548 | | 0.0189 | 215.0 | 3655 | 0.3136 | 0.2936 | 0.5873 | 0.5873 | nan | 0.5873 | 0.0 | 0.5873 | | 0.0189 | 216.0 | 3672 | 0.2965 | 0.3023 | 0.6046 | 0.6046 | nan | 0.6046 | 0.0 | 0.6046 | | 0.0189 | 217.0 | 3689 | 0.2980 | 0.2987 | 0.5975 | 0.5975 | nan | 0.5975 | 0.0 | 0.5975 | | 0.0172 | 218.0 | 3706 | 0.3808 | 0.2472 | 0.4944 | 0.4944 | nan | 0.4944 | 0.0 | 0.4944 | | 0.0172 | 219.0 | 3723 | 0.2865 | 0.3246 | 0.6492 | 0.6492 | nan | 0.6492 | 0.0 | 0.6492 | | 0.0172 | 220.0 | 3740 | 0.3163 | 0.2957 | 0.5914 | 0.5914 | nan | 0.5914 | 0.0 | 0.5914 | | 0.0172 | 221.0 | 3757 | 0.2988 | 0.3035 | 0.6071 | 0.6071 | nan | 0.6071 | 0.0 | 0.6071 | | 0.0172 | 222.0 | 3774 | 0.3583 | 0.2603 | 0.5206 | 0.5206 | nan | 0.5206 | 0.0 | 0.5206 | | 0.0172 | 223.0 | 3791 | 0.3014 | 0.3014 | 0.6027 | 0.6027 | nan | 0.6027 | 0.0 | 0.6027 | | 0.0177 | 224.0 | 3808 | 0.3326 | 0.2789 | 0.5578 | 0.5578 | nan | 0.5578 | 0.0 | 0.5578 | | 0.0177 | 225.0 | 3825 | 0.3320 | 0.2892 | 0.5785 | 0.5785 | nan | 0.5785 | 0.0 | 0.5785 | | 0.0177 | 226.0 | 3842 | 0.3026 | 0.3162 | 0.6325 | 0.6325 | nan | 0.6325 | 0.0 | 0.6325 | | 0.0177 | 227.0 | 3859 | 0.3152 | 0.2933 | 0.5867 | 0.5867 | nan | 0.5867 | 0.0 | 0.5867 | | 0.0177 | 228.0 | 3876 | 0.3405 | 0.2700 | 0.5399 | 0.5399 | nan | 0.5399 | 0.0 | 0.5399 | | 0.0177 | 229.0 | 3893 | 0.3267 | 0.2962 | 0.5924 | 0.5924 | nan | 0.5924 | 0.0 | 0.5924 | | 0.0176 | 230.0 | 3910 | 0.2928 | 0.3337 | 0.6675 | 0.6675 | nan | 0.6675 | 0.0 | 0.6675 | | 0.0176 | 231.0 | 3927 | 0.2953 | 0.3159 | 0.6318 | 0.6318 | nan | 0.6318 | 0.0 | 0.6318 | | 0.0176 | 232.0 | 3944 | 0.3160 | 0.2893 | 0.5785 | 0.5785 | nan | 0.5785 | 0.0 | 0.5785 | | 0.0176 | 233.0 | 3961 | 0.3832 | 0.2587 | 0.5174 | 0.5174 | nan | 0.5174 | 0.0 | 0.5174 | | 0.0176 | 234.0 | 3978 | 0.3068 | 0.3039 | 0.6078 | 0.6078 | nan | 0.6078 | 0.0 | 0.6078 | | 0.0176 | 235.0 | 3995 | 0.2875 | 0.3287 | 0.6575 | 0.6575 | nan | 0.6575 | 0.0 | 0.6575 | | 0.0183 | 236.0 | 4012 | 0.3400 | 0.2744 | 0.5487 | 0.5487 | nan | 0.5487 | 0.0 | 0.5487 | | 0.0183 | 237.0 | 4029 | 0.3610 | 0.2548 | 0.5096 | 0.5096 | nan | 0.5096 | 0.0 | 0.5096 | | 0.0183 | 238.0 | 4046 | 0.3143 | 0.2795 | 0.5590 | 0.5590 | nan | 0.5590 | 0.0 | 0.5590 | | 0.0183 | 239.0 | 4063 | 0.3445 | 0.2789 | 0.5578 | 0.5578 | nan | 0.5578 | 0.0 | 0.5578 | | 0.0183 | 240.0 | 4080 | 0.3204 | 0.2886 | 0.5773 | 0.5773 | nan | 0.5773 | 0.0 | 0.5773 | | 0.0183 | 241.0 | 4097 | 0.3391 | 0.2724 | 0.5448 | 0.5448 | nan | 0.5448 | 0.0 | 0.5448 | | 0.0176 | 242.0 | 4114 | 0.2673 | 0.3249 | 0.6498 | 0.6498 | nan | 0.6498 | 0.0 | 0.6498 | | 0.0176 | 243.0 | 4131 | 0.3581 | 0.2691 | 0.5381 | 0.5381 | nan | 0.5381 | 0.0 | 0.5381 | | 0.0176 | 244.0 | 4148 | 0.2896 | 0.3244 | 0.6487 | 0.6487 | nan | 0.6487 | 0.0 | 0.6487 | | 0.0176 | 245.0 | 4165 | 0.3103 | 0.3114 | 0.6228 | 0.6228 | nan | 0.6228 | 0.0 | 0.6228 | | 0.0176 | 246.0 | 4182 | 0.3214 | 0.2851 | 0.5701 | 0.5701 | nan | 0.5701 | 0.0 | 0.5701 | | 0.0176 | 247.0 | 4199 | 0.3394 | 0.2713 | 0.5426 | 0.5426 | nan | 0.5426 | 0.0 | 0.5426 | | 0.0176 | 248.0 | 4216 | 0.2937 | 0.3104 | 0.6209 | 0.6209 | nan | 0.6209 | 0.0 | 0.6209 | | 0.0176 | 249.0 | 4233 | 0.3031 | 0.2906 | 0.5811 | 0.5811 | nan | 0.5811 | 0.0 | 0.5811 | | 0.0176 | 250.0 | 4250 | 0.3393 | 0.2733 | 0.5465 | 0.5465 | nan | 0.5465 | 0.0 | 0.5465 | | 0.0176 | 251.0 | 4267 | 0.3367 | 0.2670 | 0.5339 | 0.5339 | nan | 0.5339 | 0.0 | 0.5339 | | 0.0176 | 252.0 | 4284 | 0.3201 | 0.2960 | 0.5919 | 0.5919 | nan | 0.5919 | 0.0 | 0.5919 | | 0.0165 | 253.0 | 4301 | 0.3096 | 0.3043 | 0.6087 | 0.6087 | nan | 0.6087 | 0.0 | 0.6087 | | 0.0165 | 254.0 | 4318 | 0.3716 | 0.2687 | 0.5375 | 0.5375 | nan | 0.5375 | 0.0 | 0.5375 | | 0.0165 | 255.0 | 4335 | 0.3400 | 0.2955 | 0.5910 | 0.5910 | nan | 0.5910 | 0.0 | 0.5910 | | 0.0165 | 256.0 | 4352 | 0.3462 | 0.2935 | 0.5871 | 0.5871 | nan | 0.5871 | 0.0 | 0.5871 | | 0.0165 | 257.0 | 4369 | 0.3156 | 0.3052 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 | | 0.0165 | 258.0 | 4386 | 0.3513 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 | | 0.0176 | 259.0 | 4403 | 0.3405 | 0.2740 | 0.5479 | 0.5479 | nan | 0.5479 | 0.0 | 0.5479 | | 0.0176 | 260.0 | 4420 | 0.3940 | 0.2478 | 0.4957 | 0.4957 | nan | 0.4957 | 0.0 | 0.4957 | | 0.0176 | 261.0 | 4437 | 0.3228 | 0.3051 | 0.6103 | 0.6103 | nan | 0.6103 | 0.0 | 0.6103 | | 0.0176 | 262.0 | 4454 | 0.3313 | 0.2954 | 0.5907 | 0.5907 | nan | 0.5907 | 0.0 | 0.5907 | | 0.0176 | 263.0 | 4471 | 0.3177 | 0.3012 | 0.6025 | 0.6025 | nan | 0.6025 | 0.0 | 0.6025 | | 0.0176 | 264.0 | 4488 | 0.3824 | 0.2735 | 0.5471 | 0.5471 | nan | 0.5471 | 0.0 | 0.5471 | | 0.0159 | 265.0 | 4505 | 0.3360 | 0.2949 | 0.5898 | 0.5898 | nan | 0.5898 | 0.0 | 0.5898 | | 0.0159 | 266.0 | 4522 | 0.3452 | 0.2923 | 0.5846 | 0.5846 | nan | 0.5846 | 0.0 | 0.5846 | | 0.0159 | 267.0 | 4539 | 0.3172 | 0.3009 | 0.6019 | 0.6019 | nan | 0.6019 | 0.0 | 0.6019 | | 0.0159 | 268.0 | 4556 | 0.3600 | 0.2714 | 0.5428 | 0.5428 | nan | 0.5428 | 0.0 | 0.5428 | | 0.0159 | 269.0 | 4573 | 0.3350 | 0.2964 | 0.5928 | 0.5928 | nan | 0.5928 | 0.0 | 0.5928 | | 0.0159 | 270.0 | 4590 | 0.3303 | 0.3055 | 0.6110 | 0.6110 | nan | 0.6110 | 0.0 | 0.6110 | | 0.015 | 271.0 | 4607 | 0.3159 | 0.3038 | 0.6075 | 0.6075 | nan | 0.6075 | 0.0 | 0.6075 | | 0.015 | 272.0 | 4624 | 0.3426 | 0.2952 | 0.5904 | 0.5904 | nan | 0.5904 | 0.0 | 0.5904 | | 0.015 | 273.0 | 4641 | 0.3598 | 0.2912 | 0.5823 | 0.5823 | nan | 0.5823 | 0.0 | 0.5823 | | 0.015 | 274.0 | 4658 | 0.3687 | 0.2806 | 0.5612 | 0.5612 | nan | 0.5612 | 0.0 | 0.5612 | | 0.015 | 275.0 | 4675 | 0.3577 | 0.2775 | 0.5549 | 0.5549 | nan | 0.5549 | 0.0 | 0.5549 | | 0.015 | 276.0 | 4692 | 0.3415 | 0.3010 | 0.6020 | 0.6020 | nan | 0.6020 | 0.0 | 0.6020 | | 0.015 | 277.0 | 4709 | 0.3399 | 0.2908 | 0.5815 | 0.5815 | nan | 0.5815 | 0.0 | 0.5815 | | 0.015 | 278.0 | 4726 | 0.3701 | 0.2750 | 0.5500 | 0.5500 | nan | 0.5500 | 0.0 | 0.5500 | | 0.015 | 279.0 | 4743 | 0.3450 | 0.2918 | 0.5835 | 0.5835 | nan | 0.5835 | 0.0 | 0.5835 | | 0.015 | 280.0 | 4760 | 0.3458 | 0.2988 | 0.5976 | 0.5976 | nan | 0.5976 | 0.0 | 0.5976 | | 0.015 | 281.0 | 4777 | 0.2950 | 0.3359 | 0.6718 | 0.6718 | nan | 0.6718 | 0.0 | 0.6718 | | 0.015 | 282.0 | 4794 | 0.3417 | 0.2909 | 0.5817 | 0.5817 | nan | 0.5817 | 0.0 | 0.5817 | | 0.0177 | 283.0 | 4811 | 0.3767 | 0.2765 | 0.5530 | 0.5530 | nan | 0.5530 | 0.0 | 0.5530 | | 0.0177 | 284.0 | 4828 | 0.3312 | 0.3076 | 0.6153 | 0.6153 | nan | 0.6153 | 0.0 | 0.6153 | | 0.0177 | 285.0 | 4845 | 0.3705 | 0.2740 | 0.5480 | 0.5480 | nan | 0.5480 | 0.0 | 0.5480 | | 0.0177 | 286.0 | 4862 | 0.3555 | 0.2927 | 0.5853 | 0.5853 | nan | 0.5853 | 0.0 | 0.5853 | | 0.0177 | 287.0 | 4879 | 0.2890 | 0.3176 | 0.6351 | 0.6351 | nan | 0.6351 | 0.0 | 0.6351 | | 0.0177 | 288.0 | 4896 | 0.3108 | 0.3086 | 0.6171 | 0.6171 | nan | 0.6171 | 0.0 | 0.6171 | | 0.0141 | 289.0 | 4913 | 0.3178 | 0.3024 | 0.6049 | 0.6049 | nan | 0.6049 | 0.0 | 0.6049 | | 0.0141 | 290.0 | 4930 | 0.3496 | 0.2756 | 0.5513 | 0.5513 | nan | 0.5513 | 0.0 | 0.5513 | | 0.0141 | 291.0 | 4947 | 0.3050 | 0.3160 | 0.6319 | 0.6319 | nan | 0.6319 | 0.0 | 0.6319 | | 0.0141 | 292.0 | 4964 | 0.3678 | 0.2767 | 0.5534 | 0.5534 | nan | 0.5534 | 0.0 | 0.5534 | | 0.0141 | 293.0 | 4981 | 0.3403 | 0.3096 | 0.6191 | 0.6191 | nan | 0.6191 | 0.0 | 0.6191 | | 0.0141 | 294.0 | 4998 | 0.3362 | 0.2952 | 0.5904 | 0.5904 | nan | 0.5904 | 0.0 | 0.5904 | | 0.0137 | 295.0 | 5015 | 0.3655 | 0.2832 | 0.5664 | 0.5664 | nan | 0.5664 | 0.0 | 0.5664 | | 0.0137 | 296.0 | 5032 | 0.3423 | 0.2967 | 0.5935 | 0.5935 | nan | 0.5935 | 0.0 | 0.5935 | | 0.0137 | 297.0 | 5049 | 0.3575 | 0.2761 | 0.5523 | 0.5523 | nan | 0.5523 | 0.0 | 0.5523 | | 0.0137 | 298.0 | 5066 | 0.3543 | 0.2991 | 0.5982 | 0.5982 | nan | 0.5982 | 0.0 | 0.5982 | | 0.0137 | 299.0 | 5083 | 0.3959 | 0.2557 | 0.5114 | 0.5114 | nan | 0.5114 | 0.0 | 0.5114 | | 0.0134 | 300.0 | 5100 | 0.3686 | 0.2771 | 0.5543 | 0.5543 | nan | 0.5543 | 0.0 | 0.5543 | | 0.0134 | 301.0 | 5117 | 0.3616 | 0.2870 | 0.5740 | 0.5740 | nan | 0.5740 | 0.0 | 0.5740 | | 0.0134 | 302.0 | 5134 | 0.3575 | 0.3045 | 0.6090 | 0.6090 | nan | 0.6090 | 0.0 | 0.6090 | | 0.0134 | 303.0 | 5151 | 0.4048 | 0.2654 | 0.5308 | 0.5308 | nan | 0.5308 | 0.0 | 0.5308 | | 0.0134 | 304.0 | 5168 | 0.3203 | 0.3055 | 0.6111 | 0.6111 | nan | 0.6111 | 0.0 | 0.6111 | | 0.0134 | 305.0 | 5185 | 0.3840 | 0.2958 | 0.5916 | 0.5916 | nan | 0.5916 | 0.0 | 0.5916 | | 0.0149 | 306.0 | 5202 | 0.3473 | 0.3099 | 0.6198 | 0.6198 | nan | 0.6198 | 0.0 | 0.6198 | | 0.0149 | 307.0 | 5219 | 0.3686 | 0.2898 | 0.5796 | 0.5796 | nan | 0.5796 | 0.0 | 0.5796 | | 0.0149 | 308.0 | 5236 | 0.3559 | 0.3002 | 0.6003 | 0.6003 | nan | 0.6003 | 0.0 | 0.6003 | | 0.0149 | 309.0 | 5253 | 0.3551 | 0.2998 | 0.5996 | 0.5996 | nan | 0.5996 | 0.0 | 0.5996 | | 0.0149 | 310.0 | 5270 | 0.3639 | 0.3031 | 0.6061 | 0.6061 | nan | 0.6061 | 0.0 | 0.6061 | | 0.0149 | 311.0 | 5287 | 0.3499 | 0.3016 | 0.6032 | 0.6032 | nan | 0.6032 | 0.0 | 0.6032 | | 0.013 | 312.0 | 5304 | 0.3516 | 0.3023 | 0.6047 | 0.6047 | nan | 0.6047 | 0.0 | 0.6047 | | 0.013 | 313.0 | 5321 | 0.3578 | 0.3069 | 0.6137 | 0.6137 | nan | 0.6137 | 0.0 | 0.6137 | | 0.013 | 314.0 | 5338 | 0.3605 | 0.2896 | 0.5793 | 0.5793 | nan | 0.5793 | 0.0 | 0.5793 | | 0.013 | 315.0 | 5355 | 0.3435 | 0.3082 | 0.6163 | 0.6163 | nan | 0.6163 | 0.0 | 0.6163 | | 0.013 | 316.0 | 5372 | 0.3669 | 0.2863 | 0.5727 | 0.5727 | nan | 0.5727 | 0.0 | 0.5727 | | 0.013 | 317.0 | 5389 | 0.3849 | 0.2894 | 0.5789 | 0.5789 | nan | 0.5789 | 0.0 | 0.5789 | | 0.0127 | 318.0 | 5406 | 0.3881 | 0.2824 | 0.5648 | 0.5648 | nan | 0.5648 | 0.0 | 0.5648 | | 0.0127 | 319.0 | 5423 | 0.4092 | 0.2698 | 0.5396 | 0.5396 | nan | 0.5396 | 0.0 | 0.5396 | | 0.0127 | 320.0 | 5440 | 0.3684 | 0.2866 | 0.5731 | 0.5731 | nan | 0.5731 | 0.0 | 0.5731 | | 0.0127 | 321.0 | 5457 | 0.4034 | 0.2695 | 0.5391 | 0.5391 | nan | 0.5391 | 0.0 | 0.5391 | | 0.0127 | 322.0 | 5474 | 0.3403 | 0.2960 | 0.5920 | 0.5920 | nan | 0.5920 | 0.0 | 0.5920 | | 0.0127 | 323.0 | 5491 | 0.3584 | 0.3027 | 0.6054 | 0.6054 | nan | 0.6054 | 0.0 | 0.6054 | | 0.013 | 324.0 | 5508 | 0.3437 | 0.2961 | 0.5921 | 0.5921 | nan | 0.5921 | 0.0 | 0.5921 | | 0.013 | 325.0 | 5525 | 0.3828 | 0.2776 | 0.5553 | 0.5553 | nan | 0.5553 | 0.0 | 0.5553 | | 0.013 | 326.0 | 5542 | 0.3391 | 0.3048 | 0.6096 | 0.6096 | nan | 0.6096 | 0.0 | 0.6096 | | 0.013 | 327.0 | 5559 | 0.3471 | 0.3090 | 0.6181 | 0.6181 | nan | 0.6181 | 0.0 | 0.6181 | | 0.013 | 328.0 | 5576 | 0.3542 | 0.3043 | 0.6086 | 0.6086 | nan | 0.6086 | 0.0 | 0.6086 | | 0.013 | 329.0 | 5593 | 0.3437 | 0.3135 | 0.6271 | 0.6271 | nan | 0.6271 | 0.0 | 0.6271 | | 0.0132 | 330.0 | 5610 | 0.3819 | 0.2882 | 0.5763 | 0.5763 | nan | 0.5763 | 0.0 | 0.5763 | | 0.0132 | 331.0 | 5627 | 0.3618 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 | | 0.0132 | 332.0 | 5644 | 0.3527 | 0.3005 | 0.6011 | 0.6011 | nan | 0.6011 | 0.0 | 0.6011 | | 0.0132 | 333.0 | 5661 | 0.3699 | 0.3012 | 0.6023 | 0.6023 | nan | 0.6023 | 0.0 | 0.6023 | | 0.0132 | 334.0 | 5678 | 0.3810 | 0.2864 | 0.5728 | 0.5728 | nan | 0.5728 | 0.0 | 0.5728 | | 0.0132 | 335.0 | 5695 | 0.3724 | 0.2967 | 0.5934 | 0.5934 | nan | 0.5934 | 0.0 | 0.5934 | | 0.0119 | 336.0 | 5712 | 0.3927 | 0.2764 | 0.5528 | 0.5528 | nan | 0.5528 | 0.0 | 0.5528 | | 0.0119 | 337.0 | 5729 | 0.3961 | 0.2872 | 0.5743 | 0.5743 | nan | 0.5743 | 0.0 | 0.5743 | | 0.0119 | 338.0 | 5746 | 0.4118 | 0.2622 | 0.5244 | 0.5244 | nan | 0.5244 | 0.0 | 0.5244 | | 0.0119 | 339.0 | 5763 | 0.3707 | 0.3027 | 0.6054 | 0.6054 | nan | 0.6054 | 0.0 | 0.6054 | | 0.0119 | 340.0 | 5780 | 0.4401 | 0.2636 | 0.5273 | 0.5273 | nan | 0.5273 | 0.0 | 0.5273 | | 0.0119 | 341.0 | 5797 | 0.4054 | 0.2786 | 0.5573 | 0.5573 | nan | 0.5573 | 0.0 | 0.5573 | | 0.0121 | 342.0 | 5814 | 0.3708 | 0.2966 | 0.5932 | 0.5932 | nan | 0.5932 | 0.0 | 0.5932 | | 0.0121 | 343.0 | 5831 | 0.3484 | 0.3136 | 0.6272 | 0.6272 | nan | 0.6272 | 0.0 | 0.6272 | | 0.0121 | 344.0 | 5848 | 0.4617 | 0.2425 | 0.4850 | 0.4850 | nan | 0.4850 | 0.0 | 0.4850 | | 0.0121 | 345.0 | 5865 | 0.3462 | 0.3117 | 0.6234 | 0.6234 | nan | 0.6234 | 0.0 | 0.6234 | | 0.0121 | 346.0 | 5882 | 0.4022 | 0.2726 | 0.5452 | 0.5452 | nan | 0.5452 | 0.0 | 0.5452 | | 0.0121 | 347.0 | 5899 | 0.3907 | 0.2866 | 0.5732 | 0.5732 | nan | 0.5732 | 0.0 | 0.5732 | | 0.0126 | 348.0 | 5916 | 0.3738 | 0.3015 | 0.6029 | 0.6029 | nan | 0.6029 | 0.0 | 0.6029 | | 0.0126 | 349.0 | 5933 | 0.3815 | 0.2915 | 0.5830 | 0.5830 | nan | 0.5830 | 0.0 | 0.5830 | | 0.0126 | 350.0 | 5950 | 0.3698 | 0.2972 | 0.5944 | 0.5944 | nan | 0.5944 | 0.0 | 0.5944 | | 0.0126 | 351.0 | 5967 | 0.3967 | 0.2870 | 0.5740 | 0.5740 | nan | 0.5740 | 0.0 | 0.5740 | | 0.0126 | 352.0 | 5984 | 0.3529 | 0.3153 | 0.6306 | 0.6306 | nan | 0.6306 | 0.0 | 0.6306 | | 0.0126 | 353.0 | 6001 | 0.3957 | 0.2905 | 0.5810 | 0.5810 | nan | 0.5810 | 0.0 | 0.5810 | | 0.0126 | 354.0 | 6018 | 0.3360 | 0.3171 | 0.6341 | 0.6341 | nan | 0.6341 | 0.0 | 0.6341 | | 0.0126 | 355.0 | 6035 | 0.4099 | 0.2797 | 0.5593 | 0.5593 | nan | 0.5593 | 0.0 | 0.5593 | | 0.0126 | 356.0 | 6052 | 0.4151 | 0.2711 | 0.5421 | 0.5421 | nan | 0.5421 | 0.0 | 0.5421 | | 0.0126 | 357.0 | 6069 | 0.3506 | 0.3159 | 0.6317 | 0.6317 | nan | 0.6317 | 0.0 | 0.6317 | | 0.0126 | 358.0 | 6086 | 0.3742 | 0.2985 | 0.5969 | 0.5969 | nan | 0.5969 | 0.0 | 0.5969 | | 0.0134 | 359.0 | 6103 | 0.3900 | 0.2913 | 0.5826 | 0.5826 | nan | 0.5826 | 0.0 | 0.5826 | | 0.0134 | 360.0 | 6120 | 0.3736 | 0.3033 | 0.6066 | 0.6066 | nan | 0.6066 | 0.0 | 0.6066 | | 0.0134 | 361.0 | 6137 | 0.3695 | 0.3157 | 0.6315 | 0.6315 | nan | 0.6315 | 0.0 | 0.6315 | | 0.0134 | 362.0 | 6154 | 0.3773 | 0.2943 | 0.5886 | 0.5886 | nan | 0.5886 | 0.0 | 0.5886 | | 0.0134 | 363.0 | 6171 | 0.3692 | 0.3104 | 0.6207 | 0.6207 | nan | 0.6207 | 0.0 | 0.6207 | | 0.0134 | 364.0 | 6188 | 0.3700 | 0.3126 | 0.6253 | 0.6253 | nan | 0.6253 | 0.0 | 0.6253 | | 0.0117 | 365.0 | 6205 | 0.3609 | 0.3122 | 0.6243 | 0.6243 | nan | 0.6243 | 0.0 | 0.6243 | | 0.0117 | 366.0 | 6222 | 0.3590 | 0.3186 | 0.6372 | 0.6372 | nan | 0.6372 | 0.0 | 0.6372 | | 0.0117 | 367.0 | 6239 | 0.3464 | 0.3221 | 0.6442 | 0.6442 | nan | 0.6442 | 0.0 | 0.6442 | | 0.0117 | 368.0 | 6256 | 0.3958 | 0.2918 | 0.5836 | 0.5836 | nan | 0.5836 | 0.0 | 0.5836 | | 0.0117 | 369.0 | 6273 | 0.3808 | 0.3016 | 0.6033 | 0.6033 | nan | 0.6033 | 0.0 | 0.6033 | | 0.0117 | 370.0 | 6290 | 0.3834 | 0.2957 | 0.5914 | 0.5914 | nan | 0.5914 | 0.0 | 0.5914 | | 0.0114 | 371.0 | 6307 | 0.3721 | 0.3046 | 0.6092 | 0.6092 | nan | 0.6092 | 0.0 | 0.6092 | | 0.0114 | 372.0 | 6324 | 0.3786 | 0.3175 | 0.6350 | 0.6350 | nan | 0.6350 | 0.0 | 0.6350 | | 0.0114 | 373.0 | 6341 | 0.3807 | 0.2941 | 0.5882 | 0.5882 | nan | 0.5882 | 0.0 | 0.5882 | | 0.0114 | 374.0 | 6358 | 0.3935 | 0.3061 | 0.6123 | 0.6123 | nan | 0.6123 | 0.0 | 0.6123 | | 0.0114 | 375.0 | 6375 | 0.3702 | 0.3025 | 0.6049 | 0.6049 | nan | 0.6049 | 0.0 | 0.6049 | | 0.0114 | 376.0 | 6392 | 0.3514 | 0.3190 | 0.6380 | 0.6380 | nan | 0.6380 | 0.0 | 0.6380 | | 0.012 | 377.0 | 6409 | 0.3828 | 0.3028 | 0.6056 | 0.6056 | nan | 0.6056 | 0.0 | 0.6056 | | 0.012 | 378.0 | 6426 | 0.3852 | 0.2957 | 0.5915 | 0.5915 | nan | 0.5915 | 0.0 | 0.5915 | | 0.012 | 379.0 | 6443 | 0.3942 | 0.3131 | 0.6262 | 0.6262 | nan | 0.6262 | 0.0 | 0.6262 | | 0.012 | 380.0 | 6460 | 0.3838 | 0.2971 | 0.5943 | 0.5943 | nan | 0.5943 | 0.0 | 0.5943 | | 0.012 | 381.0 | 6477 | 0.3799 | 0.2971 | 0.5943 | 0.5943 | nan | 0.5943 | 0.0 | 0.5943 | | 0.012 | 382.0 | 6494 | 0.3492 | 0.3258 | 0.6516 | 0.6516 | nan | 0.6516 | 0.0 | 0.6516 | | 0.0137 | 383.0 | 6511 | 0.4109 | 0.2858 | 0.5715 | 0.5715 | nan | 0.5715 | 0.0 | 0.5715 | | 0.0137 | 384.0 | 6528 | 0.3701 | 0.3131 | 0.6261 | 0.6261 | nan | 0.6261 | 0.0 | 0.6261 | | 0.0137 | 385.0 | 6545 | 0.3942 | 0.3056 | 0.6112 | 0.6112 | nan | 0.6112 | 0.0 | 0.6112 | | 0.0137 | 386.0 | 6562 | 0.3748 | 0.3113 | 0.6227 | 0.6227 | nan | 0.6227 | 0.0 | 0.6227 | | 0.0137 | 387.0 | 6579 | 0.3961 | 0.2857 | 0.5713 | 0.5713 | nan | 0.5713 | 0.0 | 0.5713 | | 0.0137 | 388.0 | 6596 | 0.3775 | 0.3060 | 0.6120 | 0.6120 | nan | 0.6120 | 0.0 | 0.6120 | | 0.013 | 389.0 | 6613 | 0.3553 | 0.3196 | 0.6392 | 0.6392 | nan | 0.6392 | 0.0 | 0.6392 | | 0.013 | 390.0 | 6630 | 0.4183 | 0.2746 | 0.5493 | 0.5493 | nan | 0.5493 | 0.0 | 0.5493 | | 0.013 | 391.0 | 6647 | 0.4013 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 | | 0.013 | 392.0 | 6664 | 0.4183 | 0.2864 | 0.5729 | 0.5729 | nan | 0.5729 | 0.0 | 0.5729 | | 0.013 | 393.0 | 6681 | 0.4034 | 0.2889 | 0.5777 | 0.5777 | nan | 0.5777 | 0.0 | 0.5777 | | 0.013 | 394.0 | 6698 | 0.4180 | 0.2766 | 0.5531 | 0.5531 | nan | 0.5531 | 0.0 | 0.5531 | | 0.0114 | 395.0 | 6715 | 0.4006 | 0.2946 | 0.5893 | 0.5893 | nan | 0.5893 | 0.0 | 0.5893 | | 0.0114 | 396.0 | 6732 | 0.3759 | 0.3092 | 0.6184 | 0.6184 | nan | 0.6184 | 0.0 | 0.6184 | | 0.0114 | 397.0 | 6749 | 0.4370 | 0.2754 | 0.5508 | 0.5508 | nan | 0.5508 | 0.0 | 0.5508 | | 0.0114 | 398.0 | 6766 | 0.3669 | 0.3088 | 0.6176 | 0.6176 | nan | 0.6176 | 0.0 | 0.6176 | | 0.0114 | 399.0 | 6783 | 0.4105 | 0.2878 | 0.5755 | 0.5755 | nan | 0.5755 | 0.0 | 0.5755 | | 0.0125 | 400.0 | 6800 | 0.3808 | 0.3061 | 0.6121 | 0.6121 | nan | 0.6121 | 0.0 | 0.6121 | | 0.0125 | 401.0 | 6817 | 0.3680 | 0.3080 | 0.6160 | 0.6160 | nan | 0.6160 | 0.0 | 0.6160 | | 0.0125 | 402.0 | 6834 | 0.4110 | 0.2948 | 0.5896 | 0.5896 | nan | 0.5896 | 0.0 | 0.5896 | | 0.0125 | 403.0 | 6851 | 0.3865 | 0.3077 | 0.6153 | 0.6153 | nan | 0.6153 | 0.0 | 0.6153 | | 0.0125 | 404.0 | 6868 | 0.3828 | 0.3065 | 0.6130 | 0.6130 | nan | 0.6130 | 0.0 | 0.6130 | | 0.0125 | 405.0 | 6885 | 0.3869 | 0.3053 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 | | 0.0117 | 406.0 | 6902 | 0.4107 | 0.2783 | 0.5565 | 0.5565 | nan | 0.5565 | 0.0 | 0.5565 | | 0.0117 | 407.0 | 6919 | 0.4052 | 0.2900 | 0.5800 | 0.5800 | nan | 0.5800 | 0.0 | 0.5800 | | 0.0117 | 408.0 | 6936 | 0.4042 | 0.2892 | 0.5784 | 0.5784 | nan | 0.5784 | 0.0 | 0.5784 | | 0.0117 | 409.0 | 6953 | 0.4005 | 0.2936 | 0.5871 | 0.5871 | nan | 0.5871 | 0.0 | 0.5871 | | 0.0117 | 410.0 | 6970 | 0.3994 | 0.2975 | 0.5949 | 0.5949 | nan | 0.5949 | 0.0 | 0.5949 | | 0.0117 | 411.0 | 6987 | 0.3861 | 0.3029 | 0.6057 | 0.6057 | nan | 0.6057 | 0.0 | 0.6057 | | 0.011 | 412.0 | 7004 | 0.4277 | 0.2810 | 0.5619 | 0.5619 | nan | 0.5619 | 0.0 | 0.5619 | | 0.011 | 413.0 | 7021 | 0.3776 | 0.3246 | 0.6492 | 0.6492 | nan | 0.6492 | 0.0 | 0.6492 | | 0.011 | 414.0 | 7038 | 0.4270 | 0.2907 | 0.5814 | 0.5814 | nan | 0.5814 | 0.0 | 0.5814 | | 0.011 | 415.0 | 7055 | 0.3845 | 0.3086 | 0.6172 | 0.6172 | nan | 0.6172 | 0.0 | 0.6172 | | 0.011 | 416.0 | 7072 | 0.4029 | 0.2980 | 0.5960 | 0.5960 | nan | 0.5960 | 0.0 | 0.5960 | | 0.011 | 417.0 | 7089 | 0.4041 | 0.2979 | 0.5958 | 0.5958 | nan | 0.5958 | 0.0 | 0.5958 | | 0.0111 | 418.0 | 7106 | 0.3687 | 0.3175 | 0.6350 | 0.6350 | nan | 0.6350 | 0.0 | 0.6350 | | 0.0111 | 419.0 | 7123 | 0.4329 | 0.2840 | 0.5680 | 0.5680 | nan | 0.5680 | 0.0 | 0.5680 | | 0.0111 | 420.0 | 7140 | 0.3608 | 0.3251 | 0.6503 | 0.6503 | nan | 0.6503 | 0.0 | 0.6503 | | 0.0111 | 421.0 | 7157 | 0.3662 | 0.3171 | 0.6343 | 0.6343 | nan | 0.6343 | 0.0 | 0.6343 | | 0.0111 | 422.0 | 7174 | 0.3927 | 0.3113 | 0.6226 | 0.6226 | nan | 0.6226 | 0.0 | 0.6226 | | 0.0111 | 423.0 | 7191 | 0.3859 | 0.3161 | 0.6322 | 0.6322 | nan | 0.6322 | 0.0 | 0.6322 | | 0.0114 | 424.0 | 7208 | 0.4033 | 0.2949 | 0.5898 | 0.5898 | nan | 0.5898 | 0.0 | 0.5898 | | 0.0114 | 425.0 | 7225 | 0.3905 | 0.3066 | 0.6132 | 0.6132 | nan | 0.6132 | 0.0 | 0.6132 | | 0.0114 | 426.0 | 7242 | 0.4054 | 0.3013 | 0.6026 | 0.6026 | nan | 0.6026 | 0.0 | 0.6026 | | 0.0114 | 427.0 | 7259 | 0.3976 | 0.2998 | 0.5995 | 0.5995 | nan | 0.5995 | 0.0 | 0.5995 | | 0.0114 | 428.0 | 7276 | 0.4032 | 0.2969 | 0.5938 | 0.5938 | nan | 0.5938 | 0.0 | 0.5938 | | 0.0114 | 429.0 | 7293 | 0.3856 | 0.3159 | 0.6317 | 0.6317 | nan | 0.6317 | 0.0 | 0.6317 | | 0.0107 | 430.0 | 7310 | 0.4234 | 0.2856 | 0.5712 | 0.5712 | nan | 0.5712 | 0.0 | 0.5712 | | 0.0107 | 431.0 | 7327 | 0.3784 | 0.3183 | 0.6365 | 0.6365 | nan | 0.6365 | 0.0 | 0.6365 | | 0.0107 | 432.0 | 7344 | 0.4185 | 0.2906 | 0.5812 | 0.5812 | nan | 0.5812 | 0.0 | 0.5812 | | 0.0107 | 433.0 | 7361 | 0.4295 | 0.2887 | 0.5773 | 0.5773 | nan | 0.5773 | 0.0 | 0.5773 | | 0.0107 | 434.0 | 7378 | 0.3991 | 0.3034 | 0.6068 | 0.6068 | nan | 0.6068 | 0.0 | 0.6068 | | 0.0107 | 435.0 | 7395 | 0.3924 | 0.3143 | 0.6285 | 0.6285 | nan | 0.6285 | 0.0 | 0.6285 | | 0.0104 | 436.0 | 7412 | 0.4117 | 0.3069 | 0.6138 | 0.6138 | nan | 0.6138 | 0.0 | 0.6138 | | 0.0104 | 437.0 | 7429 | 0.3965 | 0.3102 | 0.6203 | 0.6203 | nan | 0.6203 | 0.0 | 0.6203 | | 0.0104 | 438.0 | 7446 | 0.4059 | 0.3076 | 0.6153 | 0.6153 | nan | 0.6153 | 0.0 | 0.6153 | | 0.0104 | 439.0 | 7463 | 0.4026 | 0.3072 | 0.6144 | 0.6144 | nan | 0.6144 | 0.0 | 0.6144 | | 0.0104 | 440.0 | 7480 | 0.3962 | 0.3115 | 0.6229 | 0.6229 | nan | 0.6229 | 0.0 | 0.6229 | | 0.0104 | 441.0 | 7497 | 0.3985 | 0.3039 | 0.6077 | 0.6077 | nan | 0.6077 | 0.0 | 0.6077 | | 0.0108 | 442.0 | 7514 | 0.3926 | 0.3166 | 0.6332 | 0.6332 | nan | 0.6332 | 0.0 | 0.6332 | | 0.0108 | 443.0 | 7531 | 0.3894 | 0.3161 | 0.6323 | 0.6323 | nan | 0.6323 | 0.0 | 0.6323 | | 0.0108 | 444.0 | 7548 | 0.4121 | 0.3083 | 0.6166 | 0.6166 | nan | 0.6166 | 0.0 | 0.6166 | | 0.0108 | 445.0 | 7565 | 0.4097 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 | | 0.0108 | 446.0 | 7582 | 0.4162 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 | | 0.0108 | 447.0 | 7599 | 0.4119 | 0.3048 | 0.6097 | 0.6097 | nan | 0.6097 | 0.0 | 0.6097 | | 0.0108 | 448.0 | 7616 | 0.4082 | 0.3072 | 0.6144 | 0.6144 | nan | 0.6144 | 0.0 | 0.6144 | | 0.0108 | 449.0 | 7633 | 0.3888 | 0.3153 | 0.6307 | 0.6307 | nan | 0.6307 | 0.0 | 0.6307 | | 0.0108 | 450.0 | 7650 | 0.3877 | 0.3159 | 0.6318 | 0.6318 | nan | 0.6318 | 0.0 | 0.6318 | | 0.0108 | 451.0 | 7667 | 0.3793 | 0.3185 | 0.6370 | 0.6370 | nan | 0.6370 | 0.0 | 0.6370 | | 0.0108 | 452.0 | 7684 | 0.4008 | 0.3073 | 0.6146 | 0.6146 | nan | 0.6146 | 0.0 | 0.6146 | | 0.0107 | 453.0 | 7701 | 0.4087 | 0.3082 | 0.6163 | 0.6163 | nan | 0.6163 | 0.0 | 0.6163 | | 0.0107 | 454.0 | 7718 | 0.3860 | 0.3167 | 0.6334 | 0.6334 | nan | 0.6334 | 0.0 | 0.6334 | | 0.0107 | 455.0 | 7735 | 0.3681 | 0.3211 | 0.6422 | 0.6422 | nan | 0.6422 | 0.0 | 0.6422 | | 0.0107 | 456.0 | 7752 | 0.4282 | 0.2851 | 0.5701 | 0.5701 | nan | 0.5701 | 0.0 | 0.5701 | | 0.0107 | 457.0 | 7769 | 0.4037 | 0.3032 | 0.6063 | 0.6063 | nan | 0.6063 | 0.0 | 0.6063 | | 0.0107 | 458.0 | 7786 | 0.4016 | 0.3133 | 0.6266 | 0.6266 | nan | 0.6266 | 0.0 | 0.6266 | | 0.0101 | 459.0 | 7803 | 0.4082 | 0.3082 | 0.6164 | 0.6164 | nan | 0.6164 | 0.0 | 0.6164 | | 0.0101 | 460.0 | 7820 | 0.3902 | 0.3100 | 0.6199 | 0.6199 | nan | 0.6199 | 0.0 | 0.6199 | | 0.0101 | 461.0 | 7837 | 0.4145 | 0.3007 | 0.6014 | 0.6014 | nan | 0.6014 | 0.0 | 0.6014 | | 0.0101 | 462.0 | 7854 | 0.4340 | 0.2965 | 0.5930 | 0.5930 | nan | 0.5930 | 0.0 | 0.5930 | | 0.0101 | 463.0 | 7871 | 0.4007 | 0.3137 | 0.6274 | 0.6274 | nan | 0.6274 | 0.0 | 0.6274 | | 0.0101 | 464.0 | 7888 | 0.4244 | 0.3032 | 0.6064 | 0.6064 | nan | 0.6064 | 0.0 | 0.6064 | | 0.0097 | 465.0 | 7905 | 0.4109 | 0.3110 | 0.6220 | 0.6220 | nan | 0.6220 | 0.0 | 0.6220 | | 0.0097 | 466.0 | 7922 | 0.4293 | 0.2954 | 0.5908 | 0.5908 | nan | 0.5908 | 0.0 | 0.5908 | | 0.0097 | 467.0 | 7939 | 0.3987 | 0.3122 | 0.6245 | 0.6245 | nan | 0.6245 | 0.0 | 0.6245 | | 0.0097 | 468.0 | 7956 | 0.4166 | 0.3052 | 0.6104 | 0.6104 | nan | 0.6104 | 0.0 | 0.6104 | | 0.0097 | 469.0 | 7973 | 0.3970 | 0.3126 | 0.6252 | 0.6252 | nan | 0.6252 | 0.0 | 0.6252 | | 0.0097 | 470.0 | 7990 | 0.4261 | 0.3053 | 0.6107 | 0.6107 | nan | 0.6107 | 0.0 | 0.6107 | | 0.0097 | 471.0 | 8007 | 0.4088 | 0.3096 | 0.6192 | 0.6192 | nan | 0.6192 | 0.0 | 0.6192 | | 0.0097 | 472.0 | 8024 | 0.4416 | 0.2973 | 0.5947 | 0.5947 | nan | 0.5947 | 0.0 | 0.5947 | | 0.0097 | 473.0 | 8041 | 0.4242 | 0.3044 | 0.6087 | 0.6087 | nan | 0.6087 | 0.0 | 0.6087 | | 0.0097 | 474.0 | 8058 | 0.4208 | 0.3052 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 | | 0.0097 | 475.0 | 8075 | 0.4447 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 | | 0.0097 | 476.0 | 8092 | 0.4183 | 0.3048 | 0.6096 | 0.6096 | nan | 0.6096 | 0.0 | 0.6096 | | 0.0111 | 477.0 | 8109 | 0.4212 | 0.3041 | 0.6083 | 0.6083 | nan | 0.6083 | 0.0 | 0.6083 | | 0.0111 | 478.0 | 8126 | 0.4192 | 0.3073 | 0.6146 | 0.6146 | nan | 0.6146 | 0.0 | 0.6146 | | 0.0111 | 479.0 | 8143 | 0.4171 | 0.3075 | 0.6151 | 0.6151 | nan | 0.6151 | 0.0 | 0.6151 | | 0.0111 | 480.0 | 8160 | 0.4600 | 0.2892 | 0.5784 | 0.5784 | nan | 0.5784 | 0.0 | 0.5784 | | 0.0111 | 481.0 | 8177 | 0.4066 | 0.3174 | 0.6349 | 0.6349 | nan | 0.6349 | 0.0 | 0.6349 | | 0.0111 | 482.0 | 8194 | 0.4315 | 0.2964 | 0.5928 | 0.5928 | nan | 0.5928 | 0.0 | 0.5928 | | 0.0099 | 483.0 | 8211 | 0.4249 | 0.3095 | 0.6191 | 0.6191 | nan | 0.6191 | 0.0 | 0.6191 | | 0.0099 | 484.0 | 8228 | 0.4291 | 0.3082 | 0.6165 | 0.6165 | nan | 0.6165 | 0.0 | 0.6165 | | 0.0099 | 485.0 | 8245 | 0.4392 | 0.2976 | 0.5952 | 0.5952 | nan | 0.5952 | 0.0 | 0.5952 | | 0.0099 | 486.0 | 8262 | 0.4413 | 0.2836 | 0.5672 | 0.5672 | nan | 0.5672 | 0.0 | 0.5672 | | 0.0099 | 487.0 | 8279 | 0.4317 | 0.2995 | 0.5990 | 0.5990 | nan | 0.5990 | 0.0 | 0.5990 | | 0.0099 | 488.0 | 8296 | 0.4282 | 0.2986 | 0.5972 | 0.5972 | nan | 0.5972 | 0.0 | 0.5972 | | 0.0099 | 489.0 | 8313 | 0.4248 | 0.3041 | 0.6082 | 0.6082 | nan | 0.6082 | 0.0 | 0.6082 | | 0.0099 | 490.0 | 8330 | 0.4262 | 0.3002 | 0.6004 | 0.6004 | nan | 0.6004 | 0.0 | 0.6004 | | 0.0099 | 491.0 | 8347 | 0.4397 | 0.2947 | 0.5894 | 0.5894 | nan | 0.5894 | 0.0 | 0.5894 | | 0.0099 | 492.0 | 8364 | 0.4129 | 0.3096 | 0.6192 | 0.6192 | nan | 0.6192 | 0.0 | 0.6192 | | 0.0099 | 493.0 | 8381 | 0.4445 | 0.2948 | 0.5896 | 0.5896 | nan | 0.5896 | 0.0 | 0.5896 | | 0.0099 | 494.0 | 8398 | 0.4180 | 0.3067 | 0.6134 | 0.6134 | nan | 0.6134 | 0.0 | 0.6134 | | 0.0103 | 495.0 | 8415 | 0.4037 | 0.3168 | 0.6335 | 0.6335 | nan | 0.6335 | 0.0 | 0.6335 | | 0.0103 | 496.0 | 8432 | 0.4360 | 0.3011 | 0.6021 | 0.6021 | nan | 0.6021 | 0.0 | 0.6021 | | 0.0103 | 497.0 | 8449 | 0.4089 | 0.3125 | 0.6251 | 0.6251 | nan | 0.6251 | 0.0 | 0.6251 | | 0.0103 | 498.0 | 8466 | 0.4218 | 0.3041 | 0.6083 | 0.6083 | nan | 0.6083 | 0.0 | 0.6083 | | 0.0103 | 499.0 | 8483 | 0.3990 | 0.3191 | 0.6382 | 0.6382 | nan | 0.6382 | 0.0 | 0.6382 | | 0.0101 | 500.0 | 8500 | 0.4184 | 0.3125 | 0.6250 | 0.6250 | nan | 0.6250 | 0.0 | 0.6250 | | 0.0101 | 501.0 | 8517 | 0.4406 | 0.3017 | 0.6035 | 0.6035 | nan | 0.6035 | 0.0 | 0.6035 | | 0.0101 | 502.0 | 8534 | 0.4314 | 0.3074 | 0.6148 | 0.6148 | nan | 0.6148 | 0.0 | 0.6148 | | 0.0101 | 503.0 | 8551 | 0.4136 | 0.3128 | 0.6256 | 0.6256 | nan | 0.6256 | 0.0 | 0.6256 | | 0.0101 | 504.0 | 8568 | 0.4214 | 0.3107 | 0.6214 | 0.6214 | nan | 0.6214 | 0.0 | 0.6214 | | 0.0101 | 505.0 | 8585 | 0.4371 | 0.2995 | 0.5990 | 0.5990 | nan | 0.5990 | 0.0 | 0.5990 | | 0.0099 | 506.0 | 8602 | 0.4210 | 0.3147 | 0.6293 | 0.6293 | nan | 0.6293 | 0.0 | 0.6293 | | 0.0099 | 507.0 | 8619 | 0.4172 | 0.3103 | 0.6206 | 0.6206 | nan | 0.6206 | 0.0 | 0.6206 | | 0.0099 | 508.0 | 8636 | 0.4155 | 0.3151 | 0.6301 | 0.6301 | nan | 0.6301 | 0.0 | 0.6301 | | 0.0099 | 509.0 | 8653 | 0.4213 | 0.3067 | 0.6135 | 0.6135 | nan | 0.6135 | 0.0 | 0.6135 | | 0.0099 | 510.0 | 8670 | 0.4401 | 0.3030 | 0.6059 | 0.6059 | nan | 0.6059 | 0.0 | 0.6059 | | 0.0099 | 511.0 | 8687 | 0.4233 | 0.3088 | 0.6176 | 0.6176 | nan | 0.6176 | 0.0 | 0.6176 | | 0.0105 | 512.0 | 8704 | 0.4015 | 0.3178 | 0.6356 | 0.6356 | nan | 0.6356 | 0.0 | 0.6356 | | 0.0105 | 513.0 | 8721 | 0.4135 | 0.3101 | 0.6201 | 0.6201 | nan | 0.6201 | 0.0 | 0.6201 | | 0.0105 | 514.0 | 8738 | 0.4162 | 0.3125 | 0.6250 | 0.6250 | nan | 0.6250 | 0.0 | 0.6250 | | 0.0105 | 515.0 | 8755 | 0.4336 | 0.3040 | 0.6079 | 0.6079 | nan | 0.6079 | 0.0 | 0.6079 | | 0.0105 | 516.0 | 8772 | 0.4240 | 0.3051 | 0.6102 | 0.6102 | nan | 0.6102 | 0.0 | 0.6102 | | 0.0105 | 517.0 | 8789 | 0.4076 | 0.3139 | 0.6278 | 0.6278 | nan | 0.6278 | 0.0 | 0.6278 | | 0.0098 | 518.0 | 8806 | 0.4194 | 0.3094 | 0.6188 | 0.6188 | nan | 0.6188 | 0.0 | 0.6188 | | 0.0098 | 519.0 | 8823 | 0.4239 | 0.3107 | 0.6214 | 0.6214 | nan | 0.6214 | 0.0 | 0.6214 | | 0.0098 | 520.0 | 8840 | 0.4383 | 0.3038 | 0.6077 | 0.6077 | nan | 0.6077 | 0.0 | 0.6077 | | 0.0098 | 521.0 | 8857 | 0.4425 | 0.2987 | 0.5974 | 0.5974 | nan | 0.5974 | 0.0 | 0.5974 | | 0.0098 | 522.0 | 8874 | 0.4407 | 0.3054 | 0.6108 | 0.6108 | nan | 0.6108 | 0.0 | 0.6108 | | 0.0098 | 523.0 | 8891 | 0.4355 | 0.3058 | 0.6116 | 0.6116 | nan | 0.6116 | 0.0 | 0.6116 | | 0.0111 | 524.0 | 8908 | 0.4116 | 0.3131 | 0.6262 | 0.6262 | nan | 0.6262 | 0.0 | 0.6262 | | 0.0111 | 525.0 | 8925 | 0.3992 | 0.3193 | 0.6387 | 0.6387 | nan | 0.6387 | 0.0 | 0.6387 | | 0.0111 | 526.0 | 8942 | 0.4194 | 0.3090 | 0.6181 | 0.6181 | nan | 0.6181 | 0.0 | 0.6181 | | 0.0111 | 527.0 | 8959 | 0.4150 | 0.3094 | 0.6188 | 0.6188 | nan | 0.6188 | 0.0 | 0.6188 | | 0.0111 | 528.0 | 8976 | 0.4173 | 0.3119 | 0.6238 | 0.6238 | nan | 0.6238 | 0.0 | 0.6238 | | 0.0111 | 529.0 | 8993 | 0.4068 | 0.3142 | 0.6284 | 0.6284 | nan | 0.6284 | 0.0 | 0.6284 | | 0.0094 | 530.0 | 9010 | 0.4142 | 0.3106 | 0.6212 | 0.6212 | nan | 0.6212 | 0.0 | 0.6212 | | 0.0094 | 531.0 | 9027 | 0.4024 | 0.3167 | 0.6335 | 0.6335 | nan | 0.6335 | 0.0 | 0.6335 | | 0.0094 | 532.0 | 9044 | 0.4090 | 0.3161 | 0.6322 | 0.6322 | nan | 0.6322 | 0.0 | 0.6322 | | 0.0094 | 533.0 | 9061 | 0.4152 | 0.3138 | 0.6275 | 0.6275 | nan | 0.6275 | 0.0 | 0.6275 | | 0.0094 | 534.0 | 9078 | 0.4090 | 0.3162 | 0.6325 | 0.6325 | nan | 0.6325 | 0.0 | 0.6325 | | 0.0094 | 535.0 | 9095 | 0.4307 | 0.3008 | 0.6016 | 0.6016 | nan | 0.6016 | 0.0 | 0.6016 | | 0.0096 | 536.0 | 9112 | 0.4160 | 0.3097 | 0.6193 | 0.6193 | nan | 0.6193 | 0.0 | 0.6193 | | 0.0096 | 537.0 | 9129 | 0.4251 | 0.3118 | 0.6236 | 0.6236 | nan | 0.6236 | 0.0 | 0.6236 | | 0.0096 | 538.0 | 9146 | 0.4290 | 0.3082 | 0.6164 | 0.6164 | nan | 0.6164 | 0.0 | 0.6164 | | 0.0096 | 539.0 | 9163 | 0.4146 | 0.3167 | 0.6334 | 0.6334 | nan | 0.6334 | 0.0 | 0.6334 | | 0.0096 | 540.0 | 9180 | 0.4129 | 0.3172 | 0.6343 | 0.6343 | nan | 0.6343 | 0.0 | 0.6343 | | 0.0096 | 541.0 | 9197 | 0.4263 | 0.3117 | 0.6235 | 0.6235 | nan | 0.6235 | 0.0 | 0.6235 | | 0.0094 | 542.0 | 9214 | 0.4300 | 0.3029 | 0.6058 | 0.6058 | nan | 0.6058 | 0.0 | 0.6058 | | 0.0094 | 543.0 | 9231 | 0.4269 | 0.3073 | 0.6146 | 0.6146 | nan | 0.6146 | 0.0 | 0.6146 | | 0.0094 | 544.0 | 9248 | 0.4189 | 0.3094 | 0.6187 | 0.6187 | nan | 0.6187 | 0.0 | 0.6187 | | 0.0094 | 545.0 | 9265 | 0.4332 | 0.3026 | 0.6051 | 0.6051 | nan | 0.6051 | 0.0 | 0.6051 | | 0.0094 | 546.0 | 9282 | 0.4467 | 0.2979 | 0.5958 | 0.5958 | nan | 0.5958 | 0.0 | 0.5958 | | 0.0094 | 547.0 | 9299 | 0.4374 | 0.3061 | 0.6123 | 0.6123 | nan | 0.6123 | 0.0 | 0.6123 | | 0.0091 | 548.0 | 9316 | 0.4544 | 0.3011 | 0.6022 | 0.6022 | nan | 0.6022 | 0.0 | 0.6022 | | 0.0091 | 549.0 | 9333 | 0.4334 | 0.3091 | 0.6182 | 0.6182 | nan | 0.6182 | 0.0 | 0.6182 | | 0.0091 | 550.0 | 9350 | 0.4388 | 0.3090 | 0.6180 | 0.6180 | nan | 0.6180 | 0.0 | 0.6180 | | 0.0091 | 551.0 | 9367 | 0.4288 | 0.3101 | 0.6203 | 0.6203 | nan | 0.6203 | 0.0 | 0.6203 | | 0.0091 | 552.0 | 9384 | 0.4325 | 0.3087 | 0.6174 | 0.6174 | nan | 0.6174 | 0.0 | 0.6174 | | 0.0097 | 553.0 | 9401 | 0.4342 | 0.3069 | 0.6138 | 0.6138 | nan | 0.6138 | 0.0 | 0.6138 | | 0.0097 | 554.0 | 9418 | 0.4279 | 0.3067 | 0.6133 | 0.6133 | nan | 0.6133 | 0.0 | 0.6133 | | 0.0097 | 555.0 | 9435 | 0.4192 | 0.3115 | 0.6230 | 0.6230 | nan | 0.6230 | 0.0 | 0.6230 | | 0.0097 | 556.0 | 9452 | 0.4240 | 0.3130 | 0.6259 | 0.6259 | nan | 0.6259 | 0.0 | 0.6259 | | 0.0097 | 557.0 | 9469 | 0.4238 | 0.3152 | 0.6303 | 0.6303 | nan | 0.6303 | 0.0 | 0.6303 | | 0.0097 | 558.0 | 9486 | 0.4146 | 0.3145 | 0.6290 | 0.6290 | nan | 0.6290 | 0.0 | 0.6290 | | 0.0097 | 559.0 | 9503 | 0.4234 | 0.3160 | 0.6320 | 0.6320 | nan | 0.6320 | 0.0 | 0.6320 | | 0.0097 | 560.0 | 9520 | 0.4238 | 0.3083 | 0.6165 | 0.6165 | nan | 0.6165 | 0.0 | 0.6165 | | 0.0097 | 561.0 | 9537 | 0.4251 | 0.3055 | 0.6111 | 0.6111 | nan | 0.6111 | 0.0 | 0.6111 | | 0.0097 | 562.0 | 9554 | 0.4217 | 0.3088 | 0.6175 | 0.6175 | nan | 0.6175 | 0.0 | 0.6175 | | 0.0097 | 563.0 | 9571 | 0.4218 | 0.3069 | 0.6139 | 0.6139 | nan | 0.6139 | 0.0 | 0.6139 | | 0.0097 | 564.0 | 9588 | 0.4234 | 0.3081 | 0.6162 | 0.6162 | nan | 0.6162 | 0.0 | 0.6162 | | 0.0089 | 565.0 | 9605 | 0.4242 | 0.3043 | 0.6086 | 0.6086 | nan | 0.6086 | 0.0 | 0.6086 | | 0.0089 | 566.0 | 9622 | 0.4392 | 0.3043 | 0.6086 | 0.6086 | nan | 0.6086 | 0.0 | 0.6086 | | 0.0089 | 567.0 | 9639 | 0.4301 | 0.3066 | 0.6133 | 0.6133 | nan | 0.6133 | 0.0 | 0.6133 | | 0.0089 | 568.0 | 9656 | 0.4300 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 | | 0.0089 | 569.0 | 9673 | 0.4263 | 0.3081 | 0.6162 | 0.6162 | nan | 0.6162 | 0.0 | 0.6162 | | 0.0089 | 570.0 | 9690 | 0.4302 | 0.3079 | 0.6159 | 0.6159 | nan | 0.6159 | 0.0 | 0.6159 | | 0.0089 | 571.0 | 9707 | 0.4338 | 0.3061 | 0.6122 | 0.6122 | nan | 0.6122 | 0.0 | 0.6122 | | 0.0089 | 572.0 | 9724 | 0.4309 | 0.3053 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 | | 0.0089 | 573.0 | 9741 | 0.4282 | 0.3086 | 0.6172 | 0.6172 | nan | 0.6172 | 0.0 | 0.6172 | | 0.0089 | 574.0 | 9758 | 0.4399 | 0.3007 | 0.6013 | 0.6013 | nan | 0.6013 | 0.0 | 0.6013 | | 0.0089 | 575.0 | 9775 | 0.4371 | 0.3050 | 0.6100 | 0.6100 | nan | 0.6100 | 0.0 | 0.6100 | | 0.0089 | 576.0 | 9792 | 0.4344 | 0.3053 | 0.6106 | 0.6106 | nan | 0.6106 | 0.0 | 0.6106 | | 0.0089 | 577.0 | 9809 | 0.4336 | 0.3069 | 0.6137 | 0.6137 | nan | 0.6137 | 0.0 | 0.6137 | | 0.0089 | 578.0 | 9826 | 0.4437 | 0.3015 | 0.6030 | 0.6030 | nan | 0.6030 | 0.0 | 0.6030 | | 0.0089 | 579.0 | 9843 | 0.4390 | 0.3007 | 0.6014 | 0.6014 | nan | 0.6014 | 0.0 | 0.6014 | | 0.0089 | 580.0 | 9860 | 0.4377 | 0.3007 | 0.6013 | 0.6013 | nan | 0.6013 | 0.0 | 0.6013 | | 0.0089 | 581.0 | 9877 | 0.4508 | 0.3004 | 0.6008 | 0.6008 | nan | 0.6008 | 0.0 | 0.6008 | | 0.0089 | 582.0 | 9894 | 0.4440 | 0.3018 | 0.6035 | 0.6035 | nan | 0.6035 | 0.0 | 0.6035 | | 0.0087 | 583.0 | 9911 | 0.4406 | 0.3015 | 0.6029 | 0.6029 | nan | 0.6029 | 0.0 | 0.6029 | | 0.0087 | 584.0 | 9928 | 0.4355 | 0.3040 | 0.6080 | 0.6080 | nan | 0.6080 | 0.0 | 0.6080 | | 0.0087 | 585.0 | 9945 | 0.4343 | 0.3042 | 0.6083 | 0.6083 | nan | 0.6083 | 0.0 | 0.6083 | | 0.0087 | 586.0 | 9962 | 0.4317 | 0.3050 | 0.6100 | 0.6100 | nan | 0.6100 | 0.0 | 0.6100 | | 0.0087 | 587.0 | 9979 | 0.4369 | 0.3048 | 0.6097 | 0.6097 | nan | 0.6097 | 0.0 | 0.6097 | | 0.0087 | 588.0 | 9996 | 0.4315 | 0.3057 | 0.6113 | 0.6113 | nan | 0.6113 | 0.0 | 0.6113 | | 0.0083 | 588.24 | 10000 | 0.4306 | 0.3057 | 0.6114 | 0.6114 | nan | 0.6114 | 0.0 | 0.6114 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.0 - Datasets 2.14.4 - Tokenizers 0.15.1

[ "background", "biofilm" ]

heroza/segformer-finetuned-biofilm-rotate

# segformer-finetuned-biofilm-rotate This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm dataset. It achieves the following results on the evaluation set: - Loss: 0.3313 - Mean Iou: 0.2721 - Mean Accuracy: 0.5443 - Overall Accuracy: 0.5443 - Accuracy Background: nan - Accuracy Biofilm: 0.5443 - Iou Background: 0.0 - Iou Biofilm: 0.5443 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Biofilm | Iou Background | Iou Biofilm | |:-------------:|:------:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------:|:-----------:| | No log | 1.0 | 17 | 0.6491 | 0.4946 | 0.9892 | 0.9892 | nan | 0.9892 | 0.0 | 0.9892 | | No log | 2.0 | 34 | 0.5440 | 0.2663 | 0.5326 | 0.5326 | nan | 0.5326 | 0.0 | 0.5326 | | No log | 3.0 | 51 | 0.4208 | 0.4024 | 0.8047 | 0.8047 | nan | 0.8047 | 0.0 | 0.8047 | | No log | 4.0 | 68 | 0.4031 | 0.4695 | 0.9390 | 0.9390 | nan | 0.9390 | 0.0 | 0.9390 | | No log | 5.0 | 85 | 0.3293 | 0.4540 | 0.9080 | 0.9080 | nan | 0.9080 | 0.0 | 0.9080 | | 0.4917 | 6.0 | 102 | 0.3473 | 0.1578 | 0.3156 | 0.3156 | nan | 0.3156 | 0.0 | 0.3156 | | 0.4917 | 7.0 | 119 | 0.3239 | 0.4025 | 0.8049 | 0.8049 | nan | 0.8049 | 0.0 | 0.8049 | | 0.4917 | 8.0 | 136 | 0.2658 | 0.1198 | 0.2395 | 0.2395 | nan | 0.2395 | 0.0 | 0.2395 | | 0.4917 | 9.0 | 153 | 0.2909 | 0.1984 | 0.3968 | 0.3968 | nan | 0.3968 | 0.0 | 0.3968 | | 0.4917 | 10.0 | 170 | 0.2654 | 0.0929 | 0.1859 | 0.1859 | nan | 0.1859 | 0.0 | 0.1859 | | 0.4917 | 11.0 | 187 | 0.2326 | 0.1465 | 0.2930 | 0.2930 | nan | 0.2930 | 0.0 | 0.2930 | | 0.3298 | 12.0 | 204 | 0.2108 | 0.0050 | 0.0101 | 0.0101 | nan | 0.0101 | 0.0 | 0.0101 | | 0.3298 | 13.0 | 221 | 0.2199 | 0.2079 | 0.4159 | 0.4159 | nan | 0.4159 | 0.0 | 0.4159 | | 0.3298 | 14.0 | 238 | 0.2587 | 0.0675 | 0.1349 | 0.1349 | nan | 0.1349 | 0.0 | 0.1349 | | 0.3298 | 15.0 | 255 | 0.2212 | 0.0008 | 0.0015 | 0.0015 | nan | 0.0015 | 0.0 | 0.0015 | | 0.3298 | 16.0 | 272 | 0.2204 | 0.0386 | 0.0773 | 0.0773 | nan | 0.0773 | 0.0 | 0.0773 | | 0.3298 | 17.0 | 289 | 0.2156 | 0.1523 | 0.3045 | 0.3045 | nan | 0.3045 | 0.0 | 0.3045 | | 0.293 | 18.0 | 306 | 0.1899 | 0.1790 | 0.3580 | 0.3580 | nan | 0.3580 | 0.0 | 0.3580 | | 0.293 | 19.0 | 323 | 0.1904 | 0.0179 | 0.0358 | 0.0358 | nan | 0.0358 | 0.0 | 0.0358 | | 0.293 | 20.0 | 340 | 0.2290 | 0.0019 | 0.0039 | 0.0039 | nan | 0.0039 | 0.0 | 0.0039 | | 0.293 | 21.0 | 357 | 0.2555 | 0.0007 | 0.0014 | 0.0014 | nan | 0.0014 | 0.0 | 0.0014 | | 0.293 | 22.0 | 374 | 0.2480 | 0.0398 | 0.0795 | 0.0795 | nan | 0.0795 | 0.0 | 0.0795 | | 0.293 | 23.0 | 391 | 0.2425 | 0.0167 | 0.0335 | 0.0335 | nan | 0.0335 | 0.0 | 0.0335 | | 0.2825 | 24.0 | 408 | 0.2454 | 0.0898 | 0.1796 | 0.1796 | nan | 0.1796 | 0.0 | 0.1796 | | 0.2825 | 25.0 | 425 | 0.2084 | 0.0696 | 0.1392 | 0.1392 | nan | 0.1392 | 0.0 | 0.1392 | | 0.2825 | 26.0 | 442 | 0.2217 | 0.1534 | 0.3068 | 0.3068 | nan | 0.3068 | 0.0 | 0.3068 | | 0.2825 | 27.0 | 459 | 0.2154 | 0.2021 | 0.4042 | 0.4042 | nan | 0.4042 | 0.0 | 0.4042 | | 0.2825 | 28.0 | 476 | 0.2376 | 0.1409 | 0.2817 | 0.2817 | nan | 0.2817 | 0.0 | 0.2817 | | 0.2825 | 29.0 | 493 | 0.2192 | 0.0043 | 0.0085 | 0.0085 | nan | 0.0085 | 0.0 | 0.0085 | | 0.2711 | 30.0 | 510 | 0.2616 | 0.0009 | 0.0018 | 0.0018 | nan | 0.0018 | 0.0 | 0.0018 | | 0.2711 | 31.0 | 527 | 0.2384 | 0.0057 | 0.0113 | 0.0113 | nan | 0.0113 | 0.0 | 0.0113 | | 0.2711 | 32.0 | 544 | 0.2234 | 0.0020 | 0.0040 | 0.0040 | nan | 0.0040 | 0.0 | 0.0040 | | 0.2711 | 33.0 | 561 | 0.2541 | 0.0031 | 0.0062 | 0.0062 | nan | 0.0062 | 0.0 | 0.0062 | | 0.2711 | 34.0 | 578 | 0.2117 | 0.0038 | 0.0076 | 0.0076 | nan | 0.0076 | 0.0 | 0.0076 | | 0.2711 | 35.0 | 595 | 0.2220 | 0.0486 | 0.0972 | 0.0972 | nan | 0.0972 | 0.0 | 0.0972 | | 0.2601 | 36.0 | 612 | 0.2593 | 0.0395 | 0.0790 | 0.0790 | nan | 0.0790 | 0.0 | 0.0790 | | 0.2601 | 37.0 | 629 | 0.1984 | 0.0318 | 0.0636 | 0.0636 | nan | 0.0636 | 0.0 | 0.0636 | | 0.2601 | 38.0 | 646 | 0.2436 | 0.0107 | 0.0214 | 0.0214 | nan | 0.0214 | 0.0 | 0.0214 | | 0.2601 | 39.0 | 663 | 0.2185 | 0.0918 | 0.1836 | 0.1836 | nan | 0.1836 | 0.0 | 0.1836 | | 0.2601 | 40.0 | 680 | 0.2128 | 0.0767 | 0.1535 | 0.1535 | nan | 0.1535 | 0.0 | 0.1535 | | 0.2601 | 41.0 | 697 | 0.2212 | 0.0000 | 0.0000 | 0.0000 | nan | 0.0000 | 0.0 | 0.0000 | | 0.2598 | 42.0 | 714 | 0.2278 | 0.0120 | 0.0240 | 0.0240 | nan | 0.0240 | 0.0 | 0.0240 | | 0.2598 | 43.0 | 731 | 0.1814 | 0.1555 | 0.3110 | 0.3110 | nan | 0.3110 | 0.0 | 0.3110 | | 0.2598 | 44.0 | 748 | 0.2231 | 0.2599 | 0.5198 | 0.5198 | nan | 0.5198 | 0.0 | 0.5198 | | 0.2598 | 45.0 | 765 | 0.2102 | 0.0236 | 0.0472 | 0.0472 | nan | 0.0472 | 0.0 | 0.0472 | | 0.2598 | 46.0 | 782 | 0.1803 | 0.2195 | 0.4391 | 0.4391 | nan | 0.4391 | 0.0 | 0.4391 | | 0.2598 | 47.0 | 799 | 0.2072 | 0.2830 | 0.5660 | 0.5660 | nan | 0.5660 | 0.0 | 0.5660 | | 0.2656 | 48.0 | 816 | 0.2094 | 0.0850 | 0.1699 | 0.1699 | nan | 0.1699 | 0.0 | 0.1699 | | 0.2656 | 49.0 | 833 | 0.2121 | 0.0486 | 0.0973 | 0.0973 | nan | 0.0973 | 0.0 | 0.0973 | | 0.2656 | 50.0 | 850 | 0.2455 | 0.0009 | 0.0019 | 0.0019 | nan | 0.0019 | 0.0 | 0.0019 | | 0.2656 | 51.0 | 867 | 0.1855 | 0.2052 | 0.4103 | 0.4103 | nan | 0.4103 | 0.0 | 0.4103 | | 0.2656 | 52.0 | 884 | 0.2297 | 0.2418 | 0.4836 | 0.4836 | nan | 0.4836 | 0.0 | 0.4836 | | 0.2596 | 53.0 | 901 | 0.2201 | 0.0473 | 0.0946 | 0.0946 | nan | 0.0946 | 0.0 | 0.0946 | | 0.2596 | 54.0 | 918 | 0.2608 | 0.2002 | 0.4005 | 0.4005 | nan | 0.4005 | 0.0 | 0.4005 | | 0.2596 | 55.0 | 935 | 0.2198 | 0.2096 | 0.4192 | 0.4192 | nan | 0.4192 | 0.0 | 0.4192 | | 0.2596 | 56.0 | 952 | 0.2121 | 0.2281 | 0.4562 | 0.4562 | nan | 0.4562 | 0.0 | 0.4562 | | 0.2596 | 57.0 | 969 | 0.2081 | 0.2658 | 0.5316 | 0.5316 | nan | 0.5316 | 0.0 | 0.5316 | | 0.2596 | 58.0 | 986 | 0.1938 | 0.2325 | 0.4650 | 0.4650 | nan | 0.4650 | 0.0 | 0.4650 | | 0.2538 | 59.0 | 1003 | 0.2265 | 0.1062 | 0.2125 | 0.2125 | nan | 0.2125 | 0.0 | 0.2125 | | 0.2538 | 60.0 | 1020 | 0.2086 | 0.1072 | 0.2144 | 0.2144 | nan | 0.2144 | 0.0 | 0.2144 | | 0.2538 | 61.0 | 1037 | 0.2286 | 0.0014 | 0.0027 | 0.0027 | nan | 0.0027 | 0.0 | 0.0027 | | 0.2538 | 62.0 | 1054 | 0.2063 | 0.0902 | 0.1804 | 0.1804 | nan | 0.1804 | 0.0 | 0.1804 | | 0.2538 | 63.0 | 1071 | 0.1834 | 0.1016 | 0.2033 | 0.2033 | nan | 0.2033 | 0.0 | 0.2033 | | 0.2538 | 64.0 | 1088 | 0.2043 | 0.1171 | 0.2343 | 0.2343 | nan | 0.2343 | 0.0 | 0.2343 | | 0.2574 | 65.0 | 1105 | 0.2148 | 0.0959 | 0.1918 | 0.1918 | nan | 0.1918 | 0.0 | 0.1918 | | 0.2574 | 66.0 | 1122 | 0.2144 | 0.1331 | 0.2662 | 0.2662 | nan | 0.2662 | 0.0 | 0.2662 | | 0.2574 | 67.0 | 1139 | 0.2241 | 0.0303 | 0.0605 | 0.0605 | nan | 0.0605 | 0.0 | 0.0605 | | 0.2574 | 68.0 | 1156 | 0.2090 | 0.0379 | 0.0757 | 0.0757 | nan | 0.0757 | 0.0 | 0.0757 | | 0.2574 | 69.0 | 1173 | 0.1992 | 0.1140 | 0.2279 | 0.2279 | nan | 0.2279 | 0.0 | 0.2279 | | 0.2574 | 70.0 | 1190 | 0.2163 | 0.0399 | 0.0798 | 0.0798 | nan | 0.0798 | 0.0 | 0.0798 | | 0.266 | 71.0 | 1207 | 0.2189 | 0.1292 | 0.2584 | 0.2584 | nan | 0.2584 | 0.0 | 0.2584 | | 0.266 | 72.0 | 1224 | 0.2022 | 0.1194 | 0.2389 | 0.2389 | nan | 0.2389 | 0.0 | 0.2389 | | 0.266 | 73.0 | 1241 | 0.2252 | 0.0960 | 0.1919 | 0.1919 | nan | 0.1919 | 0.0 | 0.1919 | | 0.266 | 74.0 | 1258 | 0.2136 | 0.2463 | 0.4926 | 0.4926 | nan | 0.4926 | 0.0 | 0.4926 | | 0.266 | 75.0 | 1275 | 0.2170 | 0.2326 | 0.4652 | 0.4652 | nan | 0.4652 | 0.0 | 0.4652 | | 0.266 | 76.0 | 1292 | 0.1918 | 0.0608 | 0.1215 | 0.1215 | nan | 0.1215 | 0.0 | 0.1215 | | 0.2428 | 77.0 | 1309 | 0.1983 | 0.0680 | 0.1361 | 0.1361 | nan | 0.1361 | 0.0 | 0.1361 | | 0.2428 | 78.0 | 1326 | 0.1995 | 0.1808 | 0.3616 | 0.3616 | nan | 0.3616 | 0.0 | 0.3616 | | 0.2428 | 79.0 | 1343 | 0.1877 | 0.1163 | 0.2327 | 0.2327 | nan | 0.2327 | 0.0 | 0.2327 | | 0.2428 | 80.0 | 1360 | 0.2968 | 0.0537 | 0.1075 | 0.1075 | nan | 0.1075 | 0.0 | 0.1075 | | 0.2428 | 81.0 | 1377 | 0.1990 | 0.1149 | 0.2298 | 0.2298 | nan | 0.2298 | 0.0 | 0.2298 | | 0.2428 | 82.0 | 1394 | 0.2077 | 0.1465 | 0.2929 | 0.2929 | nan | 0.2929 | 0.0 | 0.2929 | | 0.2453 | 83.0 | 1411 | 0.1787 | 0.1541 | 0.3081 | 0.3081 | nan | 0.3081 | 0.0 | 0.3081 | | 0.2453 | 84.0 | 1428 | 0.2323 | 0.2098 | 0.4196 | 0.4196 | nan | 0.4196 | 0.0 | 0.4196 | | 0.2453 | 85.0 | 1445 | 0.2129 | 0.0445 | 0.0890 | 0.0890 | nan | 0.0890 | 0.0 | 0.0890 | | 0.2453 | 86.0 | 1462 | 0.1882 | 0.1292 | 0.2585 | 0.2585 | nan | 0.2585 | 0.0 | 0.2585 | | 0.2453 | 87.0 | 1479 | 0.2013 | 0.2121 | 0.4243 | 0.4243 | nan | 0.4243 | 0.0 | 0.4243 | | 0.2453 | 88.0 | 1496 | 0.1801 | 0.1375 | 0.2749 | 0.2749 | nan | 0.2749 | 0.0 | 0.2749 | | 0.2485 | 89.0 | 1513 | 0.2196 | 0.0632 | 0.1264 | 0.1264 | nan | 0.1264 | 0.0 | 0.1264 | | 0.2485 | 90.0 | 1530 | 0.1968 | 0.1538 | 0.3076 | 0.3076 | nan | 0.3076 | 0.0 | 0.3076 | | 0.2485 | 91.0 | 1547 | 0.2507 | 0.0395 | 0.0789 | 0.0789 | nan | 0.0789 | 0.0 | 0.0789 | | 0.2485 | 92.0 | 1564 | 0.2554 | 0.0663 | 0.1326 | 0.1326 | nan | 0.1326 | 0.0 | 0.1326 | | 0.2485 | 93.0 | 1581 | 0.2409 | 0.0524 | 0.1048 | 0.1048 | nan | 0.1048 | 0.0 | 0.1048 | | 0.2485 | 94.0 | 1598 | 0.2309 | 0.0594 | 0.1187 | 0.1187 | nan | 0.1187 | 0.0 | 0.1187 | | 0.25 | 95.0 | 1615 | 0.2298 | 0.0287 | 0.0575 | 0.0575 | nan | 0.0575 | 0.0 | 0.0575 | | 0.25 | 96.0 | 1632 | 0.2462 | 0.0171 | 0.0342 | 0.0342 | nan | 0.0342 | 0.0 | 0.0342 | | 0.25 | 97.0 | 1649 | 0.1916 | 0.1401 | 0.2802 | 0.2802 | nan | 0.2802 | 0.0 | 0.2802 | | 0.25 | 98.0 | 1666 | 0.2009 | 0.1191 | 0.2382 | 0.2382 | nan | 0.2382 | 0.0 | 0.2382 | | 0.25 | 99.0 | 1683 | 0.1919 | 0.1463 | 0.2925 | 0.2925 | nan | 0.2925 | 0.0 | 0.2925 | | 0.228 | 100.0 | 1700 | 0.2074 | 0.0973 | 0.1947 | 0.1947 | nan | 0.1947 | 0.0 | 0.1947 | | 0.228 | 101.0 | 1717 | 0.2056 | 0.1028 | 0.2056 | 0.2056 | nan | 0.2056 | 0.0 | 0.2056 | | 0.228 | 102.0 | 1734 | 0.2442 | 0.1305 | 0.2610 | 0.2610 | nan | 0.2610 | 0.0 | 0.2610 | | 0.228 | 103.0 | 1751 | 0.2191 | 0.1274 | 0.2548 | 0.2548 | nan | 0.2548 | 0.0 | 0.2548 | | 0.228 | 104.0 | 1768 | 0.2140 | 0.1716 | 0.3432 | 0.3432 | nan | 0.3432 | 0.0 | 0.3432 | | 0.228 | 105.0 | 1785 | 0.2546 | 0.0878 | 0.1757 | 0.1757 | nan | 0.1757 | 0.0 | 0.1757 | | 0.2291 | 106.0 | 1802 | 0.2470 | 0.0828 | 0.1656 | 0.1656 | nan | 0.1656 | 0.0 | 0.1656 | | 0.2291 | 107.0 | 1819 | 0.2151 | 0.1512 | 0.3023 | 0.3023 | nan | 0.3023 | 0.0 | 0.3023 | | 0.2291 | 108.0 | 1836 | 0.2209 | 0.1071 | 0.2141 | 0.2141 | nan | 0.2141 | 0.0 | 0.2141 | | 0.2291 | 109.0 | 1853 | 0.2625 | 0.1998 | 0.3996 | 0.3996 | nan | 0.3996 | 0.0 | 0.3996 | | 0.2291 | 110.0 | 1870 | 0.2118 | 0.1976 | 0.3953 | 0.3953 | nan | 0.3953 | 0.0 | 0.3953 | | 0.2291 | 111.0 | 1887 | 0.2072 | 0.1656 | 0.3312 | 0.3312 | nan | 0.3312 | 0.0 | 0.3312 | | 0.2319 | 112.0 | 1904 | 0.2222 | 0.1318 | 0.2636 | 0.2636 | nan | 0.2636 | 0.0 | 0.2636 | | 0.2319 | 113.0 | 1921 | 0.2471 | 0.2344 | 0.4688 | 0.4688 | nan | 0.4688 | 0.0 | 0.4688 | | 0.2319 | 114.0 | 1938 | 0.2505 | 0.1842 | 0.3683 | 0.3683 | nan | 0.3683 | 0.0 | 0.3683 | | 0.2319 | 115.0 | 1955 | 0.2175 | 0.2156 | 0.4312 | 0.4312 | nan | 0.4312 | 0.0 | 0.4312 | | 0.2319 | 116.0 | 1972 | 0.2778 | 0.0776 | 0.1553 | 0.1553 | nan | 0.1553 | 0.0 | 0.1553 | | 0.2319 | 117.0 | 1989 | 0.2454 | 0.2054 | 0.4107 | 0.4107 | nan | 0.4107 | 0.0 | 0.4107 | | 0.222 | 118.0 | 2006 | 0.2501 | 0.1155 | 0.2310 | 0.2310 | nan | 0.2310 | 0.0 | 0.2310 | | 0.222 | 119.0 | 2023 | 0.3035 | 0.1813 | 0.3626 | 0.3626 | nan | 0.3626 | 0.0 | 0.3626 | | 0.222 | 120.0 | 2040 | 0.2719 | 0.1567 | 0.3133 | 0.3133 | nan | 0.3133 | 0.0 | 0.3133 | | 0.222 | 121.0 | 2057 | 0.2543 | 0.2737 | 0.5474 | 0.5474 | nan | 0.5474 | 0.0 | 0.5474 | | 0.222 | 122.0 | 2074 | 0.2659 | 0.2122 | 0.4243 | 0.4243 | nan | 0.4243 | 0.0 | 0.4243 | | 0.222 | 123.0 | 2091 | 0.2127 | 0.2019 | 0.4037 | 0.4037 | nan | 0.4037 | 0.0 | 0.4037 | | 0.2089 | 124.0 | 2108 | 0.2300 | 0.1729 | 0.3457 | 0.3457 | nan | 0.3457 | 0.0 | 0.3457 | | 0.2089 | 125.0 | 2125 | 0.2870 | 0.1275 | 0.2549 | 0.2549 | nan | 0.2549 | 0.0 | 0.2549 | | 0.2089 | 126.0 | 2142 | 0.2698 | 0.2329 | 0.4658 | 0.4658 | nan | 0.4658 | 0.0 | 0.4658 | | 0.2089 | 127.0 | 2159 | 0.2802 | 0.1134 | 0.2267 | 0.2267 | nan | 0.2267 | 0.0 | 0.2267 | | 0.2089 | 128.0 | 2176 | 0.2714 | 0.1207 | 0.2414 | 0.2414 | nan | 0.2414 | 0.0 | 0.2414 | | 0.2089 | 129.0 | 2193 | 0.1979 | 0.2663 | 0.5326 | 0.5326 | nan | 0.5326 | 0.0 | 0.5326 | | 0.2134 | 130.0 | 2210 | 0.2470 | 0.1767 | 0.3535 | 0.3535 | nan | 0.3535 | 0.0 | 0.3535 | | 0.2134 | 131.0 | 2227 | 0.2505 | 0.1823 | 0.3646 | 0.3646 | nan | 0.3646 | 0.0 | 0.3646 | | 0.2134 | 132.0 | 2244 | 0.2410 | 0.1187 | 0.2374 | 0.2374 | nan | 0.2374 | 0.0 | 0.2374 | | 0.2134 | 133.0 | 2261 | 0.2589 | 0.3439 | 0.6878 | 0.6878 | nan | 0.6878 | 0.0 | 0.6878 | | 0.2134 | 134.0 | 2278 | 0.2190 | 0.1989 | 0.3978 | 0.3978 | nan | 0.3978 | 0.0 | 0.3978 | | 0.2134 | 135.0 | 2295 | 0.2255 | 0.2328 | 0.4656 | 0.4656 | nan | 0.4656 | 0.0 | 0.4656 | | 0.2092 | 136.0 | 2312 | 0.2862 | 0.0826 | 0.1653 | 0.1653 | nan | 0.1653 | 0.0 | 0.1653 | | 0.2092 | 137.0 | 2329 | 0.2085 | 0.2020 | 0.4040 | 0.4040 | nan | 0.4040 | 0.0 | 0.4040 | | 0.2092 | 138.0 | 2346 | 0.2282 | 0.1294 | 0.2588 | 0.2588 | nan | 0.2588 | 0.0 | 0.2588 | | 0.2092 | 139.0 | 2363 | 0.2711 | 0.1300 | 0.2601 | 0.2601 | nan | 0.2601 | 0.0 | 0.2601 | | 0.2092 | 140.0 | 2380 | 0.2506 | 0.2050 | 0.4099 | 0.4099 | nan | 0.4099 | 0.0 | 0.4099 | | 0.2092 | 141.0 | 2397 | 0.2267 | 0.3171 | 0.6342 | 0.6342 | nan | 0.6342 | 0.0 | 0.6342 | | 0.1937 | 142.0 | 2414 | 0.2317 | 0.2426 | 0.4852 | 0.4852 | nan | 0.4852 | 0.0 | 0.4852 | | 0.1937 | 143.0 | 2431 | 0.3155 | 0.0977 | 0.1954 | 0.1954 | nan | 0.1954 | 0.0 | 0.1954 | | 0.1937 | 144.0 | 2448 | 0.2711 | 0.0961 | 0.1922 | 0.1922 | nan | 0.1922 | 0.0 | 0.1922 | | 0.1937 | 145.0 | 2465 | 0.2565 | 0.1274 | 0.2548 | 0.2548 | nan | 0.2548 | 0.0 | 0.2548 | | 0.1937 | 146.0 | 2482 | 0.2543 | 0.2181 | 0.4363 | 0.4363 | nan | 0.4363 | 0.0 | 0.4363 | | 0.1937 | 147.0 | 2499 | 0.2905 | 0.1449 | 0.2899 | 0.2899 | nan | 0.2899 | 0.0 | 0.2899 | | 0.2025 | 148.0 | 2516 | 0.2257 | 0.3653 | 0.7305 | 0.7305 | nan | 0.7305 | 0.0 | 0.7305 | | 0.2025 | 149.0 | 2533 | 0.2660 | 0.2417 | 0.4834 | 0.4834 | nan | 0.4834 | 0.0 | 0.4834 | | 0.2025 | 150.0 | 2550 | 0.2909 | 0.0975 | 0.1950 | 0.1950 | nan | 0.1950 | 0.0 | 0.1950 | | 0.2025 | 151.0 | 2567 | 0.2291 | 0.3155 | 0.6310 | 0.6310 | nan | 0.6310 | 0.0 | 0.6310 | | 0.2025 | 152.0 | 2584 | 0.2618 | 0.2125 | 0.4250 | 0.4250 | nan | 0.4250 | 0.0 | 0.4250 | | 0.183 | 153.0 | 2601 | 0.2733 | 0.2363 | 0.4725 | 0.4725 | nan | 0.4725 | 0.0 | 0.4725 | | 0.183 | 154.0 | 2618 | 0.2596 | 0.2089 | 0.4178 | 0.4178 | nan | 0.4178 | 0.0 | 0.4178 | | 0.183 | 155.0 | 2635 | 0.2870 | 0.2555 | 0.5111 | 0.5111 | nan | 0.5111 | 0.0 | 0.5111 | | 0.183 | 156.0 | 2652 | 0.2710 | 0.1855 | 0.3710 | 0.3710 | nan | 0.3710 | 0.0 | 0.3710 | | 0.183 | 157.0 | 2669 | 0.3456 | 0.0993 | 0.1987 | 0.1987 | nan | 0.1987 | 0.0 | 0.1987 | | 0.183 | 158.0 | 2686 | 0.3287 | 0.2023 | 0.4046 | 0.4046 | nan | 0.4046 | 0.0 | 0.4046 | | 0.1849 | 159.0 | 2703 | 0.2926 | 0.1432 | 0.2864 | 0.2864 | nan | 0.2864 | 0.0 | 0.2864 | | 0.1849 | 160.0 | 2720 | 0.3561 | 0.1573 | 0.3146 | 0.3146 | nan | 0.3146 | 0.0 | 0.3146 | | 0.1849 | 161.0 | 2737 | 0.2810 | 0.1436 | 0.2871 | 0.2871 | nan | 0.2871 | 0.0 | 0.2871 | | 0.1849 | 162.0 | 2754 | 0.2787 | 0.2072 | 0.4143 | 0.4143 | nan | 0.4143 | 0.0 | 0.4143 | | 0.1849 | 163.0 | 2771 | 0.2966 | 0.1829 | 0.3658 | 0.3658 | nan | 0.3658 | 0.0 | 0.3658 | | 0.1849 | 164.0 | 2788 | 0.2576 | 0.2423 | 0.4846 | 0.4846 | nan | 0.4846 | 0.0 | 0.4846 | | 0.1794 | 165.0 | 2805 | 0.2185 | 0.2233 | 0.4467 | 0.4467 | nan | 0.4467 | 0.0 | 0.4467 | | 0.1794 | 166.0 | 2822 | 0.3368 | 0.2262 | 0.4524 | 0.4524 | nan | 0.4524 | 0.0 | 0.4524 | | 0.1794 | 167.0 | 2839 | 0.3581 | 0.2073 | 0.4147 | 0.4147 | nan | 0.4147 | 0.0 | 0.4147 | | 0.1794 | 168.0 | 2856 | 0.4226 | 0.1623 | 0.3247 | 0.3247 | nan | 0.3247 | 0.0 | 0.3247 | | 0.1794 | 169.0 | 2873 | 0.3233 | 0.1828 | 0.3656 | 0.3656 | nan | 0.3656 | 0.0 | 0.3656 | | 0.1794 | 170.0 | 2890 | 0.3204 | 0.2153 | 0.4306 | 0.4306 | nan | 0.4306 | 0.0 | 0.4306 | | 0.169 | 171.0 | 2907 | 0.2281 | 0.2882 | 0.5763 | 0.5763 | nan | 0.5763 | 0.0 | 0.5763 | | 0.169 | 172.0 | 2924 | 0.2558 | 0.2409 | 0.4819 | 0.4819 | nan | 0.4819 | 0.0 | 0.4819 | | 0.169 | 173.0 | 2941 | 0.2754 | 0.2618 | 0.5236 | 0.5236 | nan | 0.5236 | 0.0 | 0.5236 | | 0.169 | 174.0 | 2958 | 0.3380 | 0.2744 | 0.5487 | 0.5487 | nan | 0.5487 | 0.0 | 0.5487 | | 0.169 | 175.0 | 2975 | 0.2864 | 0.3177 | 0.6354 | 0.6354 | nan | 0.6354 | 0.0 | 0.6354 | | 0.169 | 176.0 | 2992 | 0.2854 | 0.2293 | 0.4585 | 0.4585 | nan | 0.4585 | 0.0 | 0.4585 | | 0.1729 | 177.0 | 3009 | 0.2953 | 0.2935 | 0.5869 | 0.5869 | nan | 0.5869 | 0.0 | 0.5869 | | 0.1729 | 178.0 | 3026 | 0.3370 | 0.2409 | 0.4817 | 0.4817 | nan | 0.4817 | 0.0 | 0.4817 | | 0.1729 | 179.0 | 3043 | 0.3281 | 0.2118 | 0.4236 | 0.4236 | nan | 0.4236 | 0.0 | 0.4236 | | 0.1729 | 180.0 | 3060 | 0.3026 | 0.3254 | 0.6509 | 0.6509 | nan | 0.6509 | 0.0 | 0.6509 | | 0.1729 | 181.0 | 3077 | 0.2984 | 0.2977 | 0.5954 | 0.5954 | nan | 0.5954 | 0.0 | 0.5954 | | 0.1729 | 182.0 | 3094 | 0.3041 | 0.2327 | 0.4654 | 0.4654 | nan | 0.4654 | 0.0 | 0.4654 | | 0.172 | 183.0 | 3111 | 0.2948 | 0.2553 | 0.5107 | 0.5107 | nan | 0.5107 | 0.0 | 0.5107 | | 0.172 | 184.0 | 3128 | 0.2554 | 0.3115 | 0.6230 | 0.6230 | nan | 0.6230 | 0.0 | 0.6230 | | 0.172 | 185.0 | 3145 | 0.2977 | 0.2781 | 0.5562 | 0.5562 | nan | 0.5562 | 0.0 | 0.5562 | | 0.172 | 186.0 | 3162 | 0.2913 | 0.2651 | 0.5301 | 0.5301 | nan | 0.5301 | 0.0 | 0.5301 | | 0.172 | 187.0 | 3179 | 0.3168 | 0.2518 | 0.5036 | 0.5036 | nan | 0.5036 | 0.0 | 0.5036 | | 0.172 | 188.0 | 3196 | 0.2975 | 0.2676 | 0.5353 | 0.5353 | nan | 0.5353 | 0.0 | 0.5353 | | 0.159 | 189.0 | 3213 | 0.2963 | 0.2131 | 0.4261 | 0.4261 | nan | 0.4261 | 0.0 | 0.4261 | | 0.159 | 190.0 | 3230 | 0.2924 | 0.2395 | 0.4789 | 0.4789 | nan | 0.4789 | 0.0 | 0.4789 | | 0.159 | 191.0 | 3247 | 0.3027 | 0.2477 | 0.4954 | 0.4954 | nan | 0.4954 | 0.0 | 0.4954 | | 0.159 | 192.0 | 3264 | 0.3043 | 0.1703 | 0.3407 | 0.3407 | nan | 0.3407 | 0.0 | 0.3407 | | 0.159 | 193.0 | 3281 | 0.2887 | 0.3200 | 0.6400 | 0.6400 | nan | 0.6400 | 0.0 | 0.6400 | | 0.159 | 194.0 | 3298 | 0.2783 | 0.2350 | 0.4700 | 0.4700 | nan | 0.4700 | 0.0 | 0.4700 | | 0.1592 | 195.0 | 3315 | 0.2669 | 0.2813 | 0.5626 | 0.5626 | nan | 0.5626 | 0.0 | 0.5626 | | 0.1592 | 196.0 | 3332 | 0.2656 | 0.3217 | 0.6434 | 0.6434 | nan | 0.6434 | 0.0 | 0.6434 | | 0.1592 | 197.0 | 3349 | 0.3389 | 0.1936 | 0.3871 | 0.3871 | nan | 0.3871 | 0.0 | 0.3871 | | 0.1592 | 198.0 | 3366 | 0.2633 | 0.2050 | 0.4099 | 0.4099 | nan | 0.4099 | 0.0 | 0.4099 | | 0.1592 | 199.0 | 3383 | 0.3457 | 0.0964 | 0.1928 | 0.1928 | nan | 0.1928 | 0.0 | 0.1928 | | 0.1576 | 200.0 | 3400 | 0.2908 | 0.1821 | 0.3642 | 0.3642 | nan | 0.3642 | 0.0 | 0.3642 | | 0.1576 | 201.0 | 3417 | 0.2671 | 0.3178 | 0.6357 | 0.6357 | nan | 0.6357 | 0.0 | 0.6357 | | 0.1576 | 202.0 | 3434 | 0.3280 | 0.1998 | 0.3996 | 0.3996 | nan | 0.3996 | 0.0 | 0.3996 | | 0.1576 | 203.0 | 3451 | 0.2785 | 0.2141 | 0.4282 | 0.4282 | nan | 0.4282 | 0.0 | 0.4282 | | 0.1576 | 204.0 | 3468 | 0.2971 | 0.2845 | 0.5689 | 0.5689 | nan | 0.5689 | 0.0 | 0.5689 | | 0.1576 | 205.0 | 3485 | 0.2968 | 0.2329 | 0.4657 | 0.4657 | nan | 0.4657 | 0.0 | 0.4657 | | 0.157 | 206.0 | 3502 | 0.3060 | 0.2464 | 0.4929 | 0.4929 | nan | 0.4929 | 0.0 | 0.4929 | | 0.157 | 207.0 | 3519 | 0.2595 | 0.2686 | 0.5372 | 0.5372 | nan | 0.5372 | 0.0 | 0.5372 | | 0.157 | 208.0 | 3536 | 0.2698 | 0.3214 | 0.6428 | 0.6428 | nan | 0.6428 | 0.0 | 0.6428 | | 0.157 | 209.0 | 3553 | 0.2948 | 0.2280 | 0.4559 | 0.4559 | nan | 0.4559 | 0.0 | 0.4559 | | 0.157 | 210.0 | 3570 | 0.2980 | 0.2176 | 0.4352 | 0.4352 | nan | 0.4352 | 0.0 | 0.4352 | | 0.157 | 211.0 | 3587 | 0.2861 | 0.2187 | 0.4373 | 0.4373 | nan | 0.4373 | 0.0 | 0.4373 | | 0.1434 | 212.0 | 3604 | 0.3446 | 0.2353 | 0.4707 | 0.4707 | nan | 0.4707 | 0.0 | 0.4707 | | 0.1434 | 213.0 | 3621 | 0.3187 | 0.2485 | 0.4969 | 0.4969 | nan | 0.4969 | 0.0 | 0.4969 | | 0.1434 | 214.0 | 3638 | 0.3061 | 0.1583 | 0.3166 | 0.3166 | nan | 0.3166 | 0.0 | 0.3166 | | 0.1434 | 215.0 | 3655 | 0.2549 | 0.2670 | 0.5340 | 0.5340 | nan | 0.5340 | 0.0 | 0.5340 | | 0.1434 | 216.0 | 3672 | 0.3060 | 0.1895 | 0.3789 | 0.3789 | nan | 0.3789 | 0.0 | 0.3789 | | 0.1434 | 217.0 | 3689 | 0.3153 | 0.2082 | 0.4164 | 0.4164 | nan | 0.4164 | 0.0 | 0.4164 | | 0.1451 | 218.0 | 3706 | 0.3294 | 0.1930 | 0.3861 | 0.3861 | nan | 0.3861 | 0.0 | 0.3861 | | 0.1451 | 219.0 | 3723 | 0.3456 | 0.1969 | 0.3937 | 0.3937 | nan | 0.3937 | 0.0 | 0.3937 | | 0.1451 | 220.0 | 3740 | 0.3473 | 0.2066 | 0.4131 | 0.4131 | nan | 0.4131 | 0.0 | 0.4131 | | 0.1451 | 221.0 | 3757 | 0.3622 | 0.1527 | 0.3054 | 0.3054 | nan | 0.3054 | 0.0 | 0.3054 | | 0.1451 | 222.0 | 3774 | 0.2897 | 0.2220 | 0.4440 | 0.4440 | nan | 0.4440 | 0.0 | 0.4440 | | 0.1451 | 223.0 | 3791 | 0.2994 | 0.2304 | 0.4608 | 0.4608 | nan | 0.4608 | 0.0 | 0.4608 | | 0.1375 | 224.0 | 3808 | 0.3409 | 0.2108 | 0.4217 | 0.4217 | nan | 0.4217 | 0.0 | 0.4217 | | 0.1375 | 225.0 | 3825 | 0.2812 | 0.2281 | 0.4563 | 0.4563 | nan | 0.4563 | 0.0 | 0.4563 | | 0.1375 | 226.0 | 3842 | 0.3334 | 0.1589 | 0.3177 | 0.3177 | nan | 0.3177 | 0.0 | 0.3177 | | 0.1375 | 227.0 | 3859 | 0.3048 | 0.1709 | 0.3418 | 0.3418 | nan | 0.3418 | 0.0 | 0.3418 | | 0.1375 | 228.0 | 3876 | 0.2630 | 0.2817 | 0.5634 | 0.5634 | nan | 0.5634 | 0.0 | 0.5634 | | 0.1375 | 229.0 | 3893 | 0.2691 | 0.2624 | 0.5248 | 0.5248 | nan | 0.5248 | 0.0 | 0.5248 | | 0.1399 | 230.0 | 3910 | 0.3146 | 0.2119 | 0.4238 | 0.4238 | nan | 0.4238 | 0.0 | 0.4238 | | 0.1399 | 231.0 | 3927 | 0.3266 | 0.2281 | 0.4562 | 0.4562 | nan | 0.4562 | 0.0 | 0.4562 | | 0.1399 | 232.0 | 3944 | 0.2803 | 0.2128 | 0.4257 | 0.4257 | nan | 0.4257 | 0.0 | 0.4257 | | 0.1399 | 233.0 | 3961 | 0.3186 | 0.1755 | 0.3510 | 0.3510 | nan | 0.3510 | 0.0 | 0.3510 | | 0.1399 | 234.0 | 3978 | 0.3260 | 0.2842 | 0.5684 | 0.5684 | nan | 0.5684 | 0.0 | 0.5684 | | 0.1399 | 235.0 | 3995 | 0.2499 | 0.2933 | 0.5865 | 0.5865 | nan | 0.5865 | 0.0 | 0.5865 | | 0.1383 | 236.0 | 4012 | 0.2513 | 0.3022 | 0.6045 | 0.6045 | nan | 0.6045 | 0.0 | 0.6045 | | 0.1383 | 237.0 | 4029 | 0.2540 | 0.2647 | 0.5294 | 0.5294 | nan | 0.5294 | 0.0 | 0.5294 | | 0.1383 | 238.0 | 4046 | 0.2556 | 0.2910 | 0.5819 | 0.5819 | nan | 0.5819 | 0.0 | 0.5819 | | 0.1383 | 239.0 | 4063 | 0.3014 | 0.2602 | 0.5204 | 0.5204 | nan | 0.5204 | 0.0 | 0.5204 | | 0.1383 | 240.0 | 4080 | 0.3226 | 0.2828 | 0.5657 | 0.5657 | nan | 0.5657 | 0.0 | 0.5657 | | 0.1383 | 241.0 | 4097 | 0.3104 | 0.2216 | 0.4433 | 0.4433 | nan | 0.4433 | 0.0 | 0.4433 | | 0.1402 | 242.0 | 4114 | 0.3064 | 0.2022 | 0.4043 | 0.4043 | nan | 0.4043 | 0.0 | 0.4043 | | 0.1402 | 243.0 | 4131 | 0.3102 | 0.2474 | 0.4948 | 0.4948 | nan | 0.4948 | 0.0 | 0.4948 | | 0.1402 | 244.0 | 4148 | 0.3111 | 0.1980 | 0.3959 | 0.3959 | nan | 0.3959 | 0.0 | 0.3959 | | 0.1402 | 245.0 | 4165 | 0.2855 | 0.1529 | 0.3058 | 0.3058 | nan | 0.3058 | 0.0 | 0.3058 | | 0.1402 | 246.0 | 4182 | 0.3074 | 0.2577 | 0.5153 | 0.5153 | nan | 0.5153 | 0.0 | 0.5153 | | 0.1402 | 247.0 | 4199 | 0.3092 | 0.2768 | 0.5536 | 0.5536 | nan | 0.5536 | 0.0 | 0.5536 | | 0.1264 | 248.0 | 4216 | 0.3088 | 0.1942 | 0.3884 | 0.3884 | nan | 0.3884 | 0.0 | 0.3884 | | 0.1264 | 249.0 | 4233 | 0.2747 | 0.1947 | 0.3893 | 0.3893 | nan | 0.3893 | 0.0 | 0.3893 | | 0.1264 | 250.0 | 4250 | 0.2704 | 0.2057 | 0.4113 | 0.4113 | nan | 0.4113 | 0.0 | 0.4113 | | 0.1264 | 251.0 | 4267 | 0.2978 | 0.1714 | 0.3429 | 0.3429 | nan | 0.3429 | 0.0 | 0.3429 | | 0.1264 | 252.0 | 4284 | 0.2956 | 0.2498 | 0.4996 | 0.4996 | nan | 0.4996 | 0.0 | 0.4996 | | 0.1353 | 253.0 | 4301 | 0.2768 | 0.2896 | 0.5792 | 0.5792 | nan | 0.5792 | 0.0 | 0.5792 | | 0.1353 | 254.0 | 4318 | 0.2869 | 0.2312 | 0.4623 | 0.4623 | nan | 0.4623 | 0.0 | 0.4623 | | 0.1353 | 255.0 | 4335 | 0.2842 | 0.1583 | 0.3166 | 0.3166 | nan | 0.3166 | 0.0 | 0.3166 | | 0.1353 | 256.0 | 4352 | 0.3431 | 0.2210 | 0.4420 | 0.4420 | nan | 0.4420 | 0.0 | 0.4420 | | 0.1353 | 257.0 | 4369 | 0.3069 | 0.2283 | 0.4566 | 0.4566 | nan | 0.4566 | 0.0 | 0.4566 | | 0.1353 | 258.0 | 4386 | 0.2795 | 0.2780 | 0.5561 | 0.5561 | nan | 0.5561 | 0.0 | 0.5561 | | 0.1265 | 259.0 | 4403 | 0.3347 | 0.2459 | 0.4918 | 0.4918 | nan | 0.4918 | 0.0 | 0.4918 | | 0.1265 | 260.0 | 4420 | 0.3672 | 0.2193 | 0.4387 | 0.4387 | nan | 0.4387 | 0.0 | 0.4387 | | 0.1265 | 261.0 | 4437 | 0.3719 | 0.1405 | 0.2811 | 0.2811 | nan | 0.2811 | 0.0 | 0.2811 | | 0.1265 | 262.0 | 4454 | 0.3195 | 0.2337 | 0.4674 | 0.4674 | nan | 0.4674 | 0.0 | 0.4674 | | 0.1265 | 263.0 | 4471 | 0.3230 | 0.2314 | 0.4629 | 0.4629 | nan | 0.4629 | 0.0 | 0.4629 | | 0.1265 | 264.0 | 4488 | 0.3368 | 0.1698 | 0.3396 | 0.3396 | nan | 0.3396 | 0.0 | 0.3396 | | 0.1332 | 265.0 | 4505 | 0.3739 | 0.1499 | 0.2997 | 0.2997 | nan | 0.2997 | 0.0 | 0.2997 | | 0.1332 | 266.0 | 4522 | 0.3427 | 0.1565 | 0.3130 | 0.3130 | nan | 0.3130 | 0.0 | 0.3130 | | 0.1332 | 267.0 | 4539 | 0.3554 | 0.2425 | 0.4849 | 0.4849 | nan | 0.4849 | 0.0 | 0.4849 | | 0.1332 | 268.0 | 4556 | 0.3735 | 0.2991 | 0.5982 | 0.5982 | nan | 0.5982 | 0.0 | 0.5982 | | 0.1332 | 269.0 | 4573 | 0.4082 | 0.1446 | 0.2891 | 0.2891 | nan | 0.2891 | 0.0 | 0.2891 | | 0.1332 | 270.0 | 4590 | 0.3387 | 0.2346 | 0.4692 | 0.4692 | nan | 0.4692 | 0.0 | 0.4692 | | 0.123 | 271.0 | 4607 | 0.3917 | 0.1890 | 0.3780 | 0.3780 | nan | 0.3780 | 0.0 | 0.3780 | | 0.123 | 272.0 | 4624 | 0.2797 | 0.2426 | 0.4851 | 0.4851 | nan | 0.4851 | 0.0 | 0.4851 | | 0.123 | 273.0 | 4641 | 0.2865 | 0.2182 | 0.4364 | 0.4364 | nan | 0.4364 | 0.0 | 0.4364 | | 0.123 | 274.0 | 4658 | 0.3293 | 0.2521 | 0.5043 | 0.5043 | nan | 0.5043 | 0.0 | 0.5043 | | 0.123 | 275.0 | 4675 | 0.3107 | 0.2503 | 0.5007 | 0.5007 | nan | 0.5007 | 0.0 | 0.5007 | | 0.123 | 276.0 | 4692 | 0.3368 | 0.2822 | 0.5643 | 0.5643 | nan | 0.5643 | 0.0 | 0.5643 | | 0.1286 | 277.0 | 4709 | 0.2964 | 0.3203 | 0.6407 | 0.6407 | nan | 0.6407 | 0.0 | 0.6407 | | 0.1286 | 278.0 | 4726 | 0.3057 | 0.2225 | 0.4450 | 0.4450 | nan | 0.4450 | 0.0 | 0.4450 | | 0.1286 | 279.0 | 4743 | 0.2776 | 0.2709 | 0.5419 | 0.5419 | nan | 0.5419 | 0.0 | 0.5419 | | 0.1286 | 280.0 | 4760 | 0.3269 | 0.2786 | 0.5572 | 0.5572 | nan | 0.5572 | 0.0 | 0.5572 | | 0.1286 | 281.0 | 4777 | 0.3058 | 0.2262 | 0.4524 | 0.4524 | nan | 0.4524 | 0.0 | 0.4524 | | 0.1286 | 282.0 | 4794 | 0.3323 | 0.1948 | 0.3895 | 0.3895 | nan | 0.3895 | 0.0 | 0.3895 | | 0.1342 | 283.0 | 4811 | 0.3188 | 0.2706 | 0.5412 | 0.5412 | nan | 0.5412 | 0.0 | 0.5412 | | 0.1342 | 284.0 | 4828 | 0.3092 | 0.2618 | 0.5237 | 0.5237 | nan | 0.5237 | 0.0 | 0.5237 | | 0.1342 | 285.0 | 4845 | 0.3399 | 0.2109 | 0.4218 | 0.4218 | nan | 0.4218 | 0.0 | 0.4218 | | 0.1342 | 286.0 | 4862 | 0.3178 | 0.2207 | 0.4414 | 0.4414 | nan | 0.4414 | 0.0 | 0.4414 | | 0.1342 | 287.0 | 4879 | 0.3436 | 0.2178 | 0.4355 | 0.4355 | nan | 0.4355 | 0.0 | 0.4355 | | 0.1342 | 288.0 | 4896 | 0.3030 | 0.2447 | 0.4894 | 0.4894 | nan | 0.4894 | 0.0 | 0.4894 | | 0.1185 | 289.0 | 4913 | 0.3302 | 0.2330 | 0.4661 | 0.4661 | nan | 0.4661 | 0.0 | 0.4661 | | 0.1185 | 290.0 | 4930 | 0.3160 | 0.2552 | 0.5104 | 0.5104 | nan | 0.5104 | 0.0 | 0.5104 | | 0.1185 | 291.0 | 4947 | 0.3155 | 0.2848 | 0.5695 | 0.5695 | nan | 0.5695 | 0.0 | 0.5695 | | 0.1185 | 292.0 | 4964 | 0.3424 | 0.1753 | 0.3506 | 0.3506 | nan | 0.3506 | 0.0 | 0.3506 | | 0.1185 | 293.0 | 4981 | 0.3149 | 0.2005 | 0.4009 | 0.4009 | nan | 0.4009 | 0.0 | 0.4009 | | 0.1185 | 294.0 | 4998 | 0.2866 | 0.1823 | 0.3645 | 0.3645 | nan | 0.3645 | 0.0 | 0.3645 | | 0.1155 | 295.0 | 5015 | 0.3073 | 0.2477 | 0.4953 | 0.4953 | nan | 0.4953 | 0.0 | 0.4953 | | 0.1155 | 296.0 | 5032 | 0.2826 | 0.2851 | 0.5702 | 0.5702 | nan | 0.5702 | 0.0 | 0.5702 | | 0.1155 | 297.0 | 5049 | 0.2784 | 0.2746 | 0.5492 | 0.5492 | nan | 0.5492 | 0.0 | 0.5492 | | 0.1155 | 298.0 | 5066 | 0.2835 | 0.2276 | 0.4551 | 0.4551 | nan | 0.4551 | 0.0 | 0.4551 | | 0.1155 | 299.0 | 5083 | 0.2785 | 0.2320 | 0.4641 | 0.4641 | nan | 0.4641 | 0.0 | 0.4641 | | 0.1086 | 300.0 | 5100 | 0.3382 | 0.2130 | 0.4259 | 0.4259 | nan | 0.4259 | 0.0 | 0.4259 | | 0.1086 | 301.0 | 5117 | 0.3075 | 0.2475 | 0.4949 | 0.4949 | nan | 0.4949 | 0.0 | 0.4949 | | 0.1086 | 302.0 | 5134 | 0.3114 | 0.2302 | 0.4604 | 0.4604 | nan | 0.4604 | 0.0 | 0.4604 | | 0.1086 | 303.0 | 5151 | 0.3028 | 0.2192 | 0.4384 | 0.4384 | nan | 0.4384 | 0.0 | 0.4384 | | 0.1086 | 304.0 | 5168 | 0.3387 | 0.2281 | 0.4563 | 0.4563 | nan | 0.4563 | 0.0 | 0.4563 | | 0.1086 | 305.0 | 5185 | 0.3048 | 0.2010 | 0.4021 | 0.4021 | nan | 0.4021 | 0.0 | 0.4021 | | 0.1108 | 306.0 | 5202 | 0.3149 | 0.2389 | 0.4779 | 0.4779 | nan | 0.4779 | 0.0 | 0.4779 | | 0.1108 | 307.0 | 5219 | 0.3372 | 0.2117 | 0.4233 | 0.4233 | nan | 0.4233 | 0.0 | 0.4233 | | 0.1108 | 308.0 | 5236 | 0.2856 | 0.2314 | 0.4627 | 0.4627 | nan | 0.4627 | 0.0 | 0.4627 | | 0.1108 | 309.0 | 5253 | 0.3475 | 0.2169 | 0.4337 | 0.4337 | nan | 0.4337 | 0.0 | 0.4337 | | 0.1108 | 310.0 | 5270 | 0.2847 | 0.2735 | 0.5471 | 0.5471 | nan | 0.5471 | 0.0 | 0.5471 | | 0.1108 | 311.0 | 5287 | 0.3160 | 0.2465 | 0.4929 | 0.4929 | nan | 0.4929 | 0.0 | 0.4929 | | 0.1057 | 312.0 | 5304 | 0.3221 | 0.1669 | 0.3337 | 0.3337 | nan | 0.3337 | 0.0 | 0.3337 | | 0.1057 | 313.0 | 5321 | 0.2865 | 0.2380 | 0.4761 | 0.4761 | nan | 0.4761 | 0.0 | 0.4761 | | 0.1057 | 314.0 | 5338 | 0.2941 | 0.1994 | 0.3988 | 0.3988 | nan | 0.3988 | 0.0 | 0.3988 | | 0.1057 | 315.0 | 5355 | 0.3057 | 0.2386 | 0.4773 | 0.4773 | nan | 0.4773 | 0.0 | 0.4773 | | 0.1057 | 316.0 | 5372 | 0.3448 | 0.3188 | 0.6377 | 0.6377 | nan | 0.6377 | 0.0 | 0.6377 | | 0.1057 | 317.0 | 5389 | 0.3322 | 0.3283 | 0.6566 | 0.6566 | nan | 0.6566 | 0.0 | 0.6566 | | 0.1126 | 318.0 | 5406 | 0.3195 | 0.3041 | 0.6082 | 0.6082 | nan | 0.6082 | 0.0 | 0.6082 | | 0.1126 | 319.0 | 5423 | 0.3731 | 0.2464 | 0.4928 | 0.4928 | nan | 0.4928 | 0.0 | 0.4928 | | 0.1126 | 320.0 | 5440 | 0.3376 | 0.2583 | 0.5165 | 0.5165 | nan | 0.5165 | 0.0 | 0.5165 | | 0.1126 | 321.0 | 5457 | 0.3280 | 0.2596 | 0.5192 | 0.5192 | nan | 0.5192 | 0.0 | 0.5192 | | 0.1126 | 322.0 | 5474 | 0.3378 | 0.2432 | 0.4865 | 0.4865 | nan | 0.4865 | 0.0 | 0.4865 | | 0.1126 | 323.0 | 5491 | 0.3289 | 0.2212 | 0.4424 | 0.4424 | nan | 0.4424 | 0.0 | 0.4424 | | 0.1052 | 324.0 | 5508 | 0.3356 | 0.2276 | 0.4553 | 0.4553 | nan | 0.4553 | 0.0 | 0.4553 | | 0.1052 | 325.0 | 5525 | 0.3581 | 0.2064 | 0.4128 | 0.4128 | nan | 0.4128 | 0.0 | 0.4128 | | 0.1052 | 326.0 | 5542 | 0.3888 | 0.2091 | 0.4182 | 0.4182 | nan | 0.4182 | 0.0 | 0.4182 | | 0.1052 | 327.0 | 5559 | 0.2944 | 0.2585 | 0.5170 | 0.5170 | nan | 0.5170 | 0.0 | 0.5170 | | 0.1052 | 328.0 | 5576 | 0.3205 | 0.3316 | 0.6633 | 0.6633 | nan | 0.6633 | 0.0 | 0.6633 | | 0.1052 | 329.0 | 5593 | 0.3094 | 0.2570 | 0.5141 | 0.5141 | nan | 0.5141 | 0.0 | 0.5141 | | 0.1142 | 330.0 | 5610 | 0.3010 | 0.2488 | 0.4975 | 0.4975 | nan | 0.4975 | 0.0 | 0.4975 | | 0.1142 | 331.0 | 5627 | 0.2785 | 0.3096 | 0.6192 | 0.6192 | nan | 0.6192 | 0.0 | 0.6192 | | 0.1142 | 332.0 | 5644 | 0.2901 | 0.2839 | 0.5678 | 0.5678 | nan | 0.5678 | 0.0 | 0.5678 | | 0.1142 | 333.0 | 5661 | 0.3115 | 0.2706 | 0.5413 | 0.5413 | nan | 0.5413 | 0.0 | 0.5413 | | 0.1142 | 334.0 | 5678 | 0.3212 | 0.2647 | 0.5294 | 0.5294 | nan | 0.5294 | 0.0 | 0.5294 | | 0.1142 | 335.0 | 5695 | 0.3294 | 0.2717 | 0.5435 | 0.5435 | nan | 0.5435 | 0.0 | 0.5435 | | 0.1063 | 336.0 | 5712 | 0.3051 | 0.3183 | 0.6366 | 0.6366 | nan | 0.6366 | 0.0 | 0.6366 | | 0.1063 | 337.0 | 5729 | 0.3402 | 0.3140 | 0.6280 | 0.6280 | nan | 0.6280 | 0.0 | 0.6280 | | 0.1063 | 338.0 | 5746 | 0.3494 | 0.3213 | 0.6426 | 0.6426 | nan | 0.6426 | 0.0 | 0.6426 | | 0.1063 | 339.0 | 5763 | 0.3103 | 0.2701 | 0.5403 | 0.5403 | nan | 0.5403 | 0.0 | 0.5403 | | 0.1063 | 340.0 | 5780 | 0.3303 | 0.2739 | 0.5477 | 0.5477 | nan | 0.5477 | 0.0 | 0.5477 | | 0.1063 | 341.0 | 5797 | 0.3450 | 0.2713 | 0.5427 | 0.5427 | nan | 0.5427 | 0.0 | 0.5427 | | 0.1089 | 342.0 | 5814 | 0.3221 | 0.2198 | 0.4395 | 0.4395 | nan | 0.4395 | 0.0 | 0.4395 | | 0.1089 | 343.0 | 5831 | 0.3165 | 0.2196 | 0.4392 | 0.4392 | nan | 0.4392 | 0.0 | 0.4392 | | 0.1089 | 344.0 | 5848 | 0.2821 | 0.2608 | 0.5215 | 0.5215 | nan | 0.5215 | 0.0 | 0.5215 | | 0.1089 | 345.0 | 5865 | 0.3345 | 0.2263 | 0.4526 | 0.4526 | nan | 0.4526 | 0.0 | 0.4526 | | 0.1089 | 346.0 | 5882 | 0.3331 | 0.2634 | 0.5268 | 0.5268 | nan | 0.5268 | 0.0 | 0.5268 | | 0.1089 | 347.0 | 5899 | 0.3652 | 0.2050 | 0.4100 | 0.4100 | nan | 0.4100 | 0.0 | 0.4100 | | 0.1017 | 348.0 | 5916 | 0.3536 | 0.2773 | 0.5545 | 0.5545 | nan | 0.5545 | 0.0 | 0.5545 | | 0.1017 | 349.0 | 5933 | 0.3475 | 0.2537 | 0.5074 | 0.5074 | nan | 0.5074 | 0.0 | 0.5074 | | 0.1017 | 350.0 | 5950 | 0.3083 | 0.2509 | 0.5017 | 0.5017 | nan | 0.5017 | 0.0 | 0.5017 | | 0.1017 | 351.0 | 5967 | 0.3326 | 0.2295 | 0.4591 | 0.4591 | nan | 0.4591 | 0.0 | 0.4591 | | 0.1017 | 352.0 | 5984 | 0.3370 | 0.2605 | 0.5211 | 0.5211 | nan | 0.5211 | 0.0 | 0.5211 | | 0.104 | 353.0 | 6001 | 0.3741 | 0.2052 | 0.4105 | 0.4105 | nan | 0.4105 | 0.0 | 0.4105 | | 0.104 | 354.0 | 6018 | 0.3634 | 0.2085 | 0.4171 | 0.4171 | nan | 0.4171 | 0.0 | 0.4171 | | 0.104 | 355.0 | 6035 | 0.3489 | 0.2023 | 0.4046 | 0.4046 | nan | 0.4046 | 0.0 | 0.4046 | | 0.104 | 356.0 | 6052 | 0.2929 | 0.2366 | 0.4732 | 0.4732 | nan | 0.4732 | 0.0 | 0.4732 | | 0.104 | 357.0 | 6069 | 0.3392 | 0.2094 | 0.4189 | 0.4189 | nan | 0.4189 | 0.0 | 0.4189 | | 0.104 | 358.0 | 6086 | 0.3402 | 0.2586 | 0.5171 | 0.5171 | nan | 0.5171 | 0.0 | 0.5171 | | 0.1134 | 359.0 | 6103 | 0.3932 | 0.2579 | 0.5158 | 0.5158 | nan | 0.5158 | 0.0 | 0.5158 | | 0.1134 | 360.0 | 6120 | 0.3449 | 0.1964 | 0.3927 | 0.3927 | nan | 0.3927 | 0.0 | 0.3927 | | 0.1134 | 361.0 | 6137 | 0.3696 | 0.2064 | 0.4129 | 0.4129 | nan | 0.4129 | 0.0 | 0.4129 | | 0.1134 | 362.0 | 6154 | 0.3233 | 0.2580 | 0.5161 | 0.5161 | nan | 0.5161 | 0.0 | 0.5161 | | 0.1134 | 363.0 | 6171 | 0.3534 | 0.2198 | 0.4397 | 0.4397 | nan | 0.4397 | 0.0 | 0.4397 | | 0.1134 | 364.0 | 6188 | 0.3496 | 0.2227 | 0.4454 | 0.4454 | nan | 0.4454 | 0.0 | 0.4454 | | 0.095 | 365.0 | 6205 | 0.3790 | 0.2197 | 0.4394 | 0.4394 | nan | 0.4394 | 0.0 | 0.4394 | | 0.095 | 366.0 | 6222 | 0.3637 | 0.2113 | 0.4226 | 0.4226 | nan | 0.4226 | 0.0 | 0.4226 | | 0.095 | 367.0 | 6239 | 0.3542 | 0.1868 | 0.3737 | 0.3737 | nan | 0.3737 | 0.0 | 0.3737 | | 0.095 | 368.0 | 6256 | 0.3863 | 0.1832 | 0.3665 | 0.3665 | nan | 0.3665 | 0.0 | 0.3665 | | 0.095 | 369.0 | 6273 | 0.4385 | 0.1725 | 0.3450 | 0.3450 | nan | 0.3450 | 0.0 | 0.3450 | | 0.095 | 370.0 | 6290 | 0.3768 | 0.2094 | 0.4188 | 0.4188 | nan | 0.4188 | 0.0 | 0.4188 | | 0.0978 | 371.0 | 6307 | 0.3984 | 0.2020 | 0.4040 | 0.4040 | nan | 0.4040 | 0.0 | 0.4040 | | 0.0978 | 372.0 | 6324 | 0.4003 | 0.1617 | 0.3235 | 0.3235 | nan | 0.3235 | 0.0 | 0.3235 | | 0.0978 | 373.0 | 6341 | 0.4096 | 0.1809 | 0.3617 | 0.3617 | nan | 0.3617 | 0.0 | 0.3617 | | 0.0978 | 374.0 | 6358 | 0.3877 | 0.1881 | 0.3761 | 0.3761 | nan | 0.3761 | 0.0 | 0.3761 | | 0.0978 | 375.0 | 6375 | 0.3916 | 0.1847 | 0.3693 | 0.3693 | nan | 0.3693 | 0.0 | 0.3693 | | 0.0978 | 376.0 | 6392 | 0.3927 | 0.2166 | 0.4333 | 0.4333 | nan | 0.4333 | 0.0 | 0.4333 | | 0.0984 | 377.0 | 6409 | 0.3971 | 0.2125 | 0.4249 | 0.4249 | nan | 0.4249 | 0.0 | 0.4249 | | 0.0984 | 378.0 | 6426 | 0.4498 | 0.2409 | 0.4818 | 0.4818 | nan | 0.4818 | 0.0 | 0.4818 | | 0.0984 | 379.0 | 6443 | 0.3608 | 0.2359 | 0.4717 | 0.4717 | nan | 0.4717 | 0.0 | 0.4717 | | 0.0984 | 380.0 | 6460 | 0.3597 | 0.2397 | 0.4795 | 0.4795 | nan | 0.4795 | 0.0 | 0.4795 | | 0.0984 | 381.0 | 6477 | 0.3511 | 0.2054 | 0.4108 | 0.4108 | nan | 0.4108 | 0.0 | 0.4108 | | 0.0984 | 382.0 | 6494 | 0.3313 | 0.2543 | 0.5086 | 0.5086 | nan | 0.5086 | 0.0 | 0.5086 | | 0.0943 | 383.0 | 6511 | 0.3519 | 0.2088 | 0.4177 | 0.4177 | nan | 0.4177 | 0.0 | 0.4177 | | 0.0943 | 384.0 | 6528 | 0.3501 | 0.2063 | 0.4126 | 0.4126 | nan | 0.4126 | 0.0 | 0.4126 | | 0.0943 | 385.0 | 6545 | 0.3406 | 0.2113 | 0.4226 | 0.4226 | nan | 0.4226 | 0.0 | 0.4226 | | 0.0943 | 386.0 | 6562 | 0.3312 | 0.1876 | 0.3753 | 0.3753 | nan | 0.3753 | 0.0 | 0.3753 | | 0.0943 | 387.0 | 6579 | 0.3351 | 0.1975 | 0.3950 | 0.3950 | nan | 0.3950 | 0.0 | 0.3950 | | 0.0943 | 388.0 | 6596 | 0.3731 | 0.2719 | 0.5439 | 0.5439 | nan | 0.5439 | 0.0 | 0.5439 | | 0.099 | 389.0 | 6613 | 0.3885 | 0.2709 | 0.5418 | 0.5418 | nan | 0.5418 | 0.0 | 0.5418 | | 0.099 | 390.0 | 6630 | 0.3283 | 0.2604 | 0.5207 | 0.5207 | nan | 0.5207 | 0.0 | 0.5207 | | 0.099 | 391.0 | 6647 | 0.3204 | 0.2522 | 0.5044 | 0.5044 | nan | 0.5044 | 0.0 | 0.5044 | | 0.099 | 392.0 | 6664 | 0.3274 | 0.2671 | 0.5343 | 0.5343 | nan | 0.5343 | 0.0 | 0.5343 | | 0.099 | 393.0 | 6681 | 0.3562 | 0.2213 | 0.4425 | 0.4425 | nan | 0.4425 | 0.0 | 0.4425 | | 0.099 | 394.0 | 6698 | 0.3706 | 0.1986 | 0.3972 | 0.3972 | nan | 0.3972 | 0.0 | 0.3972 | | 0.0874 | 395.0 | 6715 | 0.3670 | 0.2161 | 0.4321 | 0.4321 | nan | 0.4321 | 0.0 | 0.4321 | | 0.0874 | 396.0 | 6732 | 0.3479 | 0.2137 | 0.4275 | 0.4275 | nan | 0.4275 | 0.0 | 0.4275 | | 0.0874 | 397.0 | 6749 | 0.3781 | 0.2451 | 0.4903 | 0.4903 | nan | 0.4903 | 0.0 | 0.4903 | | 0.0874 | 398.0 | 6766 | 0.3686 | 0.2861 | 0.5722 | 0.5722 | nan | 0.5722 | 0.0 | 0.5722 | | 0.0874 | 399.0 | 6783 | 0.3383 | 0.2897 | 0.5793 | 0.5793 | nan | 0.5793 | 0.0 | 0.5793 | | 0.0907 | 400.0 | 6800 | 0.3416 | 0.2652 | 0.5303 | 0.5303 | nan | 0.5303 | 0.0 | 0.5303 | | 0.0907 | 401.0 | 6817 | 0.3749 | 0.2289 | 0.4578 | 0.4578 | nan | 0.4578 | 0.0 | 0.4578 | | 0.0907 | 402.0 | 6834 | 0.3458 | 0.2497 | 0.4995 | 0.4995 | nan | 0.4995 | 0.0 | 0.4995 | | 0.0907 | 403.0 | 6851 | 0.2953 | 0.2823 | 0.5647 | 0.5647 | nan | 0.5647 | 0.0 | 0.5647 | | 0.0907 | 404.0 | 6868 | 0.3352 | 0.2758 | 0.5516 | 0.5516 | nan | 0.5516 | 0.0 | 0.5516 | | 0.0907 | 405.0 | 6885 | 0.3655 | 0.2114 | 0.4228 | 0.4228 | nan | 0.4228 | 0.0 | 0.4228 | | 0.0925 | 406.0 | 6902 | 0.3325 | 0.2657 | 0.5314 | 0.5314 | nan | 0.5314 | 0.0 | 0.5314 | | 0.0925 | 407.0 | 6919 | 0.3898 | 0.2643 | 0.5287 | 0.5287 | nan | 0.5287 | 0.0 | 0.5287 | | 0.0925 | 408.0 | 6936 | 0.3499 | 0.2491 | 0.4982 | 0.4982 | nan | 0.4982 | 0.0 | 0.4982 | | 0.0925 | 409.0 | 6953 | 0.3659 | 0.2789 | 0.5577 | 0.5577 | nan | 0.5577 | 0.0 | 0.5577 | | 0.0925 | 410.0 | 6970 | 0.3335 | 0.2884 | 0.5768 | 0.5768 | nan | 0.5768 | 0.0 | 0.5768 | | 0.0925 | 411.0 | 6987 | 0.3725 | 0.1968 | 0.3935 | 0.3935 | nan | 0.3935 | 0.0 | 0.3935 | | 0.0943 | 412.0 | 7004 | 0.3445 | 0.2012 | 0.4024 | 0.4024 | nan | 0.4024 | 0.0 | 0.4024 | | 0.0943 | 413.0 | 7021 | 0.3357 | 0.2144 | 0.4289 | 0.4289 | nan | 0.4289 | 0.0 | 0.4289 | | 0.0943 | 414.0 | 7038 | 0.3668 | 0.2234 | 0.4468 | 0.4468 | nan | 0.4468 | 0.0 | 0.4468 | | 0.0943 | 415.0 | 7055 | 0.3483 | 0.2310 | 0.4621 | 0.4621 | nan | 0.4621 | 0.0 | 0.4621 | | 0.0943 | 416.0 | 7072 | 0.3575 | 0.2463 | 0.4926 | 0.4926 | nan | 0.4926 | 0.0 | 0.4926 | | 0.0943 | 417.0 | 7089 | 0.3679 | 0.2115 | 0.4231 | 0.4231 | nan | 0.4231 | 0.0 | 0.4231 | | 0.0904 | 418.0 | 7106 | 0.3634 | 0.2563 | 0.5125 | 0.5125 | nan | 0.5125 | 0.0 | 0.5125 | | 0.0904 | 419.0 | 7123 | 0.3436 | 0.2722 | 0.5443 | 0.5443 | nan | 0.5443 | 0.0 | 0.5443 | | 0.0904 | 420.0 | 7140 | 0.3241 | 0.2610 | 0.5220 | 0.5220 | nan | 0.5220 | 0.0 | 0.5220 | | 0.0904 | 421.0 | 7157 | 0.3161 | 0.2367 | 0.4734 | 0.4734 | nan | 0.4734 | 0.0 | 0.4734 | | 0.0904 | 422.0 | 7174 | 0.3597 | 0.2154 | 0.4308 | 0.4308 | nan | 0.4308 | 0.0 | 0.4308 | | 0.0904 | 423.0 | 7191 | 0.3371 | 0.2788 | 0.5575 | 0.5575 | nan | 0.5575 | 0.0 | 0.5575 | | 0.1055 | 424.0 | 7208 | 0.3336 | 0.2762 | 0.5524 | 0.5524 | nan | 0.5524 | 0.0 | 0.5524 | | 0.1055 | 425.0 | 7225 | 0.3756 | 0.2457 | 0.4914 | 0.4914 | nan | 0.4914 | 0.0 | 0.4914 | | 0.1055 | 426.0 | 7242 | 0.3696 | 0.2374 | 0.4749 | 0.4749 | nan | 0.4749 | 0.0 | 0.4749 | | 0.1055 | 427.0 | 7259 | 0.3654 | 0.2831 | 0.5662 | 0.5662 | nan | 0.5662 | 0.0 | 0.5662 | | 0.1055 | 428.0 | 7276 | 0.3561 | 0.3225 | 0.6450 | 0.6450 | nan | 0.6450 | 0.0 | 0.6450 | | 0.1055 | 429.0 | 7293 | 0.3965 | 0.2826 | 0.5652 | 0.5652 | nan | 0.5652 | 0.0 | 0.5652 | | 0.0842 | 430.0 | 7310 | 0.3737 | 0.3040 | 0.6080 | 0.6080 | nan | 0.6080 | 0.0 | 0.6080 | | 0.0842 | 431.0 | 7327 | 0.3352 | 0.3056 | 0.6112 | 0.6112 | nan | 0.6112 | 0.0 | 0.6112 | | 0.0842 | 432.0 | 7344 | 0.3637 | 0.3011 | 0.6023 | 0.6023 | nan | 0.6023 | 0.0 | 0.6023 | | 0.0842 | 433.0 | 7361 | 0.3789 | 0.2549 | 0.5099 | 0.5099 | nan | 0.5099 | 0.0 | 0.5099 | | 0.0842 | 434.0 | 7378 | 0.3848 | 0.2818 | 0.5637 | 0.5637 | nan | 0.5637 | 0.0 | 0.5637 | | 0.0842 | 435.0 | 7395 | 0.3876 | 0.2531 | 0.5061 | 0.5061 | nan | 0.5061 | 0.0 | 0.5061 | | 0.0844 | 436.0 | 7412 | 0.3706 | 0.2448 | 0.4895 | 0.4895 | nan | 0.4895 | 0.0 | 0.4895 | | 0.0844 | 437.0 | 7429 | 0.3831 | 0.2653 | 0.5305 | 0.5305 | nan | 0.5305 | 0.0 | 0.5305 | | 0.0844 | 438.0 | 7446 | 0.4013 | 0.2521 | 0.5043 | 0.5043 | nan | 0.5043 | 0.0 | 0.5043 | | 0.0844 | 439.0 | 7463 | 0.3930 | 0.2564 | 0.5128 | 0.5128 | nan | 0.5128 | 0.0 | 0.5128 | | 0.0844 | 440.0 | 7480 | 0.4135 | 0.1929 | 0.3857 | 0.3857 | nan | 0.3857 | 0.0 | 0.3857 | | 0.0844 | 441.0 | 7497 | 0.3991 | 0.2036 | 0.4071 | 0.4071 | nan | 0.4071 | 0.0 | 0.4071 | | 0.0884 | 442.0 | 7514 | 0.3784 | 0.2301 | 0.4602 | 0.4602 | nan | 0.4602 | 0.0 | 0.4602 | | 0.0884 | 443.0 | 7531 | 0.3696 | 0.2323 | 0.4646 | 0.4646 | nan | 0.4646 | 0.0 | 0.4646 | | 0.0884 | 444.0 | 7548 | 0.3381 | 0.2252 | 0.4503 | 0.4503 | nan | 0.4503 | 0.0 | 0.4503 | | 0.0884 | 445.0 | 7565 | 0.3488 | 0.2561 | 0.5123 | 0.5123 | nan | 0.5123 | 0.0 | 0.5123 | | 0.0884 | 446.0 | 7582 | 0.3498 | 0.2385 | 0.4769 | 0.4769 | nan | 0.4769 | 0.0 | 0.4769 | | 0.0884 | 447.0 | 7599 | 0.3467 | 0.2180 | 0.4360 | 0.4360 | nan | 0.4360 | 0.0 | 0.4360 | | 0.0907 | 448.0 | 7616 | 0.3617 | 0.2325 | 0.4651 | 0.4651 | nan | 0.4651 | 0.0 | 0.4651 | | 0.0907 | 449.0 | 7633 | 0.3944 | 0.2280 | 0.4560 | 0.4560 | nan | 0.4560 | 0.0 | 0.4560 | | 0.0907 | 450.0 | 7650 | 0.3546 | 0.2369 | 0.4737 | 0.4737 | nan | 0.4737 | 0.0 | 0.4737 | | 0.0907 | 451.0 | 7667 | 0.3740 | 0.2307 | 0.4613 | 0.4613 | nan | 0.4613 | 0.0 | 0.4613 | | 0.0907 | 452.0 | 7684 | 0.3700 | 0.2491 | 0.4983 | 0.4983 | nan | 0.4983 | 0.0 | 0.4983 | | 0.0896 | 453.0 | 7701 | 0.3522 | 0.2169 | 0.4337 | 0.4337 | nan | 0.4337 | 0.0 | 0.4337 | | 0.0896 | 454.0 | 7718 | 0.3551 | 0.2395 | 0.4789 | 0.4789 | nan | 0.4789 | 0.0 | 0.4789 | | 0.0896 | 455.0 | 7735 | 0.3214 | 0.2615 | 0.5229 | 0.5229 | nan | 0.5229 | 0.0 | 0.5229 | | 0.0896 | 456.0 | 7752 | 0.3467 | 0.2601 | 0.5201 | 0.5201 | nan | 0.5201 | 0.0 | 0.5201 | | 0.0896 | 457.0 | 7769 | 0.3460 | 0.2042 | 0.4084 | 0.4084 | nan | 0.4084 | 0.0 | 0.4084 | | 0.0896 | 458.0 | 7786 | 0.3685 | 0.2662 | 0.5324 | 0.5324 | nan | 0.5324 | 0.0 | 0.5324 | | 0.0814 | 459.0 | 7803 | 0.3503 | 0.2748 | 0.5495 | 0.5495 | nan | 0.5495 | 0.0 | 0.5495 | | 0.0814 | 460.0 | 7820 | 0.3514 | 0.2664 | 0.5328 | 0.5328 | nan | 0.5328 | 0.0 | 0.5328 | | 0.0814 | 461.0 | 7837 | 0.3727 | 0.2692 | 0.5384 | 0.5384 | nan | 0.5384 | 0.0 | 0.5384 | | 0.0814 | 462.0 | 7854 | 0.3955 | 0.2350 | 0.4700 | 0.4700 | nan | 0.4700 | 0.0 | 0.4700 | | 0.0814 | 463.0 | 7871 | 0.3406 | 0.3009 | 0.6019 | 0.6019 | nan | 0.6019 | 0.0 | 0.6019 | | 0.0814 | 464.0 | 7888 | 0.3286 | 0.3000 | 0.6000 | 0.6000 | nan | 0.6000 | 0.0 | 0.6000 | | 0.0828 | 465.0 | 7905 | 0.3352 | 0.2450 | 0.4899 | 0.4899 | nan | 0.4899 | 0.0 | 0.4899 | | 0.0828 | 466.0 | 7922 | 0.3308 | 0.2478 | 0.4955 | 0.4955 | nan | 0.4955 | 0.0 | 0.4955 | | 0.0828 | 467.0 | 7939 | 0.3504 | 0.2583 | 0.5166 | 0.5166 | nan | 0.5166 | 0.0 | 0.5166 | | 0.0828 | 468.0 | 7956 | 0.3495 | 0.2439 | 0.4878 | 0.4878 | nan | 0.4878 | 0.0 | 0.4878 | | 0.0828 | 469.0 | 7973 | 0.3270 | 0.2575 | 0.5151 | 0.5151 | nan | 0.5151 | 0.0 | 0.5151 | | 0.0828 | 470.0 | 7990 | 0.3162 | 0.2682 | 0.5363 | 0.5363 | nan | 0.5363 | 0.0 | 0.5363 | | 0.0847 | 471.0 | 8007 | 0.3190 | 0.2600 | 0.5199 | 0.5199 | nan | 0.5199 | 0.0 | 0.5199 | | 0.0847 | 472.0 | 8024 | 0.3314 | 0.2501 | 0.5001 | 0.5001 | nan | 0.5001 | 0.0 | 0.5001 | | 0.0847 | 473.0 | 8041 | 0.3123 | 0.2604 | 0.5208 | 0.5208 | nan | 0.5208 | 0.0 | 0.5208 | | 0.0847 | 474.0 | 8058 | 0.3236 | 0.2500 | 0.5000 | 0.5000 | nan | 0.5000 | 0.0 | 0.5000 | | 0.0847 | 475.0 | 8075 | 0.3337 | 0.2576 | 0.5152 | 0.5152 | nan | 0.5152 | 0.0 | 0.5152 | | 0.0847 | 476.0 | 8092 | 0.3308 | 0.2850 | 0.5700 | 0.5700 | nan | 0.5700 | 0.0 | 0.5700 | | 0.0938 | 477.0 | 8109 | 0.3191 | 0.2726 | 0.5452 | 0.5452 | nan | 0.5452 | 0.0 | 0.5452 | | 0.0938 | 478.0 | 8126 | 0.3754 | 0.2844 | 0.5689 | 0.5689 | nan | 0.5689 | 0.0 | 0.5689 | | 0.0938 | 479.0 | 8143 | 0.3594 | 0.2665 | 0.5329 | 0.5329 | nan | 0.5329 | 0.0 | 0.5329 | | 0.0938 | 480.0 | 8160 | 0.3281 | 0.2636 | 0.5272 | 0.5272 | nan | 0.5272 | 0.0 | 0.5272 | | 0.0938 | 481.0 | 8177 | 0.3644 | 0.2490 | 0.4980 | 0.4980 | nan | 0.4980 | 0.0 | 0.4980 | | 0.0938 | 482.0 | 8194 | 0.3689 | 0.2474 | 0.4947 | 0.4947 | nan | 0.4947 | 0.0 | 0.4947 | | 0.0836 | 483.0 | 8211 | 0.3564 | 0.2570 | 0.5139 | 0.5139 | nan | 0.5139 | 0.0 | 0.5139 | | 0.0836 | 484.0 | 8228 | 0.3426 | 0.2515 | 0.5029 | 0.5029 | nan | 0.5029 | 0.0 | 0.5029 | | 0.0836 | 485.0 | 8245 | 0.3730 | 0.2589 | 0.5179 | 0.5179 | nan | 0.5179 | 0.0 | 0.5179 | | 0.0836 | 486.0 | 8262 | 0.3089 | 0.2762 | 0.5525 | 0.5525 | nan | 0.5525 | 0.0 | 0.5525 | | 0.0836 | 487.0 | 8279 | 0.3603 | 0.2585 | 0.5170 | 0.5170 | nan | 0.5170 | 0.0 | 0.5170 | | 0.0836 | 488.0 | 8296 | 0.3869 | 0.2644 | 0.5288 | 0.5288 | nan | 0.5288 | 0.0 | 0.5288 | | 0.084 | 489.0 | 8313 | 0.3580 | 0.3061 | 0.6122 | 0.6122 | nan | 0.6122 | 0.0 | 0.6122 | | 0.084 | 490.0 | 8330 | 0.3653 | 0.3005 | 0.6011 | 0.6011 | nan | 0.6011 | 0.0 | 0.6011 | | 0.084 | 491.0 | 8347 | 0.3704 | 0.2812 | 0.5624 | 0.5624 | nan | 0.5624 | 0.0 | 0.5624 | | 0.084 | 492.0 | 8364 | 0.3690 | 0.2653 | 0.5307 | 0.5307 | nan | 0.5307 | 0.0 | 0.5307 | | 0.084 | 493.0 | 8381 | 0.3673 | 0.2952 | 0.5903 | 0.5903 | nan | 0.5903 | 0.0 | 0.5903 | | 0.084 | 494.0 | 8398 | 0.3436 | 0.2838 | 0.5676 | 0.5676 | nan | 0.5676 | 0.0 | 0.5676 | | 0.0833 | 495.0 | 8415 | 0.3535 | 0.2592 | 0.5183 | 0.5183 | nan | 0.5183 | 0.0 | 0.5183 | | 0.0833 | 496.0 | 8432 | 0.3632 | 0.2692 | 0.5385 | 0.5385 | nan | 0.5385 | 0.0 | 0.5385 | | 0.0833 | 497.0 | 8449 | 0.3466 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 | | 0.0833 | 498.0 | 8466 | 0.3553 | 0.2708 | 0.5416 | 0.5416 | nan | 0.5416 | 0.0 | 0.5416 | | 0.0833 | 499.0 | 8483 | 0.3358 | 0.2858 | 0.5717 | 0.5717 | nan | 0.5717 | 0.0 | 0.5717 | | 0.0791 | 500.0 | 8500 | 0.3496 | 0.2650 | 0.5300 | 0.5300 | nan | 0.5300 | 0.0 | 0.5300 | | 0.0791 | 501.0 | 8517 | 0.3649 | 0.2567 | 0.5135 | 0.5135 | nan | 0.5135 | 0.0 | 0.5135 | | 0.0791 | 502.0 | 8534 | 0.3446 | 0.2483 | 0.4965 | 0.4965 | nan | 0.4965 | 0.0 | 0.4965 | | 0.0791 | 503.0 | 8551 | 0.3633 | 0.2259 | 0.4518 | 0.4518 | nan | 0.4518 | 0.0 | 0.4518 | | 0.0791 | 504.0 | 8568 | 0.3571 | 0.2809 | 0.5619 | 0.5619 | nan | 0.5619 | 0.0 | 0.5619 | | 0.0791 | 505.0 | 8585 | 0.3436 | 0.2700 | 0.5399 | 0.5399 | nan | 0.5399 | 0.0 | 0.5399 | | 0.0805 | 506.0 | 8602 | 0.3635 | 0.2737 | 0.5474 | 0.5474 | nan | 0.5474 | 0.0 | 0.5474 | | 0.0805 | 507.0 | 8619 | 0.3632 | 0.2814 | 0.5627 | 0.5627 | nan | 0.5627 | 0.0 | 0.5627 | | 0.0805 | 508.0 | 8636 | 0.3579 | 0.2621 | 0.5241 | 0.5241 | nan | 0.5241 | 0.0 | 0.5241 | | 0.0805 | 509.0 | 8653 | 0.3555 | 0.2374 | 0.4749 | 0.4749 | nan | 0.4749 | 0.0 | 0.4749 | | 0.0805 | 510.0 | 8670 | 0.3801 | 0.2286 | 0.4572 | 0.4572 | nan | 0.4572 | 0.0 | 0.4572 | | 0.0805 | 511.0 | 8687 | 0.3766 | 0.2305 | 0.4611 | 0.4611 | nan | 0.4611 | 0.0 | 0.4611 | | 0.0886 | 512.0 | 8704 | 0.3611 | 0.2455 | 0.4910 | 0.4910 | nan | 0.4910 | 0.0 | 0.4910 | | 0.0886 | 513.0 | 8721 | 0.3294 | 0.2780 | 0.5561 | 0.5561 | nan | 0.5561 | 0.0 | 0.5561 | | 0.0886 | 514.0 | 8738 | 0.3435 | 0.2709 | 0.5419 | 0.5419 | nan | 0.5419 | 0.0 | 0.5419 | | 0.0886 | 515.0 | 8755 | 0.3341 | 0.2910 | 0.5820 | 0.5820 | nan | 0.5820 | 0.0 | 0.5820 | | 0.0886 | 516.0 | 8772 | 0.3458 | 0.3052 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 | | 0.0886 | 517.0 | 8789 | 0.3436 | 0.2547 | 0.5094 | 0.5094 | nan | 0.5094 | 0.0 | 0.5094 | | 0.078 | 518.0 | 8806 | 0.3332 | 0.2843 | 0.5685 | 0.5685 | nan | 0.5685 | 0.0 | 0.5685 | | 0.078 | 519.0 | 8823 | 0.3239 | 0.2773 | 0.5545 | 0.5545 | nan | 0.5545 | 0.0 | 0.5545 | | 0.078 | 520.0 | 8840 | 0.3403 | 0.2812 | 0.5624 | 0.5624 | nan | 0.5624 | 0.0 | 0.5624 | | 0.078 | 521.0 | 8857 | 0.3558 | 0.2756 | 0.5512 | 0.5512 | nan | 0.5512 | 0.0 | 0.5512 | | 0.078 | 522.0 | 8874 | 0.3662 | 0.2827 | 0.5654 | 0.5654 | nan | 0.5654 | 0.0 | 0.5654 | | 0.078 | 523.0 | 8891 | 0.3549 | 0.2933 | 0.5867 | 0.5867 | nan | 0.5867 | 0.0 | 0.5867 | | 0.0899 | 524.0 | 8908 | 0.3591 | 0.2850 | 0.5701 | 0.5701 | nan | 0.5701 | 0.0 | 0.5701 | | 0.0899 | 525.0 | 8925 | 0.3439 | 0.2626 | 0.5252 | 0.5252 | nan | 0.5252 | 0.0 | 0.5252 | | 0.0899 | 526.0 | 8942 | 0.3307 | 0.2624 | 0.5248 | 0.5248 | nan | 0.5248 | 0.0 | 0.5248 | | 0.0899 | 527.0 | 8959 | 0.3504 | 0.2809 | 0.5618 | 0.5618 | nan | 0.5618 | 0.0 | 0.5618 | | 0.0899 | 528.0 | 8976 | 0.3344 | 0.2627 | 0.5255 | 0.5255 | nan | 0.5255 | 0.0 | 0.5255 | | 0.0899 | 529.0 | 8993 | 0.3373 | 0.2792 | 0.5584 | 0.5584 | nan | 0.5584 | 0.0 | 0.5584 | | 0.0741 | 530.0 | 9010 | 0.3338 | 0.2548 | 0.5096 | 0.5096 | nan | 0.5096 | 0.0 | 0.5096 | | 0.0741 | 531.0 | 9027 | 0.3445 | 0.2620 | 0.5240 | 0.5240 | nan | 0.5240 | 0.0 | 0.5240 | | 0.0741 | 532.0 | 9044 | 0.3617 | 0.2494 | 0.4988 | 0.4988 | nan | 0.4988 | 0.0 | 0.4988 | | 0.0741 | 533.0 | 9061 | 0.3636 | 0.2597 | 0.5195 | 0.5195 | nan | 0.5195 | 0.0 | 0.5195 | | 0.0741 | 534.0 | 9078 | 0.3494 | 0.2577 | 0.5155 | 0.5155 | nan | 0.5155 | 0.0 | 0.5155 | | 0.0741 | 535.0 | 9095 | 0.3532 | 0.2741 | 0.5482 | 0.5482 | nan | 0.5482 | 0.0 | 0.5482 | | 0.0835 | 536.0 | 9112 | 0.3463 | 0.2506 | 0.5012 | 0.5012 | nan | 0.5012 | 0.0 | 0.5012 | | 0.0835 | 537.0 | 9129 | 0.3450 | 0.2367 | 0.4735 | 0.4735 | nan | 0.4735 | 0.0 | 0.4735 | | 0.0835 | 538.0 | 9146 | 0.3114 | 0.2581 | 0.5161 | 0.5161 | nan | 0.5161 | 0.0 | 0.5161 | | 0.0835 | 539.0 | 9163 | 0.3324 | 0.2625 | 0.5249 | 0.5249 | nan | 0.5249 | 0.0 | 0.5249 | | 0.0835 | 540.0 | 9180 | 0.3429 | 0.2491 | 0.4983 | 0.4983 | nan | 0.4983 | 0.0 | 0.4983 | | 0.0835 | 541.0 | 9197 | 0.3674 | 0.2439 | 0.4878 | 0.4878 | nan | 0.4878 | 0.0 | 0.4878 | | 0.0826 | 542.0 | 9214 | 0.3560 | 0.2634 | 0.5269 | 0.5269 | nan | 0.5269 | 0.0 | 0.5269 | | 0.0826 | 543.0 | 9231 | 0.3472 | 0.2482 | 0.4964 | 0.4964 | nan | 0.4964 | 0.0 | 0.4964 | | 0.0826 | 544.0 | 9248 | 0.3353 | 0.2471 | 0.4942 | 0.4942 | nan | 0.4942 | 0.0 | 0.4942 | | 0.0826 | 545.0 | 9265 | 0.3208 | 0.2737 | 0.5473 | 0.5473 | nan | 0.5473 | 0.0 | 0.5473 | | 0.0826 | 546.0 | 9282 | 0.3288 | 0.2426 | 0.4853 | 0.4853 | nan | 0.4853 | 0.0 | 0.4853 | | 0.0826 | 547.0 | 9299 | 0.3433 | 0.2556 | 0.5113 | 0.5113 | nan | 0.5113 | 0.0 | 0.5113 | | 0.0769 | 548.0 | 9316 | 0.3524 | 0.2531 | 0.5061 | 0.5061 | nan | 0.5061 | 0.0 | 0.5061 | | 0.0769 | 549.0 | 9333 | 0.3563 | 0.2456 | 0.4913 | 0.4913 | nan | 0.4913 | 0.0 | 0.4913 | | 0.0769 | 550.0 | 9350 | 0.3455 | 0.2576 | 0.5153 | 0.5153 | nan | 0.5153 | 0.0 | 0.5153 | | 0.0769 | 551.0 | 9367 | 0.3521 | 0.2413 | 0.4826 | 0.4826 | nan | 0.4826 | 0.0 | 0.4826 | | 0.0769 | 552.0 | 9384 | 0.3537 | 0.2483 | 0.4966 | 0.4966 | nan | 0.4966 | 0.0 | 0.4966 | | 0.078 | 553.0 | 9401 | 0.3355 | 0.2570 | 0.5140 | 0.5140 | nan | 0.5140 | 0.0 | 0.5140 | | 0.078 | 554.0 | 9418 | 0.3363 | 0.2596 | 0.5192 | 0.5192 | nan | 0.5192 | 0.0 | 0.5192 | | 0.078 | 555.0 | 9435 | 0.3518 | 0.2753 | 0.5505 | 0.5505 | nan | 0.5505 | 0.0 | 0.5505 | | 0.078 | 556.0 | 9452 | 0.3420 | 0.2624 | 0.5248 | 0.5248 | nan | 0.5248 | 0.0 | 0.5248 | | 0.078 | 557.0 | 9469 | 0.3415 | 0.2463 | 0.4926 | 0.4926 | nan | 0.4926 | 0.0 | 0.4926 | | 0.078 | 558.0 | 9486 | 0.3465 | 0.2613 | 0.5225 | 0.5225 | nan | 0.5225 | 0.0 | 0.5225 | | 0.0803 | 559.0 | 9503 | 0.3406 | 0.2557 | 0.5114 | 0.5114 | nan | 0.5114 | 0.0 | 0.5114 | | 0.0803 | 560.0 | 9520 | 0.3416 | 0.2771 | 0.5541 | 0.5541 | nan | 0.5541 | 0.0 | 0.5541 | | 0.0803 | 561.0 | 9537 | 0.3511 | 0.2669 | 0.5338 | 0.5338 | nan | 0.5338 | 0.0 | 0.5338 | | 0.0803 | 562.0 | 9554 | 0.3466 | 0.2768 | 0.5535 | 0.5535 | nan | 0.5535 | 0.0 | 0.5535 | | 0.0803 | 563.0 | 9571 | 0.3369 | 0.2437 | 0.4875 | 0.4875 | nan | 0.4875 | 0.0 | 0.4875 | | 0.0803 | 564.0 | 9588 | 0.3396 | 0.2721 | 0.5441 | 0.5441 | nan | 0.5441 | 0.0 | 0.5441 | | 0.0775 | 565.0 | 9605 | 0.3232 | 0.2551 | 0.5101 | 0.5101 | nan | 0.5101 | 0.0 | 0.5101 | | 0.0775 | 566.0 | 9622 | 0.3280 | 0.2567 | 0.5134 | 0.5134 | nan | 0.5134 | 0.0 | 0.5134 | | 0.0775 | 567.0 | 9639 | 0.3357 | 0.2550 | 0.5101 | 0.5101 | nan | 0.5101 | 0.0 | 0.5101 | | 0.0775 | 568.0 | 9656 | 0.3471 | 0.2672 | 0.5343 | 0.5343 | nan | 0.5343 | 0.0 | 0.5343 | | 0.0775 | 569.0 | 9673 | 0.3331 | 0.2650 | 0.5300 | 0.5300 | nan | 0.5300 | 0.0 | 0.5300 | | 0.0775 | 570.0 | 9690 | 0.3389 | 0.2718 | 0.5437 | 0.5437 | nan | 0.5437 | 0.0 | 0.5437 | | 0.081 | 571.0 | 9707 | 0.3359 | 0.2721 | 0.5442 | 0.5442 | nan | 0.5442 | 0.0 | 0.5442 | | 0.081 | 572.0 | 9724 | 0.3423 | 0.2729 | 0.5457 | 0.5457 | nan | 0.5457 | 0.0 | 0.5457 | | 0.081 | 573.0 | 9741 | 0.3455 | 0.2748 | 0.5495 | 0.5495 | nan | 0.5495 | 0.0 | 0.5495 | | 0.081 | 574.0 | 9758 | 0.3355 | 0.2735 | 0.5471 | 0.5471 | nan | 0.5471 | 0.0 | 0.5471 | | 0.081 | 575.0 | 9775 | 0.3351 | 0.2773 | 0.5546 | 0.5546 | nan | 0.5546 | 0.0 | 0.5546 | | 0.081 | 576.0 | 9792 | 0.3209 | 0.2690 | 0.5380 | 0.5380 | nan | 0.5380 | 0.0 | 0.5380 | | 0.0724 | 577.0 | 9809 | 0.3193 | 0.2582 | 0.5164 | 0.5164 | nan | 0.5164 | 0.0 | 0.5164 | | 0.0724 | 578.0 | 9826 | 0.3323 | 0.2732 | 0.5464 | 0.5464 | nan | 0.5464 | 0.0 | 0.5464 | | 0.0724 | 579.0 | 9843 | 0.3369 | 0.2781 | 0.5562 | 0.5562 | nan | 0.5562 | 0.0 | 0.5562 | | 0.0724 | 580.0 | 9860 | 0.3380 | 0.2843 | 0.5687 | 0.5687 | nan | 0.5687 | 0.0 | 0.5687 | | 0.0724 | 581.0 | 9877 | 0.3448 | 0.2805 | 0.5610 | 0.5610 | nan | 0.5610 | 0.0 | 0.5610 | | 0.0724 | 582.0 | 9894 | 0.3463 | 0.2795 | 0.5591 | 0.5591 | nan | 0.5591 | 0.0 | 0.5591 | | 0.0766 | 583.0 | 9911 | 0.3505 | 0.2750 | 0.5499 | 0.5499 | nan | 0.5499 | 0.0 | 0.5499 | | 0.0766 | 584.0 | 9928 | 0.3413 | 0.2733 | 0.5465 | 0.5465 | nan | 0.5465 | 0.0 | 0.5465 | | 0.0766 | 585.0 | 9945 | 0.3359 | 0.2721 | 0.5441 | 0.5441 | nan | 0.5441 | 0.0 | 0.5441 | | 0.0766 | 586.0 | 9962 | 0.3320 | 0.2709 | 0.5419 | 0.5419 | nan | 0.5419 | 0.0 | 0.5419 | | 0.0766 | 587.0 | 9979 | 0.3506 | 0.2765 | 0.5530 | 0.5530 | nan | 0.5530 | 0.0 | 0.5530 | | 0.0766 | 588.0 | 9996 | 0.3373 | 0.2785 | 0.5569 | 0.5569 | nan | 0.5569 | 0.0 | 0.5569 | | 0.0735 | 588.24 | 10000 | 0.3313 | 0.2721 | 0.5443 | 0.5443 | nan | 0.5443 | 0.0 | 0.5443 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.0 - Datasets 2.14.4 - Tokenizers 0.15.1

[ "background", "biofilm" ]

heroza/segformer-finetuned-biofilm2

# segformer-finetuned-biofilm2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm2 dataset. It achieves the following results on the evaluation set: - Loss: 0.0797 - Mean Iou: 0.4786 - Mean Accuracy: 0.9572 - Overall Accuracy: 0.9572 - Accuracy Background: nan - Accuracy Biofilm: 0.9572 - Iou Background: 0.0 - Iou Biofilm: 0.9572 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Biofilm | Iou Background | Iou Biofilm | |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------:|:-----------:| | 0.1622 | 1.0 | 280 | 0.1158 | 0.4714 | 0.9428 | 0.9428 | nan | 0.9428 | 0.0 | 0.9428 | | 0.0742 | 2.0 | 560 | 0.0643 | 0.4545 | 0.9090 | 0.9090 | nan | 0.9090 | 0.0 | 0.9090 | | 0.0549 | 3.0 | 840 | 0.0582 | 0.4797 | 0.9594 | 0.9594 | nan | 0.9594 | 0.0 | 0.9594 | | 0.0459 | 4.0 | 1120 | 0.0508 | 0.4737 | 0.9475 | 0.9475 | nan | 0.9475 | 0.0 | 0.9475 | | 0.0506 | 5.0 | 1400 | 0.0405 | 0.4705 | 0.9411 | 0.9411 | nan | 0.9411 | 0.0 | 0.9411 | | 0.0411 | 6.0 | 1680 | 0.0476 | 0.4865 | 0.9729 | 0.9729 | nan | 0.9729 | 0.0 | 0.9729 | | 0.0456 | 7.0 | 1960 | 0.0476 | 0.4754 | 0.9509 | 0.9509 | nan | 0.9509 | 0.0 | 0.9509 | | 0.0381 | 8.0 | 2240 | 0.0554 | 0.4792 | 0.9584 | 0.9584 | nan | 0.9584 | 0.0 | 0.9584 | | 0.0348 | 9.0 | 2520 | 0.0559 | 0.4889 | 0.9779 | 0.9779 | nan | 0.9779 | 0.0 | 0.9779 | | 0.0388 | 10.0 | 2800 | 0.0513 | 0.4757 | 0.9514 | 0.9514 | nan | 0.9514 | 0.0 | 0.9514 | | 0.0385 | 11.0 | 3080 | 0.0660 | 0.4883 | 0.9767 | 0.9767 | nan | 0.9767 | 0.0 | 0.9767 | | 0.0309 | 12.0 | 3360 | 0.0589 | 0.4808 | 0.9616 | 0.9616 | nan | 0.9616 | 0.0 | 0.9616 | | 0.0322 | 13.0 | 3640 | 0.0539 | 0.4796 | 0.9592 | 0.9592 | nan | 0.9592 | 0.0 | 0.9592 | | 0.0361 | 14.0 | 3920 | 0.0621 | 0.4812 | 0.9625 | 0.9625 | nan | 0.9625 | 0.0 | 0.9625 | | 0.0277 | 15.0 | 4200 | 0.0576 | 0.4836 | 0.9672 | 0.9672 | nan | 0.9672 | 0.0 | 0.9672 | | 0.0324 | 16.0 | 4480 | 0.0503 | 0.4702 | 0.9404 | 0.9404 | nan | 0.9404 | 0.0 | 0.9404 | | 0.0355 | 17.0 | 4760 | 0.0583 | 0.4801 | 0.9601 | 0.9601 | nan | 0.9601 | 0.0 | 0.9601 | | 0.032 | 18.0 | 5040 | 0.0528 | 0.4679 | 0.9358 | 0.9358 | nan | 0.9358 | 0.0 | 0.9358 | | 0.0275 | 19.0 | 5320 | 0.0682 | 0.4828 | 0.9656 | 0.9656 | nan | 0.9656 | 0.0 | 0.9656 | | 0.0329 | 20.0 | 5600 | 0.0712 | 0.4796 | 0.9591 | 0.9591 | nan | 0.9591 | 0.0 | 0.9591 | | 0.0284 | 21.0 | 5880 | 0.0769 | 0.4868 | 0.9737 | 0.9737 | nan | 0.9737 | 0.0 | 0.9737 | | 0.028 | 22.0 | 6160 | 0.0615 | 0.4826 | 0.9651 | 0.9651 | nan | 0.9651 | 0.0 | 0.9651 | | 0.0275 | 23.0 | 6440 | 0.0640 | 0.4797 | 0.9595 | 0.9595 | nan | 0.9595 | 0.0 | 0.9595 | | 0.0263 | 24.0 | 6720 | 0.0805 | 0.4819 | 0.9639 | 0.9639 | nan | 0.9639 | 0.0 | 0.9639 | | 0.0252 | 25.0 | 7000 | 0.0700 | 0.4830 | 0.9661 | 0.9661 | nan | 0.9661 | 0.0 | 0.9661 | | 0.0309 | 26.0 | 7280 | 0.0747 | 0.4854 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 | | 0.0238 | 27.0 | 7560 | 0.0704 | 0.4814 | 0.9628 | 0.9628 | nan | 0.9628 | 0.0 | 0.9628 | | 0.0277 | 28.0 | 7840 | 0.0757 | 0.4858 | 0.9716 | 0.9716 | nan | 0.9716 | 0.0 | 0.9716 | | 0.0281 | 29.0 | 8120 | 0.0847 | 0.4830 | 0.9661 | 0.9661 | nan | 0.9661 | 0.0 | 0.9661 | | 0.0259 | 30.0 | 8400 | 0.0741 | 0.4820 | 0.9640 | 0.9640 | nan | 0.9640 | 0.0 | 0.9640 | | 0.0231 | 31.0 | 8680 | 0.0726 | 0.4794 | 0.9587 | 0.9587 | nan | 0.9587 | 0.0 | 0.9587 | | 0.0234 | 32.0 | 8960 | 0.0739 | 0.4779 | 0.9557 | 0.9557 | nan | 0.9557 | 0.0 | 0.9557 | | 0.0226 | 33.0 | 9240 | 0.0743 | 0.4806 | 0.9613 | 0.9613 | nan | 0.9613 | 0.0 | 0.9613 | | 0.0242 | 34.0 | 9520 | 0.0776 | 0.4792 | 0.9584 | 0.9584 | nan | 0.9584 | 0.0 | 0.9584 | | 0.0211 | 35.0 | 9800 | 0.0775 | 0.4765 | 0.9529 | 0.9529 | nan | 0.9529 | 0.0 | 0.9529 | | 0.0223 | 35.71 | 10000 | 0.0797 | 0.4786 | 0.9572 | 0.9572 | nan | 0.9572 | 0.0 | 0.9572 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.0 - Datasets 2.14.4 - Tokenizers 0.15.1

[ "background", "biofilm" ]

julia-wenkmann/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the julia-wenkmann/TennisSegmentation dataset. It achieves the following results on the evaluation set: - Loss: 0.0577 - Mean Iou: 0.1977 - Mean Accuracy: 0.2635 - Overall Accuracy: 0.5273 - Accuracy Undefined: nan - Accuracy Ball: 0.0 - Accuracy Playertop: 0.1196 - Accuracy Playerbottom: 0.6710 - Iou Undefined: 0.0 - Iou Ball: 0.0 - Iou Playertop: 0.1196 - Iou Playerbottom: 0.6710 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Undefined | Accuracy Ball | Accuracy Playertop | Accuracy Playerbottom | Iou Undefined | Iou Ball | Iou Playertop | Iou Playerbottom | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-------------:|:------------------:|:---------------------:|:-------------:|:--------:|:-------------:|:----------------:| | 1.0528 | 1.67 | 20 | 1.1784 | 0.1882 | 0.2528 | 0.5396 | nan | 0.0 | 0.0471 | 0.7115 | 0.0 | 0.0 | 0.0411 | 0.7115 | | 0.8484 | 3.33 | 40 | 0.8579 | 0.1435 | 0.1914 | 0.4261 | nan | 0.0 | 0.0 | 0.5741 | 0.0 | 0.0 | 0.0 | 0.5741 | | 0.6695 | 5.0 | 60 | 0.6303 | 0.1414 | 0.1885 | 0.4196 | nan | 0.0 | 0.0 | 0.5654 | 0.0 | 0.0 | 0.0 | 0.5654 | | 0.5808 | 6.67 | 80 | 0.5370 | 0.0901 | 0.1201 | 0.2674 | nan | 0.0 | 0.0 | 0.3603 | 0.0 | 0.0 | 0.0 | 0.3603 | | 0.4415 | 8.33 | 100 | 0.4385 | 0.1263 | 0.1685 | 0.3751 | nan | 0.0 | 0.0 | 0.5054 | 0.0 | 0.0 | 0.0 | 0.5054 | | 0.3955 | 10.0 | 120 | 0.3449 | 0.1177 | 0.1570 | 0.3496 | nan | 0.0 | 0.0 | 0.4710 | 0.0 | 0.0 | 0.0 | 0.4710 | | 0.3597 | 11.67 | 140 | 0.3006 | 0.1186 | 0.1582 | 0.3521 | nan | 0.0 | 0.0 | 0.4745 | 0.0 | 0.0 | 0.0 | 0.4745 | | 0.2761 | 13.33 | 160 | 0.2592 | 0.0968 | 0.1290 | 0.2873 | nan | 0.0 | 0.0 | 0.3871 | 0.0 | 0.0 | 0.0 | 0.3871 | | 0.2343 | 15.0 | 180 | 0.2044 | 0.0987 | 0.1316 | 0.2930 | nan | 0.0 | 0.0 | 0.3948 | 0.0 | 0.0 | 0.0 | 0.3948 | | 0.1953 | 16.67 | 200 | 0.1841 | 0.1258 | 0.1678 | 0.3736 | nan | 0.0 | 0.0 | 0.5033 | 0.0 | 0.0 | 0.0 | 0.5033 | | 0.1676 | 18.33 | 220 | 0.1558 | 0.1394 | 0.1858 | 0.4137 | nan | 0.0 | 0.0 | 0.5574 | 0.0 | 0.0 | 0.0 | 0.5574 | | 0.1486 | 20.0 | 240 | 0.1392 | 0.1448 | 0.1931 | 0.4299 | nan | 0.0 | 0.0 | 0.5792 | 0.0 | 0.0 | 0.0 | 0.5792 | | 0.1281 | 21.67 | 260 | 0.1234 | 0.1497 | 0.1996 | 0.4445 | nan | 0.0 | 0.0 | 0.5989 | 0.0 | 0.0 | 0.0 | 0.5989 | | 0.1138 | 23.33 | 280 | 0.1064 | 0.1407 | 0.1877 | 0.4178 | nan | 0.0 | 0.0 | 0.5630 | 0.0 | 0.0 | 0.0 | 0.5630 | | 0.1031 | 25.0 | 300 | 0.0952 | 0.1495 | 0.1993 | 0.4438 | nan | 0.0 | 0.0 | 0.5979 | 0.0 | 0.0 | 0.0 | 0.5979 | | 0.094 | 26.67 | 320 | 0.0896 | 0.1500 | 0.2000 | 0.4454 | nan | 0.0 | 0.0 | 0.6001 | 0.0 | 0.0 | 0.0 | 0.6001 | | 0.0873 | 28.33 | 340 | 0.0889 | 0.1677 | 0.2236 | 0.4978 | nan | 0.0 | 0.0 | 0.6707 | 0.0 | 0.0 | 0.0 | 0.6707 | | 0.0822 | 30.0 | 360 | 0.0772 | 0.1631 | 0.2175 | 0.4843 | nan | 0.0 | 0.0 | 0.6526 | 0.0 | 0.0 | 0.0 | 0.6526 | | 0.0769 | 31.67 | 380 | 0.0739 | 0.1589 | 0.2119 | 0.4718 | nan | 0.0 | 0.0 | 0.6358 | 0.0 | 0.0 | 0.0 | 0.6358 | | 0.0798 | 33.33 | 400 | 0.0694 | 0.1603 | 0.2137 | 0.4758 | nan | 0.0 | 0.0 | 0.6411 | 0.0 | 0.0 | 0.0 | 0.6411 | | 0.0704 | 35.0 | 420 | 0.0654 | 0.1680 | 0.2241 | 0.4910 | nan | 0.0 | 0.0158 | 0.6564 | 0.0 | 0.0 | 0.0158 | 0.6564 | | 0.0653 | 36.67 | 440 | 0.0633 | 0.1708 | 0.2278 | 0.4957 | nan | 0.0 | 0.0229 | 0.6604 | 0.0 | 0.0 | 0.0229 | 0.6604 | | 0.0648 | 38.33 | 460 | 0.0610 | 0.1743 | 0.2324 | 0.5013 | nan | 0.0 | 0.0325 | 0.6648 | 0.0 | 0.0 | 0.0325 | 0.6648 | | 0.0616 | 40.0 | 480 | 0.0598 | 0.1859 | 0.2479 | 0.5189 | nan | 0.0 | 0.0664 | 0.6773 | 0.0 | 0.0 | 0.0664 | 0.6773 | | 0.0612 | 41.67 | 500 | 0.0586 | 0.1887 | 0.2517 | 0.5203 | nan | 0.0 | 0.0805 | 0.6745 | 0.0 | 0.0 | 0.0805 | 0.6745 | | 0.0693 | 43.33 | 520 | 0.0584 | 0.1953 | 0.2604 | 0.5300 | nan | 0.0 | 0.1003 | 0.6810 | 0.0 | 0.0 | 0.1003 | 0.6810 | | 0.0595 | 45.0 | 540 | 0.0567 | 0.1998 | 0.2664 | 0.5354 | nan | 0.0 | 0.1161 | 0.6831 | 0.0 | 0.0 | 0.1161 | 0.6831 | | 0.0564 | 46.67 | 560 | 0.0556 | 0.2007 | 0.2676 | 0.5378 | nan | 0.0 | 0.1165 | 0.6862 | 0.0 | 0.0 | 0.1165 | 0.6862 | | 0.0608 | 48.33 | 580 | 0.0555 | 0.2032 | 0.2710 | 0.5412 | nan | 0.0 | 0.1249 | 0.6880 | 0.0 | 0.0 | 0.1249 | 0.6880 | | 0.0599 | 50.0 | 600 | 0.0577 | 0.1977 | 0.2635 | 0.5273 | nan | 0.0 | 0.1196 | 0.6710 | 0.0 | 0.0 | 0.1196 | 0.6710 | ### Framework versions - Transformers 4.35.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2

[ "undefined", "ball", "playertop", "playerbottom" ]

ibrahimahmood/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jaradat/pidray-semantics dataset. It achieves the following results on the evaluation set: - Loss: 0.0270 - Mean Iou: 0.0 - Mean Accuracy: nan - Overall Accuracy: nan - Accuracy Baton: nan - Accuracy Pliers: nan - Accuracy Hammer: nan - Accuracy Powerbank: nan - Accuracy Scissors: nan - Accuracy Wrench: nan - Accuracy Gun: nan - Accuracy Bullet: nan - Accuracy Sprayer: nan - Accuracy Handcuffs: nan - Accuracy Knife: nan - Accuracy Lighter: nan - Iou Baton: 0.0 - Iou Pliers: 0.0 - Iou Hammer: nan - Iou Powerbank: nan - Iou Scissors: nan - Iou Wrench: nan - Iou Gun: nan - Iou Bullet: nan - Iou Sprayer: nan - Iou Handcuffs: nan - Iou Knife: nan - Iou Lighter: nan ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Baton | Accuracy Pliers | Accuracy Hammer | Accuracy Powerbank | Accuracy Scissors | Accuracy Wrench | Accuracy Gun | Accuracy Bullet | Accuracy Sprayer | Accuracy Handcuffs | Accuracy Knife | Accuracy Lighter | Iou Baton | Iou Pliers | Iou Hammer | Iou Powerbank | Iou Scissors | Iou Wrench | Iou Gun | Iou Bullet | Iou Sprayer | Iou Handcuffs | Iou Knife | Iou Lighter | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:---------------:|:---------------:|:------------------:|:-----------------:|:---------------:|:------------:|:---------------:|:----------------:|:------------------:|:--------------:|:----------------:|:---------:|:----------:|:----------:|:-------------:|:------------:|:----------:|:-------:|:----------:|:-----------:|:-------------:|:---------:|:-----------:| | 0.2674 | 0.5 | 20 | 0.5878 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.041 | 1.0 | 40 | 0.1039 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0197 | 1.5 | 60 | 0.0598 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0776 | 2.0 | 80 | 0.0554 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0697 | 2.5 | 100 | 0.1156 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0659 | 3.0 | 120 | 0.1477 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0146 | 3.5 | 140 | 0.0329 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0819 | 4.0 | 160 | 0.0870 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0008 | 4.5 | 180 | 0.0381 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0337 | 5.0 | 200 | 0.0527 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0216 | 5.5 | 220 | 0.0849 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0004 | 6.0 | 240 | 0.0613 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0055 | 6.5 | 260 | 0.0541 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.002 | 7.0 | 280 | 0.0320 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0011 | 7.5 | 300 | 0.0454 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0798 | 8.0 | 320 | 0.0255 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 8.5 | 340 | 0.0362 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.003 | 9.0 | 360 | 0.0143 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.002 | 9.5 | 380 | 0.0212 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0004 | 10.0 | 400 | 0.0346 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0082 | 10.5 | 420 | 0.0503 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0109 | 11.0 | 440 | 0.0249 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 11.5 | 460 | 0.0266 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.001 | 12.0 | 480 | 0.0046 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.002 | 12.5 | 500 | 0.0199 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 13.0 | 520 | 0.0158 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 13.5 | 540 | 0.0122 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0003 | 14.0 | 560 | 0.0157 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 14.5 | 580 | 0.0188 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 15.0 | 600 | 0.0211 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0006 | 15.5 | 620 | 0.0147 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 16.0 | 640 | 0.0116 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 16.5 | 660 | 0.0301 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 17.0 | 680 | 0.0157 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 17.5 | 700 | 0.0213 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0017 | 18.0 | 720 | 0.0140 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0005 | 18.5 | 740 | 0.0131 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 19.0 | 760 | 0.0133 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0055 | 19.5 | 780 | 0.0207 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 20.0 | 800 | 0.0350 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0004 | 20.5 | 820 | 0.0197 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 21.0 | 840 | 0.0229 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0017 | 21.5 | 860 | 0.0356 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 22.0 | 880 | 0.0237 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0063 | 22.5 | 900 | 0.0257 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 23.0 | 920 | 0.0229 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0004 | 23.5 | 940 | 0.0118 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 24.0 | 960 | 0.0268 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0017 | 24.5 | 980 | 0.0344 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 25.0 | 1000 | 0.0189 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 25.5 | 1020 | 0.0146 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 26.0 | 1040 | 0.0274 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 26.5 | 1060 | 0.0212 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 27.0 | 1080 | 0.0207 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 27.5 | 1100 | 0.0229 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 28.0 | 1120 | 0.0188 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0017 | 28.5 | 1140 | 0.0165 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 29.0 | 1160 | 0.0188 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0003 | 29.5 | 1180 | 0.0151 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0004 | 30.0 | 1200 | 0.0207 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 30.5 | 1220 | 0.0256 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 31.0 | 1240 | 0.0236 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 31.5 | 1260 | 0.0305 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 32.0 | 1280 | 0.0224 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 32.5 | 1300 | 0.0209 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 33.0 | 1320 | 0.0177 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 33.5 | 1340 | 0.0285 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 34.0 | 1360 | 0.0268 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 34.5 | 1380 | 0.0232 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 35.0 | 1400 | 0.0309 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 35.5 | 1420 | 0.0337 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0004 | 36.0 | 1440 | 0.0253 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 36.5 | 1460 | 0.0249 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 37.0 | 1480 | 0.0249 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0011 | 37.5 | 1500 | 0.0316 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 38.0 | 1520 | 0.0305 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 38.5 | 1540 | 0.0227 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 39.0 | 1560 | 0.0146 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 39.5 | 1580 | 0.0362 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 40.0 | 1600 | 0.0342 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0021 | 40.5 | 1620 | 0.0283 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 41.0 | 1640 | 0.0227 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 41.5 | 1660 | 0.0270 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 42.0 | 1680 | 0.0268 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 42.5 | 1700 | 0.0251 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 43.0 | 1720 | 0.0263 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 43.5 | 1740 | 0.0265 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 44.0 | 1760 | 0.0266 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0006 | 44.5 | 1780 | 0.0282 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 45.0 | 1800 | 0.0244 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0016 | 45.5 | 1820 | 0.0322 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 46.0 | 1840 | 0.0249 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 46.5 | 1860 | 0.0230 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 47.0 | 1880 | 0.0213 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0001 | 47.5 | 1900 | 0.0255 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 48.0 | 1920 | 0.0240 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0002 | 48.5 | 1940 | 0.0243 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 49.0 | 1960 | 0.0255 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 49.5 | 1980 | 0.0257 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0 | 50.0 | 2000 | 0.0270 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.0 - Tokenizers 0.15.2

[ "baton", "pliers", "hammer", "powerbank", "scissors", "wrench", "gun", "bullet", "sprayer", "handcuffs", "knife", "lighter" ]

ibrahimahmood/segformer-b0-finetuned-pidray-segments

# segformer-b0-finetuned-pidray-segments This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jaradat/pidray-semantics dataset. It achieves the following results on the evaluation set: - Loss: 0.2957 - Mean Iou: 0.3964 - Mean Accuracy: 0.7929 - Overall Accuracy: 0.7929 - Accuracy Baton: nan - Accuracy Pliers: 0.7929 - Accuracy Hammer: nan - Accuracy Powerbank: nan - Accuracy Scissors: nan - Accuracy Wrench: nan - Accuracy Gun: nan - Accuracy Bullet: nan - Accuracy Sprayer: nan - Accuracy Handcuffs: nan - Accuracy Knife: nan - Accuracy Lighter: nan - Iou Baton: 0.0 - Iou Pliers: 0.7929 - Iou Hammer: nan - Iou Powerbank: nan - Iou Scissors: nan - Iou Wrench: nan - Iou Gun: nan - Iou Bullet: nan - Iou Sprayer: nan - Iou Handcuffs: nan - Iou Knife: nan - Iou Lighter: nan ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Baton | Accuracy Pliers | Accuracy Hammer | Accuracy Powerbank | Accuracy Scissors | Accuracy Wrench | Accuracy Gun | Accuracy Bullet | Accuracy Sprayer | Accuracy Handcuffs | Accuracy Knife | Accuracy Lighter | Iou Baton | Iou Pliers | Iou Hammer | Iou Powerbank | Iou Scissors | Iou Wrench | Iou Gun | Iou Bullet | Iou Sprayer | Iou Handcuffs | Iou Knife | Iou Lighter | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:---------------:|:---------------:|:------------------:|:-----------------:|:---------------:|:------------:|:---------------:|:----------------:|:------------------:|:--------------:|:----------------:|:---------:|:----------:|:----------:|:-------------:|:------------:|:----------:|:-------:|:----------:|:-----------:|:-------------:|:---------:|:-----------:| | 0.0583 | 0.5 | 20 | 0.1593 | 0.3956 | 0.7913 | 0.7913 | nan | 0.7913 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7913 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0374 | 1.0 | 40 | 0.1574 | 0.3840 | 0.7680 | 0.7680 | nan | 0.7680 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7680 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0231 | 1.5 | 60 | 0.1546 | 0.4221 | 0.8443 | 0.8443 | nan | 0.8443 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8443 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.1145 | 2.0 | 80 | 0.1491 | 0.4087 | 0.8174 | 0.8174 | nan | 0.8174 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8174 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.042 | 2.5 | 100 | 0.1537 | 0.4084 | 0.8168 | 0.8168 | nan | 0.8168 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8168 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0914 | 3.0 | 120 | 0.1718 | 0.3960 | 0.7920 | 0.7920 | nan | 0.7920 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7920 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0292 | 3.5 | 140 | 0.1526 | 0.3946 | 0.7891 | 0.7891 | nan | 0.7891 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7891 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0326 | 4.0 | 160 | 0.1557 | 0.3947 | 0.7895 | 0.7895 | nan | 0.7895 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7895 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0255 | 4.5 | 180 | 0.1555 | 0.4027 | 0.8055 | 0.8055 | nan | 0.8055 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8055 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0993 | 5.0 | 200 | 0.1742 | 0.3780 | 0.7561 | 0.7561 | nan | 0.7561 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7561 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0187 | 5.5 | 220 | 0.1466 | 0.3961 | 0.7923 | 0.7923 | nan | 0.7923 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7923 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0338 | 6.0 | 240 | 0.1673 | 0.4202 | 0.8403 | 0.8403 | nan | 0.8403 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8403 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.024 | 6.5 | 260 | 0.1798 | 0.4196 | 0.8392 | 0.8392 | nan | 0.8392 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8392 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0354 | 7.0 | 280 | 0.1829 | 0.4008 | 0.8016 | 0.8016 | nan | 0.8016 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8016 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0297 | 7.5 | 300 | 0.1861 | 0.4138 | 0.8276 | 0.8276 | nan | 0.8276 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8276 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0452 | 8.0 | 320 | 0.1759 | 0.3796 | 0.7593 | 0.7593 | nan | 0.7593 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7593 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0341 | 8.5 | 340 | 0.1689 | 0.4145 | 0.8289 | 0.8289 | nan | 0.8289 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8289 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0218 | 9.0 | 360 | 0.1623 | 0.4019 | 0.8039 | 0.8039 | nan | 0.8039 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8039 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.018 | 9.5 | 380 | 0.1724 | 0.3974 | 0.7947 | 0.7947 | nan | 0.7947 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7947 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0265 | 10.0 | 400 | 0.1544 | 0.4123 | 0.8245 | 0.8245 | nan | 0.8245 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8245 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0529 | 10.5 | 420 | 0.1754 | 0.3957 | 0.7915 | 0.7915 | nan | 0.7915 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7915 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.054 | 11.0 | 440 | 0.2007 | 0.3811 | 0.7622 | 0.7622 | nan | 0.7622 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7622 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0182 | 11.5 | 460 | 0.1723 | 0.3874 | 0.7747 | 0.7747 | nan | 0.7747 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7747 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0289 | 12.0 | 480 | 0.1668 | 0.4180 | 0.8360 | 0.8360 | nan | 0.8360 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8360 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0157 | 12.5 | 500 | 0.1788 | 0.3752 | 0.7504 | 0.7504 | nan | 0.7504 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7504 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0156 | 13.0 | 520 | 0.1649 | 0.3936 | 0.7871 | 0.7871 | nan | 0.7871 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7871 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0396 | 13.5 | 540 | 0.1771 | 0.4034 | 0.8068 | 0.8068 | nan | 0.8068 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8068 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.034 | 14.0 | 560 | 0.1767 | 0.4066 | 0.8132 | 0.8132 | nan | 0.8132 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8132 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0273 | 14.5 | 580 | 0.1668 | 0.4068 | 0.8136 | 0.8136 | nan | 0.8136 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8136 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0221 | 15.0 | 600 | 0.1635 | 0.4125 | 0.8250 | 0.8250 | nan | 0.8250 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8250 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0189 | 15.5 | 620 | 0.1886 | 0.4045 | 0.8091 | 0.8091 | nan | 0.8091 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8091 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0201 | 16.0 | 640 | 0.1736 | 0.3985 | 0.7970 | 0.7970 | nan | 0.7970 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7970 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0328 | 16.5 | 660 | 0.1776 | 0.3889 | 0.7778 | 0.7778 | nan | 0.7778 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7778 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0368 | 17.0 | 680 | 0.1925 | 0.4113 | 0.8227 | 0.8227 | nan | 0.8227 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8227 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0185 | 17.5 | 700 | 0.1857 | 0.3852 | 0.7705 | 0.7705 | nan | 0.7705 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7705 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0224 | 18.0 | 720 | 0.1763 | 0.3972 | 0.7943 | 0.7943 | nan | 0.7943 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7943 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0204 | 18.5 | 740 | 0.1955 | 0.3912 | 0.7823 | 0.7823 | nan | 0.7823 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7823 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0162 | 19.0 | 760 | 0.1896 | 0.3985 | 0.7970 | 0.7970 | nan | 0.7970 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7970 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0672 | 19.5 | 780 | 0.1873 | 0.3994 | 0.7987 | 0.7987 | nan | 0.7987 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7987 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0222 | 20.0 | 800 | 0.1932 | 0.3916 | 0.7831 | 0.7831 | nan | 0.7831 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7831 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0168 | 20.5 | 820 | 0.2070 | 0.3984 | 0.7967 | 0.7967 | nan | 0.7967 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7967 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.017 | 21.0 | 840 | 0.1964 | 0.4081 | 0.8161 | 0.8161 | nan | 0.8161 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8161 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0161 | 21.5 | 860 | 0.1972 | 0.3954 | 0.7908 | 0.7908 | nan | 0.7908 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7908 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0104 | 22.0 | 880 | 0.2017 | 0.3901 | 0.7803 | 0.7803 | nan | 0.7803 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7803 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0455 | 22.5 | 900 | 0.1981 | 0.4025 | 0.8050 | 0.8050 | nan | 0.8050 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8050 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.015 | 23.0 | 920 | 0.2073 | 0.4017 | 0.8035 | 0.8035 | nan | 0.8035 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8035 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.02 | 23.5 | 940 | 0.2105 | 0.3891 | 0.7781 | 0.7781 | nan | 0.7781 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7781 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0223 | 24.0 | 960 | 0.2260 | 0.3833 | 0.7666 | 0.7666 | nan | 0.7666 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7666 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0308 | 24.5 | 980 | 0.2174 | 0.3918 | 0.7837 | 0.7837 | nan | 0.7837 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7837 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0168 | 25.0 | 1000 | 0.1956 | 0.4058 | 0.8116 | 0.8116 | nan | 0.8116 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8116 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.01 | 25.5 | 1020 | 0.2042 | 0.4122 | 0.8243 | 0.8243 | nan | 0.8243 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8243 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0215 | 26.0 | 1040 | 0.2018 | 0.4107 | 0.8214 | 0.8214 | nan | 0.8214 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8214 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0138 | 26.5 | 1060 | 0.2072 | 0.3979 | 0.7958 | 0.7958 | nan | 0.7958 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7958 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0123 | 27.0 | 1080 | 0.2046 | 0.4072 | 0.8145 | 0.8145 | nan | 0.8145 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8145 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0172 | 27.5 | 1100 | 0.2095 | 0.3896 | 0.7792 | 0.7792 | nan | 0.7792 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7792 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0201 | 28.0 | 1120 | 0.1979 | 0.3994 | 0.7988 | 0.7988 | nan | 0.7988 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7988 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.013 | 28.5 | 1140 | 0.1970 | 0.3994 | 0.7988 | 0.7988 | nan | 0.7988 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7988 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0389 | 29.0 | 1160 | 0.2140 | 0.4001 | 0.8002 | 0.8002 | nan | 0.8002 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8002 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0125 | 29.5 | 1180 | 0.2060 | 0.4009 | 0.8019 | 0.8019 | nan | 0.8019 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8019 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0337 | 30.0 | 1200 | 0.2070 | 0.3817 | 0.7634 | 0.7634 | nan | 0.7634 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7634 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0189 | 30.5 | 1220 | 0.2292 | 0.3755 | 0.7510 | 0.7510 | nan | 0.7510 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7510 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.018 | 31.0 | 1240 | 0.2162 | 0.3843 | 0.7685 | 0.7685 | nan | 0.7685 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7685 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0164 | 31.5 | 1260 | 0.2154 | 0.3978 | 0.7956 | 0.7956 | nan | 0.7956 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7956 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0112 | 32.0 | 1280 | 0.2161 | 0.4061 | 0.8123 | 0.8123 | nan | 0.8123 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8123 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0484 | 32.5 | 1300 | 0.2174 | 0.4127 | 0.8253 | 0.8253 | nan | 0.8253 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8253 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0176 | 33.0 | 1320 | 0.2085 | 0.4054 | 0.8108 | 0.8108 | nan | 0.8108 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8108 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0078 | 33.5 | 1340 | 0.2135 | 0.4011 | 0.8023 | 0.8023 | nan | 0.8023 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8023 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0196 | 34.0 | 1360 | 0.2199 | 0.4015 | 0.8030 | 0.8030 | nan | 0.8030 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8030 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.01 | 34.5 | 1380 | 0.2166 | 0.4058 | 0.8117 | 0.8117 | nan | 0.8117 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8117 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.017 | 35.0 | 1400 | 0.2173 | 0.3916 | 0.7831 | 0.7831 | nan | 0.7831 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7831 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0219 | 35.5 | 1420 | 0.2232 | 0.3929 | 0.7857 | 0.7857 | nan | 0.7857 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7857 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.049 | 36.0 | 1440 | 0.2130 | 0.3938 | 0.7875 | 0.7875 | nan | 0.7875 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7875 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0248 | 36.5 | 1460 | 0.2146 | 0.3966 | 0.7932 | 0.7932 | nan | 0.7932 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7932 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0155 | 37.0 | 1480 | 0.2431 | 0.4145 | 0.8289 | 0.8289 | nan | 0.8289 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8289 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0332 | 37.5 | 1500 | 0.2177 | 0.3977 | 0.7953 | 0.7953 | nan | 0.7953 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7953 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0084 | 38.0 | 1520 | 0.2185 | 0.3835 | 0.7669 | 0.7669 | nan | 0.7669 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7669 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0346 | 38.5 | 1540 | 0.2386 | 0.4044 | 0.8087 | 0.8087 | nan | 0.8087 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8087 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0282 | 39.0 | 1560 | 0.2172 | 0.3995 | 0.7990 | 0.7990 | nan | 0.7990 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7990 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0194 | 39.5 | 1580 | 0.2301 | 0.3920 | 0.7839 | 0.7839 | nan | 0.7839 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7839 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0119 | 40.0 | 1600 | 0.2342 | 0.3952 | 0.7904 | 0.7904 | nan | 0.7904 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7904 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0069 | 40.5 | 1620 | 0.2206 | 0.3979 | 0.7957 | 0.7957 | nan | 0.7957 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7957 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0246 | 41.0 | 1640 | 0.2224 | 0.3908 | 0.7816 | 0.7816 | nan | 0.7816 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7816 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0391 | 41.5 | 1660 | 0.2208 | 0.3947 | 0.7894 | 0.7894 | nan | 0.7894 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7894 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0161 | 42.0 | 1680 | 0.2188 | 0.3882 | 0.7765 | 0.7765 | nan | 0.7765 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7765 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0084 | 42.5 | 1700 | 0.2125 | 0.4009 | 0.8018 | 0.8018 | nan | 0.8018 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8018 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0192 | 43.0 | 1720 | 0.2341 | 0.3912 | 0.7823 | 0.7823 | nan | 0.7823 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7823 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0127 | 43.5 | 1740 | 0.2203 | 0.4059 | 0.8119 | 0.8119 | nan | 0.8119 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8119 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0157 | 44.0 | 1760 | 0.2114 | 0.4008 | 0.8017 | 0.8017 | nan | 0.8017 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8017 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0288 | 44.5 | 1780 | 0.2418 | 0.4073 | 0.8146 | 0.8146 | nan | 0.8146 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8146 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0144 | 45.0 | 1800 | 0.2436 | 0.4025 | 0.8050 | 0.8050 | nan | 0.8050 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8050 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0147 | 45.5 | 1820 | 0.2446 | 0.4095 | 0.8190 | 0.8190 | nan | 0.8190 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8190 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0137 | 46.0 | 1840 | 0.2430 | 0.3973 | 0.7947 | 0.7947 | nan | 0.7947 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7947 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0098 | 46.5 | 1860 | 0.2298 | 0.3904 | 0.7808 | 0.7808 | nan | 0.7808 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7808 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0164 | 47.0 | 1880 | 0.2238 | 0.3999 | 0.7998 | 0.7998 | nan | 0.7998 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7998 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0097 | 47.5 | 1900 | 0.2449 | 0.3988 | 0.7976 | 0.7976 | nan | 0.7976 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7976 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0069 | 48.0 | 1920 | 0.2391 | 0.3975 | 0.7949 | 0.7949 | nan | 0.7949 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7949 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0136 | 48.5 | 1940 | 0.2432 | 0.3917 | 0.7834 | 0.7834 | nan | 0.7834 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7834 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0167 | 49.0 | 1960 | 0.2383 | 0.4070 | 0.8141 | 0.8141 | nan | 0.8141 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8141 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0146 | 49.5 | 1980 | 0.2363 | 0.3941 | 0.7883 | 0.7883 | nan | 0.7883 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7883 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0147 | 50.0 | 2000 | 0.2288 | 0.3947 | 0.7893 | 0.7893 | nan | 0.7893 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7893 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0109 | 50.5 | 2020 | 0.2538 | 0.4066 | 0.8133 | 0.8133 | nan | 0.8133 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8133 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0132 | 51.0 | 2040 | 0.2370 | 0.4024 | 0.8049 | 0.8049 | nan | 0.8049 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8049 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.1149 | 51.5 | 2060 | 0.2504 | 0.3950 | 0.7901 | 0.7901 | nan | 0.7901 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7901 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0127 | 52.0 | 2080 | 0.2449 | 0.4047 | 0.8094 | 0.8094 | nan | 0.8094 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8094 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.009 | 52.5 | 2100 | 0.2518 | 0.3956 | 0.7912 | 0.7912 | nan | 0.7912 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7912 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0132 | 53.0 | 2120 | 0.2531 | 0.3984 | 0.7968 | 0.7968 | nan | 0.7968 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7968 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0293 | 53.5 | 2140 | 0.2691 | 0.3962 | 0.7924 | 0.7924 | nan | 0.7924 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7924 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0184 | 54.0 | 2160 | 0.2564 | 0.3975 | 0.7949 | 0.7949 | nan | 0.7949 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7949 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0342 | 54.5 | 2180 | 0.2490 | 0.3955 | 0.7910 | 0.7910 | nan | 0.7910 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7910 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0124 | 55.0 | 2200 | 0.2617 | 0.3922 | 0.7844 | 0.7844 | nan | 0.7844 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7844 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.012 | 55.5 | 2220 | 0.2415 | 0.4072 | 0.8144 | 0.8144 | nan | 0.8144 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8144 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0162 | 56.0 | 2240 | 0.2455 | 0.4062 | 0.8124 | 0.8124 | nan | 0.8124 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8124 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0134 | 56.5 | 2260 | 0.2488 | 0.3970 | 0.7940 | 0.7940 | nan | 0.7940 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7940 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0221 | 57.0 | 2280 | 0.2533 | 0.3900 | 0.7799 | 0.7799 | nan | 0.7799 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7799 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0064 | 57.5 | 2300 | 0.2505 | 0.3956 | 0.7913 | 0.7913 | nan | 0.7913 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7913 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0181 | 58.0 | 2320 | 0.2649 | 0.3968 | 0.7936 | 0.7936 | nan | 0.7936 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7936 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0358 | 58.5 | 2340 | 0.2569 | 0.3974 | 0.7948 | 0.7948 | nan | 0.7948 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7948 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0081 | 59.0 | 2360 | 0.2517 | 0.3956 | 0.7911 | 0.7911 | nan | 0.7911 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7911 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0174 | 59.5 | 2380 | 0.2654 | 0.3908 | 0.7816 | 0.7816 | nan | 0.7816 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7816 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0257 | 60.0 | 2400 | 0.2634 | 0.4032 | 0.8063 | 0.8063 | nan | 0.8063 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8063 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.018 | 60.5 | 2420 | 0.2744 | 0.3854 | 0.7708 | 0.7708 | nan | 0.7708 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7708 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0114 | 61.0 | 2440 | 0.2569 | 0.3943 | 0.7885 | 0.7885 | nan | 0.7885 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7885 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0348 | 61.5 | 2460 | 0.2688 | 0.3998 | 0.7997 | 0.7997 | nan | 0.7997 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7997 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.012 | 62.0 | 2480 | 0.2712 | 0.3909 | 0.7819 | 0.7819 | nan | 0.7819 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7819 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0078 | 62.5 | 2500 | 0.2749 | 0.3920 | 0.7841 | 0.7841 | nan | 0.7841 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7841 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0209 | 63.0 | 2520 | 0.2561 | 0.3911 | 0.7821 | 0.7821 | nan | 0.7821 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7821 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0105 | 63.5 | 2540 | 0.2623 | 0.3995 | 0.7990 | 0.7990 | nan | 0.7990 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7990 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0136 | 64.0 | 2560 | 0.2654 | 0.3937 | 0.7874 | 0.7874 | nan | 0.7874 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7874 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0073 | 64.5 | 2580 | 0.2670 | 0.3963 | 0.7926 | 0.7926 | nan | 0.7926 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7926 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0182 | 65.0 | 2600 | 0.2659 | 0.3935 | 0.7870 | 0.7870 | nan | 0.7870 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7870 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0154 | 65.5 | 2620 | 0.2665 | 0.3952 | 0.7903 | 0.7903 | nan | 0.7903 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7903 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0061 | 66.0 | 2640 | 0.2752 | 0.3963 | 0.7926 | 0.7926 | nan | 0.7926 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7926 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0115 | 66.5 | 2660 | 0.2866 | 0.3983 | 0.7967 | 0.7967 | nan | 0.7967 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7967 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0084 | 67.0 | 2680 | 0.2819 | 0.3944 | 0.7888 | 0.7888 | nan | 0.7888 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7888 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0115 | 67.5 | 2700 | 0.2871 | 0.3922 | 0.7844 | 0.7844 | nan | 0.7844 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7844 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0072 | 68.0 | 2720 | 0.2792 | 0.4044 | 0.8088 | 0.8088 | nan | 0.8088 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8088 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0102 | 68.5 | 2740 | 0.2836 | 0.3892 | 0.7783 | 0.7783 | nan | 0.7783 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7783 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0115 | 69.0 | 2760 | 0.2698 | 0.3944 | 0.7887 | 0.7887 | nan | 0.7887 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7887 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0126 | 69.5 | 2780 | 0.2790 | 0.3972 | 0.7944 | 0.7944 | nan | 0.7944 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7944 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0055 | 70.0 | 2800 | 0.2846 | 0.3963 | 0.7927 | 0.7927 | nan | 0.7927 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7927 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0205 | 70.5 | 2820 | 0.2766 | 0.3999 | 0.7997 | 0.7997 | nan | 0.7997 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7997 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0184 | 71.0 | 2840 | 0.2876 | 0.3924 | 0.7847 | 0.7847 | nan | 0.7847 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7847 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.015 | 71.5 | 2860 | 0.2900 | 0.3954 | 0.7908 | 0.7908 | nan | 0.7908 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7908 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0163 | 72.0 | 2880 | 0.2721 | 0.3997 | 0.7993 | 0.7993 | nan | 0.7993 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7993 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0121 | 72.5 | 2900 | 0.2840 | 0.4007 | 0.8013 | 0.8013 | nan | 0.8013 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8013 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0162 | 73.0 | 2920 | 0.2732 | 0.3960 | 0.7919 | 0.7919 | nan | 0.7919 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7919 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0102 | 73.5 | 2940 | 0.2870 | 0.4009 | 0.8017 | 0.8017 | nan | 0.8017 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8017 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0101 | 74.0 | 2960 | 0.2752 | 0.4035 | 0.8070 | 0.8070 | nan | 0.8070 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8070 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0113 | 74.5 | 2980 | 0.2781 | 0.4010 | 0.8020 | 0.8020 | nan | 0.8020 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8020 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0351 | 75.0 | 3000 | 0.2847 | 0.3995 | 0.7991 | 0.7991 | nan | 0.7991 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7991 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0096 | 75.5 | 3020 | 0.2767 | 0.3947 | 0.7894 | 0.7894 | nan | 0.7894 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7894 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0135 | 76.0 | 3040 | 0.2712 | 0.3979 | 0.7958 | 0.7958 | nan | 0.7958 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7958 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0062 | 76.5 | 3060 | 0.2697 | 0.3890 | 0.7780 | 0.7780 | nan | 0.7780 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7780 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.012 | 77.0 | 3080 | 0.2888 | 0.4004 | 0.8008 | 0.8008 | nan | 0.8008 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8008 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0072 | 77.5 | 3100 | 0.2763 | 0.3999 | 0.7998 | 0.7998 | nan | 0.7998 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7998 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0085 | 78.0 | 3120 | 0.2748 | 0.4016 | 0.8033 | 0.8033 | nan | 0.8033 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8033 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0065 | 78.5 | 3140 | 0.2864 | 0.4006 | 0.8012 | 0.8012 | nan | 0.8012 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8012 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0395 | 79.0 | 3160 | 0.2758 | 0.4026 | 0.8053 | 0.8053 | nan | 0.8053 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.8053 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0172 | 79.5 | 3180 | 0.2864 | 0.3907 | 0.7814 | 0.7814 | nan | 0.7814 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7814 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0067 | 80.0 | 3200 | 0.2824 | 0.3961 | 0.7922 | 0.7922 | nan | 0.7922 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7922 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0106 | 80.5 | 3220 | 0.2919 | 0.3962 | 0.7924 | 0.7924 | nan | 0.7924 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7924 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0076 | 81.0 | 3240 | 0.2936 | 0.3929 | 0.7857 | 0.7857 | nan | 0.7857 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7857 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0128 | 81.5 | 3260 | 0.2857 | 0.3964 | 0.7928 | 0.7928 | nan | 0.7928 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7928 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.006 | 82.0 | 3280 | 0.2797 | 0.3987 | 0.7975 | 0.7975 | nan | 0.7975 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7975 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0121 | 82.5 | 3300 | 0.2934 | 0.3891 | 0.7783 | 0.7783 | nan | 0.7783 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7783 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0057 | 83.0 | 3320 | 0.2842 | 0.3957 | 0.7915 | 0.7915 | nan | 0.7915 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7915 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0081 | 83.5 | 3340 | 0.2787 | 0.3895 | 0.7790 | 0.7790 | nan | 0.7790 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7790 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0135 | 84.0 | 3360 | 0.2785 | 0.3943 | 0.7886 | 0.7886 | nan | 0.7886 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7886 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0042 | 84.5 | 3380 | 0.2952 | 0.3885 | 0.7770 | 0.7770 | nan | 0.7770 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7770 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0199 | 85.0 | 3400 | 0.2861 | 0.3936 | 0.7873 | 0.7873 | nan | 0.7873 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7873 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0104 | 85.5 | 3420 | 0.2919 | 0.3968 | 0.7935 | 0.7935 | nan | 0.7935 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7935 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0052 | 86.0 | 3440 | 0.2862 | 0.3943 | 0.7886 | 0.7886 | nan | 0.7886 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7886 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0108 | 86.5 | 3460 | 0.2845 | 0.3977 | 0.7953 | 0.7953 | nan | 0.7953 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7953 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0122 | 87.0 | 3480 | 0.2958 | 0.3969 | 0.7939 | 0.7939 | nan | 0.7939 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7939 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.009 | 87.5 | 3500 | 0.2986 | 0.3981 | 0.7961 | 0.7961 | nan | 0.7961 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7961 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0162 | 88.0 | 3520 | 0.2882 | 0.3971 | 0.7941 | 0.7941 | nan | 0.7941 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7941 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0082 | 88.5 | 3540 | 0.2871 | 0.3967 | 0.7933 | 0.7933 | nan | 0.7933 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7933 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0074 | 89.0 | 3560 | 0.2944 | 0.3968 | 0.7936 | 0.7936 | nan | 0.7936 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7936 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0097 | 89.5 | 3580 | 0.2848 | 0.3975 | 0.7949 | 0.7949 | nan | 0.7949 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7949 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0071 | 90.0 | 3600 | 0.2887 | 0.3987 | 0.7974 | 0.7974 | nan | 0.7974 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7974 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0072 | 90.5 | 3620 | 0.2931 | 0.3970 | 0.7939 | 0.7939 | nan | 0.7939 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7939 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0074 | 91.0 | 3640 | 0.2934 | 0.3967 | 0.7935 | 0.7935 | nan | 0.7935 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7935 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0067 | 91.5 | 3660 | 0.2917 | 0.3975 | 0.7950 | 0.7950 | nan | 0.7950 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7950 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0054 | 92.0 | 3680 | 0.2906 | 0.3969 | 0.7939 | 0.7939 | nan | 0.7939 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7939 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0118 | 92.5 | 3700 | 0.2905 | 0.3953 | 0.7905 | 0.7905 | nan | 0.7905 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7905 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0098 | 93.0 | 3720 | 0.2896 | 0.3992 | 0.7985 | 0.7985 | nan | 0.7985 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7985 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0117 | 93.5 | 3740 | 0.2998 | 0.3958 | 0.7916 | 0.7916 | nan | 0.7916 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7916 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0107 | 94.0 | 3760 | 0.2917 | 0.3961 | 0.7922 | 0.7922 | nan | 0.7922 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7922 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0106 | 94.5 | 3780 | 0.2961 | 0.3948 | 0.7896 | 0.7896 | nan | 0.7896 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7896 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0129 | 95.0 | 3800 | 0.2966 | 0.3929 | 0.7859 | 0.7859 | nan | 0.7859 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7859 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0093 | 95.5 | 3820 | 0.2981 | 0.3966 | 0.7933 | 0.7933 | nan | 0.7933 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7933 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.006 | 96.0 | 3840 | 0.2969 | 0.3953 | 0.7906 | 0.7906 | nan | 0.7906 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7906 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0077 | 96.5 | 3860 | 0.2861 | 0.3968 | 0.7937 | 0.7937 | nan | 0.7937 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7937 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0082 | 97.0 | 3880 | 0.3000 | 0.3972 | 0.7945 | 0.7945 | nan | 0.7945 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7945 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.006 | 97.5 | 3900 | 0.2954 | 0.3961 | 0.7921 | 0.7921 | nan | 0.7921 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7921 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0067 | 98.0 | 3920 | 0.2927 | 0.3948 | 0.7897 | 0.7897 | nan | 0.7897 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7897 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0103 | 98.5 | 3940 | 0.2942 | 0.3946 | 0.7893 | 0.7893 | nan | 0.7893 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7893 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0069 | 99.0 | 3960 | 0.2885 | 0.3961 | 0.7922 | 0.7922 | nan | 0.7922 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7922 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0092 | 99.5 | 3980 | 0.2866 | 0.3963 | 0.7926 | 0.7926 | nan | 0.7926 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7926 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | | 0.0074 | 100.0 | 4000 | 0.2957 | 0.3964 | 0.7929 | 0.7929 | nan | 0.7929 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | 0.7929 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2

[ "baton", "pliers", "hammer", "powerbank", "scissors", "wrench", "gun", "bullet", "sprayer", "handcuffs", "knife", "lighter" ]

jhaberbe/segformer-b0-finetuned-segments-sidewalk-2

# segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jhaberbe/amyloid-aggregates dataset. It achieves the following results on the evaluation set: - Loss: 0.0552 - Mean Iou: 0.4126 - Mean Accuracy: 0.8251 - Overall Accuracy: 0.8251 - Accuracy Background: nan - Accuracy Amyloid: 0.8251 - Iou Background: 0.0 - Iou Amyloid: 0.8251 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Amyloid | Iou Background | Iou Amyloid | |:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------:|:-----------:| | 0.5486 | 0.2326 | 20 | 0.6709 | 0.1174 | 0.2349 | 0.2349 | nan | 0.2349 | 0.0 | 0.2349 | | 0.3496 | 0.4651 | 40 | 0.6179 | 0.2210 | 0.4420 | 0.4420 | nan | 0.4420 | 0.0 | 0.4420 | | 0.2825 | 0.6977 | 60 | 0.4770 | 0.4871 | 0.9743 | 0.9743 | nan | 0.9743 | 0.0 | 0.9743 | | 0.2814 | 0.9302 | 80 | 0.2872 | 0.1395 | 0.2790 | 0.2790 | nan | 0.2790 | 0.0 | 0.2790 | | 0.2083 | 1.1628 | 100 | 0.2249 | 0.3871 | 0.7742 | 0.7742 | nan | 0.7742 | 0.0 | 0.7742 | | 0.1355 | 1.3953 | 120 | 0.2623 | 0.2753 | 0.5507 | 0.5507 | nan | 0.5507 | 0.0 | 0.5507 | | 0.1671 | 1.6279 | 140 | 0.1225 | 0.2283 | 0.4565 | 0.4565 | nan | 0.4565 | 0.0 | 0.4565 | | 0.1035 | 1.8605 | 160 | 0.0822 | 0.1782 | 0.3564 | 0.3564 | nan | 0.3564 | 0.0 | 0.3564 | | 0.097 | 2.0930 | 180 | 0.0783 | 0.1628 | 0.3255 | 0.3255 | nan | 0.3255 | 0.0 | 0.3255 | | 0.0641 | 2.3256 | 200 | 0.1464 | 0.4488 | 0.8976 | 0.8976 | nan | 0.8976 | 0.0 | 0.8976 | | 0.06 | 2.5581 | 220 | 0.0819 | 0.3430 | 0.6860 | 0.6860 | nan | 0.6860 | 0.0 | 0.6860 | | 0.0511 | 2.7907 | 240 | 0.0835 | 0.2525 | 0.5049 | 0.5049 | nan | 0.5049 | 0.0 | 0.5049 | | 0.0377 | 3.0233 | 260 | 0.0681 | 0.2144 | 0.4288 | 0.4288 | nan | 0.4288 | 0.0 | 0.4288 | | 0.0381 | 3.2558 | 280 | 0.0975 | 0.4299 | 0.8598 | 0.8598 | nan | 0.8598 | 0.0 | 0.8598 | | 0.0377 | 3.4884 | 300 | 0.1277 | 0.4671 | 0.9342 | 0.9342 | nan | 0.9342 | 0.0 | 0.9342 | | 0.1049 | 3.7209 | 320 | 0.0754 | 0.4208 | 0.8417 | 0.8417 | nan | 0.8417 | 0.0 | 0.8417 | | 0.0252 | 3.9535 | 340 | 0.0757 | 0.2233 | 0.4467 | 0.4467 | nan | 0.4467 | 0.0 | 0.4467 | | 0.022 | 4.1860 | 360 | 0.0758 | 0.3314 | 0.6628 | 0.6628 | nan | 0.6628 | 0.0 | 0.6628 | | 0.0223 | 4.4186 | 380 | 0.0840 | 0.3403 | 0.6806 | 0.6806 | nan | 0.6806 | 0.0 | 0.6806 | | 0.0323 | 4.6512 | 400 | 0.0490 | 0.4347 | 0.8694 | 0.8694 | nan | 0.8694 | 0.0 | 0.8694 | | 0.0298 | 4.8837 | 420 | 0.0618 | 0.3695 | 0.7391 | 0.7391 | nan | 0.7391 | 0.0 | 0.7391 | | 0.0172 | 5.1163 | 440 | 0.0918 | 0.3770 | 0.7541 | 0.7541 | nan | 0.7541 | 0.0 | 0.7541 | | 0.0171 | 5.3488 | 460 | 0.0955 | 0.1962 | 0.3924 | 0.3924 | nan | 0.3924 | 0.0 | 0.3924 | | 0.0134 | 5.5814 | 480 | 0.1008 | 0.2416 | 0.4832 | 0.4832 | nan | 0.4832 | 0.0 | 0.4832 | | 0.0153 | 5.8140 | 500 | 0.0997 | 0.2675 | 0.5351 | 0.5351 | nan | 0.5351 | 0.0 | 0.5351 | | 0.0114 | 6.0465 | 520 | 0.0788 | 0.3411 | 0.6823 | 0.6823 | nan | 0.6823 | 0.0 | 0.6823 | | 0.0126 | 6.2791 | 540 | 0.0947 | 0.0264 | 0.0527 | 0.0527 | nan | 0.0527 | 0.0 | 0.0527 | | 0.0134 | 6.5116 | 560 | 0.0728 | 0.4199 | 0.8399 | 0.8399 | nan | 0.8399 | 0.0 | 0.8399 | | 0.0098 | 6.7442 | 580 | 0.0522 | 0.2287 | 0.4574 | 0.4574 | nan | 0.4574 | 0.0 | 0.4574 | | 0.0094 | 6.9767 | 600 | 0.0869 | 0.2789 | 0.5578 | 0.5578 | nan | 0.5578 | 0.0 | 0.5578 | | 0.0123 | 7.2093 | 620 | 0.1064 | 0.3969 | 0.7937 | 0.7937 | nan | 0.7937 | 0.0 | 0.7937 | | 0.017 | 7.4419 | 640 | 0.0700 | 0.2119 | 0.4237 | 0.4237 | nan | 0.4237 | 0.0 | 0.4237 | | 0.0092 | 7.6744 | 660 | 0.0471 | 0.1847 | 0.3695 | 0.3695 | nan | 0.3695 | 0.0 | 0.3695 | | 0.0083 | 7.9070 | 680 | 0.0701 | 0.3242 | 0.6485 | 0.6485 | nan | 0.6485 | 0.0 | 0.6485 | | 0.0102 | 8.1395 | 700 | 0.0793 | 0.3773 | 0.7547 | 0.7547 | nan | 0.7547 | 0.0 | 0.7547 | | 0.0114 | 8.3721 | 720 | 0.0596 | 0.3937 | 0.7873 | 0.7873 | nan | 0.7873 | 0.0 | 0.7873 | | 0.0069 | 8.6047 | 740 | 0.0646 | 0.3988 | 0.7976 | 0.7976 | nan | 0.7976 | 0.0 | 0.7976 | | 0.0084 | 8.8372 | 760 | 0.0686 | 0.3288 | 0.6577 | 0.6577 | nan | 0.6577 | 0.0 | 0.6577 | | 0.008 | 9.0698 | 780 | 0.0658 | 0.3455 | 0.6910 | 0.6910 | nan | 0.6910 | 0.0 | 0.6910 | | 0.0065 | 9.3023 | 800 | 0.0185 | 0.1691 | 0.3382 | 0.3382 | nan | 0.3382 | 0.0 | 0.3382 | | 0.0063 | 9.5349 | 820 | 0.0732 | 0.2238 | 0.4477 | 0.4477 | nan | 0.4477 | 0.0 | 0.4477 | | 0.0058 | 9.7674 | 840 | 0.0457 | 0.2353 | 0.4705 | 0.4705 | nan | 0.4705 | 0.0 | 0.4705 | | 0.0063 | 10.0 | 860 | 0.0777 | 0.4177 | 0.8354 | 0.8354 | nan | 0.8354 | 0.0 | 0.8354 | | 0.0218 | 10.2326 | 880 | 0.0761 | 0.2859 | 0.5718 | 0.5718 | nan | 0.5718 | 0.0 | 0.5718 | | 0.0064 | 10.4651 | 900 | 0.0651 | 0.3579 | 0.7159 | 0.7159 | nan | 0.7159 | 0.0 | 0.7159 | | 0.0052 | 10.6977 | 920 | 0.0776 | 0.3691 | 0.7383 | 0.7383 | nan | 0.7383 | 0.0 | 0.7383 | | 0.0064 | 10.9302 | 940 | 0.0615 | 0.2193 | 0.4386 | 0.4386 | nan | 0.4386 | 0.0 | 0.4386 | | 0.01 | 11.1628 | 960 | 0.0513 | 0.2410 | 0.4820 | 0.4820 | nan | 0.4820 | 0.0 | 0.4820 | | 0.0106 | 11.3953 | 980 | 0.0739 | 0.3586 | 0.7172 | 0.7172 | nan | 0.7172 | 0.0 | 0.7172 | | 0.0173 | 11.6279 | 1000 | 0.0189 | 0.3301 | 0.6601 | 0.6601 | nan | 0.6601 | 0.0 | 0.6601 | | 0.0059 | 11.8605 | 1020 | 0.0555 | 0.3845 | 0.7689 | 0.7689 | nan | 0.7689 | 0.0 | 0.7689 | | 0.0087 | 12.0930 | 1040 | 0.0496 | 0.3700 | 0.7399 | 0.7399 | nan | 0.7399 | 0.0 | 0.7399 | | 0.0046 | 12.3256 | 1060 | 0.0709 | 0.3949 | 0.7899 | 0.7899 | nan | 0.7899 | 0.0 | 0.7899 | | 0.0047 | 12.5581 | 1080 | 0.0866 | 0.3646 | 0.7292 | 0.7292 | nan | 0.7292 | 0.0 | 0.7292 | | 0.0044 | 12.7907 | 1100 | 0.0595 | 0.3145 | 0.6291 | 0.6291 | nan | 0.6291 | 0.0 | 0.6291 | | 0.005 | 13.0233 | 1120 | 0.0922 | 0.3124 | 0.6248 | 0.6248 | nan | 0.6248 | 0.0 | 0.6248 | | 0.0043 | 13.2558 | 1140 | 0.0658 | 0.3818 | 0.7636 | 0.7636 | nan | 0.7636 | 0.0 | 0.7636 | | 0.004 | 13.4884 | 1160 | 0.0800 | 0.3649 | 0.7297 | 0.7297 | nan | 0.7297 | 0.0 | 0.7297 | | 0.0067 | 13.7209 | 1180 | 0.0537 | 0.3581 | 0.7161 | 0.7161 | nan | 0.7161 | 0.0 | 0.7161 | | 0.0043 | 13.9535 | 1200 | 0.0735 | 0.2332 | 0.4663 | 0.4663 | nan | 0.4663 | 0.0 | 0.4663 | | 0.0047 | 14.1860 | 1220 | 0.0647 | 0.3186 | 0.6373 | 0.6373 | nan | 0.6373 | 0.0 | 0.6373 | | 0.0138 | 14.4186 | 1240 | 0.0663 | 0.3183 | 0.6366 | 0.6366 | nan | 0.6366 | 0.0 | 0.6366 | | 0.0052 | 14.6512 | 1260 | 0.0504 | 0.3514 | 0.7027 | 0.7027 | nan | 0.7027 | 0.0 | 0.7027 | | 0.0037 | 14.8837 | 1280 | 0.0839 | 0.3544 | 0.7087 | 0.7087 | nan | 0.7087 | 0.0 | 0.7087 | | 0.0075 | 15.1163 | 1300 | 0.0708 | 0.4158 | 0.8316 | 0.8316 | nan | 0.8316 | 0.0 | 0.8316 | | 0.0122 | 15.3488 | 1320 | 0.0835 | 0.3907 | 0.7813 | 0.7813 | nan | 0.7813 | 0.0 | 0.7813 | | 0.0034 | 15.5814 | 1340 | 0.0808 | 0.1924 | 0.3848 | 0.3848 | nan | 0.3848 | 0.0 | 0.3848 | | 0.0037 | 15.8140 | 1360 | 0.0619 | 0.3453 | 0.6907 | 0.6907 | nan | 0.6907 | 0.0 | 0.6907 | | 0.0091 | 16.0465 | 1380 | 0.0918 | 0.4024 | 0.8048 | 0.8048 | nan | 0.8048 | 0.0 | 0.8048 | | 0.0034 | 16.2791 | 1400 | 0.0614 | 0.3826 | 0.7652 | 0.7652 | nan | 0.7652 | 0.0 | 0.7652 | | 0.0034 | 16.5116 | 1420 | 0.0661 | 0.3468 | 0.6936 | 0.6936 | nan | 0.6936 | 0.0 | 0.6936 | | 0.0037 | 16.7442 | 1440 | 0.0442 | 0.2780 | 0.5560 | 0.5560 | nan | 0.5560 | 0.0 | 0.5560 | | 0.0058 | 16.9767 | 1460 | 0.0694 | 0.3634 | 0.7267 | 0.7267 | nan | 0.7267 | 0.0 | 0.7267 | | 0.0046 | 17.2093 | 1480 | 0.0433 | 0.3618 | 0.7237 | 0.7237 | nan | 0.7237 | 0.0 | 0.7237 | | 0.0068 | 17.4419 | 1500 | 0.0718 | 0.3741 | 0.7481 | 0.7481 | nan | 0.7481 | 0.0 | 0.7481 | | 0.0053 | 17.6744 | 1520 | 0.0786 | 0.4243 | 0.8485 | 0.8485 | nan | 0.8485 | 0.0 | 0.8485 | | 0.0065 | 17.9070 | 1540 | 0.0759 | 0.3885 | 0.7771 | 0.7771 | nan | 0.7771 | 0.0 | 0.7771 | | 0.0142 | 18.1395 | 1560 | 0.0707 | 0.3476 | 0.6952 | 0.6952 | nan | 0.6952 | 0.0 | 0.6952 | | 0.0036 | 18.3721 | 1580 | 0.0543 | 0.3193 | 0.6386 | 0.6386 | nan | 0.6386 | 0.0 | 0.6386 | | 0.003 | 18.6047 | 1600 | 0.0595 | 0.3440 | 0.6879 | 0.6879 | nan | 0.6879 | 0.0 | 0.6879 | | 0.006 | 18.8372 | 1620 | 0.0515 | 0.3808 | 0.7616 | 0.7616 | nan | 0.7616 | 0.0 | 0.7616 | | 0.0031 | 19.0698 | 1640 | 0.0533 | 0.3440 | 0.6879 | 0.6879 | nan | 0.6879 | 0.0 | 0.6879 | | 0.0033 | 19.3023 | 1660 | 0.0758 | 0.3302 | 0.6605 | 0.6605 | nan | 0.6605 | 0.0 | 0.6605 | | 0.0176 | 19.5349 | 1680 | 0.0598 | 0.2267 | 0.4534 | 0.4534 | nan | 0.4534 | 0.0 | 0.4534 | | 0.0055 | 19.7674 | 1700 | 0.0354 | 0.3215 | 0.6430 | 0.6430 | nan | 0.6430 | 0.0 | 0.6430 | | 0.0032 | 20.0 | 1720 | 0.0552 | 0.4126 | 0.8251 | 0.8251 | nan | 0.8251 | 0.0 | 0.8251 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.5.0+cu121 - Datasets 3.0.2 - Tokenizers 0.19.1

[ "background", "amyloid" ]

julia-wenkmann/segformer-b1-finetuned-tennisdata

# segformer-b1-finetuned-tennisdata This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the julia-wenkmann/TennisSegmentation dataset. It achieves the following results on the evaluation set: - eval_loss: 0.0158 - eval_mean_iou: 0.4994 - eval_mean_accuracy: 0.6483 - eval_overall_accuracy: 0.9915 - eval_accuracy_undefined: nan - eval_accuracy_object: nan - eval_accuracy_ball: 0.0 - eval_accuracy_playerTop: 0.7071 - eval_accuracy_playerBottom: 0.8904 - eval_accuracy_court: 0.9956 - eval_iou_undefined: 0.0 - eval_iou_object: nan - eval_iou_ball: 0.0 - eval_iou_playerTop: 0.7071 - eval_iou_playerBottom: 0.7968 - eval_iou_court: 0.9931 - eval_runtime: 8.2745 - eval_samples_per_second: 2.175 - eval_steps_per_second: 1.088 - epoch: 29.41 - step: 1000 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100 ### Framework versions - Transformers 4.35.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2

[ "undefined", "object", "ball", "playertop", "playerbottom", "court" ]

jhaberbe/segformer-b0-finetuned-segments-sidewalk-3

# segformer-b0-finetuned-segments-sidewalk-3 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jhaberbe/lipid-droplets-v3 dataset. It achieves the following results on the evaluation set: - Loss: 0.1127 - Mean Iou: 0.4462 - Mean Accuracy: 0.8924 - Overall Accuracy: 0.8924 - Accuracy Unlabeled: nan - Accuracy Lipid: 0.8924 - Iou Unlabeled: 0.0 - Iou Lipid: 0.8924 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 500 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Lipid | Iou Unlabeled | Iou Lipid | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:--------------:|:-------------:|:---------:| | 0.4354 | 4.0 | 20 | 0.6338 | 0.3881 | 0.7762 | 0.7762 | nan | 0.7762 | 0.0 | 0.7762 | | 0.3649 | 8.0 | 40 | 0.5519 | 0.4247 | 0.8494 | 0.8494 | nan | 0.8494 | 0.0 | 0.8494 | | 0.249 | 12.0 | 60 | 0.3059 | 0.3220 | 0.6440 | 0.6440 | nan | 0.6440 | 0.0 | 0.6440 | | 0.1959 | 16.0 | 80 | 0.3187 | 0.3624 | 0.7247 | 0.7247 | nan | 0.7247 | 0.0 | 0.7247 | | 0.1541 | 20.0 | 100 | 0.2542 | 0.3600 | 0.7201 | 0.7201 | nan | 0.7201 | 0.0 | 0.7201 | | 0.245 | 24.0 | 120 | 0.1705 | 0.0943 | 0.1886 | 0.1886 | nan | 0.1886 | 0.0 | 0.1886 | | 0.1661 | 28.0 | 140 | 0.0909 | 0.2357 | 0.4713 | 0.4713 | nan | 0.4713 | 0.0 | 0.4713 | | 0.0906 | 32.0 | 160 | 0.2466 | 0.3304 | 0.6608 | 0.6608 | nan | 0.6608 | 0.0 | 0.6608 | | 0.0747 | 36.0 | 180 | 0.2400 | 0.3773 | 0.7546 | 0.7546 | nan | 0.7546 | 0.0 | 0.7546 | | 0.077 | 40.0 | 200 | 0.3043 | 0.4416 | 0.8832 | 0.8832 | nan | 0.8832 | 0.0 | 0.8832 | | 0.077 | 44.0 | 220 | 0.1589 | 0.2127 | 0.4254 | 0.4254 | nan | 0.4254 | 0.0 | 0.4254 | | 0.0595 | 48.0 | 240 | 0.2388 | 0.4113 | 0.8226 | 0.8226 | nan | 0.8226 | 0.0 | 0.8226 | | 0.0678 | 52.0 | 260 | 0.1919 | 0.3874 | 0.7747 | 0.7747 | nan | 0.7747 | 0.0 | 0.7747 | | 0.0584 | 56.0 | 280 | 0.2784 | 0.4315 | 0.8631 | 0.8631 | nan | 0.8631 | 0.0 | 0.8631 | | 0.0752 | 60.0 | 300 | 0.1283 | 0.3702 | 0.7404 | 0.7404 | nan | 0.7404 | 0.0 | 0.7404 | | 0.058 | 64.0 | 320 | 0.0754 | 0.3292 | 0.6585 | 0.6585 | nan | 0.6585 | 0.0 | 0.6585 | | 0.071 | 68.0 | 340 | 0.1524 | 0.3384 | 0.6768 | 0.6768 | nan | 0.6768 | 0.0 | 0.6768 | | 0.1157 | 72.0 | 360 | 0.0839 | 0.2022 | 0.4043 | 0.4043 | nan | 0.4043 | 0.0 | 0.4043 | | 0.0681 | 76.0 | 380 | 0.1706 | 0.3494 | 0.6989 | 0.6989 | nan | 0.6989 | 0.0 | 0.6989 | | 0.0391 | 80.0 | 400 | 0.1079 | 0.3062 | 0.6123 | 0.6123 | nan | 0.6123 | 0.0 | 0.6123 | | 0.0493 | 84.0 | 420 | 0.2278 | 0.4427 | 0.8854 | 0.8854 | nan | 0.8854 | 0.0 | 0.8854 | | 0.0544 | 88.0 | 440 | 0.1832 | 0.3955 | 0.7911 | 0.7911 | nan | 0.7911 | 0.0 | 0.7911 | | 0.029 | 92.0 | 460 | 0.1327 | 0.3851 | 0.7703 | 0.7703 | nan | 0.7703 | 0.0 | 0.7703 | | 0.0926 | 96.0 | 480 | 0.1737 | 0.4200 | 0.8400 | 0.8400 | nan | 0.8400 | 0.0 | 0.8400 | | 0.0437 | 100.0 | 500 | 0.1248 | 0.3420 | 0.6841 | 0.6841 | nan | 0.6841 | 0.0 | 0.6841 | | 0.0474 | 104.0 | 520 | 0.1365 | 0.3171 | 0.6343 | 0.6343 | nan | 0.6343 | 0.0 | 0.6343 | | 0.0267 | 108.0 | 540 | 0.1942 | 0.4441 | 0.8881 | 0.8881 | nan | 0.8881 | 0.0 | 0.8881 | | 0.0495 | 112.0 | 560 | 0.1312 | 0.3710 | 0.7420 | 0.7420 | nan | 0.7420 | 0.0 | 0.7420 | | 0.0257 | 116.0 | 580 | 0.1224 | 0.3549 | 0.7097 | 0.7097 | nan | 0.7097 | 0.0 | 0.7097 | | 0.0276 | 120.0 | 600 | 0.1836 | 0.4088 | 0.8176 | 0.8176 | nan | 0.8176 | 0.0 | 0.8176 | | 0.0278 | 124.0 | 620 | 0.1652 | 0.4134 | 0.8269 | 0.8269 | nan | 0.8269 | 0.0 | 0.8269 | | 0.04 | 128.0 | 640 | 0.1380 | 0.4057 | 0.8115 | 0.8115 | nan | 0.8115 | 0.0 | 0.8115 | | 0.0373 | 132.0 | 660 | 0.1566 | 0.4473 | 0.8947 | 0.8947 | nan | 0.8947 | 0.0 | 0.8947 | | 0.024 | 136.0 | 680 | 0.0994 | 0.3670 | 0.7339 | 0.7339 | nan | 0.7339 | 0.0 | 0.7339 | | 0.0301 | 140.0 | 700 | 0.1427 | 0.3591 | 0.7182 | 0.7182 | nan | 0.7182 | 0.0 | 0.7182 | | 0.0372 | 144.0 | 720 | 0.1781 | 0.4245 | 0.8489 | 0.8489 | nan | 0.8489 | 0.0 | 0.8489 | | 0.0364 | 148.0 | 740 | 0.1370 | 0.3996 | 0.7992 | 0.7992 | nan | 0.7992 | 0.0 | 0.7992 | | 0.0497 | 152.0 | 760 | 0.1406 | 0.4023 | 0.8046 | 0.8046 | nan | 0.8046 | 0.0 | 0.8046 | | 0.0442 | 156.0 | 780 | 0.1583 | 0.4168 | 0.8337 | 0.8337 | nan | 0.8337 | 0.0 | 0.8337 | | 0.0358 | 160.0 | 800 | 0.1217 | 0.3739 | 0.7478 | 0.7478 | nan | 0.7478 | 0.0 | 0.7478 | | 0.0408 | 164.0 | 820 | 0.0968 | 0.2903 | 0.5805 | 0.5805 | nan | 0.5805 | 0.0 | 0.5805 | | 0.0225 | 168.0 | 840 | 0.1196 | 0.4256 | 0.8512 | 0.8512 | nan | 0.8512 | 0.0 | 0.8512 | | 0.0399 | 172.0 | 860 | 0.1074 | 0.2849 | 0.5697 | 0.5697 | nan | 0.5697 | 0.0 | 0.5697 | | 0.0436 | 176.0 | 880 | 0.0858 | 0.3241 | 0.6481 | 0.6481 | nan | 0.6481 | 0.0 | 0.6481 | | 0.0351 | 180.0 | 900 | 0.1624 | 0.4129 | 0.8258 | 0.8258 | nan | 0.8258 | 0.0 | 0.8258 | | 0.0291 | 184.0 | 920 | 0.1507 | 0.4153 | 0.8307 | 0.8307 | nan | 0.8307 | 0.0 | 0.8307 | | 0.0417 | 188.0 | 940 | 0.1322 | 0.3823 | 0.7645 | 0.7645 | nan | 0.7645 | 0.0 | 0.7645 | | 0.0277 | 192.0 | 960 | 0.1121 | 0.3679 | 0.7358 | 0.7358 | nan | 0.7358 | 0.0 | 0.7358 | | 0.0289 | 196.0 | 980 | 0.1493 | 0.4154 | 0.8307 | 0.8307 | nan | 0.8307 | 0.0 | 0.8307 | | 0.0366 | 200.0 | 1000 | 0.1342 | 0.4056 | 0.8111 | 0.8111 | nan | 0.8111 | 0.0 | 0.8111 | | 0.0337 | 204.0 | 1020 | 0.1494 | 0.4110 | 0.8219 | 0.8219 | nan | 0.8219 | 0.0 | 0.8219 | | 0.0287 | 208.0 | 1040 | 0.1065 | 0.4281 | 0.8561 | 0.8561 | nan | 0.8561 | 0.0 | 0.8561 | | 0.0286 | 212.0 | 1060 | 0.1629 | 0.4310 | 0.8621 | 0.8621 | nan | 0.8621 | 0.0 | 0.8621 | | 0.0319 | 216.0 | 1080 | 0.1547 | 0.3900 | 0.7799 | 0.7799 | nan | 0.7799 | 0.0 | 0.7799 | | 0.038 | 220.0 | 1100 | 0.0830 | 0.4073 | 0.8146 | 0.8146 | nan | 0.8146 | 0.0 | 0.8146 | | 0.0207 | 224.0 | 1120 | 0.1571 | 0.4229 | 0.8458 | 0.8458 | nan | 0.8458 | 0.0 | 0.8458 | | 0.0406 | 228.0 | 1140 | 0.1477 | 0.4302 | 0.8604 | 0.8604 | nan | 0.8604 | 0.0 | 0.8604 | | 0.0323 | 232.0 | 1160 | 0.1267 | 0.4136 | 0.8272 | 0.8272 | nan | 0.8272 | 0.0 | 0.8272 | | 0.0269 | 236.0 | 1180 | 0.1262 | 0.4243 | 0.8485 | 0.8485 | nan | 0.8485 | 0.0 | 0.8485 | | 0.0484 | 240.0 | 1200 | 0.1179 | 0.4161 | 0.8322 | 0.8322 | nan | 0.8322 | 0.0 | 0.8322 | | 0.0366 | 244.0 | 1220 | 0.0954 | 0.4016 | 0.8031 | 0.8031 | nan | 0.8031 | 0.0 | 0.8031 | | 0.0384 | 248.0 | 1240 | 0.0980 | 0.4147 | 0.8294 | 0.8294 | nan | 0.8294 | 0.0 | 0.8294 | | 0.0205 | 252.0 | 1260 | 0.0946 | 0.3758 | 0.7516 | 0.7516 | nan | 0.7516 | 0.0 | 0.7516 | | 0.0243 | 256.0 | 1280 | 0.1198 | 0.4322 | 0.8644 | 0.8644 | nan | 0.8644 | 0.0 | 0.8644 | | 0.033 | 260.0 | 1300 | 0.1271 | 0.4357 | 0.8714 | 0.8714 | nan | 0.8714 | 0.0 | 0.8714 | | 0.0219 | 264.0 | 1320 | 0.1041 | 0.4368 | 0.8736 | 0.8736 | nan | 0.8736 | 0.0 | 0.8736 | | 0.0304 | 268.0 | 1340 | 0.1113 | 0.4122 | 0.8244 | 0.8244 | nan | 0.8244 | 0.0 | 0.8244 | | 0.0241 | 272.0 | 1360 | 0.0802 | 0.4152 | 0.8303 | 0.8303 | nan | 0.8303 | 0.0 | 0.8303 | | 0.0209 | 276.0 | 1380 | 0.1255 | 0.4476 | 0.8952 | 0.8952 | nan | 0.8952 | 0.0 | 0.8952 | | 0.015 | 280.0 | 1400 | 0.1500 | 0.4440 | 0.8879 | 0.8879 | nan | 0.8879 | 0.0 | 0.8879 | | 0.0209 | 284.0 | 1420 | 0.1275 | 0.4471 | 0.8941 | 0.8941 | nan | 0.8941 | 0.0 | 0.8941 | | 0.0423 | 288.0 | 1440 | 0.1406 | 0.4135 | 0.8271 | 0.8271 | nan | 0.8271 | 0.0 | 0.8271 | | 0.0179 | 292.0 | 1460 | 0.0999 | 0.4272 | 0.8544 | 0.8544 | nan | 0.8544 | 0.0 | 0.8544 | | 0.028 | 296.0 | 1480 | 0.1374 | 0.4471 | 0.8942 | 0.8942 | nan | 0.8942 | 0.0 | 0.8942 | | 0.0524 | 300.0 | 1500 | 0.1253 | 0.4339 | 0.8679 | 0.8679 | nan | 0.8679 | 0.0 | 0.8679 | | 0.0182 | 304.0 | 1520 | 0.1077 | 0.4222 | 0.8444 | 0.8444 | nan | 0.8444 | 0.0 | 0.8444 | | 0.0141 | 308.0 | 1540 | 0.1295 | 0.4478 | 0.8956 | 0.8956 | nan | 0.8956 | 0.0 | 0.8956 | | 0.0255 | 312.0 | 1560 | 0.1309 | 0.4364 | 0.8728 | 0.8728 | nan | 0.8728 | 0.0 | 0.8728 | | 0.0375 | 316.0 | 1580 | 0.0917 | 0.4369 | 0.8737 | 0.8737 | nan | 0.8737 | 0.0 | 0.8737 | | 0.0312 | 320.0 | 1600 | 0.0967 | 0.3975 | 0.7951 | 0.7951 | nan | 0.7951 | 0.0 | 0.7951 | | 0.0312 | 324.0 | 1620 | 0.1041 | 0.4184 | 0.8368 | 0.8368 | nan | 0.8368 | 0.0 | 0.8368 | | 0.0294 | 328.0 | 1640 | 0.1041 | 0.4279 | 0.8558 | 0.8558 | nan | 0.8558 | 0.0 | 0.8558 | | 0.0277 | 332.0 | 1660 | 0.1285 | 0.4322 | 0.8644 | 0.8644 | nan | 0.8644 | 0.0 | 0.8644 | | 0.022 | 336.0 | 1680 | 0.0897 | 0.3872 | 0.7744 | 0.7744 | nan | 0.7744 | 0.0 | 0.7744 | | 0.0185 | 340.0 | 1700 | 0.1148 | 0.4293 | 0.8586 | 0.8586 | nan | 0.8586 | 0.0 | 0.8586 | | 0.0197 | 344.0 | 1720 | 0.1161 | 0.4448 | 0.8896 | 0.8896 | nan | 0.8896 | 0.0 | 0.8896 | | 0.0243 | 348.0 | 1740 | 0.0981 | 0.4256 | 0.8511 | 0.8511 | nan | 0.8511 | 0.0 | 0.8511 | | 0.0252 | 352.0 | 1760 | 0.0848 | 0.3893 | 0.7787 | 0.7787 | nan | 0.7787 | 0.0 | 0.7787 | | 0.0273 | 356.0 | 1780 | 0.0852 | 0.4175 | 0.8350 | 0.8350 | nan | 0.8350 | 0.0 | 0.8350 | | 0.0299 | 360.0 | 1800 | 0.0912 | 0.4016 | 0.8033 | 0.8033 | nan | 0.8033 | 0.0 | 0.8033 | | 0.0223 | 364.0 | 1820 | 0.0877 | 0.4222 | 0.8444 | 0.8444 | nan | 0.8444 | 0.0 | 0.8444 | | 0.0246 | 368.0 | 1840 | 0.1020 | 0.4455 | 0.8910 | 0.8910 | nan | 0.8910 | 0.0 | 0.8910 | | 0.0354 | 372.0 | 1860 | 0.1018 | 0.4262 | 0.8524 | 0.8524 | nan | 0.8524 | 0.0 | 0.8524 | | 0.0228 | 376.0 | 1880 | 0.1030 | 0.4422 | 0.8843 | 0.8843 | nan | 0.8843 | 0.0 | 0.8843 | | 0.0208 | 380.0 | 1900 | 0.1135 | 0.4403 | 0.8805 | 0.8805 | nan | 0.8805 | 0.0 | 0.8805 | | 0.0187 | 384.0 | 1920 | 0.1085 | 0.4384 | 0.8768 | 0.8768 | nan | 0.8768 | 0.0 | 0.8768 | | 0.0211 | 388.0 | 1940 | 0.0929 | 0.4376 | 0.8752 | 0.8752 | nan | 0.8752 | 0.0 | 0.8752 | | 0.0312 | 392.0 | 1960 | 0.0926 | 0.4450 | 0.8899 | 0.8899 | nan | 0.8899 | 0.0 | 0.8899 | | 0.0211 | 396.0 | 1980 | 0.0946 | 0.4424 | 0.8847 | 0.8847 | nan | 0.8847 | 0.0 | 0.8847 | | 0.0106 | 400.0 | 2000 | 0.1098 | 0.4487 | 0.8974 | 0.8974 | nan | 0.8974 | 0.0 | 0.8974 | | 0.0244 | 404.0 | 2020 | 0.0960 | 0.4394 | 0.8788 | 0.8788 | nan | 0.8788 | 0.0 | 0.8788 | | 0.0156 | 408.0 | 2040 | 0.0916 | 0.4257 | 0.8514 | 0.8514 | nan | 0.8514 | 0.0 | 0.8514 | | 0.0186 | 412.0 | 2060 | 0.1090 | 0.4476 | 0.8953 | 0.8953 | nan | 0.8953 | 0.0 | 0.8953 | | 0.0219 | 416.0 | 2080 | 0.1093 | 0.4297 | 0.8594 | 0.8594 | nan | 0.8594 | 0.0 | 0.8594 | | 0.012 | 420.0 | 2100 | 0.0891 | 0.4347 | 0.8693 | 0.8693 | nan | 0.8693 | 0.0 | 0.8693 | | 0.0367 | 424.0 | 2120 | 0.1247 | 0.4566 | 0.9132 | 0.9132 | nan | 0.9132 | 0.0 | 0.9132 | | 0.0123 | 428.0 | 2140 | 0.0705 | 0.4162 | 0.8323 | 0.8323 | nan | 0.8323 | 0.0 | 0.8323 | | 0.0246 | 432.0 | 2160 | 0.1167 | 0.4468 | 0.8936 | 0.8936 | nan | 0.8936 | 0.0 | 0.8936 | | 0.0144 | 436.0 | 2180 | 0.1139 | 0.4523 | 0.9047 | 0.9047 | nan | 0.9047 | 0.0 | 0.9047 | | 0.0278 | 440.0 | 2200 | 0.1015 | 0.4330 | 0.8660 | 0.8660 | nan | 0.8660 | 0.0 | 0.8660 | | 0.0157 | 444.0 | 2220 | 0.0921 | 0.4196 | 0.8392 | 0.8392 | nan | 0.8392 | 0.0 | 0.8392 | | 0.0207 | 448.0 | 2240 | 0.1109 | 0.4462 | 0.8924 | 0.8924 | nan | 0.8924 | 0.0 | 0.8924 | | 0.0191 | 452.0 | 2260 | 0.1060 | 0.4421 | 0.8843 | 0.8843 | nan | 0.8843 | 0.0 | 0.8843 | | 0.0214 | 456.0 | 2280 | 0.1137 | 0.4357 | 0.8714 | 0.8714 | nan | 0.8714 | 0.0 | 0.8714 | | 0.0228 | 460.0 | 2300 | 0.0943 | 0.4340 | 0.8679 | 0.8679 | nan | 0.8679 | 0.0 | 0.8679 | | 0.0213 | 464.0 | 2320 | 0.1003 | 0.4379 | 0.8759 | 0.8759 | nan | 0.8759 | 0.0 | 0.8759 | | 0.0248 | 468.0 | 2340 | 0.1063 | 0.4525 | 0.9050 | 0.9050 | nan | 0.9050 | 0.0 | 0.9050 | | 0.0186 | 472.0 | 2360 | 0.0915 | 0.4278 | 0.8556 | 0.8556 | nan | 0.8556 | 0.0 | 0.8556 | | 0.0212 | 476.0 | 2380 | 0.0948 | 0.4375 | 0.8751 | 0.8751 | nan | 0.8751 | 0.0 | 0.8751 | | 0.0201 | 480.0 | 2400 | 0.0961 | 0.4326 | 0.8652 | 0.8652 | nan | 0.8652 | 0.0 | 0.8652 | | 0.0168 | 484.0 | 2420 | 0.1050 | 0.4372 | 0.8745 | 0.8745 | nan | 0.8745 | 0.0 | 0.8745 | | 0.0242 | 488.0 | 2440 | 0.1120 | 0.4481 | 0.8963 | 0.8963 | nan | 0.8963 | 0.0 | 0.8963 | | 0.017 | 492.0 | 2460 | 0.1035 | 0.4235 | 0.8470 | 0.8470 | nan | 0.8470 | 0.0 | 0.8470 | | 0.0267 | 496.0 | 2480 | 0.1076 | 0.4465 | 0.8931 | 0.8931 | nan | 0.8931 | 0.0 | 0.8931 | | 0.0148 | 500.0 | 2500 | 0.1127 | 0.4462 | 0.8924 | 0.8924 | nan | 0.8924 | 0.0 | 0.8924 | ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2

[ "unlabeled", "lipid" ]

peldrak/segformer-b0-ade-512-512-finetuned-coastTrain

# segformer-b0-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5623 - Mean Iou: 0.6727 - Mean Accuracy: 0.7881 - Overall Accuracy: 0.8652 - Accuracy Water: 0.9350 - Accuracy Whitewater: 0.7932 - Accuracy Sediment: 0.8678 - Accuracy Other Natural Terrain: 0.4618 - Accuracy Vegetation: 0.8962 - Accuracy Development: 0.8586 - Accuracy Unknown: 0.7042 - Iou Water: 0.8625 - Iou Whitewater: 0.6341 - Iou Sediment: 0.7345 - Iou Other Natural Terrain: 0.3733 - Iou Vegetation: 0.7852 - Iou Development: 0.6480 - Iou Unknown: 0.6710 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.8918 | 0.05 | 20 | 1.7193 | 0.1727 | 0.2804 | 0.4411 | 0.5409 | 0.0434 | 0.3329 | 0.0178 | 0.5460 | 0.0013 | 0.4804 | 0.3520 | 0.0207 | 0.1753 | 0.0119 | 0.3503 | 0.0012 | 0.2971 | | 1.7345 | 0.11 | 40 | 1.5764 | 0.1984 | 0.2979 | 0.5306 | 0.7696 | 0.0019 | 0.2842 | 0.0009 | 0.6406 | 0.0167 | 0.3715 | 0.4958 | 0.0019 | 0.2074 | 0.0008 | 0.3808 | 0.0164 | 0.2855 | | 1.4187 | 0.16 | 60 | 1.4711 | 0.2102 | 0.3017 | 0.5466 | 0.6440 | 0.0043 | 0.1627 | 0.0000 | 0.8840 | 0.1103 | 0.3063 | 0.5401 | 0.0043 | 0.1239 | 0.0000 | 0.4074 | 0.0965 | 0.2988 | | 1.4688 | 0.22 | 80 | 1.3062 | 0.2133 | 0.3032 | 0.5827 | 0.7637 | 0.0044 | 0.0045 | 0.0 | 0.8809 | 0.0455 | 0.4235 | 0.5938 | 0.0044 | 0.0045 | 0.0 | 0.4255 | 0.0441 | 0.4209 | | 1.3644 | 0.27 | 100 | 1.2199 | 0.2163 | 0.3081 | 0.6005 | 0.7899 | 0.0011 | 0.0045 | 0.0000 | 0.9211 | 0.0323 | 0.4077 | 0.6126 | 0.0011 | 0.0045 | 0.0000 | 0.4573 | 0.0319 | 0.4066 | | 1.0937 | 0.32 | 120 | 1.1782 | 0.2625 | 0.3568 | 0.6210 | 0.7391 | 0.0022 | 0.0014 | 0.0 | 0.9458 | 0.3827 | 0.4264 | 0.6299 | 0.0022 | 0.0014 | 0.0 | 0.4685 | 0.3097 | 0.4258 | | 1.3197 | 0.38 | 140 | 1.0962 | 0.2866 | 0.3827 | 0.6571 | 0.8418 | 0.0011 | 0.0354 | 0.0 | 0.9075 | 0.4358 | 0.4571 | 0.6282 | 0.0011 | 0.0352 | 0.0 | 0.5366 | 0.3545 | 0.4503 | | 1.4908 | 0.43 | 160 | 1.0924 | 0.2377 | 0.3386 | 0.6230 | 0.8492 | 0.0002 | 0.0202 | 0.0 | 0.9143 | 0.4159 | 0.1706 | 0.5894 | 0.0002 | 0.0201 | 0.0 | 0.5381 | 0.3457 | 0.1701 | | 1.3088 | 0.49 | 180 | 1.0883 | 0.3033 | 0.4110 | 0.6656 | 0.8145 | 0.0010 | 0.0251 | 0.0 | 0.9013 | 0.6596 | 0.4751 | 0.6515 | 0.0010 | 0.0249 | 0.0 | 0.5307 | 0.4522 | 0.4629 | | 1.3351 | 0.54 | 200 | 1.0277 | 0.3329 | 0.4414 | 0.6842 | 0.8636 | 0.0003 | 0.2249 | 0.0 | 0.8420 | 0.7113 | 0.4476 | 0.6386 | 0.0003 | 0.2095 | 0.0 | 0.5669 | 0.4778 | 0.4369 | | 0.9563 | 0.59 | 220 | 0.9793 | 0.3252 | 0.4197 | 0.6917 | 0.8619 | 0.0000 | 0.1276 | 0.0 | 0.9385 | 0.5410 | 0.4693 | 0.6530 | 0.0000 | 0.1189 | 0.0 | 0.5926 | 0.4505 | 0.4614 | | 1.6368 | 0.65 | 240 | 0.9654 | 0.3092 | 0.4278 | 0.6742 | 0.9174 | 0.0000 | 0.0367 | 0.0 | 0.7668 | 0.8127 | 0.4611 | 0.6101 | 0.0000 | 0.0352 | 0.0 | 0.5999 | 0.4659 | 0.4536 | | 1.2383 | 0.7 | 260 | 0.9034 | 0.3361 | 0.4408 | 0.6979 | 0.8898 | 0.0146 | 0.1503 | 0.0 | 0.8741 | 0.6727 | 0.4841 | 0.6644 | 0.0146 | 0.1272 | 0.0 | 0.6105 | 0.4607 | 0.4755 | | 0.966 | 0.76 | 280 | 0.9015 | 0.3846 | 0.5006 | 0.7293 | 0.8605 | 0.0006 | 0.5635 | 0.0 | 0.8861 | 0.7457 | 0.4476 | 0.7257 | 0.0006 | 0.4458 | 0.0 | 0.6134 | 0.4652 | 0.4414 | | 0.8036 | 0.81 | 300 | 0.8702 | 0.4024 | 0.5103 | 0.7417 | 0.8892 | 0.0433 | 0.5619 | 0.0 | 0.8853 | 0.7095 | 0.4831 | 0.7200 | 0.0431 | 0.4450 | 0.0 | 0.6358 | 0.4982 | 0.4749 | | 1.8788 | 0.86 | 320 | 0.9053 | 0.3852 | 0.4851 | 0.7214 | 0.8172 | 0.0141 | 0.4872 | 0.0 | 0.9433 | 0.6384 | 0.4953 | 0.7043 | 0.0141 | 0.4128 | 0.0 | 0.5845 | 0.4948 | 0.4857 | | 1.0235 | 0.92 | 340 | 0.8610 | 0.4022 | 0.5153 | 0.7435 | 0.8529 | 0.0031 | 0.6195 | 0.0 | 0.9151 | 0.7351 | 0.4814 | 0.7156 | 0.0031 | 0.4456 | 0.0 | 0.6495 | 0.5282 | 0.4737 | | 0.8514 | 0.97 | 360 | 0.8345 | 0.4126 | 0.5193 | 0.7475 | 0.8544 | 0.0043 | 0.6011 | 0.0 | 0.9183 | 0.7568 | 0.5005 | 0.7119 | 0.0043 | 0.4706 | 0.0 | 0.6386 | 0.5719 | 0.4909 | | 1.0291 | 1.03 | 380 | 0.8402 | 0.4046 | 0.5075 | 0.7456 | 0.8620 | 0.0020 | 0.5536 | 0.0 | 0.9357 | 0.7096 | 0.4894 | 0.7507 | 0.0020 | 0.4354 | 0.0 | 0.6173 | 0.5464 | 0.4805 | | 1.1258 | 1.08 | 400 | 0.7705 | 0.4226 | 0.5354 | 0.7634 | 0.8991 | 0.0015 | 0.7193 | 0.0 | 0.8843 | 0.7248 | 0.5188 | 0.7481 | 0.0015 | 0.4673 | 0.0 | 0.6767 | 0.5566 | 0.5081 | | 0.8487 | 1.14 | 420 | 0.7630 | 0.4201 | 0.5532 | 0.7603 | 0.8919 | 0.0069 | 0.7735 | 0.0 | 0.8280 | 0.8472 | 0.5247 | 0.7714 | 0.0069 | 0.4792 | 0.0 | 0.6687 | 0.5018 | 0.5125 | | 0.6441 | 1.19 | 440 | 0.7593 | 0.4276 | 0.5465 | 0.7673 | 0.8787 | 0.0023 | 0.7789 | 0.0 | 0.8986 | 0.7592 | 0.5079 | 0.7620 | 0.0023 | 0.4709 | 0.0 | 0.6852 | 0.5745 | 0.4980 | | 0.6257 | 1.24 | 460 | 0.7332 | 0.4234 | 0.5433 | 0.7613 | 0.9047 | 0.0039 | 0.7208 | 0.0 | 0.8481 | 0.8191 | 0.5064 | 0.7406 | 0.0039 | 0.4672 | 0.0 | 0.6759 | 0.5938 | 0.4821 | | 0.7471 | 1.3 | 480 | 0.7498 | 0.4315 | 0.5477 | 0.7725 | 0.8824 | 0.0013 | 0.7628 | 0.0 | 0.9170 | 0.7679 | 0.5025 | 0.7805 | 0.0013 | 0.4620 | 0.0 | 0.6898 | 0.5965 | 0.4902 | | 1.0338 | 1.35 | 500 | 0.7265 | 0.4301 | 0.5589 | 0.7690 | 0.9020 | 0.0100 | 0.8015 | 0.0 | 0.8450 | 0.8507 | 0.5031 | 0.7667 | 0.0100 | 0.4858 | 0.0 | 0.6891 | 0.5731 | 0.4860 | | 0.805 | 1.41 | 520 | 0.7307 | 0.4291 | 0.5473 | 0.7705 | 0.8844 | 0.0121 | 0.7645 | 0.0 | 0.9085 | 0.7607 | 0.5011 | 0.7774 | 0.0121 | 0.4729 | 0.0 | 0.6874 | 0.5640 | 0.4897 | | 0.6595 | 1.46 | 540 | 0.7358 | 0.4299 | 0.5427 | 0.7734 | 0.8996 | 0.0019 | 0.7720 | 0.0 | 0.9123 | 0.7089 | 0.5043 | 0.7795 | 0.0019 | 0.4719 | 0.0 | 0.6933 | 0.5699 | 0.4928 | | 0.9708 | 1.51 | 560 | 0.7056 | 0.4360 | 0.5508 | 0.7759 | 0.9059 | 0.0161 | 0.7943 | 0.0 | 0.8916 | 0.7169 | 0.5305 | 0.7756 | 0.0161 | 0.4793 | 0.0 | 0.6996 | 0.5675 | 0.5139 | | 0.6226 | 1.57 | 580 | 0.6977 | 0.4411 | 0.5595 | 0.7764 | 0.9063 | 0.0471 | 0.7767 | 0.0 | 0.8832 | 0.8029 | 0.5004 | 0.7768 | 0.0469 | 0.5102 | 0.0 | 0.6885 | 0.5758 | 0.4894 | | 0.7565 | 1.62 | 600 | 0.7041 | 0.4387 | 0.5619 | 0.7778 | 0.9083 | 0.0157 | 0.8400 | 0.0 | 0.8738 | 0.8083 | 0.4871 | 0.7897 | 0.0156 | 0.4905 | 0.0 | 0.6963 | 0.6002 | 0.4784 | | 0.5521 | 1.68 | 620 | 0.7061 | 0.4544 | 0.5870 | 0.7725 | 0.8670 | 0.1400 | 0.8665 | 0.0 | 0.8503 | 0.8462 | 0.5391 | 0.7733 | 0.1378 | 0.4755 | 0.0 | 0.6865 | 0.5847 | 0.5230 | | 0.707 | 1.73 | 640 | 0.6628 | 0.4732 | 0.5828 | 0.7900 | 0.8971 | 0.1696 | 0.8091 | 0.0 | 0.9136 | 0.7388 | 0.5517 | 0.7858 | 0.1663 | 0.5278 | 0.0 | 0.7063 | 0.6084 | 0.5177 | | 1.0796 | 1.78 | 660 | 0.6726 | 0.4779 | 0.5918 | 0.7888 | 0.8877 | 0.2018 | 0.7916 | 0.0 | 0.8991 | 0.7893 | 0.5730 | 0.7806 | 0.1955 | 0.5498 | 0.0 | 0.6949 | 0.5827 | 0.5416 | | 0.9266 | 1.84 | 680 | 0.6593 | 0.5070 | 0.6127 | 0.8028 | 0.9008 | 0.2913 | 0.8170 | 0.0 | 0.9117 | 0.7941 | 0.5741 | 0.7853 | 0.2819 | 0.5686 | 0.0 | 0.7127 | 0.6494 | 0.5514 | | 0.7291 | 1.89 | 700 | 0.6523 | 0.4940 | 0.6103 | 0.7972 | 0.8992 | 0.2367 | 0.8321 | 0.0 | 0.8779 | 0.8411 | 0.5854 | 0.7879 | 0.2302 | 0.5592 | 0.0 | 0.7064 | 0.6340 | 0.5404 | | 0.8694 | 1.95 | 720 | 0.6745 | 0.4995 | 0.6173 | 0.7923 | 0.8782 | 0.3193 | 0.8501 | 0.0 | 0.8786 | 0.7964 | 0.5984 | 0.7721 | 0.3056 | 0.5273 | 0.0 | 0.7049 | 0.6283 | 0.5584 | | 1.7218 | 2.0 | 740 | 0.6700 | 0.4717 | 0.5913 | 0.7880 | 0.8848 | 0.1685 | 0.8075 | 0.0 | 0.8923 | 0.8161 | 0.5699 | 0.7854 | 0.1620 | 0.5054 | 0.0 | 0.7067 | 0.5921 | 0.5502 | | 0.4978 | 2.05 | 760 | 0.6541 | 0.4704 | 0.5745 | 0.7877 | 0.9258 | 0.1740 | 0.7733 | 0.0 | 0.8958 | 0.7236 | 0.5287 | 0.7626 | 0.1699 | 0.5321 | 0.0 | 0.7128 | 0.6039 | 0.5115 | | 0.8582 | 2.11 | 780 | 0.6597 | 0.4905 | 0.6135 | 0.7888 | 0.9046 | 0.3376 | 0.8279 | 0.0 | 0.8577 | 0.8390 | 0.5275 | 0.7782 | 0.3232 | 0.5294 | 0.0 | 0.7078 | 0.5849 | 0.5102 | | 0.633 | 2.16 | 800 | 0.6661 | 0.4831 | 0.6051 | 0.7874 | 0.8967 | 0.2465 | 0.8789 | 0.0 | 0.8573 | 0.8117 | 0.5447 | 0.7755 | 0.2375 | 0.4916 | 0.0 | 0.7147 | 0.6395 | 0.5230 | | 1.4596 | 2.22 | 820 | 0.6347 | 0.5191 | 0.6249 | 0.8042 | 0.9117 | 0.4367 | 0.8109 | 0.0 | 0.9090 | 0.7481 | 0.5578 | 0.7954 | 0.3907 | 0.5809 | 0.0 | 0.7080 | 0.6254 | 0.5331 | | 0.601 | 2.27 | 840 | 0.6471 | 0.5134 | 0.6395 | 0.7974 | 0.8891 | 0.4640 | 0.8585 | 0.0 | 0.8679 | 0.8283 | 0.5684 | 0.7916 | 0.4042 | 0.5491 | 0.0 | 0.7069 | 0.5984 | 0.5439 | | 0.8714 | 2.32 | 860 | 0.6454 | 0.4995 | 0.6313 | 0.7899 | 0.9040 | 0.4213 | 0.8301 | 0.0 | 0.8325 | 0.8916 | 0.5394 | 0.7891 | 0.3825 | 0.5357 | 0.0 | 0.7025 | 0.5716 | 0.5154 | | 0.3849 | 2.38 | 880 | 0.6597 | 0.5007 | 0.6236 | 0.7912 | 0.8757 | 0.4116 | 0.8674 | 0.0 | 0.8986 | 0.8036 | 0.5086 | 0.7868 | 0.3641 | 0.5492 | 0.0 | 0.7008 | 0.6138 | 0.4901 | | 1.2203 | 2.43 | 900 | 0.6092 | 0.5375 | 0.6520 | 0.8113 | 0.8990 | 0.4998 | 0.8413 | 0.0 | 0.8912 | 0.8383 | 0.5944 | 0.8056 | 0.4552 | 0.5965 | 0.0 | 0.7110 | 0.6271 | 0.5673 | | 1.4719 | 2.49 | 920 | 0.6381 | 0.5216 | 0.6461 | 0.8020 | 0.8982 | 0.4487 | 0.8563 | 0.0 | 0.8560 | 0.8911 | 0.5721 | 0.7961 | 0.4188 | 0.5478 | 0.0 | 0.7080 | 0.6255 | 0.5553 | | 0.5822 | 2.54 | 940 | 0.6128 | 0.5316 | 0.6511 | 0.8083 | 0.9166 | 0.4697 | 0.8254 | 0.0 | 0.8433 | 0.8752 | 0.6274 | 0.8004 | 0.4234 | 0.5934 | 0.0 | 0.7031 | 0.6141 | 0.5868 | | 0.7751 | 2.59 | 960 | 0.6458 | 0.5183 | 0.6342 | 0.7965 | 0.8834 | 0.4694 | 0.8481 | 0.0 | 0.8865 | 0.7793 | 0.5723 | 0.7852 | 0.4221 | 0.5597 | 0.0 | 0.6898 | 0.6233 | 0.5478 | | 0.5398 | 2.65 | 980 | 0.6642 | 0.5192 | 0.6348 | 0.8001 | 0.8881 | 0.4618 | 0.8596 | 0.0 | 0.8994 | 0.7910 | 0.5438 | 0.7951 | 0.4210 | 0.5874 | 0.0 | 0.6965 | 0.6055 | 0.5290 | | 0.5462 | 2.7 | 1000 | 0.6117 | 0.5356 | 0.6542 | 0.8084 | 0.9082 | 0.5472 | 0.8328 | 0.0 | 0.8742 | 0.8405 | 0.5768 | 0.8055 | 0.4731 | 0.6383 | 0.0 | 0.7055 | 0.5906 | 0.5362 | | 0.5752 | 2.76 | 1020 | 0.5982 | 0.5459 | 0.6724 | 0.8126 | 0.9176 | 0.6415 | 0.8624 | 0.0 | 0.8507 | 0.8415 | 0.5931 | 0.8114 | 0.5356 | 0.6234 | 0.0 | 0.7167 | 0.5743 | 0.5601 | | 0.4168 | 2.81 | 1040 | 0.5931 | 0.5564 | 0.6828 | 0.8147 | 0.9003 | 0.6922 | 0.8110 | 0.0 | 0.8597 | 0.8835 | 0.6333 | 0.8143 | 0.5762 | 0.6246 | 0.0 | 0.7075 | 0.5753 | 0.5968 | | 0.7502 | 2.86 | 1060 | 0.6416 | 0.5307 | 0.6359 | 0.8077 | 0.8980 | 0.4684 | 0.8150 | 0.0 | 0.9167 | 0.7774 | 0.5756 | 0.7966 | 0.4156 | 0.5952 | 0.0 | 0.7011 | 0.6494 | 0.5574 | | 0.5585 | 2.92 | 1080 | 0.6311 | 0.5220 | 0.6417 | 0.7992 | 0.8896 | 0.5217 | 0.8075 | 0.0 | 0.8910 | 0.8420 | 0.5397 | 0.7942 | 0.4276 | 0.5806 | 0.0 | 0.6879 | 0.6416 | 0.5220 | | 0.4358 | 2.97 | 1100 | 0.6318 | 0.5211 | 0.6573 | 0.7999 | 0.9171 | 0.5707 | 0.8834 | 0.0 | 0.8245 | 0.8599 | 0.5453 | 0.8009 | 0.4507 | 0.5733 | 0.0 | 0.7041 | 0.5903 | 0.5281 | | 0.5323 | 3.03 | 1120 | 0.6157 | 0.5255 | 0.6448 | 0.8043 | 0.9121 | 0.5605 | 0.8359 | 0.0 | 0.8909 | 0.7976 | 0.5171 | 0.7957 | 0.4574 | 0.5840 | 0.0 | 0.7154 | 0.6209 | 0.5050 | | 1.4922 | 3.08 | 1140 | 0.5830 | 0.5558 | 0.6738 | 0.8193 | 0.8983 | 0.6717 | 0.7827 | 0.0 | 0.9085 | 0.8377 | 0.6176 | 0.8102 | 0.5282 | 0.6159 | 0.0 | 0.7224 | 0.6188 | 0.5951 | | 0.905 | 3.14 | 1160 | 0.6268 | 0.5329 | 0.6528 | 0.8065 | 0.9004 | 0.6026 | 0.7946 | 0.0 | 0.9055 | 0.8473 | 0.5189 | 0.8097 | 0.4889 | 0.6292 | 0.0 | 0.7028 | 0.5942 | 0.5058 | | 0.4622 | 3.19 | 1180 | 0.6206 | 0.5311 | 0.6563 | 0.8050 | 0.9011 | 0.5779 | 0.8503 | 0.0 | 0.8797 | 0.8638 | 0.5209 | 0.8079 | 0.4911 | 0.5924 | 0.0 | 0.7049 | 0.6144 | 0.5068 | | 0.5271 | 3.24 | 1200 | 0.6157 | 0.5261 | 0.6494 | 0.8038 | 0.9144 | 0.5465 | 0.8353 | 0.0 | 0.8696 | 0.8630 | 0.5168 | 0.7968 | 0.4564 | 0.6118 | 0.0 | 0.7074 | 0.6059 | 0.5047 | | 0.9229 | 3.3 | 1220 | 0.6206 | 0.5348 | 0.6459 | 0.8082 | 0.9024 | 0.5207 | 0.8407 | 0.0 | 0.9007 | 0.7977 | 0.5593 | 0.7937 | 0.4644 | 0.5994 | 0.0 | 0.7102 | 0.6312 | 0.5446 | | 0.4475 | 3.35 | 1240 | 0.5675 | 0.5617 | 0.6869 | 0.8216 | 0.9038 | 0.6556 | 0.8544 | 0.0 | 0.8640 | 0.8840 | 0.6468 | 0.8035 | 0.5272 | 0.6271 | 0.0 | 0.7288 | 0.6313 | 0.6141 | | 0.8273 | 3.41 | 1260 | 0.5897 | 0.5387 | 0.6604 | 0.8106 | 0.9155 | 0.6027 | 0.8155 | 0.0 | 0.8795 | 0.8706 | 0.5392 | 0.8115 | 0.4920 | 0.6339 | 0.0 | 0.7088 | 0.6035 | 0.5213 | | 0.8445 | 3.46 | 1280 | 0.5881 | 0.5517 | 0.6685 | 0.8180 | 0.9075 | 0.5773 | 0.8793 | 0.0 | 0.8810 | 0.8250 | 0.6090 | 0.8071 | 0.4827 | 0.6277 | 0.0 | 0.7168 | 0.6484 | 0.5791 | | 0.5038 | 3.51 | 1300 | 0.5519 | 0.5688 | 0.7024 | 0.8281 | 0.9145 | 0.7231 | 0.8304 | 0.0 | 0.8471 | 0.9131 | 0.6886 | 0.8257 | 0.5266 | 0.6363 | 0.0 | 0.7309 | 0.6172 | 0.6449 | | 0.4296 | 3.57 | 1320 | 0.5802 | 0.5484 | 0.6625 | 0.8170 | 0.9158 | 0.6329 | 0.8172 | 0.0 | 0.9068 | 0.8018 | 0.5628 | 0.8104 | 0.4718 | 0.6517 | 0.0 | 0.7124 | 0.6451 | 0.5477 | | 0.5717 | 3.62 | 1340 | 0.5777 | 0.5486 | 0.6612 | 0.8183 | 0.9252 | 0.6061 | 0.8297 | 0.0 | 0.8899 | 0.7750 | 0.6025 | 0.8064 | 0.4720 | 0.6430 | 0.0 | 0.7218 | 0.6265 | 0.5707 | | 0.4692 | 3.68 | 1360 | 0.5589 | 0.5593 | 0.6794 | 0.8238 | 0.9229 | 0.7314 | 0.7653 | 0.0 | 0.8978 | 0.8213 | 0.6173 | 0.8284 | 0.5364 | 0.6409 | 0.0 | 0.7255 | 0.5961 | 0.5880 | | 0.9474 | 3.73 | 1380 | 0.5681 | 0.5563 | 0.6881 | 0.8227 | 0.9280 | 0.7145 | 0.8634 | 0.0000 | 0.8562 | 0.8445 | 0.6103 | 0.8155 | 0.5035 | 0.6284 | 0.0000 | 0.7389 | 0.6303 | 0.5775 | | 0.6326 | 3.78 | 1400 | 0.5931 | 0.5372 | 0.6662 | 0.8062 | 0.8762 | 0.6766 | 0.7972 | 0.0 | 0.9048 | 0.8369 | 0.5716 | 0.8109 | 0.5082 | 0.6344 | 0.0 | 0.7019 | 0.5620 | 0.5426 | | 0.4007 | 3.84 | 1420 | 0.5790 | 0.5556 | 0.6863 | 0.8183 | 0.9088 | 0.7367 | 0.8316 | 0.0 | 0.8792 | 0.8775 | 0.5703 | 0.8234 | 0.5635 | 0.6644 | 0.0 | 0.7271 | 0.5694 | 0.5416 | | 1.3718 | 3.89 | 1440 | 0.5735 | 0.5613 | 0.6804 | 0.8208 | 0.9062 | 0.7251 | 0.8503 | 0.0 | 0.9035 | 0.7900 | 0.5878 | 0.8209 | 0.5868 | 0.6476 | 0.0 | 0.7246 | 0.5962 | 0.5531 | | 0.7903 | 3.95 | 1460 | 0.5873 | 0.5618 | 0.6832 | 0.8206 | 0.9125 | 0.7309 | 0.8171 | 0.0 | 0.8936 | 0.8601 | 0.5679 | 0.8205 | 0.5733 | 0.6697 | 0.0 | 0.7192 | 0.6095 | 0.5407 | | 0.512 | 4.0 | 1480 | 0.5747 | 0.5644 | 0.6828 | 0.8243 | 0.9071 | 0.6266 | 0.8633 | 0.0000 | 0.8783 | 0.8651 | 0.6392 | 0.8203 | 0.5268 | 0.6503 | 0.0000 | 0.7197 | 0.6390 | 0.5948 | | 0.4918 | 4.05 | 1500 | 0.5820 | 0.5489 | 0.6696 | 0.8169 | 0.9177 | 0.6180 | 0.8528 | 0.0 | 0.8793 | 0.8559 | 0.5635 | 0.8149 | 0.5138 | 0.6522 | 0.0 | 0.7225 | 0.6043 | 0.5349 | | 0.4678 | 4.11 | 1520 | 0.6087 | 0.5394 | 0.6687 | 0.8106 | 0.9274 | 0.6128 | 0.8787 | 0.0 | 0.8396 | 0.8703 | 0.5520 | 0.8003 | 0.4943 | 0.6040 | 0.0 | 0.7242 | 0.6282 | 0.5246 | | 0.6285 | 4.16 | 1540 | 0.5382 | 0.5858 | 0.6969 | 0.8364 | 0.9086 | 0.7194 | 0.7957 | 0.0 | 0.9050 | 0.8349 | 0.7145 | 0.8203 | 0.5592 | 0.6585 | 0.0 | 0.7374 | 0.6619 | 0.6633 | | 0.6506 | 4.22 | 1560 | 0.5732 | 0.5727 | 0.7064 | 0.8251 | 0.8964 | 0.7515 | 0.8682 | 0.0 | 0.8521 | 0.8956 | 0.6814 | 0.8130 | 0.5842 | 0.6351 | 0.0 | 0.7296 | 0.6131 | 0.6338 | | 1.1357 | 4.27 | 1580 | 0.5978 | 0.5622 | 0.6969 | 0.8166 | 0.8816 | 0.7460 | 0.8690 | 0.0000 | 0.8663 | 0.8874 | 0.6278 | 0.8044 | 0.5791 | 0.6317 | 0.0000 | 0.7147 | 0.6154 | 0.5901 | | 0.2342 | 4.32 | 1600 | 0.5353 | 0.5818 | 0.6911 | 0.8358 | 0.9226 | 0.6381 | 0.8740 | 0.0 | 0.8832 | 0.8322 | 0.6878 | 0.8177 | 0.5366 | 0.6566 | 0.0 | 0.7418 | 0.6754 | 0.6444 | | 0.5215 | 4.38 | 1620 | 0.5653 | 0.5826 | 0.7052 | 0.8306 | 0.8828 | 0.7192 | 0.8553 | 0.0 | 0.8865 | 0.8863 | 0.7066 | 0.8184 | 0.5859 | 0.6445 | 0.0 | 0.7251 | 0.6396 | 0.6645 | | 0.4747 | 4.43 | 1640 | 0.5402 | 0.5945 | 0.6921 | 0.8398 | 0.9091 | 0.6950 | 0.8312 | 0.0000 | 0.9347 | 0.8026 | 0.6723 | 0.8256 | 0.5859 | 0.6881 | 0.0000 | 0.7343 | 0.6876 | 0.6398 | | 0.6128 | 4.49 | 1660 | 0.5718 | 0.5589 | 0.6790 | 0.8209 | 0.8961 | 0.6727 | 0.8204 | 0.0000 | 0.9052 | 0.8508 | 0.6080 | 0.8185 | 0.5291 | 0.6520 | 0.0000 | 0.7192 | 0.6172 | 0.5765 | | 0.2766 | 4.54 | 1680 | 0.5788 | 0.5643 | 0.6806 | 0.8226 | 0.9251 | 0.6560 | 0.8687 | 0.0077 | 0.8706 | 0.8393 | 0.5967 | 0.7968 | 0.5506 | 0.6391 | 0.0077 | 0.7420 | 0.6559 | 0.5582 | | 0.2948 | 4.59 | 1700 | 0.5707 | 0.5612 | 0.6972 | 0.8169 | 0.9039 | 0.7249 | 0.8812 | 0.0081 | 0.8377 | 0.9124 | 0.6121 | 0.8117 | 0.5882 | 0.6349 | 0.0081 | 0.7206 | 0.5851 | 0.5795 | | 0.3632 | 4.65 | 1720 | 0.5597 | 0.5625 | 0.6832 | 0.8221 | 0.9165 | 0.6722 | 0.8268 | 0.0017 | 0.8751 | 0.8909 | 0.5992 | 0.8197 | 0.5395 | 0.6857 | 0.0017 | 0.7176 | 0.5985 | 0.5751 | | 0.7137 | 4.7 | 1740 | 0.5293 | 0.5873 | 0.7059 | 0.8375 | 0.9225 | 0.6963 | 0.8871 | 0.0014 | 0.8582 | 0.8565 | 0.7193 | 0.8217 | 0.5819 | 0.6560 | 0.0014 | 0.7503 | 0.6442 | 0.6558 | | 0.5214 | 4.76 | 1760 | 0.6018 | 0.5472 | 0.6769 | 0.8144 | 0.8909 | 0.6723 | 0.8731 | 0.0007 | 0.8989 | 0.8630 | 0.5395 | 0.8070 | 0.5450 | 0.6117 | 0.0007 | 0.7372 | 0.6042 | 0.5249 | | 0.7893 | 4.81 | 1780 | 0.5410 | 0.5696 | 0.6921 | 0.8304 | 0.9258 | 0.7175 | 0.8546 | 0.0053 | 0.8915 | 0.8629 | 0.5872 | 0.8314 | 0.5685 | 0.6618 | 0.0053 | 0.7506 | 0.6005 | 0.5689 | | 0.6492 | 4.86 | 1800 | 0.5016 | 0.5866 | 0.7164 | 0.8367 | 0.9144 | 0.7949 | 0.8595 | 0.0075 | 0.8661 | 0.8741 | 0.6979 | 0.8302 | 0.5910 | 0.6652 | 0.0075 | 0.7486 | 0.6090 | 0.6545 | | 0.9307 | 4.92 | 1820 | 0.6095 | 0.5562 | 0.6734 | 0.8185 | 0.8876 | 0.6798 | 0.8457 | 0.0089 | 0.9298 | 0.7853 | 0.5768 | 0.8244 | 0.5488 | 0.6359 | 0.0089 | 0.7156 | 0.6049 | 0.5550 | | 0.529 | 4.97 | 1840 | 0.5614 | 0.5665 | 0.7047 | 0.8214 | 0.9151 | 0.7776 | 0.8282 | 0.0113 | 0.8368 | 0.9391 | 0.6250 | 0.8412 | 0.5963 | 0.6488 | 0.0113 | 0.7158 | 0.5452 | 0.6069 | | 0.2773 | 5.03 | 1860 | 0.5529 | 0.5571 | 0.6964 | 0.8181 | 0.9077 | 0.7713 | 0.8739 | 0.0114 | 0.8624 | 0.8838 | 0.5643 | 0.8251 | 0.5760 | 0.6370 | 0.0114 | 0.7278 | 0.5741 | 0.5487 | | 0.4749 | 5.08 | 1880 | 0.5495 | 0.5629 | 0.6825 | 0.8211 | 0.9125 | 0.6960 | 0.8125 | 0.0018 | 0.8876 | 0.8863 | 0.5807 | 0.8330 | 0.5630 | 0.6739 | 0.0018 | 0.7048 | 0.6004 | 0.5633 | | 0.4585 | 5.14 | 1900 | 0.5019 | 0.5957 | 0.7016 | 0.8446 | 0.9259 | 0.6945 | 0.8400 | 0.0083 | 0.9009 | 0.8140 | 0.7277 | 0.8350 | 0.5602 | 0.6641 | 0.0083 | 0.7504 | 0.6860 | 0.6661 | | 0.3767 | 5.19 | 1920 | 0.5028 | 0.6065 | 0.7162 | 0.8504 | 0.9171 | 0.7181 | 0.8873 | 0.0137 | 0.9035 | 0.8396 | 0.7343 | 0.8373 | 0.5701 | 0.6570 | 0.0137 | 0.7620 | 0.7054 | 0.6996 | | 0.5811 | 5.24 | 1940 | 0.5328 | 0.5896 | 0.7102 | 0.8374 | 0.8970 | 0.7538 | 0.8430 | 0.0147 | 0.9083 | 0.8917 | 0.6627 | 0.8298 | 0.5675 | 0.6780 | 0.0147 | 0.7366 | 0.6627 | 0.6381 | | 0.2943 | 5.3 | 1960 | 0.5441 | 0.5841 | 0.7039 | 0.8356 | 0.9137 | 0.7021 | 0.8836 | 0.0193 | 0.8929 | 0.9032 | 0.6128 | 0.8340 | 0.5624 | 0.6785 | 0.0193 | 0.7361 | 0.6576 | 0.6009 | | 0.9911 | 5.35 | 1980 | 0.5021 | 0.5983 | 0.7078 | 0.8456 | 0.9171 | 0.6996 | 0.8736 | 0.0114 | 0.9105 | 0.8646 | 0.6778 | 0.8358 | 0.5712 | 0.6990 | 0.0114 | 0.7547 | 0.6683 | 0.6477 | | 0.4811 | 5.41 | 2000 | 0.5077 | 0.5957 | 0.6988 | 0.8434 | 0.9161 | 0.7256 | 0.8299 | 0.0021 | 0.9330 | 0.8143 | 0.6704 | 0.8337 | 0.6157 | 0.6976 | 0.0021 | 0.7587 | 0.6317 | 0.6301 | | 0.8693 | 5.46 | 2020 | 0.5214 | 0.5831 | 0.7098 | 0.8312 | 0.9025 | 0.7751 | 0.8384 | 0.0191 | 0.8831 | 0.9084 | 0.6424 | 0.8261 | 0.6114 | 0.6946 | 0.0191 | 0.7439 | 0.5852 | 0.6011 | | 0.2629 | 5.51 | 2040 | 0.5389 | 0.5766 | 0.6935 | 0.8304 | 0.8984 | 0.7055 | 0.8756 | 0.0160 | 0.9180 | 0.8321 | 0.6089 | 0.8185 | 0.5637 | 0.6458 | 0.0160 | 0.7407 | 0.6584 | 0.5930 | | 0.5983 | 5.57 | 2060 | 0.5215 | 0.5926 | 0.7057 | 0.8418 | 0.9272 | 0.6796 | 0.8348 | 0.0051 | 0.8709 | 0.8959 | 0.7261 | 0.8198 | 0.5523 | 0.6703 | 0.0051 | 0.7514 | 0.6467 | 0.7023 | | 0.6783 | 5.62 | 2080 | 0.5297 | 0.5710 | 0.6885 | 0.8250 | 0.8661 | 0.6293 | 0.8457 | 0.0008 | 0.9098 | 0.8786 | 0.6894 | 0.7844 | 0.5458 | 0.6620 | 0.0008 | 0.7547 | 0.6589 | 0.5906 | | 0.4304 | 5.68 | 2100 | 0.4993 | 0.5839 | 0.7012 | 0.8379 | 0.9178 | 0.7202 | 0.8293 | 0.0068 | 0.9013 | 0.8785 | 0.6541 | 0.8382 | 0.5555 | 0.6628 | 0.0068 | 0.7406 | 0.6475 | 0.6360 | | 0.3824 | 5.73 | 2120 | 0.4916 | 0.5969 | 0.7026 | 0.8457 | 0.9108 | 0.6992 | 0.8451 | 0.0079 | 0.9298 | 0.8291 | 0.6960 | 0.8288 | 0.5670 | 0.6614 | 0.0079 | 0.7618 | 0.6754 | 0.6761 | | 0.7007 | 5.78 | 2140 | 0.5077 | 0.6003 | 0.7136 | 0.8472 | 0.9141 | 0.7104 | 0.8430 | 0.0111 | 0.9030 | 0.9038 | 0.7099 | 0.8433 | 0.5740 | 0.6823 | 0.0111 | 0.7534 | 0.6566 | 0.6813 | | 0.4526 | 5.84 | 2160 | 0.5272 | 0.5872 | 0.7046 | 0.8386 | 0.9358 | 0.6809 | 0.8636 | 0.0208 | 0.8645 | 0.9098 | 0.6565 | 0.8323 | 0.5757 | 0.6451 | 0.0208 | 0.7509 | 0.6473 | 0.6383 | | 0.3063 | 5.89 | 2180 | 0.4966 | 0.6144 | 0.7292 | 0.8525 | 0.9113 | 0.7646 | 0.8758 | 0.0142 | 0.8925 | 0.8908 | 0.7556 | 0.8446 | 0.6211 | 0.6779 | 0.0142 | 0.7583 | 0.6640 | 0.7208 | | 0.471 | 5.95 | 2200 | 0.4718 | 0.6245 | 0.7334 | 0.8579 | 0.9032 | 0.8068 | 0.8643 | 0.0155 | 0.9238 | 0.8437 | 0.7766 | 0.8394 | 0.6220 | 0.6942 | 0.0155 | 0.7690 | 0.7039 | 0.7275 | | 0.5611 | 6.0 | 2220 | 0.4877 | 0.6064 | 0.7223 | 0.8489 | 0.9266 | 0.7817 | 0.8686 | 0.0228 | 0.8988 | 0.8901 | 0.6678 | 0.8405 | 0.6022 | 0.6804 | 0.0227 | 0.7606 | 0.6815 | 0.6570 | | 0.5276 | 6.05 | 2240 | 0.5347 | 0.5952 | 0.7096 | 0.8400 | 0.9017 | 0.7739 | 0.8627 | 0.0214 | 0.9279 | 0.8451 | 0.6347 | 0.8327 | 0.6120 | 0.6897 | 0.0214 | 0.7466 | 0.6431 | 0.6210 | | 0.3992 | 6.11 | 2260 | 0.5550 | 0.5721 | 0.6952 | 0.8313 | 0.9106 | 0.6678 | 0.8779 | 0.0248 | 0.8977 | 0.8908 | 0.5966 | 0.8274 | 0.5522 | 0.6214 | 0.0248 | 0.7583 | 0.6376 | 0.5831 | | 0.3276 | 6.16 | 2280 | 0.4819 | 0.6192 | 0.7233 | 0.8573 | 0.9350 | 0.7522 | 0.8361 | 0.0265 | 0.9062 | 0.8666 | 0.7407 | 0.8398 | 0.6010 | 0.6751 | 0.0265 | 0.7756 | 0.7014 | 0.7151 | | 0.4584 | 6.22 | 2300 | 0.4803 | 0.6181 | 0.7225 | 0.8560 | 0.9274 | 0.7353 | 0.8597 | 0.0287 | 0.9060 | 0.8512 | 0.7492 | 0.8366 | 0.5794 | 0.6867 | 0.0287 | 0.7673 | 0.7041 | 0.7241 | | 0.4058 | 6.27 | 2320 | 0.5197 | 0.5925 | 0.6994 | 0.8407 | 0.9294 | 0.6870 | 0.8391 | 0.0279 | 0.9029 | 0.8604 | 0.6489 | 0.8217 | 0.5637 | 0.6857 | 0.0279 | 0.7530 | 0.6634 | 0.6324 | | 0.3343 | 6.32 | 2340 | 0.5432 | 0.5781 | 0.6953 | 0.8342 | 0.9305 | 0.6776 | 0.8688 | 0.0271 | 0.8902 | 0.8820 | 0.5907 | 0.8326 | 0.5662 | 0.6284 | 0.0271 | 0.7517 | 0.6557 | 0.5848 | | 0.3553 | 6.38 | 2360 | 0.5166 | 0.5866 | 0.7223 | 0.8378 | 0.9084 | 0.8273 | 0.8279 | 0.0267 | 0.8845 | 0.9241 | 0.6571 | 0.8355 | 0.5924 | 0.6612 | 0.0266 | 0.7694 | 0.5825 | 0.6385 | | 0.4447 | 6.43 | 2380 | 0.4867 | 0.6074 | 0.7234 | 0.8503 | 0.9230 | 0.7807 | 0.8473 | 0.0294 | 0.9021 | 0.8755 | 0.7054 | 0.8346 | 0.6052 | 0.6904 | 0.0293 | 0.7790 | 0.6266 | 0.6864 | | 1.1496 | 6.49 | 2400 | 0.4782 | 0.6066 | 0.7192 | 0.8486 | 0.9283 | 0.7615 | 0.8718 | 0.0321 | 0.8986 | 0.8609 | 0.6813 | 0.8335 | 0.6068 | 0.6954 | 0.0319 | 0.7685 | 0.6498 | 0.6606 | | 0.3469 | 6.54 | 2420 | 0.4519 | 0.6242 | 0.7291 | 0.8596 | 0.9060 | 0.7581 | 0.8509 | 0.0309 | 0.9268 | 0.8239 | 0.8074 | 0.8335 | 0.5802 | 0.7110 | 0.0309 | 0.7792 | 0.6935 | 0.7408 | | 0.3297 | 6.59 | 2440 | 0.4507 | 0.6295 | 0.7429 | 0.8611 | 0.9122 | 0.8153 | 0.8501 | 0.0320 | 0.9034 | 0.8873 | 0.8000 | 0.8340 | 0.6033 | 0.6955 | 0.0319 | 0.7801 | 0.6931 | 0.7682 | | 0.4812 | 6.65 | 2460 | 0.5012 | 0.6054 | 0.7109 | 0.8465 | 0.9008 | 0.6935 | 0.8705 | 0.0287 | 0.9271 | 0.8621 | 0.6939 | 0.8278 | 0.5675 | 0.6714 | 0.0287 | 0.7501 | 0.7061 | 0.6860 | | 0.2707 | 6.7 | 2480 | 0.5132 | 0.5977 | 0.7104 | 0.8413 | 0.9048 | 0.7135 | 0.8711 | 0.0306 | 0.9090 | 0.8749 | 0.6686 | 0.8284 | 0.5754 | 0.6694 | 0.0305 | 0.7423 | 0.6771 | 0.6606 | | 0.5925 | 6.76 | 2500 | 0.4638 | 0.6148 | 0.7280 | 0.8531 | 0.9323 | 0.7365 | 0.8697 | 0.0367 | 0.8714 | 0.8943 | 0.7556 | 0.8384 | 0.5886 | 0.6755 | 0.0365 | 0.7625 | 0.6664 | 0.7358 | | 0.6366 | 6.81 | 2520 | 0.4966 | 0.6045 | 0.7234 | 0.8460 | 0.9121 | 0.7873 | 0.8759 | 0.0372 | 0.9023 | 0.8659 | 0.6833 | 0.8398 | 0.5905 | 0.6781 | 0.0370 | 0.7507 | 0.6725 | 0.6631 | | 0.4243 | 6.86 | 2540 | 0.5144 | 0.5933 | 0.7084 | 0.8414 | 0.9356 | 0.7417 | 0.8818 | 0.0357 | 0.8969 | 0.8659 | 0.6012 | 0.8378 | 0.5877 | 0.6753 | 0.0355 | 0.7534 | 0.6686 | 0.5951 | | 0.4771 | 6.92 | 2560 | 0.4840 | 0.6172 | 0.7365 | 0.8527 | 0.9253 | 0.8157 | 0.8398 | 0.0332 | 0.8739 | 0.9129 | 0.7550 | 0.8413 | 0.6158 | 0.6739 | 0.0331 | 0.7574 | 0.6556 | 0.7434 | | 0.399 | 6.97 | 2580 | 0.4412 | 0.6378 | 0.7397 | 0.8667 | 0.9347 | 0.8109 | 0.8618 | 0.0349 | 0.9104 | 0.8311 | 0.7944 | 0.8436 | 0.6280 | 0.6713 | 0.0346 | 0.7892 | 0.7189 | 0.7789 | | 0.4007 | 7.03 | 2600 | 0.4699 | 0.6315 | 0.7385 | 0.8618 | 0.9313 | 0.8127 | 0.8390 | 0.0341 | 0.9048 | 0.8986 | 0.7490 | 0.8398 | 0.6321 | 0.7087 | 0.0338 | 0.7802 | 0.6870 | 0.7391 | | 1.0005 | 7.08 | 2620 | 0.4564 | 0.6238 | 0.7389 | 0.8568 | 0.9271 | 0.7981 | 0.8402 | 0.0368 | 0.8776 | 0.9189 | 0.7737 | 0.8444 | 0.6266 | 0.6971 | 0.0365 | 0.7672 | 0.6420 | 0.7525 | | 1.4214 | 7.14 | 2640 | 0.4421 | 0.6267 | 0.7267 | 0.8623 | 0.9320 | 0.7031 | 0.8518 | 0.0370 | 0.9054 | 0.8681 | 0.7892 | 0.8451 | 0.5809 | 0.6845 | 0.0367 | 0.7786 | 0.7133 | 0.7477 | | 0.2781 | 7.19 | 2660 | 0.5224 | 0.5964 | 0.7169 | 0.8415 | 0.9274 | 0.7200 | 0.8521 | 0.0358 | 0.8586 | 0.9141 | 0.7099 | 0.8307 | 0.5691 | 0.6369 | 0.0353 | 0.7466 | 0.6658 | 0.6903 | | 0.6757 | 7.24 | 2680 | 0.5078 | 0.6026 | 0.7077 | 0.8463 | 0.9278 | 0.7154 | 0.8363 | 0.0367 | 0.9192 | 0.8749 | 0.6434 | 0.8373 | 0.5804 | 0.6807 | 0.0365 | 0.7536 | 0.6960 | 0.6339 | | 0.4166 | 7.3 | 2700 | 0.4821 | 0.6127 | 0.7333 | 0.8523 | 0.9183 | 0.8033 | 0.8419 | 0.0374 | 0.8949 | 0.9158 | 0.7212 | 0.8430 | 0.6014 | 0.6806 | 0.0372 | 0.7698 | 0.6496 | 0.7073 | | 0.3795 | 7.35 | 2720 | 0.4950 | 0.6057 | 0.7113 | 0.8484 | 0.9176 | 0.7463 | 0.8420 | 0.0349 | 0.9289 | 0.8166 | 0.6928 | 0.8300 | 0.5881 | 0.6865 | 0.0347 | 0.7660 | 0.6617 | 0.6727 | | 0.3066 | 7.41 | 2740 | 0.4681 | 0.6226 | 0.7355 | 0.8566 | 0.9284 | 0.7859 | 0.8319 | 0.0511 | 0.8911 | 0.9160 | 0.7443 | 0.8407 | 0.6185 | 0.6997 | 0.0502 | 0.7778 | 0.6573 | 0.7138 | | 0.7403 | 7.46 | 2760 | 0.4904 | 0.6026 | 0.7030 | 0.8477 | 0.9255 | 0.6837 | 0.8598 | 0.0447 | 0.9301 | 0.8073 | 0.6699 | 0.8395 | 0.5841 | 0.6923 | 0.0444 | 0.7630 | 0.6492 | 0.6457 | | 0.529 | 7.51 | 2780 | 0.4845 | 0.6164 | 0.7254 | 0.8526 | 0.9258 | 0.7781 | 0.8561 | 0.0588 | 0.9154 | 0.8628 | 0.6811 | 0.8440 | 0.6403 | 0.6790 | 0.0582 | 0.7755 | 0.6613 | 0.6563 | | 0.3984 | 7.57 | 2800 | 0.5447 | 0.5891 | 0.7115 | 0.8374 | 0.9180 | 0.7180 | 0.8700 | 0.0738 | 0.8956 | 0.8997 | 0.6052 | 0.8408 | 0.5801 | 0.6639 | 0.0724 | 0.7569 | 0.6213 | 0.5886 | | 0.5138 | 7.62 | 2820 | 0.4699 | 0.6263 | 0.7307 | 0.8584 | 0.9432 | 0.7874 | 0.8206 | 0.0939 | 0.9109 | 0.8376 | 0.7211 | 0.8476 | 0.6186 | 0.6703 | 0.0907 | 0.7811 | 0.6737 | 0.7025 | | 0.3515 | 7.68 | 2840 | 0.4734 | 0.6171 | 0.7105 | 0.8562 | 0.9302 | 0.6841 | 0.8460 | 0.0475 | 0.9309 | 0.7942 | 0.7407 | 0.8468 | 0.5730 | 0.6939 | 0.0458 | 0.7648 | 0.6918 | 0.7039 | | 1.2185 | 7.73 | 2860 | 0.4939 | 0.6065 | 0.7264 | 0.8456 | 0.9330 | 0.7810 | 0.8856 | 0.0711 | 0.8780 | 0.8786 | 0.6573 | 0.8466 | 0.6234 | 0.6876 | 0.0675 | 0.7616 | 0.6292 | 0.6292 | | 0.3166 | 7.78 | 2880 | 0.5384 | 0.5866 | 0.7072 | 0.8354 | 0.9425 | 0.7545 | 0.8688 | 0.0556 | 0.8785 | 0.8868 | 0.5639 | 0.8269 | 0.6057 | 0.6860 | 0.0547 | 0.7620 | 0.6178 | 0.5531 | | 0.3996 | 7.84 | 2900 | 0.5277 | 0.5912 | 0.7045 | 0.8364 | 0.9193 | 0.7301 | 0.8333 | 0.0785 | 0.9185 | 0.8696 | 0.5818 | 0.8271 | 0.5996 | 0.6816 | 0.0759 | 0.7587 | 0.6251 | 0.5704 | | 0.4198 | 7.89 | 2920 | 0.5070 | 0.6194 | 0.7413 | 0.8461 | 0.9189 | 0.8288 | 0.8410 | 0.1416 | 0.8841 | 0.8939 | 0.6807 | 0.8331 | 0.6134 | 0.7048 | 0.1278 | 0.7566 | 0.6379 | 0.6622 | | 1.1878 | 7.95 | 2940 | 0.5029 | 0.6132 | 0.7210 | 0.8450 | 0.9201 | 0.7696 | 0.8104 | 0.1300 | 0.9233 | 0.8443 | 0.6492 | 0.8269 | 0.5909 | 0.6857 | 0.1201 | 0.7591 | 0.6786 | 0.6315 | | 0.2767 | 8.0 | 2960 | 0.5039 | 0.6108 | 0.7295 | 0.8445 | 0.9188 | 0.7442 | 0.8160 | 0.1637 | 0.8995 | 0.9034 | 0.6611 | 0.8424 | 0.5779 | 0.6841 | 0.1509 | 0.7637 | 0.6213 | 0.6353 | | 0.3704 | 8.05 | 2980 | 0.5458 | 0.6063 | 0.7219 | 0.8440 | 0.9134 | 0.7439 | 0.8643 | 0.1024 | 0.9091 | 0.8691 | 0.6508 | 0.8388 | 0.6102 | 0.6547 | 0.0981 | 0.7638 | 0.6453 | 0.6335 | | 0.5402 | 8.11 | 3000 | 0.5080 | 0.6084 | 0.7252 | 0.8458 | 0.9290 | 0.7781 | 0.8492 | 0.0856 | 0.8920 | 0.8865 | 0.6558 | 0.8418 | 0.6187 | 0.6708 | 0.0818 | 0.7621 | 0.6468 | 0.6368 | | 0.5439 | 8.16 | 3020 | 0.5147 | 0.6097 | 0.7226 | 0.8490 | 0.9157 | 0.8169 | 0.8204 | 0.0549 | 0.9300 | 0.8482 | 0.6720 | 0.8418 | 0.6209 | 0.6800 | 0.0537 | 0.7675 | 0.6579 | 0.6464 | | 0.7551 | 8.22 | 3040 | 0.5443 | 0.6036 | 0.7129 | 0.8457 | 0.9218 | 0.7343 | 0.8356 | 0.0650 | 0.9216 | 0.8682 | 0.6437 | 0.8438 | 0.6045 | 0.6840 | 0.0627 | 0.7616 | 0.6414 | 0.6274 | | 0.287 | 8.27 | 3060 | 0.4744 | 0.6399 | 0.7473 | 0.8566 | 0.9318 | 0.7821 | 0.8136 | 0.2193 | 0.8996 | 0.8434 | 0.7414 | 0.8382 | 0.6217 | 0.6807 | 0.1874 | 0.7781 | 0.6631 | 0.7101 | | 0.4256 | 8.32 | 3080 | 0.4705 | 0.6370 | 0.7477 | 0.8553 | 0.9249 | 0.7903 | 0.8638 | 0.2067 | 0.9105 | 0.8583 | 0.6791 | 0.8459 | 0.6215 | 0.7071 | 0.1862 | 0.7718 | 0.6709 | 0.6553 | | 0.2339 | 8.38 | 3100 | 0.5492 | 0.6165 | 0.7287 | 0.8488 | 0.9194 | 0.7426 | 0.8586 | 0.1391 | 0.9131 | 0.8673 | 0.6608 | 0.8447 | 0.5914 | 0.6850 | 0.1350 | 0.7625 | 0.6540 | 0.6426 | | 0.3148 | 8.43 | 3120 | 0.5464 | 0.6142 | 0.7292 | 0.8433 | 0.9148 | 0.7264 | 0.8280 | 0.1850 | 0.9027 | 0.8963 | 0.6515 | 0.8406 | 0.5831 | 0.6876 | 0.1775 | 0.7520 | 0.6282 | 0.6301 | | 1.1107 | 8.49 | 3140 | 0.5047 | 0.6250 | 0.7351 | 0.8541 | 0.9244 | 0.7192 | 0.8771 | 0.1749 | 0.9144 | 0.8565 | 0.6792 | 0.8512 | 0.5774 | 0.6991 | 0.1637 | 0.7751 | 0.6550 | 0.6535 | | 0.5174 | 8.54 | 3160 | 0.4853 | 0.6326 | 0.7501 | 0.8515 | 0.9297 | 0.8110 | 0.8449 | 0.1911 | 0.8720 | 0.8782 | 0.7237 | 0.8409 | 0.6268 | 0.7051 | 0.1774 | 0.7616 | 0.6418 | 0.6744 | | 0.9416 | 8.59 | 3180 | 0.5256 | 0.6252 | 0.7344 | 0.8493 | 0.9258 | 0.7460 | 0.8231 | 0.1864 | 0.9046 | 0.8873 | 0.6678 | 0.8437 | 0.5986 | 0.6970 | 0.1777 | 0.7545 | 0.6549 | 0.6502 | | 0.2435 | 8.65 | 3200 | 0.4655 | 0.6454 | 0.7526 | 0.8571 | 0.9422 | 0.7939 | 0.8516 | 0.2450 | 0.8883 | 0.8339 | 0.7131 | 0.8430 | 0.6284 | 0.7202 | 0.2204 | 0.7701 | 0.6610 | 0.6748 | | 1.0799 | 8.7 | 3220 | 0.5080 | 0.6204 | 0.7313 | 0.8472 | 0.9129 | 0.7060 | 0.8567 | 0.1967 | 0.9067 | 0.8464 | 0.6939 | 0.8420 | 0.5744 | 0.6931 | 0.1781 | 0.7552 | 0.6390 | 0.6610 | | 0.1825 | 8.76 | 3240 | 0.4979 | 0.6293 | 0.7406 | 0.8482 | 0.9170 | 0.7069 | 0.8457 | 0.2453 | 0.8937 | 0.8807 | 0.6948 | 0.8414 | 0.5816 | 0.7195 | 0.2196 | 0.7527 | 0.6362 | 0.6545 | | 0.4344 | 8.81 | 3260 | 0.5077 | 0.6320 | 0.7618 | 0.8451 | 0.9204 | 0.8216 | 0.8525 | 0.2733 | 0.8511 | 0.9195 | 0.6941 | 0.8454 | 0.6212 | 0.7105 | 0.2459 | 0.7483 | 0.5981 | 0.6543 | | 0.2896 | 8.86 | 3280 | 0.4929 | 0.6306 | 0.7459 | 0.8509 | 0.9268 | 0.7888 | 0.8560 | 0.2317 | 0.9004 | 0.8494 | 0.6682 | 0.8443 | 0.6005 | 0.7126 | 0.2143 | 0.7668 | 0.6362 | 0.6394 | | 0.2388 | 8.92 | 3300 | 0.4644 | 0.6421 | 0.7545 | 0.8551 | 0.9249 | 0.7929 | 0.8833 | 0.2337 | 0.8886 | 0.8331 | 0.7250 | 0.8392 | 0.6261 | 0.7190 | 0.2155 | 0.7708 | 0.6568 | 0.6677 | | 0.3476 | 8.97 | 3320 | 0.4709 | 0.6461 | 0.7503 | 0.8608 | 0.9233 | 0.8166 | 0.8503 | 0.1742 | 0.9119 | 0.8096 | 0.7664 | 0.8490 | 0.6304 | 0.7274 | 0.1671 | 0.7659 | 0.6749 | 0.7079 | | 0.2821 | 9.03 | 3340 | 0.4937 | 0.6341 | 0.7600 | 0.8521 | 0.9118 | 0.8288 | 0.8648 | 0.1932 | 0.8667 | 0.8909 | 0.7634 | 0.8467 | 0.6104 | 0.7153 | 0.1839 | 0.7560 | 0.6320 | 0.6942 | | 0.2213 | 9.08 | 3360 | 0.5411 | 0.6223 | 0.7317 | 0.8500 | 0.9183 | 0.7204 | 0.8700 | 0.1762 | 0.9111 | 0.8395 | 0.6863 | 0.8471 | 0.5816 | 0.7176 | 0.1703 | 0.7618 | 0.6426 | 0.6352 | | 0.4025 | 9.14 | 3380 | 0.5097 | 0.6314 | 0.7338 | 0.8551 | 0.9364 | 0.7446 | 0.8581 | 0.1842 | 0.9117 | 0.7978 | 0.7039 | 0.8455 | 0.6051 | 0.7208 | 0.1750 | 0.7749 | 0.6512 | 0.6475 | | 0.3721 | 9.19 | 3400 | 0.5172 | 0.6274 | 0.7349 | 0.8527 | 0.9270 | 0.7517 | 0.8467 | 0.2057 | 0.9228 | 0.8185 | 0.6721 | 0.8537 | 0.6000 | 0.7186 | 0.1912 | 0.7716 | 0.6239 | 0.6326 | | 0.7506 | 9.24 | 3420 | 0.5091 | 0.6331 | 0.7527 | 0.8520 | 0.9239 | 0.7549 | 0.8734 | 0.2618 | 0.8874 | 0.8853 | 0.6819 | 0.8505 | 0.6034 | 0.7003 | 0.2387 | 0.7778 | 0.6259 | 0.6351 | | 0.3901 | 9.3 | 3440 | 0.5234 | 0.6290 | 0.7350 | 0.8494 | 0.9463 | 0.6928 | 0.8524 | 0.2659 | 0.8874 | 0.8442 | 0.6560 | 0.8374 | 0.5882 | 0.6981 | 0.2431 | 0.7705 | 0.6388 | 0.6271 | | 0.2015 | 9.35 | 3460 | 0.4774 | 0.6339 | 0.7478 | 0.8519 | 0.9256 | 0.8002 | 0.8153 | 0.2172 | 0.8944 | 0.8763 | 0.7054 | 0.8436 | 0.6278 | 0.7113 | 0.1928 | 0.7673 | 0.6352 | 0.6596 | | 0.2348 | 9.41 | 3480 | 0.4837 | 0.6424 | 0.7459 | 0.8558 | 0.9360 | 0.7786 | 0.8255 | 0.2207 | 0.8962 | 0.8375 | 0.7266 | 0.8358 | 0.6255 | 0.7101 | 0.1989 | 0.7659 | 0.6604 | 0.7003 | | 0.3957 | 9.46 | 3500 | 0.4642 | 0.6524 | 0.7669 | 0.8601 | 0.9167 | 0.8245 | 0.8520 | 0.2338 | 0.8881 | 0.8813 | 0.7720 | 0.8436 | 0.6227 | 0.7153 | 0.2131 | 0.7651 | 0.6757 | 0.7314 | | 0.2818 | 9.51 | 3520 | 0.5002 | 0.6472 | 0.7534 | 0.8590 | 0.9301 | 0.7520 | 0.8491 | 0.2206 | 0.8836 | 0.8747 | 0.7637 | 0.8414 | 0.6082 | 0.7098 | 0.2011 | 0.7639 | 0.6835 | 0.7225 | | 0.8269 | 9.57 | 3540 | 0.4622 | 0.6534 | 0.7579 | 0.8628 | 0.9259 | 0.7441 | 0.8607 | 0.2376 | 0.8942 | 0.8654 | 0.7773 | 0.8449 | 0.6033 | 0.7044 | 0.2184 | 0.7716 | 0.6919 | 0.7388 | | 0.3955 | 9.62 | 3560 | 0.4439 | 0.6559 | 0.7660 | 0.8651 | 0.9307 | 0.7939 | 0.8488 | 0.2413 | 0.8895 | 0.8771 | 0.7807 | 0.8518 | 0.6110 | 0.7107 | 0.2144 | 0.7782 | 0.6813 | 0.7439 | | 0.7192 | 9.68 | 3580 | 0.4434 | 0.6626 | 0.7683 | 0.8703 | 0.9303 | 0.8103 | 0.8478 | 0.2300 | 0.9043 | 0.8503 | 0.8053 | 0.8550 | 0.6297 | 0.7087 | 0.2038 | 0.7914 | 0.6852 | 0.7643 | | 0.4002 | 9.73 | 3600 | 0.4823 | 0.6424 | 0.7557 | 0.8566 | 0.9144 | 0.7877 | 0.8667 | 0.2549 | 0.9114 | 0.8323 | 0.7223 | 0.8461 | 0.6170 | 0.6932 | 0.2198 | 0.7767 | 0.6566 | 0.6872 | | 0.2532 | 9.78 | 3620 | 0.5049 | 0.6306 | 0.7512 | 0.8496 | 0.9240 | 0.7889 | 0.8525 | 0.2410 | 0.8835 | 0.8878 | 0.6805 | 0.8519 | 0.6169 | 0.7121 | 0.2170 | 0.7640 | 0.6092 | 0.6431 | | 0.2531 | 9.84 | 3640 | 0.5668 | 0.6233 | 0.7411 | 0.8455 | 0.9174 | 0.7899 | 0.8713 | 0.2093 | 0.9009 | 0.8674 | 0.6317 | 0.8491 | 0.6313 | 0.7216 | 0.1999 | 0.7567 | 0.6000 | 0.6047 | | 0.3244 | 9.89 | 3660 | 0.4870 | 0.6367 | 0.7559 | 0.8511 | 0.9225 | 0.7980 | 0.8690 | 0.2314 | 0.8682 | 0.8685 | 0.7336 | 0.8426 | 0.6276 | 0.7218 | 0.2131 | 0.7621 | 0.6332 | 0.6562 | | 0.3462 | 9.95 | 3680 | 0.4665 | 0.6484 | 0.7570 | 0.8559 | 0.9199 | 0.7983 | 0.8409 | 0.2922 | 0.9087 | 0.8058 | 0.7329 | 0.8451 | 0.6295 | 0.7338 | 0.2421 | 0.7675 | 0.6561 | 0.6645 | | 0.2696 | 10.0 | 3700 | 0.4992 | 0.6435 | 0.7724 | 0.8490 | 0.9367 | 0.8250 | 0.8525 | 0.3325 | 0.8302 | 0.9063 | 0.7233 | 0.8432 | 0.6292 | 0.7233 | 0.2585 | 0.7468 | 0.6196 | 0.6836 | | 0.222 | 10.05 | 3720 | 0.5267 | 0.6330 | 0.7377 | 0.8501 | 0.9394 | 0.7026 | 0.8474 | 0.2624 | 0.8881 | 0.8405 | 0.6837 | 0.8387 | 0.6013 | 0.7017 | 0.2284 | 0.7602 | 0.6451 | 0.6560 | | 0.2664 | 10.11 | 3740 | 0.5410 | 0.6260 | 0.7360 | 0.8483 | 0.9426 | 0.7152 | 0.8853 | 0.2218 | 0.8748 | 0.8489 | 0.6637 | 0.8366 | 0.5996 | 0.6909 | 0.2039 | 0.7622 | 0.6476 | 0.6412 | | 0.2781 | 10.16 | 3760 | 0.5097 | 0.6388 | 0.7517 | 0.8505 | 0.9412 | 0.7972 | 0.8182 | 0.3013 | 0.8886 | 0.8599 | 0.6557 | 0.8404 | 0.6270 | 0.7066 | 0.2735 | 0.7690 | 0.6248 | 0.6306 | | 0.5718 | 10.22 | 3780 | 0.5386 | 0.6310 | 0.7449 | 0.8479 | 0.9241 | 0.7839 | 0.8531 | 0.2818 | 0.9130 | 0.8328 | 0.6259 | 0.8472 | 0.6245 | 0.6964 | 0.2648 | 0.7662 | 0.6125 | 0.6057 | | 0.3323 | 10.27 | 3800 | 0.5057 | 0.6474 | 0.7612 | 0.8553 | 0.9438 | 0.7995 | 0.8491 | 0.3262 | 0.8858 | 0.8575 | 0.6663 | 0.8514 | 0.6334 | 0.7173 | 0.2923 | 0.7740 | 0.6233 | 0.6401 | | 0.2535 | 10.32 | 3820 | 0.4864 | 0.6508 | 0.7772 | 0.8539 | 0.9348 | 0.8188 | 0.8595 | 0.3668 | 0.8533 | 0.9004 | 0.7066 | 0.8549 | 0.6386 | 0.7164 | 0.3057 | 0.7661 | 0.6034 | 0.6703 | | 0.2513 | 10.38 | 3840 | 0.4820 | 0.6559 | 0.7743 | 0.8590 | 0.9271 | 0.8306 | 0.8680 | 0.3402 | 0.8907 | 0.8532 | 0.7101 | 0.8514 | 0.6283 | 0.7173 | 0.3062 | 0.7780 | 0.6423 | 0.6679 | | 0.2741 | 10.43 | 3860 | 0.5181 | 0.6403 | 0.7528 | 0.8539 | 0.9213 | 0.8096 | 0.8833 | 0.2397 | 0.9053 | 0.8223 | 0.6879 | 0.8444 | 0.6411 | 0.7162 | 0.2174 | 0.7690 | 0.6400 | 0.6544 | | 0.8793 | 10.49 | 3880 | 0.4984 | 0.6440 | 0.7639 | 0.8517 | 0.9169 | 0.8168 | 0.8769 | 0.2930 | 0.8877 | 0.8771 | 0.6787 | 0.8444 | 0.6414 | 0.7151 | 0.2617 | 0.7619 | 0.6341 | 0.6493 | | 0.1981 | 10.54 | 3900 | 0.4780 | 0.6594 | 0.7710 | 0.8586 | 0.9176 | 0.8092 | 0.8522 | 0.3386 | 0.9015 | 0.8517 | 0.7263 | 0.8463 | 0.6438 | 0.7207 | 0.2899 | 0.7663 | 0.6628 | 0.6859 | | 0.232 | 10.59 | 3920 | 0.5167 | 0.6511 | 0.7649 | 0.8547 | 0.9196 | 0.8068 | 0.8453 | 0.3311 | 0.9019 | 0.8566 | 0.6927 | 0.8482 | 0.6453 | 0.7203 | 0.2824 | 0.7647 | 0.6404 | 0.6563 | | 0.2689 | 10.65 | 3940 | 0.5264 | 0.6488 | 0.7711 | 0.8512 | 0.9278 | 0.7952 | 0.8249 | 0.4003 | 0.8760 | 0.8924 | 0.6813 | 0.8488 | 0.6369 | 0.7129 | 0.3246 | 0.7671 | 0.6110 | 0.6406 | | 0.1742 | 10.7 | 3960 | 0.5162 | 0.6502 | 0.7691 | 0.8523 | 0.9240 | 0.7972 | 0.8463 | 0.3970 | 0.8934 | 0.8609 | 0.6652 | 0.8492 | 0.6400 | 0.7237 | 0.3181 | 0.7660 | 0.6205 | 0.6342 | | 0.222 | 10.76 | 3980 | 0.5389 | 0.6423 | 0.7566 | 0.8502 | 0.9202 | 0.7810 | 0.8767 | 0.3457 | 0.9085 | 0.8190 | 0.6451 | 0.8469 | 0.6284 | 0.7230 | 0.2974 | 0.7626 | 0.6185 | 0.6190 | | 0.2272 | 10.81 | 4000 | 0.4768 | 0.6573 | 0.7875 | 0.8536 | 0.9280 | 0.8281 | 0.8720 | 0.4758 | 0.8738 | 0.8815 | 0.6530 | 0.8523 | 0.6409 | 0.7267 | 0.3596 | 0.7681 | 0.6201 | 0.6333 | | 0.2723 | 10.86 | 4020 | 0.5040 | 0.6509 | 0.7717 | 0.8497 | 0.9268 | 0.8270 | 0.8522 | 0.3997 | 0.8792 | 0.8588 | 0.6585 | 0.8373 | 0.6435 | 0.7311 | 0.3299 | 0.7586 | 0.6258 | 0.6302 | | 0.4227 | 10.92 | 4040 | 0.4656 | 0.6675 | 0.7905 | 0.8581 | 0.9186 | 0.8039 | 0.8517 | 0.4886 | 0.8878 | 0.8817 | 0.7010 | 0.8500 | 0.6477 | 0.7334 | 0.3644 | 0.7714 | 0.6385 | 0.6674 | | 0.9581 | 10.97 | 4060 | 0.4638 | 0.6638 | 0.7771 | 0.8599 | 0.9080 | 0.7801 | 0.8618 | 0.3977 | 0.9084 | 0.8405 | 0.7430 | 0.8427 | 0.6323 | 0.7230 | 0.3115 | 0.7738 | 0.6612 | 0.7023 | | 0.4865 | 11.03 | 4080 | 0.4606 | 0.6638 | 0.7695 | 0.8627 | 0.9236 | 0.7933 | 0.8436 | 0.3630 | 0.9192 | 0.8099 | 0.7338 | 0.8460 | 0.6406 | 0.7266 | 0.2974 | 0.7820 | 0.6514 | 0.7030 | | 0.2958 | 11.08 | 4100 | 0.4746 | 0.6577 | 0.7702 | 0.8591 | 0.9375 | 0.8022 | 0.8415 | 0.4017 | 0.9028 | 0.8131 | 0.6925 | 0.8451 | 0.6342 | 0.7239 | 0.3162 | 0.7863 | 0.6310 | 0.6672 | | 0.204 | 11.14 | 4120 | 0.4865 | 0.6588 | 0.7797 | 0.8551 | 0.9286 | 0.7847 | 0.8519 | 0.4563 | 0.8801 | 0.8700 | 0.6866 | 0.8425 | 0.6406 | 0.7253 | 0.3448 | 0.7757 | 0.6240 | 0.6587 | | 0.3136 | 11.19 | 4140 | 0.5041 | 0.6539 | 0.7715 | 0.8530 | 0.9247 | 0.7921 | 0.8544 | 0.3816 | 0.8800 | 0.8821 | 0.6854 | 0.8392 | 0.6458 | 0.7209 | 0.3240 | 0.7690 | 0.6202 | 0.6581 | | 0.1468 | 11.24 | 4160 | 0.5141 | 0.6515 | 0.7695 | 0.8524 | 0.9308 | 0.8031 | 0.8590 | 0.3976 | 0.8858 | 0.8473 | 0.6632 | 0.8433 | 0.6452 | 0.7195 | 0.3288 | 0.7697 | 0.6182 | 0.6360 | | 0.3071 | 11.3 | 4180 | 0.4866 | 0.6558 | 0.7711 | 0.8545 | 0.9143 | 0.7799 | 0.8497 | 0.4173 | 0.9083 | 0.8430 | 0.6850 | 0.8477 | 0.6257 | 0.7289 | 0.3412 | 0.7654 | 0.6273 | 0.6542 | | 0.4639 | 11.35 | 4200 | 0.5634 | 0.6330 | 0.7501 | 0.8449 | 0.9184 | 0.7348 | 0.8655 | 0.3582 | 0.8991 | 0.8456 | 0.6293 | 0.8398 | 0.5997 | 0.7139 | 0.3168 | 0.7637 | 0.5963 | 0.6013 | | 0.3086 | 11.41 | 4220 | 0.4990 | 0.6492 | 0.7631 | 0.8540 | 0.9332 | 0.7973 | 0.8607 | 0.3572 | 0.8947 | 0.8304 | 0.6683 | 0.8470 | 0.6370 | 0.7228 | 0.3153 | 0.7743 | 0.6128 | 0.6351 | | 0.2677 | 11.46 | 4240 | 0.5363 | 0.6493 | 0.7661 | 0.8506 | 0.9461 | 0.7764 | 0.8798 | 0.4247 | 0.8745 | 0.8349 | 0.6266 | 0.8418 | 0.6396 | 0.7145 | 0.3586 | 0.7715 | 0.6140 | 0.6052 | | 0.5276 | 11.51 | 4260 | 0.5128 | 0.6576 | 0.7816 | 0.8549 | 0.9327 | 0.8229 | 0.8566 | 0.4416 | 0.8763 | 0.8669 | 0.6744 | 0.8529 | 0.6394 | 0.7179 | 0.3740 | 0.7766 | 0.6026 | 0.6397 | | 0.1893 | 11.57 | 4280 | 0.5024 | 0.6560 | 0.7728 | 0.8552 | 0.9365 | 0.7838 | 0.8439 | 0.4367 | 0.8885 | 0.8542 | 0.6657 | 0.8516 | 0.6314 | 0.7172 | 0.3641 | 0.7748 | 0.6155 | 0.6371 | | 0.5181 | 11.62 | 4300 | 0.5177 | 0.6635 | 0.7851 | 0.8560 | 0.9365 | 0.7863 | 0.8552 | 0.4737 | 0.8597 | 0.8752 | 0.7092 | 0.8470 | 0.6361 | 0.7178 | 0.3697 | 0.7634 | 0.6371 | 0.6734 | | 0.1531 | 11.68 | 4320 | 0.4930 | 0.6681 | 0.7778 | 0.8608 | 0.9324 | 0.7946 | 0.8571 | 0.4233 | 0.8929 | 0.8167 | 0.7276 | 0.8438 | 0.6394 | 0.7219 | 0.3456 | 0.7731 | 0.6716 | 0.6816 | | 0.4142 | 11.73 | 4340 | 0.5438 | 0.6433 | 0.7604 | 0.8520 | 0.9311 | 0.7925 | 0.8741 | 0.3228 | 0.8829 | 0.8421 | 0.6770 | 0.8463 | 0.6215 | 0.7078 | 0.2844 | 0.7625 | 0.6318 | 0.6487 | | 0.3147 | 11.78 | 4360 | 0.5602 | 0.6446 | 0.7527 | 0.8519 | 0.9302 | 0.6861 | 0.8605 | 0.4065 | 0.9066 | 0.8237 | 0.6554 | 0.8485 | 0.5801 | 0.7181 | 0.3362 | 0.7617 | 0.6371 | 0.6302 | | 0.1662 | 11.84 | 4380 | 0.5133 | 0.6576 | 0.7686 | 0.8594 | 0.9240 | 0.7485 | 0.8682 | 0.3765 | 0.8988 | 0.8389 | 0.7254 | 0.8519 | 0.6029 | 0.7127 | 0.3211 | 0.7693 | 0.6563 | 0.6893 | | 0.4525 | 11.89 | 4400 | 0.5253 | 0.6510 | 0.7614 | 0.8559 | 0.9328 | 0.7342 | 0.8650 | 0.3537 | 0.8844 | 0.8503 | 0.7096 | 0.8464 | 0.5979 | 0.7092 | 0.3070 | 0.7626 | 0.6538 | 0.6799 | | 0.2606 | 11.95 | 4420 | 0.4896 | 0.6631 | 0.7847 | 0.8596 | 0.9294 | 0.8303 | 0.8733 | 0.3868 | 0.8694 | 0.8710 | 0.7328 | 0.8494 | 0.6321 | 0.7254 | 0.3196 | 0.7677 | 0.6500 | 0.6979 | | 0.1993 | 12.0 | 4440 | 0.4762 | 0.6705 | 0.7897 | 0.8649 | 0.9378 | 0.8444 | 0.8635 | 0.3950 | 0.8757 | 0.8762 | 0.7351 | 0.8591 | 0.6378 | 0.7237 | 0.3338 | 0.7772 | 0.6523 | 0.7093 | | 0.361 | 12.05 | 4460 | 0.4933 | 0.6619 | 0.7725 | 0.8595 | 0.9189 | 0.7869 | 0.8669 | 0.3713 | 0.9037 | 0.8365 | 0.7232 | 0.8516 | 0.6350 | 0.7266 | 0.3147 | 0.7655 | 0.6534 | 0.6863 | | 0.3764 | 12.11 | 4480 | 0.5137 | 0.6559 | 0.7727 | 0.8585 | 0.9249 | 0.8356 | 0.8850 | 0.3418 | 0.8996 | 0.8297 | 0.6927 | 0.8472 | 0.6346 | 0.7202 | 0.2982 | 0.7767 | 0.6531 | 0.6616 | | 0.4513 | 12.16 | 4500 | 0.5150 | 0.6554 | 0.7713 | 0.8582 | 0.9374 | 0.7756 | 0.8589 | 0.3849 | 0.8833 | 0.8620 | 0.6970 | 0.8489 | 0.6056 | 0.7141 | 0.3232 | 0.7750 | 0.6528 | 0.6683 | | 0.2774 | 12.22 | 4520 | 0.5390 | 0.6473 | 0.7651 | 0.8538 | 0.9131 | 0.7244 | 0.8835 | 0.3934 | 0.9011 | 0.8515 | 0.6888 | 0.8508 | 0.5802 | 0.7026 | 0.3266 | 0.7656 | 0.6481 | 0.6570 | | 0.4331 | 12.27 | 4540 | 0.5406 | 0.6468 | 0.7604 | 0.8556 | 0.9177 | 0.7400 | 0.8834 | 0.3289 | 0.9016 | 0.8526 | 0.6990 | 0.8504 | 0.5986 | 0.7112 | 0.2844 | 0.7685 | 0.6497 | 0.6646 | | 0.269 | 12.32 | 4560 | 0.4955 | 0.6570 | 0.7737 | 0.8607 | 0.9215 | 0.8144 | 0.8848 | 0.3242 | 0.8973 | 0.8554 | 0.7181 | 0.8550 | 0.6359 | 0.7045 | 0.2870 | 0.7785 | 0.6544 | 0.6840 | | 0.1178 | 12.38 | 4580 | 0.4399 | 0.6785 | 0.7848 | 0.8723 | 0.9266 | 0.8191 | 0.8578 | 0.3717 | 0.9180 | 0.8221 | 0.7786 | 0.8594 | 0.6457 | 0.7255 | 0.3142 | 0.7969 | 0.6697 | 0.7381 | | 0.1972 | 12.43 | 4600 | 0.4786 | 0.6660 | 0.7800 | 0.8644 | 0.9281 | 0.8007 | 0.8818 | 0.3687 | 0.8967 | 0.8616 | 0.7221 | 0.8545 | 0.6375 | 0.7235 | 0.3031 | 0.7838 | 0.6644 | 0.6952 | | 0.2086 | 12.49 | 4620 | 0.4917 | 0.6647 | 0.7764 | 0.8632 | 0.9434 | 0.7962 | 0.8712 | 0.3779 | 0.8858 | 0.8497 | 0.7104 | 0.8561 | 0.6356 | 0.7306 | 0.3073 | 0.7771 | 0.6649 | 0.6815 | | 0.405 | 12.54 | 4640 | 0.5377 | 0.6600 | 0.7744 | 0.8588 | 0.9330 | 0.7947 | 0.8525 | 0.4003 | 0.8970 | 0.8700 | 0.6731 | 0.8573 | 0.6448 | 0.7387 | 0.3228 | 0.7733 | 0.6379 | 0.6454 | | 0.2407 | 12.59 | 4660 | 0.4678 | 0.6726 | 0.7849 | 0.8648 | 0.9324 | 0.7947 | 0.8651 | 0.4104 | 0.8847 | 0.8578 | 0.7490 | 0.8542 | 0.6512 | 0.7350 | 0.3193 | 0.7754 | 0.6605 | 0.7129 | | 0.4881 | 12.65 | 4680 | 0.4741 | 0.6735 | 0.7863 | 0.8655 | 0.9352 | 0.7932 | 0.8620 | 0.4271 | 0.8889 | 0.8701 | 0.7275 | 0.8559 | 0.6476 | 0.7356 | 0.3378 | 0.7817 | 0.6582 | 0.6976 | | 0.3421 | 12.7 | 4700 | 0.4710 | 0.6719 | 0.7815 | 0.8656 | 0.9307 | 0.7652 | 0.8420 | 0.4211 | 0.8984 | 0.8744 | 0.7387 | 0.8576 | 0.6368 | 0.7315 | 0.3343 | 0.7810 | 0.6617 | 0.7005 | | 0.339 | 12.76 | 4720 | 0.5162 | 0.6578 | 0.7792 | 0.8575 | 0.9283 | 0.7972 | 0.8548 | 0.4277 | 0.8903 | 0.8769 | 0.6789 | 0.8588 | 0.6288 | 0.7307 | 0.3317 | 0.7726 | 0.6334 | 0.6486 | | 0.1653 | 12.81 | 4740 | 0.5618 | 0.6400 | 0.7534 | 0.8518 | 0.9296 | 0.7189 | 0.8702 | 0.3516 | 0.8962 | 0.8435 | 0.6635 | 0.8530 | 0.5911 | 0.7115 | 0.2914 | 0.7622 | 0.6354 | 0.6355 | | 0.213 | 12.86 | 4760 | 0.6174 | 0.6270 | 0.7464 | 0.8429 | 0.9244 | 0.7146 | 0.8693 | 0.3455 | 0.8871 | 0.8728 | 0.6113 | 0.8467 | 0.5855 | 0.7121 | 0.2987 | 0.7532 | 0.6076 | 0.5854 | | 0.2808 | 12.92 | 4780 | 0.5969 | 0.6418 | 0.7616 | 0.8483 | 0.9257 | 0.7401 | 0.8735 | 0.4186 | 0.8922 | 0.8546 | 0.6263 | 0.8467 | 0.5884 | 0.7277 | 0.3514 | 0.7626 | 0.6172 | 0.5986 | | 0.2436 | 12.97 | 4800 | 0.5843 | 0.6322 | 0.7486 | 0.8432 | 0.9147 | 0.7072 | 0.8638 | 0.3813 | 0.9016 | 0.8536 | 0.6180 | 0.8410 | 0.5890 | 0.7187 | 0.3274 | 0.7556 | 0.6094 | 0.5841 | | 0.2076 | 13.03 | 4820 | 0.5755 | 0.6269 | 0.7466 | 0.8446 | 0.9314 | 0.7117 | 0.8873 | 0.3420 | 0.8854 | 0.8666 | 0.6021 | 0.8448 | 0.5825 | 0.7051 | 0.3008 | 0.7672 | 0.6150 | 0.5727 | | 0.289 | 13.08 | 4840 | 0.5757 | 0.6332 | 0.7563 | 0.8459 | 0.9230 | 0.7370 | 0.8729 | 0.3790 | 0.8907 | 0.8828 | 0.6087 | 0.8474 | 0.5776 | 0.7105 | 0.3302 | 0.7638 | 0.6227 | 0.5802 | | 0.2963 | 13.14 | 4860 | 0.5199 | 0.6485 | 0.7678 | 0.8543 | 0.9310 | 0.7834 | 0.8680 | 0.3795 | 0.8896 | 0.8592 | 0.6637 | 0.8538 | 0.6126 | 0.7216 | 0.3186 | 0.7708 | 0.6309 | 0.6314 | | 0.2072 | 13.19 | 4880 | 0.5422 | 0.6480 | 0.7643 | 0.8539 | 0.9289 | 0.7738 | 0.8613 | 0.3749 | 0.8995 | 0.8637 | 0.6480 | 0.8486 | 0.6122 | 0.7262 | 0.3209 | 0.7736 | 0.6303 | 0.6239 | | 0.436 | 13.24 | 4900 | 0.4915 | 0.6580 | 0.7761 | 0.8595 | 0.9245 | 0.8288 | 0.8618 | 0.3524 | 0.8963 | 0.8711 | 0.6982 | 0.8540 | 0.6318 | 0.7307 | 0.3097 | 0.7764 | 0.6368 | 0.6667 | | 0.1602 | 13.3 | 4920 | 0.4685 | 0.6640 | 0.7795 | 0.8624 | 0.9315 | 0.7810 | 0.8780 | 0.4048 | 0.8896 | 0.8513 | 0.7204 | 0.8553 | 0.6160 | 0.7197 | 0.3329 | 0.7781 | 0.6548 | 0.6912 | | 0.3805 | 13.35 | 4940 | 0.5413 | 0.6435 | 0.7730 | 0.8513 | 0.9187 | 0.8250 | 0.8728 | 0.3808 | 0.8915 | 0.8852 | 0.6374 | 0.8540 | 0.6100 | 0.7198 | 0.3229 | 0.7735 | 0.6140 | 0.6101 | | 0.4563 | 13.41 | 4960 | 0.5416 | 0.6525 | 0.7747 | 0.8543 | 0.9274 | 0.7967 | 0.8779 | 0.4147 | 0.8917 | 0.8720 | 0.6423 | 0.8580 | 0.6384 | 0.7283 | 0.3407 | 0.7746 | 0.6153 | 0.6122 | | 0.267 | 13.46 | 4980 | 0.5113 | 0.6588 | 0.7812 | 0.8568 | 0.9382 | 0.7916 | 0.8762 | 0.4375 | 0.8683 | 0.8744 | 0.6822 | 0.8510 | 0.6396 | 0.7273 | 0.3327 | 0.7739 | 0.6353 | 0.6518 | | 0.6845 | 13.51 | 5000 | 0.5037 | 0.6550 | 0.7751 | 0.8550 | 0.9392 | 0.8143 | 0.8723 | 0.3970 | 0.8677 | 0.8411 | 0.6943 | 0.8426 | 0.6345 | 0.7289 | 0.3052 | 0.7669 | 0.6471 | 0.6599 | | 0.1488 | 13.57 | 5020 | 0.5335 | 0.6573 | 0.7741 | 0.8590 | 0.9272 | 0.8093 | 0.8577 | 0.3777 | 0.9026 | 0.8665 | 0.6775 | 0.8564 | 0.6379 | 0.7349 | 0.3104 | 0.7792 | 0.6336 | 0.6484 | | 0.1949 | 13.62 | 5040 | 0.5214 | 0.6620 | 0.7775 | 0.8619 | 0.9325 | 0.8244 | 0.8598 | 0.3807 | 0.9002 | 0.8461 | 0.6987 | 0.8608 | 0.6363 | 0.7327 | 0.3203 | 0.7786 | 0.6393 | 0.6659 | | 0.4794 | 13.68 | 5060 | 0.5203 | 0.6614 | 0.7757 | 0.8581 | 0.9444 | 0.7886 | 0.8708 | 0.4144 | 0.8738 | 0.8486 | 0.6892 | 0.8443 | 0.6368 | 0.7275 | 0.3321 | 0.7720 | 0.6560 | 0.6613 | | 0.2998 | 13.73 | 5080 | 0.5237 | 0.6633 | 0.7798 | 0.8607 | 0.9358 | 0.7775 | 0.8733 | 0.4340 | 0.8893 | 0.8634 | 0.6851 | 0.8573 | 0.6327 | 0.7282 | 0.3478 | 0.7804 | 0.6400 | 0.6566 | | 0.8203 | 13.78 | 5100 | 0.5309 | 0.6594 | 0.7770 | 0.8581 | 0.9316 | 0.7465 | 0.8602 | 0.4284 | 0.8769 | 0.8855 | 0.7096 | 0.8530 | 0.6185 | 0.7228 | 0.3431 | 0.7744 | 0.6370 | 0.6670 | | 1.1222 | 13.84 | 5120 | 0.4967 | 0.6640 | 0.7765 | 0.8634 | 0.9377 | 0.7554 | 0.8599 | 0.4007 | 0.8864 | 0.8661 | 0.7291 | 0.8575 | 0.6160 | 0.7193 | 0.3240 | 0.7801 | 0.6577 | 0.6934 | | 0.2649 | 13.89 | 5140 | 0.4936 | 0.6591 | 0.7698 | 0.8601 | 0.9344 | 0.7570 | 0.8611 | 0.3866 | 0.8931 | 0.8430 | 0.7132 | 0.8516 | 0.6254 | 0.7221 | 0.3015 | 0.7742 | 0.6562 | 0.6825 | | 0.2577 | 13.95 | 5160 | 0.4935 | 0.6677 | 0.7870 | 0.8623 | 0.9258 | 0.8153 | 0.8599 | 0.4207 | 0.8869 | 0.8703 | 0.7301 | 0.8571 | 0.6292 | 0.7339 | 0.3240 | 0.7691 | 0.6576 | 0.7027 | | 0.2886 | 14.0 | 5180 | 0.4860 | 0.6743 | 0.7872 | 0.8663 | 0.9402 | 0.8277 | 0.8624 | 0.4220 | 0.8930 | 0.8478 | 0.7170 | 0.8584 | 0.6430 | 0.7352 | 0.3487 | 0.7815 | 0.6631 | 0.6903 | | 0.1118 | 14.05 | 5200 | 0.5314 | 0.6641 | 0.7930 | 0.8563 | 0.9215 | 0.8268 | 0.8690 | 0.4832 | 0.8762 | 0.8957 | 0.6789 | 0.8520 | 0.6447 | 0.7356 | 0.3692 | 0.7705 | 0.6249 | 0.6515 | | 1.741 | 14.11 | 5220 | 0.5089 | 0.6755 | 0.7958 | 0.8649 | 0.9226 | 0.8303 | 0.8835 | 0.4567 | 0.8926 | 0.8588 | 0.7258 | 0.8586 | 0.6438 | 0.7323 | 0.3672 | 0.7796 | 0.6584 | 0.6886 | | 0.2747 | 14.16 | 5240 | 0.5532 | 0.6590 | 0.7828 | 0.8574 | 0.9332 | 0.8041 | 0.8984 | 0.4260 | 0.8748 | 0.8732 | 0.6701 | 0.8538 | 0.6292 | 0.7184 | 0.3530 | 0.7760 | 0.6404 | 0.6422 | | 0.3364 | 14.22 | 5260 | 0.4954 | 0.6721 | 0.7866 | 0.8654 | 0.9404 | 0.8099 | 0.8695 | 0.4120 | 0.8816 | 0.8706 | 0.7220 | 0.8585 | 0.6431 | 0.7299 | 0.3425 | 0.7808 | 0.6621 | 0.6881 | | 0.1092 | 14.27 | 5280 | 0.5403 | 0.6668 | 0.7817 | 0.8622 | 0.9326 | 0.8063 | 0.8576 | 0.4038 | 0.8934 | 0.8883 | 0.6903 | 0.8572 | 0.6428 | 0.7290 | 0.3439 | 0.7786 | 0.6526 | 0.6633 | | 0.2543 | 14.32 | 5300 | 0.4710 | 0.6751 | 0.7858 | 0.8670 | 0.9426 | 0.7976 | 0.8665 | 0.4427 | 0.8981 | 0.8497 | 0.7031 | 0.8563 | 0.6373 | 0.7316 | 0.3588 | 0.7888 | 0.6727 | 0.6801 | | 0.3732 | 14.38 | 5320 | 0.4648 | 0.6833 | 0.7912 | 0.8718 | 0.9385 | 0.8005 | 0.8569 | 0.4450 | 0.9034 | 0.8450 | 0.7491 | 0.8626 | 0.6390 | 0.7351 | 0.3665 | 0.7912 | 0.6732 | 0.7156 | | 0.1528 | 14.43 | 5340 | 0.4656 | 0.6879 | 0.8058 | 0.8715 | 0.9340 | 0.7962 | 0.8489 | 0.5164 | 0.8816 | 0.8936 | 0.7699 | 0.8629 | 0.6477 | 0.7363 | 0.3880 | 0.7920 | 0.6534 | 0.7350 | | 0.3244 | 14.49 | 5360 | 0.4819 | 0.6799 | 0.7992 | 0.8675 | 0.9388 | 0.8142 | 0.8677 | 0.4842 | 0.8772 | 0.8797 | 0.7327 | 0.8593 | 0.6425 | 0.7292 | 0.3777 | 0.7863 | 0.6673 | 0.6971 | | 0.2471 | 14.54 | 5380 | 0.5574 | 0.6558 | 0.7864 | 0.8540 | 0.9270 | 0.8175 | 0.8705 | 0.4817 | 0.8815 | 0.8864 | 0.6402 | 0.8534 | 0.6300 | 0.7209 | 0.3702 | 0.7775 | 0.6240 | 0.6144 | | 0.3905 | 14.59 | 5400 | 0.5166 | 0.6629 | 0.7812 | 0.8599 | 0.9366 | 0.7865 | 0.8554 | 0.4319 | 0.8837 | 0.8957 | 0.6788 | 0.8558 | 0.6376 | 0.7243 | 0.3525 | 0.7819 | 0.6397 | 0.6484 | | 0.2366 | 14.65 | 5420 | 0.5017 | 0.6705 | 0.7890 | 0.8655 | 0.9361 | 0.8299 | 0.8475 | 0.4132 | 0.8866 | 0.8847 | 0.7248 | 0.8625 | 0.6383 | 0.7279 | 0.3406 | 0.7848 | 0.6503 | 0.6891 | | 0.432 | 14.7 | 5440 | 0.4907 | 0.6696 | 0.7843 | 0.8641 | 0.9378 | 0.8229 | 0.8357 | 0.4179 | 0.8963 | 0.8825 | 0.6968 | 0.8566 | 0.6400 | 0.7348 | 0.3492 | 0.7864 | 0.6542 | 0.6657 | | 0.2797 | 14.76 | 5460 | 0.4823 | 0.6714 | 0.7822 | 0.8653 | 0.9368 | 0.8077 | 0.8301 | 0.4094 | 0.9018 | 0.8876 | 0.7023 | 0.8565 | 0.6441 | 0.7392 | 0.3449 | 0.7876 | 0.6568 | 0.6703 | | 0.284 | 14.81 | 5480 | 0.4817 | 0.6763 | 0.7882 | 0.8668 | 0.9367 | 0.8150 | 0.8322 | 0.4407 | 0.9015 | 0.8829 | 0.7081 | 0.8558 | 0.6383 | 0.7339 | 0.3713 | 0.7894 | 0.6701 | 0.6750 | | 0.2486 | 14.86 | 5500 | 0.4743 | 0.6813 | 0.7975 | 0.8687 | 0.9381 | 0.8057 | 0.8638 | 0.4659 | 0.8777 | 0.8788 | 0.7525 | 0.8623 | 0.6416 | 0.7306 | 0.3675 | 0.7811 | 0.6758 | 0.7099 | | 1.0494 | 14.92 | 5520 | 0.5004 | 0.6725 | 0.7994 | 0.8636 | 0.9386 | 0.8408 | 0.8609 | 0.4807 | 0.8660 | 0.8867 | 0.7218 | 0.8614 | 0.6357 | 0.7276 | 0.3682 | 0.7776 | 0.6499 | 0.6868 | | 0.3282 | 14.97 | 5540 | 0.5212 | 0.6602 | 0.7826 | 0.8605 | 0.9357 | 0.7940 | 0.8699 | 0.4259 | 0.8818 | 0.8824 | 0.6886 | 0.8602 | 0.6045 | 0.7202 | 0.3520 | 0.7798 | 0.6460 | 0.6589 | | 0.46 | 15.03 | 5560 | 0.5118 | 0.6684 | 0.7767 | 0.8662 | 0.9354 | 0.7391 | 0.8666 | 0.4207 | 0.9038 | 0.8428 | 0.7282 | 0.8651 | 0.5993 | 0.7243 | 0.3519 | 0.7805 | 0.6659 | 0.6919 | | 0.2936 | 15.08 | 5580 | 0.5192 | 0.6659 | 0.7882 | 0.8609 | 0.9319 | 0.7430 | 0.8424 | 0.4950 | 0.8729 | 0.9068 | 0.7252 | 0.8666 | 0.6054 | 0.7200 | 0.3753 | 0.7690 | 0.6397 | 0.6850 | | 0.2287 | 15.14 | 5600 | 0.5296 | 0.6573 | 0.7719 | 0.8597 | 0.9304 | 0.7450 | 0.8833 | 0.4235 | 0.9021 | 0.8333 | 0.6860 | 0.8564 | 0.5819 | 0.6972 | 0.3501 | 0.7769 | 0.6834 | 0.6549 | | 0.2904 | 15.19 | 5620 | 0.5371 | 0.6618 | 0.7742 | 0.8605 | 0.9246 | 0.7525 | 0.8723 | 0.4390 | 0.9128 | 0.8294 | 0.6886 | 0.8538 | 0.5983 | 0.7007 | 0.3598 | 0.7777 | 0.6826 | 0.6598 | | 0.1743 | 15.24 | 5640 | 0.5354 | 0.6642 | 0.7898 | 0.8575 | 0.9329 | 0.7826 | 0.8584 | 0.5319 | 0.8819 | 0.8765 | 0.6645 | 0.8481 | 0.6236 | 0.7261 | 0.3739 | 0.7773 | 0.6612 | 0.6392 | | 0.4112 | 15.3 | 5660 | 0.5052 | 0.6723 | 0.7901 | 0.8614 | 0.9394 | 0.7820 | 0.8536 | 0.5162 | 0.8812 | 0.8633 | 0.6952 | 0.8488 | 0.6356 | 0.7324 | 0.3818 | 0.7787 | 0.6688 | 0.6597 | | 0.1699 | 15.35 | 5680 | 0.5328 | 0.6690 | 0.7797 | 0.8637 | 0.9333 | 0.7722 | 0.8553 | 0.4220 | 0.8983 | 0.8682 | 0.7089 | 0.8566 | 0.6303 | 0.7255 | 0.3521 | 0.7796 | 0.6592 | 0.6794 | | 0.1916 | 15.41 | 5700 | 0.5239 | 0.6685 | 0.7828 | 0.8634 | 0.9350 | 0.7994 | 0.8497 | 0.4325 | 0.8972 | 0.8660 | 0.7002 | 0.8583 | 0.6314 | 0.7261 | 0.3546 | 0.7807 | 0.6584 | 0.6700 | | 0.3017 | 15.46 | 5720 | 0.5202 | 0.6667 | 0.7874 | 0.8611 | 0.9378 | 0.7855 | 0.8547 | 0.4498 | 0.8691 | 0.9042 | 0.7106 | 0.8612 | 0.6321 | 0.7219 | 0.3577 | 0.7716 | 0.6448 | 0.6778 | | 0.4613 | 15.51 | 5740 | 0.5305 | 0.6689 | 0.7846 | 0.8637 | 0.9371 | 0.7753 | 0.8568 | 0.4424 | 0.8864 | 0.8865 | 0.7077 | 0.8621 | 0.6225 | 0.7240 | 0.3623 | 0.7787 | 0.6559 | 0.6766 | | 0.2427 | 15.57 | 5760 | 0.5309 | 0.6718 | 0.7882 | 0.8649 | 0.9307 | 0.8135 | 0.8612 | 0.4478 | 0.8997 | 0.8510 | 0.7136 | 0.8624 | 0.6301 | 0.7245 | 0.3640 | 0.7804 | 0.6637 | 0.6777 | | 0.1715 | 15.62 | 5780 | 0.5624 | 0.6562 | 0.7710 | 0.8575 | 0.9419 | 0.7407 | 0.8751 | 0.4462 | 0.8906 | 0.8442 | 0.6581 | 0.8581 | 0.6136 | 0.7169 | 0.3606 | 0.7771 | 0.6393 | 0.6281 | | 0.1743 | 15.68 | 5800 | 0.5858 | 0.6474 | 0.7718 | 0.8515 | 0.9255 | 0.7338 | 0.8919 | 0.4446 | 0.8790 | 0.8760 | 0.6516 | 0.8540 | 0.6027 | 0.7056 | 0.3599 | 0.7700 | 0.6193 | 0.6204 | | 0.1497 | 15.73 | 5820 | 0.5603 | 0.6659 | 0.7830 | 0.8595 | 0.9291 | 0.7782 | 0.8759 | 0.4456 | 0.8845 | 0.8723 | 0.6953 | 0.8559 | 0.6379 | 0.7309 | 0.3684 | 0.7730 | 0.6350 | 0.6600 | | 0.1704 | 15.78 | 5840 | 0.5118 | 0.6780 | 0.7864 | 0.8685 | 0.9415 | 0.7931 | 0.8423 | 0.4234 | 0.8912 | 0.8696 | 0.7442 | 0.8624 | 0.6468 | 0.7316 | 0.3559 | 0.7839 | 0.6621 | 0.7033 | | 0.2139 | 15.84 | 5860 | 0.5604 | 0.6598 | 0.7785 | 0.8575 | 0.9417 | 0.7978 | 0.8686 | 0.4478 | 0.8864 | 0.8622 | 0.6453 | 0.8534 | 0.6459 | 0.7270 | 0.3536 | 0.7803 | 0.6375 | 0.6210 | | 0.2681 | 15.89 | 5880 | 0.5511 | 0.6606 | 0.7768 | 0.8585 | 0.9339 | 0.8061 | 0.8352 | 0.4398 | 0.9030 | 0.8553 | 0.6645 | 0.8573 | 0.6392 | 0.7339 | 0.3482 | 0.7770 | 0.6330 | 0.6357 | | 0.4451 | 15.95 | 5900 | 0.5849 | 0.6544 | 0.7729 | 0.8552 | 0.9280 | 0.7920 | 0.8683 | 0.4166 | 0.9002 | 0.8661 | 0.6395 | 0.8567 | 0.6407 | 0.7325 | 0.3389 | 0.7740 | 0.6246 | 0.6134 | | 0.2227 | 16.0 | 5920 | 0.5656 | 0.6600 | 0.7718 | 0.8583 | 0.9314 | 0.7589 | 0.8451 | 0.4590 | 0.9162 | 0.8454 | 0.6464 | 0.8612 | 0.6363 | 0.7345 | 0.3601 | 0.7773 | 0.6309 | 0.6196 | | 0.1399 | 16.05 | 5940 | 0.5454 | 0.6638 | 0.7856 | 0.8594 | 0.9311 | 0.8021 | 0.8783 | 0.4619 | 0.8910 | 0.8743 | 0.6607 | 0.8640 | 0.6450 | 0.7326 | 0.3674 | 0.7786 | 0.6308 | 0.6285 | | 0.2748 | 16.11 | 5960 | 0.6201 | 0.6587 | 0.7815 | 0.8554 | 0.9342 | 0.7969 | 0.8792 | 0.4682 | 0.8869 | 0.8788 | 0.6261 | 0.8588 | 0.6519 | 0.7246 | 0.3736 | 0.7767 | 0.6230 | 0.6021 | | 0.2186 | 16.16 | 5980 | 0.5809 | 0.6635 | 0.7922 | 0.8577 | 0.9296 | 0.8315 | 0.8590 | 0.5140 | 0.8901 | 0.8716 | 0.6499 | 0.8629 | 0.6421 | 0.7340 | 0.3849 | 0.7780 | 0.6229 | 0.6199 | | 0.9109 | 16.22 | 6000 | 0.5806 | 0.6598 | 0.7839 | 0.8562 | 0.9358 | 0.7914 | 0.8766 | 0.4737 | 0.8781 | 0.8861 | 0.6454 | 0.8617 | 0.6434 | 0.7326 | 0.3732 | 0.7742 | 0.6170 | 0.6165 | | 0.229 | 16.27 | 6020 | 0.5317 | 0.6628 | 0.7808 | 0.8589 | 0.9298 | 0.7970 | 0.8556 | 0.4508 | 0.8979 | 0.8628 | 0.6717 | 0.8573 | 0.6345 | 0.7319 | 0.3615 | 0.7759 | 0.6379 | 0.6407 | | 0.1148 | 16.32 | 6040 | 0.5476 | 0.6663 | 0.7861 | 0.8599 | 0.9262 | 0.7672 | 0.8661 | 0.4985 | 0.8950 | 0.8631 | 0.6863 | 0.8551 | 0.6162 | 0.7292 | 0.3834 | 0.7764 | 0.6490 | 0.6551 | | 0.2058 | 16.38 | 6060 | 0.6424 | 0.6593 | 0.7686 | 0.8554 | 0.9324 | 0.7444 | 0.8467 | 0.4748 | 0.9143 | 0.8383 | 0.6293 | 0.8478 | 0.6211 | 0.7304 | 0.3874 | 0.7714 | 0.6494 | 0.6075 | | 0.3258 | 16.43 | 6080 | 0.5560 | 0.6656 | 0.7791 | 0.8608 | 0.9298 | 0.7633 | 0.8762 | 0.4509 | 0.9000 | 0.8476 | 0.6860 | 0.8530 | 0.6238 | 0.7263 | 0.3672 | 0.7790 | 0.6543 | 0.6557 | | 0.2097 | 16.49 | 6100 | 0.5592 | 0.6673 | 0.7747 | 0.8615 | 0.9321 | 0.7842 | 0.8539 | 0.4282 | 0.9133 | 0.8283 | 0.6828 | 0.8508 | 0.6411 | 0.7377 | 0.3629 | 0.7815 | 0.6440 | 0.6534 | | 0.1554 | 16.54 | 6120 | 0.5593 | 0.6684 | 0.7847 | 0.8615 | 0.9245 | 0.7956 | 0.8659 | 0.4542 | 0.9034 | 0.8614 | 0.6880 | 0.8535 | 0.6409 | 0.7300 | 0.3685 | 0.7827 | 0.6439 | 0.6593 | | 1.0233 | 16.59 | 6140 | 0.5681 | 0.6595 | 0.7668 | 0.8602 | 0.9335 | 0.7291 | 0.8624 | 0.4098 | 0.9083 | 0.8414 | 0.6834 | 0.8527 | 0.6119 | 0.7172 | 0.3547 | 0.7828 | 0.6418 | 0.6555 | | 0.1656 | 16.65 | 6160 | 0.5631 | 0.6641 | 0.7750 | 0.8610 | 0.9293 | 0.7302 | 0.8514 | 0.4592 | 0.9070 | 0.8556 | 0.6922 | 0.8559 | 0.5994 | 0.7228 | 0.3867 | 0.7804 | 0.6415 | 0.6622 | | 0.1768 | 16.7 | 6180 | 0.5629 | 0.6718 | 0.7903 | 0.8618 | 0.9320 | 0.7868 | 0.8579 | 0.4890 | 0.8871 | 0.8905 | 0.6892 | 0.8558 | 0.6290 | 0.7399 | 0.3971 | 0.7792 | 0.6398 | 0.6615 | | 0.298 | 16.76 | 6200 | 0.5488 | 0.6720 | 0.7906 | 0.8624 | 0.9306 | 0.7532 | 0.8659 | 0.4985 | 0.8806 | 0.8937 | 0.7116 | 0.8597 | 0.6218 | 0.7369 | 0.3919 | 0.7756 | 0.6451 | 0.6730 | | 0.3174 | 16.81 | 6220 | 0.5639 | 0.6712 | 0.7837 | 0.8628 | 0.9256 | 0.7469 | 0.8611 | 0.4816 | 0.9056 | 0.8710 | 0.6943 | 0.8573 | 0.6154 | 0.7295 | 0.3988 | 0.7797 | 0.6517 | 0.6659 | | 2.2986 | 16.86 | 6240 | 0.5555 | 0.6717 | 0.7782 | 0.8649 | 0.9323 | 0.7315 | 0.8713 | 0.4571 | 0.9097 | 0.8433 | 0.7024 | 0.8581 | 0.6204 | 0.7316 | 0.3816 | 0.7842 | 0.6536 | 0.6721 | | 0.1239 | 16.92 | 6260 | 0.5121 | 0.6784 | 0.7904 | 0.8675 | 0.9330 | 0.8007 | 0.8500 | 0.4376 | 0.8923 | 0.8780 | 0.7411 | 0.8623 | 0.6422 | 0.7370 | 0.3722 | 0.7818 | 0.6553 | 0.6983 | | 0.4243 | 16.97 | 6280 | 0.5192 | 0.6780 | 0.7880 | 0.8677 | 0.9311 | 0.8051 | 0.8610 | 0.4178 | 0.8995 | 0.8697 | 0.7317 | 0.8597 | 0.6483 | 0.7393 | 0.3622 | 0.7842 | 0.6532 | 0.6988 | | 0.1333 | 17.03 | 6300 | 0.4975 | 0.6766 | 0.7927 | 0.8658 | 0.9296 | 0.8200 | 0.8553 | 0.4512 | 0.8905 | 0.8627 | 0.7395 | 0.8593 | 0.6506 | 0.7414 | 0.3519 | 0.7780 | 0.6566 | 0.6987 | | 0.2877 | 17.08 | 6320 | 0.5117 | 0.6742 | 0.8014 | 0.8632 | 0.9275 | 0.8139 | 0.8602 | 0.5093 | 0.8684 | 0.8800 | 0.7507 | 0.8633 | 0.6434 | 0.7367 | 0.3510 | 0.7705 | 0.6555 | 0.6986 | | 0.138 | 17.14 | 6340 | 0.5202 | 0.6690 | 0.7905 | 0.8614 | 0.9247 | 0.8059 | 0.8752 | 0.4796 | 0.8871 | 0.8307 | 0.7301 | 0.8583 | 0.6442 | 0.7281 | 0.3387 | 0.7713 | 0.6566 | 0.6858 | | 0.2876 | 17.19 | 6360 | 0.5580 | 0.6496 | 0.7729 | 0.8541 | 0.9319 | 0.7853 | 0.8786 | 0.4272 | 0.8919 | 0.8622 | 0.6330 | 0.8550 | 0.6184 | 0.7201 | 0.3440 | 0.7799 | 0.6230 | 0.6065 | | 0.8339 | 17.24 | 6380 | 0.6122 | 0.6454 | 0.7615 | 0.8520 | 0.9361 | 0.7730 | 0.8545 | 0.4034 | 0.9046 | 0.8507 | 0.6084 | 0.8525 | 0.6229 | 0.7216 | 0.3397 | 0.7763 | 0.6178 | 0.5869 | | 0.7474 | 17.3 | 6400 | 0.5489 | 0.6636 | 0.7709 | 0.8613 | 0.9380 | 0.7517 | 0.8600 | 0.4072 | 0.8961 | 0.8335 | 0.7095 | 0.8506 | 0.6216 | 0.7276 | 0.3413 | 0.7768 | 0.6491 | 0.6780 | | 0.1185 | 17.35 | 6420 | 0.5330 | 0.6681 | 0.7734 | 0.8655 | 0.9345 | 0.7603 | 0.8367 | 0.4204 | 0.9192 | 0.8285 | 0.7139 | 0.8612 | 0.6170 | 0.7291 | 0.3548 | 0.7859 | 0.6485 | 0.6800 | | 0.4462 | 17.41 | 6440 | 0.5454 | 0.6620 | 0.7790 | 0.8605 | 0.9276 | 0.7877 | 0.8408 | 0.4482 | 0.9058 | 0.8439 | 0.6988 | 0.8568 | 0.6036 | 0.7307 | 0.3599 | 0.7796 | 0.6407 | 0.6629 | | 0.5445 | 17.46 | 6460 | 0.5240 | 0.6666 | 0.7783 | 0.8644 | 0.9379 | 0.7571 | 0.8742 | 0.4554 | 0.9089 | 0.8280 | 0.6864 | 0.8625 | 0.6159 | 0.7285 | 0.3577 | 0.7870 | 0.6497 | 0.6645 | | 0.1115 | 17.51 | 6480 | 0.5198 | 0.6651 | 0.7843 | 0.8623 | 0.9350 | 0.7463 | 0.8777 | 0.4974 | 0.8968 | 0.8622 | 0.6744 | 0.8626 | 0.6151 | 0.7240 | 0.3733 | 0.7884 | 0.6443 | 0.6482 | | 0.245 | 17.57 | 6500 | 0.5252 | 0.6700 | 0.7884 | 0.8639 | 0.9303 | 0.7806 | 0.8511 | 0.4831 | 0.8996 | 0.8762 | 0.6978 | 0.8626 | 0.6275 | 0.7296 | 0.3763 | 0.7879 | 0.6412 | 0.6649 | | 0.8472 | 17.62 | 6520 | 0.5077 | 0.6717 | 0.7884 | 0.8652 | 0.9300 | 0.7849 | 0.8612 | 0.4621 | 0.8983 | 0.8685 | 0.7138 | 0.8626 | 0.6336 | 0.7313 | 0.3628 | 0.7877 | 0.6486 | 0.6750 | | 0.2628 | 17.68 | 6540 | 0.5328 | 0.6735 | 0.7958 | 0.8642 | 0.9278 | 0.8056 | 0.8677 | 0.5064 | 0.8929 | 0.8602 | 0.7100 | 0.8621 | 0.6398 | 0.7329 | 0.3823 | 0.7867 | 0.6402 | 0.6702 | | 0.2206 | 17.73 | 6560 | 0.5419 | 0.6686 | 0.7907 | 0.8624 | 0.9336 | 0.8046 | 0.8718 | 0.4855 | 0.8905 | 0.8633 | 0.6854 | 0.8627 | 0.6354 | 0.7352 | 0.3745 | 0.7852 | 0.6356 | 0.6517 | | 0.4008 | 17.78 | 6580 | 0.5471 | 0.6655 | 0.7858 | 0.8611 | 0.9250 | 0.8095 | 0.8543 | 0.4608 | 0.9039 | 0.8613 | 0.6858 | 0.8613 | 0.6263 | 0.7366 | 0.3697 | 0.7820 | 0.6328 | 0.6501 | | 0.2569 | 17.84 | 6600 | 0.5723 | 0.6587 | 0.7726 | 0.8611 | 0.9352 | 0.7637 | 0.8748 | 0.4024 | 0.9009 | 0.8486 | 0.6824 | 0.8604 | 0.6168 | 0.7223 | 0.3318 | 0.7833 | 0.6434 | 0.6532 | | 0.438 | 17.89 | 6620 | 0.5625 | 0.6605 | 0.7820 | 0.8608 | 0.9311 | 0.7878 | 0.8763 | 0.4328 | 0.8925 | 0.8712 | 0.6822 | 0.8614 | 0.6095 | 0.7180 | 0.3460 | 0.7815 | 0.6551 | 0.6520 | | 0.3253 | 17.95 | 6640 | 0.5381 | 0.6719 | 0.7896 | 0.8658 | 0.9266 | 0.8072 | 0.8681 | 0.4426 | 0.9034 | 0.8737 | 0.7060 | 0.8624 | 0.6122 | 0.7337 | 0.3767 | 0.7872 | 0.6613 | 0.6695 | | 0.2993 | 18.0 | 6660 | 0.5754 | 0.6722 | 0.7916 | 0.8633 | 0.9236 | 0.7817 | 0.8707 | 0.4875 | 0.8967 | 0.8801 | 0.7011 | 0.8584 | 0.6183 | 0.7322 | 0.3966 | 0.7824 | 0.6503 | 0.6674 | | 0.2065 | 18.05 | 6680 | 0.5444 | 0.6689 | 0.7823 | 0.8624 | 0.9169 | 0.7521 | 0.8745 | 0.4642 | 0.9093 | 0.8377 | 0.7210 | 0.8565 | 0.6097 | 0.7298 | 0.3757 | 0.7768 | 0.6646 | 0.6693 | | 0.3371 | 18.11 | 6700 | 0.5273 | 0.6757 | 0.7966 | 0.8648 | 0.9217 | 0.8152 | 0.8496 | 0.4998 | 0.8991 | 0.8633 | 0.7276 | 0.8624 | 0.6277 | 0.7397 | 0.3904 | 0.7813 | 0.6530 | 0.6754 | | 0.5228 | 18.16 | 6720 | 0.5471 | 0.6708 | 0.7856 | 0.8650 | 0.9337 | 0.7853 | 0.8663 | 0.4497 | 0.8993 | 0.8631 | 0.7017 | 0.8635 | 0.6327 | 0.7301 | 0.3639 | 0.7858 | 0.6552 | 0.6646 | | 0.2349 | 18.22 | 6740 | 0.5225 | 0.6691 | 0.7902 | 0.8618 | 0.9302 | 0.7764 | 0.8783 | 0.4901 | 0.8816 | 0.8602 | 0.7141 | 0.8593 | 0.6323 | 0.7354 | 0.3579 | 0.7762 | 0.6537 | 0.6687 | | 0.296 | 18.27 | 6760 | 0.5410 | 0.6710 | 0.7873 | 0.8642 | 0.9196 | 0.7942 | 0.8639 | 0.4490 | 0.9087 | 0.8637 | 0.7124 | 0.8572 | 0.6287 | 0.7330 | 0.3596 | 0.7844 | 0.6596 | 0.6748 | | 0.2349 | 18.32 | 6780 | 0.5687 | 0.6661 | 0.7818 | 0.8626 | 0.9200 | 0.7858 | 0.8744 | 0.4312 | 0.9104 | 0.8465 | 0.7044 | 0.8569 | 0.6272 | 0.7284 | 0.3355 | 0.7811 | 0.6631 | 0.6708 | | 0.4848 | 18.38 | 6800 | 0.5320 | 0.6715 | 0.7892 | 0.8637 | 0.9331 | 0.7980 | 0.8656 | 0.4704 | 0.8912 | 0.8560 | 0.7102 | 0.8597 | 0.6412 | 0.7348 | 0.3434 | 0.7778 | 0.6694 | 0.6744 | | 0.2716 | 18.43 | 6820 | 0.5290 | 0.6722 | 0.7942 | 0.8635 | 0.9285 | 0.8218 | 0.8578 | 0.4668 | 0.8848 | 0.8770 | 0.7226 | 0.8625 | 0.6371 | 0.7374 | 0.3669 | 0.7781 | 0.6490 | 0.6743 | | 0.2607 | 18.49 | 6840 | 0.5762 | 0.6684 | 0.7847 | 0.8625 | 0.9299 | 0.7859 | 0.8679 | 0.4440 | 0.8946 | 0.8751 | 0.6953 | 0.8576 | 0.6369 | 0.7328 | 0.3617 | 0.7829 | 0.6432 | 0.6634 | | 0.7043 | 18.54 | 6860 | 0.5676 | 0.6691 | 0.7859 | 0.8634 | 0.9205 | 0.7614 | 0.8808 | 0.4704 | 0.9048 | 0.8503 | 0.7135 | 0.8586 | 0.6161 | 0.7254 | 0.3669 | 0.7828 | 0.6578 | 0.6762 | | 0.2008 | 18.59 | 6880 | 0.5637 | 0.6680 | 0.7828 | 0.8627 | 0.9322 | 0.7548 | 0.8669 | 0.4669 | 0.8944 | 0.8577 | 0.7066 | 0.8588 | 0.6206 | 0.7311 | 0.3651 | 0.7801 | 0.6499 | 0.6705 | | 0.3121 | 18.65 | 6900 | 0.5398 | 0.6751 | 0.7929 | 0.8667 | 0.9322 | 0.7949 | 0.8817 | 0.4777 | 0.8966 | 0.8545 | 0.7124 | 0.8654 | 0.6273 | 0.7347 | 0.3761 | 0.7866 | 0.6627 | 0.6729 | | 0.1511 | 18.7 | 6920 | 0.5115 | 0.6731 | 0.7925 | 0.8653 | 0.9332 | 0.7922 | 0.8723 | 0.4714 | 0.8855 | 0.8709 | 0.7221 | 0.8661 | 0.6252 | 0.7388 | 0.3702 | 0.7809 | 0.6605 | 0.6701 | | 0.1835 | 18.76 | 6940 | 0.5327 | 0.6735 | 0.7932 | 0.8651 | 0.9295 | 0.8151 | 0.8664 | 0.4703 | 0.8955 | 0.8662 | 0.7093 | 0.8642 | 0.6370 | 0.7419 | 0.3649 | 0.7824 | 0.6549 | 0.6692 | | 0.2837 | 18.81 | 6960 | 0.5515 | 0.6713 | 0.7891 | 0.8643 | 0.9334 | 0.8020 | 0.8664 | 0.4550 | 0.8927 | 0.8751 | 0.6995 | 0.8640 | 0.6394 | 0.7398 | 0.3591 | 0.7817 | 0.6495 | 0.6658 | | 0.1731 | 18.86 | 6980 | 0.5519 | 0.6740 | 0.7886 | 0.8649 | 0.9321 | 0.7978 | 0.8635 | 0.4706 | 0.9025 | 0.8581 | 0.6955 | 0.8627 | 0.6356 | 0.7400 | 0.3741 | 0.7796 | 0.6610 | 0.6645 | | 0.2349 | 18.92 | 7000 | 0.5380 | 0.6761 | 0.7916 | 0.8645 | 0.9323 | 0.7646 | 0.8670 | 0.5184 | 0.8938 | 0.8536 | 0.7113 | 0.8584 | 0.6331 | 0.7428 | 0.3911 | 0.7812 | 0.6519 | 0.6740 | | 0.2234 | 18.97 | 7020 | 0.5678 | 0.6721 | 0.7882 | 0.8640 | 0.9382 | 0.7470 | 0.8651 | 0.5052 | 0.8881 | 0.8760 | 0.6977 | 0.8629 | 0.6259 | 0.7375 | 0.3879 | 0.7837 | 0.6423 | 0.6643 | | 0.225 | 19.03 | 7040 | 0.5822 | 0.6677 | 0.7840 | 0.8609 | 0.9277 | 0.7737 | 0.8650 | 0.4743 | 0.9010 | 0.8699 | 0.6761 | 0.8576 | 0.6283 | 0.7369 | 0.3880 | 0.7807 | 0.6340 | 0.6484 | | 0.2817 | 19.08 | 7060 | 0.5592 | 0.6691 | 0.7870 | 0.8610 | 0.9306 | 0.7640 | 0.8635 | 0.5015 | 0.8918 | 0.8686 | 0.6890 | 0.8575 | 0.6278 | 0.7350 | 0.3882 | 0.7779 | 0.6398 | 0.6577 | | 0.2163 | 19.14 | 7080 | 0.5760 | 0.6668 | 0.7882 | 0.8594 | 0.9236 | 0.7730 | 0.8712 | 0.5191 | 0.8996 | 0.8590 | 0.6720 | 0.8577 | 0.6236 | 0.7353 | 0.3999 | 0.7791 | 0.6294 | 0.6426 | | 0.3567 | 19.19 | 7100 | 0.5600 | 0.6743 | 0.7875 | 0.8648 | 0.9296 | 0.7735 | 0.8600 | 0.4852 | 0.9047 | 0.8567 | 0.7031 | 0.8616 | 0.6318 | 0.7352 | 0.3907 | 0.7825 | 0.6472 | 0.6712 | | 0.1846 | 19.24 | 7120 | 0.5490 | 0.6750 | 0.7890 | 0.8655 | 0.9415 | 0.8049 | 0.8635 | 0.4735 | 0.8937 | 0.8446 | 0.7011 | 0.8600 | 0.6391 | 0.7361 | 0.3839 | 0.7848 | 0.6516 | 0.6699 | | 0.3032 | 19.3 | 7140 | 0.5672 | 0.6697 | 0.7886 | 0.8627 | 0.9367 | 0.8156 | 0.8700 | 0.4861 | 0.8977 | 0.8365 | 0.6778 | 0.8594 | 0.6326 | 0.7330 | 0.3887 | 0.7857 | 0.6390 | 0.6492 | | 0.1946 | 19.35 | 7160 | 0.5625 | 0.6736 | 0.7880 | 0.8640 | 0.9360 | 0.8089 | 0.8646 | 0.4694 | 0.8998 | 0.8543 | 0.6831 | 0.8590 | 0.6434 | 0.7375 | 0.3962 | 0.7865 | 0.6379 | 0.6546 | | 0.135 | 19.41 | 7180 | 0.5581 | 0.6751 | 0.7882 | 0.8650 | 0.9323 | 0.7993 | 0.8518 | 0.4760 | 0.9073 | 0.8612 | 0.6893 | 0.8612 | 0.6438 | 0.7382 | 0.3949 | 0.7868 | 0.6404 | 0.6604 | | 0.2432 | 19.46 | 7200 | 0.5832 | 0.6741 | 0.7886 | 0.8627 | 0.9237 | 0.7989 | 0.8359 | 0.4959 | 0.9112 | 0.8616 | 0.6933 | 0.8560 | 0.6385 | 0.7350 | 0.4062 | 0.7824 | 0.6398 | 0.6607 | | 0.1975 | 19.51 | 7220 | 0.5366 | 0.6765 | 0.7931 | 0.8649 | 0.9407 | 0.7973 | 0.8284 | 0.5083 | 0.8865 | 0.8759 | 0.7144 | 0.8593 | 0.6395 | 0.7321 | 0.3981 | 0.7846 | 0.6456 | 0.6765 | | 0.2508 | 19.57 | 7240 | 0.5275 | 0.6792 | 0.7958 | 0.8663 | 0.9357 | 0.7951 | 0.8559 | 0.5032 | 0.8875 | 0.8697 | 0.7231 | 0.8627 | 0.6452 | 0.7380 | 0.3939 | 0.7829 | 0.6481 | 0.6835 | | 0.4301 | 19.62 | 7260 | 0.5307 | 0.6817 | 0.7969 | 0.8678 | 0.9351 | 0.8082 | 0.8597 | 0.4903 | 0.8908 | 0.8646 | 0.7298 | 0.8639 | 0.6493 | 0.7348 | 0.3996 | 0.7857 | 0.6455 | 0.6932 | | 0.1237 | 19.68 | 7280 | 0.5420 | 0.6839 | 0.7992 | 0.8675 | 0.9226 | 0.7999 | 0.8585 | 0.5191 | 0.9018 | 0.8498 | 0.7429 | 0.8611 | 0.6438 | 0.7365 | 0.4107 | 0.7815 | 0.6535 | 0.7000 | | 0.36 | 19.73 | 7300 | 0.5512 | 0.6800 | 0.7968 | 0.8664 | 0.9214 | 0.8010 | 0.8745 | 0.4956 | 0.8983 | 0.8419 | 0.7449 | 0.8618 | 0.6353 | 0.7286 | 0.3959 | 0.7777 | 0.6575 | 0.7029 | | 0.1626 | 19.78 | 7320 | 0.5594 | 0.6775 | 0.7919 | 0.8651 | 0.9325 | 0.7960 | 0.8503 | 0.4902 | 0.8949 | 0.8626 | 0.7165 | 0.8580 | 0.6407 | 0.7326 | 0.3916 | 0.7791 | 0.6559 | 0.6850 | | 1.7953 | 19.84 | 7340 | 0.6085 | 0.6681 | 0.7822 | 0.8616 | 0.9338 | 0.7686 | 0.8664 | 0.4663 | 0.8983 | 0.8670 | 0.6752 | 0.8595 | 0.6334 | 0.7299 | 0.3827 | 0.7798 | 0.6418 | 0.6497 | | 1.867 | 19.89 | 7360 | 0.6072 | 0.6649 | 0.7769 | 0.8618 | 0.9386 | 0.7367 | 0.8718 | 0.4639 | 0.8992 | 0.8542 | 0.6741 | 0.8576 | 0.6132 | 0.7218 | 0.3691 | 0.7815 | 0.6619 | 0.6488 | | 0.1957 | 19.95 | 7380 | 0.5220 | 0.6744 | 0.7897 | 0.8661 | 0.9346 | 0.7849 | 0.8613 | 0.4752 | 0.8971 | 0.8638 | 0.7113 | 0.8634 | 0.6272 | 0.7300 | 0.3779 | 0.7850 | 0.6607 | 0.6767 | | 0.4062 | 20.0 | 7400 | 0.5444 | 0.6753 | 0.7937 | 0.8653 | 0.9363 | 0.7933 | 0.8579 | 0.5095 | 0.8935 | 0.8649 | 0.7008 | 0.8642 | 0.6380 | 0.7344 | 0.3824 | 0.7837 | 0.6553 | 0.6690 | | 0.2402 | 20.05 | 7420 | 0.5215 | 0.6744 | 0.7915 | 0.8656 | 0.9361 | 0.7742 | 0.8748 | 0.4944 | 0.8882 | 0.8528 | 0.7198 | 0.8649 | 0.6338 | 0.7320 | 0.3695 | 0.7816 | 0.6625 | 0.6766 | | 0.1948 | 20.11 | 7440 | 0.5325 | 0.6759 | 0.7865 | 0.8666 | 0.9350 | 0.7735 | 0.8619 | 0.4734 | 0.9047 | 0.8463 | 0.7108 | 0.8632 | 0.6409 | 0.7326 | 0.3746 | 0.7854 | 0.6593 | 0.6750 | | 0.2471 | 20.16 | 7460 | 0.5395 | 0.6740 | 0.7854 | 0.8667 | 0.9291 | 0.7546 | 0.8543 | 0.4615 | 0.9032 | 0.8588 | 0.7364 | 0.8678 | 0.6226 | 0.7294 | 0.3688 | 0.7807 | 0.6601 | 0.6888 | | 0.1413 | 20.22 | 7480 | 0.5538 | 0.6628 | 0.7729 | 0.8617 | 0.9285 | 0.7124 | 0.8662 | 0.4266 | 0.8978 | 0.8549 | 0.7237 | 0.8597 | 0.5998 | 0.7205 | 0.3453 | 0.7730 | 0.6634 | 0.6779 | | 0.1396 | 20.27 | 7500 | 0.5528 | 0.6630 | 0.7722 | 0.8618 | 0.9283 | 0.7045 | 0.8680 | 0.4317 | 0.8987 | 0.8449 | 0.7291 | 0.8609 | 0.5984 | 0.7175 | 0.3472 | 0.7715 | 0.6639 | 0.6814 | | 0.4735 | 20.32 | 7520 | 0.5323 | 0.6690 | 0.7812 | 0.8645 | 0.9366 | 0.7153 | 0.8537 | 0.4743 | 0.8896 | 0.8676 | 0.7316 | 0.8668 | 0.6024 | 0.7205 | 0.3739 | 0.7775 | 0.6599 | 0.6822 | | 0.2384 | 20.38 | 7540 | 0.5432 | 0.6688 | 0.7833 | 0.8640 | 0.9255 | 0.7148 | 0.8758 | 0.4879 | 0.8987 | 0.8489 | 0.7318 | 0.8660 | 0.5946 | 0.7187 | 0.3836 | 0.7781 | 0.6586 | 0.6822 | | 0.1263 | 20.43 | 7560 | 0.5176 | 0.6749 | 0.7916 | 0.8651 | 0.9346 | 0.7601 | 0.8616 | 0.4992 | 0.8822 | 0.8659 | 0.7378 | 0.8644 | 0.6170 | 0.7267 | 0.3954 | 0.7771 | 0.6562 | 0.6877 | | 0.2657 | 20.49 | 7580 | 0.5225 | 0.6726 | 0.7855 | 0.8652 | 0.9410 | 0.7408 | 0.8750 | 0.4744 | 0.8846 | 0.8679 | 0.7146 | 0.8638 | 0.6238 | 0.7285 | 0.3838 | 0.7836 | 0.6494 | 0.6750 | | 0.1029 | 20.54 | 7600 | 0.5211 | 0.6780 | 0.7974 | 0.8672 | 0.9331 | 0.7985 | 0.8779 | 0.5041 | 0.8919 | 0.8575 | 0.7191 | 0.8659 | 0.6372 | 0.7348 | 0.3861 | 0.7873 | 0.6508 | 0.6843 | | 0.1148 | 20.59 | 7620 | 0.5278 | 0.6769 | 0.7913 | 0.8666 | 0.9441 | 0.7884 | 0.8563 | 0.4964 | 0.8911 | 0.8574 | 0.7052 | 0.8618 | 0.6425 | 0.7355 | 0.3833 | 0.7888 | 0.6519 | 0.6745 | | 0.6143 | 20.65 | 7640 | 0.5407 | 0.6763 | 0.7935 | 0.8665 | 0.9417 | 0.8000 | 0.8543 | 0.4949 | 0.8890 | 0.8652 | 0.7091 | 0.8637 | 0.6340 | 0.7346 | 0.3875 | 0.7873 | 0.6496 | 0.6771 | | 1.6212 | 20.7 | 7660 | 0.5453 | 0.6732 | 0.7947 | 0.8637 | 0.9407 | 0.7817 | 0.8576 | 0.5307 | 0.8828 | 0.8802 | 0.6889 | 0.8646 | 0.6344 | 0.7379 | 0.3963 | 0.7852 | 0.6346 | 0.6591 | | 0.2199 | 20.76 | 7680 | 0.5434 | 0.6740 | 0.7933 | 0.8650 | 0.9357 | 0.7967 | 0.8591 | 0.4937 | 0.8901 | 0.8754 | 0.7027 | 0.8658 | 0.6333 | 0.7324 | 0.3903 | 0.7848 | 0.6429 | 0.6688 | | 0.6563 | 20.81 | 7700 | 0.5779 | 0.6663 | 0.7819 | 0.8625 | 0.9322 | 0.7900 | 0.8459 | 0.4485 | 0.9049 | 0.8709 | 0.6812 | 0.8648 | 0.6248 | 0.7312 | 0.3698 | 0.7813 | 0.6415 | 0.6508 | | 0.2724 | 20.86 | 7720 | 0.5538 | 0.6674 | 0.7838 | 0.8622 | 0.9272 | 0.7698 | 0.8691 | 0.4523 | 0.8970 | 0.8728 | 0.6983 | 0.8597 | 0.6210 | 0.7305 | 0.3720 | 0.7803 | 0.6432 | 0.6649 | | 0.2677 | 20.92 | 7740 | 0.5418 | 0.6740 | 0.7952 | 0.8658 | 0.9312 | 0.8128 | 0.8633 | 0.4734 | 0.8901 | 0.8783 | 0.7173 | 0.8655 | 0.6291 | 0.7342 | 0.3758 | 0.7857 | 0.6460 | 0.6815 | | 0.4391 | 20.97 | 7760 | 0.5329 | 0.6751 | 0.7847 | 0.8683 | 0.9333 | 0.7851 | 0.8680 | 0.4378 | 0.9116 | 0.8406 | 0.7168 | 0.8644 | 0.6323 | 0.7332 | 0.3632 | 0.7903 | 0.6590 | 0.6832 | | 0.8593 | 21.03 | 7780 | 0.5310 | 0.6710 | 0.7837 | 0.8658 | 0.9440 | 0.7658 | 0.8754 | 0.4665 | 0.8909 | 0.8219 | 0.7211 | 0.8630 | 0.6326 | 0.7336 | 0.3360 | 0.7837 | 0.6664 | 0.6818 | | 0.2848 | 21.08 | 7800 | 0.5415 | 0.6693 | 0.7910 | 0.8630 | 0.9341 | 0.7785 | 0.8665 | 0.4955 | 0.8817 | 0.8638 | 0.7171 | 0.8648 | 0.6337 | 0.7378 | 0.3398 | 0.7759 | 0.6544 | 0.6786 | | 0.2635 | 21.14 | 7820 | 0.5943 | 0.6725 | 0.7897 | 0.8651 | 0.9339 | 0.7907 | 0.8586 | 0.4940 | 0.9029 | 0.8526 | 0.6950 | 0.8637 | 0.6319 | 0.7365 | 0.3691 | 0.7852 | 0.6549 | 0.6663 | | 0.1603 | 21.19 | 7840 | 0.5332 | 0.6744 | 0.7928 | 0.8656 | 0.9390 | 0.7718 | 0.8777 | 0.5057 | 0.8828 | 0.8493 | 0.7230 | 0.8666 | 0.6272 | 0.7324 | 0.3761 | 0.7803 | 0.6614 | 0.6768 | | 0.2562 | 21.24 | 7860 | 0.5453 | 0.6734 | 0.7918 | 0.8656 | 0.9362 | 0.7881 | 0.8782 | 0.4889 | 0.8929 | 0.8575 | 0.7010 | 0.8650 | 0.6343 | 0.7280 | 0.3732 | 0.7863 | 0.6573 | 0.6699 | | 0.0818 | 21.3 | 7880 | 0.5671 | 0.6728 | 0.7876 | 0.8655 | 0.9291 | 0.7912 | 0.8805 | 0.4626 | 0.9077 | 0.8453 | 0.6970 | 0.8623 | 0.6332 | 0.7293 | 0.3714 | 0.7867 | 0.6601 | 0.6664 | | 0.2494 | 21.35 | 7900 | 0.5663 | 0.6705 | 0.7932 | 0.8631 | 0.9291 | 0.7994 | 0.8746 | 0.4937 | 0.8921 | 0.8712 | 0.6918 | 0.8640 | 0.6310 | 0.7297 | 0.3806 | 0.7825 | 0.6443 | 0.6616 | | 0.3767 | 21.41 | 7920 | 0.5480 | 0.6742 | 0.7952 | 0.8655 | 0.9351 | 0.8093 | 0.8563 | 0.5039 | 0.8930 | 0.8629 | 0.7058 | 0.8661 | 0.6304 | 0.7350 | 0.3804 | 0.7842 | 0.6507 | 0.6727 | | 0.2554 | 21.46 | 7940 | 0.5749 | 0.6680 | 0.7768 | 0.8644 | 0.9378 | 0.7422 | 0.8744 | 0.4505 | 0.9088 | 0.8395 | 0.6845 | 0.8626 | 0.6205 | 0.7313 | 0.3682 | 0.7863 | 0.6499 | 0.6570 | | 0.2093 | 21.51 | 7960 | 0.5519 | 0.6744 | 0.7856 | 0.8659 | 0.9362 | 0.7711 | 0.8554 | 0.4742 | 0.9035 | 0.8559 | 0.7031 | 0.8610 | 0.6272 | 0.7368 | 0.3833 | 0.7853 | 0.6540 | 0.6729 | | 0.1923 | 21.57 | 7980 | 0.5720 | 0.6719 | 0.7856 | 0.8648 | 0.9356 | 0.7790 | 0.8670 | 0.4649 | 0.9008 | 0.8610 | 0.6906 | 0.8616 | 0.6258 | 0.7346 | 0.3814 | 0.7846 | 0.6524 | 0.6631 | | 0.1905 | 21.62 | 8000 | 0.5737 | 0.6710 | 0.7839 | 0.8650 | 0.9342 | 0.7720 | 0.8688 | 0.4521 | 0.9016 | 0.8608 | 0.6976 | 0.8629 | 0.6227 | 0.7328 | 0.3750 | 0.7843 | 0.6514 | 0.6676 | | 0.1949 | 21.68 | 8020 | 0.5325 | 0.6730 | 0.7916 | 0.8647 | 0.9383 | 0.7847 | 0.8661 | 0.4871 | 0.8825 | 0.8662 | 0.7164 | 0.8655 | 0.6225 | 0.7363 | 0.3832 | 0.7797 | 0.6541 | 0.6697 | | 0.285 | 21.73 | 8040 | 0.5412 | 0.6764 | 0.7875 | 0.8666 | 0.9360 | 0.7521 | 0.8635 | 0.4985 | 0.9019 | 0.8483 | 0.7123 | 0.8659 | 0.6251 | 0.7372 | 0.3950 | 0.7837 | 0.6571 | 0.6710 | | 0.4771 | 21.78 | 8060 | 0.5659 | 0.6751 | 0.7915 | 0.8656 | 0.9348 | 0.7810 | 0.8746 | 0.5035 | 0.8978 | 0.8478 | 0.7007 | 0.8650 | 0.6300 | 0.7342 | 0.3904 | 0.7838 | 0.6557 | 0.6663 | | 0.121 | 21.84 | 8080 | 0.6047 | 0.6728 | 0.7913 | 0.8644 | 0.9334 | 0.7734 | 0.8645 | 0.5046 | 0.8938 | 0.8705 | 0.6988 | 0.8657 | 0.6290 | 0.7323 | 0.3880 | 0.7833 | 0.6459 | 0.6656 | | 0.1861 | 21.89 | 8100 | 0.5573 | 0.6732 | 0.7942 | 0.8652 | 0.9309 | 0.8043 | 0.8766 | 0.4826 | 0.8910 | 0.8604 | 0.7136 | 0.8658 | 0.6276 | 0.7297 | 0.3807 | 0.7843 | 0.6497 | 0.6745 | | 0.3111 | 21.95 | 8120 | 0.5570 | 0.6725 | 0.7893 | 0.8644 | 0.9324 | 0.7853 | 0.8791 | 0.4803 | 0.8968 | 0.8536 | 0.6976 | 0.8630 | 0.6344 | 0.7309 | 0.3859 | 0.7852 | 0.6439 | 0.6643 | | 0.2168 | 22.0 | 8140 | 0.5677 | 0.6724 | 0.7915 | 0.8633 | 0.9278 | 0.7946 | 0.8703 | 0.4742 | 0.8902 | 0.8757 | 0.7075 | 0.8597 | 0.6353 | 0.7363 | 0.3845 | 0.7825 | 0.6392 | 0.6692 | | 0.162 | 22.05 | 8160 | 0.5571 | 0.6739 | 0.7955 | 0.8636 | 0.9281 | 0.8092 | 0.8559 | 0.5017 | 0.8912 | 0.8758 | 0.7069 | 0.8600 | 0.6342 | 0.7377 | 0.3911 | 0.7829 | 0.6415 | 0.6699 | | 0.1734 | 22.11 | 8180 | 0.5713 | 0.6709 | 0.7875 | 0.8629 | 0.9320 | 0.7572 | 0.8694 | 0.4984 | 0.8941 | 0.8674 | 0.6937 | 0.8596 | 0.6271 | 0.7338 | 0.3913 | 0.7836 | 0.6400 | 0.6612 | | 0.3735 | 22.16 | 8200 | 0.5758 | 0.6703 | 0.7936 | 0.8618 | 0.9282 | 0.8062 | 0.8675 | 0.5032 | 0.8905 | 0.8696 | 0.6900 | 0.8601 | 0.6291 | 0.7338 | 0.3965 | 0.7824 | 0.6334 | 0.6567 | | 0.2757 | 22.22 | 8220 | 0.5797 | 0.6704 | 0.7900 | 0.8616 | 0.9253 | 0.7866 | 0.8687 | 0.4974 | 0.8980 | 0.8683 | 0.6858 | 0.8599 | 0.6316 | 0.7351 | 0.3989 | 0.7814 | 0.6334 | 0.6525 | | 0.2528 | 22.27 | 8240 | 0.5713 | 0.6694 | 0.7887 | 0.8616 | 0.9253 | 0.7923 | 0.8614 | 0.4916 | 0.9008 | 0.8597 | 0.6898 | 0.8602 | 0.6268 | 0.7340 | 0.3947 | 0.7811 | 0.6351 | 0.6537 | | 0.1758 | 22.32 | 8260 | 0.5897 | 0.6681 | 0.7897 | 0.8613 | 0.9361 | 0.7762 | 0.8676 | 0.5133 | 0.8876 | 0.8727 | 0.6745 | 0.8640 | 0.6274 | 0.7295 | 0.3980 | 0.7824 | 0.6305 | 0.6452 | | 0.3572 | 22.38 | 8280 | 0.6036 | 0.6640 | 0.7835 | 0.8605 | 0.9291 | 0.7757 | 0.8770 | 0.4756 | 0.9011 | 0.8607 | 0.6652 | 0.8635 | 0.6172 | 0.7241 | 0.3891 | 0.7821 | 0.6333 | 0.6384 | | 0.1984 | 22.43 | 8300 | 0.5637 | 0.6690 | 0.7851 | 0.8638 | 0.9350 | 0.7656 | 0.8667 | 0.4812 | 0.8995 | 0.8575 | 0.6897 | 0.8659 | 0.6165 | 0.7279 | 0.3887 | 0.7847 | 0.6420 | 0.6576 | | 0.1827 | 22.49 | 8320 | 0.5519 | 0.6683 | 0.7825 | 0.8643 | 0.9354 | 0.7779 | 0.8784 | 0.4597 | 0.9042 | 0.8260 | 0.6957 | 0.8646 | 0.6161 | 0.7283 | 0.3755 | 0.7846 | 0.6470 | 0.6622 | | 0.2099 | 22.54 | 8340 | 0.5776 | 0.6713 | 0.7883 | 0.8640 | 0.9285 | 0.8028 | 0.8509 | 0.4818 | 0.9090 | 0.8531 | 0.6918 | 0.8641 | 0.6300 | 0.7350 | 0.3817 | 0.7832 | 0.6455 | 0.6599 | | 0.129 | 22.59 | 8360 | 0.5548 | 0.6725 | 0.7905 | 0.8648 | 0.9349 | 0.8130 | 0.8558 | 0.4809 | 0.9002 | 0.8542 | 0.6946 | 0.8640 | 0.6300 | 0.7368 | 0.3823 | 0.7857 | 0.6466 | 0.6618 | | 0.3029 | 22.65 | 8380 | 0.5657 | 0.6712 | 0.7878 | 0.8642 | 0.9364 | 0.8059 | 0.8553 | 0.4770 | 0.9024 | 0.8544 | 0.6833 | 0.8639 | 0.6332 | 0.7362 | 0.3833 | 0.7861 | 0.6424 | 0.6533 | | 0.2456 | 22.7 | 8400 | 0.5721 | 0.6731 | 0.7873 | 0.8651 | 0.9428 | 0.7933 | 0.8542 | 0.4792 | 0.8958 | 0.8555 | 0.6905 | 0.8626 | 0.6372 | 0.7374 | 0.3841 | 0.7878 | 0.6426 | 0.6598 | | 0.1053 | 22.76 | 8420 | 0.5606 | 0.6739 | 0.7922 | 0.8635 | 0.9287 | 0.7984 | 0.8540 | 0.5025 | 0.8994 | 0.8674 | 0.6950 | 0.8599 | 0.6368 | 0.7394 | 0.3946 | 0.7833 | 0.6407 | 0.6627 | | 1.795 | 22.81 | 8440 | 0.5699 | 0.6731 | 0.7903 | 0.8636 | 0.9370 | 0.7859 | 0.8670 | 0.5047 | 0.8916 | 0.8504 | 0.6954 | 0.8586 | 0.6362 | 0.7375 | 0.3877 | 0.7836 | 0.6438 | 0.6646 | | 0.1018 | 22.86 | 8460 | 0.5460 | 0.6729 | 0.7948 | 0.8635 | 0.9317 | 0.8101 | 0.8670 | 0.5022 | 0.8883 | 0.8591 | 0.7056 | 0.8600 | 0.6311 | 0.7369 | 0.3864 | 0.7818 | 0.6443 | 0.6699 | | 0.6768 | 22.92 | 8480 | 0.5495 | 0.6737 | 0.7898 | 0.8640 | 0.9304 | 0.7840 | 0.8692 | 0.5040 | 0.9017 | 0.8403 | 0.6989 | 0.8594 | 0.6299 | 0.7368 | 0.3949 | 0.7830 | 0.6458 | 0.6658 | | 0.3736 | 22.97 | 8500 | 0.5669 | 0.6734 | 0.7915 | 0.8638 | 0.9286 | 0.8012 | 0.8571 | 0.4954 | 0.9004 | 0.8570 | 0.7004 | 0.8589 | 0.6304 | 0.7389 | 0.3919 | 0.7834 | 0.6438 | 0.6668 | | 1.8637 | 23.03 | 8520 | 0.6098 | 0.6732 | 0.7884 | 0.8637 | 0.9286 | 0.7872 | 0.8570 | 0.4960 | 0.9061 | 0.8481 | 0.6959 | 0.8576 | 0.6296 | 0.7385 | 0.3912 | 0.7829 | 0.6462 | 0.6664 | | 0.651 | 23.08 | 8540 | 0.5954 | 0.6736 | 0.7889 | 0.8640 | 0.9280 | 0.8008 | 0.8504 | 0.4812 | 0.9060 | 0.8563 | 0.6996 | 0.8578 | 0.6313 | 0.7395 | 0.3880 | 0.7829 | 0.6461 | 0.6693 | | 0.2601 | 23.14 | 8560 | 0.5999 | 0.6710 | 0.7842 | 0.8623 | 0.9259 | 0.7709 | 0.8526 | 0.4903 | 0.9116 | 0.8529 | 0.6848 | 0.8573 | 0.6303 | 0.7375 | 0.3916 | 0.7802 | 0.6431 | 0.6572 | | 0.2218 | 23.19 | 8580 | 0.5675 | 0.6747 | 0.7934 | 0.8640 | 0.9318 | 0.7903 | 0.8692 | 0.5127 | 0.8924 | 0.8501 | 0.7074 | 0.8590 | 0.6303 | 0.7375 | 0.3908 | 0.7808 | 0.6514 | 0.6729 | | 0.2579 | 23.24 | 8600 | 0.5624 | 0.6738 | 0.7898 | 0.8639 | 0.9288 | 0.7895 | 0.8584 | 0.5026 | 0.9046 | 0.8456 | 0.6990 | 0.8587 | 0.6267 | 0.7379 | 0.3949 | 0.7814 | 0.6501 | 0.6673 | | 0.3312 | 23.3 | 8620 | 0.5908 | 0.6670 | 0.7762 | 0.8622 | 0.9328 | 0.7491 | 0.8524 | 0.4524 | 0.9084 | 0.8496 | 0.6887 | 0.8570 | 0.6188 | 0.7334 | 0.3753 | 0.7810 | 0.6449 | 0.6584 | | 0.231 | 23.35 | 8640 | 0.5613 | 0.6712 | 0.7880 | 0.8638 | 0.9313 | 0.7842 | 0.8785 | 0.4710 | 0.8936 | 0.8482 | 0.7094 | 0.8582 | 0.6215 | 0.7319 | 0.3779 | 0.7815 | 0.6531 | 0.6744 | | 2.6066 | 23.41 | 8660 | 0.5940 | 0.6686 | 0.7902 | 0.8607 | 0.9327 | 0.7734 | 0.8787 | 0.5063 | 0.8825 | 0.8730 | 0.6845 | 0.8577 | 0.6263 | 0.7321 | 0.3917 | 0.7784 | 0.6383 | 0.6556 | | 1.1004 | 23.46 | 8680 | 0.5960 | 0.6705 | 0.7906 | 0.8616 | 0.9298 | 0.7862 | 0.8763 | 0.5128 | 0.8947 | 0.8505 | 0.6839 | 0.8574 | 0.6286 | 0.7343 | 0.3944 | 0.7799 | 0.6431 | 0.6557 | | 0.4095 | 23.51 | 8700 | 0.6164 | 0.6652 | 0.7764 | 0.8609 | 0.9297 | 0.7600 | 0.8711 | 0.4513 | 0.9104 | 0.8392 | 0.6732 | 0.8557 | 0.6250 | 0.7343 | 0.3718 | 0.7802 | 0.6426 | 0.6471 | | 0.3332 | 23.57 | 8720 | 0.6297 | 0.6700 | 0.7879 | 0.8619 | 0.9276 | 0.7837 | 0.8664 | 0.4964 | 0.9020 | 0.8554 | 0.6835 | 0.8583 | 0.6306 | 0.7354 | 0.3867 | 0.7804 | 0.6435 | 0.6553 | | 0.357 | 23.62 | 8740 | 0.5714 | 0.6702 | 0.7947 | 0.8617 | 0.9327 | 0.8098 | 0.8677 | 0.4985 | 0.8781 | 0.8734 | 0.7030 | 0.8586 | 0.6299 | 0.7358 | 0.3767 | 0.7770 | 0.6440 | 0.6692 | | 0.3457 | 23.68 | 8760 | 0.5787 | 0.6693 | 0.7895 | 0.8620 | 0.9241 | 0.7879 | 0.8704 | 0.4898 | 0.8988 | 0.8591 | 0.6961 | 0.8590 | 0.6235 | 0.7329 | 0.3826 | 0.7800 | 0.6438 | 0.6634 | | 0.1971 | 23.73 | 8780 | 0.5902 | 0.6690 | 0.7915 | 0.8613 | 0.9216 | 0.8057 | 0.8644 | 0.5011 | 0.9022 | 0.8561 | 0.6894 | 0.8585 | 0.6224 | 0.7340 | 0.3878 | 0.7799 | 0.6417 | 0.6586 | | 0.1705 | 23.78 | 8800 | 0.5612 | 0.6727 | 0.7922 | 0.8635 | 0.9263 | 0.7932 | 0.8649 | 0.5081 | 0.9007 | 0.8481 | 0.7038 | 0.8604 | 0.6272 | 0.7359 | 0.3880 | 0.7813 | 0.6477 | 0.6686 | | 0.0754 | 23.84 | 8820 | 0.5562 | 0.6715 | 0.7934 | 0.8627 | 0.9326 | 0.8052 | 0.8605 | 0.5124 | 0.8910 | 0.8535 | 0.6983 | 0.8602 | 0.6295 | 0.7361 | 0.3849 | 0.7807 | 0.6447 | 0.6645 | | 0.1414 | 23.89 | 8840 | 0.5753 | 0.6709 | 0.7877 | 0.8627 | 0.9299 | 0.8024 | 0.8558 | 0.4902 | 0.9062 | 0.8463 | 0.6834 | 0.8588 | 0.6317 | 0.7375 | 0.3887 | 0.7830 | 0.6417 | 0.6546 | | 0.2294 | 23.95 | 8860 | 0.5839 | 0.6672 | 0.7810 | 0.8620 | 0.9286 | 0.7855 | 0.8596 | 0.4449 | 0.9072 | 0.8591 | 0.6818 | 0.8583 | 0.6321 | 0.7353 | 0.3721 | 0.7828 | 0.6371 | 0.6530 | | 0.3012 | 24.0 | 8880 | 0.5865 | 0.6690 | 0.7844 | 0.8621 | 0.9248 | 0.7915 | 0.8633 | 0.4642 | 0.9090 | 0.8517 | 0.6861 | 0.8583 | 0.6328 | 0.7362 | 0.3786 | 0.7813 | 0.6393 | 0.6563 | | 0.8447 | 24.05 | 8900 | 0.5817 | 0.6704 | 0.7875 | 0.8626 | 0.9315 | 0.8042 | 0.8580 | 0.4742 | 0.8995 | 0.8557 | 0.6897 | 0.8582 | 0.6345 | 0.7370 | 0.3813 | 0.7827 | 0.6397 | 0.6593 | | 0.3594 | 24.11 | 8920 | 0.5794 | 0.6690 | 0.7895 | 0.8614 | 0.9276 | 0.7992 | 0.8640 | 0.4819 | 0.8939 | 0.8713 | 0.6885 | 0.8590 | 0.6324 | 0.7363 | 0.3846 | 0.7808 | 0.6337 | 0.6564 | | 0.0976 | 24.16 | 8940 | 0.5703 | 0.6707 | 0.7909 | 0.8622 | 0.9321 | 0.7927 | 0.8719 | 0.4989 | 0.8904 | 0.8594 | 0.6906 | 0.8593 | 0.6353 | 0.7366 | 0.3852 | 0.7814 | 0.6378 | 0.6591 | | 0.1682 | 24.22 | 8960 | 0.5625 | 0.6733 | 0.7952 | 0.8633 | 0.9307 | 0.8030 | 0.8617 | 0.5188 | 0.8908 | 0.8574 | 0.7040 | 0.8606 | 0.6352 | 0.7388 | 0.3862 | 0.7814 | 0.6427 | 0.6680 | | 0.2327 | 24.27 | 8980 | 0.5876 | 0.6700 | 0.7873 | 0.8622 | 0.9323 | 0.7891 | 0.8688 | 0.4929 | 0.8985 | 0.8447 | 0.6851 | 0.8579 | 0.6337 | 0.7358 | 0.3817 | 0.7812 | 0.6427 | 0.6568 | | 0.2144 | 24.32 | 9000 | 0.5541 | 0.6741 | 0.7915 | 0.8644 | 0.9314 | 0.8004 | 0.8633 | 0.5056 | 0.9008 | 0.8323 | 0.7065 | 0.8594 | 0.6334 | 0.7381 | 0.3820 | 0.7820 | 0.6508 | 0.6731 | | 0.0768 | 24.38 | 9020 | 0.5887 | 0.6696 | 0.7868 | 0.8620 | 0.9286 | 0.7791 | 0.8688 | 0.4884 | 0.9000 | 0.8558 | 0.6872 | 0.8586 | 0.6330 | 0.7342 | 0.3810 | 0.7810 | 0.6410 | 0.6585 | | 0.2397 | 24.43 | 9040 | 0.5738 | 0.6725 | 0.7880 | 0.8650 | 0.9392 | 0.7989 | 0.8584 | 0.4624 | 0.8919 | 0.8600 | 0.7054 | 0.8620 | 0.6349 | 0.7352 | 0.3726 | 0.7850 | 0.6458 | 0.6717 | | 0.1936 | 24.49 | 9060 | 0.5754 | 0.6733 | 0.7913 | 0.8641 | 0.9297 | 0.7791 | 0.8656 | 0.4989 | 0.8952 | 0.8650 | 0.7057 | 0.8617 | 0.6346 | 0.7358 | 0.3816 | 0.7823 | 0.6457 | 0.6716 | | 0.2075 | 24.54 | 9080 | 0.5687 | 0.6737 | 0.7909 | 0.8644 | 0.9293 | 0.7906 | 0.8685 | 0.4945 | 0.9001 | 0.8491 | 0.7045 | 0.8610 | 0.6343 | 0.7359 | 0.3807 | 0.7826 | 0.6495 | 0.6716 | | 0.144 | 24.59 | 9100 | 0.5720 | 0.6726 | 0.7963 | 0.8635 | 0.9238 | 0.8185 | 0.8683 | 0.5078 | 0.8983 | 0.8527 | 0.7044 | 0.8605 | 0.6286 | 0.7363 | 0.3806 | 0.7817 | 0.6491 | 0.6717 | | 0.2048 | 24.65 | 9120 | 0.5760 | 0.6728 | 0.7890 | 0.8649 | 0.9344 | 0.7993 | 0.8574 | 0.4726 | 0.8988 | 0.8604 | 0.6999 | 0.8624 | 0.6349 | 0.7352 | 0.3768 | 0.7853 | 0.6466 | 0.6686 | | 0.4382 | 24.7 | 9140 | 0.5900 | 0.6722 | 0.7872 | 0.8643 | 0.9386 | 0.7962 | 0.8494 | 0.4847 | 0.9008 | 0.8524 | 0.6881 | 0.8613 | 0.6378 | 0.7362 | 0.3783 | 0.7855 | 0.6456 | 0.6603 | | 0.5225 | 24.76 | 9160 | 0.5747 | 0.6724 | 0.7853 | 0.8645 | 0.9283 | 0.7859 | 0.8719 | 0.4729 | 0.9111 | 0.8265 | 0.7004 | 0.8599 | 0.6324 | 0.7352 | 0.3760 | 0.7825 | 0.6511 | 0.6698 | | 0.2378 | 24.81 | 9180 | 0.5753 | 0.6730 | 0.7895 | 0.8645 | 0.9291 | 0.8118 | 0.8557 | 0.4781 | 0.9068 | 0.8432 | 0.7014 | 0.8606 | 0.6318 | 0.7365 | 0.3787 | 0.7832 | 0.6502 | 0.6700 | | 0.2651 | 24.86 | 9200 | 0.5621 | 0.6736 | 0.7877 | 0.8652 | 0.9340 | 0.7918 | 0.8596 | 0.4739 | 0.9024 | 0.8496 | 0.7025 | 0.8617 | 0.6349 | 0.7364 | 0.3777 | 0.7848 | 0.6495 | 0.6703 | | 0.191 | 24.92 | 9220 | 0.5835 | 0.6728 | 0.7876 | 0.8650 | 0.9415 | 0.7962 | 0.8513 | 0.4805 | 0.8963 | 0.8533 | 0.6943 | 0.8617 | 0.6366 | 0.7359 | 0.3778 | 0.7864 | 0.6467 | 0.6647 | | 0.1826 | 24.97 | 9240 | 0.5623 | 0.6727 | 0.7881 | 0.8652 | 0.9350 | 0.7932 | 0.8678 | 0.4618 | 0.8962 | 0.8586 | 0.7042 | 0.8625 | 0.6341 | 0.7345 | 0.3733 | 0.7852 | 0.6480 | 0.6710 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b1-ade-512-512-finetuned-coastTrain

# segformer-b1-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b1-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5786 - Mean Iou: 0.6925 - Mean Accuracy: 0.7978 - Overall Accuracy: 0.8728 - Accuracy Water: 0.9333 - Accuracy Whitewater: 0.7968 - Accuracy Sediment: 0.8779 - Accuracy Other Natural Terrain: 0.4833 - Accuracy Vegetation: 0.9128 - Accuracy Development: 0.8676 - Accuracy Unknown: 0.7127 - Iou Water: 0.8588 - Iou Whitewater: 0.6646 - Iou Sediment: 0.7694 - Iou Other Natural Terrain: 0.3854 - Iou Vegetation: 0.7968 - Iou Development: 0.7147 - Iou Unknown: 0.6576 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7493 | 0.05 | 20 | 1.7172 | 0.1703 | 0.3254 | 0.3539 | 0.2697 | 0.4785 | 0.0909 | 0.0010 | 0.4886 | 0.6161 | 0.3332 | 0.2611 | 0.0589 | 0.0710 | 0.0010 | 0.3122 | 0.1795 | 0.3084 | | 1.8984 | 0.11 | 40 | 1.4129 | 0.2782 | 0.4122 | 0.5769 | 0.7857 | 0.4180 | 0.1810 | 0.0001 | 0.6348 | 0.5331 | 0.3329 | 0.6077 | 0.1010 | 0.1340 | 0.0001 | 0.4288 | 0.3473 | 0.3285 | | 1.095 | 0.16 | 60 | 1.2566 | 0.3127 | 0.4336 | 0.6393 | 0.7351 | 0.3036 | 0.1012 | 0.0000 | 0.8915 | 0.5617 | 0.4420 | 0.6529 | 0.1412 | 0.0942 | 0.0000 | 0.5041 | 0.3696 | 0.4272 | | 1.1343 | 0.22 | 80 | 1.0716 | 0.3507 | 0.4554 | 0.6760 | 0.8623 | 0.3714 | 0.1257 | 0.0 | 0.8577 | 0.5210 | 0.4499 | 0.6610 | 0.2670 | 0.1148 | 0.0 | 0.5338 | 0.4361 | 0.4426 | | 1.3947 | 0.27 | 100 | 0.9706 | 0.3960 | 0.5042 | 0.7133 | 0.8340 | 0.2758 | 0.4532 | 0.0 | 0.8991 | 0.5979 | 0.4695 | 0.7173 | 0.2215 | 0.3418 | 0.0 | 0.5767 | 0.4592 | 0.4555 | | 0.8545 | 0.32 | 120 | 0.8855 | 0.4121 | 0.5123 | 0.7311 | 0.8837 | 0.3009 | 0.3820 | 0.0 | 0.9048 | 0.6362 | 0.4783 | 0.7064 | 0.2724 | 0.3191 | 0.0 | 0.6205 | 0.4996 | 0.4667 | | 0.9993 | 0.38 | 140 | 0.8925 | 0.4448 | 0.5587 | 0.7419 | 0.8347 | 0.3459 | 0.6333 | 0.0 | 0.8922 | 0.7209 | 0.4839 | 0.7219 | 0.3171 | 0.4623 | 0.0 | 0.6126 | 0.5284 | 0.4711 | | 1.6103 | 0.43 | 160 | 0.8812 | 0.4435 | 0.5491 | 0.7408 | 0.8433 | 0.3630 | 0.5827 | 0.0 | 0.9067 | 0.6578 | 0.4902 | 0.7268 | 0.3388 | 0.4686 | 0.0 | 0.6036 | 0.4881 | 0.4783 | | 0.9423 | 0.49 | 180 | 0.8941 | 0.4274 | 0.5535 | 0.7252 | 0.7660 | 0.2723 | 0.6729 | 0.0 | 0.8921 | 0.7693 | 0.5016 | 0.6930 | 0.2551 | 0.4432 | 0.0 | 0.5967 | 0.5202 | 0.4836 | | 1.2058 | 0.54 | 200 | 0.7923 | 0.4742 | 0.5963 | 0.7661 | 0.8737 | 0.3840 | 0.8138 | 0.0 | 0.8549 | 0.7535 | 0.4942 | 0.7441 | 0.3497 | 0.5259 | 0.0 | 0.6555 | 0.5640 | 0.4804 | | 0.6721 | 0.59 | 220 | 0.7763 | 0.4786 | 0.5975 | 0.7684 | 0.8539 | 0.4041 | 0.7535 | 0.0 | 0.8935 | 0.7786 | 0.4989 | 0.7545 | 0.3708 | 0.5275 | 0.0 | 0.6521 | 0.5569 | 0.4882 | | 1.2591 | 0.65 | 240 | 0.8197 | 0.4544 | 0.6080 | 0.7350 | 0.8787 | 0.4720 | 0.8123 | 0.0 | 0.6890 | 0.9098 | 0.4942 | 0.7592 | 0.4179 | 0.5319 | 0.0 | 0.5843 | 0.4082 | 0.4794 | | 0.9566 | 0.7 | 260 | 0.7655 | 0.4386 | 0.5391 | 0.7475 | 0.9155 | 0.3615 | 0.3745 | 0.0 | 0.8787 | 0.7443 | 0.4994 | 0.6923 | 0.3378 | 0.2902 | 0.0 | 0.6814 | 0.5806 | 0.4876 | | 0.8311 | 0.76 | 280 | 0.7430 | 0.4866 | 0.6038 | 0.7731 | 0.8499 | 0.4760 | 0.7896 | 0.0 | 0.9248 | 0.7140 | 0.4725 | 0.7541 | 0.4166 | 0.5380 | 0.0 | 0.6699 | 0.5640 | 0.4636 | | 0.6051 | 0.81 | 300 | 0.7053 | 0.5114 | 0.6267 | 0.7892 | 0.8971 | 0.5523 | 0.7957 | 0.0 | 0.8880 | 0.7400 | 0.5140 | 0.7723 | 0.4723 | 0.5806 | 0.0 | 0.6832 | 0.5684 | 0.5033 | | 1.7909 | 0.86 | 320 | 0.7280 | 0.4977 | 0.5945 | 0.7760 | 0.8578 | 0.5029 | 0.6560 | 0.0000 | 0.9507 | 0.6473 | 0.5470 | 0.7607 | 0.4324 | 0.5482 | 0.0000 | 0.6411 | 0.5702 | 0.5311 | | 0.8538 | 0.92 | 340 | 0.7164 | 0.5033 | 0.6344 | 0.7856 | 0.8877 | 0.5423 | 0.8511 | 0.0000 | 0.8612 | 0.8030 | 0.4953 | 0.7716 | 0.4377 | 0.5597 | 0.0000 | 0.6907 | 0.5778 | 0.4854 | | 0.7004 | 0.97 | 360 | 0.7231 | 0.5046 | 0.6274 | 0.7835 | 0.8793 | 0.5265 | 0.7828 | 0.0000 | 0.8760 | 0.8146 | 0.5129 | 0.7705 | 0.4533 | 0.5973 | 0.0000 | 0.6746 | 0.5482 | 0.4886 | | 0.8098 | 1.03 | 380 | 0.7071 | 0.5079 | 0.6209 | 0.7918 | 0.8841 | 0.4656 | 0.7965 | 0.0000 | 0.9122 | 0.7732 | 0.5147 | 0.7895 | 0.4125 | 0.5794 | 0.0000 | 0.6815 | 0.5978 | 0.4950 | | 0.8487 | 1.08 | 400 | 0.6927 | 0.4967 | 0.6015 | 0.7872 | 0.8906 | 0.3964 | 0.7595 | 0.0002 | 0.9228 | 0.7378 | 0.5030 | 0.7867 | 0.3609 | 0.5709 | 0.0002 | 0.6695 | 0.6025 | 0.4864 | | 0.6625 | 1.14 | 420 | 0.6834 | 0.5042 | 0.6500 | 0.7809 | 0.8772 | 0.6287 | 0.8431 | 0.0 | 0.8263 | 0.8595 | 0.5151 | 0.7861 | 0.4843 | 0.5665 | 0.0 | 0.6721 | 0.5325 | 0.4883 | | 0.5647 | 1.19 | 440 | 0.6586 | 0.5175 | 0.6442 | 0.7953 | 0.9110 | 0.5781 | 0.8588 | 0.0025 | 0.8550 | 0.7853 | 0.5188 | 0.7865 | 0.4705 | 0.5687 | 0.0025 | 0.7040 | 0.6033 | 0.4867 | | 0.3936 | 1.24 | 460 | 0.6602 | 0.5273 | 0.6436 | 0.7987 | 0.8857 | 0.6076 | 0.7943 | 0.0012 | 0.9126 | 0.7777 | 0.5261 | 0.7961 | 0.5017 | 0.5965 | 0.0012 | 0.6932 | 0.6212 | 0.4810 | | 0.6881 | 1.3 | 480 | 0.6775 | 0.5364 | 0.6587 | 0.8033 | 0.8870 | 0.6814 | 0.8470 | 0.0063 | 0.9133 | 0.7739 | 0.5020 | 0.7981 | 0.5312 | 0.6043 | 0.0063 | 0.7038 | 0.6375 | 0.4734 | | 0.8746 | 1.35 | 500 | 0.6386 | 0.5324 | 0.6516 | 0.8048 | 0.9095 | 0.5866 | 0.8598 | 0.0151 | 0.8865 | 0.7820 | 0.5213 | 0.7967 | 0.4758 | 0.6204 | 0.0151 | 0.7079 | 0.6209 | 0.4901 | | 0.4986 | 1.41 | 520 | 0.6543 | 0.5315 | 0.6534 | 0.8004 | 0.8921 | 0.6244 | 0.7959 | 0.0137 | 0.8970 | 0.8467 | 0.5044 | 0.7961 | 0.5058 | 0.6274 | 0.0137 | 0.6928 | 0.6029 | 0.4819 | | 0.4409 | 1.46 | 540 | 0.6493 | 0.5292 | 0.6361 | 0.8036 | 0.9110 | 0.5536 | 0.8239 | 0.0076 | 0.9156 | 0.7326 | 0.5083 | 0.7972 | 0.4645 | 0.6328 | 0.0076 | 0.6938 | 0.6143 | 0.4946 | | 0.4847 | 1.51 | 560 | 0.6168 | 0.5481 | 0.6709 | 0.8085 | 0.8901 | 0.7228 | 0.8407 | 0.0062 | 0.9013 | 0.7858 | 0.5490 | 0.8029 | 0.5712 | 0.6051 | 0.0062 | 0.7045 | 0.6280 | 0.5188 | | 0.4528 | 1.57 | 580 | 0.6380 | 0.5416 | 0.6459 | 0.8083 | 0.9043 | 0.6219 | 0.8024 | 0.0098 | 0.9332 | 0.7205 | 0.5289 | 0.7931 | 0.5051 | 0.6443 | 0.0098 | 0.7018 | 0.6208 | 0.5159 | | 0.6914 | 1.62 | 600 | 0.6635 | 0.5253 | 0.6668 | 0.7980 | 0.8900 | 0.6749 | 0.8706 | 0.0143 | 0.8623 | 0.8589 | 0.4967 | 0.8002 | 0.4745 | 0.5947 | 0.0143 | 0.6941 | 0.6176 | 0.4814 | | 0.3648 | 1.68 | 620 | 0.5942 | 0.5545 | 0.6880 | 0.8131 | 0.9024 | 0.7745 | 0.8511 | 0.0219 | 0.8758 | 0.8404 | 0.5502 | 0.8119 | 0.5426 | 0.6365 | 0.0219 | 0.7045 | 0.6430 | 0.5208 | | 0.4529 | 1.73 | 640 | 0.5721 | 0.5612 | 0.6760 | 0.8181 | 0.8930 | 0.7078 | 0.7906 | 0.0198 | 0.9222 | 0.8056 | 0.5926 | 0.8128 | 0.5390 | 0.6463 | 0.0198 | 0.7079 | 0.6451 | 0.5577 | | 1.0142 | 1.78 | 660 | 0.5974 | 0.5475 | 0.6674 | 0.8132 | 0.8962 | 0.6672 | 0.7796 | 0.0185 | 0.9101 | 0.8162 | 0.5841 | 0.8070 | 0.5022 | 0.6299 | 0.0185 | 0.7138 | 0.6087 | 0.5521 | | 0.7051 | 1.84 | 680 | 0.5797 | 0.5616 | 0.6803 | 0.8191 | 0.9143 | 0.6918 | 0.8584 | 0.0218 | 0.8890 | 0.8278 | 0.5589 | 0.8060 | 0.5516 | 0.6520 | 0.0217 | 0.7239 | 0.6488 | 0.5273 | | 0.4842 | 1.89 | 700 | 0.6116 | 0.5630 | 0.6703 | 0.8188 | 0.8844 | 0.6324 | 0.8252 | 0.0246 | 0.9341 | 0.7984 | 0.5929 | 0.8112 | 0.5354 | 0.6321 | 0.0245 | 0.7080 | 0.6627 | 0.5669 | | 0.6968 | 1.95 | 720 | 0.5540 | 0.5866 | 0.7049 | 0.8329 | 0.8845 | 0.7208 | 0.8590 | 0.0264 | 0.8998 | 0.8168 | 0.7267 | 0.8122 | 0.5784 | 0.6251 | 0.0263 | 0.7431 | 0.6688 | 0.6525 | | 1.8822 | 2.0 | 740 | 0.5728 | 0.5799 | 0.6927 | 0.8302 | 0.9067 | 0.7202 | 0.8172 | 0.0255 | 0.9105 | 0.8296 | 0.6389 | 0.8188 | 0.5854 | 0.6652 | 0.0255 | 0.7365 | 0.6335 | 0.5941 | | 0.4076 | 2.05 | 760 | 0.6294 | 0.5515 | 0.6580 | 0.8166 | 0.9071 | 0.6036 | 0.8657 | 0.0258 | 0.9291 | 0.7251 | 0.5495 | 0.8081 | 0.5112 | 0.6312 | 0.0257 | 0.7209 | 0.6344 | 0.5291 | | 0.54 | 2.11 | 780 | 0.5984 | 0.5491 | 0.6783 | 0.8127 | 0.9016 | 0.7307 | 0.8550 | 0.0254 | 0.8999 | 0.8230 | 0.5122 | 0.8134 | 0.5702 | 0.6021 | 0.0254 | 0.7282 | 0.6093 | 0.4951 | | 0.442 | 2.16 | 800 | 0.5446 | 0.5724 | 0.7018 | 0.8279 | 0.9078 | 0.8005 | 0.8577 | 0.0320 | 0.8996 | 0.8101 | 0.6046 | 0.8204 | 0.5736 | 0.6397 | 0.0319 | 0.7505 | 0.6229 | 0.5676 | | 1.4273 | 2.22 | 820 | 0.5282 | 0.5848 | 0.7034 | 0.8357 | 0.9137 | 0.7914 | 0.8224 | 0.0361 | 0.9163 | 0.7978 | 0.6459 | 0.8339 | 0.5758 | 0.6886 | 0.0360 | 0.7484 | 0.6228 | 0.5885 | | 0.3815 | 2.27 | 840 | 0.5492 | 0.5769 | 0.7116 | 0.8281 | 0.8834 | 0.7850 | 0.8809 | 0.0338 | 0.8840 | 0.8264 | 0.6876 | 0.8171 | 0.5775 | 0.6228 | 0.0336 | 0.7517 | 0.6352 | 0.6006 | | 0.6591 | 2.32 | 860 | 0.5587 | 0.5618 | 0.6888 | 0.8203 | 0.9125 | 0.7731 | 0.8273 | 0.0439 | 0.9024 | 0.8168 | 0.5456 | 0.8198 | 0.5660 | 0.6426 | 0.0437 | 0.7351 | 0.6141 | 0.5115 | | 0.2759 | 2.38 | 880 | 0.5585 | 0.5748 | 0.7090 | 0.8246 | 0.8929 | 0.8525 | 0.8349 | 0.1037 | 0.9277 | 0.8102 | 0.5410 | 0.8212 | 0.5392 | 0.6752 | 0.1027 | 0.7398 | 0.6324 | 0.5131 | | 0.7781 | 2.43 | 900 | 0.5463 | 0.5879 | 0.7143 | 0.8282 | 0.8976 | 0.7895 | 0.8656 | 0.1139 | 0.9047 | 0.8578 | 0.5713 | 0.8219 | 0.5838 | 0.6700 | 0.1130 | 0.7338 | 0.6556 | 0.5375 | | 1.5036 | 2.49 | 920 | 0.5776 | 0.5782 | 0.6917 | 0.8260 | 0.9061 | 0.7261 | 0.8584 | 0.0366 | 0.9104 | 0.8330 | 0.5712 | 0.8179 | 0.5969 | 0.6629 | 0.0364 | 0.7225 | 0.6599 | 0.5507 | | 0.4122 | 2.54 | 940 | 0.5499 | 0.5808 | 0.7089 | 0.8274 | 0.9136 | 0.7625 | 0.8537 | 0.0448 | 0.8574 | 0.8914 | 0.6391 | 0.8280 | 0.5927 | 0.6435 | 0.0447 | 0.7207 | 0.6503 | 0.5856 | | 0.5399 | 2.59 | 960 | 0.5571 | 0.5695 | 0.6925 | 0.8227 | 0.9132 | 0.7824 | 0.7878 | 0.0431 | 0.8938 | 0.8200 | 0.6070 | 0.8219 | 0.5599 | 0.6452 | 0.0429 | 0.7193 | 0.6419 | 0.5554 | | 0.3329 | 2.65 | 980 | 0.6079 | 0.5602 | 0.6870 | 0.8209 | 0.9177 | 0.7152 | 0.8620 | 0.0324 | 0.8907 | 0.8726 | 0.5182 | 0.8208 | 0.5520 | 0.6516 | 0.0322 | 0.7319 | 0.6280 | 0.5052 | | 0.4706 | 2.7 | 1000 | 0.5701 | 0.5722 | 0.7029 | 0.8271 | 0.9081 | 0.7854 | 0.8670 | 0.0444 | 0.8983 | 0.8478 | 0.5695 | 0.8328 | 0.5873 | 0.6520 | 0.0442 | 0.7450 | 0.6068 | 0.5375 | | 0.4148 | 2.76 | 1020 | 0.5369 | 0.5959 | 0.7206 | 0.8366 | 0.9175 | 0.7878 | 0.8687 | 0.0767 | 0.8702 | 0.8460 | 0.6776 | 0.8295 | 0.6063 | 0.6600 | 0.0761 | 0.7478 | 0.6384 | 0.6132 | | 0.254 | 2.81 | 1040 | 0.5453 | 0.5852 | 0.7155 | 0.8294 | 0.8971 | 0.7915 | 0.8433 | 0.0510 | 0.8766 | 0.8995 | 0.6496 | 0.8256 | 0.6044 | 0.6737 | 0.0507 | 0.7336 | 0.6192 | 0.5891 | | 0.504 | 2.86 | 1060 | 0.5841 | 0.5815 | 0.6967 | 0.8289 | 0.9080 | 0.7716 | 0.8378 | 0.0348 | 0.9211 | 0.8435 | 0.5601 | 0.8158 | 0.6103 | 0.6729 | 0.0346 | 0.7373 | 0.6610 | 0.5390 | | 0.4301 | 2.92 | 1080 | 0.5407 | 0.5762 | 0.7074 | 0.8308 | 0.9146 | 0.8310 | 0.8101 | 0.0506 | 0.9091 | 0.8636 | 0.5730 | 0.8278 | 0.5577 | 0.6429 | 0.0500 | 0.7522 | 0.6499 | 0.5530 | | 0.3095 | 2.97 | 1100 | 0.5026 | 0.6040 | 0.7256 | 0.8435 | 0.9170 | 0.8272 | 0.8663 | 0.0705 | 0.9075 | 0.8614 | 0.6293 | 0.8380 | 0.5967 | 0.6912 | 0.0696 | 0.7543 | 0.6770 | 0.6011 | | 0.4004 | 3.03 | 1120 | 0.5277 | 0.5957 | 0.7008 | 0.8387 | 0.9278 | 0.7355 | 0.8816 | 0.0603 | 0.9185 | 0.7741 | 0.6080 | 0.8301 | 0.6043 | 0.6791 | 0.0597 | 0.7460 | 0.6638 | 0.5871 | | 1.2151 | 3.08 | 1140 | 0.5257 | 0.5974 | 0.7173 | 0.8349 | 0.8856 | 0.7717 | 0.8479 | 0.0889 | 0.9117 | 0.8360 | 0.6793 | 0.8180 | 0.6021 | 0.6601 | 0.0882 | 0.7470 | 0.6553 | 0.6114 | | 0.9355 | 3.14 | 1160 | 0.5683 | 0.5862 | 0.7109 | 0.8306 | 0.9039 | 0.8402 | 0.8174 | 0.0895 | 0.9282 | 0.8440 | 0.5530 | 0.8366 | 0.5949 | 0.6824 | 0.0888 | 0.7334 | 0.6338 | 0.5331 | | 0.2929 | 3.19 | 1180 | 0.5477 | 0.5848 | 0.7084 | 0.8340 | 0.9141 | 0.8009 | 0.8475 | 0.0493 | 0.9154 | 0.8692 | 0.5626 | 0.8402 | 0.5984 | 0.6758 | 0.0486 | 0.7429 | 0.6385 | 0.5491 | | 0.3314 | 3.24 | 1200 | 0.5811 | 0.5843 | 0.7077 | 0.8277 | 0.9324 | 0.7523 | 0.8429 | 0.0519 | 0.8435 | 0.9200 | 0.6109 | 0.8203 | 0.6098 | 0.6898 | 0.0513 | 0.7215 | 0.6103 | 0.5875 | | 0.5957 | 3.3 | 1220 | 0.5267 | 0.5980 | 0.6973 | 0.8396 | 0.9109 | 0.7374 | 0.8012 | 0.0350 | 0.9326 | 0.7654 | 0.6983 | 0.8275 | 0.6197 | 0.6597 | 0.0348 | 0.7407 | 0.6567 | 0.6468 | | 0.3597 | 3.35 | 1240 | 0.4942 | 0.6122 | 0.7230 | 0.8460 | 0.9184 | 0.8138 | 0.8185 | 0.0773 | 0.9166 | 0.8438 | 0.6729 | 0.8262 | 0.6167 | 0.6664 | 0.0764 | 0.7598 | 0.6974 | 0.6424 | | 0.9954 | 3.41 | 1260 | 0.5065 | 0.6175 | 0.7287 | 0.8497 | 0.9057 | 0.8100 | 0.8376 | 0.0742 | 0.9243 | 0.8361 | 0.7130 | 0.8273 | 0.6202 | 0.6836 | 0.0729 | 0.7681 | 0.6783 | 0.6721 | | 0.7295 | 3.46 | 1280 | 0.5210 | 0.6127 | 0.7299 | 0.8488 | 0.9168 | 0.7852 | 0.8712 | 0.0583 | 0.8902 | 0.8710 | 0.7168 | 0.8271 | 0.6163 | 0.6473 | 0.0572 | 0.7734 | 0.6795 | 0.6880 | | 0.5879 | 3.51 | 1300 | 0.4907 | 0.6328 | 0.7453 | 0.8547 | 0.9133 | 0.7958 | 0.8456 | 0.1503 | 0.9094 | 0.8906 | 0.7117 | 0.8406 | 0.6221 | 0.6770 | 0.1467 | 0.7673 | 0.6887 | 0.6876 | | 0.5446 | 3.57 | 1320 | 0.4995 | 0.6188 | 0.7310 | 0.8498 | 0.9255 | 0.7873 | 0.8562 | 0.1030 | 0.9063 | 0.8853 | 0.6535 | 0.8417 | 0.6179 | 0.6649 | 0.1013 | 0.7611 | 0.7102 | 0.6342 | | 0.48 | 3.62 | 1340 | 0.5475 | 0.6013 | 0.7091 | 0.8402 | 0.9173 | 0.7477 | 0.8459 | 0.0807 | 0.9225 | 0.8267 | 0.6231 | 0.8355 | 0.6058 | 0.6648 | 0.0795 | 0.7428 | 0.6756 | 0.6053 | | 0.3726 | 3.68 | 1360 | 0.5187 | 0.6218 | 0.7446 | 0.8410 | 0.9294 | 0.8171 | 0.7978 | 0.2801 | 0.8878 | 0.8961 | 0.6042 | 0.8483 | 0.5796 | 0.7161 | 0.2637 | 0.7379 | 0.6238 | 0.5829 | | 0.7404 | 3.73 | 1380 | 0.5219 | 0.6175 | 0.7498 | 0.8364 | 0.9203 | 0.8138 | 0.8710 | 0.2912 | 0.8652 | 0.8947 | 0.5923 | 0.8411 | 0.5962 | 0.6960 | 0.2623 | 0.7361 | 0.6314 | 0.5598 | | 0.4535 | 3.78 | 1400 | 0.5341 | 0.6173 | 0.7485 | 0.8305 | 0.8818 | 0.7689 | 0.8497 | 0.3559 | 0.8949 | 0.8843 | 0.6041 | 0.8263 | 0.6154 | 0.6748 | 0.3109 | 0.7430 | 0.5856 | 0.5655 | | 0.3144 | 3.84 | 1420 | 0.5353 | 0.6110 | 0.7281 | 0.8354 | 0.9152 | 0.8013 | 0.8155 | 0.2263 | 0.9162 | 0.8687 | 0.5537 | 0.8389 | 0.6323 | 0.7117 | 0.2142 | 0.7435 | 0.6061 | 0.5303 | | 0.9902 | 3.89 | 1440 | 0.4848 | 0.6392 | 0.7512 | 0.8584 | 0.9107 | 0.8440 | 0.8690 | 0.1424 | 0.9141 | 0.8227 | 0.7552 | 0.8443 | 0.6259 | 0.7156 | 0.1386 | 0.7672 | 0.6802 | 0.7027 | | 0.8827 | 3.95 | 1460 | 0.5018 | 0.6230 | 0.7273 | 0.8516 | 0.9209 | 0.7903 | 0.8438 | 0.0747 | 0.9163 | 0.8476 | 0.6973 | 0.8471 | 0.6324 | 0.7289 | 0.0731 | 0.7486 | 0.6813 | 0.6494 | | 0.4078 | 4.0 | 1480 | 0.4693 | 0.6423 | 0.7434 | 0.8596 | 0.9134 | 0.7734 | 0.8837 | 0.1359 | 0.9173 | 0.8176 | 0.7625 | 0.8378 | 0.6409 | 0.7071 | 0.1315 | 0.7739 | 0.7057 | 0.6989 | | 0.3292 | 4.05 | 1500 | 0.5158 | 0.6252 | 0.7364 | 0.8467 | 0.9227 | 0.7898 | 0.8684 | 0.1876 | 0.9113 | 0.8628 | 0.6119 | 0.8310 | 0.6400 | 0.7087 | 0.1807 | 0.7674 | 0.6669 | 0.5814 | | 0.2673 | 4.11 | 1520 | 0.5268 | 0.6427 | 0.7613 | 0.8543 | 0.9282 | 0.8173 | 0.8689 | 0.2388 | 0.8708 | 0.8862 | 0.7188 | 0.8297 | 0.6350 | 0.6972 | 0.2200 | 0.7812 | 0.6708 | 0.6648 | | 0.6026 | 4.16 | 1540 | 0.4832 | 0.6495 | 0.7581 | 0.8616 | 0.9171 | 0.8313 | 0.8006 | 0.2205 | 0.9169 | 0.8393 | 0.7806 | 0.8467 | 0.6190 | 0.7103 | 0.2073 | 0.7776 | 0.6780 | 0.7077 | | 0.5142 | 4.22 | 1560 | 0.5137 | 0.6391 | 0.7658 | 0.8551 | 0.9249 | 0.8207 | 0.8746 | 0.1983 | 0.8438 | 0.9173 | 0.7813 | 0.8477 | 0.6231 | 0.6878 | 0.1868 | 0.7630 | 0.6504 | 0.7148 | | 1.041 | 4.27 | 1580 | 0.5122 | 0.6307 | 0.7542 | 0.8462 | 0.9198 | 0.7987 | 0.8797 | 0.2271 | 0.8613 | 0.9085 | 0.6844 | 0.8449 | 0.6356 | 0.6963 | 0.2147 | 0.7464 | 0.6451 | 0.6321 | | 0.1696 | 4.32 | 1600 | 0.4948 | 0.6479 | 0.7580 | 0.8615 | 0.9287 | 0.7954 | 0.8725 | 0.2075 | 0.8893 | 0.8387 | 0.7735 | 0.8412 | 0.6237 | 0.6840 | 0.1989 | 0.7849 | 0.6814 | 0.7210 | | 0.3109 | 4.38 | 1620 | 0.4812 | 0.6669 | 0.7722 | 0.8634 | 0.9049 | 0.8003 | 0.8509 | 0.3403 | 0.9203 | 0.7836 | 0.8048 | 0.8440 | 0.6313 | 0.7211 | 0.3061 | 0.7726 | 0.6530 | 0.7399 | | 0.364 | 4.43 | 1640 | 0.4757 | 0.6678 | 0.7634 | 0.8647 | 0.9133 | 0.7561 | 0.8559 | 0.3299 | 0.9280 | 0.7623 | 0.7983 | 0.8437 | 0.6339 | 0.7257 | 0.3066 | 0.7768 | 0.6624 | 0.7258 | | 0.3764 | 4.49 | 1660 | 0.4935 | 0.6443 | 0.7484 | 0.8557 | 0.9136 | 0.7820 | 0.8613 | 0.2386 | 0.9279 | 0.8194 | 0.6964 | 0.8380 | 0.6194 | 0.7015 | 0.2271 | 0.7687 | 0.6957 | 0.6595 | | 0.1835 | 4.54 | 1680 | 0.5212 | 0.6455 | 0.7716 | 0.8542 | 0.9208 | 0.8356 | 0.8848 | 0.3022 | 0.8747 | 0.8776 | 0.7056 | 0.8380 | 0.6121 | 0.6787 | 0.2802 | 0.7797 | 0.6677 | 0.6623 | | 0.218 | 4.59 | 1700 | 0.4619 | 0.6768 | 0.7932 | 0.8671 | 0.9240 | 0.8098 | 0.8603 | 0.4147 | 0.8851 | 0.8940 | 0.7641 | 0.8474 | 0.6365 | 0.7011 | 0.3554 | 0.7914 | 0.6854 | 0.7201 | | 0.243 | 4.65 | 1720 | 0.4609 | 0.6641 | 0.7728 | 0.8639 | 0.9209 | 0.7932 | 0.8392 | 0.3472 | 0.9191 | 0.8767 | 0.7133 | 0.8486 | 0.6352 | 0.7180 | 0.3070 | 0.7897 | 0.6637 | 0.6866 | | 0.6514 | 4.7 | 1740 | 0.4564 | 0.6690 | 0.7796 | 0.8665 | 0.9227 | 0.7903 | 0.8637 | 0.3498 | 0.8974 | 0.8578 | 0.7752 | 0.8471 | 0.6340 | 0.7133 | 0.3032 | 0.7919 | 0.6702 | 0.7235 | | 0.3031 | 4.76 | 1760 | 0.5100 | 0.6381 | 0.7552 | 0.8492 | 0.9225 | 0.7472 | 0.8864 | 0.3690 | 0.9089 | 0.8395 | 0.6126 | 0.8483 | 0.6247 | 0.6963 | 0.3166 | 0.7765 | 0.6014 | 0.6028 | | 0.5454 | 4.81 | 1780 | 0.4990 | 0.6440 | 0.7734 | 0.8490 | 0.9259 | 0.7694 | 0.8624 | 0.4198 | 0.8609 | 0.9030 | 0.6724 | 0.8382 | 0.6382 | 0.7051 | 0.2815 | 0.7762 | 0.6238 | 0.6451 | | 0.3925 | 4.86 | 1800 | 0.4494 | 0.6688 | 0.7766 | 0.8645 | 0.9157 | 0.7912 | 0.8609 | 0.3623 | 0.9073 | 0.8151 | 0.7838 | 0.8369 | 0.6393 | 0.7149 | 0.3041 | 0.7929 | 0.6866 | 0.7070 | | 1.2411 | 4.92 | 1820 | 0.4737 | 0.6544 | 0.7602 | 0.8559 | 0.9024 | 0.8182 | 0.8725 | 0.3402 | 0.9390 | 0.7169 | 0.7319 | 0.8366 | 0.6468 | 0.7099 | 0.3012 | 0.7702 | 0.6288 | 0.6873 | | 0.4317 | 4.97 | 1840 | 0.4521 | 0.6697 | 0.7953 | 0.8600 | 0.9150 | 0.8312 | 0.8288 | 0.4197 | 0.8582 | 0.9179 | 0.7964 | 0.8407 | 0.6417 | 0.7187 | 0.3440 | 0.7727 | 0.6460 | 0.7241 | | 0.2016 | 5.03 | 1860 | 0.4563 | 0.6747 | 0.7954 | 0.8642 | 0.9250 | 0.8265 | 0.8579 | 0.4407 | 0.8827 | 0.9103 | 0.7250 | 0.8429 | 0.6452 | 0.7294 | 0.3527 | 0.7899 | 0.6716 | 0.6915 | | 0.5817 | 5.08 | 1880 | 0.4646 | 0.6700 | 0.7712 | 0.8618 | 0.9289 | 0.7741 | 0.8090 | 0.4193 | 0.9229 | 0.8504 | 0.6939 | 0.8428 | 0.6421 | 0.7172 | 0.3493 | 0.7765 | 0.6951 | 0.6668 | | 0.3852 | 5.14 | 1900 | 0.4677 | 0.6646 | 0.7730 | 0.8599 | 0.9140 | 0.8116 | 0.8476 | 0.3832 | 0.9245 | 0.8296 | 0.7002 | 0.8441 | 0.6331 | 0.7269 | 0.3249 | 0.7717 | 0.6931 | 0.6584 | | 0.2433 | 5.19 | 1920 | 0.4652 | 0.6686 | 0.7825 | 0.8608 | 0.9184 | 0.8264 | 0.8755 | 0.4243 | 0.9172 | 0.8478 | 0.6677 | 0.8486 | 0.6410 | 0.7263 | 0.3322 | 0.7712 | 0.7131 | 0.6475 | | 0.4897 | 5.24 | 1940 | 0.4225 | 0.6806 | 0.7947 | 0.8688 | 0.9063 | 0.8171 | 0.8464 | 0.4197 | 0.9093 | 0.8687 | 0.7955 | 0.8451 | 0.6342 | 0.7347 | 0.3508 | 0.7962 | 0.6923 | 0.7112 | | 0.2039 | 5.3 | 1960 | 0.5051 | 0.6368 | 0.7533 | 0.8495 | 0.9253 | 0.6914 | 0.8586 | 0.3600 | 0.8972 | 0.9300 | 0.6106 | 0.8498 | 0.5809 | 0.7168 | 0.3157 | 0.7681 | 0.6279 | 0.5983 | | 0.7021 | 5.35 | 1980 | 0.4637 | 0.6554 | 0.7545 | 0.8570 | 0.9276 | 0.7663 | 0.8612 | 0.3680 | 0.9381 | 0.7641 | 0.6562 | 0.8430 | 0.6337 | 0.7294 | 0.3251 | 0.7748 | 0.6532 | 0.6286 | | 0.2793 | 5.41 | 2000 | 0.4749 | 0.6552 | 0.7616 | 0.8588 | 0.9135 | 0.7728 | 0.8609 | 0.3116 | 0.9236 | 0.8517 | 0.6970 | 0.8415 | 0.6414 | 0.7267 | 0.2826 | 0.7857 | 0.6677 | 0.6407 | | 0.7634 | 5.46 | 2020 | 0.4522 | 0.6623 | 0.7770 | 0.8602 | 0.9131 | 0.7627 | 0.8628 | 0.3253 | 0.8671 | 0.8995 | 0.8087 | 0.8402 | 0.6331 | 0.7221 | 0.2818 | 0.7725 | 0.6887 | 0.6979 | | 0.2291 | 5.51 | 2040 | 0.4466 | 0.6625 | 0.7608 | 0.8651 | 0.9169 | 0.7657 | 0.8712 | 0.2836 | 0.9314 | 0.8074 | 0.7493 | 0.8474 | 0.6358 | 0.7366 | 0.2522 | 0.7845 | 0.6960 | 0.6848 | | 0.4648 | 5.57 | 2060 | 0.4596 | 0.6593 | 0.7602 | 0.8658 | 0.9439 | 0.7341 | 0.8487 | 0.2616 | 0.8898 | 0.8969 | 0.7462 | 0.8485 | 0.6191 | 0.7189 | 0.2288 | 0.7824 | 0.7052 | 0.7123 | | 0.4128 | 5.62 | 2080 | 0.4340 | 0.6801 | 0.7868 | 0.8689 | 0.9215 | 0.7948 | 0.8462 | 0.4485 | 0.9246 | 0.8290 | 0.7431 | 0.8534 | 0.6326 | 0.7321 | 0.3479 | 0.7852 | 0.6969 | 0.7125 | | 0.2616 | 5.68 | 2100 | 0.4282 | 0.6785 | 0.7926 | 0.8692 | 0.9285 | 0.8331 | 0.8221 | 0.4341 | 0.9014 | 0.8563 | 0.7731 | 0.8563 | 0.6138 | 0.7248 | 0.3631 | 0.7889 | 0.6896 | 0.7132 | | 0.2444 | 5.73 | 2120 | 0.4265 | 0.6888 | 0.7950 | 0.8734 | 0.9053 | 0.8108 | 0.8680 | 0.4159 | 0.9134 | 0.7828 | 0.8692 | 0.8527 | 0.6381 | 0.7408 | 0.3497 | 0.7881 | 0.7008 | 0.7515 | | 0.5137 | 5.78 | 2140 | 0.4597 | 0.6703 | 0.7840 | 0.8637 | 0.9240 | 0.8129 | 0.8572 | 0.4165 | 0.9043 | 0.8538 | 0.7195 | 0.8521 | 0.6407 | 0.7386 | 0.3465 | 0.7863 | 0.6639 | 0.6639 | | 0.2045 | 5.84 | 2160 | 0.5218 | 0.6527 | 0.7712 | 0.8515 | 0.9361 | 0.7611 | 0.8750 | 0.4546 | 0.8865 | 0.8827 | 0.6027 | 0.8439 | 0.6364 | 0.7206 | 0.3670 | 0.7713 | 0.6466 | 0.5831 | | 0.2207 | 5.89 | 2180 | 0.5016 | 0.6647 | 0.7827 | 0.8588 | 0.9156 | 0.8198 | 0.8696 | 0.4422 | 0.9212 | 0.8786 | 0.6319 | 0.8482 | 0.6458 | 0.7017 | 0.3774 | 0.7857 | 0.6811 | 0.6127 | | 0.3765 | 5.95 | 2200 | 0.4548 | 0.6824 | 0.7883 | 0.8679 | 0.9165 | 0.8125 | 0.8590 | 0.4436 | 0.9303 | 0.8415 | 0.7148 | 0.8540 | 0.6504 | 0.7384 | 0.3778 | 0.7857 | 0.7020 | 0.6683 | | 0.4236 | 6.0 | 2220 | 0.4635 | 0.6736 | 0.7894 | 0.8637 | 0.9281 | 0.8227 | 0.8617 | 0.4724 | 0.9117 | 0.8629 | 0.6666 | 0.8566 | 0.6476 | 0.7282 | 0.3808 | 0.7834 | 0.6734 | 0.6455 | | 0.3866 | 6.05 | 2240 | 0.4917 | 0.6644 | 0.7775 | 0.8582 | 0.9178 | 0.8104 | 0.8522 | 0.4562 | 0.9317 | 0.8420 | 0.6323 | 0.8548 | 0.6454 | 0.7339 | 0.3743 | 0.7746 | 0.6596 | 0.6081 | | 0.4126 | 6.11 | 2260 | 0.5242 | 0.6489 | 0.7623 | 0.8552 | 0.9377 | 0.7825 | 0.8864 | 0.3653 | 0.9061 | 0.8476 | 0.6107 | 0.8566 | 0.6434 | 0.7208 | 0.3007 | 0.7744 | 0.6538 | 0.5926 | | 0.2624 | 6.16 | 2280 | 0.5373 | 0.6377 | 0.7560 | 0.8490 | 0.9359 | 0.7875 | 0.8884 | 0.2980 | 0.8740 | 0.8695 | 0.6388 | 0.8478 | 0.6465 | 0.6982 | 0.2378 | 0.7564 | 0.6599 | 0.6173 | | 0.4006 | 6.22 | 2300 | 0.5302 | 0.6522 | 0.7626 | 0.8573 | 0.9361 | 0.8332 | 0.8360 | 0.3351 | 0.9151 | 0.8307 | 0.6516 | 0.8527 | 0.6294 | 0.7160 | 0.2894 | 0.7685 | 0.6810 | 0.6286 | | 0.305 | 6.27 | 2320 | 0.5266 | 0.6589 | 0.7607 | 0.8581 | 0.9455 | 0.8161 | 0.8103 | 0.3736 | 0.9254 | 0.8354 | 0.6188 | 0.8441 | 0.6482 | 0.7207 | 0.3271 | 0.7764 | 0.6903 | 0.6053 | | 0.2354 | 6.32 | 2340 | 0.5168 | 0.6430 | 0.7589 | 0.8526 | 0.9280 | 0.7861 | 0.8914 | 0.2948 | 0.8933 | 0.8858 | 0.6329 | 0.8518 | 0.6367 | 0.7090 | 0.2640 | 0.7612 | 0.6607 | 0.6175 | | 0.2982 | 6.38 | 2360 | 0.5042 | 0.6608 | 0.7826 | 0.8572 | 0.9196 | 0.8478 | 0.8465 | 0.4090 | 0.8981 | 0.8792 | 0.6779 | 0.8509 | 0.6373 | 0.7238 | 0.3494 | 0.7717 | 0.6413 | 0.6508 | | 0.3355 | 6.43 | 2380 | 0.4885 | 0.6629 | 0.7858 | 0.8573 | 0.9324 | 0.8178 | 0.8600 | 0.4748 | 0.8856 | 0.8644 | 0.6659 | 0.8559 | 0.6435 | 0.7274 | 0.3937 | 0.7830 | 0.6005 | 0.6363 | | 0.449 | 6.49 | 2400 | 0.5009 | 0.6760 | 0.7882 | 0.8650 | 0.9267 | 0.8152 | 0.8750 | 0.4603 | 0.9110 | 0.8296 | 0.6997 | 0.8563 | 0.6480 | 0.7348 | 0.3860 | 0.7835 | 0.6532 | 0.6702 | | 0.2685 | 6.54 | 2420 | 0.4459 | 0.6933 | 0.7979 | 0.8729 | 0.9146 | 0.8051 | 0.8662 | 0.4785 | 0.9199 | 0.7977 | 0.8033 | 0.8508 | 0.6414 | 0.7482 | 0.3912 | 0.7889 | 0.7021 | 0.7305 | | 0.2668 | 6.59 | 2440 | 0.4309 | 0.6924 | 0.7934 | 0.8734 | 0.9368 | 0.7802 | 0.8398 | 0.4605 | 0.9030 | 0.8641 | 0.7694 | 0.8459 | 0.6472 | 0.7430 | 0.3766 | 0.7968 | 0.7170 | 0.7205 | | 0.3574 | 6.65 | 2460 | 0.4784 | 0.6808 | 0.7848 | 0.8679 | 0.9175 | 0.7886 | 0.8873 | 0.4099 | 0.9220 | 0.8482 | 0.7203 | 0.8458 | 0.6460 | 0.7272 | 0.3491 | 0.7849 | 0.7174 | 0.6952 | | 0.1737 | 6.7 | 2480 | 0.4779 | 0.6706 | 0.7877 | 0.8614 | 0.9251 | 0.8049 | 0.8414 | 0.4292 | 0.8800 | 0.8919 | 0.7412 | 0.8547 | 0.6491 | 0.7266 | 0.3412 | 0.7649 | 0.6507 | 0.7073 | | 0.4761 | 6.76 | 2500 | 0.4554 | 0.6785 | 0.7824 | 0.8680 | 0.9319 | 0.7783 | 0.8617 | 0.3889 | 0.8907 | 0.8395 | 0.7858 | 0.8533 | 0.6455 | 0.7198 | 0.3314 | 0.7743 | 0.6893 | 0.7357 | | 0.4596 | 6.81 | 2520 | 0.4987 | 0.6531 | 0.7797 | 0.8525 | 0.9322 | 0.8352 | 0.8512 | 0.4302 | 0.8765 | 0.8882 | 0.6446 | 0.8513 | 0.6449 | 0.7194 | 0.3537 | 0.7722 | 0.6160 | 0.6141 | | 0.3629 | 6.86 | 2540 | 0.4660 | 0.6771 | 0.7803 | 0.8679 | 0.9406 | 0.8094 | 0.8838 | 0.4095 | 0.9128 | 0.7998 | 0.7065 | 0.8542 | 0.6534 | 0.7336 | 0.3508 | 0.7869 | 0.6771 | 0.6840 | | 0.4226 | 6.92 | 2560 | 0.4613 | 0.6832 | 0.7945 | 0.8691 | 0.9217 | 0.8203 | 0.8561 | 0.4449 | 0.9078 | 0.8619 | 0.7487 | 0.8532 | 0.6412 | 0.7297 | 0.3669 | 0.7840 | 0.6923 | 0.7151 | | 0.281 | 6.97 | 2580 | 0.4302 | 0.6932 | 0.7926 | 0.8742 | 0.9394 | 0.8120 | 0.8373 | 0.4303 | 0.9009 | 0.8345 | 0.7936 | 0.8502 | 0.6395 | 0.7382 | 0.3661 | 0.7843 | 0.7249 | 0.7493 | | 0.2479 | 7.03 | 2600 | 0.4880 | 0.6690 | 0.7903 | 0.8583 | 0.9341 | 0.8445 | 0.8613 | 0.4185 | 0.8573 | 0.9025 | 0.7141 | 0.8385 | 0.6437 | 0.7232 | 0.3618 | 0.7641 | 0.6613 | 0.6902 | | 0.5613 | 7.08 | 2620 | 0.4679 | 0.6805 | 0.7945 | 0.8668 | 0.9156 | 0.8181 | 0.8696 | 0.4500 | 0.9070 | 0.8617 | 0.7396 | 0.8496 | 0.6466 | 0.7071 | 0.3684 | 0.7831 | 0.6938 | 0.7147 | | 0.7736 | 7.14 | 2640 | 0.4228 | 0.6833 | 0.7983 | 0.8685 | 0.9199 | 0.7993 | 0.8099 | 0.5138 | 0.9004 | 0.8404 | 0.8049 | 0.8504 | 0.6362 | 0.7230 | 0.3469 | 0.7857 | 0.7139 | 0.7272 | | 0.0851 | 7.19 | 2660 | 0.4766 | 0.6783 | 0.7967 | 0.8647 | 0.9122 | 0.7987 | 0.8495 | 0.4564 | 0.8769 | 0.8649 | 0.8185 | 0.8530 | 0.6441 | 0.7108 | 0.3381 | 0.7663 | 0.7113 | 0.7247 | | 0.5649 | 7.24 | 2680 | 0.4509 | 0.6810 | 0.7977 | 0.8678 | 0.9247 | 0.8159 | 0.8682 | 0.4547 | 0.8882 | 0.8743 | 0.7579 | 0.8661 | 0.6408 | 0.7329 | 0.3556 | 0.7685 | 0.6854 | 0.7175 | | 0.3075 | 7.3 | 2700 | 0.4438 | 0.6911 | 0.7998 | 0.8725 | 0.9313 | 0.8182 | 0.8618 | 0.4295 | 0.8813 | 0.8713 | 0.8052 | 0.8499 | 0.6453 | 0.7352 | 0.3646 | 0.7813 | 0.7014 | 0.7604 | | 0.3304 | 7.35 | 2720 | 0.4598 | 0.6808 | 0.7917 | 0.8696 | 0.9377 | 0.7806 | 0.8621 | 0.4611 | 0.8904 | 0.8523 | 0.7575 | 0.8565 | 0.6363 | 0.7407 | 0.3287 | 0.7837 | 0.6943 | 0.7254 | | 0.241 | 7.41 | 2740 | 0.4347 | 0.6905 | 0.7984 | 0.8739 | 0.9468 | 0.7781 | 0.8002 | 0.5038 | 0.8861 | 0.8797 | 0.7942 | 0.8581 | 0.6392 | 0.7247 | 0.3519 | 0.7870 | 0.7064 | 0.7664 | | 0.1703 | 7.46 | 2760 | 0.4794 | 0.6758 | 0.7771 | 0.8642 | 0.9268 | 0.7774 | 0.8557 | 0.4678 | 0.9304 | 0.7753 | 0.7060 | 0.8518 | 0.6489 | 0.7386 | 0.3683 | 0.7747 | 0.6715 | 0.6770 | | 0.3845 | 7.51 | 2780 | 0.4629 | 0.6794 | 0.7976 | 0.8652 | 0.9255 | 0.8022 | 0.8686 | 0.5175 | 0.8955 | 0.8518 | 0.7220 | 0.8469 | 0.6500 | 0.7301 | 0.3556 | 0.7855 | 0.7038 | 0.6839 | | 0.2608 | 7.57 | 2800 | 0.5219 | 0.6590 | 0.7761 | 0.8559 | 0.9227 | 0.8042 | 0.8712 | 0.4553 | 0.9165 | 0.8341 | 0.6285 | 0.8471 | 0.6452 | 0.7156 | 0.3683 | 0.7814 | 0.6522 | 0.6034 | | 0.3244 | 7.62 | 2820 | 0.4874 | 0.6701 | 0.7816 | 0.8625 | 0.9304 | 0.7815 | 0.8650 | 0.4707 | 0.9052 | 0.8054 | 0.7131 | 0.8555 | 0.6376 | 0.7147 | 0.3562 | 0.7750 | 0.6747 | 0.6768 | | 0.3759 | 7.68 | 2840 | 0.4971 | 0.6733 | 0.7746 | 0.8647 | 0.9310 | 0.7586 | 0.8776 | 0.4387 | 0.9187 | 0.7782 | 0.7196 | 0.8514 | 0.6371 | 0.7317 | 0.3437 | 0.7766 | 0.6910 | 0.6820 | | 1.2183 | 7.73 | 2860 | 0.4814 | 0.6782 | 0.7883 | 0.8662 | 0.9320 | 0.7991 | 0.8938 | 0.4244 | 0.8880 | 0.8432 | 0.7379 | 0.8474 | 0.6457 | 0.7400 | 0.3459 | 0.7807 | 0.6996 | 0.6878 | | 0.2525 | 7.78 | 2880 | 0.4567 | 0.6857 | 0.7854 | 0.8731 | 0.9437 | 0.7895 | 0.8664 | 0.3804 | 0.8961 | 0.8600 | 0.7620 | 0.8526 | 0.6494 | 0.7496 | 0.3330 | 0.7898 | 0.7001 | 0.7251 | | 0.2572 | 7.84 | 2900 | 0.4365 | 0.6979 | 0.8059 | 0.8764 | 0.9240 | 0.7823 | 0.8686 | 0.4914 | 0.8974 | 0.8600 | 0.8177 | 0.8600 | 0.6553 | 0.7401 | 0.3811 | 0.7909 | 0.6857 | 0.7719 | | 0.1138 | 7.89 | 2920 | 0.4520 | 0.6946 | 0.8063 | 0.8756 | 0.9320 | 0.8212 | 0.8579 | 0.4880 | 0.8947 | 0.8522 | 0.7984 | 0.8601 | 0.6502 | 0.7459 | 0.3613 | 0.7905 | 0.6885 | 0.7658 | | 1.2073 | 7.95 | 2940 | 0.4897 | 0.6783 | 0.7912 | 0.8648 | 0.9196 | 0.8285 | 0.8491 | 0.4894 | 0.9191 | 0.8147 | 0.7180 | 0.8587 | 0.6471 | 0.7458 | 0.3533 | 0.7687 | 0.6920 | 0.6826 | | 0.2141 | 8.0 | 2960 | 0.4727 | 0.6725 | 0.7977 | 0.8620 | 0.9322 | 0.8148 | 0.8715 | 0.5237 | 0.8820 | 0.8679 | 0.6917 | 0.8637 | 0.6486 | 0.7374 | 0.3752 | 0.7744 | 0.6510 | 0.6569 | | 0.2264 | 8.05 | 2980 | 0.5493 | 0.6623 | 0.7733 | 0.8578 | 0.9250 | 0.8064 | 0.8580 | 0.4264 | 0.9187 | 0.8253 | 0.6537 | 0.8523 | 0.6544 | 0.7329 | 0.3478 | 0.7720 | 0.6489 | 0.6276 | | 0.5252 | 8.11 | 3000 | 0.4922 | 0.6673 | 0.7736 | 0.8647 | 0.9338 | 0.8073 | 0.8741 | 0.3456 | 0.9109 | 0.8549 | 0.6888 | 0.8519 | 0.6555 | 0.7223 | 0.2966 | 0.7855 | 0.7029 | 0.6566 | | 0.3972 | 8.16 | 3020 | 0.4666 | 0.6740 | 0.7807 | 0.8687 | 0.9322 | 0.8186 | 0.8690 | 0.3733 | 0.9172 | 0.8369 | 0.7173 | 0.8520 | 0.6540 | 0.7230 | 0.3131 | 0.7983 | 0.6922 | 0.6853 | | 0.6135 | 8.22 | 3040 | 0.5444 | 0.6515 | 0.7571 | 0.8563 | 0.9371 | 0.7752 | 0.8603 | 0.3810 | 0.9291 | 0.8034 | 0.6139 | 0.8491 | 0.6518 | 0.7351 | 0.3087 | 0.7856 | 0.6386 | 0.5913 | | 0.2197 | 8.27 | 3060 | 0.4444 | 0.6925 | 0.8190 | 0.8708 | 0.9306 | 0.8220 | 0.8496 | 0.6393 | 0.8880 | 0.8506 | 0.7533 | 0.8573 | 0.6537 | 0.7524 | 0.3773 | 0.7903 | 0.7018 | 0.7145 | | 0.2837 | 8.32 | 3080 | 0.4681 | 0.6736 | 0.7809 | 0.8659 | 0.9392 | 0.7924 | 0.8652 | 0.4288 | 0.9115 | 0.8561 | 0.6734 | 0.8561 | 0.6549 | 0.7507 | 0.3582 | 0.7951 | 0.6659 | 0.6344 | | 0.1883 | 8.38 | 3100 | 0.4563 | 0.6894 | 0.7968 | 0.8736 | 0.9178 | 0.7861 | 0.8726 | 0.4574 | 0.9145 | 0.8403 | 0.7889 | 0.8578 | 0.6453 | 0.7377 | 0.3610 | 0.7947 | 0.7032 | 0.7258 | | 0.2306 | 8.43 | 3120 | 0.4571 | 0.6884 | 0.8068 | 0.8700 | 0.9261 | 0.7888 | 0.8543 | 0.5486 | 0.8938 | 0.8914 | 0.7444 | 0.8636 | 0.6536 | 0.7387 | 0.3982 | 0.7881 | 0.6830 | 0.6939 | | 0.7617 | 8.49 | 3140 | 0.4918 | 0.6972 | 0.8031 | 0.8760 | 0.9291 | 0.7605 | 0.8770 | 0.5164 | 0.9071 | 0.8617 | 0.7701 | 0.8514 | 0.6396 | 0.7443 | 0.3880 | 0.8031 | 0.7322 | 0.7215 | | 0.3762 | 8.54 | 3160 | 0.4808 | 0.6948 | 0.8155 | 0.8704 | 0.9193 | 0.8223 | 0.8411 | 0.5795 | 0.8833 | 0.8502 | 0.8127 | 0.8415 | 0.6386 | 0.7396 | 0.3906 | 0.7899 | 0.7409 | 0.7224 | | 0.7524 | 8.59 | 3180 | 0.5288 | 0.6697 | 0.7874 | 0.8595 | 0.9179 | 0.8191 | 0.8723 | 0.5046 | 0.9216 | 0.8297 | 0.6467 | 0.8478 | 0.6496 | 0.7398 | 0.3998 | 0.7866 | 0.6546 | 0.6099 | | 0.1941 | 8.65 | 3200 | 0.4878 | 0.6797 | 0.7928 | 0.8650 | 0.9361 | 0.7867 | 0.8689 | 0.5118 | 0.8900 | 0.8379 | 0.7184 | 0.8462 | 0.6335 | 0.7328 | 0.3881 | 0.7845 | 0.7073 | 0.6654 | | 0.5467 | 8.7 | 3220 | 0.4998 | 0.6868 | 0.7960 | 0.8666 | 0.9209 | 0.7695 | 0.8498 | 0.5463 | 0.9089 | 0.8336 | 0.7427 | 0.8498 | 0.6426 | 0.7428 | 0.3918 | 0.7759 | 0.7244 | 0.6803 | | 0.1174 | 8.76 | 3240 | 0.4809 | 0.7011 | 0.8131 | 0.8751 | 0.9080 | 0.7972 | 0.8632 | 0.5318 | 0.9054 | 0.8658 | 0.8206 | 0.8496 | 0.6462 | 0.7379 | 0.4014 | 0.7905 | 0.7267 | 0.7551 | | 0.3448 | 8.81 | 3260 | 0.4753 | 0.6975 | 0.8189 | 0.8739 | 0.9104 | 0.8188 | 0.8426 | 0.5570 | 0.8934 | 0.8893 | 0.8205 | 0.8437 | 0.6392 | 0.7314 | 0.4050 | 0.8035 | 0.7108 | 0.7489 | | 0.2035 | 8.86 | 3280 | 0.4730 | 0.6942 | 0.7992 | 0.8742 | 0.9261 | 0.7940 | 0.8687 | 0.4748 | 0.9087 | 0.8412 | 0.7807 | 0.8442 | 0.6492 | 0.7413 | 0.3772 | 0.8035 | 0.7219 | 0.7220 | | 0.1774 | 8.92 | 3300 | 0.4621 | 0.7026 | 0.8085 | 0.8776 | 0.9222 | 0.8027 | 0.8792 | 0.5030 | 0.9053 | 0.8265 | 0.8209 | 0.8475 | 0.6475 | 0.7458 | 0.3913 | 0.8019 | 0.7337 | 0.7506 | | 0.3062 | 8.97 | 3320 | 0.4722 | 0.7019 | 0.8039 | 0.8785 | 0.9272 | 0.7770 | 0.8734 | 0.4617 | 0.8965 | 0.8572 | 0.8342 | 0.8562 | 0.6504 | 0.7495 | 0.3899 | 0.7957 | 0.7115 | 0.7599 | | 0.2412 | 9.03 | 3340 | 0.4742 | 0.6889 | 0.7948 | 0.8723 | 0.9244 | 0.8224 | 0.8815 | 0.4172 | 0.9115 | 0.8592 | 0.7474 | 0.8579 | 0.6603 | 0.7489 | 0.3637 | 0.7859 | 0.6933 | 0.7125 | | 0.1827 | 9.08 | 3360 | 0.5291 | 0.6701 | 0.7840 | 0.8594 | 0.9210 | 0.8253 | 0.8634 | 0.4969 | 0.9283 | 0.8171 | 0.6363 | 0.8525 | 0.6544 | 0.7495 | 0.3957 | 0.7775 | 0.6551 | 0.6064 | | 0.3194 | 9.14 | 3380 | 0.5329 | 0.6849 | 0.7904 | 0.8665 | 0.9283 | 0.7788 | 0.8722 | 0.4859 | 0.8997 | 0.8248 | 0.7433 | 0.8519 | 0.6510 | 0.7401 | 0.3821 | 0.7749 | 0.7248 | 0.6693 | | 0.2533 | 9.19 | 3400 | 0.5914 | 0.6588 | 0.7746 | 0.8535 | 0.9221 | 0.8110 | 0.8580 | 0.4855 | 0.9258 | 0.8178 | 0.6016 | 0.8484 | 0.6570 | 0.7366 | 0.3848 | 0.7760 | 0.6364 | 0.5723 | | 0.5829 | 9.24 | 3420 | 0.5441 | 0.6672 | 0.7920 | 0.8565 | 0.9270 | 0.8072 | 0.8652 | 0.5399 | 0.8940 | 0.8848 | 0.6258 | 0.8515 | 0.6615 | 0.7413 | 0.3909 | 0.7773 | 0.6571 | 0.5908 | | 0.4454 | 9.3 | 3440 | 0.5467 | 0.6682 | 0.7752 | 0.8605 | 0.9442 | 0.7523 | 0.8672 | 0.4786 | 0.9014 | 0.8228 | 0.6600 | 0.8459 | 0.6451 | 0.7391 | 0.3608 | 0.7820 | 0.6764 | 0.6284 | | 0.145 | 9.35 | 3460 | 0.5208 | 0.6827 | 0.7900 | 0.8695 | 0.9355 | 0.8091 | 0.8515 | 0.4412 | 0.9033 | 0.8524 | 0.7369 | 0.8572 | 0.6454 | 0.7387 | 0.3434 | 0.7823 | 0.7233 | 0.6884 | | 0.166 | 9.41 | 3480 | 0.5457 | 0.6707 | 0.7834 | 0.8597 | 0.9273 | 0.7720 | 0.8574 | 0.4851 | 0.9007 | 0.8680 | 0.6732 | 0.8509 | 0.6501 | 0.7513 | 0.3670 | 0.7735 | 0.6802 | 0.6218 | | 0.2865 | 9.46 | 3500 | 0.5302 | 0.6842 | 0.7960 | 0.8665 | 0.9234 | 0.8352 | 0.8504 | 0.4649 | 0.9050 | 0.8782 | 0.7148 | 0.8512 | 0.6543 | 0.7502 | 0.3626 | 0.7742 | 0.7276 | 0.6691 | | 0.1666 | 9.51 | 3520 | 0.5466 | 0.6816 | 0.7797 | 0.8677 | 0.9294 | 0.8165 | 0.8327 | 0.3903 | 0.9240 | 0.8489 | 0.7162 | 0.8492 | 0.6615 | 0.7429 | 0.3312 | 0.7763 | 0.7302 | 0.6797 | | 0.7624 | 9.57 | 3540 | 0.5150 | 0.6768 | 0.7759 | 0.8686 | 0.9345 | 0.8003 | 0.8618 | 0.3358 | 0.9089 | 0.8553 | 0.7351 | 0.8522 | 0.6600 | 0.7316 | 0.2832 | 0.7792 | 0.7437 | 0.6878 | | 0.2641 | 9.62 | 3560 | 0.4760 | 0.6880 | 0.7916 | 0.8720 | 0.9310 | 0.8193 | 0.8631 | 0.4240 | 0.9114 | 0.8422 | 0.7499 | 0.8555 | 0.6542 | 0.7482 | 0.3350 | 0.7842 | 0.7394 | 0.6996 | | 0.704 | 9.68 | 3580 | 0.5233 | 0.6847 | 0.7906 | 0.8681 | 0.9260 | 0.8119 | 0.8458 | 0.4714 | 0.9174 | 0.8322 | 0.7296 | 0.8554 | 0.6539 | 0.7369 | 0.3611 | 0.7768 | 0.7245 | 0.6840 | | 0.2931 | 9.73 | 3600 | 0.5526 | 0.6732 | 0.7856 | 0.8636 | 0.9336 | 0.8153 | 0.8609 | 0.4812 | 0.9142 | 0.8210 | 0.6728 | 0.8560 | 0.6539 | 0.7422 | 0.3552 | 0.7818 | 0.6832 | 0.6400 | | 0.1888 | 9.78 | 3620 | 0.5309 | 0.6797 | 0.7945 | 0.8653 | 0.9254 | 0.7964 | 0.8805 | 0.4959 | 0.9049 | 0.8755 | 0.6829 | 0.8668 | 0.6667 | 0.7380 | 0.3887 | 0.7778 | 0.6766 | 0.6431 | | 0.2039 | 9.84 | 3640 | 0.5696 | 0.6680 | 0.7818 | 0.8581 | 0.9161 | 0.7987 | 0.8822 | 0.4624 | 0.9154 | 0.8452 | 0.6523 | 0.8571 | 0.6648 | 0.7368 | 0.3827 | 0.7695 | 0.6507 | 0.6145 | | 0.2777 | 9.89 | 3660 | 0.4751 | 0.6930 | 0.8063 | 0.8699 | 0.9203 | 0.7984 | 0.8695 | 0.5070 | 0.8808 | 0.8633 | 0.8045 | 0.8535 | 0.6573 | 0.7450 | 0.3942 | 0.7822 | 0.7286 | 0.6899 | | 0.2778 | 9.95 | 3680 | 0.5170 | 0.6866 | 0.7890 | 0.8684 | 0.9227 | 0.7864 | 0.8418 | 0.4879 | 0.9209 | 0.8084 | 0.7546 | 0.8520 | 0.6560 | 0.7442 | 0.3637 | 0.7786 | 0.7221 | 0.6898 | | 0.2439 | 10.0 | 3700 | 0.5296 | 0.6750 | 0.7998 | 0.8609 | 0.9208 | 0.8120 | 0.8492 | 0.5029 | 0.8646 | 0.8799 | 0.7694 | 0.8441 | 0.6506 | 0.7239 | 0.3536 | 0.7687 | 0.6754 | 0.7086 | | 0.1658 | 10.05 | 3720 | 0.5699 | 0.6686 | 0.7731 | 0.8613 | 0.9306 | 0.7589 | 0.8728 | 0.3931 | 0.8995 | 0.8586 | 0.6984 | 0.8536 | 0.6482 | 0.7483 | 0.3271 | 0.7648 | 0.6846 | 0.6538 | | 0.1811 | 10.11 | 3740 | 0.5628 | 0.6817 | 0.7837 | 0.8668 | 0.9314 | 0.7683 | 0.8860 | 0.4384 | 0.9081 | 0.8500 | 0.7036 | 0.8537 | 0.6495 | 0.7507 | 0.3598 | 0.7747 | 0.7260 | 0.6577 | | 0.2038 | 10.16 | 3760 | 0.5086 | 0.6840 | 0.8018 | 0.8659 | 0.9255 | 0.8211 | 0.8322 | 0.5469 | 0.9028 | 0.8717 | 0.7125 | 0.8524 | 0.6376 | 0.7375 | 0.4012 | 0.7805 | 0.7182 | 0.6605 | | 0.6117 | 10.22 | 3780 | 0.5682 | 0.6626 | 0.7810 | 0.8555 | 0.9154 | 0.8133 | 0.8719 | 0.4837 | 0.9217 | 0.8402 | 0.6208 | 0.8511 | 0.6578 | 0.7227 | 0.3959 | 0.7784 | 0.6409 | 0.5916 | | 0.2206 | 10.27 | 3800 | 0.5567 | 0.6671 | 0.7848 | 0.8597 | 0.9315 | 0.8160 | 0.8802 | 0.4840 | 0.9108 | 0.8483 | 0.6230 | 0.8562 | 0.6599 | 0.7361 | 0.3994 | 0.7914 | 0.6306 | 0.5959 | | 0.196 | 10.32 | 3820 | 0.5174 | 0.6802 | 0.7994 | 0.8652 | 0.9180 | 0.7997 | 0.8637 | 0.5452 | 0.9031 | 0.8244 | 0.7417 | 0.8542 | 0.6470 | 0.7484 | 0.3917 | 0.7870 | 0.6601 | 0.6727 | | 0.1865 | 10.38 | 3840 | 0.4939 | 0.6893 | 0.8037 | 0.8701 | 0.9274 | 0.7942 | 0.8484 | 0.5675 | 0.9035 | 0.8217 | 0.7633 | 0.8570 | 0.6440 | 0.7558 | 0.3970 | 0.7884 | 0.6841 | 0.6986 | | 0.2215 | 10.43 | 3860 | 0.5275 | 0.6823 | 0.7952 | 0.8667 | 0.9203 | 0.8053 | 0.8925 | 0.4859 | 0.9076 | 0.8310 | 0.7237 | 0.8486 | 0.6562 | 0.7490 | 0.3677 | 0.7878 | 0.6971 | 0.6700 | | 0.9247 | 10.49 | 3880 | 0.4896 | 0.6904 | 0.8043 | 0.8713 | 0.9167 | 0.8291 | 0.8718 | 0.4865 | 0.9099 | 0.8655 | 0.7509 | 0.8527 | 0.6558 | 0.7533 | 0.3706 | 0.7923 | 0.7137 | 0.6946 | | 0.1489 | 10.54 | 3900 | 0.4511 | 0.6986 | 0.8089 | 0.8759 | 0.9259 | 0.7825 | 0.8582 | 0.5263 | 0.8987 | 0.8765 | 0.7945 | 0.8579 | 0.6651 | 0.7513 | 0.3786 | 0.7996 | 0.7119 | 0.7260 | | 0.1985 | 10.59 | 3920 | 0.5316 | 0.6826 | 0.7964 | 0.8637 | 0.9157 | 0.7759 | 0.8527 | 0.5418 | 0.9031 | 0.8542 | 0.7314 | 0.8533 | 0.6653 | 0.7528 | 0.3926 | 0.7755 | 0.6795 | 0.6594 | | 0.1912 | 10.65 | 3940 | 0.5374 | 0.6811 | 0.7984 | 0.8653 | 0.9215 | 0.8043 | 0.8467 | 0.5090 | 0.8954 | 0.8783 | 0.7336 | 0.8559 | 0.6660 | 0.7448 | 0.3772 | 0.7846 | 0.6762 | 0.6629 | | 0.1019 | 10.7 | 3960 | 0.5409 | 0.6776 | 0.8001 | 0.8624 | 0.9120 | 0.8219 | 0.8531 | 0.5324 | 0.9039 | 0.8663 | 0.7110 | 0.8523 | 0.6662 | 0.7405 | 0.3770 | 0.7832 | 0.6788 | 0.6453 | | 0.1857 | 10.76 | 3980 | 0.6072 | 0.6578 | 0.7763 | 0.8524 | 0.9205 | 0.8351 | 0.8632 | 0.4978 | 0.9298 | 0.8027 | 0.5852 | 0.8505 | 0.6613 | 0.7432 | 0.3849 | 0.7723 | 0.6335 | 0.5587 | | 0.1747 | 10.81 | 4000 | 0.5322 | 0.6706 | 0.7980 | 0.8598 | 0.9258 | 0.8280 | 0.8674 | 0.5392 | 0.8966 | 0.8887 | 0.6402 | 0.8518 | 0.6578 | 0.7480 | 0.3826 | 0.7898 | 0.6634 | 0.6005 | | 0.1938 | 10.86 | 4020 | 0.5380 | 0.6790 | 0.7929 | 0.8650 | 0.9270 | 0.8129 | 0.8535 | 0.4800 | 0.9032 | 0.8731 | 0.7007 | 0.8463 | 0.6527 | 0.7490 | 0.3648 | 0.7891 | 0.7027 | 0.6482 | | 0.3997 | 10.92 | 4040 | 0.5126 | 0.6845 | 0.8018 | 0.8667 | 0.9277 | 0.8004 | 0.8539 | 0.5350 | 0.8896 | 0.8663 | 0.7398 | 0.8515 | 0.6617 | 0.7534 | 0.3482 | 0.7825 | 0.7112 | 0.6827 | | 1.0027 | 10.97 | 4060 | 0.4895 | 0.6937 | 0.8147 | 0.8721 | 0.9142 | 0.8167 | 0.8624 | 0.5651 | 0.8946 | 0.8386 | 0.8113 | 0.8486 | 0.6610 | 0.7552 | 0.3230 | 0.7951 | 0.7229 | 0.7500 | | 0.4136 | 11.03 | 4080 | 0.5025 | 0.6837 | 0.7995 | 0.8687 | 0.9294 | 0.8177 | 0.8577 | 0.5166 | 0.9039 | 0.8385 | 0.7327 | 0.8542 | 0.6585 | 0.7556 | 0.3459 | 0.7929 | 0.6969 | 0.6817 | | 0.1904 | 11.08 | 4100 | 0.5304 | 0.6776 | 0.7907 | 0.8662 | 0.9360 | 0.8269 | 0.8528 | 0.4919 | 0.9105 | 0.8200 | 0.6968 | 0.8521 | 0.6461 | 0.7453 | 0.3613 | 0.7903 | 0.6912 | 0.6571 | | 0.1601 | 11.14 | 4120 | 0.4828 | 0.6872 | 0.7956 | 0.8702 | 0.9305 | 0.8130 | 0.8700 | 0.4847 | 0.9139 | 0.8415 | 0.7153 | 0.8557 | 0.6647 | 0.7511 | 0.3705 | 0.7915 | 0.7065 | 0.6706 | | 0.2477 | 11.19 | 4140 | 0.4944 | 0.6830 | 0.7858 | 0.8690 | 0.9342 | 0.7799 | 0.8530 | 0.4727 | 0.9223 | 0.8362 | 0.7022 | 0.8624 | 0.6571 | 0.7505 | 0.3839 | 0.7876 | 0.6824 | 0.6572 | | 0.1454 | 11.24 | 4160 | 0.5351 | 0.6745 | 0.7873 | 0.8616 | 0.9337 | 0.7771 | 0.8441 | 0.5455 | 0.9063 | 0.8197 | 0.6845 | 0.8540 | 0.6526 | 0.7400 | 0.3832 | 0.7772 | 0.6799 | 0.6346 | | 0.2328 | 11.3 | 4180 | 0.5091 | 0.6818 | 0.7917 | 0.8659 | 0.9208 | 0.8010 | 0.8275 | 0.5071 | 0.9177 | 0.8355 | 0.7322 | 0.8532 | 0.6533 | 0.7334 | 0.3871 | 0.7831 | 0.6941 | 0.6688 | | 0.342 | 11.35 | 4200 | 0.4972 | 0.6878 | 0.7970 | 0.8712 | 0.9371 | 0.7842 | 0.8495 | 0.5107 | 0.9001 | 0.8480 | 0.7496 | 0.8588 | 0.6556 | 0.7432 | 0.3728 | 0.7916 | 0.6946 | 0.6981 | | 0.2676 | 11.41 | 4220 | 0.4992 | 0.6973 | 0.8084 | 0.8760 | 0.9287 | 0.8091 | 0.8790 | 0.4957 | 0.8936 | 0.8546 | 0.7979 | 0.8538 | 0.6593 | 0.7419 | 0.3921 | 0.8054 | 0.6968 | 0.7315 | | 0.2367 | 11.46 | 4240 | 0.5191 | 0.6791 | 0.7833 | 0.8689 | 0.9381 | 0.8053 | 0.8688 | 0.4289 | 0.9165 | 0.8168 | 0.7091 | 0.8602 | 0.6621 | 0.7497 | 0.3606 | 0.7933 | 0.6608 | 0.6669 | | 0.3759 | 11.51 | 4260 | 0.5092 | 0.6748 | 0.7888 | 0.8646 | 0.9327 | 0.8151 | 0.8505 | 0.4670 | 0.8979 | 0.8346 | 0.7238 | 0.8492 | 0.6489 | 0.7405 | 0.3655 | 0.7921 | 0.6643 | 0.6633 | | 0.172 | 11.57 | 4280 | 0.5072 | 0.6788 | 0.7927 | 0.8662 | 0.9298 | 0.7742 | 0.8803 | 0.5100 | 0.9044 | 0.8541 | 0.6963 | 0.8592 | 0.6586 | 0.7494 | 0.3887 | 0.7943 | 0.6473 | 0.6538 | | 0.3653 | 11.62 | 4300 | 0.4965 | 0.6915 | 0.8020 | 0.8730 | 0.9372 | 0.7864 | 0.8873 | 0.4942 | 0.8885 | 0.8662 | 0.7541 | 0.8626 | 0.6625 | 0.7521 | 0.3725 | 0.7896 | 0.6966 | 0.7045 | | 0.1349 | 11.68 | 4320 | 0.5446 | 0.6825 | 0.7868 | 0.8684 | 0.9382 | 0.7937 | 0.8759 | 0.4717 | 0.9103 | 0.7957 | 0.7223 | 0.8614 | 0.6596 | 0.7546 | 0.3639 | 0.7799 | 0.6824 | 0.6760 | | 0.2414 | 11.73 | 4340 | 0.5153 | 0.6886 | 0.8048 | 0.8701 | 0.9282 | 0.8150 | 0.8946 | 0.4946 | 0.8880 | 0.8740 | 0.7396 | 0.8606 | 0.6663 | 0.7483 | 0.3761 | 0.7837 | 0.6938 | 0.6917 | | 0.2425 | 11.78 | 4360 | 0.5040 | 0.6923 | 0.8035 | 0.8716 | 0.9186 | 0.8030 | 0.8782 | 0.5159 | 0.9085 | 0.8291 | 0.7710 | 0.8551 | 0.6584 | 0.7507 | 0.3886 | 0.7894 | 0.6971 | 0.7071 | | 0.1244 | 11.84 | 4380 | 0.5020 | 0.6943 | 0.8066 | 0.8734 | 0.9111 | 0.8042 | 0.8746 | 0.5064 | 0.9087 | 0.8321 | 0.8089 | 0.8505 | 0.6602 | 0.7342 | 0.3848 | 0.7987 | 0.6940 | 0.7379 | | 0.3516 | 11.89 | 4400 | 0.5026 | 0.6877 | 0.7924 | 0.8720 | 0.9238 | 0.8047 | 0.8747 | 0.4202 | 0.9077 | 0.8368 | 0.7792 | 0.8439 | 0.6580 | 0.7427 | 0.3568 | 0.8010 | 0.6962 | 0.7157 | | 0.1885 | 11.95 | 4420 | 0.4960 | 0.6923 | 0.8019 | 0.8747 | 0.9283 | 0.8192 | 0.8720 | 0.4571 | 0.8982 | 0.8402 | 0.7982 | 0.8503 | 0.6555 | 0.7481 | 0.3682 | 0.8049 | 0.6887 | 0.7306 | | 0.14 | 12.0 | 4440 | 0.5026 | 0.6895 | 0.8071 | 0.8715 | 0.9302 | 0.8193 | 0.8597 | 0.5136 | 0.8902 | 0.8805 | 0.7561 | 0.8530 | 0.6546 | 0.7486 | 0.3783 | 0.8008 | 0.6947 | 0.6964 | | 0.2661 | 12.05 | 4460 | 0.5156 | 0.6826 | 0.7937 | 0.8676 | 0.9233 | 0.7928 | 0.8732 | 0.4915 | 0.9091 | 0.8324 | 0.7333 | 0.8507 | 0.6601 | 0.7451 | 0.3690 | 0.7925 | 0.6846 | 0.6759 | | 0.2931 | 12.11 | 4480 | 0.5357 | 0.6862 | 0.7979 | 0.8687 | 0.9242 | 0.8060 | 0.8641 | 0.5176 | 0.9127 | 0.8305 | 0.7299 | 0.8486 | 0.6612 | 0.7523 | 0.3805 | 0.7969 | 0.6923 | 0.6718 | | 0.3023 | 12.16 | 4500 | 0.5451 | 0.6885 | 0.8004 | 0.8700 | 0.9310 | 0.8063 | 0.8511 | 0.5211 | 0.9001 | 0.8382 | 0.7548 | 0.8532 | 0.6552 | 0.7522 | 0.3811 | 0.7912 | 0.6956 | 0.6913 | | 0.2183 | 12.22 | 4520 | 0.5129 | 0.6888 | 0.8049 | 0.8715 | 0.9148 | 0.8170 | 0.8762 | 0.5033 | 0.9094 | 0.8451 | 0.7686 | 0.8550 | 0.6284 | 0.7546 | 0.3853 | 0.7938 | 0.7054 | 0.6987 | | 0.5137 | 12.27 | 4540 | 0.5107 | 0.6949 | 0.8055 | 0.8757 | 0.9202 | 0.8138 | 0.8700 | 0.4959 | 0.9141 | 0.8352 | 0.7894 | 0.8553 | 0.6308 | 0.7596 | 0.3871 | 0.8025 | 0.7129 | 0.7160 | | 0.2153 | 12.32 | 4560 | 0.5076 | 0.6928 | 0.8068 | 0.8725 | 0.9159 | 0.8047 | 0.8574 | 0.5361 | 0.9123 | 0.8441 | 0.7769 | 0.8536 | 0.6475 | 0.7491 | 0.3942 | 0.7979 | 0.7012 | 0.7062 | | 0.0853 | 12.38 | 4580 | 0.5059 | 0.6908 | 0.8094 | 0.8707 | 0.9182 | 0.7912 | 0.8583 | 0.5998 | 0.9098 | 0.8234 | 0.7651 | 0.8547 | 0.6495 | 0.7579 | 0.3900 | 0.7965 | 0.6882 | 0.6987 | | 0.1465 | 12.43 | 4600 | 0.5344 | 0.6890 | 0.8024 | 0.8691 | 0.9081 | 0.8049 | 0.8652 | 0.5293 | 0.9188 | 0.8277 | 0.7631 | 0.8520 | 0.6573 | 0.7494 | 0.3949 | 0.7894 | 0.6854 | 0.6943 | | 0.169 | 12.49 | 4620 | 0.5263 | 0.6878 | 0.8028 | 0.8696 | 0.9257 | 0.7980 | 0.8865 | 0.5164 | 0.8912 | 0.8346 | 0.7670 | 0.8545 | 0.6635 | 0.7581 | 0.3783 | 0.7915 | 0.6723 | 0.6964 | | 0.3397 | 12.54 | 4640 | 0.5667 | 0.6823 | 0.7947 | 0.8660 | 0.9248 | 0.7848 | 0.8690 | 0.5254 | 0.9041 | 0.8223 | 0.7325 | 0.8538 | 0.6604 | 0.7573 | 0.3810 | 0.7836 | 0.6653 | 0.6745 | | 0.1958 | 12.59 | 4660 | 0.5221 | 0.6854 | 0.8015 | 0.8688 | 0.9312 | 0.8009 | 0.8619 | 0.5358 | 0.8926 | 0.8311 | 0.7570 | 0.8578 | 0.6527 | 0.7588 | 0.3609 | 0.7839 | 0.6831 | 0.7007 | | 0.4462 | 12.65 | 4680 | 0.5016 | 0.6941 | 0.8091 | 0.8740 | 0.9266 | 0.8020 | 0.8658 | 0.5406 | 0.8950 | 0.8348 | 0.7990 | 0.8576 | 0.6610 | 0.7551 | 0.3687 | 0.7970 | 0.6855 | 0.7338 | | 0.2967 | 12.7 | 4700 | 0.4931 | 0.6970 | 0.8020 | 0.8767 | 0.9356 | 0.7838 | 0.8570 | 0.5166 | 0.9087 | 0.8257 | 0.7865 | 0.8618 | 0.6629 | 0.7595 | 0.3789 | 0.8009 | 0.6826 | 0.7323 | | 0.2801 | 12.76 | 4720 | 0.5089 | 0.6935 | 0.7987 | 0.8730 | 0.9339 | 0.8059 | 0.8541 | 0.5185 | 0.9193 | 0.8295 | 0.7294 | 0.8589 | 0.6724 | 0.7536 | 0.3937 | 0.7944 | 0.6860 | 0.6958 | | 0.1332 | 12.81 | 4740 | 0.5081 | 0.6898 | 0.7998 | 0.8715 | 0.9292 | 0.8246 | 0.8622 | 0.5093 | 0.9153 | 0.8212 | 0.7366 | 0.8582 | 0.6706 | 0.7418 | 0.3746 | 0.7918 | 0.6925 | 0.6987 | | 0.1634 | 12.86 | 4760 | 0.5387 | 0.6788 | 0.7935 | 0.8658 | 0.9296 | 0.8248 | 0.8747 | 0.4668 | 0.9014 | 0.8606 | 0.6967 | 0.8537 | 0.6744 | 0.7323 | 0.3545 | 0.7869 | 0.6832 | 0.6663 | | 0.2159 | 12.92 | 4780 | 0.6205 | 0.6671 | 0.7848 | 0.8572 | 0.9298 | 0.8333 | 0.8546 | 0.5032 | 0.9148 | 0.8525 | 0.6052 | 0.8473 | 0.6625 | 0.7465 | 0.3912 | 0.7809 | 0.6603 | 0.5811 | | 0.1809 | 12.97 | 4800 | 0.5288 | 0.6884 | 0.7988 | 0.8699 | 0.9310 | 0.8114 | 0.8575 | 0.5225 | 0.9179 | 0.8620 | 0.6895 | 0.8533 | 0.6736 | 0.7550 | 0.3891 | 0.7989 | 0.6913 | 0.6578 | | 0.1931 | 13.03 | 4820 | 0.5367 | 0.6787 | 0.8021 | 0.8656 | 0.9332 | 0.8327 | 0.8888 | 0.5054 | 0.8853 | 0.8820 | 0.6874 | 0.8506 | 0.6640 | 0.7470 | 0.3485 | 0.7926 | 0.6925 | 0.6558 | | 0.2235 | 13.08 | 4840 | 0.5547 | 0.6808 | 0.7895 | 0.8679 | 0.9249 | 0.8305 | 0.8623 | 0.4529 | 0.9288 | 0.8426 | 0.6845 | 0.8590 | 0.6611 | 0.7426 | 0.3739 | 0.7890 | 0.6863 | 0.6534 | | 0.2243 | 13.14 | 4860 | 0.5082 | 0.6830 | 0.7896 | 0.8710 | 0.9357 | 0.8199 | 0.8845 | 0.4368 | 0.9175 | 0.8235 | 0.7090 | 0.8567 | 0.6544 | 0.7453 | 0.3670 | 0.7993 | 0.6835 | 0.6751 | | 0.1534 | 13.19 | 4880 | 0.5395 | 0.6723 | 0.7884 | 0.8628 | 0.9344 | 0.8200 | 0.8723 | 0.4973 | 0.9114 | 0.8330 | 0.6503 | 0.8507 | 0.6536 | 0.7503 | 0.3755 | 0.7924 | 0.6612 | 0.6227 | | 0.3718 | 13.24 | 4900 | 0.5050 | 0.6824 | 0.7972 | 0.8688 | 0.9248 | 0.8128 | 0.8684 | 0.4836 | 0.9059 | 0.8507 | 0.7345 | 0.8632 | 0.6575 | 0.7413 | 0.3667 | 0.7879 | 0.6782 | 0.6822 | | 0.1272 | 13.3 | 4920 | 0.4824 | 0.6941 | 0.8127 | 0.8733 | 0.9262 | 0.8137 | 0.8806 | 0.5235 | 0.8832 | 0.8761 | 0.7857 | 0.8523 | 0.6581 | 0.7454 | 0.3822 | 0.8005 | 0.6971 | 0.7229 | | 0.2795 | 13.35 | 4940 | 0.5172 | 0.6875 | 0.8059 | 0.8695 | 0.9156 | 0.8334 | 0.8754 | 0.5111 | 0.9114 | 0.8730 | 0.7216 | 0.8540 | 0.6502 | 0.7598 | 0.4013 | 0.7986 | 0.6866 | 0.6624 | | 0.4308 | 13.41 | 4960 | 0.5224 | 0.6796 | 0.7932 | 0.8649 | 0.9238 | 0.7825 | 0.8902 | 0.5224 | 0.9153 | 0.8502 | 0.6679 | 0.8542 | 0.6625 | 0.7594 | 0.4017 | 0.7963 | 0.6662 | 0.6166 | | 0.2036 | 13.46 | 4980 | 0.5175 | 0.6813 | 0.7985 | 0.8662 | 0.9300 | 0.7864 | 0.8910 | 0.5294 | 0.8989 | 0.8740 | 0.6801 | 0.8524 | 0.6600 | 0.7579 | 0.3909 | 0.7978 | 0.6752 | 0.6349 | | 0.6682 | 13.51 | 5000 | 0.5002 | 0.6836 | 0.8075 | 0.8666 | 0.9349 | 0.8098 | 0.8853 | 0.5749 | 0.8749 | 0.8288 | 0.7441 | 0.8541 | 0.6565 | 0.7508 | 0.3574 | 0.7833 | 0.6926 | 0.6907 | | 0.1085 | 13.57 | 5020 | 0.5330 | 0.6794 | 0.7968 | 0.8653 | 0.9210 | 0.8012 | 0.8693 | 0.5375 | 0.9101 | 0.8213 | 0.7171 | 0.8558 | 0.6625 | 0.7487 | 0.3771 | 0.7898 | 0.6594 | 0.6623 | | 0.1707 | 13.62 | 5040 | 0.5550 | 0.6872 | 0.8006 | 0.8700 | 0.9184 | 0.7957 | 0.8679 | 0.5233 | 0.9161 | 0.8451 | 0.7375 | 0.8591 | 0.6624 | 0.7497 | 0.3902 | 0.7966 | 0.6774 | 0.6752 | | 0.413 | 13.68 | 5060 | 0.5318 | 0.6895 | 0.7975 | 0.8717 | 0.9342 | 0.7876 | 0.8562 | 0.5322 | 0.9161 | 0.8321 | 0.7244 | 0.8613 | 0.6597 | 0.7645 | 0.3906 | 0.7975 | 0.6835 | 0.6696 | | 0.2851 | 13.73 | 5080 | 0.5280 | 0.6906 | 0.8046 | 0.8710 | 0.9320 | 0.7868 | 0.8626 | 0.5372 | 0.8953 | 0.8865 | 0.7316 | 0.8647 | 0.6589 | 0.7666 | 0.4026 | 0.7899 | 0.6734 | 0.6780 | | 0.8236 | 13.78 | 5100 | 0.5129 | 0.7016 | 0.8130 | 0.8786 | 0.9341 | 0.7950 | 0.8718 | 0.5172 | 0.8873 | 0.8783 | 0.8072 | 0.8647 | 0.6486 | 0.7655 | 0.3890 | 0.7974 | 0.7065 | 0.7394 | | 0.8271 | 13.84 | 5120 | 0.4828 | 0.7077 | 0.8128 | 0.8832 | 0.9333 | 0.8033 | 0.8588 | 0.4997 | 0.9059 | 0.8691 | 0.8199 | 0.8663 | 0.6498 | 0.7668 | 0.3981 | 0.8102 | 0.7132 | 0.7498 | | 0.2352 | 13.89 | 5140 | 0.4741 | 0.6981 | 0.7985 | 0.8782 | 0.9373 | 0.7883 | 0.8616 | 0.5012 | 0.9222 | 0.8020 | 0.7767 | 0.8693 | 0.6472 | 0.7665 | 0.3868 | 0.7956 | 0.6985 | 0.7227 | | 0.1344 | 13.95 | 5160 | 0.4777 | 0.6964 | 0.8028 | 0.8771 | 0.9342 | 0.8004 | 0.8661 | 0.5116 | 0.9149 | 0.8202 | 0.7723 | 0.8717 | 0.6391 | 0.7664 | 0.3792 | 0.7894 | 0.7069 | 0.7220 | | 0.2262 | 14.0 | 5180 | 0.4922 | 0.6996 | 0.8037 | 0.8782 | 0.9397 | 0.7875 | 0.8749 | 0.5198 | 0.9087 | 0.8168 | 0.7782 | 0.8716 | 0.6518 | 0.7663 | 0.3931 | 0.7932 | 0.6970 | 0.7240 | | 0.0901 | 14.05 | 5200 | 0.5406 | 0.6929 | 0.8066 | 0.8734 | 0.9321 | 0.8194 | 0.8655 | 0.5247 | 0.9085 | 0.8789 | 0.7169 | 0.8693 | 0.6569 | 0.7649 | 0.4010 | 0.7926 | 0.6921 | 0.6738 | | 1.8701 | 14.11 | 5220 | 0.5130 | 0.6991 | 0.8114 | 0.8770 | 0.9285 | 0.8120 | 0.8869 | 0.5197 | 0.9050 | 0.8687 | 0.7593 | 0.8684 | 0.6531 | 0.7612 | 0.3941 | 0.7957 | 0.7144 | 0.7065 | | 0.2136 | 14.16 | 5240 | 0.5844 | 0.6828 | 0.8027 | 0.8660 | 0.9298 | 0.8158 | 0.8984 | 0.5431 | 0.9009 | 0.8703 | 0.6607 | 0.8541 | 0.6620 | 0.7606 | 0.3995 | 0.7922 | 0.6840 | 0.6273 | | 0.2597 | 14.22 | 5260 | 0.5125 | 0.6975 | 0.8083 | 0.8740 | 0.9351 | 0.8009 | 0.8806 | 0.5521 | 0.9031 | 0.8584 | 0.7278 | 0.8578 | 0.6619 | 0.7662 | 0.4046 | 0.7968 | 0.7154 | 0.6800 | | 0.0777 | 14.27 | 5280 | 0.5858 | 0.6814 | 0.7982 | 0.8661 | 0.9345 | 0.8243 | 0.8624 | 0.5265 | 0.9060 | 0.8683 | 0.6654 | 0.8552 | 0.6540 | 0.7631 | 0.3864 | 0.7884 | 0.6890 | 0.6338 | | 0.1845 | 14.32 | 5300 | 0.5108 | 0.6998 | 0.8142 | 0.8774 | 0.9269 | 0.8127 | 0.8770 | 0.5239 | 0.8997 | 0.8842 | 0.7749 | 0.8563 | 0.6518 | 0.7633 | 0.3803 | 0.8074 | 0.7222 | 0.7169 | | 0.3288 | 14.38 | 5320 | 0.5118 | 0.7015 | 0.8079 | 0.8773 | 0.9231 | 0.8084 | 0.8673 | 0.5168 | 0.9200 | 0.8511 | 0.7684 | 0.8528 | 0.6623 | 0.7612 | 0.4067 | 0.8108 | 0.7115 | 0.7055 | | 0.1222 | 14.43 | 5340 | 0.4936 | 0.7026 | 0.8117 | 0.8775 | 0.9301 | 0.7920 | 0.8668 | 0.5438 | 0.9053 | 0.8774 | 0.7663 | 0.8549 | 0.6667 | 0.7664 | 0.4065 | 0.8113 | 0.7081 | 0.7045 | | 0.2766 | 14.49 | 5360 | 0.4789 | 0.7113 | 0.8183 | 0.8825 | 0.9284 | 0.8043 | 0.8771 | 0.5367 | 0.9053 | 0.8660 | 0.8103 | 0.8570 | 0.6643 | 0.7686 | 0.3964 | 0.8127 | 0.7390 | 0.7414 | | 0.1837 | 14.54 | 5380 | 0.5576 | 0.6924 | 0.8065 | 0.8720 | 0.9337 | 0.8208 | 0.8761 | 0.5409 | 0.9077 | 0.8638 | 0.7023 | 0.8593 | 0.6653 | 0.7666 | 0.3877 | 0.7961 | 0.7086 | 0.6633 | | 0.225 | 14.59 | 5400 | 0.5471 | 0.6935 | 0.8007 | 0.8726 | 0.9340 | 0.7918 | 0.8661 | 0.5243 | 0.9158 | 0.8751 | 0.6977 | 0.8609 | 0.6590 | 0.7662 | 0.4084 | 0.7957 | 0.7094 | 0.6548 | | 0.1836 | 14.65 | 5420 | 0.5386 | 0.6933 | 0.8003 | 0.8741 | 0.9303 | 0.8148 | 0.8700 | 0.4849 | 0.9170 | 0.8543 | 0.7305 | 0.8572 | 0.6465 | 0.7578 | 0.3912 | 0.7989 | 0.7211 | 0.6804 | | 0.3916 | 14.7 | 5440 | 0.5443 | 0.6899 | 0.8014 | 0.8723 | 0.9291 | 0.8090 | 0.8732 | 0.4751 | 0.9028 | 0.8912 | 0.7297 | 0.8573 | 0.6426 | 0.7535 | 0.3788 | 0.7923 | 0.7215 | 0.6831 | | 0.2334 | 14.76 | 5460 | 0.5269 | 0.6917 | 0.7952 | 0.8734 | 0.9321 | 0.7879 | 0.8549 | 0.4880 | 0.9223 | 0.8610 | 0.7205 | 0.8597 | 0.6360 | 0.7678 | 0.3858 | 0.7923 | 0.7263 | 0.6741 | | 0.1666 | 14.81 | 5480 | 0.5259 | 0.6966 | 0.8057 | 0.8759 | 0.9343 | 0.8125 | 0.8486 | 0.5137 | 0.9127 | 0.8822 | 0.7360 | 0.8607 | 0.6353 | 0.7672 | 0.3927 | 0.7992 | 0.7339 | 0.6872 | | 0.1996 | 14.86 | 5500 | 0.5356 | 0.6909 | 0.8038 | 0.8735 | 0.9316 | 0.8227 | 0.8799 | 0.5000 | 0.9072 | 0.8465 | 0.7387 | 0.8599 | 0.6383 | 0.7622 | 0.3654 | 0.7954 | 0.7274 | 0.6874 | | 1.2748 | 14.92 | 5520 | 0.5567 | 0.6867 | 0.8003 | 0.8709 | 0.9372 | 0.8062 | 0.8597 | 0.5136 | 0.9002 | 0.8599 | 0.7251 | 0.8595 | 0.6312 | 0.7547 | 0.3673 | 0.7892 | 0.7282 | 0.6765 | | 0.2141 | 14.97 | 5540 | 0.5603 | 0.6802 | 0.7938 | 0.8677 | 0.9413 | 0.7933 | 0.8739 | 0.4880 | 0.8948 | 0.8794 | 0.6859 | 0.8591 | 0.6303 | 0.7606 | 0.3630 | 0.7845 | 0.7216 | 0.6424 | | 0.3294 | 15.03 | 5560 | 0.5541 | 0.6809 | 0.7927 | 0.8686 | 0.9298 | 0.8050 | 0.8631 | 0.4670 | 0.9091 | 0.8615 | 0.7136 | 0.8546 | 0.6314 | 0.7588 | 0.3635 | 0.7936 | 0.7108 | 0.6537 | | 0.2424 | 15.08 | 5580 | 0.5743 | 0.6816 | 0.7956 | 0.8665 | 0.9283 | 0.8051 | 0.8423 | 0.5058 | 0.9054 | 0.8761 | 0.7063 | 0.8533 | 0.6371 | 0.7566 | 0.3868 | 0.7872 | 0.7022 | 0.6483 | | 0.189 | 15.14 | 5600 | 0.5683 | 0.6848 | 0.7957 | 0.8686 | 0.9309 | 0.8106 | 0.8748 | 0.4988 | 0.9125 | 0.8469 | 0.6954 | 0.8569 | 0.6271 | 0.7640 | 0.3847 | 0.7841 | 0.7294 | 0.6471 | | 0.2044 | 15.19 | 5620 | 0.5582 | 0.6858 | 0.7984 | 0.8691 | 0.9273 | 0.8058 | 0.8753 | 0.5144 | 0.9131 | 0.8474 | 0.7053 | 0.8566 | 0.6279 | 0.7586 | 0.3851 | 0.7861 | 0.7296 | 0.6570 | | 0.1178 | 15.24 | 5640 | 0.5380 | 0.6897 | 0.8050 | 0.8718 | 0.9368 | 0.8120 | 0.8726 | 0.5359 | 0.9027 | 0.8698 | 0.7053 | 0.8587 | 0.6330 | 0.7609 | 0.3964 | 0.7967 | 0.7205 | 0.6615 | | 0.264 | 15.3 | 5660 | 0.5311 | 0.7013 | 0.8095 | 0.8770 | 0.9343 | 0.7796 | 0.8620 | 0.5700 | 0.9094 | 0.8547 | 0.7567 | 0.8531 | 0.6400 | 0.7677 | 0.4203 | 0.8101 | 0.7206 | 0.6973 | | 0.1924 | 15.35 | 5680 | 0.5573 | 0.6919 | 0.8015 | 0.8712 | 0.9243 | 0.7892 | 0.8568 | 0.5419 | 0.9188 | 0.8583 | 0.7212 | 0.8545 | 0.6427 | 0.7652 | 0.4167 | 0.7963 | 0.7050 | 0.6632 | | 0.1451 | 15.41 | 5700 | 0.5683 | 0.6879 | 0.7951 | 0.8697 | 0.9319 | 0.7970 | 0.8612 | 0.4969 | 0.9140 | 0.8667 | 0.6978 | 0.8556 | 0.6404 | 0.7678 | 0.4013 | 0.7906 | 0.7181 | 0.6418 | | 0.2588 | 15.46 | 5720 | 0.5514 | 0.6901 | 0.8002 | 0.8704 | 0.9234 | 0.8063 | 0.8604 | 0.5097 | 0.9156 | 0.8670 | 0.7188 | 0.8553 | 0.6472 | 0.7574 | 0.4057 | 0.7926 | 0.7140 | 0.6588 | | 0.4095 | 15.51 | 5740 | 0.5484 | 0.6921 | 0.8015 | 0.8719 | 0.9301 | 0.8096 | 0.8637 | 0.5134 | 0.9135 | 0.8682 | 0.7121 | 0.8615 | 0.6435 | 0.7574 | 0.4156 | 0.7905 | 0.7127 | 0.6632 | | 0.2068 | 15.57 | 5760 | 0.5339 | 0.6927 | 0.8002 | 0.8732 | 0.9274 | 0.8221 | 0.8738 | 0.4970 | 0.9210 | 0.8284 | 0.7318 | 0.8601 | 0.6450 | 0.7528 | 0.4157 | 0.7970 | 0.7028 | 0.6757 | | 0.1013 | 15.62 | 5780 | 0.5496 | 0.6915 | 0.7952 | 0.8726 | 0.9369 | 0.7850 | 0.8833 | 0.4809 | 0.9101 | 0.8566 | 0.7139 | 0.8657 | 0.6584 | 0.7545 | 0.4085 | 0.7910 | 0.6995 | 0.6631 | | 0.1552 | 15.68 | 5800 | 0.5811 | 0.6819 | 0.7973 | 0.8654 | 0.9283 | 0.7909 | 0.8936 | 0.4975 | 0.8908 | 0.8864 | 0.6934 | 0.8577 | 0.6522 | 0.7373 | 0.4069 | 0.7802 | 0.6946 | 0.6444 | | 0.1344 | 15.73 | 5820 | 0.5791 | 0.6852 | 0.7939 | 0.8686 | 0.9324 | 0.7938 | 0.8831 | 0.4913 | 0.9090 | 0.8514 | 0.6964 | 0.8582 | 0.6416 | 0.7469 | 0.4073 | 0.7868 | 0.7063 | 0.6496 | | 0.1419 | 15.78 | 5840 | 0.5366 | 0.6874 | 0.7937 | 0.8703 | 0.9394 | 0.7945 | 0.8610 | 0.4996 | 0.9105 | 0.8493 | 0.7015 | 0.8616 | 0.6487 | 0.7540 | 0.4071 | 0.7902 | 0.6968 | 0.6535 | | 0.1699 | 15.84 | 5860 | 0.5962 | 0.6809 | 0.7925 | 0.8666 | 0.9409 | 0.8342 | 0.8659 | 0.5012 | 0.9112 | 0.8275 | 0.6665 | 0.8578 | 0.6554 | 0.7569 | 0.3984 | 0.7897 | 0.6795 | 0.6286 | | 0.2122 | 15.89 | 5880 | 0.5731 | 0.6866 | 0.7967 | 0.8694 | 0.9358 | 0.8186 | 0.8487 | 0.5192 | 0.9129 | 0.8346 | 0.7072 | 0.8689 | 0.6538 | 0.7520 | 0.4022 | 0.7806 | 0.6865 | 0.6620 | | 0.3819 | 15.95 | 5900 | 0.5973 | 0.6860 | 0.7968 | 0.8690 | 0.9301 | 0.8051 | 0.8772 | 0.5194 | 0.9143 | 0.8256 | 0.7057 | 0.8670 | 0.6443 | 0.7547 | 0.3998 | 0.7786 | 0.6955 | 0.6623 | | 0.1759 | 16.0 | 5920 | 0.5759 | 0.6880 | 0.7921 | 0.8706 | 0.9342 | 0.7890 | 0.8707 | 0.4997 | 0.9201 | 0.8210 | 0.7102 | 0.8640 | 0.6335 | 0.7563 | 0.4026 | 0.7812 | 0.7118 | 0.6667 | | 0.1169 | 16.05 | 5940 | 0.5348 | 0.6961 | 0.8035 | 0.8759 | 0.9316 | 0.8004 | 0.8947 | 0.4877 | 0.9081 | 0.8531 | 0.7491 | 0.8717 | 0.6346 | 0.7586 | 0.3971 | 0.7856 | 0.7277 | 0.6971 | | 0.2218 | 16.11 | 5960 | 0.6323 | 0.6874 | 0.7959 | 0.8694 | 0.9360 | 0.7903 | 0.8916 | 0.5007 | 0.9058 | 0.8611 | 0.6859 | 0.8620 | 0.6478 | 0.7569 | 0.3993 | 0.7824 | 0.7170 | 0.6460 | | 0.1711 | 16.16 | 5980 | 0.5924 | 0.6916 | 0.8056 | 0.8697 | 0.9278 | 0.8160 | 0.8613 | 0.5595 | 0.9104 | 0.8602 | 0.7037 | 0.8635 | 0.6469 | 0.7630 | 0.4227 | 0.7814 | 0.7096 | 0.6541 | | 0.7639 | 16.22 | 6000 | 0.6031 | 0.6881 | 0.7989 | 0.8688 | 0.9346 | 0.7892 | 0.8884 | 0.5163 | 0.9010 | 0.8792 | 0.6839 | 0.8615 | 0.6477 | 0.7637 | 0.4160 | 0.7836 | 0.7070 | 0.6373 | | 0.1749 | 16.27 | 6020 | 0.5765 | 0.6872 | 0.7966 | 0.8682 | 0.9308 | 0.7994 | 0.8740 | 0.5344 | 0.9188 | 0.8432 | 0.6753 | 0.8593 | 0.6406 | 0.7656 | 0.4237 | 0.7849 | 0.7048 | 0.6314 | | 0.1033 | 16.32 | 6040 | 0.5814 | 0.6865 | 0.8001 | 0.8675 | 0.9301 | 0.7949 | 0.8836 | 0.5525 | 0.9067 | 0.8418 | 0.6915 | 0.8582 | 0.6370 | 0.7661 | 0.4030 | 0.7787 | 0.7169 | 0.6459 | | 0.1 | 16.38 | 6060 | 0.6725 | 0.6787 | 0.7914 | 0.8622 | 0.9308 | 0.7826 | 0.8627 | 0.5665 | 0.9109 | 0.8179 | 0.6682 | 0.8506 | 0.6382 | 0.7651 | 0.3951 | 0.7741 | 0.7074 | 0.6205 | | 0.242 | 16.43 | 6080 | 0.5928 | 0.6821 | 0.7953 | 0.8665 | 0.9289 | 0.7834 | 0.8900 | 0.5105 | 0.8981 | 0.8425 | 0.7139 | 0.8574 | 0.6399 | 0.7590 | 0.3638 | 0.7768 | 0.7215 | 0.6561 | | 0.1992 | 16.49 | 6100 | 0.6240 | 0.6815 | 0.7858 | 0.8660 | 0.9342 | 0.7723 | 0.8619 | 0.5005 | 0.9169 | 0.8310 | 0.6841 | 0.8500 | 0.6383 | 0.7566 | 0.3934 | 0.7863 | 0.7142 | 0.6316 | | 0.1082 | 16.54 | 6120 | 0.6281 | 0.6846 | 0.7901 | 0.8667 | 0.9241 | 0.7917 | 0.8684 | 0.5008 | 0.9246 | 0.8296 | 0.6914 | 0.8523 | 0.6451 | 0.7552 | 0.4066 | 0.7845 | 0.7120 | 0.6367 | | 0.8944 | 16.59 | 6140 | 0.6132 | 0.6841 | 0.7920 | 0.8668 | 0.9218 | 0.7927 | 0.8767 | 0.4723 | 0.9142 | 0.8704 | 0.6961 | 0.8509 | 0.6528 | 0.7408 | 0.3994 | 0.7876 | 0.7160 | 0.6411 | | 0.1153 | 16.65 | 6160 | 0.6015 | 0.6849 | 0.7949 | 0.8669 | 0.9172 | 0.8032 | 0.8703 | 0.4887 | 0.9169 | 0.8591 | 0.7091 | 0.8510 | 0.6619 | 0.7368 | 0.3961 | 0.7885 | 0.7089 | 0.6513 | | 0.1229 | 16.7 | 6180 | 0.6032 | 0.6828 | 0.8014 | 0.8650 | 0.9196 | 0.8207 | 0.8780 | 0.5003 | 0.8938 | 0.8898 | 0.7078 | 0.8534 | 0.6540 | 0.7469 | 0.3940 | 0.7781 | 0.7019 | 0.6514 | | 0.2362 | 16.76 | 6200 | 0.5962 | 0.6869 | 0.7973 | 0.8678 | 0.9247 | 0.7914 | 0.8798 | 0.4858 | 0.9003 | 0.8878 | 0.7115 | 0.8564 | 0.6667 | 0.7535 | 0.3889 | 0.7824 | 0.7082 | 0.6522 | | 0.277 | 16.81 | 6220 | 0.6024 | 0.6870 | 0.7916 | 0.8683 | 0.9245 | 0.8017 | 0.8629 | 0.4735 | 0.9231 | 0.8675 | 0.6881 | 0.8567 | 0.6669 | 0.7556 | 0.4005 | 0.7878 | 0.7098 | 0.6320 | | 2.3021 | 16.86 | 6240 | 0.6137 | 0.6846 | 0.7894 | 0.8682 | 0.9328 | 0.7969 | 0.8918 | 0.4606 | 0.9159 | 0.8554 | 0.6723 | 0.8574 | 0.6636 | 0.7483 | 0.3992 | 0.7898 | 0.7064 | 0.6277 | | 0.0905 | 16.92 | 6260 | 0.5676 | 0.6843 | 0.8003 | 0.8663 | 0.9277 | 0.8304 | 0.8618 | 0.5081 | 0.9030 | 0.8905 | 0.6810 | 0.8565 | 0.6541 | 0.7536 | 0.4108 | 0.7859 | 0.7016 | 0.6274 | | 0.2642 | 16.97 | 6280 | 0.5837 | 0.6831 | 0.7952 | 0.8656 | 0.9240 | 0.8221 | 0.8632 | 0.5148 | 0.9186 | 0.8451 | 0.6788 | 0.8546 | 0.6551 | 0.7554 | 0.4068 | 0.7852 | 0.7003 | 0.6245 | | 0.1159 | 17.03 | 6300 | 0.5659 | 0.6813 | 0.8049 | 0.8642 | 0.9217 | 0.8159 | 0.8699 | 0.5534 | 0.8904 | 0.8715 | 0.7112 | 0.8544 | 0.6544 | 0.7545 | 0.3684 | 0.7773 | 0.7057 | 0.6543 | | 0.2067 | 17.08 | 6320 | 0.5731 | 0.6866 | 0.8121 | 0.8662 | 0.9223 | 0.8092 | 0.8768 | 0.5744 | 0.8770 | 0.8846 | 0.7407 | 0.8578 | 0.6611 | 0.7571 | 0.3804 | 0.7756 | 0.6957 | 0.6785 | | 0.1016 | 17.14 | 6340 | 0.5728 | 0.6854 | 0.8026 | 0.8670 | 0.9243 | 0.8063 | 0.8859 | 0.5480 | 0.9003 | 0.8302 | 0.7233 | 0.8575 | 0.6553 | 0.7586 | 0.3714 | 0.7793 | 0.7091 | 0.6666 | | 0.268 | 17.19 | 6360 | 0.5639 | 0.6873 | 0.7983 | 0.8701 | 0.9356 | 0.8173 | 0.8833 | 0.4861 | 0.9033 | 0.8640 | 0.6987 | 0.8621 | 0.6596 | 0.7614 | 0.3700 | 0.7843 | 0.7166 | 0.6570 | | 0.8651 | 17.24 | 6380 | 0.6196 | 0.6908 | 0.7950 | 0.8716 | 0.9382 | 0.7969 | 0.8689 | 0.4841 | 0.9122 | 0.8677 | 0.6968 | 0.8641 | 0.6647 | 0.7599 | 0.3900 | 0.7858 | 0.7138 | 0.6572 | | 0.5938 | 17.3 | 6400 | 0.6079 | 0.6905 | 0.7938 | 0.8712 | 0.9342 | 0.7777 | 0.8826 | 0.4977 | 0.9151 | 0.8415 | 0.7078 | 0.8641 | 0.6646 | 0.7570 | 0.3905 | 0.7850 | 0.7109 | 0.6612 | | 0.0959 | 17.35 | 6420 | 0.6061 | 0.6855 | 0.7910 | 0.8680 | 0.9289 | 0.7938 | 0.8621 | 0.5078 | 0.9257 | 0.8331 | 0.6855 | 0.8632 | 0.6643 | 0.7589 | 0.4004 | 0.7831 | 0.6905 | 0.6384 | | 1.2936 | 17.41 | 6440 | 0.6275 | 0.6868 | 0.7950 | 0.8684 | 0.9289 | 0.8158 | 0.8511 | 0.5097 | 0.9206 | 0.8442 | 0.6949 | 0.8601 | 0.6593 | 0.7582 | 0.3982 | 0.7846 | 0.7045 | 0.6427 | | 0.8044 | 17.46 | 6460 | 0.6000 | 0.6927 | 0.7982 | 0.8712 | 0.9332 | 0.7937 | 0.8634 | 0.5357 | 0.9191 | 0.8381 | 0.7041 | 0.8635 | 0.6638 | 0.7643 | 0.4072 | 0.7859 | 0.7100 | 0.6544 | | 0.0785 | 17.51 | 6480 | 0.5754 | 0.6933 | 0.8045 | 0.8706 | 0.9292 | 0.7965 | 0.8849 | 0.5352 | 0.9029 | 0.8746 | 0.7084 | 0.8633 | 0.6644 | 0.7683 | 0.4124 | 0.7834 | 0.7063 | 0.6550 | | 0.1573 | 17.57 | 6500 | 0.5697 | 0.6908 | 0.8014 | 0.8704 | 0.9252 | 0.8071 | 0.8705 | 0.5124 | 0.9120 | 0.8705 | 0.7119 | 0.8599 | 0.6619 | 0.7583 | 0.3954 | 0.7877 | 0.7154 | 0.6569 | | 0.7388 | 17.62 | 6520 | 0.5436 | 0.6918 | 0.8011 | 0.8719 | 0.9249 | 0.8002 | 0.8657 | 0.5117 | 0.9145 | 0.8573 | 0.7330 | 0.8595 | 0.6597 | 0.7581 | 0.3838 | 0.7924 | 0.7190 | 0.6702 | | 0.2266 | 17.68 | 6540 | 0.5394 | 0.6938 | 0.8081 | 0.8724 | 0.9249 | 0.8000 | 0.8765 | 0.5369 | 0.9000 | 0.8652 | 0.7530 | 0.8594 | 0.6584 | 0.7597 | 0.3867 | 0.7918 | 0.7133 | 0.6871 | | 0.1783 | 17.73 | 6560 | 0.5524 | 0.6904 | 0.8037 | 0.8699 | 0.9269 | 0.7921 | 0.8919 | 0.5243 | 0.8961 | 0.8627 | 0.7317 | 0.8596 | 0.6600 | 0.7627 | 0.3896 | 0.7841 | 0.7058 | 0.6706 | | 0.2287 | 17.78 | 6580 | 0.5562 | 0.6863 | 0.7996 | 0.8696 | 0.9319 | 0.8108 | 0.8788 | 0.4908 | 0.8992 | 0.8737 | 0.7122 | 0.8630 | 0.6601 | 0.7646 | 0.3624 | 0.7831 | 0.7062 | 0.6646 | | 0.2004 | 17.84 | 6600 | 0.5858 | 0.6851 | 0.7914 | 0.8708 | 0.9396 | 0.7869 | 0.8811 | 0.4510 | 0.9030 | 0.8723 | 0.7056 | 0.8596 | 0.6549 | 0.7596 | 0.3485 | 0.7889 | 0.7223 | 0.6621 | | 0.419 | 17.89 | 6620 | 0.5633 | 0.6871 | 0.7980 | 0.8702 | 0.9317 | 0.8061 | 0.8869 | 0.4898 | 0.9064 | 0.8566 | 0.7084 | 0.8622 | 0.6586 | 0.7573 | 0.3663 | 0.7853 | 0.7175 | 0.6627 | | 0.2695 | 17.95 | 6640 | 0.5525 | 0.6916 | 0.7989 | 0.8730 | 0.9249 | 0.8177 | 0.8758 | 0.4667 | 0.9186 | 0.8583 | 0.7302 | 0.8601 | 0.6553 | 0.7565 | 0.3803 | 0.7938 | 0.7209 | 0.6739 | | 0.2403 | 18.0 | 6660 | 0.5682 | 0.6909 | 0.8079 | 0.8729 | 0.9267 | 0.8262 | 0.8825 | 0.4952 | 0.8944 | 0.8717 | 0.7585 | 0.8536 | 0.6470 | 0.7507 | 0.3639 | 0.7993 | 0.7243 | 0.6976 | | 0.1528 | 18.05 | 6680 | 0.5620 | 0.6937 | 0.8008 | 0.8752 | 0.9230 | 0.8089 | 0.8778 | 0.4674 | 0.9163 | 0.8421 | 0.7702 | 0.8555 | 0.6567 | 0.7501 | 0.3696 | 0.8039 | 0.7141 | 0.7058 | | 0.1933 | 18.11 | 6700 | 0.5587 | 0.6900 | 0.8068 | 0.8721 | 0.9194 | 0.8264 | 0.8614 | 0.4983 | 0.9034 | 0.8753 | 0.7635 | 0.8555 | 0.6550 | 0.7500 | 0.3668 | 0.7973 | 0.7062 | 0.6994 | | 0.4059 | 18.16 | 6720 | 0.5838 | 0.6857 | 0.7984 | 0.8690 | 0.9194 | 0.8073 | 0.8777 | 0.4727 | 0.9076 | 0.8794 | 0.7250 | 0.8542 | 0.6608 | 0.7466 | 0.3692 | 0.7908 | 0.7126 | 0.6656 | | 0.1806 | 18.22 | 6740 | 0.5512 | 0.6870 | 0.7994 | 0.8700 | 0.9237 | 0.7977 | 0.8885 | 0.4883 | 0.9026 | 0.8525 | 0.7422 | 0.8564 | 0.6623 | 0.7514 | 0.3563 | 0.7903 | 0.7136 | 0.6789 | | 0.2934 | 18.27 | 6760 | 0.5609 | 0.6893 | 0.7991 | 0.8705 | 0.9202 | 0.8048 | 0.8719 | 0.5072 | 0.9178 | 0.8320 | 0.7394 | 0.8570 | 0.6656 | 0.7550 | 0.3783 | 0.7913 | 0.7013 | 0.6766 | | 0.1995 | 18.32 | 6780 | 0.5617 | 0.6935 | 0.8023 | 0.8736 | 0.9185 | 0.8145 | 0.8858 | 0.4810 | 0.9187 | 0.8466 | 0.7509 | 0.8548 | 0.6648 | 0.7551 | 0.3793 | 0.8007 | 0.7111 | 0.6886 | | 0.4119 | 18.38 | 6800 | 0.5458 | 0.6975 | 0.8091 | 0.8762 | 0.9317 | 0.8128 | 0.8888 | 0.4964 | 0.8968 | 0.8744 | 0.7629 | 0.8570 | 0.6621 | 0.7579 | 0.3770 | 0.8042 | 0.7177 | 0.7063 | | 0.2155 | 18.43 | 6820 | 0.5353 | 0.7042 | 0.8140 | 0.8798 | 0.9300 | 0.8197 | 0.8723 | 0.5071 | 0.9033 | 0.8825 | 0.7834 | 0.8598 | 0.6615 | 0.7644 | 0.3979 | 0.8106 | 0.7147 | 0.7207 | | 0.1885 | 18.49 | 6840 | 0.5628 | 0.7000 | 0.8085 | 0.8764 | 0.9315 | 0.8009 | 0.8700 | 0.5153 | 0.9046 | 0.8867 | 0.7505 | 0.8583 | 0.6605 | 0.7668 | 0.4070 | 0.8038 | 0.7095 | 0.6943 | | 0.5245 | 18.54 | 6860 | 0.5654 | 0.6949 | 0.8061 | 0.8732 | 0.9208 | 0.8025 | 0.8850 | 0.5064 | 0.9077 | 0.8726 | 0.7476 | 0.8589 | 0.6618 | 0.7609 | 0.3949 | 0.7942 | 0.7084 | 0.6854 | | 0.179 | 18.59 | 6880 | 0.5682 | 0.6948 | 0.7977 | 0.8750 | 0.9349 | 0.7867 | 0.8764 | 0.4797 | 0.9143 | 0.8613 | 0.7304 | 0.8597 | 0.6585 | 0.7655 | 0.3855 | 0.7991 | 0.7173 | 0.6783 | | 0.2442 | 18.65 | 6900 | 0.5589 | 0.6966 | 0.8006 | 0.8738 | 0.9244 | 0.7931 | 0.8710 | 0.5180 | 0.9258 | 0.8390 | 0.7327 | 0.8580 | 0.6565 | 0.7675 | 0.4111 | 0.7968 | 0.7141 | 0.6719 | | 0.1093 | 18.7 | 6920 | 0.5329 | 0.6998 | 0.8093 | 0.8760 | 0.9247 | 0.8180 | 0.8795 | 0.5180 | 0.9148 | 0.8661 | 0.7441 | 0.8603 | 0.6550 | 0.7682 | 0.4087 | 0.8005 | 0.7244 | 0.6814 | | 0.1327 | 18.76 | 6940 | 0.5500 | 0.6983 | 0.8093 | 0.8744 | 0.9246 | 0.8219 | 0.8797 | 0.5350 | 0.9155 | 0.8576 | 0.7310 | 0.8584 | 0.6592 | 0.7711 | 0.4079 | 0.7983 | 0.7189 | 0.6741 | | 0.2199 | 18.81 | 6960 | 0.5657 | 0.6975 | 0.8054 | 0.8748 | 0.9335 | 0.8084 | 0.8783 | 0.5231 | 0.9124 | 0.8621 | 0.7203 | 0.8619 | 0.6595 | 0.7728 | 0.4043 | 0.7963 | 0.7164 | 0.6716 | | 0.1349 | 18.86 | 6980 | 0.6085 | 0.6905 | 0.7971 | 0.8702 | 0.9341 | 0.7892 | 0.8806 | 0.5276 | 0.9168 | 0.8479 | 0.6834 | 0.8621 | 0.6550 | 0.7707 | 0.4147 | 0.7870 | 0.7038 | 0.6399 | | 0.2074 | 18.92 | 7000 | 0.5662 | 0.6921 | 0.8002 | 0.8707 | 0.9362 | 0.7846 | 0.8856 | 0.5302 | 0.9043 | 0.8625 | 0.6980 | 0.8610 | 0.6591 | 0.7710 | 0.4165 | 0.7872 | 0.6966 | 0.6534 | | 0.1806 | 18.97 | 7020 | 0.5717 | 0.6953 | 0.8034 | 0.8735 | 0.9371 | 0.7889 | 0.8827 | 0.5282 | 0.9060 | 0.8705 | 0.7101 | 0.8600 | 0.6611 | 0.7690 | 0.4113 | 0.7978 | 0.7028 | 0.6652 | | 0.17 | 19.03 | 7040 | 0.5758 | 0.6946 | 0.8055 | 0.8729 | 0.9325 | 0.7993 | 0.8824 | 0.5343 | 0.9075 | 0.8748 | 0.7078 | 0.8597 | 0.6617 | 0.7703 | 0.4086 | 0.7976 | 0.7021 | 0.6621 | | 0.2174 | 19.08 | 7060 | 0.5583 | 0.6955 | 0.8052 | 0.8737 | 0.9361 | 0.7884 | 0.8867 | 0.5307 | 0.9019 | 0.8749 | 0.7177 | 0.8596 | 0.6625 | 0.7687 | 0.4036 | 0.7989 | 0.7067 | 0.6682 | | 0.1563 | 19.14 | 7080 | 0.5704 | 0.6930 | 0.8059 | 0.8713 | 0.9273 | 0.8094 | 0.8800 | 0.5383 | 0.9090 | 0.8687 | 0.7089 | 0.8612 | 0.6602 | 0.7703 | 0.4147 | 0.7922 | 0.6944 | 0.6579 | | 0.2645 | 19.19 | 7100 | 0.5689 | 0.6920 | 0.7999 | 0.8722 | 0.9282 | 0.8112 | 0.8708 | 0.5112 | 0.9219 | 0.8458 | 0.7104 | 0.8604 | 0.6607 | 0.7671 | 0.4019 | 0.7965 | 0.6979 | 0.6592 | | 0.1396 | 19.24 | 7120 | 0.5720 | 0.6896 | 0.7981 | 0.8718 | 0.9383 | 0.8071 | 0.8793 | 0.5050 | 0.9113 | 0.8464 | 0.6994 | 0.8604 | 0.6553 | 0.7687 | 0.3940 | 0.7966 | 0.6991 | 0.6532 | | 0.2496 | 19.3 | 7140 | 0.6036 | 0.6846 | 0.7953 | 0.8689 | 0.9347 | 0.8128 | 0.8870 | 0.4981 | 0.9131 | 0.8436 | 0.6781 | 0.8596 | 0.6537 | 0.7669 | 0.3936 | 0.7923 | 0.6912 | 0.6351 | | 0.1206 | 19.35 | 7160 | 0.6110 | 0.6858 | 0.7940 | 0.8696 | 0.9343 | 0.8056 | 0.8831 | 0.4864 | 0.9158 | 0.8541 | 0.6788 | 0.8621 | 0.6562 | 0.7661 | 0.3988 | 0.7917 | 0.6905 | 0.6355 | | 0.0999 | 19.41 | 7180 | 0.6123 | 0.6854 | 0.7893 | 0.8690 | 0.9355 | 0.7930 | 0.8623 | 0.4864 | 0.9236 | 0.8509 | 0.6733 | 0.8613 | 0.6589 | 0.7644 | 0.3995 | 0.7901 | 0.6936 | 0.6302 | | 0.1845 | 19.46 | 7200 | 0.6295 | 0.6896 | 0.7949 | 0.8704 | 0.9315 | 0.8062 | 0.8624 | 0.5019 | 0.9237 | 0.8504 | 0.6884 | 0.8611 | 0.6587 | 0.7652 | 0.4076 | 0.7897 | 0.7029 | 0.6423 | | 0.1461 | 19.51 | 7220 | 0.5708 | 0.6949 | 0.8047 | 0.8729 | 0.9363 | 0.8128 | 0.8546 | 0.5328 | 0.9063 | 0.8701 | 0.7201 | 0.8572 | 0.6555 | 0.7639 | 0.4139 | 0.7982 | 0.7105 | 0.6649 | | 0.1066 | 19.57 | 7240 | 0.5853 | 0.6948 | 0.8031 | 0.8715 | 0.9301 | 0.7942 | 0.8735 | 0.5477 | 0.9125 | 0.8514 | 0.7120 | 0.8561 | 0.6611 | 0.7682 | 0.4199 | 0.7940 | 0.7097 | 0.6545 | | 0.316 | 19.62 | 7260 | 0.5921 | 0.6947 | 0.8026 | 0.8715 | 0.9302 | 0.7926 | 0.8707 | 0.5387 | 0.9101 | 0.8597 | 0.7163 | 0.8582 | 0.6592 | 0.7681 | 0.4221 | 0.7914 | 0.7058 | 0.6579 | | 0.101 | 19.68 | 7280 | 0.5948 | 0.6939 | 0.8052 | 0.8705 | 0.9205 | 0.8106 | 0.8808 | 0.5377 | 0.9145 | 0.8561 | 0.7163 | 0.8578 | 0.6575 | 0.7661 | 0.4210 | 0.7884 | 0.7116 | 0.6548 | | 0.2928 | 19.73 | 7300 | 0.6035 | 0.6929 | 0.8033 | 0.8701 | 0.9186 | 0.8083 | 0.8841 | 0.5352 | 0.9192 | 0.8419 | 0.7157 | 0.8579 | 0.6579 | 0.7668 | 0.4159 | 0.7866 | 0.7099 | 0.6554 | | 0.1268 | 19.78 | 7320 | 0.6213 | 0.6913 | 0.7996 | 0.8697 | 0.9322 | 0.7971 | 0.8589 | 0.5501 | 0.9150 | 0.8431 | 0.7006 | 0.8586 | 0.6557 | 0.7667 | 0.4194 | 0.7876 | 0.7059 | 0.6455 | | 1.8049 | 19.84 | 7340 | 0.6268 | 0.6887 | 0.7972 | 0.8684 | 0.9317 | 0.7824 | 0.8806 | 0.5401 | 0.9118 | 0.8481 | 0.6859 | 0.8558 | 0.6595 | 0.7670 | 0.4122 | 0.7891 | 0.7036 | 0.6337 | | 2.0795 | 19.89 | 7360 | 0.6274 | 0.6907 | 0.8014 | 0.8699 | 0.9394 | 0.7944 | 0.8798 | 0.5533 | 0.9049 | 0.8559 | 0.6821 | 0.8596 | 0.6580 | 0.7678 | 0.4097 | 0.7886 | 0.7112 | 0.6400 | | 0.1307 | 19.95 | 7380 | 0.5555 | 0.6955 | 0.8069 | 0.8725 | 0.9277 | 0.8007 | 0.8740 | 0.5506 | 0.9113 | 0.8671 | 0.7170 | 0.8600 | 0.6571 | 0.7655 | 0.4119 | 0.7937 | 0.7184 | 0.6617 | | 0.304 | 20.0 | 7400 | 0.6072 | 0.6894 | 0.8091 | 0.8682 | 0.9308 | 0.7985 | 0.8758 | 0.5834 | 0.8942 | 0.8907 | 0.6904 | 0.8625 | 0.6566 | 0.7629 | 0.4051 | 0.7811 | 0.7117 | 0.6460 | | 0.1905 | 20.05 | 7420 | 0.5693 | 0.6942 | 0.8058 | 0.8716 | 0.9254 | 0.7917 | 0.8899 | 0.5465 | 0.9098 | 0.8639 | 0.7133 | 0.8579 | 0.6591 | 0.7636 | 0.4083 | 0.7926 | 0.7200 | 0.6581 | | 0.1534 | 20.11 | 7440 | 0.5985 | 0.6908 | 0.8003 | 0.8695 | 0.9250 | 0.8000 | 0.8731 | 0.5395 | 0.9200 | 0.8500 | 0.6945 | 0.8570 | 0.6576 | 0.7638 | 0.4100 | 0.7893 | 0.7166 | 0.6413 | | 0.1898 | 20.16 | 7460 | 0.5922 | 0.6905 | 0.7989 | 0.8694 | 0.9210 | 0.7944 | 0.8667 | 0.5278 | 0.9217 | 0.8528 | 0.7081 | 0.8563 | 0.6586 | 0.7593 | 0.4079 | 0.7893 | 0.7145 | 0.6477 | | 0.1215 | 20.22 | 7480 | 0.5957 | 0.6867 | 0.7912 | 0.8689 | 0.9281 | 0.7764 | 0.8791 | 0.4887 | 0.9193 | 0.8549 | 0.6921 | 0.8558 | 0.6591 | 0.7631 | 0.3938 | 0.7914 | 0.7073 | 0.6362 | | 0.1198 | 20.27 | 7500 | 0.5908 | 0.6898 | 0.7948 | 0.8707 | 0.9282 | 0.7762 | 0.8881 | 0.4972 | 0.9171 | 0.8506 | 0.7061 | 0.8552 | 0.6590 | 0.7602 | 0.3968 | 0.7957 | 0.7119 | 0.6494 | | 0.3852 | 20.32 | 7520 | 0.5599 | 0.6975 | 0.8018 | 0.8748 | 0.9290 | 0.7833 | 0.8766 | 0.5155 | 0.9178 | 0.8579 | 0.7328 | 0.8570 | 0.6621 | 0.7644 | 0.4062 | 0.8028 | 0.7178 | 0.6724 | | 0.2059 | 20.38 | 7540 | 0.5797 | 0.6964 | 0.8055 | 0.8733 | 0.9212 | 0.8027 | 0.8822 | 0.5324 | 0.9207 | 0.8526 | 0.7269 | 0.8566 | 0.6614 | 0.7657 | 0.4072 | 0.7985 | 0.7172 | 0.6682 | | 0.0994 | 20.43 | 7560 | 0.5641 | 0.6980 | 0.8039 | 0.8751 | 0.9265 | 0.8033 | 0.8797 | 0.5111 | 0.9192 | 0.8512 | 0.7366 | 0.8585 | 0.6607 | 0.7676 | 0.4066 | 0.8005 | 0.7155 | 0.6768 | | 0.1669 | 20.49 | 7580 | 0.5442 | 0.6982 | 0.8037 | 0.8747 | 0.9303 | 0.7744 | 0.8870 | 0.5227 | 0.9108 | 0.8722 | 0.7284 | 0.8586 | 0.6587 | 0.7695 | 0.4125 | 0.7994 | 0.7191 | 0.6696 | | 0.0796 | 20.54 | 7600 | 0.5478 | 0.6972 | 0.8077 | 0.8735 | 0.9267 | 0.8002 | 0.8812 | 0.5446 | 0.9107 | 0.8625 | 0.7283 | 0.8581 | 0.6611 | 0.7683 | 0.4139 | 0.7979 | 0.7114 | 0.6695 | | 0.0981 | 20.59 | 7620 | 0.5627 | 0.6954 | 0.8023 | 0.8728 | 0.9334 | 0.7773 | 0.8698 | 0.5494 | 0.9114 | 0.8555 | 0.7196 | 0.8562 | 0.6558 | 0.7687 | 0.4149 | 0.7981 | 0.7120 | 0.6623 | | 0.5154 | 20.65 | 7640 | 0.5976 | 0.6923 | 0.8004 | 0.8702 | 0.9278 | 0.7977 | 0.8695 | 0.5322 | 0.9163 | 0.8603 | 0.6994 | 0.8572 | 0.6591 | 0.7692 | 0.4149 | 0.7909 | 0.7125 | 0.6421 | | 1.6165 | 20.7 | 7660 | 0.5845 | 0.6954 | 0.8030 | 0.8720 | 0.9314 | 0.7926 | 0.8679 | 0.5423 | 0.9140 | 0.8711 | 0.7013 | 0.8583 | 0.6621 | 0.7708 | 0.4200 | 0.7947 | 0.7155 | 0.6462 | | 0.1625 | 20.76 | 7680 | 0.5850 | 0.6977 | 0.8042 | 0.8739 | 0.9329 | 0.7947 | 0.8723 | 0.5220 | 0.9082 | 0.8751 | 0.7245 | 0.8575 | 0.6622 | 0.7669 | 0.4152 | 0.7988 | 0.7197 | 0.6634 | | 0.9459 | 20.81 | 7700 | 0.6061 | 0.6945 | 0.8010 | 0.8723 | 0.9260 | 0.8109 | 0.8673 | 0.5031 | 0.9196 | 0.8660 | 0.7137 | 0.8572 | 0.6621 | 0.7657 | 0.4091 | 0.7952 | 0.7176 | 0.6547 | | 0.212 | 20.86 | 7720 | 0.5759 | 0.6970 | 0.8022 | 0.8744 | 0.9269 | 0.8004 | 0.8802 | 0.4945 | 0.9161 | 0.8669 | 0.7308 | 0.8570 | 0.6649 | 0.7655 | 0.4028 | 0.8002 | 0.7188 | 0.6698 | | 0.1834 | 20.92 | 7740 | 0.5699 | 0.6993 | 0.8057 | 0.8758 | 0.9261 | 0.8069 | 0.8682 | 0.5103 | 0.9170 | 0.8633 | 0.7484 | 0.8583 | 0.6630 | 0.7644 | 0.4069 | 0.8030 | 0.7143 | 0.6852 | | 0.3937 | 20.97 | 7760 | 0.5636 | 0.6950 | 0.7946 | 0.8749 | 0.9277 | 0.7856 | 0.8834 | 0.4724 | 0.9250 | 0.8151 | 0.7528 | 0.8590 | 0.6621 | 0.7634 | 0.3960 | 0.7994 | 0.6954 | 0.6895 | | 0.2262 | 21.03 | 7780 | 0.5612 | 0.6947 | 0.7952 | 0.8759 | 0.9353 | 0.7827 | 0.8901 | 0.4736 | 0.9147 | 0.8033 | 0.7668 | 0.8570 | 0.6583 | 0.7621 | 0.3853 | 0.8046 | 0.6941 | 0.7017 | | 0.2105 | 21.08 | 7800 | 0.5599 | 0.6962 | 0.7997 | 0.8757 | 0.9297 | 0.7899 | 0.8800 | 0.4859 | 0.9154 | 0.8388 | 0.7585 | 0.8601 | 0.6624 | 0.7628 | 0.3873 | 0.8003 | 0.7061 | 0.6947 | | 0.211 | 21.14 | 7820 | 0.6056 | 0.6910 | 0.7980 | 0.8720 | 0.9281 | 0.8138 | 0.8750 | 0.4990 | 0.9199 | 0.8225 | 0.7279 | 0.8573 | 0.6588 | 0.7668 | 0.3888 | 0.7953 | 0.6995 | 0.6703 | | 0.1299 | 21.19 | 7840 | 0.5559 | 0.7022 | 0.8070 | 0.8790 | 0.9287 | 0.7971 | 0.8893 | 0.5043 | 0.9143 | 0.8339 | 0.7815 | 0.8604 | 0.6631 | 0.7674 | 0.3930 | 0.8083 | 0.7084 | 0.7148 | | 0.2034 | 21.24 | 7860 | 0.5636 | 0.6967 | 0.8029 | 0.8747 | 0.9277 | 0.7987 | 0.8828 | 0.5091 | 0.9154 | 0.8415 | 0.7452 | 0.8597 | 0.6634 | 0.7653 | 0.3985 | 0.7985 | 0.7072 | 0.6846 | | 0.056 | 21.3 | 7880 | 0.5893 | 0.6950 | 0.8007 | 0.8738 | 0.9274 | 0.7923 | 0.8906 | 0.5000 | 0.9152 | 0.8440 | 0.7353 | 0.8613 | 0.6621 | 0.7637 | 0.3969 | 0.7937 | 0.7074 | 0.6797 | | 0.1942 | 21.35 | 7900 | 0.6005 | 0.6940 | 0.8018 | 0.8735 | 0.9282 | 0.7986 | 0.8880 | 0.4952 | 0.9113 | 0.8622 | 0.7290 | 0.8629 | 0.6617 | 0.7601 | 0.3934 | 0.7925 | 0.7121 | 0.6756 | | 0.302 | 21.41 | 7920 | 0.5826 | 0.6960 | 0.8022 | 0.8748 | 0.9319 | 0.8082 | 0.8671 | 0.5106 | 0.9171 | 0.8443 | 0.7365 | 0.8628 | 0.6579 | 0.7658 | 0.3950 | 0.7960 | 0.7131 | 0.6812 | | 0.2035 | 21.46 | 7940 | 0.5740 | 0.6929 | 0.7900 | 0.8744 | 0.9379 | 0.7632 | 0.8813 | 0.4814 | 0.9251 | 0.8169 | 0.7239 | 0.8618 | 0.6585 | 0.7704 | 0.3870 | 0.7970 | 0.7023 | 0.6732 | | 0.1506 | 21.51 | 7960 | 0.5522 | 0.6983 | 0.7996 | 0.8766 | 0.9316 | 0.7932 | 0.8749 | 0.4930 | 0.9238 | 0.8388 | 0.7421 | 0.8608 | 0.6635 | 0.7713 | 0.3930 | 0.8034 | 0.7124 | 0.6834 | | 0.1666 | 21.57 | 7980 | 0.5683 | 0.7004 | 0.8030 | 0.8786 | 0.9347 | 0.7981 | 0.8788 | 0.4830 | 0.9167 | 0.8577 | 0.7519 | 0.8607 | 0.6619 | 0.7692 | 0.3883 | 0.8090 | 0.7176 | 0.6961 | | 0.1502 | 21.62 | 8000 | 0.5766 | 0.6956 | 0.7985 | 0.8757 | 0.9342 | 0.7947 | 0.8760 | 0.4820 | 0.9198 | 0.8567 | 0.7259 | 0.8611 | 0.6633 | 0.7675 | 0.3911 | 0.8039 | 0.7083 | 0.6740 | | 0.1659 | 21.68 | 8020 | 0.5484 | 0.7049 | 0.8093 | 0.8804 | 0.9314 | 0.8012 | 0.8756 | 0.5006 | 0.9126 | 0.8670 | 0.7766 | 0.8588 | 0.6632 | 0.7696 | 0.3982 | 0.8146 | 0.7201 | 0.7100 | | 0.2235 | 21.73 | 8040 | 0.5676 | 0.6993 | 0.8022 | 0.8756 | 0.9276 | 0.7853 | 0.8718 | 0.5179 | 0.9222 | 0.8491 | 0.7414 | 0.8591 | 0.6650 | 0.7693 | 0.4081 | 0.8014 | 0.7139 | 0.6785 | | 0.3238 | 21.78 | 8060 | 0.5653 | 0.7003 | 0.8073 | 0.8758 | 0.9282 | 0.8055 | 0.8774 | 0.5357 | 0.9174 | 0.8452 | 0.7419 | 0.8589 | 0.6653 | 0.7689 | 0.4096 | 0.8022 | 0.7156 | 0.6818 | | 0.0874 | 21.84 | 8080 | 0.5986 | 0.7020 | 0.8119 | 0.8765 | 0.9242 | 0.8062 | 0.8755 | 0.5464 | 0.9144 | 0.8671 | 0.7495 | 0.8601 | 0.6661 | 0.7653 | 0.4138 | 0.8030 | 0.7173 | 0.6882 | | 0.1963 | 21.89 | 8100 | 0.5734 | 0.7035 | 0.8116 | 0.8778 | 0.9241 | 0.8095 | 0.8808 | 0.5255 | 0.9138 | 0.8631 | 0.7644 | 0.8599 | 0.6671 | 0.7638 | 0.4090 | 0.8047 | 0.7208 | 0.6992 | | 0.2764 | 21.95 | 8120 | 0.5740 | 0.6989 | 0.8051 | 0.8749 | 0.9259 | 0.7954 | 0.8871 | 0.5173 | 0.9152 | 0.8574 | 0.7377 | 0.8592 | 0.6667 | 0.7660 | 0.4062 | 0.7985 | 0.7196 | 0.6759 | | 0.1858 | 22.0 | 8140 | 0.5600 | 0.6976 | 0.8047 | 0.8746 | 0.9271 | 0.7943 | 0.8817 | 0.5061 | 0.9099 | 0.8730 | 0.7405 | 0.8591 | 0.6667 | 0.7667 | 0.4034 | 0.7993 | 0.7120 | 0.6763 | | 0.1363 | 22.05 | 8160 | 0.5420 | 0.6976 | 0.8086 | 0.8740 | 0.9269 | 0.8056 | 0.8698 | 0.5403 | 0.9094 | 0.8728 | 0.7355 | 0.8600 | 0.6673 | 0.7676 | 0.4137 | 0.8001 | 0.7033 | 0.6713 | | 0.1099 | 22.11 | 8180 | 0.5539 | 0.6975 | 0.8048 | 0.8745 | 0.9298 | 0.7852 | 0.8801 | 0.5371 | 0.9141 | 0.8589 | 0.7285 | 0.8609 | 0.6666 | 0.7680 | 0.4104 | 0.8009 | 0.7058 | 0.6700 | | 0.2996 | 22.16 | 8200 | 0.5566 | 0.6955 | 0.8042 | 0.8745 | 0.9269 | 0.8078 | 0.8852 | 0.5028 | 0.9144 | 0.8583 | 0.7338 | 0.8603 | 0.6632 | 0.7662 | 0.3975 | 0.8016 | 0.7070 | 0.6729 | | 0.2277 | 22.22 | 8220 | 0.5556 | 0.6954 | 0.8035 | 0.8744 | 0.9249 | 0.7982 | 0.8819 | 0.5032 | 0.9146 | 0.8594 | 0.7422 | 0.8590 | 0.6634 | 0.7626 | 0.3950 | 0.8018 | 0.7077 | 0.6781 | | 0.1724 | 22.27 | 8240 | 0.5475 | 0.6955 | 0.8031 | 0.8742 | 0.9223 | 0.8075 | 0.8756 | 0.5006 | 0.9202 | 0.8527 | 0.7424 | 0.8595 | 0.6641 | 0.7649 | 0.3962 | 0.8007 | 0.7080 | 0.6751 | | 0.1498 | 22.32 | 8260 | 0.5824 | 0.6924 | 0.8027 | 0.8724 | 0.9300 | 0.7981 | 0.8784 | 0.5245 | 0.9108 | 0.8560 | 0.7208 | 0.8595 | 0.6647 | 0.7642 | 0.3930 | 0.7985 | 0.7033 | 0.6638 | | 0.6372 | 22.38 | 8280 | 0.5829 | 0.6884 | 0.8001 | 0.8704 | 0.9217 | 0.8083 | 0.8893 | 0.4991 | 0.9162 | 0.8541 | 0.7121 | 0.8566 | 0.6619 | 0.7582 | 0.3880 | 0.7966 | 0.7006 | 0.6572 | | 0.1653 | 22.43 | 8300 | 0.5575 | 0.6934 | 0.8012 | 0.8729 | 0.9254 | 0.7987 | 0.8787 | 0.5110 | 0.9172 | 0.8430 | 0.7345 | 0.8587 | 0.6650 | 0.7622 | 0.3940 | 0.7981 | 0.7037 | 0.6723 | | 0.1446 | 22.49 | 8320 | 0.5437 | 0.6943 | 0.8007 | 0.8741 | 0.9295 | 0.8018 | 0.8885 | 0.4994 | 0.9151 | 0.8280 | 0.7426 | 0.8587 | 0.6629 | 0.7625 | 0.3864 | 0.7994 | 0.7077 | 0.6825 | | 0.1645 | 22.54 | 8340 | 0.5665 | 0.6925 | 0.8013 | 0.8721 | 0.9233 | 0.8128 | 0.8663 | 0.5136 | 0.9219 | 0.8428 | 0.7280 | 0.8582 | 0.6635 | 0.7606 | 0.3977 | 0.7971 | 0.7025 | 0.6678 | | 0.1173 | 22.59 | 8360 | 0.5560 | 0.6936 | 0.8040 | 0.8733 | 0.9310 | 0.8152 | 0.8734 | 0.5150 | 0.9116 | 0.8579 | 0.7235 | 0.8597 | 0.6604 | 0.7664 | 0.3962 | 0.7998 | 0.7062 | 0.6668 | | 0.2151 | 22.65 | 8380 | 0.5760 | 0.6925 | 0.8016 | 0.8728 | 0.9350 | 0.8099 | 0.8709 | 0.5121 | 0.9122 | 0.8651 | 0.7062 | 0.8621 | 0.6601 | 0.7675 | 0.3975 | 0.7967 | 0.7055 | 0.6580 | | 0.2177 | 22.7 | 8400 | 0.5757 | 0.6939 | 0.8001 | 0.8736 | 0.9390 | 0.7973 | 0.8687 | 0.5185 | 0.9123 | 0.8520 | 0.7129 | 0.8609 | 0.6584 | 0.7706 | 0.4022 | 0.7987 | 0.7037 | 0.6629 | | 0.0637 | 22.76 | 8420 | 0.5677 | 0.6949 | 0.8034 | 0.8733 | 0.9313 | 0.8080 | 0.8660 | 0.5285 | 0.9173 | 0.8607 | 0.7123 | 0.8615 | 0.6623 | 0.7702 | 0.4083 | 0.7982 | 0.7030 | 0.6607 | | 1.8017 | 22.81 | 8440 | 0.5780 | 0.6940 | 0.8028 | 0.8737 | 0.9375 | 0.8111 | 0.8812 | 0.5202 | 0.9106 | 0.8462 | 0.7131 | 0.8601 | 0.6578 | 0.7720 | 0.3964 | 0.7995 | 0.7072 | 0.6649 | | 0.0755 | 22.86 | 8460 | 0.5470 | 0.6950 | 0.8043 | 0.8742 | 0.9316 | 0.8174 | 0.8809 | 0.5134 | 0.9136 | 0.8466 | 0.7265 | 0.8599 | 0.6585 | 0.7708 | 0.3964 | 0.8009 | 0.7081 | 0.6702 | | 0.3325 | 22.92 | 8480 | 0.5576 | 0.6933 | 0.7982 | 0.8733 | 0.9306 | 0.8047 | 0.8860 | 0.4965 | 0.9212 | 0.8295 | 0.7189 | 0.8597 | 0.6614 | 0.7716 | 0.3966 | 0.7983 | 0.7029 | 0.6625 | | 0.2739 | 22.97 | 8500 | 0.5710 | 0.6949 | 0.8030 | 0.8737 | 0.9292 | 0.8147 | 0.8727 | 0.5081 | 0.9175 | 0.8590 | 0.7195 | 0.8586 | 0.6607 | 0.7724 | 0.4011 | 0.8012 | 0.7098 | 0.6605 | | 1.9437 | 23.03 | 8520 | 0.6093 | 0.6904 | 0.7967 | 0.8710 | 0.9318 | 0.8070 | 0.8720 | 0.5088 | 0.9213 | 0.8390 | 0.6972 | 0.8583 | 0.6617 | 0.7704 | 0.4014 | 0.7954 | 0.7009 | 0.6449 | | 0.786 | 23.08 | 8540 | 0.5987 | 0.6900 | 0.7973 | 0.8713 | 0.9312 | 0.8185 | 0.8645 | 0.5013 | 0.9230 | 0.8464 | 0.6963 | 0.8595 | 0.6575 | 0.7681 | 0.3999 | 0.7955 | 0.7034 | 0.6464 | | 0.2217 | 23.14 | 8560 | 0.6015 | 0.6908 | 0.7956 | 0.8711 | 0.9317 | 0.7953 | 0.8688 | 0.5127 | 0.9254 | 0.8477 | 0.6876 | 0.8615 | 0.6632 | 0.7685 | 0.4038 | 0.7925 | 0.7040 | 0.6420 | | 0.1774 | 23.19 | 8580 | 0.5588 | 0.6957 | 0.8052 | 0.8740 | 0.9309 | 0.8130 | 0.8811 | 0.5165 | 0.9115 | 0.8598 | 0.7236 | 0.8599 | 0.6570 | 0.7703 | 0.3953 | 0.7973 | 0.7215 | 0.6683 | | 0.1627 | 23.24 | 8600 | 0.5706 | 0.6913 | 0.7986 | 0.8717 | 0.9326 | 0.8103 | 0.8701 | 0.5113 | 0.9195 | 0.8464 | 0.6999 | 0.8613 | 0.6594 | 0.7685 | 0.3979 | 0.7931 | 0.7090 | 0.6499 | | 0.251 | 23.3 | 8620 | 0.5977 | 0.6881 | 0.7896 | 0.8710 | 0.9390 | 0.7816 | 0.8709 | 0.4789 | 0.9201 | 0.8507 | 0.6857 | 0.8614 | 0.6609 | 0.7691 | 0.3891 | 0.7924 | 0.7042 | 0.6397 | | 0.1455 | 23.35 | 8640 | 0.5688 | 0.6903 | 0.7993 | 0.8720 | 0.9332 | 0.8054 | 0.8923 | 0.4891 | 0.9094 | 0.8612 | 0.7042 | 0.8606 | 0.6595 | 0.7683 | 0.3827 | 0.7944 | 0.7136 | 0.6533 | | 1.8293 | 23.41 | 8660 | 0.6032 | 0.6884 | 0.7996 | 0.8697 | 0.9352 | 0.7972 | 0.8919 | 0.5163 | 0.9046 | 0.8687 | 0.6834 | 0.8606 | 0.6629 | 0.7679 | 0.3910 | 0.7899 | 0.7083 | 0.6376 | | 1.1646 | 23.46 | 8680 | 0.6059 | 0.6897 | 0.8001 | 0.8701 | 0.9334 | 0.8030 | 0.8837 | 0.5290 | 0.9123 | 0.8555 | 0.6842 | 0.8607 | 0.6631 | 0.7708 | 0.3969 | 0.7908 | 0.7073 | 0.6386 | | 0.3689 | 23.51 | 8700 | 0.6283 | 0.6871 | 0.7903 | 0.8694 | 0.9359 | 0.7840 | 0.8812 | 0.4988 | 0.9228 | 0.8366 | 0.6730 | 0.8604 | 0.6633 | 0.7719 | 0.3935 | 0.7893 | 0.7013 | 0.6301 | | 0.2295 | 23.57 | 8720 | 0.6471 | 0.6887 | 0.7989 | 0.8691 | 0.9317 | 0.7922 | 0.8764 | 0.5382 | 0.9138 | 0.8605 | 0.6798 | 0.8613 | 0.6658 | 0.7695 | 0.3952 | 0.7872 | 0.7073 | 0.6348 | | 0.2835 | 23.62 | 8740 | 0.5782 | 0.6914 | 0.8050 | 0.8713 | 0.9319 | 0.8066 | 0.8805 | 0.5287 | 0.9016 | 0.8737 | 0.7120 | 0.8589 | 0.6629 | 0.7721 | 0.3846 | 0.7941 | 0.7108 | 0.6565 | | 0.2758 | 23.68 | 8760 | 0.5840 | 0.6901 | 0.8031 | 0.8698 | 0.9245 | 0.8051 | 0.8820 | 0.5310 | 0.9117 | 0.8646 | 0.7027 | 0.8583 | 0.6650 | 0.7699 | 0.3919 | 0.7918 | 0.7068 | 0.6465 | | 0.1699 | 23.73 | 8780 | 0.5942 | 0.6887 | 0.8015 | 0.8689 | 0.9252 | 0.8100 | 0.8731 | 0.5330 | 0.9148 | 0.8624 | 0.6920 | 0.8583 | 0.6635 | 0.7690 | 0.3961 | 0.7900 | 0.7055 | 0.6386 | | 0.1464 | 23.78 | 8800 | 0.5727 | 0.6934 | 0.8022 | 0.8719 | 0.9257 | 0.7996 | 0.8796 | 0.5177 | 0.9151 | 0.8609 | 0.7165 | 0.8578 | 0.6651 | 0.7717 | 0.3934 | 0.7951 | 0.7148 | 0.6557 | | 0.0524 | 23.84 | 8820 | 0.5656 | 0.6948 | 0.8039 | 0.8734 | 0.9324 | 0.8073 | 0.8685 | 0.5222 | 0.9103 | 0.8620 | 0.7248 | 0.8586 | 0.6621 | 0.7713 | 0.3899 | 0.7976 | 0.7176 | 0.6668 | | 0.1082 | 23.89 | 8840 | 0.5860 | 0.6923 | 0.8010 | 0.8718 | 0.9311 | 0.8094 | 0.8684 | 0.5214 | 0.9174 | 0.8584 | 0.7011 | 0.8592 | 0.6635 | 0.7715 | 0.3972 | 0.7955 | 0.7096 | 0.6501 | | 0.1803 | 23.95 | 8860 | 0.5935 | 0.6899 | 0.7944 | 0.8714 | 0.9286 | 0.8004 | 0.8731 | 0.4718 | 0.9220 | 0.8653 | 0.6997 | 0.8576 | 0.6648 | 0.7701 | 0.3883 | 0.7970 | 0.7073 | 0.6446 | | 0.2587 | 24.0 | 8880 | 0.6158 | 0.6882 | 0.7931 | 0.8699 | 0.9275 | 0.7955 | 0.8775 | 0.4844 | 0.9230 | 0.8500 | 0.6937 | 0.8576 | 0.6656 | 0.7678 | 0.3909 | 0.7928 | 0.7035 | 0.6396 | | 1.0914 | 24.05 | 8900 | 0.5958 | 0.6918 | 0.7967 | 0.8721 | 0.9331 | 0.8066 | 0.8725 | 0.4903 | 0.9185 | 0.8508 | 0.7052 | 0.8584 | 0.6629 | 0.7712 | 0.3916 | 0.7958 | 0.7118 | 0.6509 | | 0.2337 | 24.11 | 8920 | 0.5830 | 0.6914 | 0.7979 | 0.8719 | 0.9309 | 0.8090 | 0.8736 | 0.4895 | 0.9174 | 0.8612 | 0.7035 | 0.8589 | 0.6630 | 0.7699 | 0.3923 | 0.7955 | 0.7108 | 0.6495 | | 0.0618 | 24.16 | 8940 | 0.5796 | 0.6925 | 0.7981 | 0.8723 | 0.9342 | 0.7957 | 0.8822 | 0.4992 | 0.9135 | 0.8582 | 0.7036 | 0.8593 | 0.6652 | 0.7708 | 0.3930 | 0.7951 | 0.7134 | 0.6510 | | 0.1452 | 24.22 | 8960 | 0.5595 | 0.6958 | 0.8042 | 0.8736 | 0.9308 | 0.8041 | 0.8749 | 0.5191 | 0.9106 | 0.8638 | 0.7260 | 0.8586 | 0.6640 | 0.7719 | 0.3950 | 0.7974 | 0.7182 | 0.6655 | | 0.1796 | 24.27 | 8980 | 0.5971 | 0.6915 | 0.7970 | 0.8718 | 0.9349 | 0.7984 | 0.8799 | 0.5066 | 0.9173 | 0.8450 | 0.6971 | 0.8602 | 0.6641 | 0.7710 | 0.3929 | 0.7936 | 0.7104 | 0.6485 | | 0.1542 | 24.32 | 9000 | 0.5775 | 0.6936 | 0.7993 | 0.8724 | 0.9317 | 0.8060 | 0.8721 | 0.5182 | 0.9201 | 0.8328 | 0.7141 | 0.8589 | 0.6626 | 0.7723 | 0.3969 | 0.7945 | 0.7113 | 0.6587 | | 0.0416 | 24.38 | 9020 | 0.5985 | 0.6897 | 0.7959 | 0.8705 | 0.9307 | 0.7937 | 0.8773 | 0.5037 | 0.9193 | 0.8571 | 0.6894 | 0.8596 | 0.6655 | 0.7691 | 0.3943 | 0.7925 | 0.7066 | 0.6401 | | 0.1769 | 24.43 | 9040 | 0.5890 | 0.6935 | 0.7984 | 0.8735 | 0.9336 | 0.8007 | 0.8741 | 0.4843 | 0.9137 | 0.8606 | 0.7217 | 0.8582 | 0.6630 | 0.7698 | 0.3855 | 0.7984 | 0.7155 | 0.6645 | | 0.1621 | 24.49 | 9060 | 0.5959 | 0.6913 | 0.7981 | 0.8711 | 0.9293 | 0.7902 | 0.8717 | 0.5103 | 0.9163 | 0.8640 | 0.7048 | 0.8585 | 0.6666 | 0.7682 | 0.3935 | 0.7942 | 0.7091 | 0.6490 | | 0.1707 | 24.54 | 9080 | 0.5978 | 0.6915 | 0.7999 | 0.8710 | 0.9283 | 0.7987 | 0.8780 | 0.5148 | 0.9147 | 0.8571 | 0.7074 | 0.8582 | 0.6662 | 0.7680 | 0.3913 | 0.7928 | 0.7119 | 0.6520 | | 0.0918 | 24.59 | 9100 | 0.5887 | 0.6905 | 0.8038 | 0.8701 | 0.9226 | 0.8161 | 0.8780 | 0.5280 | 0.9143 | 0.8606 | 0.7068 | 0.8570 | 0.6626 | 0.7676 | 0.3911 | 0.7921 | 0.7124 | 0.6504 | | 0.1724 | 24.65 | 9120 | 0.5955 | 0.6914 | 0.7973 | 0.8720 | 0.9329 | 0.7985 | 0.8731 | 0.4923 | 0.9149 | 0.8637 | 0.7059 | 0.8591 | 0.6651 | 0.7687 | 0.3877 | 0.7957 | 0.7109 | 0.6525 | | 0.3617 | 24.7 | 9140 | 0.6013 | 0.6906 | 0.7986 | 0.8713 | 0.9365 | 0.8032 | 0.8670 | 0.5126 | 0.9121 | 0.8635 | 0.6954 | 0.8600 | 0.6636 | 0.7694 | 0.3916 | 0.7940 | 0.7091 | 0.6468 | | 0.4865 | 24.76 | 9160 | 0.6078 | 0.6898 | 0.7948 | 0.8707 | 0.9306 | 0.7972 | 0.8817 | 0.5045 | 0.9220 | 0.8257 | 0.7018 | 0.8591 | 0.6654 | 0.7693 | 0.3883 | 0.7909 | 0.7054 | 0.6503 | | 0.1334 | 24.81 | 9180 | 0.6029 | 0.6915 | 0.7980 | 0.8715 | 0.9306 | 0.8054 | 0.8714 | 0.5062 | 0.9190 | 0.8470 | 0.7064 | 0.8591 | 0.6643 | 0.7687 | 0.3909 | 0.7930 | 0.7119 | 0.6527 | | 0.242 | 24.86 | 9200 | 0.5909 | 0.6924 | 0.7973 | 0.8722 | 0.9307 | 0.7949 | 0.8744 | 0.4967 | 0.9182 | 0.8558 | 0.7102 | 0.8590 | 0.6659 | 0.7689 | 0.3898 | 0.7947 | 0.7137 | 0.6547 | | 0.1248 | 24.92 | 9220 | 0.5994 | 0.6918 | 0.7976 | 0.8721 | 0.9367 | 0.8003 | 0.8655 | 0.5078 | 0.9162 | 0.8586 | 0.6982 | 0.8605 | 0.6638 | 0.7705 | 0.3920 | 0.7953 | 0.7107 | 0.6496 | | 0.1545 | 24.97 | 9240 | 0.5786 | 0.6925 | 0.7978 | 0.8728 | 0.9333 | 0.7968 | 0.8779 | 0.4833 | 0.9128 | 0.8676 | 0.7127 | 0.8588 | 0.6646 | 0.7694 | 0.3854 | 0.7968 | 0.7147 | 0.6576 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b2-ade-512-512-finetuned-coastTrain

# segformer-b2-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b2-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.6325 - Mean Iou: 0.7077 - Mean Accuracy: 0.8137 - Overall Accuracy: 0.8816 - Accuracy Water: 0.9348 - Accuracy Whitewater: 0.8020 - Accuracy Sediment: 0.8775 - Accuracy Other Natural Terrain: 0.5017 - Accuracy Vegetation: 0.8953 - Accuracy Development: 0.8739 - Accuracy Unknown: 0.8105 - Iou Water: 0.8677 - Iou Whitewater: 0.6774 - Iou Sediment: 0.7684 - Iou Other Natural Terrain: 0.4116 - Iou Vegetation: 0.8094 - Iou Development: 0.6762 - Iou Unknown: 0.7429 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.774 | 0.05 | 20 | 1.6698 | 0.2430 | 0.3629 | 0.5226 | 0.4223 | 0.1819 | 0.2460 | 0.0005 | 0.8964 | 0.3490 | 0.4442 | 0.3799 | 0.1235 | 0.1849 | 0.0005 | 0.4341 | 0.2778 | 0.3001 | | 1.7174 | 0.11 | 40 | 1.4427 | 0.2786 | 0.3779 | 0.6107 | 0.7533 | 0.0232 | 0.3707 | 0.0 | 0.8382 | 0.3590 | 0.3006 | 0.5472 | 0.0228 | 0.2829 | 0.0 | 0.4830 | 0.3259 | 0.2888 | | 1.3093 | 0.16 | 60 | 1.2604 | 0.2465 | 0.3397 | 0.6011 | 0.7105 | 0.0004 | 0.0875 | 0.0 | 0.9559 | 0.3212 | 0.3026 | 0.5685 | 0.0004 | 0.0802 | 0.0 | 0.4744 | 0.2994 | 0.3022 | | 1.1732 | 0.22 | 80 | 1.1278 | 0.2491 | 0.3431 | 0.6274 | 0.8303 | 0.0008 | 0.0586 | 0.0 | 0.9291 | 0.3276 | 0.2555 | 0.6103 | 0.0008 | 0.0560 | 0.0 | 0.5141 | 0.3076 | 0.2547 | | 1.2471 | 0.27 | 100 | 1.0584 | 0.2724 | 0.3736 | 0.6494 | 0.8989 | 0.0375 | 0.1763 | 0.0 | 0.9176 | 0.5844 | 0.0006 | 0.5888 | 0.0374 | 0.1514 | 0.0 | 0.6245 | 0.5043 | 0.0006 | | 0.8947 | 0.32 | 120 | 0.9324 | 0.3357 | 0.4425 | 0.7042 | 0.9033 | 0.0096 | 0.2778 | 0.0 | 0.9146 | 0.7000 | 0.2923 | 0.6888 | 0.0096 | 0.2355 | 0.0 | 0.6223 | 0.5019 | 0.2916 | | 1.1922 | 0.38 | 140 | 0.9745 | 0.3410 | 0.4493 | 0.6821 | 0.7822 | 0.0148 | 0.2773 | 0.0 | 0.9225 | 0.7338 | 0.4144 | 0.6567 | 0.0148 | 0.2420 | 0.0 | 0.5463 | 0.5184 | 0.4086 | | 1.5695 | 0.43 | 160 | 0.8840 | 0.3772 | 0.5025 | 0.7286 | 0.8957 | 0.0288 | 0.5000 | 0.0 | 0.8538 | 0.8545 | 0.3848 | 0.7277 | 0.0288 | 0.4012 | 0.0 | 0.6443 | 0.4589 | 0.3798 | | 1.095 | 0.49 | 180 | 0.8596 | 0.3740 | 0.4988 | 0.7191 | 0.8436 | 0.0453 | 0.3715 | 0.0 | 0.8723 | 0.8661 | 0.4927 | 0.7428 | 0.0452 | 0.3100 | 0.0 | 0.5999 | 0.4533 | 0.4665 | | 1.0495 | 0.54 | 200 | 0.7698 | 0.4265 | 0.5374 | 0.7612 | 0.8938 | 0.0653 | 0.6521 | 0.0 | 0.9071 | 0.7978 | 0.4455 | 0.7438 | 0.0650 | 0.5082 | 0.0 | 0.6655 | 0.5652 | 0.4378 | | 0.6566 | 0.59 | 220 | 0.7619 | 0.4341 | 0.5580 | 0.7664 | 0.8953 | 0.0462 | 0.7732 | 0.0 | 0.8552 | 0.8443 | 0.4920 | 0.7358 | 0.0458 | 0.5370 | 0.0 | 0.6896 | 0.5557 | 0.4749 | | 1.177 | 0.65 | 240 | 0.7722 | 0.4191 | 0.5324 | 0.7538 | 0.9128 | 0.0950 | 0.7406 | 0.0 | 0.8794 | 0.7236 | 0.3755 | 0.7230 | 0.0945 | 0.4920 | 0.0 | 0.6798 | 0.5699 | 0.3745 | | 0.7819 | 0.7 | 260 | 0.7664 | 0.4015 | 0.5032 | 0.7414 | 0.9350 | 0.0834 | 0.3838 | 0.0 | 0.8537 | 0.7514 | 0.5153 | 0.6864 | 0.0821 | 0.2828 | 0.0 | 0.6919 | 0.5665 | 0.5011 | | 0.7828 | 0.76 | 280 | 0.7064 | 0.4645 | 0.5823 | 0.7789 | 0.8782 | 0.1966 | 0.8202 | 0.0 | 0.9030 | 0.7815 | 0.4968 | 0.7609 | 0.1911 | 0.5326 | 0.0 | 0.6956 | 0.5829 | 0.4883 | | 0.6092 | 0.81 | 300 | 0.7097 | 0.5114 | 0.6268 | 0.7947 | 0.9039 | 0.5025 | 0.7176 | 0.0 | 0.8930 | 0.8421 | 0.5283 | 0.7870 | 0.4181 | 0.5706 | 0.0 | 0.6882 | 0.6010 | 0.5149 | | 1.7916 | 0.86 | 320 | 0.6693 | 0.5099 | 0.6222 | 0.7982 | 0.9064 | 0.4097 | 0.8063 | 0.0 | 0.8941 | 0.8109 | 0.5281 | 0.7762 | 0.3720 | 0.5858 | 0.0 | 0.7113 | 0.6113 | 0.5130 | | 0.7345 | 0.92 | 340 | 0.6743 | 0.5055 | 0.6143 | 0.7979 | 0.9100 | 0.3940 | 0.7794 | 0.0 | 0.9127 | 0.8028 | 0.5009 | 0.7780 | 0.3587 | 0.6001 | 0.0 | 0.7140 | 0.5964 | 0.4915 | | 0.637 | 0.97 | 360 | 0.6245 | 0.5222 | 0.6306 | 0.8067 | 0.9141 | 0.4131 | 0.7853 | 0.0 | 0.8914 | 0.8234 | 0.5870 | 0.7888 | 0.3803 | 0.6094 | 0.0 | 0.7178 | 0.6178 | 0.5414 | | 0.8406 | 1.03 | 380 | 0.6479 | 0.5206 | 0.6254 | 0.8043 | 0.9103 | 0.4757 | 0.7567 | 0.0 | 0.9263 | 0.7775 | 0.5312 | 0.7995 | 0.4132 | 0.6059 | 0.0 | 0.7047 | 0.6121 | 0.5091 | | 0.9531 | 1.08 | 400 | 0.6132 | 0.5323 | 0.6444 | 0.8113 | 0.9146 | 0.5178 | 0.8316 | 0.0 | 0.9081 | 0.8024 | 0.5364 | 0.8080 | 0.4352 | 0.6308 | 0.0 | 0.7162 | 0.6211 | 0.5151 | | 0.6297 | 1.14 | 420 | 0.6529 | 0.5191 | 0.6509 | 0.7944 | 0.9257 | 0.5420 | 0.8718 | 0.0 | 0.7996 | 0.8808 | 0.5366 | 0.7799 | 0.4613 | 0.5873 | 0.0 | 0.6893 | 0.6036 | 0.5119 | | 0.4527 | 1.19 | 440 | 0.6055 | 0.5393 | 0.6617 | 0.8136 | 0.9146 | 0.5618 | 0.8581 | 0.0 | 0.8712 | 0.8413 | 0.5852 | 0.8082 | 0.4572 | 0.6102 | 0.0 | 0.7232 | 0.6275 | 0.5490 | | 0.3314 | 1.24 | 460 | 0.6061 | 0.5426 | 0.6457 | 0.8187 | 0.9256 | 0.4963 | 0.7948 | 0.0 | 0.9067 | 0.7824 | 0.6142 | 0.8083 | 0.4497 | 0.6202 | 0.0 | 0.7307 | 0.6162 | 0.5734 | | 0.5344 | 1.3 | 480 | 0.6365 | 0.5289 | 0.6559 | 0.8089 | 0.9062 | 0.5875 | 0.8884 | 0.0 | 0.8953 | 0.7999 | 0.5137 | 0.8089 | 0.4373 | 0.6093 | 0.0 | 0.7265 | 0.6329 | 0.4873 | | 1.0977 | 1.35 | 500 | 0.6129 | 0.5325 | 0.6456 | 0.8098 | 0.9402 | 0.6061 | 0.7829 | 0.0 | 0.8902 | 0.7751 | 0.5248 | 0.7957 | 0.4603 | 0.6199 | 0.0 | 0.7236 | 0.6247 | 0.5035 | | 0.5028 | 1.41 | 520 | 0.6530 | 0.5303 | 0.6531 | 0.8049 | 0.9023 | 0.6113 | 0.7989 | 0.0 | 0.8993 | 0.8574 | 0.5029 | 0.8103 | 0.4972 | 0.6195 | 0.0 | 0.7036 | 0.5900 | 0.4914 | | 0.4093 | 1.46 | 540 | 0.6043 | 0.5327 | 0.6330 | 0.8096 | 0.9220 | 0.5348 | 0.7972 | 0.0 | 0.9261 | 0.7064 | 0.5442 | 0.8086 | 0.4678 | 0.6166 | 0.0 | 0.7056 | 0.6094 | 0.5207 | | 0.4392 | 1.51 | 560 | 0.5532 | 0.5729 | 0.6868 | 0.8318 | 0.9135 | 0.6389 | 0.8304 | 0.0 | 0.8862 | 0.8367 | 0.7019 | 0.8082 | 0.5218 | 0.6223 | 0.0 | 0.7509 | 0.6559 | 0.6515 | | 0.4156 | 1.57 | 580 | 0.5921 | 0.5594 | 0.6634 | 0.8223 | 0.9162 | 0.6216 | 0.8008 | 0.0 | 0.9240 | 0.8058 | 0.5757 | 0.8100 | 0.5296 | 0.6424 | 0.0 | 0.7249 | 0.6494 | 0.5593 | | 0.5817 | 1.62 | 600 | 0.6145 | 0.5603 | 0.6917 | 0.8233 | 0.9267 | 0.7580 | 0.8471 | 0.0 | 0.8722 | 0.8801 | 0.5577 | 0.8163 | 0.5487 | 0.6300 | 0.0 | 0.7402 | 0.6417 | 0.5450 | | 0.3551 | 1.68 | 620 | 0.5390 | 0.5859 | 0.7156 | 0.8361 | 0.9135 | 0.8256 | 0.8467 | 0.0 | 0.8715 | 0.8494 | 0.7025 | 0.8289 | 0.5863 | 0.6466 | 0.0 | 0.7419 | 0.6485 | 0.6492 | | 0.453 | 1.73 | 640 | 0.5088 | 0.5999 | 0.7029 | 0.8466 | 0.9237 | 0.7069 | 0.8011 | 0.0 | 0.9102 | 0.8441 | 0.7345 | 0.8305 | 0.5881 | 0.6650 | 0.0 | 0.7576 | 0.6760 | 0.6822 | | 1.2453 | 1.78 | 660 | 0.5524 | 0.5847 | 0.6951 | 0.8369 | 0.9104 | 0.6767 | 0.8362 | 0.0 | 0.9038 | 0.8516 | 0.6871 | 0.8318 | 0.5614 | 0.6554 | 0.0 | 0.7336 | 0.6489 | 0.6621 | | 0.7462 | 1.84 | 680 | 0.5106 | 0.6009 | 0.7035 | 0.8458 | 0.9255 | 0.7246 | 0.8720 | 0.0 | 0.9117 | 0.7932 | 0.6975 | 0.8210 | 0.6033 | 0.6703 | 0.0 | 0.7621 | 0.6712 | 0.6782 | | 0.5394 | 1.89 | 700 | 0.5511 | 0.6024 | 0.7181 | 0.8431 | 0.8944 | 0.7458 | 0.8676 | 0.0002 | 0.8938 | 0.8785 | 0.7462 | 0.8143 | 0.6177 | 0.6510 | 0.0002 | 0.7569 | 0.6770 | 0.7000 | | 0.687 | 1.95 | 720 | 0.5729 | 0.5931 | 0.7128 | 0.8334 | 0.8541 | 0.7522 | 0.8466 | 0.0 | 0.8989 | 0.8057 | 0.8324 | 0.7866 | 0.6072 | 0.6188 | 0.0 | 0.7447 | 0.6640 | 0.7302 | | 1.8817 | 2.0 | 740 | 0.5696 | 0.5922 | 0.7055 | 0.8409 | 0.9274 | 0.7567 | 0.7970 | 0.0004 | 0.8907 | 0.8681 | 0.6980 | 0.8139 | 0.5882 | 0.6528 | 0.0004 | 0.7629 | 0.6662 | 0.6612 | | 0.3863 | 2.05 | 760 | 0.5317 | 0.5858 | 0.6944 | 0.8390 | 0.9085 | 0.7019 | 0.8568 | 0.0004 | 0.9237 | 0.7845 | 0.6850 | 0.8275 | 0.5633 | 0.6667 | 0.0004 | 0.7480 | 0.6380 | 0.6568 | | 0.4857 | 2.11 | 780 | 0.5299 | 0.5867 | 0.7092 | 0.8366 | 0.8941 | 0.7602 | 0.8367 | 0.0113 | 0.9016 | 0.8441 | 0.7162 | 0.8195 | 0.5735 | 0.6947 | 0.0113 | 0.7573 | 0.6176 | 0.6331 | | 0.4574 | 2.16 | 800 | 0.4897 | 0.6125 | 0.7202 | 0.8538 | 0.9369 | 0.7566 | 0.8603 | 0.0110 | 0.8903 | 0.8365 | 0.7495 | 0.8322 | 0.5830 | 0.7061 | 0.0110 | 0.7690 | 0.6780 | 0.7082 | | 1.2893 | 2.22 | 820 | 0.4904 | 0.6083 | 0.7060 | 0.8501 | 0.9106 | 0.7215 | 0.7903 | 0.0066 | 0.9298 | 0.7943 | 0.7891 | 0.8376 | 0.5719 | 0.7046 | 0.0066 | 0.7425 | 0.6604 | 0.7342 | | 0.3318 | 2.27 | 840 | 0.5034 | 0.6084 | 0.7443 | 0.8465 | 0.9073 | 0.8481 | 0.9087 | 0.0175 | 0.8324 | 0.8653 | 0.8304 | 0.8301 | 0.6099 | 0.6466 | 0.0175 | 0.7525 | 0.6664 | 0.7359 | | 0.7274 | 2.32 | 860 | 0.5037 | 0.6095 | 0.7283 | 0.8495 | 0.9094 | 0.7908 | 0.8544 | 0.0246 | 0.8896 | 0.8579 | 0.7715 | 0.8239 | 0.6145 | 0.6409 | 0.0246 | 0.7778 | 0.6544 | 0.7302 | | 0.2701 | 2.38 | 880 | 0.4549 | 0.6217 | 0.7399 | 0.8567 | 0.9149 | 0.8438 | 0.8606 | 0.0327 | 0.8966 | 0.8430 | 0.7875 | 0.8370 | 0.6066 | 0.6989 | 0.0327 | 0.7736 | 0.6696 | 0.7338 | | 0.7689 | 2.43 | 900 | 0.4638 | 0.6372 | 0.7440 | 0.8630 | 0.9084 | 0.8053 | 0.8739 | 0.0723 | 0.9211 | 0.8214 | 0.8054 | 0.8440 | 0.6305 | 0.6970 | 0.0723 | 0.7779 | 0.6641 | 0.7749 | | 0.9057 | 2.49 | 920 | 0.4861 | 0.6244 | 0.7361 | 0.8576 | 0.9113 | 0.7860 | 0.8618 | 0.0268 | 0.8999 | 0.8763 | 0.7906 | 0.8372 | 0.6200 | 0.6959 | 0.0268 | 0.7706 | 0.6673 | 0.7534 | | 0.4402 | 2.54 | 940 | 0.4684 | 0.6285 | 0.7347 | 0.8587 | 0.9232 | 0.8211 | 0.8214 | 0.0369 | 0.8997 | 0.8182 | 0.8225 | 0.8471 | 0.6360 | 0.7181 | 0.0369 | 0.7598 | 0.6635 | 0.7384 | | 0.5323 | 2.59 | 960 | 0.5211 | 0.6238 | 0.7290 | 0.8542 | 0.9292 | 0.7797 | 0.8183 | 0.0548 | 0.8885 | 0.8458 | 0.7864 | 0.8261 | 0.6093 | 0.6929 | 0.0548 | 0.7610 | 0.6825 | 0.7401 | | 0.3023 | 2.65 | 980 | 0.5354 | 0.6030 | 0.7154 | 0.8478 | 0.9187 | 0.7808 | 0.8493 | 0.0235 | 0.9198 | 0.8300 | 0.6854 | 0.8381 | 0.5942 | 0.6901 | 0.0235 | 0.7623 | 0.6448 | 0.6679 | | 0.4543 | 2.7 | 1000 | 0.5198 | 0.6117 | 0.7449 | 0.8484 | 0.9163 | 0.8640 | 0.8625 | 0.0540 | 0.8592 | 0.9093 | 0.7492 | 0.8439 | 0.6254 | 0.6749 | 0.0539 | 0.7631 | 0.6250 | 0.6962 | | 0.3895 | 2.76 | 1020 | 0.5174 | 0.6274 | 0.7447 | 0.8562 | 0.9323 | 0.8145 | 0.8672 | 0.0671 | 0.8619 | 0.8897 | 0.7806 | 0.8467 | 0.6486 | 0.6881 | 0.0670 | 0.7666 | 0.6495 | 0.7251 | | 0.2782 | 2.81 | 1040 | 0.4946 | 0.6339 | 0.7520 | 0.8574 | 0.9124 | 0.8106 | 0.8587 | 0.0948 | 0.8764 | 0.9153 | 0.7958 | 0.8325 | 0.6386 | 0.6997 | 0.0946 | 0.7773 | 0.6642 | 0.7307 | | 0.4942 | 2.86 | 1060 | 0.5120 | 0.6234 | 0.7283 | 0.8505 | 0.9292 | 0.8251 | 0.8523 | 0.0801 | 0.9149 | 0.8401 | 0.6565 | 0.8105 | 0.6503 | 0.7118 | 0.0797 | 0.7799 | 0.6880 | 0.6436 | | 0.4381 | 2.92 | 1080 | 0.4983 | 0.6212 | 0.7341 | 0.8497 | 0.9364 | 0.8388 | 0.8506 | 0.1094 | 0.8976 | 0.8516 | 0.6543 | 0.8150 | 0.6122 | 0.7030 | 0.1088 | 0.7781 | 0.6929 | 0.6383 | | 0.3068 | 2.97 | 1100 | 0.4810 | 0.6381 | 0.7514 | 0.8591 | 0.9265 | 0.8078 | 0.9013 | 0.0818 | 0.8630 | 0.8842 | 0.7953 | 0.8313 | 0.6523 | 0.7002 | 0.0815 | 0.7721 | 0.6849 | 0.7446 | | 0.359 | 3.03 | 1120 | 0.4442 | 0.6598 | 0.7630 | 0.8697 | 0.9335 | 0.8282 | 0.8824 | 0.1721 | 0.9068 | 0.8465 | 0.7713 | 0.8409 | 0.6478 | 0.7214 | 0.1701 | 0.7973 | 0.6896 | 0.7517 | | 0.9712 | 3.08 | 1140 | 0.4595 | 0.6490 | 0.7589 | 0.8595 | 0.9024 | 0.7823 | 0.8386 | 0.1947 | 0.8985 | 0.8891 | 0.8066 | 0.8274 | 0.6393 | 0.6980 | 0.1919 | 0.7811 | 0.6527 | 0.7527 | | 0.9749 | 3.14 | 1160 | 0.4557 | 0.6531 | 0.7585 | 0.8647 | 0.9180 | 0.8494 | 0.8345 | 0.1702 | 0.9225 | 0.8509 | 0.7639 | 0.8341 | 0.6295 | 0.7190 | 0.1675 | 0.7838 | 0.6935 | 0.7446 | | 0.2994 | 3.19 | 1180 | 0.4756 | 0.6362 | 0.7491 | 0.8622 | 0.9186 | 0.8165 | 0.8692 | 0.0591 | 0.8875 | 0.8784 | 0.8145 | 0.8459 | 0.6472 | 0.6854 | 0.0587 | 0.7768 | 0.6755 | 0.7638 | | 0.2181 | 3.24 | 1200 | 0.4904 | 0.6266 | 0.7280 | 0.8585 | 0.9324 | 0.7221 | 0.8585 | 0.0592 | 0.9003 | 0.8704 | 0.7530 | 0.8398 | 0.6149 | 0.6996 | 0.0563 | 0.7772 | 0.6744 | 0.7238 | | 0.5907 | 3.3 | 1220 | 0.5001 | 0.6422 | 0.7463 | 0.8642 | 0.9217 | 0.7183 | 0.8707 | 0.1054 | 0.8825 | 0.8751 | 0.8503 | 0.8427 | 0.6143 | 0.7039 | 0.1013 | 0.7779 | 0.6731 | 0.7825 | | 0.3174 | 3.35 | 1240 | 0.4629 | 0.6486 | 0.7537 | 0.8596 | 0.9221 | 0.8126 | 0.8176 | 0.2011 | 0.9011 | 0.8308 | 0.7909 | 0.8320 | 0.6382 | 0.6930 | 0.1973 | 0.7762 | 0.6748 | 0.7287 | | 0.9913 | 3.41 | 1260 | 0.5059 | 0.6454 | 0.7423 | 0.8616 | 0.9192 | 0.7211 | 0.8417 | 0.1734 | 0.9158 | 0.8354 | 0.7898 | 0.8376 | 0.6134 | 0.6851 | 0.1673 | 0.7757 | 0.6847 | 0.7541 | | 0.594 | 3.46 | 1280 | 0.4978 | 0.6499 | 0.7564 | 0.8641 | 0.9234 | 0.7176 | 0.8996 | 0.1993 | 0.8755 | 0.8285 | 0.8510 | 0.8385 | 0.5961 | 0.6907 | 0.1834 | 0.7839 | 0.6827 | 0.7742 | | 0.3606 | 3.51 | 1300 | 0.4553 | 0.6745 | 0.7827 | 0.8730 | 0.9278 | 0.8154 | 0.8644 | 0.2862 | 0.8900 | 0.8579 | 0.8372 | 0.8536 | 0.6281 | 0.7173 | 0.2693 | 0.7924 | 0.6784 | 0.7821 | | 0.2496 | 3.57 | 1320 | 0.4779 | 0.6537 | 0.7524 | 0.8650 | 0.9381 | 0.7943 | 0.8497 | 0.2063 | 0.9145 | 0.8173 | 0.7467 | 0.8372 | 0.6416 | 0.7134 | 0.2002 | 0.7955 | 0.6703 | 0.7176 | | 0.4585 | 3.62 | 1340 | 0.4831 | 0.6602 | 0.7539 | 0.8677 | 0.9365 | 0.7896 | 0.8694 | 0.2350 | 0.9203 | 0.7235 | 0.8029 | 0.8464 | 0.6458 | 0.7212 | 0.2264 | 0.7868 | 0.6337 | 0.7611 | | 0.3049 | 3.68 | 1360 | 0.4651 | 0.6745 | 0.7803 | 0.8699 | 0.9383 | 0.8015 | 0.8047 | 0.3400 | 0.8881 | 0.8867 | 0.8027 | 0.8571 | 0.6454 | 0.7250 | 0.3120 | 0.7901 | 0.6405 | 0.7512 | | 0.8292 | 3.73 | 1380 | 0.4662 | 0.6804 | 0.7807 | 0.8739 | 0.9435 | 0.7807 | 0.8659 | 0.3394 | 0.8889 | 0.8257 | 0.8207 | 0.8536 | 0.6421 | 0.7443 | 0.3049 | 0.7961 | 0.6561 | 0.7661 | | 0.3299 | 3.78 | 1400 | 0.4314 | 0.6869 | 0.7926 | 0.8747 | 0.9229 | 0.7418 | 0.8517 | 0.4578 | 0.9058 | 0.8336 | 0.8349 | 0.8604 | 0.6217 | 0.7513 | 0.3634 | 0.7984 | 0.6544 | 0.7589 | | 0.2797 | 3.84 | 1420 | 0.4894 | 0.6547 | 0.7635 | 0.8597 | 0.9276 | 0.7365 | 0.8303 | 0.3512 | 0.9020 | 0.8735 | 0.7233 | 0.8455 | 0.6126 | 0.7413 | 0.2852 | 0.7865 | 0.6307 | 0.6810 | | 0.4773 | 3.89 | 1440 | 0.4983 | 0.6631 | 0.7652 | 0.8687 | 0.9388 | 0.8061 | 0.8921 | 0.2478 | 0.9071 | 0.8083 | 0.7560 | 0.8528 | 0.6477 | 0.7304 | 0.2323 | 0.7924 | 0.6646 | 0.7211 | | 1.1257 | 3.95 | 1460 | 0.4759 | 0.6409 | 0.7308 | 0.8658 | 0.9443 | 0.7182 | 0.8320 | 0.1004 | 0.9206 | 0.8346 | 0.7656 | 0.8452 | 0.6081 | 0.7408 | 0.0951 | 0.7865 | 0.6783 | 0.7324 | | 0.4146 | 4.0 | 1480 | 0.4447 | 0.6743 | 0.7708 | 0.8730 | 0.9185 | 0.7105 | 0.8995 | 0.3146 | 0.9137 | 0.7890 | 0.8495 | 0.8499 | 0.6032 | 0.7433 | 0.2770 | 0.7908 | 0.6761 | 0.7800 | | 0.247 | 4.05 | 1500 | 0.4617 | 0.6677 | 0.7749 | 0.8645 | 0.9282 | 0.7519 | 0.8744 | 0.3599 | 0.8824 | 0.8310 | 0.7966 | 0.8370 | 0.6169 | 0.7111 | 0.3129 | 0.7859 | 0.6736 | 0.7364 | | 0.2868 | 4.11 | 1520 | 0.4976 | 0.6640 | 0.7671 | 0.8623 | 0.9411 | 0.7546 | 0.8310 | 0.3615 | 0.8860 | 0.8316 | 0.7639 | 0.8324 | 0.6275 | 0.7132 | 0.3215 | 0.7919 | 0.6548 | 0.7071 | | 0.4645 | 4.16 | 1540 | 0.4701 | 0.6657 | 0.7674 | 0.8686 | 0.9253 | 0.7647 | 0.8576 | 0.2678 | 0.9047 | 0.8506 | 0.8010 | 0.8455 | 0.6336 | 0.7184 | 0.2481 | 0.7931 | 0.6830 | 0.7384 | | 0.3623 | 4.22 | 1560 | 0.4887 | 0.6773 | 0.7871 | 0.8734 | 0.9318 | 0.8109 | 0.8683 | 0.3052 | 0.8794 | 0.8817 | 0.8324 | 0.8523 | 0.6352 | 0.7358 | 0.2812 | 0.7979 | 0.6737 | 0.7650 | | 0.8344 | 4.27 | 1580 | 0.4911 | 0.6732 | 0.7857 | 0.8728 | 0.9205 | 0.8140 | 0.8770 | 0.2531 | 0.8766 | 0.9037 | 0.8552 | 0.8564 | 0.6502 | 0.7171 | 0.2384 | 0.7906 | 0.6723 | 0.7875 | | 0.1409 | 4.32 | 1600 | 0.4735 | 0.6764 | 0.7763 | 0.8757 | 0.9316 | 0.8224 | 0.8617 | 0.2534 | 0.9103 | 0.8249 | 0.8299 | 0.8535 | 0.6488 | 0.7286 | 0.2430 | 0.8013 | 0.6948 | 0.7645 | | 0.4398 | 4.38 | 1620 | 0.4830 | 0.6820 | 0.7941 | 0.8709 | 0.9065 | 0.7114 | 0.8315 | 0.5040 | 0.9072 | 0.8489 | 0.8494 | 0.8530 | 0.5943 | 0.7336 | 0.3566 | 0.7883 | 0.6695 | 0.7789 | | 0.3379 | 4.43 | 1640 | 0.4664 | 0.6838 | 0.7842 | 0.8749 | 0.9217 | 0.6983 | 0.8737 | 0.4312 | 0.9116 | 0.8084 | 0.8444 | 0.8576 | 0.5941 | 0.7437 | 0.3459 | 0.7933 | 0.6760 | 0.7760 | | 0.2342 | 4.49 | 1660 | 0.4703 | 0.6771 | 0.7869 | 0.8721 | 0.9355 | 0.7352 | 0.8944 | 0.4283 | 0.8918 | 0.8368 | 0.7864 | 0.8629 | 0.5971 | 0.7208 | 0.3525 | 0.7961 | 0.6644 | 0.7461 | | 0.148 | 4.54 | 1680 | 0.5671 | 0.6553 | 0.7752 | 0.8594 | 0.9377 | 0.7633 | 0.8931 | 0.3852 | 0.8725 | 0.8710 | 0.7036 | 0.8569 | 0.6201 | 0.7142 | 0.3288 | 0.7899 | 0.6168 | 0.6603 | | 0.202 | 4.59 | 1700 | 0.5108 | 0.6819 | 0.7964 | 0.8695 | 0.9365 | 0.7900 | 0.8888 | 0.4566 | 0.8726 | 0.8431 | 0.7876 | 0.8467 | 0.6424 | 0.7405 | 0.3440 | 0.7963 | 0.6810 | 0.7222 | | 0.2107 | 4.65 | 1720 | 0.4934 | 0.6838 | 0.7900 | 0.8730 | 0.9253 | 0.7301 | 0.8546 | 0.4374 | 0.8957 | 0.8634 | 0.8239 | 0.8512 | 0.5960 | 0.7502 | 0.3568 | 0.7942 | 0.6805 | 0.7574 | | 0.5085 | 4.7 | 1740 | 0.5234 | 0.6806 | 0.7843 | 0.8705 | 0.9371 | 0.7440 | 0.8956 | 0.3814 | 0.8739 | 0.8448 | 0.8133 | 0.8413 | 0.6311 | 0.7240 | 0.3318 | 0.7942 | 0.6990 | 0.7432 | | 0.3162 | 4.76 | 1760 | 0.5976 | 0.6440 | 0.7734 | 0.8483 | 0.9272 | 0.7952 | 0.9161 | 0.3980 | 0.8581 | 0.8645 | 0.6544 | 0.8406 | 0.6433 | 0.7053 | 0.3131 | 0.7712 | 0.6232 | 0.6116 | | 0.4468 | 4.81 | 1780 | 0.5528 | 0.6616 | 0.7922 | 0.8563 | 0.9287 | 0.7599 | 0.8737 | 0.5399 | 0.8717 | 0.9086 | 0.6627 | 0.8518 | 0.6196 | 0.7356 | 0.3876 | 0.7842 | 0.6112 | 0.6411 | | 0.2914 | 4.86 | 1800 | 0.4448 | 0.6855 | 0.8009 | 0.8731 | 0.9382 | 0.7935 | 0.8643 | 0.4820 | 0.8858 | 0.8662 | 0.7763 | 0.8616 | 0.6218 | 0.7468 | 0.3700 | 0.7976 | 0.6694 | 0.7314 | | 0.3376 | 4.92 | 1820 | 0.4391 | 0.6927 | 0.7955 | 0.8774 | 0.9252 | 0.7407 | 0.8542 | 0.4768 | 0.9156 | 0.8381 | 0.8182 | 0.8606 | 0.6084 | 0.7608 | 0.3708 | 0.7959 | 0.6706 | 0.7822 | | 0.3751 | 4.97 | 1840 | 0.4395 | 0.7040 | 0.8084 | 0.8803 | 0.9272 | 0.7596 | 0.8446 | 0.4874 | 0.8938 | 0.9010 | 0.8449 | 0.8613 | 0.6312 | 0.7617 | 0.3956 | 0.7935 | 0.6819 | 0.8028 | | 0.178 | 5.03 | 1860 | 0.4407 | 0.6937 | 0.8031 | 0.8773 | 0.9406 | 0.7685 | 0.8876 | 0.4798 | 0.8827 | 0.8525 | 0.8103 | 0.8658 | 0.6382 | 0.7346 | 0.3686 | 0.7968 | 0.6835 | 0.7681 | | 0.3075 | 5.08 | 1880 | 0.4485 | 0.6878 | 0.7883 | 0.8770 | 0.9411 | 0.6814 | 0.8326 | 0.5002 | 0.9071 | 0.8429 | 0.8130 | 0.8644 | 0.5854 | 0.7454 | 0.3662 | 0.7967 | 0.6784 | 0.7783 | | 0.3155 | 5.14 | 1900 | 0.4399 | 0.6962 | 0.8050 | 0.8761 | 0.9352 | 0.8200 | 0.8642 | 0.4813 | 0.8897 | 0.8217 | 0.8226 | 0.8543 | 0.6421 | 0.7495 | 0.3825 | 0.7953 | 0.6951 | 0.7549 | | 0.2081 | 5.19 | 1920 | 0.4378 | 0.7054 | 0.8064 | 0.8827 | 0.9331 | 0.8320 | 0.8833 | 0.4178 | 0.9041 | 0.8469 | 0.8278 | 0.8627 | 0.6702 | 0.7516 | 0.3508 | 0.7990 | 0.7127 | 0.7910 | | 0.4906 | 5.24 | 1940 | 0.4397 | 0.7017 | 0.8146 | 0.8772 | 0.9188 | 0.8495 | 0.8683 | 0.4437 | 0.8827 | 0.8972 | 0.8419 | 0.8578 | 0.6533 | 0.7541 | 0.3838 | 0.7843 | 0.7012 | 0.7773 | | 0.1855 | 5.3 | 1960 | 0.4616 | 0.6914 | 0.8004 | 0.8745 | 0.9245 | 0.7732 | 0.8977 | 0.4276 | 0.8822 | 0.8784 | 0.8191 | 0.8531 | 0.6409 | 0.7521 | 0.3624 | 0.7931 | 0.6883 | 0.7500 | | 0.3019 | 5.35 | 1980 | 0.4658 | 0.6902 | 0.7901 | 0.8740 | 0.9221 | 0.7511 | 0.8538 | 0.4708 | 0.9197 | 0.7969 | 0.8167 | 0.8518 | 0.6226 | 0.7643 | 0.3793 | 0.7932 | 0.6694 | 0.7510 | | 0.2349 | 5.41 | 2000 | 0.4969 | 0.6752 | 0.7835 | 0.8682 | 0.9260 | 0.7555 | 0.8678 | 0.4031 | 0.8963 | 0.8608 | 0.7746 | 0.8603 | 0.6412 | 0.7587 | 0.3488 | 0.7958 | 0.6117 | 0.7098 | | 0.6845 | 5.46 | 2020 | 0.4809 | 0.6869 | 0.8029 | 0.8713 | 0.9326 | 0.8102 | 0.8850 | 0.4438 | 0.8600 | 0.8531 | 0.8357 | 0.8624 | 0.6586 | 0.7590 | 0.3593 | 0.7824 | 0.6246 | 0.7619 | | 0.1687 | 5.51 | 2040 | 0.4282 | 0.7010 | 0.8068 | 0.8790 | 0.9320 | 0.8177 | 0.8642 | 0.4669 | 0.9015 | 0.8591 | 0.8059 | 0.8592 | 0.6517 | 0.7646 | 0.3818 | 0.7980 | 0.6817 | 0.7702 | | 0.3555 | 5.57 | 2060 | 0.4627 | 0.6923 | 0.7981 | 0.8755 | 0.9458 | 0.7103 | 0.8504 | 0.5134 | 0.8782 | 0.8827 | 0.8058 | 0.8554 | 0.6083 | 0.7531 | 0.3919 | 0.7967 | 0.6811 | 0.7593 | | 0.3006 | 5.62 | 2080 | 0.4758 | 0.6888 | 0.8039 | 0.8736 | 0.9239 | 0.7116 | 0.8500 | 0.5832 | 0.8970 | 0.8409 | 0.8206 | 0.8595 | 0.5948 | 0.7377 | 0.3947 | 0.7952 | 0.6844 | 0.7553 | | 0.1909 | 5.68 | 2100 | 0.5164 | 0.6708 | 0.7887 | 0.8634 | 0.9366 | 0.7535 | 0.8412 | 0.5040 | 0.8853 | 0.8875 | 0.7126 | 0.8649 | 0.6044 | 0.7471 | 0.3775 | 0.7730 | 0.6505 | 0.6781 | | 0.1298 | 5.73 | 2120 | 0.4719 | 0.6907 | 0.8048 | 0.8754 | 0.9197 | 0.7386 | 0.8630 | 0.5636 | 0.9034 | 0.7945 | 0.8508 | 0.8587 | 0.5945 | 0.7715 | 0.3663 | 0.7952 | 0.6657 | 0.7833 | | 0.4167 | 5.78 | 2140 | 0.4801 | 0.6937 | 0.8060 | 0.8764 | 0.9225 | 0.7367 | 0.8686 | 0.5372 | 0.8945 | 0.8355 | 0.8471 | 0.8622 | 0.6013 | 0.7672 | 0.3903 | 0.7943 | 0.6654 | 0.7749 | | 0.1717 | 5.84 | 2160 | 0.5276 | 0.6703 | 0.7827 | 0.8624 | 0.9348 | 0.7363 | 0.8846 | 0.4353 | 0.8702 | 0.8796 | 0.7382 | 0.8528 | 0.6274 | 0.7190 | 0.3811 | 0.7778 | 0.6236 | 0.7102 | | 0.2303 | 5.89 | 2180 | 0.4999 | 0.6868 | 0.7950 | 0.8726 | 0.9112 | 0.7915 | 0.8782 | 0.4238 | 0.9146 | 0.8532 | 0.7925 | 0.8551 | 0.6426 | 0.7221 | 0.3567 | 0.7900 | 0.6791 | 0.7622 | | 0.3475 | 5.95 | 2200 | 0.4783 | 0.6961 | 0.8122 | 0.8730 | 0.9255 | 0.8479 | 0.8630 | 0.5174 | 0.8952 | 0.8707 | 0.7654 | 0.8586 | 0.6580 | 0.7578 | 0.3956 | 0.7845 | 0.6948 | 0.7237 | | 0.3662 | 6.0 | 2220 | 0.5238 | 0.6894 | 0.7961 | 0.8685 | 0.9335 | 0.8246 | 0.8653 | 0.4771 | 0.8993 | 0.8467 | 0.7261 | 0.8543 | 0.6671 | 0.7621 | 0.3943 | 0.7742 | 0.6805 | 0.6932 | | 0.318 | 6.05 | 2240 | 0.4639 | 0.7007 | 0.8073 | 0.8766 | 0.9228 | 0.8070 | 0.8638 | 0.4879 | 0.9013 | 0.8522 | 0.8162 | 0.8630 | 0.6605 | 0.7610 | 0.3921 | 0.7846 | 0.6852 | 0.7586 | | 0.2406 | 6.11 | 2260 | 0.4532 | 0.7060 | 0.8107 | 0.8807 | 0.9294 | 0.8086 | 0.8812 | 0.4703 | 0.8904 | 0.8375 | 0.8575 | 0.8600 | 0.6627 | 0.7584 | 0.3876 | 0.7963 | 0.6931 | 0.7843 | | 0.2521 | 6.16 | 2280 | 0.5303 | 0.6836 | 0.8013 | 0.8649 | 0.9314 | 0.7973 | 0.8723 | 0.5140 | 0.8745 | 0.8990 | 0.7206 | 0.8617 | 0.6634 | 0.7422 | 0.3974 | 0.7653 | 0.6672 | 0.6877 | | 0.3682 | 6.22 | 2300 | 0.4872 | 0.6991 | 0.8096 | 0.8769 | 0.9385 | 0.8007 | 0.8556 | 0.5189 | 0.8812 | 0.8445 | 0.8276 | 0.8604 | 0.6454 | 0.7445 | 0.3880 | 0.7897 | 0.6958 | 0.7700 | | 0.2375 | 6.27 | 2320 | 0.5122 | 0.7005 | 0.8031 | 0.8764 | 0.9361 | 0.7812 | 0.8391 | 0.5068 | 0.8956 | 0.8495 | 0.8133 | 0.8528 | 0.6484 | 0.7545 | 0.4079 | 0.7950 | 0.6965 | 0.7482 | | 0.2016 | 6.32 | 2340 | 0.5179 | 0.6681 | 0.7813 | 0.8652 | 0.9287 | 0.8025 | 0.9013 | 0.3811 | 0.9038 | 0.8525 | 0.6991 | 0.8573 | 0.6532 | 0.7251 | 0.3362 | 0.7960 | 0.6402 | 0.6690 | | 0.3004 | 6.38 | 2360 | 0.5304 | 0.6753 | 0.7917 | 0.8656 | 0.9263 | 0.8587 | 0.8450 | 0.4287 | 0.9053 | 0.8642 | 0.7137 | 0.8554 | 0.6586 | 0.7352 | 0.3698 | 0.7921 | 0.6325 | 0.6834 | | 0.2964 | 6.43 | 2380 | 0.4926 | 0.7003 | 0.8086 | 0.8749 | 0.9319 | 0.8082 | 0.8491 | 0.5135 | 0.8856 | 0.8568 | 0.8154 | 0.8478 | 0.6560 | 0.7508 | 0.4095 | 0.7935 | 0.6932 | 0.7513 | | 0.3581 | 6.49 | 2400 | 0.4978 | 0.7056 | 0.8147 | 0.8789 | 0.9219 | 0.8106 | 0.8758 | 0.4859 | 0.8868 | 0.8750 | 0.8467 | 0.8554 | 0.6623 | 0.7478 | 0.4092 | 0.7976 | 0.6903 | 0.7767 | | 0.2314 | 6.54 | 2420 | 0.5135 | 0.7069 | 0.8124 | 0.8806 | 0.9216 | 0.8201 | 0.8698 | 0.4748 | 0.8957 | 0.8311 | 0.8739 | 0.8529 | 0.6531 | 0.7548 | 0.3895 | 0.7970 | 0.7054 | 0.7959 | | 0.2579 | 6.59 | 2440 | 0.5198 | 0.7065 | 0.8177 | 0.8774 | 0.9268 | 0.8008 | 0.8579 | 0.5449 | 0.8749 | 0.8501 | 0.8685 | 0.8587 | 0.6586 | 0.7613 | 0.4115 | 0.7841 | 0.7070 | 0.7645 | | 0.2868 | 6.65 | 2460 | 0.4945 | 0.7088 | 0.8165 | 0.8816 | 0.9211 | 0.7457 | 0.8820 | 0.5451 | 0.8926 | 0.8669 | 0.8625 | 0.8590 | 0.6359 | 0.7593 | 0.4065 | 0.7987 | 0.7092 | 0.7932 | | 0.1662 | 6.7 | 2480 | 0.5108 | 0.6747 | 0.7882 | 0.8665 | 0.9180 | 0.7134 | 0.8785 | 0.4941 | 0.8982 | 0.8366 | 0.7787 | 0.8438 | 0.5949 | 0.7428 | 0.3568 | 0.7933 | 0.6736 | 0.7176 | | 0.4887 | 6.76 | 2500 | 0.5402 | 0.6787 | 0.7846 | 0.8676 | 0.9325 | 0.7387 | 0.8802 | 0.4523 | 0.8937 | 0.8354 | 0.7598 | 0.8441 | 0.6263 | 0.7582 | 0.3668 | 0.7947 | 0.6628 | 0.6979 | | 0.2958 | 6.81 | 2520 | 0.5463 | 0.6879 | 0.8021 | 0.8693 | 0.9166 | 0.7788 | 0.8735 | 0.4952 | 0.8866 | 0.8606 | 0.8033 | 0.8506 | 0.6427 | 0.7519 | 0.3907 | 0.7843 | 0.6571 | 0.7384 | | 0.1797 | 6.86 | 2540 | 0.5422 | 0.6755 | 0.7921 | 0.8630 | 0.9257 | 0.8059 | 0.8971 | 0.4600 | 0.8825 | 0.8415 | 0.7323 | 0.8440 | 0.6593 | 0.7343 | 0.3841 | 0.7896 | 0.6389 | 0.6784 | | 0.3753 | 6.92 | 2560 | 0.5063 | 0.6908 | 0.8078 | 0.8715 | 0.9315 | 0.8338 | 0.8600 | 0.5039 | 0.8815 | 0.8582 | 0.7853 | 0.8502 | 0.6637 | 0.7301 | 0.3682 | 0.7913 | 0.6859 | 0.7463 | | 0.2522 | 6.97 | 2580 | 0.5076 | 0.7051 | 0.8176 | 0.8795 | 0.9245 | 0.8097 | 0.8640 | 0.5244 | 0.8831 | 0.8414 | 0.8761 | 0.8574 | 0.6570 | 0.7438 | 0.3786 | 0.7951 | 0.7094 | 0.7947 | | 0.1963 | 7.03 | 2600 | 0.5412 | 0.6953 | 0.8033 | 0.8755 | 0.9257 | 0.8008 | 0.8806 | 0.4512 | 0.8876 | 0.8389 | 0.8382 | 0.8524 | 0.6578 | 0.7383 | 0.3740 | 0.7959 | 0.6813 | 0.7676 | | 0.2533 | 7.08 | 2620 | 0.5306 | 0.6941 | 0.8020 | 0.8749 | 0.9250 | 0.8002 | 0.8596 | 0.4599 | 0.8929 | 0.8457 | 0.8310 | 0.8526 | 0.6567 | 0.7543 | 0.3649 | 0.7948 | 0.6773 | 0.7584 | | 0.5541 | 7.14 | 2640 | 0.4998 | 0.6890 | 0.8018 | 0.8720 | 0.9232 | 0.7654 | 0.8556 | 0.5372 | 0.8919 | 0.7927 | 0.8463 | 0.8573 | 0.6352 | 0.7635 | 0.3538 | 0.7833 | 0.6576 | 0.7724 | | 0.0754 | 7.19 | 2660 | 0.5106 | 0.6958 | 0.8093 | 0.8759 | 0.9283 | 0.8220 | 0.8579 | 0.4752 | 0.8801 | 0.8556 | 0.8459 | 0.8570 | 0.6494 | 0.7530 | 0.3634 | 0.7918 | 0.6893 | 0.7669 | | 0.2814 | 7.24 | 2680 | 0.4975 | 0.6984 | 0.8098 | 0.8768 | 0.9245 | 0.8033 | 0.8694 | 0.4664 | 0.8791 | 0.8741 | 0.8522 | 0.8568 | 0.6600 | 0.7555 | 0.3510 | 0.7891 | 0.6977 | 0.7788 | | 0.2554 | 7.3 | 2700 | 0.5054 | 0.7003 | 0.8036 | 0.8779 | 0.9225 | 0.8051 | 0.8610 | 0.4625 | 0.9101 | 0.8438 | 0.8204 | 0.8561 | 0.6545 | 0.7509 | 0.3953 | 0.7986 | 0.6869 | 0.7602 | | 0.3146 | 7.35 | 2720 | 0.5127 | 0.6946 | 0.7991 | 0.8764 | 0.9263 | 0.7836 | 0.8618 | 0.4574 | 0.9023 | 0.8321 | 0.8299 | 0.8564 | 0.6548 | 0.7525 | 0.3664 | 0.7994 | 0.6725 | 0.7600 | | 0.2087 | 7.41 | 2740 | 0.5040 | 0.6965 | 0.8015 | 0.8755 | 0.9326 | 0.7905 | 0.8362 | 0.4804 | 0.8916 | 0.8476 | 0.8315 | 0.8541 | 0.6544 | 0.7533 | 0.3868 | 0.7943 | 0.6721 | 0.7607 | | 0.1496 | 7.46 | 2760 | 0.5244 | 0.6893 | 0.7867 | 0.8743 | 0.9272 | 0.7775 | 0.8650 | 0.4209 | 0.9172 | 0.7854 | 0.8139 | 0.8556 | 0.6555 | 0.7573 | 0.3754 | 0.7983 | 0.6397 | 0.7434 | | 0.3823 | 7.51 | 2780 | 0.5747 | 0.6768 | 0.7897 | 0.8643 | 0.9148 | 0.7911 | 0.8751 | 0.4695 | 0.9054 | 0.8193 | 0.7525 | 0.8540 | 0.6638 | 0.7402 | 0.3878 | 0.7889 | 0.6162 | 0.6866 | | 0.2446 | 7.57 | 2800 | 0.6275 | 0.6678 | 0.7875 | 0.8619 | 0.9218 | 0.7070 | 0.8815 | 0.5210 | 0.8876 | 0.8579 | 0.7355 | 0.8564 | 0.6162 | 0.7259 | 0.3794 | 0.7888 | 0.6316 | 0.6763 | | 0.2835 | 7.62 | 2820 | 0.5051 | 0.6959 | 0.8041 | 0.8762 | 0.9263 | 0.8025 | 0.8453 | 0.5165 | 0.9079 | 0.7984 | 0.8319 | 0.8567 | 0.6381 | 0.7513 | 0.3942 | 0.7988 | 0.6717 | 0.7606 | | 0.2461 | 7.68 | 2840 | 0.4727 | 0.7052 | 0.8061 | 0.8823 | 0.9331 | 0.7872 | 0.8752 | 0.4974 | 0.9138 | 0.8080 | 0.8281 | 0.8625 | 0.6577 | 0.7555 | 0.3805 | 0.8062 | 0.6868 | 0.7876 | | 1.5004 | 7.73 | 2860 | 0.4791 | 0.7056 | 0.8100 | 0.8830 | 0.9410 | 0.8027 | 0.8831 | 0.4808 | 0.8950 | 0.8375 | 0.8298 | 0.8652 | 0.6591 | 0.7512 | 0.3775 | 0.8080 | 0.6986 | 0.7794 | | 0.1986 | 7.78 | 2880 | 0.5078 | 0.6965 | 0.7987 | 0.8790 | 0.9429 | 0.7843 | 0.8732 | 0.4093 | 0.8797 | 0.8623 | 0.8391 | 0.8571 | 0.6569 | 0.7405 | 0.3438 | 0.7997 | 0.6984 | 0.7788 | | 0.2339 | 7.84 | 2900 | 0.5000 | 0.7044 | 0.8077 | 0.8810 | 0.9319 | 0.7377 | 0.8550 | 0.5302 | 0.9025 | 0.8697 | 0.8269 | 0.8614 | 0.6325 | 0.7542 | 0.4047 | 0.8033 | 0.6984 | 0.7766 | | 0.0837 | 7.89 | 2920 | 0.5007 | 0.6982 | 0.8144 | 0.8763 | 0.9253 | 0.7582 | 0.8479 | 0.6030 | 0.8950 | 0.8469 | 0.8248 | 0.8550 | 0.6169 | 0.7484 | 0.4139 | 0.8027 | 0.6928 | 0.7577 | | 1.3492 | 7.95 | 2940 | 0.5037 | 0.7013 | 0.8103 | 0.8780 | 0.9140 | 0.7773 | 0.8419 | 0.5456 | 0.9124 | 0.8252 | 0.8556 | 0.8571 | 0.6288 | 0.7564 | 0.4051 | 0.7975 | 0.6892 | 0.7750 | | 0.1609 | 8.0 | 2960 | 0.5388 | 0.6951 | 0.8070 | 0.8771 | 0.9309 | 0.7180 | 0.8600 | 0.5458 | 0.8846 | 0.8751 | 0.8346 | 0.8616 | 0.6048 | 0.7611 | 0.3913 | 0.7982 | 0.6846 | 0.7640 | | 0.1974 | 8.05 | 2980 | 0.5616 | 0.6876 | 0.7942 | 0.8735 | 0.9369 | 0.7196 | 0.8774 | 0.4704 | 0.8778 | 0.8559 | 0.8217 | 0.8551 | 0.6205 | 0.7453 | 0.3603 | 0.7912 | 0.6828 | 0.7575 | | 0.3758 | 8.11 | 3000 | 0.5371 | 0.6905 | 0.7959 | 0.8751 | 0.9300 | 0.7476 | 0.8519 | 0.4906 | 0.9060 | 0.8422 | 0.8033 | 0.8609 | 0.6354 | 0.7528 | 0.3878 | 0.8035 | 0.6576 | 0.7357 | | 0.3258 | 8.16 | 3020 | 0.5377 | 0.7041 | 0.8142 | 0.8800 | 0.9247 | 0.8074 | 0.8684 | 0.4980 | 0.8955 | 0.8712 | 0.8341 | 0.8620 | 0.6547 | 0.7613 | 0.4021 | 0.8047 | 0.6799 | 0.7639 | | 0.6562 | 8.22 | 3040 | 0.5174 | 0.6983 | 0.8014 | 0.8770 | 0.9314 | 0.7726 | 0.8735 | 0.5109 | 0.9061 | 0.7972 | 0.8180 | 0.8600 | 0.6557 | 0.7687 | 0.3960 | 0.7985 | 0.6545 | 0.7546 | | 0.1986 | 8.27 | 3060 | 0.4938 | 0.6974 | 0.8105 | 0.8764 | 0.9298 | 0.8153 | 0.8806 | 0.5178 | 0.8897 | 0.8100 | 0.8299 | 0.8614 | 0.6635 | 0.7664 | 0.3697 | 0.7956 | 0.6648 | 0.7607 | | 0.2218 | 8.32 | 3080 | 0.4929 | 0.6988 | 0.8076 | 0.8781 | 0.9372 | 0.8038 | 0.8684 | 0.4851 | 0.8902 | 0.8650 | 0.8035 | 0.8626 | 0.6487 | 0.7563 | 0.4011 | 0.8030 | 0.6678 | 0.7521 | | 0.181 | 8.38 | 3100 | 0.4854 | 0.7063 | 0.8118 | 0.8812 | 0.9257 | 0.7996 | 0.8745 | 0.5019 | 0.8993 | 0.8189 | 0.8630 | 0.8637 | 0.6552 | 0.7577 | 0.4015 | 0.7980 | 0.6787 | 0.7892 | | 0.204 | 8.43 | 3120 | 0.4932 | 0.7113 | 0.8182 | 0.8835 | 0.9217 | 0.7920 | 0.8898 | 0.5004 | 0.8925 | 0.8545 | 0.8763 | 0.8663 | 0.6615 | 0.7517 | 0.3951 | 0.7976 | 0.7067 | 0.8001 | | 0.5453 | 8.49 | 3140 | 0.4829 | 0.7143 | 0.8229 | 0.8869 | 0.9246 | 0.8194 | 0.8835 | 0.5282 | 0.9107 | 0.8404 | 0.8534 | 0.8713 | 0.6598 | 0.7619 | 0.3889 | 0.8103 | 0.6973 | 0.8106 | | 0.2292 | 8.54 | 3160 | 0.5237 | 0.7038 | 0.8241 | 0.8793 | 0.9210 | 0.8151 | 0.8620 | 0.5617 | 0.8857 | 0.8758 | 0.8471 | 0.8655 | 0.6544 | 0.7576 | 0.3918 | 0.8016 | 0.6845 | 0.7710 | | 0.1385 | 8.59 | 3180 | 0.5481 | 0.6862 | 0.8014 | 0.8701 | 0.9265 | 0.7939 | 0.8747 | 0.5152 | 0.8964 | 0.8391 | 0.7637 | 0.8588 | 0.6542 | 0.7545 | 0.3946 | 0.7982 | 0.6452 | 0.6975 | | 0.1635 | 8.65 | 3200 | 0.5343 | 0.6881 | 0.7996 | 0.8714 | 0.9318 | 0.8101 | 0.8753 | 0.4698 | 0.8906 | 0.8485 | 0.7714 | 0.8524 | 0.6505 | 0.7575 | 0.3919 | 0.7995 | 0.6584 | 0.7066 | | 0.4739 | 8.7 | 3220 | 0.5714 | 0.6824 | 0.7937 | 0.8679 | 0.9211 | 0.7951 | 0.8765 | 0.4737 | 0.9050 | 0.8307 | 0.7536 | 0.8483 | 0.6485 | 0.7458 | 0.3918 | 0.7968 | 0.6535 | 0.6920 | | 0.0793 | 8.76 | 3240 | 0.5943 | 0.6928 | 0.8056 | 0.8730 | 0.9282 | 0.8230 | 0.8639 | 0.4809 | 0.8898 | 0.8667 | 0.7871 | 0.8574 | 0.6578 | 0.7553 | 0.4043 | 0.7971 | 0.6536 | 0.7243 | | 0.457 | 8.81 | 3260 | 0.5463 | 0.6962 | 0.8103 | 0.8747 | 0.9296 | 0.8083 | 0.8663 | 0.5222 | 0.8885 | 0.8611 | 0.7962 | 0.8615 | 0.6589 | 0.7576 | 0.4144 | 0.8003 | 0.6528 | 0.7283 | | 0.1746 | 8.86 | 3280 | 0.5066 | 0.7015 | 0.8137 | 0.8776 | 0.9288 | 0.8112 | 0.8883 | 0.5120 | 0.8900 | 0.8623 | 0.8032 | 0.8597 | 0.6556 | 0.7580 | 0.4177 | 0.8038 | 0.6769 | 0.7386 | | 0.1672 | 8.92 | 3300 | 0.4937 | 0.7096 | 0.8195 | 0.8820 | 0.9303 | 0.8124 | 0.8993 | 0.5266 | 0.8841 | 0.8154 | 0.8682 | 0.8624 | 0.6627 | 0.7619 | 0.3900 | 0.7968 | 0.6986 | 0.7950 | | 0.2551 | 8.97 | 3320 | 0.4960 | 0.7167 | 0.8159 | 0.8871 | 0.9345 | 0.7941 | 0.8738 | 0.4865 | 0.8973 | 0.8495 | 0.8758 | 0.8699 | 0.6624 | 0.7631 | 0.4167 | 0.8062 | 0.7013 | 0.7974 | | 0.2257 | 9.03 | 3340 | 0.4759 | 0.7055 | 0.8053 | 0.8823 | 0.9389 | 0.7972 | 0.8856 | 0.4653 | 0.9050 | 0.8305 | 0.8146 | 0.8699 | 0.6631 | 0.7645 | 0.4127 | 0.8071 | 0.6584 | 0.7628 | | 0.1426 | 9.08 | 3360 | 0.5225 | 0.7002 | 0.8077 | 0.8786 | 0.9387 | 0.8276 | 0.8668 | 0.4760 | 0.9021 | 0.8812 | 0.7617 | 0.8689 | 0.6713 | 0.7618 | 0.4178 | 0.8108 | 0.6443 | 0.7265 | | 0.3053 | 9.14 | 3380 | 0.5660 | 0.6966 | 0.8077 | 0.8762 | 0.9376 | 0.8388 | 0.8694 | 0.5149 | 0.9038 | 0.8209 | 0.7682 | 0.8671 | 0.6636 | 0.7515 | 0.4205 | 0.8039 | 0.6474 | 0.7219 | | 0.1548 | 9.19 | 3400 | 0.5813 | 0.6893 | 0.8127 | 0.8702 | 0.9234 | 0.8438 | 0.8660 | 0.5554 | 0.8943 | 0.8522 | 0.7538 | 0.8627 | 0.6629 | 0.7515 | 0.4097 | 0.7951 | 0.6362 | 0.7066 | | 0.1211 | 9.24 | 3420 | 0.5769 | 0.6932 | 0.8118 | 0.8727 | 0.9283 | 0.8104 | 0.8924 | 0.5413 | 0.8906 | 0.8706 | 0.7492 | 0.8634 | 0.6655 | 0.7570 | 0.4123 | 0.7995 | 0.6412 | 0.7131 | | 0.3147 | 9.3 | 3440 | 0.5796 | 0.6837 | 0.7944 | 0.8694 | 0.9430 | 0.8004 | 0.8910 | 0.4942 | 0.8914 | 0.7999 | 0.7407 | 0.8596 | 0.6598 | 0.7527 | 0.3965 | 0.7944 | 0.6143 | 0.7083 | | 0.1144 | 9.35 | 3460 | 0.5141 | 0.7011 | 0.8072 | 0.8787 | 0.9328 | 0.8200 | 0.8415 | 0.5128 | 0.9064 | 0.8054 | 0.8311 | 0.8622 | 0.6524 | 0.7557 | 0.4135 | 0.8022 | 0.6547 | 0.7668 | | 0.1403 | 9.41 | 3480 | 0.5173 | 0.6984 | 0.8031 | 0.8770 | 0.9355 | 0.7785 | 0.8427 | 0.5184 | 0.8989 | 0.8227 | 0.8251 | 0.8596 | 0.6557 | 0.7544 | 0.3990 | 0.7994 | 0.6599 | 0.7611 | | 0.203 | 9.46 | 3500 | 0.5448 | 0.6956 | 0.8058 | 0.8747 | 0.9276 | 0.8036 | 0.8666 | 0.5026 | 0.8981 | 0.8497 | 0.7924 | 0.8585 | 0.6576 | 0.7538 | 0.4119 | 0.8012 | 0.6598 | 0.7268 | | 0.1282 | 9.51 | 3520 | 0.5381 | 0.6883 | 0.7928 | 0.8737 | 0.9430 | 0.7925 | 0.8682 | 0.4397 | 0.8971 | 0.8504 | 0.7585 | 0.8612 | 0.6569 | 0.7461 | 0.3839 | 0.8005 | 0.6522 | 0.7175 | | 0.432 | 9.57 | 3540 | 0.5318 | 0.6937 | 0.8023 | 0.8754 | 0.9268 | 0.8147 | 0.8637 | 0.4540 | 0.8954 | 0.8362 | 0.8253 | 0.8571 | 0.6500 | 0.7432 | 0.3879 | 0.7980 | 0.6640 | 0.7557 | | 0.2516 | 9.62 | 3560 | 0.5506 | 0.6840 | 0.7978 | 0.8681 | 0.9232 | 0.8109 | 0.8477 | 0.5013 | 0.8985 | 0.8223 | 0.7809 | 0.8549 | 0.6578 | 0.7348 | 0.3866 | 0.7868 | 0.6453 | 0.7217 | | 0.4764 | 9.68 | 3580 | 0.5261 | 0.7026 | 0.8114 | 0.8799 | 0.9304 | 0.8107 | 0.8580 | 0.5347 | 0.9048 | 0.7993 | 0.8418 | 0.8653 | 0.6570 | 0.7500 | 0.3826 | 0.7991 | 0.6800 | 0.7842 | | 0.2307 | 9.73 | 3600 | 0.5296 | 0.7008 | 0.8118 | 0.8791 | 0.9377 | 0.8005 | 0.8662 | 0.5038 | 0.8850 | 0.8763 | 0.8130 | 0.8678 | 0.6570 | 0.7503 | 0.4018 | 0.8025 | 0.6632 | 0.7633 | | 0.1737 | 9.78 | 3620 | 0.5454 | 0.7018 | 0.8109 | 0.8783 | 0.9224 | 0.7941 | 0.8902 | 0.4868 | 0.8924 | 0.8574 | 0.8328 | 0.8626 | 0.6616 | 0.7485 | 0.4094 | 0.8002 | 0.6707 | 0.7595 | | 0.1987 | 9.84 | 3640 | 0.5651 | 0.6953 | 0.7997 | 0.8760 | 0.9312 | 0.7764 | 0.8770 | 0.4707 | 0.9034 | 0.8563 | 0.7825 | 0.8672 | 0.6606 | 0.7450 | 0.4049 | 0.7976 | 0.6536 | 0.7379 | | 0.2626 | 9.89 | 3660 | 0.5389 | 0.7021 | 0.8095 | 0.8786 | 0.9281 | 0.8088 | 0.8662 | 0.4890 | 0.8949 | 0.8447 | 0.8350 | 0.8625 | 0.6628 | 0.7507 | 0.4134 | 0.8023 | 0.6652 | 0.7577 | | 0.228 | 9.95 | 3680 | 0.4990 | 0.7072 | 0.8153 | 0.8809 | 0.9265 | 0.8167 | 0.8577 | 0.5368 | 0.9022 | 0.8071 | 0.8602 | 0.8640 | 0.6599 | 0.7581 | 0.4045 | 0.7984 | 0.6771 | 0.7882 | | 0.202 | 10.0 | 3700 | 0.5157 | 0.7034 | 0.8153 | 0.8797 | 0.9390 | 0.8201 | 0.8618 | 0.5079 | 0.8794 | 0.8709 | 0.8278 | 0.8647 | 0.6624 | 0.7616 | 0.3828 | 0.7975 | 0.6802 | 0.7747 | | 0.1267 | 10.05 | 3720 | 0.6238 | 0.6908 | 0.7911 | 0.8720 | 0.9357 | 0.7617 | 0.8816 | 0.4644 | 0.9074 | 0.8577 | 0.7292 | 0.8644 | 0.6666 | 0.7559 | 0.3939 | 0.7830 | 0.6742 | 0.6974 | | 0.201 | 10.11 | 3740 | 0.5198 | 0.7118 | 0.8110 | 0.8851 | 0.9465 | 0.7879 | 0.8955 | 0.4572 | 0.8783 | 0.8490 | 0.8626 | 0.8647 | 0.6697 | 0.7411 | 0.3811 | 0.8006 | 0.7150 | 0.8104 | | 0.1652 | 10.16 | 3760 | 0.4975 | 0.7185 | 0.8179 | 0.8882 | 0.9393 | 0.8016 | 0.8422 | 0.5026 | 0.9001 | 0.8738 | 0.8657 | 0.8708 | 0.6646 | 0.7568 | 0.4102 | 0.8077 | 0.7127 | 0.8068 | | 0.2556 | 10.22 | 3780 | 0.5185 | 0.7079 | 0.8096 | 0.8823 | 0.9310 | 0.7939 | 0.8767 | 0.4982 | 0.9101 | 0.8376 | 0.8200 | 0.8702 | 0.6698 | 0.7605 | 0.4202 | 0.8064 | 0.6650 | 0.7630 | | 0.1816 | 10.27 | 3800 | 0.5099 | 0.7049 | 0.8087 | 0.8808 | 0.9357 | 0.8126 | 0.8794 | 0.5079 | 0.9117 | 0.8190 | 0.7943 | 0.8725 | 0.6798 | 0.7567 | 0.4192 | 0.8061 | 0.6405 | 0.7595 | | 0.1798 | 10.32 | 3820 | 0.5190 | 0.6953 | 0.7978 | 0.8763 | 0.9429 | 0.7971 | 0.8612 | 0.4771 | 0.9003 | 0.8153 | 0.7909 | 0.8689 | 0.6755 | 0.7517 | 0.3761 | 0.7908 | 0.6493 | 0.7546 | | 0.2387 | 10.38 | 3840 | 0.5195 | 0.7007 | 0.8070 | 0.8796 | 0.9452 | 0.8050 | 0.8572 | 0.5082 | 0.8902 | 0.8114 | 0.8315 | 0.8690 | 0.6623 | 0.7578 | 0.3843 | 0.7979 | 0.6553 | 0.7786 | | 0.1978 | 10.43 | 3860 | 0.5542 | 0.6970 | 0.8079 | 0.8778 | 0.9321 | 0.8004 | 0.8992 | 0.4805 | 0.8880 | 0.8324 | 0.8223 | 0.8678 | 0.6601 | 0.7516 | 0.3669 | 0.7947 | 0.6669 | 0.7709 | | 1.1434 | 10.49 | 3880 | 0.5309 | 0.6989 | 0.8092 | 0.8791 | 0.9322 | 0.8335 | 0.8746 | 0.4651 | 0.8949 | 0.8429 | 0.8215 | 0.8673 | 0.6571 | 0.7474 | 0.3863 | 0.8007 | 0.6581 | 0.7754 | | 0.1303 | 10.54 | 3900 | 0.5046 | 0.7093 | 0.8109 | 0.8836 | 0.9322 | 0.8073 | 0.8619 | 0.4903 | 0.9087 | 0.8338 | 0.8418 | 0.8694 | 0.6775 | 0.7593 | 0.3962 | 0.8053 | 0.6635 | 0.7943 | | 0.1852 | 10.59 | 3920 | 0.5232 | 0.7062 | 0.8088 | 0.8817 | 0.9322 | 0.8051 | 0.8746 | 0.4951 | 0.9094 | 0.8222 | 0.8227 | 0.8691 | 0.6798 | 0.7631 | 0.3979 | 0.8042 | 0.6553 | 0.7743 | | 0.163 | 10.65 | 3940 | 0.5616 | 0.6985 | 0.8148 | 0.8759 | 0.9250 | 0.8139 | 0.8405 | 0.5471 | 0.8947 | 0.8755 | 0.8069 | 0.8628 | 0.6576 | 0.7535 | 0.4040 | 0.7985 | 0.6562 | 0.7571 | | 0.1246 | 10.7 | 3960 | 0.5562 | 0.6947 | 0.8048 | 0.8743 | 0.9323 | 0.8112 | 0.8646 | 0.5051 | 0.9011 | 0.8549 | 0.7646 | 0.8614 | 0.6642 | 0.7561 | 0.4115 | 0.8013 | 0.6496 | 0.7191 | | 0.1551 | 10.76 | 3980 | 0.5385 | 0.7000 | 0.8061 | 0.8782 | 0.9366 | 0.8124 | 0.8729 | 0.4912 | 0.8993 | 0.8277 | 0.8029 | 0.8658 | 0.6646 | 0.7624 | 0.4025 | 0.8009 | 0.6574 | 0.7464 | | 0.1331 | 10.81 | 4000 | 0.5253 | 0.6981 | 0.8251 | 0.8747 | 0.9290 | 0.8215 | 0.8772 | 0.6042 | 0.8728 | 0.8741 | 0.7972 | 0.8673 | 0.6590 | 0.7676 | 0.3934 | 0.7926 | 0.6708 | 0.7360 | | 0.164 | 10.86 | 4020 | 0.5408 | 0.6896 | 0.7965 | 0.8722 | 0.9387 | 0.8077 | 0.8678 | 0.4792 | 0.9052 | 0.8495 | 0.7271 | 0.8630 | 0.6566 | 0.7652 | 0.3907 | 0.7904 | 0.6769 | 0.6844 | | 0.2992 | 10.92 | 4040 | 0.4891 | 0.7085 | 0.8211 | 0.8822 | 0.9322 | 0.8341 | 0.8662 | 0.5303 | 0.8922 | 0.8592 | 0.8337 | 0.8665 | 0.6560 | 0.7673 | 0.3975 | 0.8026 | 0.6946 | 0.7751 | | 0.5583 | 10.97 | 4060 | 0.5178 | 0.7032 | 0.8113 | 0.8791 | 0.9242 | 0.8140 | 0.8637 | 0.5165 | 0.9088 | 0.8310 | 0.8207 | 0.8600 | 0.6629 | 0.7628 | 0.3986 | 0.8043 | 0.6801 | 0.7539 | | 0.2979 | 11.03 | 4080 | 0.5387 | 0.7078 | 0.8218 | 0.8806 | 0.9227 | 0.8195 | 0.8675 | 0.5477 | 0.8942 | 0.8591 | 0.8423 | 0.8631 | 0.6687 | 0.7587 | 0.3998 | 0.8031 | 0.6887 | 0.7723 | | 0.1316 | 11.08 | 4100 | 0.5345 | 0.7043 | 0.8156 | 0.8810 | 0.9374 | 0.8271 | 0.8597 | 0.5116 | 0.8893 | 0.8535 | 0.8303 | 0.8655 | 0.6618 | 0.7547 | 0.3989 | 0.8088 | 0.6779 | 0.7628 | | 0.0826 | 11.14 | 4120 | 0.5548 | 0.7032 | 0.8100 | 0.8807 | 0.9285 | 0.8053 | 0.8655 | 0.4684 | 0.8945 | 0.8613 | 0.8462 | 0.8631 | 0.6734 | 0.7537 | 0.3760 | 0.8062 | 0.6754 | 0.7744 | | 0.2202 | 11.19 | 4140 | 0.5560 | 0.6969 | 0.8014 | 0.8780 | 0.9305 | 0.7836 | 0.8645 | 0.4524 | 0.8979 | 0.8550 | 0.8258 | 0.8633 | 0.6689 | 0.7484 | 0.3774 | 0.8052 | 0.6585 | 0.7567 | | 0.1173 | 11.24 | 4160 | 0.5449 | 0.6980 | 0.8126 | 0.8764 | 0.9357 | 0.7982 | 0.8568 | 0.5453 | 0.8808 | 0.8448 | 0.8266 | 0.8590 | 0.6650 | 0.7564 | 0.3648 | 0.8001 | 0.6832 | 0.7575 | | 0.2042 | 11.3 | 4180 | 0.5187 | 0.7145 | 0.8163 | 0.8859 | 0.9255 | 0.7955 | 0.8716 | 0.4897 | 0.9028 | 0.8533 | 0.8760 | 0.8640 | 0.6608 | 0.7610 | 0.3982 | 0.8069 | 0.7113 | 0.7992 | | 0.3217 | 11.35 | 4200 | 0.5622 | 0.7025 | 0.8106 | 0.8797 | 0.9297 | 0.7967 | 0.8600 | 0.5008 | 0.8966 | 0.8600 | 0.8306 | 0.8646 | 0.6606 | 0.7551 | 0.3964 | 0.8045 | 0.6758 | 0.7605 | | 0.1931 | 11.41 | 4220 | 0.5558 | 0.7066 | 0.8141 | 0.8818 | 0.9319 | 0.8162 | 0.8842 | 0.4977 | 0.8970 | 0.8410 | 0.8305 | 0.8651 | 0.6655 | 0.7627 | 0.4046 | 0.8084 | 0.6798 | 0.7601 | | 0.223 | 11.46 | 4240 | 0.5849 | 0.6760 | 0.7929 | 0.8630 | 0.9468 | 0.8051 | 0.8890 | 0.5197 | 0.8878 | 0.8614 | 0.6407 | 0.8646 | 0.6706 | 0.7622 | 0.4149 | 0.7891 | 0.6286 | 0.6018 | | 0.3508 | 11.51 | 4260 | 0.5701 | 0.6909 | 0.8025 | 0.8698 | 0.9422 | 0.8224 | 0.8727 | 0.4983 | 0.8817 | 0.8765 | 0.7240 | 0.8629 | 0.6726 | 0.7613 | 0.4103 | 0.7803 | 0.6710 | 0.6782 | | 0.1145 | 11.57 | 4280 | 0.5226 | 0.7036 | 0.8121 | 0.8782 | 0.9378 | 0.7925 | 0.8828 | 0.5170 | 0.8844 | 0.8744 | 0.7958 | 0.8613 | 0.6645 | 0.7536 | 0.3927 | 0.7948 | 0.7167 | 0.7411 | | 0.3087 | 11.62 | 4300 | 0.5339 | 0.7019 | 0.8148 | 0.8772 | 0.9450 | 0.8022 | 0.8851 | 0.5208 | 0.8639 | 0.8785 | 0.8079 | 0.8580 | 0.6705 | 0.7572 | 0.3803 | 0.7963 | 0.7067 | 0.7441 | | 0.1138 | 11.68 | 4320 | 0.5449 | 0.6969 | 0.8052 | 0.8741 | 0.9323 | 0.7961 | 0.8831 | 0.4897 | 0.8868 | 0.8640 | 0.7846 | 0.8520 | 0.6703 | 0.7525 | 0.3768 | 0.7932 | 0.7094 | 0.7238 | | 0.1641 | 11.73 | 4340 | 0.5402 | 0.6999 | 0.8097 | 0.8747 | 0.9219 | 0.8045 | 0.8844 | 0.5193 | 0.8954 | 0.8346 | 0.8082 | 0.8543 | 0.6716 | 0.7546 | 0.3918 | 0.7904 | 0.6985 | 0.7380 | | 0.2034 | 11.78 | 4360 | 0.5265 | 0.7109 | 0.8187 | 0.8813 | 0.9356 | 0.8192 | 0.8710 | 0.5384 | 0.8934 | 0.8642 | 0.8093 | 0.8606 | 0.6745 | 0.7612 | 0.4153 | 0.8029 | 0.7009 | 0.7611 | | 0.1204 | 11.84 | 4380 | 0.5285 | 0.7083 | 0.8137 | 0.8804 | 0.9312 | 0.8182 | 0.8727 | 0.5095 | 0.9028 | 0.8634 | 0.7984 | 0.8569 | 0.6800 | 0.7551 | 0.4044 | 0.8060 | 0.7009 | 0.7549 | | 0.2684 | 11.89 | 4400 | 0.5641 | 0.7045 | 0.8047 | 0.8788 | 0.9394 | 0.8446 | 0.8709 | 0.4669 | 0.9120 | 0.8363 | 0.7625 | 0.8480 | 0.6745 | 0.7552 | 0.4116 | 0.8117 | 0.6998 | 0.7306 | | 0.1795 | 11.95 | 4420 | 0.5086 | 0.7092 | 0.8107 | 0.8820 | 0.9428 | 0.8323 | 0.8628 | 0.4895 | 0.9014 | 0.8426 | 0.8037 | 0.8559 | 0.6713 | 0.7506 | 0.4089 | 0.8097 | 0.7006 | 0.7676 | | 0.1273 | 12.0 | 4440 | 0.5752 | 0.6985 | 0.8105 | 0.8744 | 0.9416 | 0.8068 | 0.8657 | 0.5308 | 0.8750 | 0.8667 | 0.7870 | 0.8485 | 0.6587 | 0.7526 | 0.3897 | 0.7958 | 0.7133 | 0.7308 | | 0.2277 | 12.05 | 4460 | 0.5786 | 0.7005 | 0.8037 | 0.8758 | 0.9380 | 0.7862 | 0.8540 | 0.5036 | 0.8940 | 0.8676 | 0.7829 | 0.8503 | 0.6653 | 0.7464 | 0.3983 | 0.7974 | 0.7158 | 0.7299 | | 0.2065 | 12.11 | 4480 | 0.5759 | 0.7021 | 0.8088 | 0.8768 | 0.9290 | 0.8154 | 0.8812 | 0.5009 | 0.9027 | 0.8534 | 0.7787 | 0.8523 | 0.6619 | 0.7602 | 0.4053 | 0.8003 | 0.7089 | 0.7255 | | 0.2858 | 12.16 | 4500 | 0.5469 | 0.7040 | 0.8112 | 0.8769 | 0.9366 | 0.8173 | 0.8560 | 0.5284 | 0.8907 | 0.8453 | 0.8040 | 0.8505 | 0.6637 | 0.7556 | 0.4078 | 0.7983 | 0.7124 | 0.7399 | | 0.1869 | 12.22 | 4520 | 0.5156 | 0.7109 | 0.8204 | 0.8819 | 0.9231 | 0.7980 | 0.8745 | 0.5247 | 0.8903 | 0.8808 | 0.8513 | 0.8637 | 0.6648 | 0.7594 | 0.4164 | 0.8009 | 0.6947 | 0.7764 | | 0.2882 | 12.27 | 4540 | 0.5421 | 0.7132 | 0.8164 | 0.8840 | 0.9265 | 0.7913 | 0.8751 | 0.5107 | 0.8990 | 0.8471 | 0.8647 | 0.8649 | 0.6703 | 0.7584 | 0.4149 | 0.8046 | 0.6920 | 0.7875 | | 0.1855 | 12.32 | 4560 | 0.5286 | 0.7110 | 0.8187 | 0.8825 | 0.9296 | 0.8065 | 0.8719 | 0.5405 | 0.8963 | 0.8363 | 0.8496 | 0.8648 | 0.6624 | 0.7625 | 0.4237 | 0.8042 | 0.6811 | 0.7779 | | 0.0765 | 12.38 | 4580 | 0.5463 | 0.7092 | 0.8190 | 0.8808 | 0.9320 | 0.8074 | 0.8703 | 0.5498 | 0.8895 | 0.8471 | 0.8371 | 0.8629 | 0.6658 | 0.7656 | 0.4163 | 0.8007 | 0.6839 | 0.7691 | | 0.1501 | 12.43 | 4600 | 0.5543 | 0.7090 | 0.8188 | 0.8810 | 0.9258 | 0.8169 | 0.8863 | 0.5025 | 0.8877 | 0.8735 | 0.8390 | 0.8625 | 0.6698 | 0.7602 | 0.4107 | 0.8006 | 0.6909 | 0.7683 | | 0.2011 | 12.49 | 4620 | 0.5402 | 0.7070 | 0.8079 | 0.8805 | 0.9348 | 0.8114 | 0.8769 | 0.4842 | 0.9007 | 0.8217 | 0.8256 | 0.8575 | 0.6747 | 0.7604 | 0.4062 | 0.8045 | 0.6908 | 0.7547 | | 0.2811 | 12.54 | 4640 | 0.5623 | 0.7109 | 0.8198 | 0.8818 | 0.9324 | 0.8165 | 0.8614 | 0.5483 | 0.8918 | 0.8414 | 0.8468 | 0.8635 | 0.6722 | 0.7605 | 0.4088 | 0.8010 | 0.6916 | 0.7786 | | 0.1678 | 12.59 | 4660 | 0.5521 | 0.7139 | 0.8219 | 0.8838 | 0.9264 | 0.8094 | 0.8663 | 0.5321 | 0.8902 | 0.8496 | 0.8796 | 0.8646 | 0.6716 | 0.7621 | 0.3920 | 0.7980 | 0.7056 | 0.8031 | | 0.4329 | 12.65 | 4680 | 0.5468 | 0.7142 | 0.8160 | 0.8847 | 0.9335 | 0.8008 | 0.8607 | 0.5045 | 0.8952 | 0.8510 | 0.8665 | 0.8646 | 0.6709 | 0.7608 | 0.4045 | 0.8032 | 0.7002 | 0.7948 | | 0.1534 | 12.7 | 4700 | 0.5267 | 0.7164 | 0.8163 | 0.8861 | 0.9338 | 0.7933 | 0.8596 | 0.5049 | 0.8984 | 0.8540 | 0.8706 | 0.8655 | 0.6674 | 0.7596 | 0.4144 | 0.8073 | 0.7055 | 0.7948 | | 0.2642 | 12.76 | 4720 | 0.5106 | 0.7123 | 0.8187 | 0.8840 | 0.9309 | 0.7976 | 0.8623 | 0.5285 | 0.8956 | 0.8617 | 0.8544 | 0.8660 | 0.6639 | 0.7622 | 0.4075 | 0.8060 | 0.6961 | 0.7842 | | 0.1096 | 12.81 | 4740 | 0.5154 | 0.7123 | 0.8249 | 0.8833 | 0.9280 | 0.8116 | 0.8661 | 0.5616 | 0.8884 | 0.8482 | 0.8702 | 0.8654 | 0.6624 | 0.7613 | 0.3998 | 0.8021 | 0.6971 | 0.7983 | | 0.1454 | 12.86 | 4760 | 0.5147 | 0.7008 | 0.8098 | 0.8793 | 0.9414 | 0.7752 | 0.8858 | 0.5114 | 0.8818 | 0.8572 | 0.8157 | 0.8708 | 0.6553 | 0.7575 | 0.4072 | 0.8022 | 0.6539 | 0.7587 | | 0.2267 | 12.92 | 4780 | 0.5824 | 0.6934 | 0.8007 | 0.8725 | 0.9436 | 0.8237 | 0.8761 | 0.4947 | 0.8987 | 0.8511 | 0.7170 | 0.8607 | 0.6729 | 0.7670 | 0.4157 | 0.7944 | 0.6573 | 0.6861 | | 0.1403 | 12.97 | 4800 | 0.5346 | 0.6917 | 0.8006 | 0.8732 | 0.9364 | 0.8246 | 0.8715 | 0.4715 | 0.9050 | 0.8746 | 0.7207 | 0.8641 | 0.6758 | 0.7634 | 0.4065 | 0.8034 | 0.6448 | 0.6841 | | 0.1457 | 13.03 | 4820 | 0.5468 | 0.6870 | 0.7989 | 0.8712 | 0.9394 | 0.8268 | 0.8813 | 0.4657 | 0.8959 | 0.8684 | 0.7148 | 0.8580 | 0.6738 | 0.7553 | 0.3897 | 0.8040 | 0.6482 | 0.6803 | | 0.1959 | 13.08 | 4840 | 0.5889 | 0.6759 | 0.7947 | 0.8621 | 0.9351 | 0.8170 | 0.8737 | 0.5248 | 0.8975 | 0.8713 | 0.6434 | 0.8585 | 0.6715 | 0.7555 | 0.4070 | 0.7859 | 0.6381 | 0.6145 | | 0.1888 | 13.14 | 4860 | 0.5391 | 0.6928 | 0.8006 | 0.8722 | 0.9397 | 0.8170 | 0.8741 | 0.4950 | 0.8998 | 0.8562 | 0.7222 | 0.8578 | 0.6780 | 0.7546 | 0.4108 | 0.7973 | 0.6634 | 0.6878 | | 0.1244 | 13.19 | 4880 | 0.5000 | 0.7118 | 0.8144 | 0.8825 | 0.9449 | 0.8240 | 0.8686 | 0.5138 | 0.8952 | 0.8501 | 0.8041 | 0.8595 | 0.6834 | 0.7673 | 0.4042 | 0.8061 | 0.6907 | 0.7714 | | 0.3245 | 13.24 | 4900 | 0.5033 | 0.7139 | 0.8223 | 0.8849 | 0.9299 | 0.8268 | 0.8769 | 0.5158 | 0.8960 | 0.8649 | 0.8461 | 0.8697 | 0.6746 | 0.7589 | 0.4030 | 0.8043 | 0.6851 | 0.8016 | | 0.0893 | 13.3 | 4920 | 0.4766 | 0.7166 | 0.8242 | 0.8851 | 0.9350 | 0.7987 | 0.8822 | 0.5494 | 0.8856 | 0.8620 | 0.8563 | 0.8683 | 0.6626 | 0.7724 | 0.4184 | 0.8008 | 0.7026 | 0.7915 | | 0.2461 | 13.35 | 4940 | 0.5196 | 0.6961 | 0.8123 | 0.8744 | 0.9329 | 0.8239 | 0.8973 | 0.5374 | 0.8951 | 0.8583 | 0.7414 | 0.8647 | 0.6666 | 0.7676 | 0.4128 | 0.7991 | 0.6568 | 0.7053 | | 0.3947 | 13.41 | 4960 | 0.5974 | 0.6791 | 0.7939 | 0.8654 | 0.9323 | 0.8005 | 0.8964 | 0.4953 | 0.9010 | 0.8603 | 0.6714 | 0.8626 | 0.6691 | 0.7586 | 0.3970 | 0.7883 | 0.6390 | 0.6388 | | 0.1945 | 13.46 | 4980 | 0.4965 | 0.7104 | 0.8219 | 0.8826 | 0.9362 | 0.8034 | 0.8888 | 0.5460 | 0.8855 | 0.8719 | 0.8215 | 0.8665 | 0.6693 | 0.7727 | 0.3846 | 0.8019 | 0.7001 | 0.7779 | | 0.8697 | 13.51 | 5000 | 0.4927 | 0.7097 | 0.8193 | 0.8825 | 0.9399 | 0.8246 | 0.8839 | 0.5265 | 0.8868 | 0.8474 | 0.8256 | 0.8650 | 0.6742 | 0.7690 | 0.3734 | 0.8006 | 0.7016 | 0.7839 | | 0.0942 | 13.57 | 5020 | 0.5281 | 0.7076 | 0.8089 | 0.8813 | 0.9373 | 0.8192 | 0.8604 | 0.4780 | 0.9039 | 0.8605 | 0.8031 | 0.8639 | 0.6776 | 0.7577 | 0.3921 | 0.7985 | 0.6956 | 0.7679 | | 0.1212 | 13.62 | 5040 | 0.5164 | 0.7183 | 0.8175 | 0.8877 | 0.9287 | 0.8103 | 0.8648 | 0.4851 | 0.9055 | 0.8453 | 0.8827 | 0.8680 | 0.6716 | 0.7601 | 0.3956 | 0.8045 | 0.7173 | 0.8110 | | 0.3011 | 13.68 | 5060 | 0.5389 | 0.7126 | 0.8143 | 0.8840 | 0.9352 | 0.7830 | 0.8725 | 0.4934 | 0.8849 | 0.8541 | 0.8770 | 0.8611 | 0.6721 | 0.7540 | 0.3804 | 0.7997 | 0.7164 | 0.8049 | | 0.2132 | 13.73 | 5080 | 0.5279 | 0.7108 | 0.8182 | 0.8830 | 0.9269 | 0.7763 | 0.8784 | 0.5231 | 0.8880 | 0.8677 | 0.8672 | 0.8637 | 0.6580 | 0.7550 | 0.3864 | 0.7984 | 0.7173 | 0.7966 | | 0.2289 | 13.78 | 5100 | 0.5667 | 0.7119 | 0.8215 | 0.8828 | 0.9288 | 0.7987 | 0.8858 | 0.5180 | 0.8767 | 0.8629 | 0.8797 | 0.8621 | 0.6699 | 0.7561 | 0.3804 | 0.7964 | 0.7181 | 0.8002 | | 0.1043 | 13.84 | 5120 | 0.5473 | 0.7141 | 0.8230 | 0.8839 | 0.9303 | 0.8010 | 0.8678 | 0.5227 | 0.8784 | 0.8807 | 0.8801 | 0.8649 | 0.6716 | 0.7646 | 0.3833 | 0.7966 | 0.7173 | 0.8007 | | 0.2199 | 13.89 | 5140 | 0.5189 | 0.7166 | 0.8209 | 0.8856 | 0.9313 | 0.7987 | 0.8622 | 0.5373 | 0.8949 | 0.8429 | 0.8790 | 0.8648 | 0.6692 | 0.7645 | 0.3953 | 0.8028 | 0.7168 | 0.8031 | | 0.0932 | 13.95 | 5160 | 0.5387 | 0.7148 | 0.8209 | 0.8848 | 0.9297 | 0.8056 | 0.8698 | 0.5252 | 0.8906 | 0.8443 | 0.8809 | 0.8653 | 0.6700 | 0.7620 | 0.3899 | 0.7998 | 0.7128 | 0.8036 | | 0.1623 | 14.0 | 5180 | 0.5524 | 0.7165 | 0.8219 | 0.8856 | 0.9333 | 0.8106 | 0.8697 | 0.5145 | 0.8853 | 0.8578 | 0.8819 | 0.8653 | 0.6740 | 0.7647 | 0.3905 | 0.8010 | 0.7178 | 0.8020 | | 0.0626 | 14.05 | 5200 | 0.5311 | 0.7172 | 0.8227 | 0.8859 | 0.9294 | 0.8223 | 0.8721 | 0.5080 | 0.8927 | 0.8637 | 0.8706 | 0.8666 | 0.6749 | 0.7642 | 0.3996 | 0.8023 | 0.7128 | 0.7999 | | 1.7311 | 14.11 | 5220 | 0.5445 | 0.7139 | 0.8295 | 0.8830 | 0.9237 | 0.8192 | 0.8860 | 0.5533 | 0.8765 | 0.8684 | 0.8794 | 0.8651 | 0.6716 | 0.7664 | 0.3903 | 0.7962 | 0.7103 | 0.7972 | | 0.1861 | 14.16 | 5240 | 0.5975 | 0.6976 | 0.8143 | 0.8760 | 0.9291 | 0.7984 | 0.8981 | 0.5213 | 0.8766 | 0.8598 | 0.8166 | 0.8654 | 0.6672 | 0.7612 | 0.3828 | 0.7952 | 0.6638 | 0.7477 | | 0.2007 | 14.22 | 5260 | 0.5331 | 0.7162 | 0.8156 | 0.8866 | 0.9317 | 0.8013 | 0.8842 | 0.4812 | 0.8993 | 0.8364 | 0.8754 | 0.8666 | 0.6722 | 0.7657 | 0.3968 | 0.8055 | 0.7088 | 0.7978 | | 0.1575 | 14.27 | 5280 | 0.5513 | 0.7118 | 0.8166 | 0.8838 | 0.9339 | 0.8226 | 0.8685 | 0.4718 | 0.8880 | 0.8788 | 0.8525 | 0.8655 | 0.6706 | 0.7593 | 0.3990 | 0.8010 | 0.7020 | 0.7853 | | 0.1569 | 14.32 | 5300 | 0.5492 | 0.7172 | 0.8262 | 0.8861 | 0.9245 | 0.8175 | 0.8864 | 0.5106 | 0.8877 | 0.8790 | 0.8779 | 0.8671 | 0.6691 | 0.7647 | 0.3992 | 0.8027 | 0.7159 | 0.8019 | | 0.2031 | 14.38 | 5320 | 0.5493 | 0.7185 | 0.8141 | 0.8883 | 0.9315 | 0.7878 | 0.8691 | 0.4781 | 0.9072 | 0.8440 | 0.8806 | 0.8674 | 0.6735 | 0.7644 | 0.3924 | 0.8078 | 0.7183 | 0.8057 | | 0.103 | 14.43 | 5340 | 0.5587 | 0.7156 | 0.8207 | 0.8856 | 0.9318 | 0.7886 | 0.8804 | 0.5193 | 0.8899 | 0.8720 | 0.8627 | 0.8662 | 0.6653 | 0.7655 | 0.4027 | 0.8051 | 0.7102 | 0.7938 | | 0.2542 | 14.49 | 5360 | 0.5641 | 0.7139 | 0.8220 | 0.8840 | 0.9326 | 0.7971 | 0.8976 | 0.5245 | 0.8824 | 0.8672 | 0.8529 | 0.8645 | 0.6695 | 0.7665 | 0.3989 | 0.8021 | 0.7136 | 0.7825 | | 0.1785 | 14.54 | 5380 | 0.5444 | 0.7116 | 0.8231 | 0.8824 | 0.9338 | 0.8160 | 0.8885 | 0.5364 | 0.8805 | 0.8647 | 0.8420 | 0.8638 | 0.6712 | 0.7654 | 0.3904 | 0.7995 | 0.7144 | 0.7768 | | 0.1191 | 14.59 | 5400 | 0.5167 | 0.7168 | 0.8189 | 0.8874 | 0.9391 | 0.7911 | 0.8697 | 0.5050 | 0.8919 | 0.8745 | 0.8608 | 0.8727 | 0.6679 | 0.7601 | 0.3963 | 0.8043 | 0.7122 | 0.8041 | | 0.147 | 14.65 | 5420 | 0.5700 | 0.7025 | 0.8119 | 0.8802 | 0.9345 | 0.8138 | 0.8727 | 0.4860 | 0.8877 | 0.8510 | 0.8373 | 0.8656 | 0.6679 | 0.7542 | 0.3762 | 0.8026 | 0.6853 | 0.7656 | | 0.3545 | 14.7 | 5440 | 0.5473 | 0.7036 | 0.8157 | 0.8802 | 0.9316 | 0.8189 | 0.8559 | 0.5025 | 0.8869 | 0.8748 | 0.8389 | 0.8662 | 0.6664 | 0.7580 | 0.3780 | 0.8012 | 0.6869 | 0.7685 | | 0.1947 | 14.76 | 5460 | 0.5036 | 0.7158 | 0.8139 | 0.8886 | 0.9412 | 0.8081 | 0.8616 | 0.4515 | 0.8973 | 0.8696 | 0.8683 | 0.8740 | 0.6681 | 0.7505 | 0.3915 | 0.8079 | 0.7101 | 0.8085 | | 0.1545 | 14.81 | 5480 | 0.5430 | 0.7140 | 0.8196 | 0.8850 | 0.9300 | 0.8214 | 0.8490 | 0.4726 | 0.8855 | 0.8980 | 0.8804 | 0.8668 | 0.6682 | 0.7467 | 0.4002 | 0.8001 | 0.7119 | 0.8043 | | 0.1854 | 14.86 | 5500 | 0.5379 | 0.7159 | 0.8230 | 0.8858 | 0.9298 | 0.8248 | 0.8609 | 0.5100 | 0.8904 | 0.8643 | 0.8807 | 0.8649 | 0.6702 | 0.7501 | 0.3928 | 0.8047 | 0.7253 | 0.8033 | | 0.7851 | 14.92 | 5520 | 0.5318 | 0.7118 | 0.8193 | 0.8842 | 0.9328 | 0.8164 | 0.8700 | 0.5075 | 0.8907 | 0.8591 | 0.8584 | 0.8675 | 0.6700 | 0.7544 | 0.3964 | 0.8049 | 0.7030 | 0.7867 | | 0.1866 | 14.97 | 5540 | 0.5382 | 0.7025 | 0.8114 | 0.8797 | 0.9390 | 0.7935 | 0.8645 | 0.5080 | 0.8879 | 0.8801 | 0.8070 | 0.8687 | 0.6702 | 0.7570 | 0.4004 | 0.8060 | 0.6687 | 0.7467 | | 0.2979 | 15.03 | 5560 | 0.5545 | 0.7107 | 0.8179 | 0.8830 | 0.9320 | 0.7922 | 0.8796 | 0.5252 | 0.8922 | 0.8641 | 0.8397 | 0.8642 | 0.6717 | 0.7624 | 0.3955 | 0.8067 | 0.7031 | 0.7715 | | 0.1962 | 15.08 | 5580 | 0.5273 | 0.7225 | 0.8270 | 0.8900 | 0.9313 | 0.7884 | 0.8483 | 0.5552 | 0.8960 | 0.8643 | 0.9056 | 0.8730 | 0.6749 | 0.7600 | 0.3920 | 0.8094 | 0.7187 | 0.8298 | | 0.1601 | 15.14 | 5600 | 0.5257 | 0.7258 | 0.8288 | 0.8917 | 0.9288 | 0.8094 | 0.8736 | 0.5365 | 0.8994 | 0.8363 | 0.9176 | 0.8714 | 0.6785 | 0.7648 | 0.3888 | 0.8113 | 0.7269 | 0.8391 | | 0.1676 | 15.19 | 5620 | 0.5463 | 0.7204 | 0.8266 | 0.8886 | 0.9257 | 0.7966 | 0.8770 | 0.5368 | 0.8944 | 0.8520 | 0.9036 | 0.8701 | 0.6790 | 0.7626 | 0.3802 | 0.8070 | 0.7154 | 0.8284 | | 0.0922 | 15.24 | 5640 | 0.5255 | 0.7156 | 0.8236 | 0.8861 | 0.9295 | 0.8067 | 0.8726 | 0.5232 | 0.8891 | 0.8609 | 0.8831 | 0.8684 | 0.6777 | 0.7625 | 0.3750 | 0.8051 | 0.7093 | 0.8110 | | 0.2047 | 15.3 | 5660 | 0.5494 | 0.7112 | 0.8137 | 0.8840 | 0.9341 | 0.7945 | 0.8725 | 0.4989 | 0.8963 | 0.8446 | 0.8551 | 0.8640 | 0.6778 | 0.7621 | 0.3802 | 0.8056 | 0.7018 | 0.7872 | | 0.111 | 15.35 | 5680 | 0.5560 | 0.7114 | 0.8163 | 0.8836 | 0.9316 | 0.7924 | 0.8645 | 0.5130 | 0.8935 | 0.8603 | 0.8587 | 0.8660 | 0.6701 | 0.7613 | 0.3943 | 0.8031 | 0.6969 | 0.7882 | | 0.1209 | 15.41 | 5700 | 0.5347 | 0.7110 | 0.8180 | 0.8833 | 0.9330 | 0.8130 | 0.8500 | 0.5268 | 0.8949 | 0.8525 | 0.8558 | 0.8657 | 0.6675 | 0.7604 | 0.3979 | 0.8035 | 0.6961 | 0.7855 | | 0.2232 | 15.46 | 5720 | 0.5374 | 0.7129 | 0.8212 | 0.8845 | 0.9311 | 0.8104 | 0.8556 | 0.5364 | 0.8941 | 0.8541 | 0.8664 | 0.8668 | 0.6703 | 0.7612 | 0.3832 | 0.8043 | 0.7098 | 0.7945 | | 0.107 | 15.51 | 5740 | 0.5326 | 0.7150 | 0.8181 | 0.8858 | 0.9378 | 0.8054 | 0.8587 | 0.5058 | 0.8927 | 0.8687 | 0.8577 | 0.8662 | 0.6705 | 0.7613 | 0.4002 | 0.8081 | 0.7074 | 0.7910 | | 0.1721 | 15.57 | 5760 | 0.5521 | 0.7180 | 0.8209 | 0.8867 | 0.9280 | 0.8192 | 0.8672 | 0.5088 | 0.9022 | 0.8469 | 0.8739 | 0.8654 | 0.6727 | 0.7622 | 0.4117 | 0.8085 | 0.7097 | 0.7957 | | 0.07 | 15.62 | 5780 | 0.5626 | 0.7155 | 0.8151 | 0.8858 | 0.9318 | 0.7941 | 0.8799 | 0.4922 | 0.9019 | 0.8496 | 0.8564 | 0.8645 | 0.6715 | 0.7626 | 0.4140 | 0.8103 | 0.7028 | 0.7831 | | 0.1276 | 15.68 | 5800 | 0.5635 | 0.7130 | 0.8164 | 0.8843 | 0.9299 | 0.7855 | 0.8918 | 0.4966 | 0.8929 | 0.8661 | 0.8522 | 0.8644 | 0.6693 | 0.7593 | 0.4055 | 0.8062 | 0.7064 | 0.7799 | | 0.1052 | 15.73 | 5820 | 0.5672 | 0.7146 | 0.8165 | 0.8849 | 0.9305 | 0.8068 | 0.8792 | 0.4870 | 0.8979 | 0.8617 | 0.8522 | 0.8616 | 0.6754 | 0.7642 | 0.4041 | 0.8091 | 0.7085 | 0.7796 | | 0.1162 | 15.78 | 5840 | 0.5444 | 0.7236 | 0.8235 | 0.8894 | 0.9312 | 0.8066 | 0.8719 | 0.5166 | 0.9017 | 0.8552 | 0.8810 | 0.8663 | 0.6741 | 0.7667 | 0.4209 | 0.8130 | 0.7225 | 0.8020 | | 0.1426 | 15.84 | 5860 | 0.5171 | 0.7213 | 0.8194 | 0.8883 | 0.9372 | 0.7994 | 0.8742 | 0.5217 | 0.9028 | 0.8361 | 0.8643 | 0.8645 | 0.6745 | 0.7669 | 0.4170 | 0.8128 | 0.7183 | 0.7952 | | 0.1844 | 15.89 | 5880 | 0.5518 | 0.7200 | 0.8189 | 0.8878 | 0.9326 | 0.8036 | 0.8469 | 0.5145 | 0.9060 | 0.8580 | 0.8709 | 0.8658 | 0.6754 | 0.7581 | 0.4150 | 0.8109 | 0.7170 | 0.7978 | | 0.2945 | 15.95 | 5900 | 0.5565 | 0.7206 | 0.8200 | 0.8878 | 0.9276 | 0.7941 | 0.8755 | 0.5107 | 0.9054 | 0.8554 | 0.8714 | 0.8668 | 0.6768 | 0.7584 | 0.4143 | 0.8087 | 0.7191 | 0.8003 | | 0.145 | 16.0 | 5920 | 0.5249 | 0.7216 | 0.8128 | 0.8894 | 0.9296 | 0.7719 | 0.8671 | 0.4800 | 0.9160 | 0.8482 | 0.8765 | 0.8674 | 0.6718 | 0.7571 | 0.4172 | 0.8110 | 0.7219 | 0.8047 | | 0.1149 | 16.05 | 5940 | 0.5109 | 0.7248 | 0.8192 | 0.8917 | 0.9357 | 0.7882 | 0.8875 | 0.4793 | 0.9042 | 0.8622 | 0.8774 | 0.8719 | 0.6709 | 0.7587 | 0.4165 | 0.8130 | 0.7274 | 0.8153 | | 0.2172 | 16.11 | 5960 | 0.5528 | 0.7198 | 0.8167 | 0.8887 | 0.9409 | 0.7893 | 0.8765 | 0.4869 | 0.8986 | 0.8756 | 0.8493 | 0.8699 | 0.6693 | 0.7596 | 0.4152 | 0.8100 | 0.7168 | 0.7982 | | 0.1285 | 16.16 | 5980 | 0.5572 | 0.7186 | 0.8251 | 0.8873 | 0.9344 | 0.8110 | 0.8495 | 0.5442 | 0.8940 | 0.8703 | 0.8722 | 0.8704 | 0.6669 | 0.7590 | 0.4014 | 0.8054 | 0.7181 | 0.8086 | | 0.5695 | 16.22 | 6000 | 0.5555 | 0.7170 | 0.8217 | 0.8864 | 0.9343 | 0.7986 | 0.8786 | 0.5190 | 0.8893 | 0.8661 | 0.8662 | 0.8676 | 0.6697 | 0.7586 | 0.3989 | 0.8037 | 0.7181 | 0.8027 | | 0.1586 | 16.27 | 6020 | 0.5338 | 0.7082 | 0.8202 | 0.8818 | 0.9302 | 0.8060 | 0.8668 | 0.5346 | 0.8891 | 0.8778 | 0.8368 | 0.8673 | 0.6684 | 0.7633 | 0.4013 | 0.8058 | 0.6830 | 0.7686 | | 0.0858 | 16.32 | 6040 | 0.5418 | 0.7179 | 0.8201 | 0.8874 | 0.9287 | 0.7893 | 0.8787 | 0.5203 | 0.9025 | 0.8470 | 0.8741 | 0.8666 | 0.6710 | 0.7677 | 0.3967 | 0.8107 | 0.7141 | 0.7987 | | 0.0694 | 16.38 | 6060 | 0.6288 | 0.6944 | 0.8039 | 0.8737 | 0.9360 | 0.7864 | 0.8595 | 0.5333 | 0.8966 | 0.8448 | 0.7708 | 0.8571 | 0.6652 | 0.7609 | 0.3960 | 0.8011 | 0.6690 | 0.7116 | | 0.1827 | 16.43 | 6080 | 0.5731 | 0.7078 | 0.8186 | 0.8819 | 0.9333 | 0.7980 | 0.8807 | 0.5254 | 0.8835 | 0.8632 | 0.8459 | 0.8653 | 0.6728 | 0.7609 | 0.3815 | 0.8048 | 0.6939 | 0.7753 | | 0.2024 | 16.49 | 6100 | 0.5922 | 0.7009 | 0.8011 | 0.8790 | 0.9363 | 0.7873 | 0.8584 | 0.4856 | 0.9086 | 0.8194 | 0.8118 | 0.8614 | 0.6736 | 0.7591 | 0.3908 | 0.8061 | 0.6679 | 0.7474 | | 0.0942 | 16.54 | 6120 | 0.6118 | 0.6925 | 0.7965 | 0.8734 | 0.9301 | 0.7877 | 0.8613 | 0.4843 | 0.9110 | 0.8342 | 0.7667 | 0.8607 | 0.6680 | 0.7506 | 0.3992 | 0.7971 | 0.6670 | 0.7049 | | 0.7384 | 16.59 | 6140 | 0.5846 | 0.6992 | 0.8076 | 0.8771 | 0.9340 | 0.8140 | 0.8651 | 0.4822 | 0.8928 | 0.8693 | 0.7958 | 0.8603 | 0.6683 | 0.7503 | 0.4057 | 0.8055 | 0.6736 | 0.7303 | | 0.1003 | 16.65 | 6160 | 0.5793 | 0.6939 | 0.8053 | 0.8734 | 0.9294 | 0.8115 | 0.8627 | 0.5136 | 0.9012 | 0.8538 | 0.7648 | 0.8618 | 0.6648 | 0.7553 | 0.4015 | 0.7961 | 0.6773 | 0.7009 | | 0.0913 | 16.7 | 6180 | 0.5787 | 0.6959 | 0.8056 | 0.8741 | 0.9301 | 0.8184 | 0.8740 | 0.5007 | 0.9024 | 0.8561 | 0.7577 | 0.8667 | 0.6704 | 0.7628 | 0.4020 | 0.7908 | 0.6815 | 0.6972 | | 0.2068 | 16.76 | 6200 | 0.5772 | 0.7098 | 0.8132 | 0.8812 | 0.9262 | 0.7967 | 0.8868 | 0.5004 | 0.9024 | 0.8626 | 0.8175 | 0.8672 | 0.6705 | 0.7588 | 0.4099 | 0.7945 | 0.7189 | 0.7485 | | 0.2168 | 16.81 | 6220 | 0.5423 | 0.7131 | 0.8174 | 0.8835 | 0.9271 | 0.8112 | 0.8737 | 0.5133 | 0.9047 | 0.8578 | 0.8342 | 0.8654 | 0.6691 | 0.7563 | 0.4170 | 0.8039 | 0.7128 | 0.7674 | | 2.61 | 16.86 | 6240 | 0.5607 | 0.7120 | 0.8119 | 0.8848 | 0.9325 | 0.8034 | 0.8904 | 0.4739 | 0.9058 | 0.8401 | 0.8370 | 0.8660 | 0.6706 | 0.7606 | 0.4059 | 0.8095 | 0.7006 | 0.7711 | | 0.0699 | 16.92 | 6260 | 0.5302 | 0.7170 | 0.8227 | 0.8856 | 0.9317 | 0.8285 | 0.8699 | 0.5276 | 0.9004 | 0.8582 | 0.8428 | 0.8639 | 0.6700 | 0.7642 | 0.4255 | 0.8123 | 0.7100 | 0.7728 | | 0.1728 | 16.97 | 6280 | 0.5543 | 0.7149 | 0.8196 | 0.8841 | 0.9306 | 0.8019 | 0.8793 | 0.5493 | 0.9028 | 0.8313 | 0.8419 | 0.8643 | 0.6714 | 0.7624 | 0.4212 | 0.8069 | 0.7044 | 0.7737 | | 0.0756 | 17.03 | 6300 | 0.5593 | 0.7152 | 0.8238 | 0.8845 | 0.9300 | 0.8031 | 0.8610 | 0.5741 | 0.9001 | 0.8487 | 0.8493 | 0.8665 | 0.6692 | 0.7661 | 0.4136 | 0.8078 | 0.7034 | 0.7798 | | 0.1633 | 17.08 | 6320 | 0.5958 | 0.7161 | 0.8222 | 0.8845 | 0.9316 | 0.7930 | 0.8729 | 0.5574 | 0.8959 | 0.8599 | 0.8446 | 0.8650 | 0.6699 | 0.7637 | 0.4271 | 0.8080 | 0.7070 | 0.7721 | | 0.1015 | 17.14 | 6340 | 0.6030 | 0.7137 | 0.8161 | 0.8825 | 0.9302 | 0.8032 | 0.8629 | 0.5468 | 0.9068 | 0.8275 | 0.8353 | 0.8626 | 0.6709 | 0.7570 | 0.4303 | 0.8015 | 0.7070 | 0.7666 | | 0.2928 | 17.19 | 6360 | 0.5675 | 0.7120 | 0.8159 | 0.8815 | 0.9330 | 0.7991 | 0.8788 | 0.5261 | 0.8977 | 0.8680 | 0.8083 | 0.8564 | 0.6667 | 0.7601 | 0.4344 | 0.8090 | 0.7142 | 0.7429 | | 0.9543 | 17.24 | 6380 | 0.6129 | 0.7033 | 0.8100 | 0.8784 | 0.9339 | 0.7862 | 0.8748 | 0.5222 | 0.8977 | 0.8671 | 0.7883 | 0.8650 | 0.6657 | 0.7507 | 0.4321 | 0.8055 | 0.6784 | 0.7259 | | 0.1715 | 17.3 | 6400 | 0.6306 | 0.7011 | 0.8094 | 0.8775 | 0.9307 | 0.7823 | 0.8702 | 0.5349 | 0.9003 | 0.8522 | 0.7950 | 0.8653 | 0.6656 | 0.7501 | 0.4185 | 0.8027 | 0.6771 | 0.7282 | | 0.089 | 17.35 | 6420 | 0.6377 | 0.7018 | 0.8100 | 0.8777 | 0.9312 | 0.8045 | 0.8458 | 0.5439 | 0.9063 | 0.8376 | 0.8008 | 0.8650 | 0.6677 | 0.7543 | 0.4192 | 0.8031 | 0.6721 | 0.7314 | | 0.1369 | 17.41 | 6440 | 0.6227 | 0.7024 | 0.8119 | 0.8780 | 0.9306 | 0.8143 | 0.8489 | 0.5448 | 0.9054 | 0.8375 | 0.8021 | 0.8644 | 0.6668 | 0.7544 | 0.4227 | 0.8049 | 0.6707 | 0.7328 | | 0.2959 | 17.46 | 6460 | 0.5957 | 0.7049 | 0.8095 | 0.8788 | 0.9301 | 0.7926 | 0.8749 | 0.5265 | 0.9059 | 0.8350 | 0.8015 | 0.8633 | 0.6696 | 0.7549 | 0.4315 | 0.8039 | 0.6765 | 0.7347 | | 0.0673 | 17.51 | 6480 | 0.5617 | 0.7096 | 0.8129 | 0.8818 | 0.9328 | 0.7848 | 0.8726 | 0.5238 | 0.9020 | 0.8588 | 0.8152 | 0.8663 | 0.6678 | 0.7582 | 0.4309 | 0.8056 | 0.6866 | 0.7519 | | 0.1281 | 17.57 | 6500 | 0.5787 | 0.7047 | 0.8158 | 0.8775 | 0.9287 | 0.7978 | 0.8652 | 0.5508 | 0.8919 | 0.8742 | 0.8023 | 0.8567 | 0.6662 | 0.7588 | 0.4207 | 0.8024 | 0.6924 | 0.7359 | | 0.6911 | 17.62 | 6520 | 0.5914 | 0.7092 | 0.8187 | 0.8813 | 0.9280 | 0.7934 | 0.8578 | 0.5551 | 0.8957 | 0.8608 | 0.8399 | 0.8628 | 0.6644 | 0.7599 | 0.3992 | 0.8019 | 0.7084 | 0.7679 | | 0.1595 | 17.68 | 6540 | 0.5951 | 0.7027 | 0.8148 | 0.8784 | 0.9254 | 0.8011 | 0.8575 | 0.5508 | 0.9020 | 0.8535 | 0.8134 | 0.8633 | 0.6660 | 0.7572 | 0.4000 | 0.8046 | 0.6849 | 0.7426 | | 0.1599 | 17.73 | 6560 | 0.5909 | 0.7014 | 0.8164 | 0.8778 | 0.9282 | 0.8115 | 0.8872 | 0.5408 | 0.8927 | 0.8541 | 0.8002 | 0.8629 | 0.6664 | 0.7665 | 0.4051 | 0.8072 | 0.6693 | 0.7324 | | 0.1609 | 17.78 | 6580 | 0.5970 | 0.7023 | 0.8116 | 0.8792 | 0.9278 | 0.8104 | 0.8748 | 0.4994 | 0.9016 | 0.8631 | 0.8040 | 0.8643 | 0.6685 | 0.7621 | 0.4073 | 0.8103 | 0.6680 | 0.7354 | | 0.2268 | 17.84 | 6600 | 0.5891 | 0.7019 | 0.8071 | 0.8790 | 0.9338 | 0.7934 | 0.8844 | 0.4920 | 0.9004 | 0.8478 | 0.7981 | 0.8637 | 0.6727 | 0.7583 | 0.4075 | 0.8092 | 0.6684 | 0.7338 | | 0.3312 | 17.89 | 6620 | 0.6018 | 0.7021 | 0.8152 | 0.8781 | 0.9277 | 0.8099 | 0.8892 | 0.5217 | 0.8928 | 0.8652 | 0.7999 | 0.8640 | 0.6716 | 0.7630 | 0.4066 | 0.8064 | 0.6695 | 0.7338 | | 0.2164 | 17.95 | 6640 | 0.5721 | 0.7131 | 0.8196 | 0.8843 | 0.9272 | 0.8000 | 0.8862 | 0.5169 | 0.8985 | 0.8654 | 0.8430 | 0.8673 | 0.6684 | 0.7671 | 0.4175 | 0.8098 | 0.6918 | 0.7695 | | 0.2132 | 18.0 | 6660 | 0.5972 | 0.7115 | 0.8158 | 0.8836 | 0.9412 | 0.7924 | 0.8815 | 0.5187 | 0.8921 | 0.8696 | 0.8154 | 0.8624 | 0.6670 | 0.7689 | 0.4141 | 0.8147 | 0.7044 | 0.7492 | | 0.1357 | 18.05 | 6680 | 0.5733 | 0.7108 | 0.8082 | 0.8849 | 0.9360 | 0.7686 | 0.8793 | 0.4753 | 0.9030 | 0.8510 | 0.8440 | 0.8637 | 0.6611 | 0.7649 | 0.3977 | 0.8113 | 0.7041 | 0.7730 | | 0.1595 | 18.11 | 6700 | 0.5729 | 0.7153 | 0.8200 | 0.8859 | 0.9330 | 0.7988 | 0.8632 | 0.5240 | 0.8974 | 0.8688 | 0.8551 | 0.8666 | 0.6606 | 0.7684 | 0.4131 | 0.8104 | 0.7052 | 0.7831 | | 0.3169 | 18.16 | 6720 | 0.5930 | 0.7149 | 0.8162 | 0.8862 | 0.9301 | 0.7785 | 0.8761 | 0.5033 | 0.9015 | 0.8655 | 0.8586 | 0.8670 | 0.6611 | 0.7626 | 0.4076 | 0.8094 | 0.7090 | 0.7875 | | 0.143 | 18.22 | 6740 | 0.5853 | 0.7158 | 0.8170 | 0.8864 | 0.9291 | 0.7698 | 0.8828 | 0.5153 | 0.9000 | 0.8485 | 0.8731 | 0.8663 | 0.6623 | 0.7586 | 0.4031 | 0.8080 | 0.7151 | 0.7974 | | 0.7411 | 18.27 | 6760 | 0.5810 | 0.7124 | 0.8171 | 0.8845 | 0.9276 | 0.8054 | 0.8677 | 0.5153 | 0.9056 | 0.8466 | 0.8515 | 0.8666 | 0.6692 | 0.7603 | 0.4065 | 0.8094 | 0.6960 | 0.7790 | | 0.1648 | 18.32 | 6780 | 0.5773 | 0.7061 | 0.8120 | 0.8816 | 0.9271 | 0.7893 | 0.8766 | 0.5072 | 0.9058 | 0.8545 | 0.8238 | 0.8679 | 0.6679 | 0.7608 | 0.4047 | 0.8091 | 0.6790 | 0.7531 | | 0.2575 | 18.38 | 6800 | 0.5514 | 0.7221 | 0.8238 | 0.8892 | 0.9317 | 0.7913 | 0.8867 | 0.5168 | 0.8949 | 0.8637 | 0.8814 | 0.8683 | 0.6709 | 0.7613 | 0.4087 | 0.8110 | 0.7296 | 0.8045 | | 0.1961 | 18.43 | 6820 | 0.5768 | 0.7222 | 0.8244 | 0.8891 | 0.9306 | 0.7966 | 0.8749 | 0.5171 | 0.8953 | 0.8734 | 0.8827 | 0.8679 | 0.6705 | 0.7612 | 0.4152 | 0.8114 | 0.7256 | 0.8035 | | 0.1617 | 18.49 | 6840 | 0.5591 | 0.7236 | 0.8224 | 0.8899 | 0.9328 | 0.7914 | 0.8782 | 0.5112 | 0.9008 | 0.8664 | 0.8759 | 0.8680 | 0.6708 | 0.7669 | 0.4179 | 0.8128 | 0.7251 | 0.8040 | | 0.2819 | 18.54 | 6860 | 0.5806 | 0.7132 | 0.8183 | 0.8847 | 0.9261 | 0.7942 | 0.8849 | 0.5169 | 0.9034 | 0.8563 | 0.8465 | 0.8683 | 0.6696 | 0.7663 | 0.4157 | 0.8112 | 0.6892 | 0.7720 | | 0.1305 | 18.59 | 6880 | 0.5868 | 0.7124 | 0.8181 | 0.8842 | 0.9320 | 0.7913 | 0.8783 | 0.5234 | 0.8966 | 0.8645 | 0.8406 | 0.8682 | 0.6677 | 0.7665 | 0.4158 | 0.8101 | 0.6899 | 0.7687 | | 0.1813 | 18.65 | 6900 | 0.5757 | 0.7134 | 0.8165 | 0.8853 | 0.9263 | 0.7889 | 0.8840 | 0.5132 | 0.9095 | 0.8499 | 0.8432 | 0.8690 | 0.6650 | 0.7660 | 0.4176 | 0.8119 | 0.6934 | 0.7712 | | 0.0823 | 18.7 | 6920 | 0.5687 | 0.7163 | 0.8202 | 0.8859 | 0.9305 | 0.7884 | 0.8794 | 0.5210 | 0.8960 | 0.8686 | 0.8577 | 0.8687 | 0.6690 | 0.7631 | 0.4220 | 0.8102 | 0.7019 | 0.7789 | | 0.1101 | 18.76 | 6940 | 0.5771 | 0.7175 | 0.8233 | 0.8862 | 0.9296 | 0.8044 | 0.8818 | 0.5249 | 0.8942 | 0.8688 | 0.8595 | 0.8683 | 0.6717 | 0.7608 | 0.4202 | 0.8085 | 0.7055 | 0.7871 | | 0.2333 | 18.81 | 6960 | 0.5566 | 0.7193 | 0.8222 | 0.8881 | 0.9359 | 0.7946 | 0.8759 | 0.5261 | 0.8964 | 0.8671 | 0.8595 | 0.8719 | 0.6701 | 0.7633 | 0.4214 | 0.8122 | 0.7076 | 0.7886 | | 0.0968 | 18.86 | 6980 | 0.5836 | 0.7185 | 0.8233 | 0.8872 | 0.9315 | 0.8056 | 0.8643 | 0.5285 | 0.8966 | 0.8667 | 0.8697 | 0.8694 | 0.6666 | 0.7598 | 0.4158 | 0.8082 | 0.7122 | 0.7976 | | 0.16 | 18.92 | 7000 | 0.5752 | 0.7158 | 0.8195 | 0.8862 | 0.9326 | 0.7931 | 0.8713 | 0.5191 | 0.8980 | 0.8684 | 0.8538 | 0.8695 | 0.6647 | 0.7645 | 0.4235 | 0.8113 | 0.6968 | 0.7802 | | 0.1579 | 18.97 | 7020 | 0.6036 | 0.7103 | 0.8210 | 0.8824 | 0.9313 | 0.7935 | 0.8632 | 0.5605 | 0.8922 | 0.8669 | 0.8393 | 0.8678 | 0.6634 | 0.7607 | 0.4160 | 0.8059 | 0.6876 | 0.7707 | | 0.1677 | 19.03 | 7040 | 0.5808 | 0.7113 | 0.8212 | 0.8829 | 0.9289 | 0.8068 | 0.8631 | 0.5528 | 0.8978 | 0.8586 | 0.8404 | 0.8669 | 0.6631 | 0.7616 | 0.4201 | 0.8072 | 0.6886 | 0.7714 | | 0.1879 | 19.08 | 7060 | 0.5763 | 0.7170 | 0.8221 | 0.8859 | 0.9326 | 0.7825 | 0.8758 | 0.5463 | 0.8913 | 0.8593 | 0.8672 | 0.8671 | 0.6637 | 0.7588 | 0.4211 | 0.8066 | 0.7085 | 0.7934 | | 0.1272 | 19.14 | 7080 | 0.5822 | 0.7121 | 0.8200 | 0.8833 | 0.9302 | 0.7935 | 0.8770 | 0.5450 | 0.8960 | 0.8608 | 0.8378 | 0.8673 | 0.6653 | 0.7628 | 0.4268 | 0.8087 | 0.6860 | 0.7678 | | 0.188 | 19.19 | 7100 | 0.6020 | 0.7103 | 0.8159 | 0.8828 | 0.9306 | 0.8042 | 0.8661 | 0.5175 | 0.9005 | 0.8577 | 0.8350 | 0.8663 | 0.6672 | 0.7600 | 0.4219 | 0.8086 | 0.6823 | 0.7655 | | 0.1206 | 19.24 | 7120 | 0.5927 | 0.7106 | 0.8173 | 0.8827 | 0.9365 | 0.8142 | 0.8713 | 0.5191 | 0.8931 | 0.8589 | 0.8277 | 0.8639 | 0.6675 | 0.7655 | 0.4221 | 0.8103 | 0.6845 | 0.7603 | | 0.1531 | 19.3 | 7140 | 0.6357 | 0.7089 | 0.8169 | 0.8820 | 0.9312 | 0.8196 | 0.8886 | 0.5226 | 0.9018 | 0.8407 | 0.8141 | 0.8650 | 0.6661 | 0.7690 | 0.4261 | 0.8122 | 0.6761 | 0.7475 | | 0.0871 | 19.35 | 7160 | 0.6291 | 0.7126 | 0.8197 | 0.8837 | 0.9291 | 0.8144 | 0.8843 | 0.5163 | 0.8985 | 0.8630 | 0.8323 | 0.8669 | 0.6698 | 0.7668 | 0.4257 | 0.8107 | 0.6845 | 0.7636 | | 0.079 | 19.41 | 7180 | 0.5888 | 0.7124 | 0.8137 | 0.8843 | 0.9329 | 0.7816 | 0.8718 | 0.5038 | 0.9018 | 0.8695 | 0.8345 | 0.8683 | 0.6695 | 0.7641 | 0.4233 | 0.8108 | 0.6851 | 0.7654 | | 0.148 | 19.46 | 7200 | 0.6259 | 0.7126 | 0.8116 | 0.8847 | 0.9339 | 0.7905 | 0.8603 | 0.4939 | 0.9076 | 0.8582 | 0.8370 | 0.8676 | 0.6691 | 0.7635 | 0.4242 | 0.8122 | 0.6853 | 0.7662 | | 0.1276 | 19.51 | 7220 | 0.6049 | 0.7123 | 0.8164 | 0.8839 | 0.9373 | 0.8043 | 0.8574 | 0.5181 | 0.8955 | 0.8636 | 0.8388 | 0.8660 | 0.6685 | 0.7649 | 0.4208 | 0.8100 | 0.6876 | 0.7680 | | 0.0878 | 19.57 | 7240 | 0.5910 | 0.7150 | 0.8162 | 0.8857 | 0.9336 | 0.7844 | 0.8623 | 0.5235 | 0.9030 | 0.8534 | 0.8531 | 0.8663 | 0.6678 | 0.7644 | 0.4077 | 0.8092 | 0.7061 | 0.7838 | | 0.2596 | 19.62 | 7260 | 0.5838 | 0.7179 | 0.8185 | 0.8870 | 0.9337 | 0.7965 | 0.8655 | 0.5124 | 0.9019 | 0.8616 | 0.8580 | 0.8673 | 0.6723 | 0.7672 | 0.4136 | 0.8109 | 0.7066 | 0.7875 | | 0.0873 | 19.68 | 7280 | 0.5732 | 0.7253 | 0.8273 | 0.8899 | 0.9265 | 0.8041 | 0.8811 | 0.5270 | 0.9002 | 0.8660 | 0.8859 | 0.8680 | 0.6728 | 0.7687 | 0.4244 | 0.8108 | 0.7248 | 0.8074 | | 0.2127 | 19.73 | 7300 | 0.5882 | 0.7235 | 0.8260 | 0.8892 | 0.9249 | 0.7916 | 0.8881 | 0.5309 | 0.9009 | 0.8635 | 0.8822 | 0.8671 | 0.6701 | 0.7647 | 0.4173 | 0.8107 | 0.7289 | 0.8057 | | 0.1186 | 19.78 | 7320 | 0.5851 | 0.7234 | 0.8251 | 0.8891 | 0.9316 | 0.8028 | 0.8566 | 0.5462 | 0.9038 | 0.8595 | 0.8751 | 0.8667 | 0.6694 | 0.7657 | 0.4174 | 0.8112 | 0.7291 | 0.8043 | | 1.8503 | 19.84 | 7340 | 0.6085 | 0.7138 | 0.8217 | 0.8839 | 0.9318 | 0.7936 | 0.8725 | 0.5484 | 0.8934 | 0.8761 | 0.8364 | 0.8661 | 0.6688 | 0.7681 | 0.4153 | 0.8074 | 0.7009 | 0.7702 | | 1.9456 | 19.89 | 7360 | 0.6852 | 0.6999 | 0.8127 | 0.8757 | 0.9372 | 0.7887 | 0.8814 | 0.5482 | 0.8823 | 0.8730 | 0.7784 | 0.8593 | 0.6682 | 0.7665 | 0.4103 | 0.8020 | 0.6740 | 0.7186 | | 0.0961 | 19.95 | 7380 | 0.6292 | 0.7030 | 0.8143 | 0.8781 | 0.9328 | 0.8002 | 0.8746 | 0.5323 | 0.8908 | 0.8770 | 0.7924 | 0.8628 | 0.6691 | 0.7645 | 0.4129 | 0.8055 | 0.6791 | 0.7270 | | 0.2522 | 20.0 | 7400 | 0.6386 | 0.7016 | 0.8164 | 0.8770 | 0.9316 | 0.8003 | 0.8730 | 0.5499 | 0.8869 | 0.8828 | 0.7901 | 0.8627 | 0.6672 | 0.7661 | 0.4089 | 0.8034 | 0.6767 | 0.7262 | | 0.1623 | 20.05 | 7420 | 0.6480 | 0.7035 | 0.8118 | 0.8792 | 0.9333 | 0.7838 | 0.8896 | 0.5216 | 0.8954 | 0.8669 | 0.7921 | 0.8637 | 0.6659 | 0.7665 | 0.4135 | 0.8092 | 0.6790 | 0.7267 | | 0.1648 | 20.11 | 7440 | 0.6506 | 0.7023 | 0.8108 | 0.8781 | 0.9338 | 0.7922 | 0.8661 | 0.5337 | 0.8989 | 0.8618 | 0.7888 | 0.8626 | 0.6675 | 0.7630 | 0.4151 | 0.8075 | 0.6755 | 0.7248 | | 0.1676 | 20.16 | 7460 | 0.6525 | 0.7020 | 0.8119 | 0.8779 | 0.9305 | 0.7910 | 0.8584 | 0.5395 | 0.8995 | 0.8708 | 0.7938 | 0.8637 | 0.6686 | 0.7612 | 0.4130 | 0.8071 | 0.6746 | 0.7261 | | 0.1036 | 20.22 | 7480 | 0.6309 | 0.7013 | 0.8048 | 0.8789 | 0.9343 | 0.7790 | 0.8725 | 0.4928 | 0.9041 | 0.8599 | 0.7909 | 0.8628 | 0.6691 | 0.7629 | 0.4011 | 0.8099 | 0.6773 | 0.7257 | | 0.0918 | 20.27 | 7500 | 0.6292 | 0.7024 | 0.8080 | 0.8788 | 0.9338 | 0.7875 | 0.8729 | 0.5081 | 0.9014 | 0.8603 | 0.7917 | 0.8623 | 0.6706 | 0.7616 | 0.4103 | 0.8102 | 0.6754 | 0.7265 | | 0.2906 | 20.32 | 7520 | 0.6243 | 0.7052 | 0.8096 | 0.8807 | 0.9384 | 0.7924 | 0.8675 | 0.5085 | 0.9013 | 0.8650 | 0.7937 | 0.8651 | 0.6708 | 0.7639 | 0.4192 | 0.8150 | 0.6747 | 0.7275 | | 0.184 | 20.38 | 7540 | 0.6176 | 0.7045 | 0.8137 | 0.8796 | 0.9276 | 0.8040 | 0.8813 | 0.5235 | 0.9042 | 0.8587 | 0.7963 | 0.8642 | 0.6698 | 0.7653 | 0.4154 | 0.8106 | 0.6755 | 0.7304 | | 0.0804 | 20.43 | 7560 | 0.5853 | 0.7082 | 0.8151 | 0.8819 | 0.9305 | 0.8037 | 0.8768 | 0.5146 | 0.9027 | 0.8695 | 0.8082 | 0.8664 | 0.6690 | 0.7690 | 0.4176 | 0.8119 | 0.6826 | 0.7409 | | 0.1249 | 20.49 | 7580 | 0.6032 | 0.7065 | 0.8139 | 0.8823 | 0.9403 | 0.7796 | 0.8905 | 0.5151 | 0.8912 | 0.8813 | 0.7996 | 0.8715 | 0.6676 | 0.7676 | 0.4128 | 0.8153 | 0.6776 | 0.7331 | | 0.0544 | 20.54 | 7600 | 0.6024 | 0.7060 | 0.8151 | 0.8819 | 0.9372 | 0.8066 | 0.8847 | 0.5206 | 0.8982 | 0.8606 | 0.7977 | 0.8701 | 0.6694 | 0.7685 | 0.4089 | 0.8148 | 0.6788 | 0.7312 | | 0.0863 | 20.59 | 7620 | 0.5935 | 0.7068 | 0.8137 | 0.8821 | 0.9401 | 0.7984 | 0.8703 | 0.5322 | 0.9012 | 0.8576 | 0.7960 | 0.8678 | 0.6710 | 0.7732 | 0.4074 | 0.8165 | 0.6812 | 0.7303 | | 0.3792 | 20.65 | 7640 | 0.6329 | 0.7074 | 0.8157 | 0.8814 | 0.9301 | 0.8079 | 0.8703 | 0.5180 | 0.9023 | 0.8766 | 0.8045 | 0.8660 | 0.6709 | 0.7707 | 0.4139 | 0.8127 | 0.6815 | 0.7361 | | 1.3909 | 20.7 | 7660 | 0.6040 | 0.7091 | 0.8183 | 0.8822 | 0.9332 | 0.7971 | 0.8748 | 0.5360 | 0.8952 | 0.8784 | 0.8134 | 0.8686 | 0.6701 | 0.7696 | 0.4179 | 0.8115 | 0.6806 | 0.7458 | | 0.1323 | 20.76 | 7680 | 0.6181 | 0.7114 | 0.8177 | 0.8834 | 0.9331 | 0.7969 | 0.8679 | 0.5273 | 0.8970 | 0.8704 | 0.8316 | 0.8687 | 0.6708 | 0.7649 | 0.4197 | 0.8099 | 0.6853 | 0.7607 | | 0.3078 | 20.81 | 7700 | 0.6129 | 0.7091 | 0.8135 | 0.8828 | 0.9315 | 0.7961 | 0.8618 | 0.5012 | 0.9016 | 0.8754 | 0.8267 | 0.8686 | 0.6687 | 0.7623 | 0.4146 | 0.8088 | 0.6837 | 0.7570 | | 0.1756 | 20.86 | 7720 | 0.5944 | 0.7105 | 0.8148 | 0.8834 | 0.9331 | 0.7884 | 0.8776 | 0.5083 | 0.8976 | 0.8696 | 0.8294 | 0.8686 | 0.6702 | 0.7630 | 0.4171 | 0.8099 | 0.6866 | 0.7579 | | 0.1629 | 20.92 | 7740 | 0.6044 | 0.7115 | 0.8185 | 0.8833 | 0.9312 | 0.8068 | 0.8659 | 0.5289 | 0.8995 | 0.8656 | 0.8313 | 0.8691 | 0.6721 | 0.7627 | 0.4218 | 0.8090 | 0.6857 | 0.7599 | | 0.2369 | 20.97 | 7760 | 0.5983 | 0.7118 | 0.8121 | 0.8846 | 0.9318 | 0.7858 | 0.8817 | 0.4914 | 0.9058 | 0.8487 | 0.8392 | 0.8689 | 0.6706 | 0.7652 | 0.4127 | 0.8103 | 0.6880 | 0.7670 | | 0.1395 | 21.03 | 7780 | 0.6233 | 0.7111 | 0.8117 | 0.8843 | 0.9363 | 0.7813 | 0.8855 | 0.4988 | 0.9000 | 0.8407 | 0.8391 | 0.8679 | 0.6704 | 0.7670 | 0.4118 | 0.8106 | 0.6841 | 0.7660 | | 0.1381 | 21.08 | 7800 | 0.6096 | 0.7104 | 0.8142 | 0.8833 | 0.9312 | 0.7804 | 0.8797 | 0.5074 | 0.8994 | 0.8715 | 0.8295 | 0.8696 | 0.6709 | 0.7652 | 0.4156 | 0.8089 | 0.6843 | 0.7583 | | 0.2 | 21.14 | 7820 | 0.6285 | 0.7089 | 0.8189 | 0.8817 | 0.9331 | 0.8010 | 0.8722 | 0.5470 | 0.8953 | 0.8697 | 0.8138 | 0.8692 | 0.6699 | 0.7668 | 0.4205 | 0.8083 | 0.6784 | 0.7489 | | 0.1102 | 21.19 | 7840 | 0.6080 | 0.7149 | 0.8199 | 0.8853 | 0.9309 | 0.7885 | 0.8815 | 0.5360 | 0.9009 | 0.8618 | 0.8398 | 0.8702 | 0.6735 | 0.7681 | 0.4225 | 0.8126 | 0.6894 | 0.7681 | | 0.1476 | 21.24 | 7860 | 0.6102 | 0.7093 | 0.8163 | 0.8824 | 0.9323 | 0.7863 | 0.8800 | 0.5283 | 0.8970 | 0.8715 | 0.8187 | 0.8690 | 0.6705 | 0.7657 | 0.4184 | 0.8098 | 0.6800 | 0.7518 | | 0.0475 | 21.3 | 7880 | 0.6285 | 0.7078 | 0.8160 | 0.8811 | 0.9292 | 0.7978 | 0.8854 | 0.5321 | 0.9005 | 0.8560 | 0.8108 | 0.8682 | 0.6730 | 0.7670 | 0.4194 | 0.8072 | 0.6758 | 0.7439 | | 0.1551 | 21.35 | 7900 | 0.6299 | 0.7080 | 0.8168 | 0.8816 | 0.9310 | 0.8004 | 0.8913 | 0.5193 | 0.8943 | 0.8660 | 0.8154 | 0.8688 | 0.6750 | 0.7644 | 0.4144 | 0.8080 | 0.6772 | 0.7482 | | 0.2911 | 21.41 | 7920 | 0.6102 | 0.7114 | 0.8188 | 0.8835 | 0.9340 | 0.8066 | 0.8715 | 0.5397 | 0.8986 | 0.8502 | 0.8310 | 0.8685 | 0.6744 | 0.7685 | 0.4109 | 0.8103 | 0.6857 | 0.7611 | | 0.1838 | 21.46 | 7940 | 0.5847 | 0.7129 | 0.8095 | 0.8853 | 0.9376 | 0.7645 | 0.8754 | 0.5018 | 0.9060 | 0.8405 | 0.8409 | 0.8675 | 0.6675 | 0.7661 | 0.4112 | 0.8104 | 0.6954 | 0.7721 | | 0.1123 | 21.51 | 7960 | 0.5571 | 0.7188 | 0.8210 | 0.8875 | 0.9322 | 0.8042 | 0.8765 | 0.5155 | 0.9021 | 0.8626 | 0.8541 | 0.8688 | 0.6738 | 0.7691 | 0.4197 | 0.8137 | 0.7050 | 0.7815 | | 0.1224 | 21.57 | 7980 | 0.5748 | 0.7154 | 0.8187 | 0.8858 | 0.9340 | 0.8043 | 0.8794 | 0.5081 | 0.8982 | 0.8640 | 0.8430 | 0.8683 | 0.6763 | 0.7656 | 0.4144 | 0.8116 | 0.6985 | 0.7733 | | 0.0828 | 21.62 | 8000 | 0.6015 | 0.7069 | 0.8133 | 0.8809 | 0.9327 | 0.8017 | 0.8742 | 0.5108 | 0.8995 | 0.8676 | 0.8064 | 0.8677 | 0.6759 | 0.7646 | 0.4124 | 0.8071 | 0.6806 | 0.7400 | | 0.141 | 21.68 | 8020 | 0.5877 | 0.7097 | 0.8177 | 0.8823 | 0.9341 | 0.8095 | 0.8788 | 0.5266 | 0.8962 | 0.8645 | 0.8142 | 0.8680 | 0.6759 | 0.7701 | 0.4151 | 0.8103 | 0.6850 | 0.7432 | | 0.1893 | 21.73 | 8040 | 0.5991 | 0.7073 | 0.8117 | 0.8815 | 0.9321 | 0.7786 | 0.8743 | 0.5240 | 0.9050 | 0.8590 | 0.8086 | 0.8683 | 0.6719 | 0.7683 | 0.4125 | 0.8092 | 0.6828 | 0.7383 | | 0.2463 | 21.78 | 8060 | 0.5847 | 0.7071 | 0.8146 | 0.8809 | 0.9335 | 0.8030 | 0.8688 | 0.5378 | 0.9031 | 0.8547 | 0.8014 | 0.8670 | 0.6737 | 0.7701 | 0.4110 | 0.8084 | 0.6848 | 0.7351 | | 0.072 | 21.84 | 8080 | 0.6718 | 0.7055 | 0.8147 | 0.8801 | 0.9321 | 0.7943 | 0.8692 | 0.5318 | 0.8971 | 0.8763 | 0.8021 | 0.8681 | 0.6727 | 0.7667 | 0.4099 | 0.8069 | 0.6783 | 0.7359 | | 0.0983 | 21.89 | 8100 | 0.6329 | 0.7064 | 0.8145 | 0.8809 | 0.9296 | 0.8044 | 0.8810 | 0.5115 | 0.8996 | 0.8656 | 0.8096 | 0.8680 | 0.6746 | 0.7654 | 0.4076 | 0.8073 | 0.6821 | 0.7394 | | 0.2275 | 21.95 | 8120 | 0.6321 | 0.7061 | 0.8120 | 0.8811 | 0.9317 | 0.7865 | 0.8864 | 0.5106 | 0.9007 | 0.8606 | 0.8074 | 0.8682 | 0.6722 | 0.7664 | 0.4082 | 0.8085 | 0.6808 | 0.7386 | | 0.1424 | 22.0 | 8140 | 0.6322 | 0.7065 | 0.8122 | 0.8815 | 0.9345 | 0.7917 | 0.8777 | 0.5021 | 0.8966 | 0.8682 | 0.8144 | 0.8680 | 0.6755 | 0.7669 | 0.4064 | 0.8106 | 0.6744 | 0.7437 | | 0.1075 | 22.05 | 8160 | 0.6205 | 0.7062 | 0.8165 | 0.8809 | 0.9326 | 0.7969 | 0.8742 | 0.5308 | 0.8931 | 0.8755 | 0.8125 | 0.8685 | 0.6725 | 0.7675 | 0.4105 | 0.8101 | 0.6720 | 0.7423 | | 0.088 | 22.11 | 8180 | 0.6247 | 0.7052 | 0.8112 | 0.8807 | 0.9349 | 0.7730 | 0.8796 | 0.5242 | 0.8976 | 0.8611 | 0.8081 | 0.8681 | 0.6701 | 0.7657 | 0.4104 | 0.8100 | 0.6723 | 0.7398 | | 0.2148 | 22.16 | 8200 | 0.6264 | 0.7070 | 0.8140 | 0.8818 | 0.9315 | 0.8007 | 0.8831 | 0.5053 | 0.8995 | 0.8655 | 0.8125 | 0.8689 | 0.6747 | 0.7666 | 0.4100 | 0.8113 | 0.6751 | 0.7421 | | 0.1816 | 22.22 | 8220 | 0.6494 | 0.7068 | 0.8132 | 0.8816 | 0.9284 | 0.7953 | 0.8800 | 0.5036 | 0.9019 | 0.8639 | 0.8192 | 0.8682 | 0.6744 | 0.7653 | 0.4074 | 0.8100 | 0.6745 | 0.7476 | | 0.1059 | 22.27 | 8240 | 0.6124 | 0.7088 | 0.8150 | 0.8827 | 0.9289 | 0.8077 | 0.8816 | 0.5060 | 0.9042 | 0.8533 | 0.8235 | 0.8684 | 0.6774 | 0.7693 | 0.4074 | 0.8121 | 0.6767 | 0.7503 | | 0.1387 | 22.32 | 8260 | 0.6376 | 0.7070 | 0.8149 | 0.8815 | 0.9340 | 0.7960 | 0.8797 | 0.5223 | 0.8968 | 0.8644 | 0.8110 | 0.8691 | 0.6763 | 0.7688 | 0.4060 | 0.8102 | 0.6746 | 0.7436 | | 0.3907 | 22.38 | 8280 | 0.6208 | 0.7050 | 0.8143 | 0.8803 | 0.9302 | 0.7992 | 0.8879 | 0.5138 | 0.8979 | 0.8708 | 0.8002 | 0.8683 | 0.6746 | 0.7660 | 0.4076 | 0.8089 | 0.6741 | 0.7356 | | 0.1376 | 22.43 | 8300 | 0.6203 | 0.7060 | 0.8132 | 0.8809 | 0.9299 | 0.7943 | 0.8723 | 0.5208 | 0.9032 | 0.8616 | 0.8101 | 0.8686 | 0.6754 | 0.7661 | 0.4084 | 0.8093 | 0.6742 | 0.7401 | | 0.1202 | 22.49 | 8320 | 0.6072 | 0.7067 | 0.8132 | 0.8816 | 0.9304 | 0.8010 | 0.8882 | 0.5135 | 0.9045 | 0.8414 | 0.8133 | 0.8684 | 0.6759 | 0.7683 | 0.4057 | 0.8106 | 0.6761 | 0.7418 | | 0.1391 | 22.54 | 8340 | 0.6402 | 0.7062 | 0.8132 | 0.8807 | 0.9283 | 0.8123 | 0.8665 | 0.5124 | 0.9065 | 0.8565 | 0.8098 | 0.8681 | 0.6780 | 0.7651 | 0.4054 | 0.8063 | 0.6798 | 0.7407 | | 0.0847 | 22.59 | 8360 | 0.6071 | 0.7095 | 0.8180 | 0.8826 | 0.9312 | 0.8173 | 0.8706 | 0.5239 | 0.8995 | 0.8565 | 0.8268 | 0.8679 | 0.6782 | 0.7671 | 0.4064 | 0.8106 | 0.6819 | 0.7541 | | 0.1487 | 22.65 | 8380 | 0.6051 | 0.7089 | 0.8160 | 0.8823 | 0.9335 | 0.8133 | 0.8686 | 0.5156 | 0.8993 | 0.8627 | 0.8187 | 0.8687 | 0.6788 | 0.7660 | 0.4086 | 0.8097 | 0.6796 | 0.7509 | | 0.1683 | 22.7 | 8400 | 0.6426 | 0.7090 | 0.8136 | 0.8826 | 0.9356 | 0.7975 | 0.8708 | 0.5141 | 0.9002 | 0.8577 | 0.8192 | 0.8680 | 0.6773 | 0.7673 | 0.4095 | 0.8109 | 0.6792 | 0.7509 | | 0.0552 | 22.76 | 8420 | 0.6230 | 0.7076 | 0.8156 | 0.8815 | 0.9319 | 0.7963 | 0.8687 | 0.5280 | 0.8982 | 0.8691 | 0.8166 | 0.8690 | 0.6761 | 0.7666 | 0.4095 | 0.8092 | 0.6753 | 0.7475 | | 1.8276 | 22.81 | 8440 | 0.6169 | 0.7089 | 0.8159 | 0.8823 | 0.9345 | 0.8091 | 0.8806 | 0.5308 | 0.9019 | 0.8406 | 0.8138 | 0.8680 | 0.6786 | 0.7711 | 0.4098 | 0.8118 | 0.6761 | 0.7468 | | 0.069 | 22.86 | 8460 | 0.6010 | 0.7101 | 0.8186 | 0.8829 | 0.9330 | 0.8154 | 0.8825 | 0.5262 | 0.8980 | 0.8535 | 0.8215 | 0.8685 | 0.6771 | 0.7699 | 0.4113 | 0.8121 | 0.6799 | 0.7517 | | 0.2116 | 22.92 | 8480 | 0.6090 | 0.7095 | 0.8164 | 0.8825 | 0.9331 | 0.8052 | 0.8833 | 0.5195 | 0.8989 | 0.8588 | 0.8157 | 0.8685 | 0.6770 | 0.7690 | 0.4147 | 0.8113 | 0.6792 | 0.7469 | | 0.2707 | 22.97 | 8500 | 0.6086 | 0.7098 | 0.8186 | 0.8822 | 0.9338 | 0.8160 | 0.8696 | 0.5288 | 0.8965 | 0.8734 | 0.8124 | 0.8682 | 0.6769 | 0.7711 | 0.4186 | 0.8113 | 0.6787 | 0.7437 | | 1.9017 | 23.03 | 8520 | 0.6366 | 0.7075 | 0.8146 | 0.8810 | 0.9340 | 0.8076 | 0.8718 | 0.5253 | 0.9000 | 0.8598 | 0.8040 | 0.8671 | 0.6775 | 0.7683 | 0.4149 | 0.8084 | 0.6767 | 0.7397 | | 0.5376 | 23.08 | 8540 | 0.6105 | 0.7078 | 0.8158 | 0.8810 | 0.9323 | 0.8165 | 0.8637 | 0.5240 | 0.9006 | 0.8655 | 0.8077 | 0.8673 | 0.6770 | 0.7679 | 0.4160 | 0.8078 | 0.6767 | 0.7421 | | 0.1984 | 23.14 | 8560 | 0.6390 | 0.7063 | 0.8142 | 0.8799 | 0.9299 | 0.7995 | 0.8657 | 0.5335 | 0.9027 | 0.8696 | 0.7981 | 0.8675 | 0.6774 | 0.7673 | 0.4177 | 0.8058 | 0.6743 | 0.7341 | | 0.1297 | 23.19 | 8580 | 0.6062 | 0.7109 | 0.8188 | 0.8826 | 0.9327 | 0.8114 | 0.8771 | 0.5381 | 0.9004 | 0.8581 | 0.8136 | 0.8674 | 0.6788 | 0.7736 | 0.4171 | 0.8114 | 0.6828 | 0.7454 | | 0.1256 | 23.24 | 8600 | 0.6117 | 0.7098 | 0.8167 | 0.8820 | 0.9329 | 0.8076 | 0.8649 | 0.5336 | 0.9009 | 0.8606 | 0.8161 | 0.8680 | 0.6787 | 0.7690 | 0.4151 | 0.8084 | 0.6819 | 0.7475 | | 0.2178 | 23.3 | 8620 | 0.6301 | 0.7063 | 0.8063 | 0.8813 | 0.9354 | 0.7755 | 0.8659 | 0.4904 | 0.9053 | 0.8642 | 0.8075 | 0.8668 | 0.6739 | 0.7661 | 0.4111 | 0.8087 | 0.6767 | 0.7409 | | 0.12 | 23.35 | 8640 | 0.5954 | 0.7134 | 0.8183 | 0.8845 | 0.9305 | 0.8061 | 0.8892 | 0.5131 | 0.9020 | 0.8594 | 0.8282 | 0.8681 | 0.6795 | 0.7728 | 0.4139 | 0.8125 | 0.6910 | 0.7563 | | 1.6866 | 23.41 | 8660 | 0.6285 | 0.7073 | 0.8171 | 0.8808 | 0.9342 | 0.8003 | 0.8867 | 0.5319 | 0.8915 | 0.8707 | 0.8042 | 0.8674 | 0.6780 | 0.7715 | 0.4115 | 0.8086 | 0.6755 | 0.7385 | | 0.8764 | 23.46 | 8680 | 0.6196 | 0.7069 | 0.8179 | 0.8805 | 0.9319 | 0.8104 | 0.8803 | 0.5430 | 0.8968 | 0.8597 | 0.8030 | 0.8670 | 0.6774 | 0.7718 | 0.4108 | 0.8087 | 0.6755 | 0.7376 | | 0.2846 | 23.51 | 8700 | 0.6429 | 0.7054 | 0.8089 | 0.8801 | 0.9338 | 0.7897 | 0.8778 | 0.5126 | 0.9054 | 0.8470 | 0.7960 | 0.8662 | 0.6773 | 0.7671 | 0.4131 | 0.8070 | 0.6741 | 0.7328 | | 0.1733 | 23.57 | 8720 | 0.6716 | 0.7060 | 0.8137 | 0.8801 | 0.9312 | 0.7954 | 0.8775 | 0.5342 | 0.9026 | 0.8564 | 0.7982 | 0.8679 | 0.6766 | 0.7678 | 0.4128 | 0.8065 | 0.6765 | 0.7339 | | 0.1889 | 23.62 | 8740 | 0.6285 | 0.7086 | 0.8183 | 0.8816 | 0.9327 | 0.8064 | 0.8815 | 0.5367 | 0.8958 | 0.8666 | 0.8085 | 0.8681 | 0.6788 | 0.7732 | 0.4114 | 0.8103 | 0.6773 | 0.7407 | | 0.2335 | 23.68 | 8760 | 0.6187 | 0.7077 | 0.8179 | 0.8812 | 0.9290 | 0.8058 | 0.8765 | 0.5372 | 0.8993 | 0.8645 | 0.8128 | 0.8692 | 0.6764 | 0.7698 | 0.4107 | 0.8081 | 0.6760 | 0.7438 | | 0.1434 | 23.73 | 8780 | 0.6220 | 0.7068 | 0.8185 | 0.8804 | 0.9287 | 0.8154 | 0.8699 | 0.5404 | 0.8982 | 0.8675 | 0.8094 | 0.8688 | 0.6771 | 0.7681 | 0.4102 | 0.8063 | 0.6748 | 0.7424 | | 0.1091 | 23.78 | 8800 | 0.6053 | 0.7097 | 0.8177 | 0.8824 | 0.9306 | 0.7995 | 0.8773 | 0.5373 | 0.9012 | 0.8613 | 0.8165 | 0.8697 | 0.6777 | 0.7712 | 0.4128 | 0.8101 | 0.6800 | 0.7462 | | 0.0441 | 23.84 | 8820 | 0.6099 | 0.7090 | 0.8185 | 0.8819 | 0.9339 | 0.8164 | 0.8647 | 0.5389 | 0.8970 | 0.8614 | 0.8173 | 0.8684 | 0.6783 | 0.7700 | 0.4109 | 0.8097 | 0.6781 | 0.7478 | | 0.0642 | 23.89 | 8840 | 0.6071 | 0.7085 | 0.8166 | 0.8815 | 0.9342 | 0.8128 | 0.8618 | 0.5345 | 0.8997 | 0.8641 | 0.8094 | 0.8681 | 0.6780 | 0.7694 | 0.4140 | 0.8089 | 0.6784 | 0.7430 | | 0.1659 | 23.95 | 8860 | 0.5899 | 0.7092 | 0.8138 | 0.8825 | 0.9322 | 0.8027 | 0.8705 | 0.4997 | 0.9026 | 0.8791 | 0.8101 | 0.8693 | 0.6781 | 0.7697 | 0.4154 | 0.8109 | 0.6780 | 0.7430 | | 0.1801 | 24.0 | 8880 | 0.6425 | 0.7073 | 0.8119 | 0.8814 | 0.9312 | 0.7967 | 0.8706 | 0.5050 | 0.9036 | 0.8643 | 0.8116 | 0.8687 | 0.6768 | 0.7656 | 0.4120 | 0.8072 | 0.6767 | 0.7441 | | 1.0472 | 24.05 | 8900 | 0.6368 | 0.7085 | 0.8126 | 0.8822 | 0.9331 | 0.8066 | 0.8658 | 0.5075 | 0.9060 | 0.8547 | 0.8142 | 0.8683 | 0.6777 | 0.7685 | 0.4122 | 0.8102 | 0.6772 | 0.7457 | | 0.2152 | 24.11 | 8920 | 0.6309 | 0.7080 | 0.8133 | 0.8818 | 0.9332 | 0.8037 | 0.8715 | 0.5062 | 0.9010 | 0.8646 | 0.8131 | 0.8683 | 0.6775 | 0.7679 | 0.4117 | 0.8097 | 0.6756 | 0.7451 | | 0.0434 | 24.16 | 8940 | 0.6352 | 0.7078 | 0.8145 | 0.8816 | 0.9339 | 0.7984 | 0.8811 | 0.5156 | 0.8965 | 0.8632 | 0.8130 | 0.8682 | 0.6770 | 0.7683 | 0.4116 | 0.8089 | 0.6758 | 0.7451 | | 0.1156 | 24.22 | 8960 | 0.6161 | 0.7095 | 0.8189 | 0.8825 | 0.9301 | 0.8131 | 0.8746 | 0.5325 | 0.9002 | 0.8620 | 0.8200 | 0.8690 | 0.6765 | 0.7718 | 0.4122 | 0.8118 | 0.6779 | 0.7471 | | 0.1483 | 24.27 | 8980 | 0.6298 | 0.7072 | 0.8137 | 0.8813 | 0.9332 | 0.8052 | 0.8798 | 0.5192 | 0.9018 | 0.8486 | 0.8082 | 0.8675 | 0.6770 | 0.7689 | 0.4101 | 0.8089 | 0.6762 | 0.7418 | | 0.1716 | 24.32 | 9000 | 0.6275 | 0.7076 | 0.8139 | 0.8815 | 0.9328 | 0.8087 | 0.8726 | 0.5286 | 0.9052 | 0.8344 | 0.8148 | 0.8679 | 0.6765 | 0.7689 | 0.4102 | 0.8087 | 0.6753 | 0.7457 | | 0.0314 | 24.38 | 9020 | 0.6365 | 0.7065 | 0.8143 | 0.8808 | 0.9320 | 0.8008 | 0.8773 | 0.5204 | 0.8994 | 0.8663 | 0.8041 | 0.8678 | 0.6762 | 0.7681 | 0.4103 | 0.8087 | 0.6759 | 0.7385 | | 0.1488 | 24.43 | 9040 | 0.6421 | 0.7080 | 0.8135 | 0.8818 | 0.9341 | 0.8048 | 0.8730 | 0.5076 | 0.8997 | 0.8636 | 0.8120 | 0.8674 | 0.6777 | 0.7686 | 0.4114 | 0.8103 | 0.6769 | 0.7434 | | 0.1511 | 24.49 | 9060 | 0.6465 | 0.7060 | 0.8128 | 0.8805 | 0.9321 | 0.7908 | 0.8723 | 0.5162 | 0.8979 | 0.8728 | 0.8077 | 0.8685 | 0.6759 | 0.7654 | 0.4117 | 0.8071 | 0.6732 | 0.7402 | | 0.1712 | 24.54 | 9080 | 0.6452 | 0.7064 | 0.8146 | 0.8806 | 0.9298 | 0.7991 | 0.8749 | 0.5260 | 0.9005 | 0.8626 | 0.8096 | 0.8685 | 0.6755 | 0.7657 | 0.4104 | 0.8066 | 0.6762 | 0.7418 | | 0.0786 | 24.59 | 9100 | 0.6148 | 0.7074 | 0.8186 | 0.8810 | 0.9290 | 0.8139 | 0.8767 | 0.5383 | 0.8993 | 0.8645 | 0.8088 | 0.8689 | 0.6755 | 0.7693 | 0.4112 | 0.8083 | 0.6780 | 0.7409 | | 0.1503 | 24.65 | 9120 | 0.6358 | 0.7075 | 0.8137 | 0.8814 | 0.9325 | 0.7985 | 0.8723 | 0.5160 | 0.9009 | 0.8665 | 0.8091 | 0.8684 | 0.6763 | 0.7678 | 0.4128 | 0.8088 | 0.6769 | 0.7417 | | 0.2824 | 24.7 | 9140 | 0.6273 | 0.7067 | 0.8133 | 0.8808 | 0.9353 | 0.7995 | 0.8688 | 0.5238 | 0.8989 | 0.8643 | 0.8028 | 0.8673 | 0.6767 | 0.7680 | 0.4128 | 0.8084 | 0.6761 | 0.7379 | | 0.417 | 24.76 | 9160 | 0.6413 | 0.7065 | 0.8109 | 0.8807 | 0.9298 | 0.8041 | 0.8759 | 0.5149 | 0.9101 | 0.8339 | 0.8073 | 0.8674 | 0.6767 | 0.7664 | 0.4127 | 0.8058 | 0.6754 | 0.7408 | | 0.0708 | 24.81 | 9180 | 0.6532 | 0.7076 | 0.8142 | 0.8813 | 0.9317 | 0.8104 | 0.8704 | 0.5146 | 0.9022 | 0.8588 | 0.8116 | 0.8681 | 0.6766 | 0.7668 | 0.4127 | 0.8076 | 0.6780 | 0.7437 | | 0.1626 | 24.86 | 9200 | 0.6461 | 0.7077 | 0.8118 | 0.8816 | 0.9331 | 0.8007 | 0.8708 | 0.5031 | 0.9031 | 0.8606 | 0.8110 | 0.8682 | 0.6774 | 0.7663 | 0.4120 | 0.8079 | 0.6783 | 0.7435 | | 0.0988 | 24.92 | 9220 | 0.6357 | 0.7069 | 0.8125 | 0.8809 | 0.9379 | 0.8022 | 0.8645 | 0.5140 | 0.8966 | 0.8692 | 0.8035 | 0.8664 | 0.6774 | 0.7685 | 0.4127 | 0.8093 | 0.6759 | 0.7382 | | 0.1384 | 24.97 | 9240 | 0.6325 | 0.7077 | 0.8137 | 0.8816 | 0.9348 | 0.8020 | 0.8775 | 0.5017 | 0.8953 | 0.8739 | 0.8105 | 0.8677 | 0.6774 | 0.7684 | 0.4116 | 0.8094 | 0.6762 | 0.7429 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b3-ade-512-512-finetuned-coastTrain

# segformer-b3-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.7613 - Mean Iou: 0.7092 - Mean Accuracy: 0.8104 - Overall Accuracy: 0.8790 - Accuracy Water: 0.9352 - Accuracy Whitewater: 0.8067 - Accuracy Sediment: 0.8732 - Accuracy Other Natural Terrain: 0.5054 - Accuracy Vegetation: 0.8997 - Accuracy Development: 0.8714 - Accuracy Unknown: 0.7814 - Iou Water: 0.8677 - Iou Whitewater: 0.6795 - Iou Sediment: 0.7649 - Iou Other Natural Terrain: 0.4259 - Iou Vegetation: 0.7883 - Iou Development: 0.7211 - Iou Unknown: 0.7170 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7642 | 0.05 | 20 | 1.6699 | 0.1741 | 0.2887 | 0.4511 | 0.3629 | 0.3020 | 0.0122 | 0.0013 | 0.8998 | 0.1317 | 0.3106 | 0.3310 | 0.0708 | 0.0112 | 0.0013 | 0.3953 | 0.1007 | 0.3084 | | 1.6158 | 0.11 | 40 | 1.3903 | 0.1804 | 0.2783 | 0.5516 | 0.6957 | 0.0198 | 0.1032 | 0.0000 | 0.9605 | 0.1077 | 0.0616 | 0.5309 | 0.0184 | 0.0965 | 0.0000 | 0.4589 | 0.0973 | 0.0606 | | 1.3168 | 0.16 | 60 | 1.1710 | 0.2583 | 0.3483 | 0.6425 | 0.8324 | 0.0359 | 0.0669 | 0.0 | 0.9578 | 0.1157 | 0.4296 | 0.6688 | 0.0344 | 0.0630 | 0.0 | 0.5089 | 0.1094 | 0.4233 | | 1.1024 | 0.22 | 80 | 1.0398 | 0.3143 | 0.4032 | 0.6865 | 0.8815 | 0.1083 | 0.1413 | 0.0 | 0.9619 | 0.2673 | 0.4620 | 0.6970 | 0.1041 | 0.1261 | 0.0 | 0.5725 | 0.2452 | 0.4549 | | 1.0384 | 0.27 | 100 | 0.9307 | 0.3388 | 0.4315 | 0.7113 | 0.8919 | 0.0379 | 0.3662 | 0.0 | 0.9582 | 0.2753 | 0.4913 | 0.7137 | 0.0374 | 0.2526 | 0.0 | 0.6316 | 0.2550 | 0.4813 | | 0.9056 | 0.32 | 120 | 0.8649 | 0.3988 | 0.5060 | 0.7415 | 0.9191 | 0.1051 | 0.4270 | 0.0 | 0.8743 | 0.7201 | 0.4965 | 0.7159 | 0.1038 | 0.3178 | 0.0 | 0.6739 | 0.4951 | 0.4849 | | 1.1867 | 0.38 | 140 | 0.8470 | 0.4027 | 0.5076 | 0.7418 | 0.8363 | 0.0329 | 0.6586 | 0.0 | 0.9529 | 0.5761 | 0.4960 | 0.7494 | 0.0326 | 0.4722 | 0.0 | 0.6188 | 0.4643 | 0.4815 | | 1.2778 | 0.43 | 160 | 0.8108 | 0.4419 | 0.5491 | 0.7656 | 0.8973 | 0.1895 | 0.5864 | 0.0 | 0.9145 | 0.7679 | 0.4885 | 0.7758 | 0.1848 | 0.4732 | 0.0 | 0.6536 | 0.5269 | 0.4791 | | 0.8217 | 0.49 | 180 | 0.7507 | 0.4544 | 0.5750 | 0.7728 | 0.8801 | 0.1928 | 0.7543 | 0.0 | 0.8893 | 0.7924 | 0.5161 | 0.7912 | 0.1858 | 0.5100 | 0.0 | 0.6678 | 0.5398 | 0.4859 | | 0.9801 | 0.54 | 200 | 0.7149 | 0.4827 | 0.5995 | 0.7819 | 0.9016 | 0.3829 | 0.7254 | 0.0 | 0.8848 | 0.7904 | 0.5117 | 0.8007 | 0.3571 | 0.5615 | 0.0 | 0.6774 | 0.4859 | 0.4966 | | 0.7374 | 0.59 | 220 | 0.6885 | 0.4950 | 0.6159 | 0.7894 | 0.9068 | 0.3910 | 0.8448 | 0.0 | 0.8656 | 0.7859 | 0.5169 | 0.7839 | 0.3448 | 0.5749 | 0.0 | 0.6942 | 0.5774 | 0.4895 | | 1.0931 | 0.65 | 240 | 0.6884 | 0.4889 | 0.6134 | 0.7885 | 0.9106 | 0.3515 | 0.8590 | 0.0 | 0.8554 | 0.8118 | 0.5059 | 0.7804 | 0.3041 | 0.5561 | 0.0 | 0.7017 | 0.5858 | 0.4941 | | 0.7106 | 0.7 | 260 | 0.8052 | 0.4413 | 0.5511 | 0.7563 | 0.9400 | 0.3677 | 0.3526 | 0.0 | 0.8507 | 0.8081 | 0.5382 | 0.7137 | 0.3061 | 0.2825 | 0.0 | 0.6967 | 0.5709 | 0.5193 | | 0.7133 | 0.76 | 280 | 0.6507 | 0.5368 | 0.6542 | 0.8106 | 0.8931 | 0.6564 | 0.8631 | 0.0 | 0.9353 | 0.6824 | 0.5491 | 0.8105 | 0.5066 | 0.5893 | 0.0 | 0.7211 | 0.5953 | 0.5350 | | 0.5858 | 0.81 | 300 | 0.6587 | 0.5212 | 0.6453 | 0.7979 | 0.9158 | 0.6788 | 0.6528 | 0.0 | 0.8872 | 0.8580 | 0.5241 | 0.8226 | 0.5180 | 0.5725 | 0.0 | 0.6814 | 0.5427 | 0.5113 | | 1.9447 | 0.86 | 320 | 0.6674 | 0.5300 | 0.6268 | 0.8098 | 0.9182 | 0.4960 | 0.7161 | 0.0 | 0.9369 | 0.7516 | 0.5691 | 0.8130 | 0.4323 | 0.6061 | 0.0 | 0.6974 | 0.6098 | 0.5515 | | 0.6724 | 0.92 | 340 | 0.6814 | 0.5191 | 0.6635 | 0.7901 | 0.8573 | 0.6785 | 0.8412 | 0.0 | 0.8680 | 0.8745 | 0.5251 | 0.7797 | 0.5249 | 0.5634 | 0.0 | 0.7007 | 0.5512 | 0.5139 | | 0.6738 | 0.97 | 360 | 0.6131 | 0.5509 | 0.6663 | 0.8173 | 0.9235 | 0.6190 | 0.8401 | 0.0 | 0.8883 | 0.8535 | 0.5396 | 0.8125 | 0.5326 | 0.6451 | 0.0 | 0.7219 | 0.6215 | 0.5229 | | 0.7131 | 1.03 | 380 | 0.6163 | 0.5582 | 0.6734 | 0.8172 | 0.8994 | 0.7309 | 0.8445 | 0.0 | 0.9282 | 0.7832 | 0.5272 | 0.8228 | 0.5820 | 0.6580 | 0.0 | 0.7059 | 0.6249 | 0.5137 | | 0.8373 | 1.08 | 400 | 0.6077 | 0.5569 | 0.6737 | 0.8216 | 0.9115 | 0.7745 | 0.8120 | 0.0 | 0.9381 | 0.7219 | 0.5579 | 0.8242 | 0.5463 | 0.6524 | 0.0 | 0.7230 | 0.6089 | 0.5435 | | 0.7344 | 1.14 | 420 | 0.6830 | 0.5195 | 0.6628 | 0.7866 | 0.9541 | 0.6517 | 0.8366 | 0.0 | 0.7106 | 0.8978 | 0.5890 | 0.7943 | 0.5367 | 0.5415 | 0.0 | 0.6433 | 0.5580 | 0.5626 | | 0.4357 | 1.19 | 440 | 0.5908 | 0.5761 | 0.6867 | 0.8298 | 0.9183 | 0.7028 | 0.8313 | 0.0 | 0.9032 | 0.8332 | 0.6181 | 0.8259 | 0.5906 | 0.6593 | 0.0 | 0.7274 | 0.6289 | 0.6005 | | 0.3423 | 1.24 | 460 | 0.5857 | 0.5864 | 0.7004 | 0.8332 | 0.9054 | 0.7249 | 0.8626 | 0.0 | 0.8887 | 0.8351 | 0.6862 | 0.8155 | 0.6248 | 0.6348 | 0.0 | 0.7415 | 0.6395 | 0.6484 | | 0.5952 | 1.3 | 480 | 0.6290 | 0.5592 | 0.6560 | 0.8170 | 0.9176 | 0.7224 | 0.7925 | 0.0 | 0.9532 | 0.6852 | 0.5208 | 0.8244 | 0.6165 | 0.6594 | 0.0 | 0.7002 | 0.6048 | 0.5091 | | 0.7312 | 1.35 | 500 | 0.6103 | 0.5637 | 0.6829 | 0.8213 | 0.9303 | 0.7779 | 0.8384 | 0.0 | 0.8961 | 0.8243 | 0.5137 | 0.8265 | 0.6301 | 0.6668 | 0.0 | 0.7254 | 0.5968 | 0.5000 | | 0.4683 | 1.41 | 520 | 0.6372 | 0.5599 | 0.6809 | 0.8165 | 0.9056 | 0.7946 | 0.8165 | 0.0 | 0.9156 | 0.8230 | 0.5109 | 0.8273 | 0.6414 | 0.6765 | 0.0 | 0.7153 | 0.5598 | 0.4988 | | 0.3688 | 1.46 | 540 | 0.6608 | 0.5537 | 0.6561 | 0.8129 | 0.9313 | 0.7464 | 0.6851 | 0.0005 | 0.9196 | 0.7613 | 0.5485 | 0.7956 | 0.6248 | 0.5633 | 0.0005 | 0.7172 | 0.6407 | 0.5340 | | 0.3681 | 1.51 | 560 | 0.5841 | 0.5800 | 0.7074 | 0.8296 | 0.9114 | 0.8080 | 0.8613 | 0.0000 | 0.8767 | 0.8714 | 0.6232 | 0.8230 | 0.6089 | 0.6616 | 0.0000 | 0.7287 | 0.6480 | 0.5899 | | 0.455 | 1.57 | 580 | 0.6379 | 0.5682 | 0.6749 | 0.8230 | 0.9313 | 0.7373 | 0.8058 | 0.0008 | 0.9130 | 0.8057 | 0.5305 | 0.8181 | 0.6047 | 0.6666 | 0.0008 | 0.7166 | 0.6519 | 0.5186 | | 0.57 | 1.62 | 600 | 0.6002 | 0.5727 | 0.6983 | 0.8273 | 0.9134 | 0.8255 | 0.8873 | 0.0001 | 0.9089 | 0.8164 | 0.5364 | 0.8227 | 0.5932 | 0.6616 | 0.0001 | 0.7306 | 0.6692 | 0.5317 | | 0.3516 | 1.68 | 620 | 0.5615 | 0.5862 | 0.7111 | 0.8336 | 0.9078 | 0.8340 | 0.8216 | 0.0012 | 0.8920 | 0.8649 | 0.6558 | 0.8358 | 0.5994 | 0.6911 | 0.0012 | 0.7225 | 0.6421 | 0.6113 | | 0.4446 | 1.73 | 640 | 0.5702 | 0.5957 | 0.6972 | 0.8386 | 0.9039 | 0.7710 | 0.8483 | 0.0002 | 0.9370 | 0.7354 | 0.6850 | 0.8382 | 0.6356 | 0.6933 | 0.0002 | 0.7234 | 0.6237 | 0.6553 | | 1.1138 | 1.78 | 660 | 0.5697 | 0.5979 | 0.7156 | 0.8434 | 0.9065 | 0.7799 | 0.8291 | 0.0001 | 0.8949 | 0.8463 | 0.7525 | 0.8289 | 0.6005 | 0.6542 | 0.0001 | 0.7518 | 0.6442 | 0.7056 | | 0.5918 | 1.84 | 680 | 0.5167 | 0.5994 | 0.7094 | 0.8458 | 0.9394 | 0.7790 | 0.8572 | 0.0047 | 0.8996 | 0.8256 | 0.6606 | 0.8389 | 0.5879 | 0.6878 | 0.0047 | 0.7481 | 0.6835 | 0.6452 | | 0.4778 | 1.89 | 700 | 0.5767 | 0.5960 | 0.7142 | 0.8340 | 0.8730 | 0.8111 | 0.8841 | 0.0080 | 0.9204 | 0.8301 | 0.6728 | 0.8068 | 0.6549 | 0.6153 | 0.0080 | 0.7425 | 0.6861 | 0.6583 | | 0.6689 | 1.95 | 720 | 0.5420 | 0.6104 | 0.7221 | 0.8482 | 0.9085 | 0.8333 | 0.8307 | 0.0255 | 0.9173 | 0.7881 | 0.7511 | 0.8325 | 0.6055 | 0.7094 | 0.0254 | 0.7499 | 0.6525 | 0.6974 | | 1.893 | 2.0 | 740 | 0.5951 | 0.5883 | 0.7054 | 0.8367 | 0.9266 | 0.7935 | 0.7975 | 0.0057 | 0.9013 | 0.9111 | 0.6018 | 0.8317 | 0.6187 | 0.6962 | 0.0057 | 0.7446 | 0.6347 | 0.5865 | | 0.3762 | 2.05 | 760 | 0.6041 | 0.5633 | 0.6763 | 0.8229 | 0.9138 | 0.6893 | 0.8762 | 0.0087 | 0.9142 | 0.7735 | 0.5580 | 0.8233 | 0.5721 | 0.6527 | 0.0087 | 0.7272 | 0.6313 | 0.5274 | | 0.5576 | 2.11 | 780 | 0.5651 | 0.5721 | 0.7097 | 0.8199 | 0.8804 | 0.8350 | 0.8177 | 0.0152 | 0.8769 | 0.9241 | 0.6184 | 0.8135 | 0.6197 | 0.6973 | 0.0152 | 0.7296 | 0.5934 | 0.5359 | | 0.4714 | 2.16 | 800 | 0.4983 | 0.6253 | 0.7352 | 0.8582 | 0.9377 | 0.8134 | 0.8719 | 0.0410 | 0.8881 | 0.8385 | 0.7560 | 0.8409 | 0.6150 | 0.7200 | 0.0409 | 0.7729 | 0.6906 | 0.6967 | | 1.2051 | 2.22 | 820 | 0.5054 | 0.6172 | 0.7256 | 0.8501 | 0.9141 | 0.7940 | 0.8392 | 0.0436 | 0.9049 | 0.8325 | 0.7506 | 0.8408 | 0.6495 | 0.7252 | 0.0435 | 0.7561 | 0.6197 | 0.6853 | | 0.2421 | 2.27 | 840 | 0.5026 | 0.6112 | 0.7294 | 0.8491 | 0.9194 | 0.8360 | 0.8872 | 0.0346 | 0.8828 | 0.7663 | 0.7797 | 0.8333 | 0.6152 | 0.6798 | 0.0345 | 0.7621 | 0.6667 | 0.6868 | | 0.6917 | 2.32 | 860 | 0.4947 | 0.6065 | 0.7343 | 0.8447 | 0.9111 | 0.8352 | 0.8533 | 0.0498 | 0.8766 | 0.8971 | 0.7168 | 0.8411 | 0.6384 | 0.6910 | 0.0496 | 0.7628 | 0.6024 | 0.6599 | | 0.2269 | 2.38 | 880 | 0.4963 | 0.6099 | 0.7354 | 0.8426 | 0.9023 | 0.8730 | 0.8372 | 0.1139 | 0.9161 | 0.8633 | 0.6419 | 0.8383 | 0.6218 | 0.7367 | 0.1128 | 0.7614 | 0.5984 | 0.5996 | | 0.6035 | 2.43 | 900 | 0.4550 | 0.6421 | 0.7362 | 0.8638 | 0.9284 | 0.7679 | 0.8624 | 0.0968 | 0.9286 | 0.8148 | 0.7544 | 0.8509 | 0.6474 | 0.7274 | 0.0964 | 0.7718 | 0.6700 | 0.7305 | | 0.8465 | 2.49 | 920 | 0.4764 | 0.6396 | 0.7425 | 0.8606 | 0.9218 | 0.7772 | 0.8555 | 0.0980 | 0.9038 | 0.8710 | 0.7704 | 0.8516 | 0.6517 | 0.7149 | 0.0978 | 0.7614 | 0.6709 | 0.7288 | | 0.3546 | 2.54 | 940 | 0.4636 | 0.6444 | 0.7360 | 0.8683 | 0.9343 | 0.7923 | 0.8181 | 0.0691 | 0.9320 | 0.7953 | 0.8108 | 0.8502 | 0.6426 | 0.7042 | 0.0690 | 0.7811 | 0.6783 | 0.7854 | | 0.5057 | 2.59 | 960 | 0.4754 | 0.6315 | 0.7412 | 0.8617 | 0.9241 | 0.8575 | 0.8383 | 0.0538 | 0.9121 | 0.8026 | 0.7999 | 0.8512 | 0.6429 | 0.6996 | 0.0537 | 0.7765 | 0.6575 | 0.7393 | | 0.2862 | 2.65 | 980 | 0.5106 | 0.6088 | 0.7152 | 0.8436 | 0.9366 | 0.7928 | 0.8561 | 0.0851 | 0.9149 | 0.8273 | 0.5938 | 0.8461 | 0.6602 | 0.7275 | 0.0849 | 0.7500 | 0.6152 | 0.5776 | | 0.4181 | 2.7 | 1000 | 0.5597 | 0.6053 | 0.7262 | 0.8386 | 0.9201 | 0.8461 | 0.8863 | 0.1007 | 0.9030 | 0.8624 | 0.5651 | 0.8481 | 0.6616 | 0.7152 | 0.1005 | 0.7379 | 0.6313 | 0.5422 | | 0.3954 | 2.76 | 1020 | 0.5037 | 0.6259 | 0.7259 | 0.8496 | 0.9245 | 0.8067 | 0.8656 | 0.1011 | 0.9178 | 0.7763 | 0.6895 | 0.8392 | 0.6596 | 0.7198 | 0.1007 | 0.7450 | 0.6707 | 0.6467 | | 0.254 | 2.81 | 1040 | 0.5001 | 0.6446 | 0.7660 | 0.8607 | 0.9098 | 0.8624 | 0.8650 | 0.1116 | 0.8660 | 0.9136 | 0.8339 | 0.8409 | 0.6434 | 0.7097 | 0.1109 | 0.7618 | 0.6799 | 0.7653 | | 0.4925 | 2.86 | 1060 | 0.5392 | 0.6221 | 0.7218 | 0.8537 | 0.9332 | 0.7817 | 0.8101 | 0.0580 | 0.9194 | 0.8478 | 0.7023 | 0.8312 | 0.6484 | 0.6910 | 0.0578 | 0.7736 | 0.6751 | 0.6773 | | 0.3821 | 2.92 | 1080 | 0.5041 | 0.6211 | 0.7373 | 0.8515 | 0.9228 | 0.8788 | 0.8460 | 0.0918 | 0.9179 | 0.8416 | 0.6624 | 0.8409 | 0.6212 | 0.7112 | 0.0913 | 0.7629 | 0.6833 | 0.6368 | | 0.3027 | 2.97 | 1100 | 0.4728 | 0.6427 | 0.7526 | 0.8604 | 0.9333 | 0.7614 | 0.8818 | 0.1308 | 0.8640 | 0.9228 | 0.7739 | 0.8447 | 0.6419 | 0.7208 | 0.1296 | 0.7681 | 0.6637 | 0.7300 | | 0.3572 | 3.03 | 1120 | 0.5109 | 0.6388 | 0.7469 | 0.8545 | 0.9342 | 0.8335 | 0.9024 | 0.1647 | 0.8906 | 0.8025 | 0.7001 | 0.8405 | 0.6553 | 0.7219 | 0.1612 | 0.7568 | 0.6722 | 0.6640 | | 0.6269 | 3.08 | 1140 | 0.4645 | 0.6641 | 0.7651 | 0.8679 | 0.9289 | 0.8038 | 0.8241 | 0.2209 | 0.9024 | 0.8788 | 0.7965 | 0.8590 | 0.6555 | 0.7373 | 0.2170 | 0.7714 | 0.6514 | 0.7571 | | 0.6726 | 3.14 | 1160 | 0.5041 | 0.6440 | 0.7509 | 0.8537 | 0.9274 | 0.8540 | 0.8209 | 0.2448 | 0.9249 | 0.8419 | 0.6420 | 0.8467 | 0.6484 | 0.7265 | 0.2219 | 0.7558 | 0.6836 | 0.6248 | | 0.2253 | 3.19 | 1180 | 0.4808 | 0.6661 | 0.7738 | 0.8672 | 0.9238 | 0.8341 | 0.8564 | 0.2223 | 0.8885 | 0.8999 | 0.7918 | 0.8512 | 0.6724 | 0.7252 | 0.2170 | 0.7739 | 0.6637 | 0.7590 | | 0.1953 | 3.24 | 1200 | 0.4971 | 0.6561 | 0.7559 | 0.8637 | 0.9387 | 0.8074 | 0.8676 | 0.1940 | 0.8993 | 0.8488 | 0.7360 | 0.8437 | 0.6742 | 0.7212 | 0.1899 | 0.7770 | 0.6727 | 0.7137 | | 0.3769 | 3.3 | 1220 | 0.4940 | 0.6666 | 0.7711 | 0.8688 | 0.9114 | 0.7625 | 0.8894 | 0.2404 | 0.8942 | 0.8456 | 0.8539 | 0.8469 | 0.6319 | 0.7291 | 0.2308 | 0.7824 | 0.6923 | 0.7527 | | 0.2919 | 3.35 | 1240 | 0.5256 | 0.6579 | 0.7656 | 0.8620 | 0.9147 | 0.8240 | 0.8073 | 0.2330 | 0.8878 | 0.8364 | 0.8558 | 0.8452 | 0.6436 | 0.7307 | 0.2249 | 0.7696 | 0.6866 | 0.7049 | | 0.8137 | 3.41 | 1260 | 0.4615 | 0.6636 | 0.7540 | 0.8717 | 0.9342 | 0.7923 | 0.8602 | 0.1674 | 0.9233 | 0.7903 | 0.8106 | 0.8536 | 0.6677 | 0.7304 | 0.1640 | 0.7837 | 0.6665 | 0.7792 | | 0.5517 | 3.46 | 1280 | 0.4785 | 0.6581 | 0.7697 | 0.8593 | 0.9169 | 0.8348 | 0.9019 | 0.2548 | 0.8847 | 0.8347 | 0.7602 | 0.8331 | 0.6732 | 0.7226 | 0.2237 | 0.7744 | 0.6886 | 0.6912 | | 0.3323 | 3.51 | 1300 | 0.4658 | 0.6783 | 0.7893 | 0.8657 | 0.8912 | 0.8488 | 0.8672 | 0.3312 | 0.9038 | 0.8458 | 0.8372 | 0.8292 | 0.6626 | 0.7546 | 0.3087 | 0.7827 | 0.6763 | 0.7342 | | 0.2235 | 3.57 | 1320 | 0.4687 | 0.6690 | 0.7668 | 0.8669 | 0.9418 | 0.8131 | 0.8607 | 0.2613 | 0.8989 | 0.8500 | 0.7420 | 0.8448 | 0.6721 | 0.7273 | 0.2491 | 0.7778 | 0.6867 | 0.7250 | | 0.4178 | 3.62 | 1340 | 0.5271 | 0.6617 | 0.7577 | 0.8631 | 0.9271 | 0.8110 | 0.8500 | 0.2745 | 0.9291 | 0.7756 | 0.7368 | 0.8565 | 0.6700 | 0.7388 | 0.2480 | 0.7648 | 0.6509 | 0.7031 | | 0.1709 | 3.68 | 1360 | 0.4917 | 0.6743 | 0.7839 | 0.8666 | 0.9345 | 0.8278 | 0.8188 | 0.3626 | 0.8856 | 0.8878 | 0.7699 | 0.8586 | 0.6593 | 0.7338 | 0.3077 | 0.7715 | 0.6556 | 0.7334 | | 0.5981 | 3.73 | 1380 | 0.5301 | 0.6598 | 0.7651 | 0.8619 | 0.9562 | 0.8015 | 0.8527 | 0.3087 | 0.8823 | 0.8672 | 0.6870 | 0.8548 | 0.6651 | 0.7469 | 0.2630 | 0.7759 | 0.6539 | 0.6593 | | 0.3507 | 3.78 | 1400 | 0.5341 | 0.6544 | 0.7687 | 0.8543 | 0.9212 | 0.7396 | 0.8167 | 0.4255 | 0.8876 | 0.8486 | 0.7416 | 0.8517 | 0.6158 | 0.7268 | 0.3144 | 0.7615 | 0.6660 | 0.6448 | | 0.3053 | 3.84 | 1420 | 0.5660 | 0.6511 | 0.7660 | 0.8510 | 0.9112 | 0.7759 | 0.8743 | 0.3550 | 0.8915 | 0.8701 | 0.6838 | 0.8407 | 0.6537 | 0.7418 | 0.3087 | 0.7673 | 0.6443 | 0.6014 | | 0.4962 | 3.89 | 1440 | 0.5701 | 0.6535 | 0.7465 | 0.8620 | 0.9387 | 0.7989 | 0.8546 | 0.2405 | 0.9323 | 0.7459 | 0.7148 | 0.8556 | 0.6701 | 0.7382 | 0.2139 | 0.7709 | 0.6388 | 0.6870 | | 0.6165 | 3.95 | 1460 | 0.4963 | 0.6711 | 0.7622 | 0.8720 | 0.9393 | 0.7786 | 0.8285 | 0.2492 | 0.9198 | 0.8354 | 0.7850 | 0.8648 | 0.6480 | 0.7461 | 0.2351 | 0.7754 | 0.6862 | 0.7418 | | 0.2898 | 4.0 | 1480 | 0.4906 | 0.6751 | 0.7688 | 0.8691 | 0.9254 | 0.7811 | 0.8763 | 0.3229 | 0.9206 | 0.7502 | 0.8053 | 0.8583 | 0.6574 | 0.7458 | 0.2937 | 0.7713 | 0.6572 | 0.7421 | | 0.2248 | 4.05 | 1500 | 0.5393 | 0.6627 | 0.7700 | 0.8636 | 0.9304 | 0.7995 | 0.8683 | 0.2900 | 0.8898 | 0.8543 | 0.7578 | 0.8540 | 0.6586 | 0.7258 | 0.2434 | 0.7721 | 0.6835 | 0.7014 | | 0.2432 | 4.11 | 1520 | 0.5233 | 0.6732 | 0.7773 | 0.8627 | 0.9456 | 0.7776 | 0.8200 | 0.4175 | 0.8811 | 0.8671 | 0.7321 | 0.8384 | 0.6516 | 0.7257 | 0.3281 | 0.7739 | 0.7027 | 0.6919 | | 0.3847 | 4.16 | 1540 | 0.5011 | 0.6842 | 0.7816 | 0.8757 | 0.9203 | 0.7606 | 0.8733 | 0.3186 | 0.9076 | 0.8372 | 0.8534 | 0.8533 | 0.6504 | 0.7369 | 0.2841 | 0.7927 | 0.6897 | 0.7826 | | 0.3696 | 4.22 | 1560 | 0.4968 | 0.6889 | 0.7971 | 0.8767 | 0.9334 | 0.8285 | 0.8607 | 0.3609 | 0.8816 | 0.8655 | 0.8492 | 0.8566 | 0.6483 | 0.7309 | 0.3169 | 0.7953 | 0.6897 | 0.7848 | | 0.6256 | 4.27 | 1580 | 0.5060 | 0.6920 | 0.7930 | 0.8755 | 0.9256 | 0.7798 | 0.8598 | 0.3865 | 0.8937 | 0.8652 | 0.8407 | 0.8563 | 0.6671 | 0.7406 | 0.3277 | 0.7866 | 0.6882 | 0.7773 | | 0.123 | 4.32 | 1600 | 0.5031 | 0.6911 | 0.7886 | 0.8762 | 0.9247 | 0.7878 | 0.8605 | 0.3802 | 0.9060 | 0.7956 | 0.8651 | 0.8568 | 0.6607 | 0.7431 | 0.3339 | 0.7893 | 0.6757 | 0.7782 | | 0.4976 | 4.38 | 1620 | 0.5683 | 0.6833 | 0.7880 | 0.8669 | 0.9163 | 0.8146 | 0.8619 | 0.4185 | 0.9166 | 0.8540 | 0.7338 | 0.8554 | 0.6671 | 0.7501 | 0.3581 | 0.7683 | 0.6807 | 0.7033 | | 0.3203 | 4.43 | 1640 | 0.5254 | 0.6852 | 0.7749 | 0.8705 | 0.9330 | 0.7844 | 0.8444 | 0.3818 | 0.9296 | 0.8045 | 0.7469 | 0.8568 | 0.6690 | 0.7506 | 0.3494 | 0.7741 | 0.6708 | 0.7259 | | 0.233 | 4.49 | 1660 | 0.5000 | 0.7018 | 0.8034 | 0.8800 | 0.9299 | 0.8099 | 0.8661 | 0.4532 | 0.9113 | 0.8396 | 0.8138 | 0.8593 | 0.6544 | 0.7502 | 0.3850 | 0.8005 | 0.6767 | 0.7866 | | 0.131 | 4.54 | 1680 | 0.5944 | 0.6698 | 0.7886 | 0.8628 | 0.9372 | 0.7772 | 0.8888 | 0.4697 | 0.8819 | 0.8800 | 0.6857 | 0.8514 | 0.6482 | 0.7408 | 0.3710 | 0.7992 | 0.6191 | 0.6589 | | 0.1867 | 4.59 | 1700 | 0.5355 | 0.6948 | 0.8107 | 0.8731 | 0.9344 | 0.7717 | 0.8889 | 0.5399 | 0.8620 | 0.8469 | 0.8311 | 0.8511 | 0.6522 | 0.7434 | 0.3764 | 0.7892 | 0.6924 | 0.7588 | | 0.2121 | 4.65 | 1720 | 0.5226 | 0.6934 | 0.7864 | 0.8759 | 0.9256 | 0.7900 | 0.8240 | 0.3943 | 0.9170 | 0.7991 | 0.8549 | 0.8562 | 0.6568 | 0.7473 | 0.3600 | 0.7847 | 0.6623 | 0.7868 | | 0.4442 | 4.7 | 1740 | 0.5122 | 0.7049 | 0.8078 | 0.8802 | 0.9236 | 0.8008 | 0.8868 | 0.4509 | 0.8927 | 0.8270 | 0.8730 | 0.8555 | 0.6574 | 0.7461 | 0.3940 | 0.7971 | 0.6929 | 0.7914 | | 0.2561 | 4.76 | 1760 | 0.5097 | 0.6952 | 0.8068 | 0.8723 | 0.9096 | 0.8027 | 0.8991 | 0.4735 | 0.8852 | 0.8207 | 0.8569 | 0.8460 | 0.6619 | 0.7383 | 0.3849 | 0.7870 | 0.6949 | 0.7534 | | 0.3744 | 4.81 | 1780 | 0.5762 | 0.6562 | 0.7702 | 0.8561 | 0.9452 | 0.7934 | 0.8702 | 0.4003 | 0.8877 | 0.8651 | 0.6295 | 0.8485 | 0.6679 | 0.7432 | 0.3079 | 0.7800 | 0.6413 | 0.6049 | | 0.2373 | 4.86 | 1800 | 0.5477 | 0.6547 | 0.7715 | 0.8550 | 0.9341 | 0.8386 | 0.8405 | 0.4085 | 0.9097 | 0.8517 | 0.6177 | 0.8506 | 0.6647 | 0.7467 | 0.3169 | 0.7802 | 0.6353 | 0.5885 | | 0.1851 | 4.92 | 1820 | 0.5771 | 0.6565 | 0.7735 | 0.8503 | 0.9038 | 0.8391 | 0.8573 | 0.4305 | 0.9152 | 0.7979 | 0.6707 | 0.8329 | 0.6692 | 0.7400 | 0.3561 | 0.7732 | 0.6264 | 0.5974 | | 0.3411 | 4.97 | 1840 | 0.5119 | 0.6813 | 0.7933 | 0.8647 | 0.9168 | 0.8103 | 0.8401 | 0.4585 | 0.9003 | 0.8885 | 0.7387 | 0.8526 | 0.6616 | 0.7445 | 0.3726 | 0.7722 | 0.6832 | 0.6821 | | 0.1627 | 5.03 | 1860 | 0.5401 | 0.6720 | 0.7865 | 0.8627 | 0.9415 | 0.7899 | 0.9051 | 0.4505 | 0.8736 | 0.8287 | 0.7158 | 0.8537 | 0.6649 | 0.7325 | 0.3189 | 0.7719 | 0.6777 | 0.6844 | | 0.4794 | 5.08 | 1880 | 0.5325 | 0.6793 | 0.7883 | 0.8638 | 0.9325 | 0.7814 | 0.8045 | 0.5115 | 0.8987 | 0.8550 | 0.7343 | 0.8504 | 0.6476 | 0.7384 | 0.3844 | 0.7738 | 0.6850 | 0.6754 | | 0.2968 | 5.14 | 1900 | 0.5264 | 0.6856 | 0.7945 | 0.8692 | 0.9215 | 0.8237 | 0.8716 | 0.4383 | 0.9035 | 0.8371 | 0.7659 | 0.8560 | 0.6579 | 0.7421 | 0.3546 | 0.7767 | 0.7052 | 0.7065 | | 0.1931 | 5.19 | 1920 | 0.4982 | 0.6967 | 0.8119 | 0.8715 | 0.9218 | 0.8092 | 0.8836 | 0.5354 | 0.8854 | 0.8679 | 0.7801 | 0.8595 | 0.6635 | 0.7479 | 0.4057 | 0.7762 | 0.7074 | 0.7163 | | 0.5028 | 5.24 | 1940 | 0.4865 | 0.7072 | 0.8092 | 0.8816 | 0.9241 | 0.8274 | 0.8591 | 0.4211 | 0.8943 | 0.8659 | 0.8723 | 0.8576 | 0.6624 | 0.7439 | 0.3886 | 0.7961 | 0.7090 | 0.7929 | | 0.1652 | 5.3 | 1960 | 0.5541 | 0.6710 | 0.7825 | 0.8574 | 0.8865 | 0.7954 | 0.8853 | 0.3600 | 0.8946 | 0.8783 | 0.7775 | 0.8322 | 0.6733 | 0.7533 | 0.3282 | 0.7663 | 0.6931 | 0.6504 | | 0.3028 | 5.35 | 1980 | 0.4632 | 0.6915 | 0.7915 | 0.8730 | 0.9299 | 0.8132 | 0.8737 | 0.3976 | 0.9063 | 0.8558 | 0.7641 | 0.8598 | 0.6714 | 0.7551 | 0.3663 | 0.7806 | 0.6894 | 0.7178 | | 0.2153 | 5.41 | 2000 | 0.6220 | 0.6541 | 0.7599 | 0.8520 | 0.9176 | 0.7605 | 0.8618 | 0.3876 | 0.9163 | 0.8224 | 0.6535 | 0.8475 | 0.6598 | 0.7495 | 0.3470 | 0.7667 | 0.6098 | 0.5987 | | 0.5976 | 5.46 | 2020 | 0.5749 | 0.6739 | 0.7944 | 0.8628 | 0.9262 | 0.8053 | 0.8888 | 0.4578 | 0.8673 | 0.8466 | 0.7687 | 0.8499 | 0.6627 | 0.7494 | 0.3538 | 0.7848 | 0.6277 | 0.6892 | | 0.1812 | 5.51 | 2040 | 0.5282 | 0.6862 | 0.7879 | 0.8738 | 0.9364 | 0.7998 | 0.8519 | 0.3850 | 0.8983 | 0.8406 | 0.8033 | 0.8570 | 0.6632 | 0.7337 | 0.3472 | 0.7966 | 0.6566 | 0.7492 | | 0.3064 | 5.57 | 2060 | 0.5309 | 0.6847 | 0.7931 | 0.8699 | 0.9108 | 0.8068 | 0.8459 | 0.3914 | 0.8923 | 0.8551 | 0.8496 | 0.8434 | 0.6659 | 0.7385 | 0.3538 | 0.7964 | 0.6594 | 0.7352 | | 0.2951 | 5.62 | 2080 | 0.5739 | 0.6811 | 0.7996 | 0.8617 | 0.8914 | 0.8086 | 0.8350 | 0.5265 | 0.8970 | 0.7884 | 0.8501 | 0.8313 | 0.6658 | 0.7353 | 0.4000 | 0.7862 | 0.6409 | 0.7082 | | 0.2031 | 5.68 | 2100 | 0.5522 | 0.6730 | 0.7927 | 0.8585 | 0.9065 | 0.8260 | 0.8216 | 0.4632 | 0.8839 | 0.8735 | 0.7741 | 0.8449 | 0.6658 | 0.7263 | 0.3915 | 0.7747 | 0.6401 | 0.6673 | | 0.1091 | 5.73 | 2120 | 0.5696 | 0.6742 | 0.7839 | 0.8621 | 0.9269 | 0.8129 | 0.8489 | 0.4785 | 0.9088 | 0.7822 | 0.7290 | 0.8612 | 0.6758 | 0.7399 | 0.3564 | 0.7655 | 0.6399 | 0.6809 | | 0.6339 | 5.78 | 2140 | 0.5735 | 0.6845 | 0.7946 | 0.8695 | 0.9315 | 0.8040 | 0.8301 | 0.4774 | 0.8990 | 0.8546 | 0.7657 | 0.8610 | 0.6691 | 0.7390 | 0.3747 | 0.7893 | 0.6461 | 0.7126 | | 0.1977 | 5.84 | 2160 | 0.6636 | 0.6630 | 0.7802 | 0.8553 | 0.9485 | 0.7973 | 0.8691 | 0.4899 | 0.8769 | 0.8494 | 0.6304 | 0.8548 | 0.6756 | 0.7360 | 0.3940 | 0.7771 | 0.6022 | 0.6014 | | 0.1821 | 5.89 | 2180 | 0.5528 | 0.6861 | 0.7945 | 0.8705 | 0.9207 | 0.8272 | 0.8640 | 0.4390 | 0.9102 | 0.8252 | 0.7750 | 0.8518 | 0.6572 | 0.7439 | 0.3868 | 0.7954 | 0.6522 | 0.7155 | | 0.3178 | 5.95 | 2200 | 0.4989 | 0.7168 | 0.8208 | 0.8843 | 0.9219 | 0.8031 | 0.8626 | 0.5303 | 0.9022 | 0.8588 | 0.8670 | 0.8654 | 0.6787 | 0.7565 | 0.4089 | 0.7958 | 0.6937 | 0.8186 | | 0.1903 | 6.0 | 2220 | 0.5606 | 0.6787 | 0.7902 | 0.8636 | 0.9309 | 0.8103 | 0.8611 | 0.5126 | 0.9116 | 0.8291 | 0.6759 | 0.8525 | 0.6757 | 0.7541 | 0.3701 | 0.7789 | 0.6681 | 0.6514 | | 0.2833 | 6.05 | 2240 | 0.5620 | 0.6807 | 0.7983 | 0.8644 | 0.9268 | 0.8434 | 0.8579 | 0.5070 | 0.9044 | 0.8698 | 0.6787 | 0.8547 | 0.6758 | 0.7542 | 0.3781 | 0.7802 | 0.6688 | 0.6529 | | 0.2418 | 6.11 | 2260 | 0.5505 | 0.6805 | 0.7898 | 0.8647 | 0.9422 | 0.7859 | 0.8901 | 0.5280 | 0.8952 | 0.7832 | 0.7041 | 0.8573 | 0.6716 | 0.7501 | 0.3849 | 0.7738 | 0.6539 | 0.6721 | | 0.2252 | 6.16 | 2280 | 0.5652 | 0.6728 | 0.7915 | 0.8613 | 0.9286 | 0.8299 | 0.8828 | 0.4556 | 0.8881 | 0.8772 | 0.6783 | 0.8577 | 0.6723 | 0.7418 | 0.3651 | 0.7720 | 0.6520 | 0.6488 | | 0.3011 | 6.22 | 2300 | 0.5430 | 0.6779 | 0.7898 | 0.8644 | 0.9412 | 0.8307 | 0.8624 | 0.4695 | 0.8928 | 0.8345 | 0.6974 | 0.8553 | 0.6649 | 0.7418 | 0.3685 | 0.7744 | 0.6718 | 0.6684 | | 0.2122 | 6.27 | 2320 | 0.5227 | 0.6807 | 0.7919 | 0.8644 | 0.9413 | 0.8013 | 0.8616 | 0.5139 | 0.8971 | 0.8590 | 0.6692 | 0.8619 | 0.6775 | 0.7510 | 0.3981 | 0.7753 | 0.6577 | 0.6438 | | 0.1844 | 6.32 | 2340 | 0.5499 | 0.6706 | 0.7838 | 0.8614 | 0.9320 | 0.7995 | 0.9013 | 0.4303 | 0.8958 | 0.8736 | 0.6541 | 0.8609 | 0.6771 | 0.7307 | 0.3629 | 0.7736 | 0.6543 | 0.6349 | | 0.2772 | 6.38 | 2360 | 0.5676 | 0.6693 | 0.7903 | 0.8585 | 0.9294 | 0.8483 | 0.8680 | 0.4617 | 0.8903 | 0.8894 | 0.6452 | 0.8541 | 0.6733 | 0.7376 | 0.3695 | 0.7694 | 0.6555 | 0.6254 | | 0.2566 | 6.43 | 2380 | 0.6250 | 0.6619 | 0.7766 | 0.8533 | 0.9367 | 0.8065 | 0.8631 | 0.4641 | 0.8907 | 0.8596 | 0.6153 | 0.8483 | 0.6630 | 0.7507 | 0.3953 | 0.7679 | 0.6294 | 0.5787 | | 0.3323 | 6.49 | 2400 | 0.5067 | 0.7154 | 0.8210 | 0.8836 | 0.9223 | 0.8125 | 0.9008 | 0.4915 | 0.8880 | 0.8616 | 0.8704 | 0.8611 | 0.6731 | 0.7533 | 0.4140 | 0.7975 | 0.7088 | 0.7998 | | 0.2489 | 6.54 | 2420 | 0.5678 | 0.7036 | 0.8133 | 0.8760 | 0.9063 | 0.8346 | 0.8668 | 0.5156 | 0.9032 | 0.7811 | 0.8853 | 0.8540 | 0.6566 | 0.7593 | 0.4189 | 0.7852 | 0.6809 | 0.7702 | | 0.2311 | 6.59 | 2440 | 0.4916 | 0.7172 | 0.8204 | 0.8842 | 0.9310 | 0.7975 | 0.8724 | 0.5405 | 0.8926 | 0.8430 | 0.8657 | 0.8610 | 0.6657 | 0.7604 | 0.4291 | 0.8003 | 0.7109 | 0.7931 | | 0.2477 | 6.65 | 2460 | 0.5204 | 0.7035 | 0.8050 | 0.8789 | 0.9197 | 0.7999 | 0.8689 | 0.4751 | 0.9077 | 0.7987 | 0.8651 | 0.8574 | 0.6639 | 0.7600 | 0.3805 | 0.7907 | 0.6869 | 0.7853 | | 0.1485 | 6.7 | 2480 | 0.4915 | 0.7107 | 0.8163 | 0.8813 | 0.9236 | 0.7980 | 0.8706 | 0.5387 | 0.9014 | 0.8269 | 0.8550 | 0.8622 | 0.6579 | 0.7607 | 0.4010 | 0.7895 | 0.7009 | 0.8027 | | 0.4349 | 6.76 | 2500 | 0.5276 | 0.7002 | 0.7970 | 0.8775 | 0.9329 | 0.7774 | 0.8702 | 0.4441 | 0.8984 | 0.8198 | 0.8364 | 0.8511 | 0.6592 | 0.7567 | 0.3786 | 0.7927 | 0.6918 | 0.7714 | | 0.3179 | 6.81 | 2520 | 0.5154 | 0.7088 | 0.8161 | 0.8808 | 0.9203 | 0.8226 | 0.8750 | 0.4807 | 0.8934 | 0.8627 | 0.8581 | 0.8562 | 0.6544 | 0.7548 | 0.3973 | 0.7935 | 0.7139 | 0.7916 | | 0.1755 | 6.86 | 2540 | 0.5192 | 0.7066 | 0.8041 | 0.8798 | 0.9429 | 0.7978 | 0.8730 | 0.4760 | 0.8888 | 0.8054 | 0.8447 | 0.8578 | 0.6745 | 0.7443 | 0.3984 | 0.7910 | 0.6896 | 0.7907 | | 0.3205 | 6.92 | 2560 | 0.5411 | 0.7057 | 0.8132 | 0.8799 | 0.9279 | 0.8140 | 0.8539 | 0.4790 | 0.8854 | 0.8720 | 0.8599 | 0.8584 | 0.6575 | 0.7472 | 0.3997 | 0.7957 | 0.6975 | 0.7837 | | 0.2455 | 6.97 | 2580 | 0.5374 | 0.7049 | 0.8050 | 0.8813 | 0.9305 | 0.8131 | 0.8690 | 0.4408 | 0.8994 | 0.8181 | 0.8642 | 0.8580 | 0.6640 | 0.7500 | 0.3693 | 0.7973 | 0.7041 | 0.7917 | | 0.1735 | 7.03 | 2600 | 0.5765 | 0.6996 | 0.8064 | 0.8777 | 0.9328 | 0.8060 | 0.8527 | 0.4451 | 0.8809 | 0.8905 | 0.8367 | 0.8585 | 0.6614 | 0.7508 | 0.3731 | 0.7923 | 0.6896 | 0.7711 | | 0.2041 | 7.08 | 2620 | 0.5683 | 0.6950 | 0.8024 | 0.8727 | 0.9287 | 0.7972 | 0.8557 | 0.5188 | 0.8987 | 0.8203 | 0.7976 | 0.8582 | 0.6629 | 0.7510 | 0.3927 | 0.7829 | 0.6852 | 0.7325 | | 0.8444 | 7.14 | 2640 | 0.5634 | 0.7047 | 0.8150 | 0.8789 | 0.9227 | 0.8060 | 0.8404 | 0.5489 | 0.8972 | 0.8200 | 0.8697 | 0.8613 | 0.6505 | 0.7530 | 0.3844 | 0.7876 | 0.6964 | 0.7995 | | 0.0665 | 7.19 | 2660 | 0.6066 | 0.6905 | 0.7964 | 0.8716 | 0.9297 | 0.8205 | 0.8462 | 0.4586 | 0.8991 | 0.8252 | 0.7952 | 0.8595 | 0.6615 | 0.7441 | 0.3687 | 0.7771 | 0.6958 | 0.7269 | | 0.2395 | 7.24 | 2680 | 0.5959 | 0.6956 | 0.8116 | 0.8710 | 0.9214 | 0.8399 | 0.8723 | 0.5090 | 0.8846 | 0.8723 | 0.7816 | 0.8600 | 0.6627 | 0.7525 | 0.3950 | 0.7708 | 0.7096 | 0.7183 | | 0.2261 | 7.3 | 2700 | 0.6236 | 0.6986 | 0.7994 | 0.8737 | 0.9228 | 0.8204 | 0.8664 | 0.4665 | 0.9133 | 0.8226 | 0.7837 | 0.8597 | 0.6700 | 0.7553 | 0.4027 | 0.7777 | 0.7046 | 0.7206 | | 0.2801 | 7.35 | 2720 | 0.6171 | 0.6922 | 0.7981 | 0.8709 | 0.9289 | 0.7876 | 0.8769 | 0.5005 | 0.9021 | 0.8327 | 0.7577 | 0.8623 | 0.6730 | 0.7564 | 0.3879 | 0.7792 | 0.6906 | 0.6958 | | 0.1989 | 7.41 | 2740 | 0.6196 | 0.6891 | 0.7930 | 0.8688 | 0.9366 | 0.8017 | 0.8474 | 0.4827 | 0.8997 | 0.8451 | 0.7376 | 0.8572 | 0.6661 | 0.7588 | 0.3950 | 0.7761 | 0.6902 | 0.6806 | | 0.1384 | 7.46 | 2760 | 0.5358 | 0.6956 | 0.7983 | 0.8731 | 0.9348 | 0.7960 | 0.8832 | 0.4893 | 0.9028 | 0.8235 | 0.7587 | 0.8634 | 0.6720 | 0.7613 | 0.4028 | 0.7837 | 0.6886 | 0.6974 | | 0.3099 | 7.51 | 2780 | 0.5289 | 0.6903 | 0.8027 | 0.8684 | 0.9217 | 0.8230 | 0.8747 | 0.5106 | 0.8992 | 0.8399 | 0.7498 | 0.8586 | 0.6657 | 0.7409 | 0.4050 | 0.7746 | 0.6982 | 0.6892 | | 0.2237 | 7.57 | 2800 | 0.6377 | 0.6770 | 0.7940 | 0.8621 | 0.9389 | 0.8274 | 0.9028 | 0.4578 | 0.8726 | 0.8858 | 0.6727 | 0.8530 | 0.6822 | 0.7126 | 0.3779 | 0.7717 | 0.6929 | 0.6486 | | 0.2499 | 7.62 | 2820 | 0.6043 | 0.6864 | 0.7913 | 0.8675 | 0.9328 | 0.8219 | 0.8395 | 0.4609 | 0.9035 | 0.8488 | 0.7320 | 0.8536 | 0.6633 | 0.7578 | 0.3877 | 0.7766 | 0.6927 | 0.6732 | | 0.1981 | 7.68 | 2840 | 0.6478 | 0.6858 | 0.7856 | 0.8661 | 0.9310 | 0.7797 | 0.8623 | 0.4875 | 0.9099 | 0.7917 | 0.7374 | 0.8521 | 0.6655 | 0.7638 | 0.3883 | 0.7693 | 0.6831 | 0.6786 | | 1.2055 | 7.73 | 2860 | 0.5979 | 0.6911 | 0.7992 | 0.8706 | 0.9300 | 0.8253 | 0.8816 | 0.4654 | 0.8909 | 0.8219 | 0.7795 | 0.8527 | 0.6682 | 0.7587 | 0.3706 | 0.7798 | 0.6934 | 0.7141 | | 0.177 | 7.78 | 2880 | 0.5908 | 0.6825 | 0.7887 | 0.8733 | 0.9374 | 0.8157 | 0.8902 | 0.3178 | 0.8718 | 0.8589 | 0.8291 | 0.8494 | 0.6710 | 0.7346 | 0.2802 | 0.7931 | 0.6877 | 0.7617 | | 0.1597 | 7.84 | 2900 | 0.5456 | 0.6964 | 0.8091 | 0.8749 | 0.9183 | 0.8190 | 0.8836 | 0.4531 | 0.8842 | 0.8753 | 0.8304 | 0.8540 | 0.6721 | 0.7388 | 0.3674 | 0.7920 | 0.6876 | 0.7632 | | 0.0895 | 7.89 | 2920 | 0.5558 | 0.7070 | 0.8120 | 0.8793 | 0.9242 | 0.8089 | 0.8605 | 0.5186 | 0.9046 | 0.8327 | 0.8346 | 0.8596 | 0.6662 | 0.7577 | 0.4105 | 0.7944 | 0.6913 | 0.7691 | | 1.3217 | 7.95 | 2940 | 0.6992 | 0.6776 | 0.7911 | 0.8600 | 0.9214 | 0.8120 | 0.8512 | 0.5140 | 0.8996 | 0.8351 | 0.7045 | 0.8574 | 0.6686 | 0.7577 | 0.4098 | 0.7632 | 0.6431 | 0.6432 | | 0.1388 | 8.0 | 2960 | 0.6492 | 0.6768 | 0.7845 | 0.8607 | 0.9357 | 0.8100 | 0.8588 | 0.4899 | 0.8971 | 0.8021 | 0.6977 | 0.8596 | 0.6762 | 0.7552 | 0.4046 | 0.7614 | 0.6291 | 0.6513 | | 0.1877 | 8.05 | 2980 | 0.6229 | 0.6875 | 0.7901 | 0.8687 | 0.9413 | 0.8166 | 0.8688 | 0.4622 | 0.9071 | 0.8412 | 0.6936 | 0.8604 | 0.6896 | 0.7563 | 0.3977 | 0.7819 | 0.6606 | 0.6663 | | 0.3116 | 8.11 | 3000 | 0.5704 | 0.6917 | 0.7952 | 0.8714 | 0.9274 | 0.8182 | 0.8547 | 0.4501 | 0.9069 | 0.8421 | 0.7672 | 0.8611 | 0.6716 | 0.7554 | 0.3837 | 0.7788 | 0.6890 | 0.7022 | | 0.2879 | 8.16 | 3020 | 0.5835 | 0.7101 | 0.8126 | 0.8825 | 0.9291 | 0.8085 | 0.8748 | 0.4732 | 0.8971 | 0.8594 | 0.8460 | 0.8624 | 0.6764 | 0.7618 | 0.3972 | 0.8020 | 0.6937 | 0.7770 | | 0.5737 | 8.22 | 3040 | 0.6887 | 0.6726 | 0.7863 | 0.8600 | 0.9237 | 0.8025 | 0.8875 | 0.4794 | 0.9041 | 0.8379 | 0.6691 | 0.8562 | 0.6769 | 0.7674 | 0.3815 | 0.7770 | 0.6306 | 0.6186 | | 0.1903 | 8.27 | 3060 | 0.6567 | 0.6771 | 0.7978 | 0.8621 | 0.9350 | 0.8183 | 0.8513 | 0.5467 | 0.8830 | 0.8406 | 0.7096 | 0.8605 | 0.6709 | 0.7651 | 0.3852 | 0.7770 | 0.6328 | 0.6483 | | 0.2059 | 8.32 | 3080 | 0.6863 | 0.6680 | 0.7786 | 0.8598 | 0.9374 | 0.8010 | 0.8678 | 0.4307 | 0.8956 | 0.8557 | 0.6621 | 0.8551 | 0.6724 | 0.7583 | 0.3706 | 0.7836 | 0.6266 | 0.6095 | | 0.134 | 8.38 | 3100 | 0.6730 | 0.6726 | 0.7862 | 0.8615 | 0.9281 | 0.8169 | 0.8717 | 0.4374 | 0.8947 | 0.8647 | 0.6900 | 0.8577 | 0.6701 | 0.7512 | 0.3684 | 0.7750 | 0.6505 | 0.6353 | | 0.1744 | 8.43 | 3120 | 0.6429 | 0.6826 | 0.7952 | 0.8652 | 0.9261 | 0.8063 | 0.8860 | 0.4900 | 0.8978 | 0.8551 | 0.7051 | 0.8608 | 0.6784 | 0.7613 | 0.3879 | 0.7774 | 0.6671 | 0.6451 | | 0.4322 | 8.49 | 3140 | 0.5696 | 0.7130 | 0.8214 | 0.8841 | 0.9220 | 0.8150 | 0.8894 | 0.5038 | 0.8975 | 0.8703 | 0.8518 | 0.8658 | 0.6691 | 0.7633 | 0.4034 | 0.8054 | 0.7030 | 0.7812 | | 0.2194 | 8.54 | 3160 | 0.5893 | 0.7189 | 0.8264 | 0.8856 | 0.9297 | 0.8216 | 0.8633 | 0.5246 | 0.8828 | 0.8793 | 0.8839 | 0.8673 | 0.6742 | 0.7623 | 0.4170 | 0.7991 | 0.7138 | 0.7984 | | 0.1172 | 8.59 | 3180 | 0.5640 | 0.7158 | 0.8153 | 0.8856 | 0.9243 | 0.7961 | 0.8757 | 0.4922 | 0.9074 | 0.8395 | 0.8720 | 0.8658 | 0.6747 | 0.7642 | 0.4004 | 0.8027 | 0.7061 | 0.7968 | | 0.1652 | 8.65 | 3200 | 0.5842 | 0.6962 | 0.8040 | 0.8712 | 0.9302 | 0.8237 | 0.8609 | 0.5237 | 0.9023 | 0.8380 | 0.7494 | 0.8603 | 0.6589 | 0.7763 | 0.4185 | 0.7767 | 0.6953 | 0.6875 | | 0.4658 | 8.7 | 3220 | 0.6697 | 0.6758 | 0.7783 | 0.8636 | 0.9338 | 0.8064 | 0.8823 | 0.4319 | 0.9122 | 0.7787 | 0.7028 | 0.8632 | 0.6699 | 0.7520 | 0.3790 | 0.7664 | 0.6411 | 0.6587 | | 0.0752 | 8.76 | 3240 | 0.6035 | 0.7060 | 0.8125 | 0.8813 | 0.9218 | 0.8450 | 0.8659 | 0.4448 | 0.9000 | 0.8520 | 0.8579 | 0.8620 | 0.6622 | 0.7580 | 0.3709 | 0.7931 | 0.7034 | 0.7926 | | 0.3356 | 8.81 | 3260 | 0.5770 | 0.7120 | 0.8166 | 0.8844 | 0.9343 | 0.8245 | 0.8798 | 0.4381 | 0.8787 | 0.8943 | 0.8664 | 0.8636 | 0.6692 | 0.7580 | 0.3873 | 0.7999 | 0.7092 | 0.7968 | | 0.1724 | 8.86 | 3280 | 0.5592 | 0.7136 | 0.8141 | 0.8845 | 0.9307 | 0.8032 | 0.8869 | 0.4732 | 0.8946 | 0.8451 | 0.8653 | 0.8623 | 0.6718 | 0.7598 | 0.3997 | 0.8022 | 0.7091 | 0.7905 | | 0.158 | 8.92 | 3300 | 0.5446 | 0.7085 | 0.8110 | 0.8828 | 0.9316 | 0.8088 | 0.8938 | 0.4891 | 0.9008 | 0.7943 | 0.8588 | 0.8628 | 0.6714 | 0.7629 | 0.3823 | 0.8021 | 0.6885 | 0.7896 | | 0.2343 | 8.97 | 3320 | 0.5785 | 0.7095 | 0.8132 | 0.8813 | 0.9304 | 0.8096 | 0.8762 | 0.4783 | 0.8901 | 0.8654 | 0.8425 | 0.8621 | 0.6748 | 0.7569 | 0.4024 | 0.7963 | 0.7013 | 0.7725 | | 0.2144 | 9.03 | 3340 | 0.5870 | 0.7055 | 0.8064 | 0.8802 | 0.9282 | 0.8202 | 0.8745 | 0.4448 | 0.9035 | 0.8486 | 0.8252 | 0.8576 | 0.6765 | 0.7567 | 0.3876 | 0.8005 | 0.7014 | 0.7579 | | 0.1379 | 9.08 | 3360 | 0.5864 | 0.7083 | 0.8106 | 0.8813 | 0.9288 | 0.8241 | 0.8696 | 0.4435 | 0.8968 | 0.8834 | 0.8281 | 0.8592 | 0.6748 | 0.7617 | 0.4023 | 0.8025 | 0.6979 | 0.7600 | | 0.335 | 9.14 | 3380 | 0.6072 | 0.6871 | 0.7925 | 0.8707 | 0.9314 | 0.8154 | 0.8720 | 0.4397 | 0.9062 | 0.8387 | 0.7444 | 0.8533 | 0.6684 | 0.7545 | 0.3940 | 0.7999 | 0.6551 | 0.6847 | | 0.1489 | 9.19 | 3400 | 0.5636 | 0.7076 | 0.8125 | 0.8803 | 0.9247 | 0.8143 | 0.8720 | 0.4925 | 0.8996 | 0.8409 | 0.8434 | 0.8571 | 0.6642 | 0.7563 | 0.4017 | 0.7987 | 0.7074 | 0.7683 | | 0.1118 | 9.24 | 3420 | 0.5699 | 0.7112 | 0.8188 | 0.8824 | 0.9313 | 0.7996 | 0.8835 | 0.4937 | 0.8760 | 0.8831 | 0.8648 | 0.8635 | 0.6695 | 0.7542 | 0.3980 | 0.7961 | 0.7081 | 0.7886 | | 0.2613 | 9.3 | 3440 | 0.5491 | 0.7160 | 0.8154 | 0.8853 | 0.9373 | 0.7939 | 0.8859 | 0.5014 | 0.8951 | 0.8444 | 0.8495 | 0.8663 | 0.6746 | 0.7597 | 0.4109 | 0.8012 | 0.7032 | 0.7961 | | 0.1139 | 9.35 | 3460 | 0.5690 | 0.7072 | 0.8052 | 0.8839 | 0.9280 | 0.7892 | 0.8610 | 0.4264 | 0.9060 | 0.8652 | 0.8606 | 0.8616 | 0.6554 | 0.7589 | 0.3670 | 0.8032 | 0.7104 | 0.7943 | | 0.128 | 9.41 | 3480 | 0.5414 | 0.7183 | 0.8197 | 0.8861 | 0.9360 | 0.7843 | 0.8709 | 0.5102 | 0.8850 | 0.8804 | 0.8710 | 0.8629 | 0.6689 | 0.7694 | 0.4104 | 0.8038 | 0.7141 | 0.7983 | | 0.187 | 9.46 | 3500 | 0.5634 | 0.7112 | 0.8119 | 0.8827 | 0.9281 | 0.8073 | 0.8583 | 0.5098 | 0.9113 | 0.8225 | 0.8460 | 0.8624 | 0.6713 | 0.7650 | 0.4111 | 0.8040 | 0.6927 | 0.7722 | | 0.1191 | 9.51 | 3520 | 0.5511 | 0.7118 | 0.8156 | 0.8833 | 0.9328 | 0.8120 | 0.8616 | 0.4826 | 0.8900 | 0.8745 | 0.8556 | 0.8633 | 0.6729 | 0.7560 | 0.3983 | 0.8014 | 0.7061 | 0.7843 | | 0.4297 | 9.57 | 3540 | 0.5802 | 0.7006 | 0.7967 | 0.8801 | 0.9276 | 0.8095 | 0.8714 | 0.4200 | 0.9130 | 0.7672 | 0.8685 | 0.8612 | 0.6770 | 0.7381 | 0.3544 | 0.7939 | 0.6826 | 0.7970 | | 0.2728 | 9.62 | 3560 | 0.5485 | 0.7178 | 0.8280 | 0.8843 | 0.9207 | 0.8378 | 0.8643 | 0.5383 | 0.8932 | 0.8698 | 0.8720 | 0.8608 | 0.6697 | 0.7499 | 0.4192 | 0.8001 | 0.7244 | 0.8006 | | 0.5411 | 9.68 | 3580 | 0.6300 | 0.7000 | 0.8024 | 0.8732 | 0.9223 | 0.7995 | 0.8569 | 0.5270 | 0.9113 | 0.7974 | 0.8021 | 0.8620 | 0.6733 | 0.7490 | 0.4075 | 0.7735 | 0.7035 | 0.7310 | | 0.2359 | 9.73 | 3600 | 0.5608 | 0.6990 | 0.8111 | 0.8740 | 0.9251 | 0.8178 | 0.8712 | 0.5368 | 0.8979 | 0.8466 | 0.7821 | 0.8635 | 0.6726 | 0.7488 | 0.4263 | 0.7908 | 0.6774 | 0.7137 | | 0.1735 | 9.78 | 3620 | 0.5859 | 0.6998 | 0.8132 | 0.8744 | 0.9253 | 0.8187 | 0.8722 | 0.5364 | 0.8913 | 0.8545 | 0.7939 | 0.8603 | 0.6693 | 0.7457 | 0.4366 | 0.7965 | 0.6678 | 0.7221 | | 0.1954 | 9.84 | 3640 | 0.6579 | 0.6788 | 0.7805 | 0.8646 | 0.9368 | 0.7730 | 0.8630 | 0.4399 | 0.9025 | 0.8462 | 0.7018 | 0.8585 | 0.6737 | 0.7425 | 0.3960 | 0.7802 | 0.6567 | 0.6437 | | 0.2474 | 9.89 | 3660 | 0.5547 | 0.7076 | 0.8115 | 0.8793 | 0.9328 | 0.8057 | 0.8560 | 0.5065 | 0.8919 | 0.8565 | 0.8314 | 0.8576 | 0.6795 | 0.7413 | 0.4163 | 0.8001 | 0.7013 | 0.7571 | | 0.2478 | 9.95 | 3680 | 0.5778 | 0.6993 | 0.8030 | 0.8745 | 0.9296 | 0.8235 | 0.8403 | 0.4924 | 0.9045 | 0.8343 | 0.7963 | 0.8558 | 0.6762 | 0.7462 | 0.3948 | 0.7867 | 0.7038 | 0.7318 | | 0.1857 | 10.0 | 3700 | 0.5824 | 0.6996 | 0.8034 | 0.8754 | 0.9331 | 0.8167 | 0.8510 | 0.4584 | 0.8921 | 0.8765 | 0.7962 | 0.8572 | 0.6699 | 0.7504 | 0.3932 | 0.7864 | 0.7060 | 0.7339 | | 0.1102 | 10.05 | 3720 | 0.6500 | 0.6879 | 0.7825 | 0.8689 | 0.9331 | 0.7378 | 0.8607 | 0.4543 | 0.9084 | 0.8347 | 0.7483 | 0.8571 | 0.6603 | 0.7488 | 0.3909 | 0.7729 | 0.6937 | 0.6916 | | 0.1427 | 10.11 | 3740 | 0.5802 | 0.7147 | 0.8234 | 0.8816 | 0.9328 | 0.7885 | 0.8885 | 0.5626 | 0.8761 | 0.8680 | 0.8475 | 0.8632 | 0.6756 | 0.7543 | 0.4283 | 0.7925 | 0.7077 | 0.7810 | | 0.1652 | 10.16 | 3760 | 0.5950 | 0.7155 | 0.8094 | 0.8857 | 0.9367 | 0.7904 | 0.8237 | 0.4910 | 0.9086 | 0.8436 | 0.8716 | 0.8638 | 0.6698 | 0.7525 | 0.4112 | 0.8042 | 0.7072 | 0.8000 | | 0.1775 | 10.22 | 3780 | 0.5329 | 0.7040 | 0.8063 | 0.8783 | 0.9256 | 0.8012 | 0.8744 | 0.4887 | 0.9103 | 0.8444 | 0.7995 | 0.8641 | 0.6837 | 0.7596 | 0.4166 | 0.7994 | 0.6632 | 0.7417 | | 0.171 | 10.27 | 3800 | 0.5276 | 0.7048 | 0.8099 | 0.8780 | 0.9434 | 0.7878 | 0.8639 | 0.5423 | 0.8881 | 0.8459 | 0.7977 | 0.8636 | 0.6780 | 0.7581 | 0.4305 | 0.7999 | 0.6630 | 0.7404 | | 0.1445 | 10.32 | 3820 | 0.5358 | 0.7005 | 0.8175 | 0.8752 | 0.9294 | 0.8102 | 0.8479 | 0.5871 | 0.8890 | 0.8576 | 0.8013 | 0.8623 | 0.6748 | 0.7650 | 0.4096 | 0.7985 | 0.6626 | 0.7310 | | 0.164 | 10.38 | 3840 | 0.5509 | 0.7138 | 0.8202 | 0.8830 | 0.9317 | 0.8165 | 0.8737 | 0.5448 | 0.8952 | 0.8290 | 0.8504 | 0.8646 | 0.6748 | 0.7633 | 0.4240 | 0.8023 | 0.6916 | 0.7759 | | 0.172 | 10.43 | 3860 | 0.5750 | 0.7131 | 0.8161 | 0.8833 | 0.9307 | 0.7920 | 0.8881 | 0.5110 | 0.8915 | 0.8344 | 0.8648 | 0.8634 | 0.6728 | 0.7570 | 0.3961 | 0.7966 | 0.7096 | 0.7961 | | 0.9783 | 10.49 | 3880 | 0.6087 | 0.7004 | 0.8098 | 0.8772 | 0.9175 | 0.8388 | 0.8794 | 0.4381 | 0.8962 | 0.8719 | 0.8264 | 0.8535 | 0.6610 | 0.7513 | 0.3832 | 0.7953 | 0.6982 | 0.7601 | | 0.1288 | 10.54 | 3900 | 0.5240 | 0.7195 | 0.8230 | 0.8853 | 0.9195 | 0.8076 | 0.8856 | 0.5266 | 0.9002 | 0.8372 | 0.8842 | 0.8612 | 0.6755 | 0.7584 | 0.4267 | 0.8032 | 0.7134 | 0.7981 | | 0.1404 | 10.59 | 3920 | 0.5173 | 0.7066 | 0.8156 | 0.8777 | 0.9208 | 0.8130 | 0.8600 | 0.5573 | 0.9068 | 0.8372 | 0.8142 | 0.8564 | 0.6665 | 0.7663 | 0.4185 | 0.7969 | 0.6999 | 0.7418 | | 0.2075 | 10.65 | 3940 | 0.5605 | 0.7054 | 0.8160 | 0.8770 | 0.9290 | 0.8152 | 0.8608 | 0.5407 | 0.8912 | 0.8797 | 0.7959 | 0.8569 | 0.6722 | 0.7550 | 0.4321 | 0.8001 | 0.6952 | 0.7262 | | 0.0764 | 10.7 | 3960 | 0.5575 | 0.7052 | 0.8058 | 0.8787 | 0.9405 | 0.8024 | 0.8748 | 0.4783 | 0.8943 | 0.8612 | 0.7891 | 0.8576 | 0.6738 | 0.7555 | 0.4185 | 0.8013 | 0.7004 | 0.7294 | | 0.1381 | 10.76 | 3980 | 0.6212 | 0.6932 | 0.7998 | 0.8703 | 0.9258 | 0.8209 | 0.8836 | 0.4909 | 0.9076 | 0.8328 | 0.7371 | 0.8563 | 0.6728 | 0.7648 | 0.4115 | 0.7841 | 0.6864 | 0.6766 | | 0.1283 | 10.81 | 4000 | 0.5661 | 0.6961 | 0.8044 | 0.8710 | 0.9393 | 0.8002 | 0.8737 | 0.5322 | 0.8879 | 0.8644 | 0.7328 | 0.8558 | 0.6722 | 0.7631 | 0.4355 | 0.7882 | 0.6814 | 0.6768 | | 0.1478 | 10.86 | 4020 | 0.5682 | 0.7079 | 0.8085 | 0.8811 | 0.9397 | 0.8064 | 0.8768 | 0.4765 | 0.8955 | 0.8540 | 0.8108 | 0.8590 | 0.6730 | 0.7612 | 0.4063 | 0.8041 | 0.6991 | 0.7529 | | 0.2952 | 10.92 | 4040 | 0.5359 | 0.7250 | 0.8293 | 0.8888 | 0.9325 | 0.8091 | 0.8560 | 0.5720 | 0.8976 | 0.8615 | 0.8764 | 0.8724 | 0.6781 | 0.7756 | 0.4162 | 0.8019 | 0.7216 | 0.8091 | | 0.5411 | 10.97 | 4060 | 0.5361 | 0.7190 | 0.8235 | 0.8858 | 0.9223 | 0.8110 | 0.8714 | 0.5594 | 0.9099 | 0.8197 | 0.8711 | 0.8685 | 0.6779 | 0.7689 | 0.4029 | 0.7984 | 0.7110 | 0.8057 | | 0.2301 | 11.03 | 4080 | 0.5714 | 0.7126 | 0.8216 | 0.8823 | 0.9264 | 0.8299 | 0.8798 | 0.5285 | 0.8972 | 0.8570 | 0.8323 | 0.8606 | 0.6722 | 0.7591 | 0.4231 | 0.8066 | 0.7008 | 0.7656 | | 0.1374 | 11.08 | 4100 | 0.6145 | 0.6982 | 0.8072 | 0.8744 | 0.9313 | 0.8243 | 0.8528 | 0.5064 | 0.8976 | 0.8603 | 0.7777 | 0.8588 | 0.6655 | 0.7586 | 0.4031 | 0.7903 | 0.6957 | 0.7157 | | 0.0696 | 11.14 | 4120 | 0.6681 | 0.6889 | 0.7887 | 0.8713 | 0.9370 | 0.7977 | 0.8783 | 0.4220 | 0.9029 | 0.8375 | 0.7457 | 0.8601 | 0.6768 | 0.7550 | 0.3695 | 0.7831 | 0.6903 | 0.6872 | | 0.1682 | 11.19 | 4140 | 0.6977 | 0.6822 | 0.7875 | 0.8675 | 0.9324 | 0.8060 | 0.8618 | 0.4379 | 0.9069 | 0.8523 | 0.7155 | 0.8623 | 0.6758 | 0.7521 | 0.3759 | 0.7823 | 0.6688 | 0.6581 | | 0.094 | 11.24 | 4160 | 0.6576 | 0.6958 | 0.8044 | 0.8724 | 0.9350 | 0.8088 | 0.8627 | 0.5259 | 0.8956 | 0.8432 | 0.7598 | 0.8656 | 0.6738 | 0.7526 | 0.4046 | 0.7805 | 0.6950 | 0.6984 | | 0.1509 | 11.3 | 4180 | 0.6880 | 0.6966 | 0.8021 | 0.8720 | 0.9248 | 0.8019 | 0.8660 | 0.5110 | 0.9091 | 0.8516 | 0.7502 | 0.8669 | 0.6753 | 0.7664 | 0.4210 | 0.7793 | 0.6824 | 0.6852 | | 0.2837 | 11.35 | 4200 | 0.6709 | 0.6965 | 0.8002 | 0.8720 | 0.9336 | 0.7865 | 0.8636 | 0.5164 | 0.9019 | 0.8536 | 0.7456 | 0.8683 | 0.6763 | 0.7670 | 0.4232 | 0.7782 | 0.6790 | 0.6838 | | 0.1695 | 11.41 | 4220 | 0.6810 | 0.6960 | 0.8041 | 0.8721 | 0.9325 | 0.8124 | 0.8749 | 0.5153 | 0.8988 | 0.8507 | 0.7444 | 0.8695 | 0.6771 | 0.7619 | 0.4223 | 0.7803 | 0.6784 | 0.6828 | | 0.1717 | 11.46 | 4240 | 0.6574 | 0.6890 | 0.8055 | 0.8690 | 0.9305 | 0.8075 | 0.8640 | 0.5508 | 0.8933 | 0.8580 | 0.7346 | 0.8650 | 0.6748 | 0.7546 | 0.4148 | 0.7894 | 0.6507 | 0.6737 | | 0.2947 | 11.51 | 4260 | 0.6866 | 0.6883 | 0.7972 | 0.8703 | 0.9338 | 0.8128 | 0.8784 | 0.4646 | 0.8942 | 0.8533 | 0.7435 | 0.8638 | 0.6768 | 0.7540 | 0.3961 | 0.7886 | 0.6586 | 0.6802 | | 0.1125 | 11.57 | 4280 | 0.6372 | 0.6874 | 0.7962 | 0.8695 | 0.9286 | 0.7964 | 0.8834 | 0.4716 | 0.9004 | 0.8624 | 0.7303 | 0.8649 | 0.6792 | 0.7534 | 0.3993 | 0.7891 | 0.6568 | 0.6689 | | 0.2224 | 11.62 | 4300 | 0.6711 | 0.6870 | 0.8007 | 0.8668 | 0.9369 | 0.7884 | 0.8636 | 0.5381 | 0.8829 | 0.8759 | 0.7193 | 0.8609 | 0.6738 | 0.7665 | 0.4119 | 0.7823 | 0.6553 | 0.6586 | | 0.1141 | 11.68 | 4320 | 0.6735 | 0.6876 | 0.7964 | 0.8681 | 0.9282 | 0.7929 | 0.8708 | 0.5022 | 0.8997 | 0.8422 | 0.7391 | 0.8626 | 0.6761 | 0.7528 | 0.3917 | 0.7769 | 0.6745 | 0.6788 | | 0.1375 | 11.73 | 4340 | 0.6837 | 0.6863 | 0.7983 | 0.8666 | 0.9258 | 0.8016 | 0.8788 | 0.5143 | 0.8961 | 0.8359 | 0.7355 | 0.8606 | 0.6774 | 0.7453 | 0.4008 | 0.7761 | 0.6699 | 0.6742 | | 0.169 | 11.78 | 4360 | 0.6585 | 0.6925 | 0.7968 | 0.8712 | 0.9429 | 0.8017 | 0.8572 | 0.5097 | 0.9070 | 0.8599 | 0.6992 | 0.8650 | 0.6872 | 0.7562 | 0.4293 | 0.7933 | 0.6490 | 0.6676 | | 0.1052 | 11.84 | 4380 | 0.6623 | 0.6951 | 0.8108 | 0.8711 | 0.9314 | 0.8442 | 0.8677 | 0.5472 | 0.9004 | 0.8746 | 0.7099 | 0.8670 | 0.6841 | 0.7572 | 0.4333 | 0.7878 | 0.6607 | 0.6754 | | 0.2518 | 11.89 | 4400 | 0.6526 | 0.6826 | 0.7901 | 0.8648 | 0.9440 | 0.8438 | 0.8729 | 0.4834 | 0.9067 | 0.8347 | 0.6452 | 0.8557 | 0.6809 | 0.7546 | 0.4202 | 0.7815 | 0.6648 | 0.6201 | | 0.1708 | 11.95 | 4420 | 0.6365 | 0.6918 | 0.8027 | 0.8692 | 0.9400 | 0.8431 | 0.8710 | 0.5182 | 0.8936 | 0.8393 | 0.7140 | 0.8647 | 0.6812 | 0.7509 | 0.4215 | 0.7762 | 0.6746 | 0.6736 | | 0.1352 | 12.0 | 4440 | 0.5239 | 0.7166 | 0.8241 | 0.8839 | 0.9382 | 0.8144 | 0.8535 | 0.5460 | 0.8817 | 0.8874 | 0.8472 | 0.8663 | 0.6748 | 0.7577 | 0.4402 | 0.8035 | 0.6969 | 0.7769 | | 0.2215 | 12.05 | 4460 | 0.5723 | 0.7126 | 0.8105 | 0.8812 | 0.9360 | 0.8086 | 0.8765 | 0.5050 | 0.9054 | 0.8426 | 0.7994 | 0.8729 | 0.6912 | 0.7601 | 0.4197 | 0.7850 | 0.7110 | 0.7482 | | 0.1835 | 12.11 | 4480 | 0.5951 | 0.7038 | 0.8079 | 0.8764 | 0.9286 | 0.8200 | 0.8768 | 0.4997 | 0.9033 | 0.8435 | 0.7837 | 0.8646 | 0.6764 | 0.7581 | 0.4137 | 0.7838 | 0.7070 | 0.7228 | | 0.2029 | 12.16 | 4500 | 0.6254 | 0.7049 | 0.8123 | 0.8756 | 0.9360 | 0.8250 | 0.8460 | 0.5341 | 0.8887 | 0.8671 | 0.7890 | 0.8630 | 0.6719 | 0.7603 | 0.4181 | 0.7786 | 0.7167 | 0.7254 | | 0.1549 | 12.22 | 4520 | 0.6314 | 0.7073 | 0.8139 | 0.8782 | 0.9258 | 0.7967 | 0.8786 | 0.5177 | 0.8901 | 0.8628 | 0.8257 | 0.8652 | 0.6710 | 0.7511 | 0.4073 | 0.7822 | 0.7200 | 0.7542 | | 0.2682 | 12.27 | 4540 | 0.6696 | 0.7040 | 0.8131 | 0.8745 | 0.9259 | 0.8000 | 0.8625 | 0.5390 | 0.8867 | 0.8774 | 0.8001 | 0.8650 | 0.6781 | 0.7544 | 0.4102 | 0.7729 | 0.7174 | 0.7298 | | 0.1751 | 12.32 | 4560 | 0.6386 | 0.7053 | 0.8165 | 0.8751 | 0.9265 | 0.8053 | 0.8722 | 0.5559 | 0.8859 | 0.8757 | 0.7936 | 0.8665 | 0.6761 | 0.7562 | 0.4201 | 0.7745 | 0.7174 | 0.7264 | | 0.0681 | 12.38 | 4580 | 0.6112 | 0.7075 | 0.8127 | 0.8770 | 0.9252 | 0.8008 | 0.8658 | 0.5365 | 0.9002 | 0.8601 | 0.8001 | 0.8671 | 0.6788 | 0.7623 | 0.4154 | 0.7788 | 0.7181 | 0.7324 | | 0.1016 | 12.43 | 4600 | 0.6245 | 0.7053 | 0.8111 | 0.8769 | 0.9251 | 0.8187 | 0.8781 | 0.5013 | 0.8986 | 0.8562 | 0.7999 | 0.8659 | 0.6752 | 0.7600 | 0.4042 | 0.7804 | 0.7226 | 0.7289 | | 0.1233 | 12.49 | 4620 | 0.6009 | 0.7065 | 0.8072 | 0.8787 | 0.9320 | 0.8111 | 0.8669 | 0.4872 | 0.9005 | 0.8360 | 0.8165 | 0.8679 | 0.6797 | 0.7621 | 0.3988 | 0.7836 | 0.7122 | 0.7408 | | 0.2694 | 12.54 | 4640 | 0.6410 | 0.7066 | 0.8082 | 0.8787 | 0.9336 | 0.8113 | 0.8681 | 0.4848 | 0.8956 | 0.8512 | 0.8130 | 0.8656 | 0.6820 | 0.7604 | 0.3959 | 0.7846 | 0.7101 | 0.7476 | | 0.167 | 12.59 | 4660 | 0.6926 | 0.6951 | 0.7996 | 0.8719 | 0.9271 | 0.8188 | 0.8598 | 0.4841 | 0.9079 | 0.8389 | 0.7609 | 0.8642 | 0.6753 | 0.7625 | 0.4034 | 0.7781 | 0.6853 | 0.6971 | | 0.33 | 12.65 | 4680 | 0.6355 | 0.7048 | 0.8086 | 0.8789 | 0.9300 | 0.8155 | 0.8647 | 0.4891 | 0.9046 | 0.8525 | 0.8039 | 0.8676 | 0.6775 | 0.7614 | 0.4098 | 0.7950 | 0.6840 | 0.7382 | | 0.1355 | 12.7 | 4700 | 0.5896 | 0.7248 | 0.8201 | 0.8894 | 0.9348 | 0.8012 | 0.8679 | 0.4971 | 0.9002 | 0.8607 | 0.8787 | 0.8669 | 0.6813 | 0.7594 | 0.4294 | 0.8087 | 0.7242 | 0.8034 | | 0.2499 | 12.76 | 4720 | 0.5623 | 0.7264 | 0.8232 | 0.8898 | 0.9282 | 0.8038 | 0.8683 | 0.5214 | 0.9097 | 0.8563 | 0.8750 | 0.8676 | 0.6758 | 0.7634 | 0.4414 | 0.8102 | 0.7230 | 0.8030 | | 0.1029 | 12.81 | 4740 | 0.6712 | 0.7012 | 0.8100 | 0.8733 | 0.9299 | 0.7999 | 0.8721 | 0.5470 | 0.8969 | 0.8772 | 0.7470 | 0.8675 | 0.6750 | 0.7622 | 0.4465 | 0.7826 | 0.6886 | 0.6863 | | 0.1231 | 12.86 | 4760 | 0.7289 | 0.6920 | 0.8010 | 0.8693 | 0.9323 | 0.7921 | 0.8824 | 0.5139 | 0.8931 | 0.8699 | 0.7231 | 0.8641 | 0.6757 | 0.7559 | 0.4293 | 0.7811 | 0.6739 | 0.6644 | | 0.2009 | 12.92 | 4780 | 0.7378 | 0.6887 | 0.7979 | 0.8672 | 0.9382 | 0.8301 | 0.8803 | 0.5180 | 0.9033 | 0.8375 | 0.6782 | 0.8617 | 0.6827 | 0.7636 | 0.4322 | 0.7816 | 0.6604 | 0.6385 | | 0.1391 | 12.97 | 4800 | 0.6546 | 0.6991 | 0.7956 | 0.8739 | 0.9334 | 0.7969 | 0.8673 | 0.4618 | 0.9095 | 0.8435 | 0.7570 | 0.8628 | 0.6840 | 0.7659 | 0.4076 | 0.7813 | 0.6990 | 0.6933 | | 0.1298 | 13.03 | 4820 | 0.6830 | 0.6940 | 0.7989 | 0.8709 | 0.9401 | 0.8336 | 0.8854 | 0.4483 | 0.8887 | 0.8719 | 0.7243 | 0.8627 | 0.6936 | 0.7557 | 0.3974 | 0.7755 | 0.6930 | 0.6803 | | 0.1843 | 13.08 | 4840 | 0.7086 | 0.7003 | 0.8017 | 0.8742 | 0.9299 | 0.8174 | 0.8665 | 0.4689 | 0.9055 | 0.8676 | 0.7561 | 0.8648 | 0.6865 | 0.7617 | 0.4069 | 0.7793 | 0.7020 | 0.7011 | | 0.1717 | 13.14 | 4860 | 0.7067 | 0.6857 | 0.7925 | 0.8671 | 0.9345 | 0.8209 | 0.8780 | 0.4611 | 0.8993 | 0.8443 | 0.7094 | 0.8618 | 0.6842 | 0.7541 | 0.4024 | 0.7795 | 0.6640 | 0.6537 | | 0.1198 | 13.19 | 4880 | 0.6974 | 0.6874 | 0.7955 | 0.8660 | 0.9389 | 0.8013 | 0.8552 | 0.5258 | 0.8956 | 0.8557 | 0.6961 | 0.8599 | 0.6824 | 0.7611 | 0.4257 | 0.7790 | 0.6610 | 0.6424 | | 0.3224 | 13.24 | 4900 | 0.7392 | 0.6852 | 0.7930 | 0.8664 | 0.9267 | 0.8058 | 0.8745 | 0.4755 | 0.9041 | 0.8543 | 0.7103 | 0.8625 | 0.6817 | 0.7580 | 0.4026 | 0.7775 | 0.6629 | 0.6512 | | 0.0703 | 13.3 | 4920 | 0.6311 | 0.6933 | 0.8022 | 0.8709 | 0.9335 | 0.8123 | 0.8901 | 0.4878 | 0.8906 | 0.8626 | 0.7387 | 0.8660 | 0.6798 | 0.7560 | 0.4106 | 0.7802 | 0.6826 | 0.6782 | | 0.2431 | 13.35 | 4940 | 0.6244 | 0.6827 | 0.7976 | 0.8660 | 0.9368 | 0.8237 | 0.8843 | 0.4969 | 0.8942 | 0.8755 | 0.6720 | 0.8667 | 0.6838 | 0.7580 | 0.4172 | 0.7888 | 0.6334 | 0.6315 | | 0.2872 | 13.41 | 4960 | 0.6453 | 0.6839 | 0.8007 | 0.8661 | 0.9319 | 0.8085 | 0.8936 | 0.5322 | 0.8962 | 0.8619 | 0.6804 | 0.8669 | 0.6813 | 0.7582 | 0.4252 | 0.7899 | 0.6283 | 0.6373 | | 0.1403 | 13.46 | 4980 | 0.6293 | 0.6834 | 0.8007 | 0.8648 | 0.9383 | 0.7919 | 0.8843 | 0.5445 | 0.8806 | 0.8801 | 0.6849 | 0.8623 | 0.6767 | 0.7656 | 0.4277 | 0.7883 | 0.6326 | 0.6307 | | 1.0722 | 13.51 | 5000 | 0.6654 | 0.6859 | 0.7976 | 0.8675 | 0.9344 | 0.8211 | 0.8760 | 0.4980 | 0.8967 | 0.8460 | 0.7110 | 0.8603 | 0.6754 | 0.7626 | 0.4067 | 0.7873 | 0.6587 | 0.6504 | | 0.1002 | 13.57 | 5020 | 0.7546 | 0.6814 | 0.7922 | 0.8656 | 0.9375 | 0.8112 | 0.8670 | 0.4721 | 0.8929 | 0.8712 | 0.6935 | 0.8587 | 0.6765 | 0.7573 | 0.3976 | 0.7869 | 0.6532 | 0.6392 | | 0.1098 | 13.62 | 5040 | 0.7212 | 0.6966 | 0.8019 | 0.8733 | 0.9264 | 0.8044 | 0.8714 | 0.5056 | 0.9134 | 0.8447 | 0.7474 | 0.8680 | 0.6820 | 0.7642 | 0.4191 | 0.7892 | 0.6665 | 0.6874 | | 0.2066 | 13.68 | 5060 | 0.6863 | 0.6966 | 0.8103 | 0.8722 | 0.9330 | 0.7999 | 0.8691 | 0.5697 | 0.8934 | 0.8613 | 0.7454 | 0.8675 | 0.6773 | 0.7620 | 0.4325 | 0.7898 | 0.6612 | 0.6862 | | 0.1899 | 13.73 | 5080 | 0.6502 | 0.6979 | 0.8049 | 0.8732 | 0.9322 | 0.7924 | 0.8634 | 0.5399 | 0.9034 | 0.8523 | 0.7504 | 0.8681 | 0.6759 | 0.7628 | 0.4264 | 0.7855 | 0.6760 | 0.6909 | | 0.1979 | 13.78 | 5100 | 0.7042 | 0.6964 | 0.8077 | 0.8715 | 0.9303 | 0.8046 | 0.8646 | 0.5369 | 0.8919 | 0.8739 | 0.7514 | 0.8670 | 0.6755 | 0.7604 | 0.4293 | 0.7819 | 0.6746 | 0.6859 | | 0.101 | 13.84 | 5120 | 0.6623 | 0.6886 | 0.8036 | 0.8679 | 0.9312 | 0.8124 | 0.8591 | 0.5298 | 0.8907 | 0.8811 | 0.7211 | 0.8646 | 0.6761 | 0.7561 | 0.4335 | 0.7892 | 0.6432 | 0.6575 | | 0.2066 | 13.89 | 5140 | 0.6422 | 0.6874 | 0.7907 | 0.8690 | 0.9376 | 0.7826 | 0.8576 | 0.4964 | 0.9090 | 0.8384 | 0.7133 | 0.8647 | 0.6808 | 0.7606 | 0.4180 | 0.7917 | 0.6439 | 0.6519 | | 0.0987 | 13.95 | 5160 | 0.6607 | 0.6876 | 0.7963 | 0.8682 | 0.9312 | 0.8007 | 0.8677 | 0.4967 | 0.9030 | 0.8649 | 0.7095 | 0.8636 | 0.6820 | 0.7596 | 0.4225 | 0.7914 | 0.6458 | 0.6484 | | 0.1414 | 14.0 | 5180 | 0.6363 | 0.6908 | 0.8042 | 0.8691 | 0.9303 | 0.8263 | 0.8735 | 0.5228 | 0.8961 | 0.8547 | 0.7257 | 0.8644 | 0.6784 | 0.7596 | 0.4294 | 0.7875 | 0.6550 | 0.6616 | | 0.0547 | 14.05 | 5200 | 0.6666 | 0.6897 | 0.7980 | 0.8699 | 0.9303 | 0.8190 | 0.8796 | 0.4665 | 0.9009 | 0.8681 | 0.7216 | 0.8671 | 0.6806 | 0.7619 | 0.4074 | 0.7841 | 0.6626 | 0.6640 | | 1.5168 | 14.11 | 5220 | 0.6171 | 0.7057 | 0.8126 | 0.8766 | 0.9272 | 0.8151 | 0.8745 | 0.5186 | 0.8966 | 0.8696 | 0.7865 | 0.8692 | 0.6786 | 0.7633 | 0.4333 | 0.7839 | 0.6968 | 0.7147 | | 0.1673 | 14.16 | 5240 | 0.6295 | 0.6897 | 0.8097 | 0.8675 | 0.9364 | 0.8264 | 0.8935 | 0.5600 | 0.8800 | 0.8731 | 0.6989 | 0.8651 | 0.6819 | 0.7547 | 0.4471 | 0.7880 | 0.6358 | 0.6552 | | 0.1493 | 14.22 | 5260 | 0.6006 | 0.6862 | 0.7948 | 0.8689 | 0.9385 | 0.8056 | 0.8756 | 0.4804 | 0.8975 | 0.8563 | 0.7097 | 0.8645 | 0.6757 | 0.7584 | 0.4147 | 0.7924 | 0.6424 | 0.6556 | | 0.0582 | 14.27 | 5280 | 0.5851 | 0.7049 | 0.8050 | 0.8796 | 0.9356 | 0.8082 | 0.8594 | 0.4799 | 0.9075 | 0.8467 | 0.7975 | 0.8590 | 0.6705 | 0.7559 | 0.4123 | 0.8048 | 0.6970 | 0.7349 | | 0.114 | 14.32 | 5300 | 0.5824 | 0.7205 | 0.8271 | 0.8869 | 0.9228 | 0.8209 | 0.8661 | 0.5326 | 0.9004 | 0.8765 | 0.8705 | 0.8676 | 0.6727 | 0.7602 | 0.4219 | 0.8059 | 0.7183 | 0.7972 | | 0.1722 | 14.38 | 5320 | 0.6211 | 0.7146 | 0.8113 | 0.8857 | 0.9353 | 0.7938 | 0.8697 | 0.4707 | 0.9037 | 0.8576 | 0.8484 | 0.8671 | 0.6808 | 0.7568 | 0.4033 | 0.8081 | 0.7090 | 0.7771 | | 0.0931 | 14.43 | 5340 | 0.6304 | 0.7134 | 0.8145 | 0.8833 | 0.9351 | 0.7942 | 0.8683 | 0.5071 | 0.8974 | 0.8728 | 0.8267 | 0.8641 | 0.6812 | 0.7580 | 0.4198 | 0.8058 | 0.7037 | 0.7615 | | 0.1883 | 14.49 | 5360 | 0.6069 | 0.7148 | 0.8192 | 0.8832 | 0.9305 | 0.8042 | 0.8807 | 0.5439 | 0.9015 | 0.8448 | 0.8290 | 0.8628 | 0.6787 | 0.7639 | 0.4244 | 0.8060 | 0.7053 | 0.7625 | | 0.1474 | 14.54 | 5380 | 0.6856 | 0.6956 | 0.8127 | 0.8697 | 0.9282 | 0.8139 | 0.8909 | 0.5721 | 0.8863 | 0.8652 | 0.7324 | 0.8595 | 0.6753 | 0.7588 | 0.4309 | 0.7811 | 0.6875 | 0.6764 | | 0.1547 | 14.59 | 5400 | 0.7256 | 0.6997 | 0.8039 | 0.8721 | 0.9318 | 0.7957 | 0.8634 | 0.5218 | 0.8981 | 0.8713 | 0.7451 | 0.8622 | 0.6808 | 0.7673 | 0.4271 | 0.7774 | 0.6980 | 0.6855 | | 0.1503 | 14.65 | 5420 | 0.7249 | 0.6986 | 0.8017 | 0.8730 | 0.9313 | 0.8156 | 0.8755 | 0.4876 | 0.9032 | 0.8462 | 0.7522 | 0.8629 | 0.6729 | 0.7658 | 0.4166 | 0.7789 | 0.7031 | 0.6896 | | 0.3028 | 14.7 | 5440 | 0.7174 | 0.6935 | 0.8058 | 0.8697 | 0.9339 | 0.8206 | 0.8687 | 0.4987 | 0.8781 | 0.8941 | 0.7467 | 0.8642 | 0.6760 | 0.7566 | 0.4069 | 0.7706 | 0.6926 | 0.6874 | | 0.161 | 14.76 | 5460 | 0.6711 | 0.6985 | 0.8020 | 0.8726 | 0.9362 | 0.8113 | 0.8586 | 0.4919 | 0.8954 | 0.8701 | 0.7504 | 0.8628 | 0.6783 | 0.7575 | 0.4173 | 0.7783 | 0.7059 | 0.6895 | | 0.1155 | 14.81 | 5480 | 0.6929 | 0.7092 | 0.8132 | 0.8781 | 0.9297 | 0.8222 | 0.8547 | 0.5190 | 0.8997 | 0.8725 | 0.7948 | 0.8689 | 0.6824 | 0.7599 | 0.4231 | 0.7809 | 0.7219 | 0.7272 | | 0.1656 | 14.86 | 5500 | 0.6374 | 0.7092 | 0.8154 | 0.8779 | 0.9309 | 0.8140 | 0.8666 | 0.5398 | 0.8948 | 0.8678 | 0.7936 | 0.8690 | 0.6801 | 0.7609 | 0.4255 | 0.7808 | 0.7206 | 0.7276 | | 1.1364 | 14.92 | 5520 | 0.6663 | 0.7064 | 0.8114 | 0.8770 | 0.9361 | 0.8201 | 0.8679 | 0.5215 | 0.8919 | 0.8507 | 0.7917 | 0.8670 | 0.6756 | 0.7590 | 0.4192 | 0.7799 | 0.7176 | 0.7264 | | 0.1626 | 14.97 | 5540 | 0.6779 | 0.7092 | 0.8143 | 0.8782 | 0.9350 | 0.8199 | 0.8622 | 0.5283 | 0.8937 | 0.8722 | 0.7886 | 0.8688 | 0.6778 | 0.7671 | 0.4223 | 0.7807 | 0.7226 | 0.7254 | | 0.2601 | 15.03 | 5560 | 0.6393 | 0.7047 | 0.8080 | 0.8766 | 0.9358 | 0.8112 | 0.8806 | 0.5048 | 0.8977 | 0.8597 | 0.7664 | 0.8673 | 0.6785 | 0.7661 | 0.4178 | 0.7828 | 0.7132 | 0.7075 | | 0.188 | 15.08 | 5580 | 0.6080 | 0.7148 | 0.8125 | 0.8833 | 0.9362 | 0.8070 | 0.8606 | 0.5002 | 0.9046 | 0.8576 | 0.8209 | 0.8707 | 0.6787 | 0.7652 | 0.4151 | 0.7921 | 0.7264 | 0.7551 | | 0.1492 | 15.14 | 5600 | 0.6940 | 0.7016 | 0.7966 | 0.8765 | 0.9364 | 0.8041 | 0.8777 | 0.4570 | 0.9117 | 0.8137 | 0.7754 | 0.8678 | 0.6812 | 0.7633 | 0.4006 | 0.7813 | 0.7049 | 0.7123 | | 0.1306 | 15.19 | 5620 | 0.7043 | 0.7040 | 0.8105 | 0.8753 | 0.9296 | 0.8196 | 0.8822 | 0.5192 | 0.8983 | 0.8576 | 0.7668 | 0.8675 | 0.6825 | 0.7640 | 0.4176 | 0.7791 | 0.7123 | 0.7048 | | 0.0968 | 15.24 | 5640 | 0.7197 | 0.6986 | 0.8082 | 0.8724 | 0.9329 | 0.8196 | 0.8689 | 0.5488 | 0.9001 | 0.8462 | 0.7406 | 0.8669 | 0.6779 | 0.7663 | 0.4198 | 0.7789 | 0.6983 | 0.6819 | | 0.1836 | 15.3 | 5660 | 0.7781 | 0.7031 | 0.8063 | 0.8744 | 0.9356 | 0.8022 | 0.8591 | 0.5408 | 0.9025 | 0.8474 | 0.7565 | 0.8657 | 0.6758 | 0.7670 | 0.4257 | 0.7782 | 0.7116 | 0.6975 | | 0.0926 | 15.35 | 5680 | 0.7479 | 0.7083 | 0.8136 | 0.8773 | 0.9327 | 0.7990 | 0.8648 | 0.5458 | 0.8933 | 0.8697 | 0.7897 | 0.8696 | 0.6749 | 0.7679 | 0.4261 | 0.7771 | 0.7169 | 0.7259 | | 0.1173 | 15.41 | 5700 | 0.7123 | 0.7082 | 0.8120 | 0.8772 | 0.9352 | 0.8126 | 0.8648 | 0.5350 | 0.8968 | 0.8624 | 0.7771 | 0.8663 | 0.6769 | 0.7659 | 0.4329 | 0.7819 | 0.7198 | 0.7139 | | 0.1977 | 15.46 | 5720 | 0.6526 | 0.7084 | 0.8191 | 0.8770 | 0.9274 | 0.8162 | 0.8681 | 0.5519 | 0.8888 | 0.8902 | 0.7913 | 0.8688 | 0.6758 | 0.7655 | 0.4325 | 0.7797 | 0.7113 | 0.7254 | | 0.096 | 15.51 | 5740 | 0.6237 | 0.7109 | 0.8066 | 0.8798 | 0.9396 | 0.7830 | 0.8635 | 0.4962 | 0.8994 | 0.8761 | 0.7881 | 0.8659 | 0.6775 | 0.7693 | 0.4289 | 0.7880 | 0.7227 | 0.7240 | | 0.1514 | 15.57 | 5760 | 0.6790 | 0.7061 | 0.8115 | 0.8763 | 0.9263 | 0.8342 | 0.8704 | 0.5164 | 0.9070 | 0.8550 | 0.7710 | 0.8656 | 0.6743 | 0.7730 | 0.4308 | 0.7834 | 0.7113 | 0.7043 | | 0.0453 | 15.62 | 5780 | 0.6741 | 0.7045 | 0.8091 | 0.8758 | 0.9345 | 0.8207 | 0.8796 | 0.5021 | 0.8957 | 0.8724 | 0.7586 | 0.8654 | 0.6798 | 0.7735 | 0.4289 | 0.7846 | 0.7038 | 0.6956 | | 0.1224 | 15.68 | 5800 | 0.7243 | 0.6900 | 0.7975 | 0.8688 | 0.9333 | 0.7996 | 0.8867 | 0.4814 | 0.8940 | 0.8740 | 0.7132 | 0.8647 | 0.6823 | 0.7650 | 0.4163 | 0.7812 | 0.6668 | 0.6540 | | 0.0927 | 15.73 | 5820 | 0.7237 | 0.6903 | 0.7969 | 0.8689 | 0.9342 | 0.8029 | 0.8813 | 0.4867 | 0.8985 | 0.8654 | 0.7091 | 0.8633 | 0.6819 | 0.7656 | 0.4204 | 0.7846 | 0.6672 | 0.6490 | | 0.1154 | 15.78 | 5840 | 0.6878 | 0.6922 | 0.8016 | 0.8690 | 0.9342 | 0.7988 | 0.8671 | 0.5313 | 0.8968 | 0.8735 | 0.7098 | 0.8639 | 0.6824 | 0.7651 | 0.4400 | 0.7879 | 0.6582 | 0.6482 | | 0.1408 | 15.84 | 5860 | 0.6410 | 0.6894 | 0.8008 | 0.8677 | 0.9385 | 0.7996 | 0.8818 | 0.5320 | 0.8902 | 0.8676 | 0.6960 | 0.8616 | 0.6827 | 0.7591 | 0.4409 | 0.7905 | 0.6497 | 0.6416 | | 0.1614 | 15.89 | 5880 | 0.6993 | 0.6902 | 0.7988 | 0.8685 | 0.9335 | 0.8126 | 0.8511 | 0.5153 | 0.9032 | 0.8700 | 0.7061 | 0.8627 | 0.6823 | 0.7575 | 0.4358 | 0.7892 | 0.6553 | 0.6485 | | 0.2869 | 15.95 | 5900 | 0.7689 | 0.6905 | 0.8024 | 0.8678 | 0.9301 | 0.8079 | 0.8756 | 0.5322 | 0.8979 | 0.8709 | 0.7022 | 0.8620 | 0.6833 | 0.7620 | 0.4354 | 0.7858 | 0.6595 | 0.6458 | | 0.139 | 16.0 | 5920 | 0.7812 | 0.6913 | 0.7976 | 0.8688 | 0.9289 | 0.7985 | 0.8763 | 0.4996 | 0.9057 | 0.8696 | 0.7049 | 0.8636 | 0.6856 | 0.7627 | 0.4295 | 0.7846 | 0.6648 | 0.6482 | | 0.0939 | 16.05 | 5940 | 0.7038 | 0.6927 | 0.8014 | 0.8701 | 0.9300 | 0.8017 | 0.8775 | 0.5124 | 0.9019 | 0.8705 | 0.7161 | 0.8671 | 0.6822 | 0.7667 | 0.4266 | 0.7854 | 0.6648 | 0.6564 | | 0.1643 | 16.11 | 5960 | 0.7743 | 0.6922 | 0.8015 | 0.8688 | 0.9334 | 0.8147 | 0.8787 | 0.5176 | 0.8993 | 0.8662 | 0.7003 | 0.8635 | 0.6791 | 0.7618 | 0.4341 | 0.7815 | 0.6791 | 0.6466 | | 0.1276 | 16.16 | 5980 | 0.7730 | 0.7013 | 0.8108 | 0.8735 | 0.9302 | 0.8330 | 0.8632 | 0.5387 | 0.9018 | 0.8648 | 0.7436 | 0.8659 | 0.6750 | 0.7678 | 0.4333 | 0.7818 | 0.7032 | 0.6824 | | 0.5234 | 16.22 | 6000 | 0.7781 | 0.7015 | 0.8034 | 0.8743 | 0.9338 | 0.7904 | 0.8730 | 0.4974 | 0.8964 | 0.8727 | 0.7602 | 0.8650 | 0.6780 | 0.7626 | 0.4227 | 0.7802 | 0.7066 | 0.6952 | | 0.153 | 16.27 | 6020 | 0.7155 | 0.7071 | 0.8094 | 0.8771 | 0.9313 | 0.8078 | 0.8710 | 0.5146 | 0.9031 | 0.8660 | 0.7716 | 0.8679 | 0.6791 | 0.7667 | 0.4346 | 0.7844 | 0.7103 | 0.7067 | | 0.0918 | 16.32 | 6040 | 0.7164 | 0.7049 | 0.8093 | 0.8758 | 0.9283 | 0.8091 | 0.8751 | 0.5270 | 0.9064 | 0.8570 | 0.7621 | 0.8673 | 0.6792 | 0.7667 | 0.4297 | 0.7834 | 0.7079 | 0.6999 | | 0.0636 | 16.38 | 6060 | 0.8310 | 0.6895 | 0.7941 | 0.8673 | 0.9382 | 0.7911 | 0.8637 | 0.5198 | 0.9035 | 0.8511 | 0.6912 | 0.8553 | 0.6711 | 0.7610 | 0.4239 | 0.7807 | 0.6951 | 0.6397 | | 0.15 | 16.43 | 6080 | 0.6919 | 0.7024 | 0.8098 | 0.8751 | 0.9349 | 0.8071 | 0.8785 | 0.5362 | 0.8946 | 0.8544 | 0.7629 | 0.8661 | 0.6761 | 0.7635 | 0.4254 | 0.7848 | 0.6994 | 0.7014 | | 0.1397 | 16.49 | 6100 | 0.7529 | 0.6905 | 0.7951 | 0.8702 | 0.9370 | 0.7902 | 0.8655 | 0.5048 | 0.9066 | 0.8432 | 0.7181 | 0.8666 | 0.6776 | 0.7660 | 0.4135 | 0.7859 | 0.6617 | 0.6622 | | 0.0939 | 16.54 | 6120 | 0.8069 | 0.6875 | 0.7908 | 0.8694 | 0.9296 | 0.7984 | 0.8659 | 0.4716 | 0.9179 | 0.8401 | 0.7122 | 0.8665 | 0.6795 | 0.7671 | 0.4010 | 0.7860 | 0.6569 | 0.6553 | | 0.6179 | 16.59 | 6140 | 0.7314 | 0.6876 | 0.7951 | 0.8700 | 0.9324 | 0.8198 | 0.8660 | 0.4583 | 0.9070 | 0.8694 | 0.7130 | 0.8660 | 0.6785 | 0.7674 | 0.4001 | 0.7918 | 0.6544 | 0.6551 | | 0.1015 | 16.65 | 6160 | 0.7299 | 0.6887 | 0.8009 | 0.8696 | 0.9314 | 0.8189 | 0.8649 | 0.4977 | 0.8981 | 0.8685 | 0.7263 | 0.8675 | 0.6794 | 0.7623 | 0.4013 | 0.7864 | 0.6576 | 0.6667 | | 0.0863 | 16.7 | 6180 | 0.6746 | 0.6980 | 0.8068 | 0.8737 | 0.9299 | 0.8224 | 0.8665 | 0.5073 | 0.9009 | 0.8643 | 0.7562 | 0.8688 | 0.6769 | 0.7616 | 0.4054 | 0.7817 | 0.6951 | 0.6965 | | 0.1738 | 16.76 | 6200 | 0.6060 | 0.7123 | 0.8164 | 0.8813 | 0.9310 | 0.8146 | 0.8844 | 0.5084 | 0.8948 | 0.8641 | 0.8174 | 0.8694 | 0.6797 | 0.7624 | 0.4084 | 0.7880 | 0.7294 | 0.7487 | | 0.2009 | 16.81 | 6220 | 0.6513 | 0.7078 | 0.8044 | 0.8800 | 0.9336 | 0.8120 | 0.8611 | 0.4601 | 0.9109 | 0.8631 | 0.7903 | 0.8692 | 0.6798 | 0.7673 | 0.4001 | 0.7875 | 0.7233 | 0.7272 | | 2.6765 | 16.86 | 6240 | 0.7115 | 0.7013 | 0.7960 | 0.8786 | 0.9366 | 0.7898 | 0.8870 | 0.4108 | 0.9047 | 0.8551 | 0.7879 | 0.8672 | 0.6791 | 0.7635 | 0.3691 | 0.7866 | 0.7177 | 0.7257 | | 0.0662 | 16.92 | 6260 | 0.6028 | 0.7107 | 0.8123 | 0.8808 | 0.9364 | 0.8211 | 0.8591 | 0.5004 | 0.8994 | 0.8649 | 0.8050 | 0.8684 | 0.6741 | 0.7666 | 0.4136 | 0.7891 | 0.7246 | 0.7387 | | 0.1372 | 16.97 | 6280 | 0.6318 | 0.7080 | 0.8142 | 0.8778 | 0.9304 | 0.8114 | 0.8771 | 0.5371 | 0.8978 | 0.8582 | 0.7878 | 0.8656 | 0.6774 | 0.7649 | 0.4222 | 0.7862 | 0.7159 | 0.7238 | | 0.0964 | 17.03 | 6300 | 0.6379 | 0.7076 | 0.8136 | 0.8780 | 0.9301 | 0.8130 | 0.8666 | 0.5375 | 0.9036 | 0.8663 | 0.7778 | 0.8669 | 0.6728 | 0.7716 | 0.4315 | 0.7900 | 0.7053 | 0.7149 | | 0.1279 | 17.08 | 6320 | 0.6366 | 0.7197 | 0.8239 | 0.8860 | 0.9330 | 0.7997 | 0.8757 | 0.5572 | 0.8977 | 0.8582 | 0.8459 | 0.8667 | 0.6734 | 0.7659 | 0.4390 | 0.8092 | 0.7100 | 0.7736 | | 0.0769 | 17.14 | 6340 | 0.6694 | 0.7059 | 0.8111 | 0.8761 | 0.9289 | 0.8014 | 0.8739 | 0.5607 | 0.9071 | 0.8316 | 0.7741 | 0.8661 | 0.6741 | 0.7654 | 0.4358 | 0.7845 | 0.7054 | 0.7097 | | 0.2735 | 17.19 | 6360 | 0.6678 | 0.7025 | 0.8049 | 0.8746 | 0.9355 | 0.7992 | 0.8800 | 0.5124 | 0.9002 | 0.8593 | 0.7478 | 0.8642 | 0.6781 | 0.7625 | 0.4280 | 0.7832 | 0.7133 | 0.6881 | | 1.1427 | 17.24 | 6380 | 0.7853 | 0.6887 | 0.7947 | 0.8684 | 0.9392 | 0.7967 | 0.8571 | 0.5001 | 0.9002 | 0.8685 | 0.7011 | 0.8631 | 0.6789 | 0.7582 | 0.4184 | 0.7845 | 0.6719 | 0.6461 | | 0.1354 | 17.3 | 6400 | 0.7422 | 0.6895 | 0.8006 | 0.8688 | 0.9318 | 0.7965 | 0.8712 | 0.5213 | 0.8984 | 0.8735 | 0.7115 | 0.8640 | 0.6803 | 0.7600 | 0.4258 | 0.7916 | 0.6523 | 0.6523 | | 0.077 | 17.35 | 6420 | 0.7529 | 0.6904 | 0.8037 | 0.8689 | 0.9321 | 0.8140 | 0.8624 | 0.5433 | 0.8997 | 0.8618 | 0.7123 | 0.8635 | 0.6777 | 0.7629 | 0.4356 | 0.7927 | 0.6489 | 0.6514 | | 0.1084 | 17.41 | 6440 | 0.7545 | 0.6923 | 0.8042 | 0.8697 | 0.9293 | 0.8130 | 0.8644 | 0.5499 | 0.9059 | 0.8473 | 0.7197 | 0.8643 | 0.6784 | 0.7672 | 0.4362 | 0.7916 | 0.6503 | 0.6579 | | 0.2807 | 17.46 | 6460 | 0.7531 | 0.6949 | 0.8013 | 0.8712 | 0.9289 | 0.7926 | 0.8760 | 0.5274 | 0.9083 | 0.8466 | 0.7293 | 0.8654 | 0.6809 | 0.7682 | 0.4268 | 0.7867 | 0.6682 | 0.6680 | | 0.0654 | 17.51 | 6480 | 0.6718 | 0.7027 | 0.8091 | 0.8760 | 0.9327 | 0.7899 | 0.8828 | 0.5345 | 0.8987 | 0.8595 | 0.7658 | 0.8670 | 0.6807 | 0.7666 | 0.4298 | 0.7942 | 0.6800 | 0.7005 | | 0.1048 | 17.57 | 6500 | 0.6738 | 0.6983 | 0.8118 | 0.8732 | 0.9331 | 0.8010 | 0.8705 | 0.5639 | 0.8910 | 0.8709 | 0.7522 | 0.8674 | 0.6803 | 0.7619 | 0.4304 | 0.7917 | 0.6662 | 0.6904 | | 0.381 | 17.62 | 6520 | 0.7038 | 0.6981 | 0.8061 | 0.8734 | 0.9287 | 0.7951 | 0.8677 | 0.5456 | 0.9080 | 0.8519 | 0.7457 | 0.8688 | 0.6800 | 0.7643 | 0.4347 | 0.7919 | 0.6650 | 0.6817 | | 0.1314 | 17.68 | 6540 | 0.6728 | 0.6980 | 0.8106 | 0.8735 | 0.9289 | 0.8133 | 0.8745 | 0.5446 | 0.8990 | 0.8648 | 0.7494 | 0.8688 | 0.6785 | 0.7631 | 0.4341 | 0.7936 | 0.6643 | 0.6838 | | 0.1491 | 17.73 | 6560 | 0.6671 | 0.6977 | 0.8085 | 0.8734 | 0.9352 | 0.7997 | 0.8798 | 0.5403 | 0.8912 | 0.8621 | 0.7515 | 0.8674 | 0.6751 | 0.7670 | 0.4256 | 0.7896 | 0.6707 | 0.6883 | | 0.1503 | 17.78 | 6580 | 0.6852 | 0.7015 | 0.8107 | 0.8753 | 0.9295 | 0.8117 | 0.8676 | 0.5280 | 0.8995 | 0.8754 | 0.7631 | 0.8684 | 0.6735 | 0.7691 | 0.4218 | 0.7877 | 0.6913 | 0.6990 | | 0.1663 | 17.84 | 6600 | 0.7299 | 0.6919 | 0.7991 | 0.8716 | 0.9317 | 0.8027 | 0.8827 | 0.4864 | 0.9037 | 0.8546 | 0.7319 | 0.8664 | 0.6721 | 0.7591 | 0.4080 | 0.7874 | 0.6781 | 0.6723 | | 0.3482 | 17.89 | 6620 | 0.7122 | 0.6898 | 0.8034 | 0.8694 | 0.9314 | 0.8109 | 0.8731 | 0.5298 | 0.8994 | 0.8683 | 0.7107 | 0.8663 | 0.6715 | 0.7638 | 0.4228 | 0.7885 | 0.6630 | 0.6530 | | 0.1922 | 17.95 | 6640 | 0.6779 | 0.7056 | 0.8092 | 0.8776 | 0.9321 | 0.8065 | 0.8784 | 0.5085 | 0.9022 | 0.8615 | 0.7749 | 0.8682 | 0.6726 | 0.7645 | 0.4258 | 0.7881 | 0.7115 | 0.7086 | | 0.1884 | 18.0 | 6660 | 0.6645 | 0.7198 | 0.8220 | 0.8866 | 0.9359 | 0.8106 | 0.8779 | 0.5209 | 0.8947 | 0.8665 | 0.8474 | 0.8658 | 0.6723 | 0.7630 | 0.4309 | 0.8081 | 0.7190 | 0.7798 | | 0.1226 | 18.05 | 6680 | 0.6551 | 0.7183 | 0.8152 | 0.8869 | 0.9319 | 0.7956 | 0.8877 | 0.4796 | 0.9040 | 0.8558 | 0.8520 | 0.8658 | 0.6740 | 0.7626 | 0.4160 | 0.8080 | 0.7200 | 0.7819 | | 0.0977 | 18.11 | 6700 | 0.6134 | 0.7066 | 0.8160 | 0.8774 | 0.9320 | 0.8233 | 0.8675 | 0.5421 | 0.8964 | 0.8781 | 0.7726 | 0.8663 | 0.6676 | 0.7659 | 0.4381 | 0.7908 | 0.7092 | 0.7088 | | 0.2765 | 18.16 | 6720 | 0.6325 | 0.7017 | 0.8073 | 0.8742 | 0.9319 | 0.8028 | 0.8757 | 0.5204 | 0.8995 | 0.8725 | 0.7479 | 0.8629 | 0.6725 | 0.7594 | 0.4320 | 0.7855 | 0.7126 | 0.6869 | | 0.1163 | 18.22 | 6740 | 0.6932 | 0.6974 | 0.8006 | 0.8713 | 0.9360 | 0.7784 | 0.8745 | 0.5415 | 0.9007 | 0.8373 | 0.7357 | 0.8616 | 0.6728 | 0.7599 | 0.4262 | 0.7782 | 0.7096 | 0.6736 | | 0.1935 | 18.27 | 6760 | 0.6326 | 0.7070 | 0.8147 | 0.8771 | 0.9289 | 0.8066 | 0.8637 | 0.5510 | 0.8988 | 0.8701 | 0.7836 | 0.8613 | 0.6730 | 0.7613 | 0.4291 | 0.7910 | 0.7158 | 0.7178 | | 0.1554 | 18.32 | 6780 | 0.6887 | 0.6979 | 0.8034 | 0.8722 | 0.9319 | 0.8002 | 0.8747 | 0.5152 | 0.9026 | 0.8717 | 0.7276 | 0.8616 | 0.6731 | 0.7622 | 0.4303 | 0.7850 | 0.7034 | 0.6696 | | 0.2316 | 18.38 | 6800 | 0.6220 | 0.7078 | 0.8151 | 0.8768 | 0.9300 | 0.8078 | 0.8783 | 0.5549 | 0.8989 | 0.8694 | 0.7664 | 0.8657 | 0.6770 | 0.7652 | 0.4435 | 0.7876 | 0.7139 | 0.7019 | | 0.1733 | 18.43 | 6820 | 0.6711 | 0.7142 | 0.8159 | 0.8810 | 0.9347 | 0.8079 | 0.8685 | 0.5294 | 0.8971 | 0.8690 | 0.8044 | 0.8676 | 0.6785 | 0.7619 | 0.4403 | 0.7905 | 0.7253 | 0.7351 | | 0.1224 | 18.49 | 6840 | 0.6410 | 0.7059 | 0.8082 | 0.8768 | 0.9400 | 0.7931 | 0.8775 | 0.5145 | 0.8898 | 0.8697 | 0.7730 | 0.8596 | 0.6733 | 0.7573 | 0.4333 | 0.7906 | 0.7160 | 0.7113 | | 0.1923 | 18.54 | 6860 | 0.6620 | 0.7044 | 0.8150 | 0.8766 | 0.9239 | 0.8152 | 0.8822 | 0.5231 | 0.8951 | 0.8793 | 0.7865 | 0.8678 | 0.6766 | 0.7616 | 0.4224 | 0.7881 | 0.6969 | 0.7173 | | 0.1202 | 18.59 | 6880 | 0.7112 | 0.7034 | 0.8076 | 0.8763 | 0.9339 | 0.7943 | 0.8704 | 0.5197 | 0.8999 | 0.8672 | 0.7676 | 0.8687 | 0.6784 | 0.7652 | 0.4216 | 0.7872 | 0.6982 | 0.7043 | | 0.1458 | 18.65 | 6900 | 0.6784 | 0.7092 | 0.8119 | 0.8786 | 0.9271 | 0.7945 | 0.8805 | 0.5373 | 0.9076 | 0.8470 | 0.7893 | 0.8697 | 0.6761 | 0.7665 | 0.4236 | 0.7841 | 0.7202 | 0.7240 | | 0.081 | 18.7 | 6920 | 0.6600 | 0.7079 | 0.8181 | 0.8779 | 0.9298 | 0.8092 | 0.8810 | 0.5475 | 0.8891 | 0.8767 | 0.7935 | 0.8696 | 0.6776 | 0.7622 | 0.4296 | 0.7868 | 0.7054 | 0.7242 | | 0.0973 | 18.76 | 6940 | 0.7119 | 0.7080 | 0.8144 | 0.8779 | 0.9292 | 0.8136 | 0.8725 | 0.5428 | 0.9021 | 0.8567 | 0.7840 | 0.8687 | 0.6758 | 0.7623 | 0.4331 | 0.7867 | 0.7101 | 0.7194 | | 0.1824 | 18.81 | 6960 | 0.6751 | 0.6980 | 0.8063 | 0.8733 | 0.9315 | 0.7980 | 0.8794 | 0.5285 | 0.9009 | 0.8668 | 0.7388 | 0.8677 | 0.6747 | 0.7631 | 0.4375 | 0.7902 | 0.6740 | 0.6789 | | 0.0786 | 18.86 | 6980 | 0.7423 | 0.6991 | 0.8076 | 0.8737 | 0.9306 | 0.8071 | 0.8693 | 0.5382 | 0.9039 | 0.8581 | 0.7459 | 0.8679 | 0.6727 | 0.7617 | 0.4393 | 0.7888 | 0.6784 | 0.6849 | | 0.1518 | 18.92 | 7000 | 0.7237 | 0.6994 | 0.8069 | 0.8740 | 0.9324 | 0.8023 | 0.8753 | 0.5306 | 0.9024 | 0.8620 | 0.7431 | 0.8668 | 0.6725 | 0.7641 | 0.4475 | 0.7942 | 0.6693 | 0.6812 | | 0.1411 | 18.97 | 7020 | 0.7966 | 0.6968 | 0.8090 | 0.8717 | 0.9326 | 0.7977 | 0.8739 | 0.5625 | 0.8947 | 0.8694 | 0.7322 | 0.8662 | 0.6712 | 0.7617 | 0.4444 | 0.7873 | 0.6734 | 0.6735 | | 0.1319 | 19.03 | 7040 | 0.7241 | 0.6968 | 0.8087 | 0.8718 | 0.9274 | 0.8138 | 0.8690 | 0.5488 | 0.9029 | 0.8643 | 0.7344 | 0.8664 | 0.6683 | 0.7650 | 0.4403 | 0.7857 | 0.6774 | 0.6747 | | 0.1517 | 19.08 | 7060 | 0.7034 | 0.6989 | 0.8102 | 0.8732 | 0.9294 | 0.7966 | 0.8792 | 0.5567 | 0.8970 | 0.8627 | 0.7498 | 0.8672 | 0.6726 | 0.7639 | 0.4376 | 0.7882 | 0.6766 | 0.6861 | | 0.1236 | 19.14 | 7080 | 0.7254 | 0.6991 | 0.8084 | 0.8739 | 0.9297 | 0.8008 | 0.8771 | 0.5359 | 0.9011 | 0.8675 | 0.7469 | 0.8683 | 0.6720 | 0.7652 | 0.4412 | 0.7914 | 0.6715 | 0.6842 | | 0.1812 | 19.19 | 7100 | 0.7489 | 0.6955 | 0.8048 | 0.8719 | 0.9290 | 0.7970 | 0.8700 | 0.5319 | 0.9039 | 0.8690 | 0.7328 | 0.8667 | 0.6728 | 0.7615 | 0.4412 | 0.7917 | 0.6621 | 0.6726 | | 0.1011 | 19.24 | 7120 | 0.7168 | 0.6946 | 0.8074 | 0.8715 | 0.9343 | 0.8158 | 0.8696 | 0.5449 | 0.8974 | 0.8649 | 0.7248 | 0.8652 | 0.6718 | 0.7659 | 0.4412 | 0.7946 | 0.6574 | 0.6660 | | 0.1236 | 19.3 | 7140 | 0.7489 | 0.6930 | 0.8047 | 0.8707 | 0.9311 | 0.8141 | 0.8826 | 0.5385 | 0.9044 | 0.8466 | 0.7155 | 0.8652 | 0.6714 | 0.7678 | 0.4405 | 0.7930 | 0.6560 | 0.6573 | | 0.087 | 19.35 | 7160 | 0.7990 | 0.6947 | 0.8051 | 0.8714 | 0.9292 | 0.8114 | 0.8772 | 0.5299 | 0.9048 | 0.8617 | 0.7217 | 0.8665 | 0.6744 | 0.7675 | 0.4385 | 0.7908 | 0.6620 | 0.6632 | | 0.0746 | 19.41 | 7180 | 0.7367 | 0.6960 | 0.8054 | 0.8719 | 0.9284 | 0.8010 | 0.8743 | 0.5300 | 0.9044 | 0.8740 | 0.7257 | 0.8673 | 0.6767 | 0.7663 | 0.4423 | 0.7916 | 0.6616 | 0.6662 | | 0.1389 | 19.46 | 7200 | 0.8094 | 0.6963 | 0.8058 | 0.8721 | 0.9297 | 0.8056 | 0.8665 | 0.5318 | 0.9038 | 0.8733 | 0.7296 | 0.8664 | 0.6738 | 0.7654 | 0.4449 | 0.7929 | 0.6611 | 0.6693 | | 0.1128 | 19.51 | 7220 | 0.7732 | 0.6950 | 0.8047 | 0.8718 | 0.9341 | 0.8098 | 0.8604 | 0.5435 | 0.9039 | 0.8530 | 0.7285 | 0.8648 | 0.6725 | 0.7671 | 0.4374 | 0.7931 | 0.6613 | 0.6688 | | 0.0658 | 19.57 | 7240 | 0.7832 | 0.6946 | 0.8020 | 0.8713 | 0.9326 | 0.7877 | 0.8758 | 0.5404 | 0.9049 | 0.8448 | 0.7278 | 0.8652 | 0.6743 | 0.7660 | 0.4331 | 0.7886 | 0.6652 | 0.6697 | | 0.1991 | 19.62 | 7260 | 0.7704 | 0.6952 | 0.8050 | 0.8718 | 0.9329 | 0.8080 | 0.8705 | 0.5356 | 0.9022 | 0.8591 | 0.7266 | 0.8655 | 0.6748 | 0.7656 | 0.4362 | 0.7917 | 0.6646 | 0.6680 | | 0.0798 | 19.68 | 7280 | 0.7074 | 0.6966 | 0.8108 | 0.8723 | 0.9286 | 0.8124 | 0.8734 | 0.5565 | 0.8983 | 0.8681 | 0.7383 | 0.8671 | 0.6754 | 0.7664 | 0.4350 | 0.7925 | 0.6647 | 0.6748 | | 0.2001 | 19.73 | 7300 | 0.6872 | 0.7027 | 0.8135 | 0.8747 | 0.9288 | 0.8011 | 0.8833 | 0.5605 | 0.8961 | 0.8659 | 0.7586 | 0.8658 | 0.6776 | 0.7633 | 0.4302 | 0.7871 | 0.6996 | 0.6953 | | 0.1103 | 19.78 | 7320 | 0.7072 | 0.7050 | 0.8092 | 0.8756 | 0.9345 | 0.7969 | 0.8615 | 0.5538 | 0.9030 | 0.8568 | 0.7582 | 0.8635 | 0.6759 | 0.7655 | 0.4312 | 0.7858 | 0.7144 | 0.6984 | | 1.6601 | 19.84 | 7340 | 0.7160 | 0.7033 | 0.8113 | 0.8748 | 0.9334 | 0.7963 | 0.8750 | 0.5583 | 0.8968 | 0.8674 | 0.7517 | 0.8640 | 0.6758 | 0.7652 | 0.4315 | 0.7862 | 0.7071 | 0.6933 | | 1.7574 | 19.89 | 7360 | 0.7489 | 0.6998 | 0.8093 | 0.8728 | 0.9346 | 0.8027 | 0.8794 | 0.5533 | 0.8950 | 0.8676 | 0.7327 | 0.8615 | 0.6738 | 0.7658 | 0.4333 | 0.7860 | 0.7013 | 0.6772 | | 0.09 | 19.95 | 7380 | 0.6577 | 0.7101 | 0.8147 | 0.8790 | 0.9325 | 0.7968 | 0.8719 | 0.5489 | 0.9002 | 0.8700 | 0.7826 | 0.8670 | 0.6763 | 0.7667 | 0.4332 | 0.7904 | 0.7189 | 0.7181 | | 0.2354 | 20.0 | 7400 | 0.6462 | 0.7126 | 0.8219 | 0.8804 | 0.9318 | 0.8027 | 0.8722 | 0.5738 | 0.8921 | 0.8781 | 0.8026 | 0.8668 | 0.6768 | 0.7677 | 0.4277 | 0.7936 | 0.7176 | 0.7380 | | 0.1215 | 20.05 | 7420 | 0.6418 | 0.7203 | 0.8229 | 0.8860 | 0.9304 | 0.7973 | 0.8817 | 0.5427 | 0.8999 | 0.8656 | 0.8428 | 0.8695 | 0.6778 | 0.7662 | 0.4271 | 0.8020 | 0.7261 | 0.7731 | | 0.1326 | 20.11 | 7440 | 0.6310 | 0.7183 | 0.8203 | 0.8844 | 0.9333 | 0.8062 | 0.8694 | 0.5379 | 0.9006 | 0.8700 | 0.8247 | 0.8687 | 0.6762 | 0.7660 | 0.4323 | 0.7982 | 0.7285 | 0.7584 | | 0.1656 | 20.16 | 7460 | 0.6689 | 0.7193 | 0.8195 | 0.8854 | 0.9294 | 0.8052 | 0.8677 | 0.5223 | 0.9054 | 0.8690 | 0.8375 | 0.8701 | 0.6762 | 0.7636 | 0.4282 | 0.7979 | 0.7330 | 0.7664 | | 0.0915 | 20.22 | 7480 | 0.6288 | 0.7211 | 0.8199 | 0.8874 | 0.9298 | 0.8059 | 0.8792 | 0.5091 | 0.9073 | 0.8569 | 0.8508 | 0.8688 | 0.6745 | 0.7635 | 0.4236 | 0.8049 | 0.7304 | 0.7820 | | 0.0714 | 20.27 | 7500 | 0.6200 | 0.7269 | 0.8256 | 0.8907 | 0.9311 | 0.8028 | 0.8822 | 0.5254 | 0.9037 | 0.8576 | 0.8768 | 0.8696 | 0.6752 | 0.7658 | 0.4294 | 0.8114 | 0.7320 | 0.8046 | | 0.2675 | 20.32 | 7520 | 0.6206 | 0.7266 | 0.8236 | 0.8909 | 0.9326 | 0.7991 | 0.8770 | 0.5145 | 0.9055 | 0.8624 | 0.8741 | 0.8695 | 0.6746 | 0.7692 | 0.4282 | 0.8128 | 0.7305 | 0.8017 | | 0.1737 | 20.38 | 7540 | 0.6122 | 0.7266 | 0.8265 | 0.8907 | 0.9259 | 0.8079 | 0.8838 | 0.5225 | 0.9088 | 0.8621 | 0.8748 | 0.8696 | 0.6746 | 0.7715 | 0.4238 | 0.8119 | 0.7315 | 0.8033 | | 0.0829 | 20.43 | 7560 | 0.6066 | 0.7261 | 0.8264 | 0.8910 | 0.9338 | 0.8110 | 0.8824 | 0.5125 | 0.8984 | 0.8716 | 0.8754 | 0.8705 | 0.6742 | 0.7717 | 0.4179 | 0.8123 | 0.7317 | 0.8042 | | 0.0829 | 20.49 | 7580 | 0.6349 | 0.7136 | 0.8165 | 0.8821 | 0.9343 | 0.7894 | 0.8839 | 0.5315 | 0.8964 | 0.8745 | 0.8055 | 0.8700 | 0.6760 | 0.7734 | 0.4188 | 0.7929 | 0.7238 | 0.7403 | | 0.0523 | 20.54 | 7600 | 0.7175 | 0.7086 | 0.8114 | 0.8784 | 0.9310 | 0.8067 | 0.8763 | 0.5279 | 0.9061 | 0.8521 | 0.7794 | 0.8692 | 0.6779 | 0.7724 | 0.4220 | 0.7854 | 0.7187 | 0.7150 | | 0.0771 | 20.59 | 7620 | 0.6773 | 0.7081 | 0.8122 | 0.8785 | 0.9365 | 0.8072 | 0.8763 | 0.5319 | 0.8996 | 0.8628 | 0.7709 | 0.8679 | 0.6774 | 0.7774 | 0.4234 | 0.7896 | 0.7127 | 0.7081 | | 0.4593 | 20.65 | 7640 | 0.7130 | 0.7001 | 0.8051 | 0.8751 | 0.9288 | 0.8155 | 0.8759 | 0.4955 | 0.9106 | 0.8654 | 0.7442 | 0.8692 | 0.6768 | 0.7745 | 0.4197 | 0.7890 | 0.6900 | 0.6817 | | 1.3661 | 20.7 | 7660 | 0.6997 | 0.6960 | 0.8050 | 0.8721 | 0.9350 | 0.8002 | 0.8816 | 0.5299 | 0.8996 | 0.8712 | 0.7173 | 0.8675 | 0.6771 | 0.7749 | 0.4303 | 0.7900 | 0.6738 | 0.6581 | | 0.1361 | 20.76 | 7680 | 0.7710 | 0.6942 | 0.8043 | 0.8712 | 0.9334 | 0.8141 | 0.8666 | 0.5209 | 0.9003 | 0.8784 | 0.7168 | 0.8663 | 0.6784 | 0.7681 | 0.4296 | 0.7900 | 0.6704 | 0.6570 | | 0.1341 | 20.81 | 7700 | 0.7353 | 0.6939 | 0.8009 | 0.8717 | 0.9340 | 0.8127 | 0.8658 | 0.4955 | 0.9043 | 0.8765 | 0.7171 | 0.8665 | 0.6786 | 0.7676 | 0.4213 | 0.7895 | 0.6759 | 0.6581 | | 0.1385 | 20.86 | 7720 | 0.6858 | 0.6975 | 0.8045 | 0.8735 | 0.9329 | 0.8072 | 0.8827 | 0.4990 | 0.8995 | 0.8725 | 0.7377 | 0.8672 | 0.6793 | 0.7653 | 0.4218 | 0.7893 | 0.6842 | 0.6757 | | 0.13 | 20.92 | 7740 | 0.7104 | 0.7030 | 0.8086 | 0.8756 | 0.9307 | 0.8123 | 0.8740 | 0.5147 | 0.9034 | 0.8713 | 0.7540 | 0.8664 | 0.6789 | 0.7676 | 0.4285 | 0.7894 | 0.6999 | 0.6901 | | 0.2066 | 20.97 | 7760 | 0.7073 | 0.7038 | 0.8030 | 0.8775 | 0.9329 | 0.8014 | 0.8815 | 0.4723 | 0.9081 | 0.8576 | 0.7674 | 0.8665 | 0.6802 | 0.7683 | 0.4108 | 0.7903 | 0.7081 | 0.7024 | | 0.1249 | 21.03 | 7780 | 0.6910 | 0.7139 | 0.8107 | 0.8829 | 0.9368 | 0.7983 | 0.8835 | 0.4947 | 0.9036 | 0.8429 | 0.8148 | 0.8669 | 0.6799 | 0.7686 | 0.4185 | 0.7969 | 0.7212 | 0.7452 | | 0.1122 | 21.08 | 7800 | 0.6585 | 0.7111 | 0.8104 | 0.8804 | 0.9323 | 0.8005 | 0.8776 | 0.5014 | 0.9058 | 0.8675 | 0.7881 | 0.8700 | 0.6808 | 0.7677 | 0.4258 | 0.7898 | 0.7220 | 0.7219 | | 0.1621 | 21.14 | 7820 | 0.6931 | 0.7090 | 0.8118 | 0.8783 | 0.9329 | 0.8013 | 0.8827 | 0.5265 | 0.9025 | 0.8719 | 0.7647 | 0.8706 | 0.6802 | 0.7684 | 0.4347 | 0.7855 | 0.7195 | 0.7045 | | 0.1049 | 21.19 | 7840 | 0.6546 | 0.7197 | 0.8182 | 0.8851 | 0.9320 | 0.7959 | 0.8877 | 0.5237 | 0.9050 | 0.8595 | 0.8234 | 0.8726 | 0.6800 | 0.7687 | 0.4337 | 0.7956 | 0.7331 | 0.7542 | | 0.1394 | 21.24 | 7860 | 0.7061 | 0.7146 | 0.8144 | 0.8814 | 0.9335 | 0.7983 | 0.8808 | 0.5293 | 0.9036 | 0.8617 | 0.7939 | 0.8714 | 0.6785 | 0.7672 | 0.4368 | 0.7876 | 0.7312 | 0.7299 | | 0.0459 | 21.3 | 7880 | 0.7485 | 0.7120 | 0.8123 | 0.8796 | 0.9317 | 0.7955 | 0.8811 | 0.5299 | 0.9045 | 0.8590 | 0.7845 | 0.8699 | 0.6787 | 0.7655 | 0.4379 | 0.7853 | 0.7264 | 0.7205 | | 0.1347 | 21.35 | 7900 | 0.6853 | 0.7143 | 0.8153 | 0.8816 | 0.9327 | 0.8045 | 0.8828 | 0.5189 | 0.9005 | 0.8653 | 0.8021 | 0.8700 | 0.6786 | 0.7632 | 0.4344 | 0.7897 | 0.7281 | 0.7363 | | 0.2338 | 21.41 | 7920 | 0.6735 | 0.7206 | 0.8208 | 0.8857 | 0.9344 | 0.8137 | 0.8709 | 0.5275 | 0.9011 | 0.8640 | 0.8341 | 0.8700 | 0.6770 | 0.7663 | 0.4361 | 0.7989 | 0.7325 | 0.7635 | | 0.1688 | 21.46 | 7940 | 0.6418 | 0.7210 | 0.8133 | 0.8872 | 0.9371 | 0.7777 | 0.8804 | 0.4946 | 0.9067 | 0.8563 | 0.8403 | 0.8695 | 0.6771 | 0.7692 | 0.4278 | 0.8027 | 0.7297 | 0.7708 | | 0.0947 | 21.51 | 7960 | 0.6161 | 0.7283 | 0.8263 | 0.8911 | 0.9324 | 0.8138 | 0.8808 | 0.5151 | 0.9036 | 0.8694 | 0.8694 | 0.8696 | 0.6808 | 0.7728 | 0.4360 | 0.8136 | 0.7290 | 0.7964 | | 0.1065 | 21.57 | 7980 | 0.6244 | 0.7253 | 0.8246 | 0.8891 | 0.9328 | 0.8065 | 0.8800 | 0.5268 | 0.9026 | 0.8679 | 0.8555 | 0.8686 | 0.6796 | 0.7694 | 0.4365 | 0.8107 | 0.7262 | 0.7859 | | 0.0763 | 21.62 | 8000 | 0.7093 | 0.7007 | 0.8061 | 0.8746 | 0.9326 | 0.8029 | 0.8719 | 0.5272 | 0.9068 | 0.8615 | 0.7399 | 0.8679 | 0.6782 | 0.7684 | 0.4334 | 0.7898 | 0.6870 | 0.6800 | | 0.13 | 21.68 | 8020 | 0.6518 | 0.7108 | 0.8161 | 0.8800 | 0.9349 | 0.8087 | 0.8773 | 0.5368 | 0.8971 | 0.8752 | 0.7830 | 0.8686 | 0.6796 | 0.7707 | 0.4403 | 0.7964 | 0.7034 | 0.7165 | | 0.1545 | 21.73 | 8040 | 0.6582 | 0.7096 | 0.8114 | 0.8790 | 0.9321 | 0.7886 | 0.8799 | 0.5305 | 0.9037 | 0.8671 | 0.7782 | 0.8679 | 0.6783 | 0.7673 | 0.4368 | 0.7918 | 0.7128 | 0.7126 | | 0.1939 | 21.78 | 8060 | 0.6539 | 0.7086 | 0.8130 | 0.8781 | 0.9337 | 0.8064 | 0.8771 | 0.5395 | 0.9017 | 0.8648 | 0.7680 | 0.8671 | 0.6803 | 0.7696 | 0.4366 | 0.7913 | 0.7103 | 0.7050 | | 0.073 | 21.84 | 8080 | 0.7916 | 0.6996 | 0.8091 | 0.8734 | 0.9307 | 0.7970 | 0.8790 | 0.5424 | 0.8986 | 0.8808 | 0.7353 | 0.8675 | 0.6790 | 0.7671 | 0.4382 | 0.7892 | 0.6810 | 0.6756 | | 0.085 | 21.89 | 8100 | 0.7277 | 0.7046 | 0.8115 | 0.8762 | 0.9299 | 0.8081 | 0.8840 | 0.5282 | 0.9001 | 0.8694 | 0.7607 | 0.8679 | 0.6804 | 0.7652 | 0.4367 | 0.7900 | 0.6957 | 0.6961 | | 0.2033 | 21.95 | 8120 | 0.7420 | 0.6993 | 0.8078 | 0.8734 | 0.9324 | 0.7945 | 0.8860 | 0.5394 | 0.8983 | 0.8674 | 0.7368 | 0.8677 | 0.6798 | 0.7670 | 0.4328 | 0.7884 | 0.6832 | 0.6758 | | 0.1325 | 22.0 | 8140 | 0.7304 | 0.6987 | 0.8074 | 0.8734 | 0.9329 | 0.7983 | 0.8827 | 0.5278 | 0.8955 | 0.8729 | 0.7419 | 0.8679 | 0.6799 | 0.7666 | 0.4299 | 0.7885 | 0.6804 | 0.6780 | | 0.0975 | 22.05 | 8160 | 0.7002 | 0.6988 | 0.8116 | 0.8730 | 0.9310 | 0.8059 | 0.8824 | 0.5541 | 0.8942 | 0.8757 | 0.7382 | 0.8684 | 0.6799 | 0.7680 | 0.4371 | 0.7902 | 0.6729 | 0.6754 | | 0.0684 | 22.11 | 8180 | 0.7231 | 0.6985 | 0.8051 | 0.8733 | 0.9328 | 0.7797 | 0.8840 | 0.5428 | 0.9023 | 0.8585 | 0.7358 | 0.8682 | 0.6782 | 0.7660 | 0.4356 | 0.7893 | 0.6779 | 0.6746 | | 0.1832 | 22.16 | 8200 | 0.6781 | 0.6992 | 0.8090 | 0.8739 | 0.9302 | 0.8037 | 0.8828 | 0.5384 | 0.9013 | 0.8647 | 0.7418 | 0.8689 | 0.6809 | 0.7669 | 0.4350 | 0.7930 | 0.6709 | 0.6787 | | 0.1687 | 22.22 | 8220 | 0.7406 | 0.7015 | 0.8115 | 0.8748 | 0.9284 | 0.8067 | 0.8775 | 0.5412 | 0.8996 | 0.8697 | 0.7575 | 0.8689 | 0.6792 | 0.7661 | 0.4299 | 0.7893 | 0.6838 | 0.6930 | | 0.0902 | 22.27 | 8240 | 0.7015 | 0.7096 | 0.8115 | 0.8791 | 0.9286 | 0.8025 | 0.8744 | 0.5226 | 0.9084 | 0.8584 | 0.7857 | 0.8695 | 0.6790 | 0.7681 | 0.4297 | 0.7887 | 0.7137 | 0.7183 | | 0.1202 | 22.32 | 8260 | 0.7481 | 0.7031 | 0.8109 | 0.8756 | 0.9331 | 0.8000 | 0.8738 | 0.5445 | 0.8988 | 0.8712 | 0.7551 | 0.8686 | 0.6789 | 0.7677 | 0.4311 | 0.7892 | 0.6932 | 0.6931 | | 0.6745 | 22.38 | 8280 | 0.7041 | 0.6983 | 0.8084 | 0.8734 | 0.9323 | 0.8016 | 0.8815 | 0.5337 | 0.8974 | 0.8764 | 0.7356 | 0.8690 | 0.6773 | 0.7668 | 0.4315 | 0.7893 | 0.6776 | 0.6765 | | 0.1366 | 22.43 | 8300 | 0.7009 | 0.7008 | 0.8079 | 0.8749 | 0.9292 | 0.7985 | 0.8733 | 0.5333 | 0.9063 | 0.8650 | 0.7496 | 0.8696 | 0.6777 | 0.7679 | 0.4313 | 0.7903 | 0.6831 | 0.6858 | | 0.1055 | 22.49 | 8320 | 0.6737 | 0.7011 | 0.8084 | 0.8751 | 0.9311 | 0.8031 | 0.8851 | 0.5314 | 0.9032 | 0.8519 | 0.7531 | 0.8693 | 0.6787 | 0.7670 | 0.4311 | 0.7911 | 0.6825 | 0.6879 | | 0.1172 | 22.54 | 8340 | 0.7570 | 0.6995 | 0.8085 | 0.8737 | 0.9312 | 0.8105 | 0.8702 | 0.5356 | 0.9011 | 0.8662 | 0.7446 | 0.8686 | 0.6787 | 0.7646 | 0.4297 | 0.7869 | 0.6859 | 0.6823 | | 0.0575 | 22.59 | 8360 | 0.7264 | 0.7014 | 0.8089 | 0.8745 | 0.9325 | 0.8079 | 0.8722 | 0.5356 | 0.9002 | 0.8633 | 0.7506 | 0.8679 | 0.6790 | 0.7652 | 0.4312 | 0.7867 | 0.6940 | 0.6861 | | 0.1153 | 22.65 | 8380 | 0.7527 | 0.6944 | 0.8037 | 0.8709 | 0.9330 | 0.8046 | 0.8730 | 0.5308 | 0.9012 | 0.8669 | 0.7167 | 0.8670 | 0.6785 | 0.7645 | 0.4311 | 0.7863 | 0.6753 | 0.6578 | | 0.1594 | 22.7 | 8400 | 0.7645 | 0.7028 | 0.8075 | 0.8752 | 0.9365 | 0.8001 | 0.8687 | 0.5303 | 0.8990 | 0.8659 | 0.7518 | 0.8655 | 0.6773 | 0.7656 | 0.4298 | 0.7871 | 0.7047 | 0.6897 | | 0.0405 | 22.76 | 8420 | 0.7033 | 0.7057 | 0.8117 | 0.8761 | 0.9295 | 0.8024 | 0.8721 | 0.5400 | 0.9015 | 0.8740 | 0.7625 | 0.8680 | 0.6787 | 0.7657 | 0.4315 | 0.7843 | 0.7127 | 0.6987 | | 1.7524 | 22.81 | 8440 | 0.7290 | 0.7005 | 0.8068 | 0.8731 | 0.9365 | 0.8086 | 0.8835 | 0.5363 | 0.8979 | 0.8512 | 0.7335 | 0.8609 | 0.6775 | 0.7657 | 0.4288 | 0.7854 | 0.7108 | 0.6743 | | 0.0614 | 22.86 | 8460 | 0.7010 | 0.7023 | 0.8095 | 0.8747 | 0.9353 | 0.8113 | 0.8814 | 0.5310 | 0.8956 | 0.8634 | 0.7483 | 0.8641 | 0.6771 | 0.7640 | 0.4267 | 0.7863 | 0.7124 | 0.6857 | | 0.2336 | 22.92 | 8480 | 0.7311 | 0.7009 | 0.8066 | 0.8738 | 0.9347 | 0.8007 | 0.8797 | 0.5287 | 0.8985 | 0.8621 | 0.7420 | 0.8637 | 0.6761 | 0.7632 | 0.4252 | 0.7846 | 0.7136 | 0.6799 | | 0.2301 | 22.97 | 8500 | 0.7148 | 0.7062 | 0.8132 | 0.8767 | 0.9332 | 0.8101 | 0.8695 | 0.5433 | 0.8980 | 0.8743 | 0.7641 | 0.8681 | 0.6786 | 0.7662 | 0.4312 | 0.7866 | 0.7127 | 0.7004 | | 1.6015 | 23.03 | 8520 | 0.7963 | 0.7041 | 0.8103 | 0.8751 | 0.9339 | 0.8077 | 0.8721 | 0.5419 | 0.8994 | 0.8681 | 0.7486 | 0.8656 | 0.6782 | 0.7641 | 0.4308 | 0.7837 | 0.7169 | 0.6894 | | 0.4187 | 23.08 | 8540 | 0.7661 | 0.7053 | 0.8102 | 0.8757 | 0.9312 | 0.8135 | 0.8670 | 0.5308 | 0.9034 | 0.8712 | 0.7545 | 0.8658 | 0.6785 | 0.7645 | 0.4317 | 0.7838 | 0.7189 | 0.6939 | | 0.1823 | 23.14 | 8560 | 0.7773 | 0.6978 | 0.8045 | 0.8713 | 0.9323 | 0.7983 | 0.8697 | 0.5399 | 0.9030 | 0.8697 | 0.7185 | 0.8616 | 0.6736 | 0.7637 | 0.4306 | 0.7817 | 0.7118 | 0.6614 | | 0.1152 | 23.19 | 8580 | 0.7167 | 0.7010 | 0.8101 | 0.8736 | 0.9318 | 0.8108 | 0.8777 | 0.5492 | 0.8997 | 0.8631 | 0.7385 | 0.8625 | 0.6747 | 0.7675 | 0.4297 | 0.7869 | 0.7090 | 0.6770 | | 0.1159 | 23.24 | 8600 | 0.7670 | 0.7014 | 0.8082 | 0.8737 | 0.9340 | 0.8076 | 0.8658 | 0.5403 | 0.8995 | 0.8698 | 0.7407 | 0.8628 | 0.6750 | 0.7647 | 0.4303 | 0.7847 | 0.7130 | 0.6796 | | 0.194 | 23.3 | 8620 | 0.7899 | 0.6987 | 0.7988 | 0.8731 | 0.9357 | 0.7832 | 0.8648 | 0.5035 | 0.9065 | 0.8646 | 0.7331 | 0.8614 | 0.6729 | 0.7627 | 0.4245 | 0.7849 | 0.7113 | 0.6732 | | 0.0968 | 23.35 | 8640 | 0.7002 | 0.7083 | 0.8120 | 0.8785 | 0.9309 | 0.8076 | 0.8844 | 0.5208 | 0.9029 | 0.8603 | 0.7774 | 0.8682 | 0.6787 | 0.7664 | 0.4284 | 0.7894 | 0.7158 | 0.7113 | | 1.4639 | 23.41 | 8660 | 0.7585 | 0.7071 | 0.8116 | 0.8774 | 0.9342 | 0.7974 | 0.8794 | 0.5378 | 0.8991 | 0.8670 | 0.7663 | 0.8678 | 0.6798 | 0.7667 | 0.4287 | 0.7874 | 0.7146 | 0.7046 | | 0.3679 | 23.46 | 8680 | 0.7567 | 0.7070 | 0.8118 | 0.8771 | 0.9337 | 0.8019 | 0.8765 | 0.5422 | 0.9007 | 0.8639 | 0.7639 | 0.8671 | 0.6800 | 0.7672 | 0.4292 | 0.7872 | 0.7161 | 0.7022 | | 0.2112 | 23.51 | 8700 | 0.7798 | 0.7002 | 0.8010 | 0.8733 | 0.9346 | 0.7861 | 0.8768 | 0.5191 | 0.9075 | 0.8516 | 0.7316 | 0.8612 | 0.6765 | 0.7631 | 0.4289 | 0.7846 | 0.7132 | 0.6742 | | 0.1242 | 23.57 | 8720 | 0.8097 | 0.7044 | 0.8100 | 0.8753 | 0.9325 | 0.7957 | 0.8774 | 0.5472 | 0.9005 | 0.8631 | 0.7537 | 0.8661 | 0.6789 | 0.7632 | 0.4299 | 0.7840 | 0.7148 | 0.6939 | | 0.1271 | 23.62 | 8740 | 0.7291 | 0.7089 | 0.8146 | 0.8785 | 0.9324 | 0.8063 | 0.8788 | 0.5404 | 0.8987 | 0.8673 | 0.7783 | 0.8689 | 0.6798 | 0.7681 | 0.4287 | 0.7886 | 0.7144 | 0.7140 | | 0.227 | 23.68 | 8760 | 0.7247 | 0.7100 | 0.8172 | 0.8786 | 0.9300 | 0.8121 | 0.8768 | 0.5467 | 0.8971 | 0.8725 | 0.7851 | 0.8694 | 0.6788 | 0.7661 | 0.4293 | 0.7859 | 0.7208 | 0.7195 | | 0.1366 | 23.73 | 8780 | 0.7366 | 0.7100 | 0.8178 | 0.8783 | 0.9279 | 0.8176 | 0.8717 | 0.5504 | 0.8988 | 0.8737 | 0.7849 | 0.8690 | 0.6777 | 0.7650 | 0.4302 | 0.7840 | 0.7241 | 0.7200 | | 0.0983 | 23.78 | 8800 | 0.6922 | 0.7121 | 0.8167 | 0.8797 | 0.9298 | 0.8021 | 0.8783 | 0.5441 | 0.8989 | 0.8696 | 0.7943 | 0.8703 | 0.6800 | 0.7660 | 0.4312 | 0.7861 | 0.7253 | 0.7257 | | 0.04 | 23.84 | 8820 | 0.7027 | 0.7118 | 0.8164 | 0.8795 | 0.9321 | 0.8111 | 0.8738 | 0.5436 | 0.8987 | 0.8643 | 0.7915 | 0.8690 | 0.6799 | 0.7668 | 0.4308 | 0.7867 | 0.7253 | 0.7241 | | 0.0622 | 23.89 | 8840 | 0.7024 | 0.7100 | 0.8136 | 0.8787 | 0.9332 | 0.8089 | 0.8727 | 0.5359 | 0.9015 | 0.8651 | 0.7779 | 0.8687 | 0.6794 | 0.7667 | 0.4319 | 0.7868 | 0.7215 | 0.7147 | | 0.1341 | 23.95 | 8860 | 0.6925 | 0.7084 | 0.8081 | 0.8790 | 0.9332 | 0.8001 | 0.8796 | 0.4940 | 0.9048 | 0.8682 | 0.7765 | 0.8687 | 0.6787 | 0.7658 | 0.4232 | 0.7883 | 0.7207 | 0.7131 | | 0.1644 | 24.0 | 8880 | 0.7891 | 0.7086 | 0.8102 | 0.8781 | 0.9314 | 0.7996 | 0.8774 | 0.5160 | 0.9025 | 0.8664 | 0.7780 | 0.8682 | 0.6798 | 0.7632 | 0.4267 | 0.7845 | 0.7239 | 0.7137 | | 1.0628 | 24.05 | 8900 | 0.7730 | 0.7101 | 0.8108 | 0.8792 | 0.9332 | 0.8048 | 0.8727 | 0.5139 | 0.9035 | 0.8645 | 0.7829 | 0.8681 | 0.6801 | 0.7653 | 0.4277 | 0.7873 | 0.7252 | 0.7171 | | 0.1389 | 24.11 | 8920 | 0.7636 | 0.7097 | 0.8120 | 0.8790 | 0.9320 | 0.8098 | 0.8714 | 0.5149 | 0.9023 | 0.8706 | 0.7828 | 0.8685 | 0.6799 | 0.7649 | 0.4271 | 0.7870 | 0.7240 | 0.7170 | | 0.0408 | 24.16 | 8940 | 0.7707 | 0.7100 | 0.8134 | 0.8787 | 0.9327 | 0.8057 | 0.8759 | 0.5304 | 0.8987 | 0.8672 | 0.7835 | 0.8681 | 0.6802 | 0.7641 | 0.4277 | 0.7853 | 0.7261 | 0.7186 | | 0.1 | 24.22 | 8960 | 0.7071 | 0.7121 | 0.8173 | 0.8799 | 0.9289 | 0.8129 | 0.8731 | 0.5437 | 0.9021 | 0.8664 | 0.7940 | 0.8697 | 0.6786 | 0.7677 | 0.4310 | 0.7877 | 0.7259 | 0.7245 | | 0.135 | 24.27 | 8980 | 0.7501 | 0.7109 | 0.8137 | 0.8791 | 0.9321 | 0.8073 | 0.8764 | 0.5357 | 0.9032 | 0.8589 | 0.7822 | 0.8686 | 0.6794 | 0.7658 | 0.4296 | 0.7862 | 0.7281 | 0.7187 | | 0.3517 | 24.32 | 9000 | 0.7621 | 0.7114 | 0.8137 | 0.8794 | 0.9322 | 0.8088 | 0.8712 | 0.5408 | 0.9049 | 0.8486 | 0.7894 | 0.8686 | 0.6787 | 0.7670 | 0.4289 | 0.7862 | 0.7267 | 0.7233 | | 0.0275 | 24.38 | 9020 | 0.7665 | 0.7061 | 0.8118 | 0.8769 | 0.9333 | 0.8019 | 0.8751 | 0.5371 | 0.8984 | 0.8716 | 0.7653 | 0.8685 | 0.6792 | 0.7659 | 0.4293 | 0.7863 | 0.7107 | 0.7030 | | 0.1118 | 24.43 | 9040 | 0.7370 | 0.7108 | 0.8117 | 0.8795 | 0.9342 | 0.8043 | 0.8717 | 0.5179 | 0.9016 | 0.8657 | 0.7865 | 0.8678 | 0.6796 | 0.7660 | 0.4288 | 0.7881 | 0.7246 | 0.7205 | | 0.1404 | 24.49 | 9060 | 0.7741 | 0.7094 | 0.8119 | 0.8784 | 0.9324 | 0.7972 | 0.8693 | 0.5348 | 0.9025 | 0.8685 | 0.7786 | 0.8688 | 0.6795 | 0.7652 | 0.4313 | 0.7860 | 0.7210 | 0.7140 | | 0.1383 | 24.54 | 9080 | 0.7696 | 0.7102 | 0.8142 | 0.8786 | 0.9292 | 0.8074 | 0.8720 | 0.5373 | 0.9031 | 0.8665 | 0.7840 | 0.8683 | 0.6793 | 0.7649 | 0.4305 | 0.7856 | 0.7243 | 0.7187 | | 0.0895 | 24.59 | 9100 | 0.7283 | 0.7106 | 0.8164 | 0.8790 | 0.9297 | 0.8120 | 0.8752 | 0.5472 | 0.9017 | 0.8647 | 0.7841 | 0.8695 | 0.6782 | 0.7668 | 0.4318 | 0.7866 | 0.7231 | 0.7185 | | 0.1423 | 24.65 | 9120 | 0.7587 | 0.7101 | 0.8113 | 0.8791 | 0.9336 | 0.8059 | 0.8696 | 0.5177 | 0.9028 | 0.8689 | 0.7809 | 0.8683 | 0.6798 | 0.7654 | 0.4303 | 0.7875 | 0.7226 | 0.7164 | | 0.2422 | 24.7 | 9140 | 0.7617 | 0.7083 | 0.8116 | 0.8777 | 0.9357 | 0.8067 | 0.8668 | 0.5347 | 0.8999 | 0.8668 | 0.7706 | 0.8672 | 0.6792 | 0.7651 | 0.4330 | 0.7865 | 0.7188 | 0.7086 | | 0.2002 | 24.76 | 9160 | 0.8112 | 0.7090 | 0.8078 | 0.8784 | 0.9318 | 0.8020 | 0.8765 | 0.5168 | 0.9099 | 0.8361 | 0.7814 | 0.8673 | 0.6797 | 0.7645 | 0.4279 | 0.7846 | 0.7216 | 0.7176 | | 0.0573 | 24.81 | 9180 | 0.8119 | 0.7100 | 0.8115 | 0.8790 | 0.9326 | 0.8155 | 0.8656 | 0.5155 | 0.9044 | 0.8623 | 0.7843 | 0.8677 | 0.6781 | 0.7643 | 0.4283 | 0.7864 | 0.7256 | 0.7192 | | 0.1477 | 24.86 | 9200 | 0.7879 | 0.7094 | 0.8093 | 0.8790 | 0.9347 | 0.8030 | 0.8710 | 0.5039 | 0.9020 | 0.8678 | 0.7827 | 0.8678 | 0.6796 | 0.7638 | 0.4252 | 0.7865 | 0.7250 | 0.7183 | | 0.085 | 24.92 | 9220 | 0.7683 | 0.7080 | 0.8095 | 0.8780 | 0.9361 | 0.8065 | 0.8634 | 0.5238 | 0.9038 | 0.8640 | 0.7689 | 0.8671 | 0.6792 | 0.7658 | 0.4320 | 0.7884 | 0.7163 | 0.7071 | | 0.1344 | 24.97 | 9240 | 0.7613 | 0.7092 | 0.8104 | 0.8790 | 0.9352 | 0.8067 | 0.8732 | 0.5054 | 0.8997 | 0.8714 | 0.7814 | 0.8677 | 0.6795 | 0.7649 | 0.4259 | 0.7883 | 0.7211 | 0.7170 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-ade-512-512-finetuned-coastTrain

# segformer-b4-ade-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5503 - Mean Iou: 0.7259 - Mean Accuracy: 0.8239 - Overall Accuracy: 0.8905 - Accuracy Water: 0.9420 - Accuracy Whitewater: 0.8275 - Accuracy Sediment: 0.8697 - Accuracy Other Natural Terrain: 0.5254 - Accuracy Vegetation: 0.9118 - Accuracy Development: 0.8725 - Accuracy Unknown: 0.8182 - Iou Water: 0.8743 - Iou Whitewater: 0.7005 - Iou Sediment: 0.7725 - Iou Other Natural Terrain: 0.4188 - Iou Vegetation: 0.8159 - Iou Development: 0.7204 - Iou Unknown: 0.7786 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7996 | 0.05 | 20 | 1.6618 | 0.1385 | 0.2334 | 0.4197 | 0.2605 | 0.0017 | 0.0998 | 0.0001 | 0.9645 | 0.0257 | 0.2812 | 0.2371 | 0.0017 | 0.0706 | 0.0001 | 0.3546 | 0.0243 | 0.2812 | | 1.6351 | 0.11 | 40 | 1.3796 | 0.2802 | 0.3790 | 0.6323 | 0.7576 | 0.0019 | 0.3713 | 0.0001 | 0.9269 | 0.2917 | 0.3035 | 0.6296 | 0.0019 | 0.2979 | 0.0001 | 0.4993 | 0.2290 | 0.3033 | | 1.3244 | 0.16 | 60 | 1.1775 | 0.2816 | 0.3728 | 0.6589 | 0.8328 | 0.0278 | 0.2458 | 0.0 | 0.9754 | 0.1749 | 0.3532 | 0.7031 | 0.0278 | 0.2039 | 0.0 | 0.5275 | 0.1594 | 0.3491 | | 1.141 | 0.22 | 80 | 1.0487 | 0.3248 | 0.4152 | 0.6952 | 0.8715 | 0.0146 | 0.2582 | 0.0 | 0.9688 | 0.3943 | 0.3991 | 0.7104 | 0.0146 | 0.2183 | 0.0 | 0.5762 | 0.3599 | 0.3942 | | 1.2046 | 0.27 | 100 | 0.9807 | 0.3916 | 0.5008 | 0.7341 | 0.8654 | 0.0558 | 0.6314 | 0.0 | 0.9231 | 0.6309 | 0.3992 | 0.7483 | 0.0556 | 0.4279 | 0.0 | 0.6178 | 0.4942 | 0.3973 | | 0.8813 | 0.32 | 120 | 0.9001 | 0.4088 | 0.5210 | 0.7502 | 0.8914 | 0.0256 | 0.6221 | 0.0 | 0.8907 | 0.7535 | 0.4639 | 0.7625 | 0.0256 | 0.4717 | 0.0 | 0.6289 | 0.5149 | 0.4577 | | 1.1054 | 0.38 | 140 | 0.8345 | 0.4071 | 0.5236 | 0.7503 | 0.9017 | 0.0017 | 0.6190 | 0.0 | 0.8647 | 0.8093 | 0.4685 | 0.7541 | 0.0017 | 0.4967 | 0.0 | 0.6349 | 0.5003 | 0.4621 | | 1.33 | 0.43 | 160 | 0.8624 | 0.4254 | 0.5412 | 0.7580 | 0.8682 | 0.0640 | 0.6765 | 0.0 | 0.9082 | 0.8024 | 0.4692 | 0.7719 | 0.0639 | 0.5188 | 0.0 | 0.6361 | 0.5249 | 0.4623 | | 0.9514 | 0.49 | 180 | 0.7666 | 0.4413 | 0.5632 | 0.7751 | 0.8997 | 0.0773 | 0.7375 | 0.0 | 0.8850 | 0.8480 | 0.4949 | 0.7864 | 0.0770 | 0.5149 | 0.0 | 0.6838 | 0.5424 | 0.4848 | | 0.9908 | 0.54 | 200 | 0.7238 | 0.4625 | 0.5783 | 0.7808 | 0.9173 | 0.1737 | 0.7531 | 0.0 | 0.8696 | 0.8350 | 0.4994 | 0.7847 | 0.1722 | 0.5914 | 0.0 | 0.6776 | 0.5230 | 0.4888 | | 0.6507 | 0.59 | 220 | 0.7059 | 0.4730 | 0.5939 | 0.7842 | 0.9030 | 0.2181 | 0.8172 | 0.0 | 0.8698 | 0.8533 | 0.4961 | 0.7760 | 0.2161 | 0.5692 | 0.0 | 0.6904 | 0.5716 | 0.4877 | | 0.8612 | 0.65 | 240 | 0.6863 | 0.4878 | 0.6020 | 0.7871 | 0.9168 | 0.2972 | 0.8751 | 0.0 | 0.8585 | 0.7589 | 0.5076 | 0.7607 | 0.2871 | 0.5770 | 0.0 | 0.6964 | 0.5970 | 0.4963 | | 0.817 | 0.7 | 260 | 0.6994 | 0.4870 | 0.5971 | 0.7853 | 0.9158 | 0.3467 | 0.7023 | 0.0 | 0.8749 | 0.7940 | 0.5462 | 0.7684 | 0.3327 | 0.4967 | 0.0 | 0.6952 | 0.5854 | 0.5306 | | 0.7013 | 0.76 | 280 | 0.7039 | 0.5090 | 0.6147 | 0.7952 | 0.8864 | 0.4188 | 0.8107 | 0.0 | 0.9333 | 0.7519 | 0.5019 | 0.7943 | 0.3898 | 0.6044 | 0.0 | 0.6824 | 0.6012 | 0.4910 | | 0.5296 | 0.81 | 300 | 0.6780 | 0.5184 | 0.6354 | 0.7942 | 0.9253 | 0.6229 | 0.6595 | 0.0 | 0.8711 | 0.8447 | 0.5244 | 0.7922 | 0.5030 | 0.5563 | 0.0 | 0.6795 | 0.5932 | 0.5049 | | 1.9473 | 0.86 | 320 | 0.6378 | 0.5484 | 0.6550 | 0.8145 | 0.9153 | 0.5907 | 0.7930 | 0.0 | 0.9067 | 0.8167 | 0.5625 | 0.8053 | 0.5191 | 0.6401 | 0.0 | 0.7114 | 0.6272 | 0.5354 | | 0.6526 | 0.92 | 340 | 0.6640 | 0.5198 | 0.6270 | 0.8036 | 0.9080 | 0.4719 | 0.7448 | 0.0 | 0.9251 | 0.8294 | 0.5101 | 0.8101 | 0.4285 | 0.6169 | 0.0 | 0.6985 | 0.5846 | 0.5003 | | 0.6158 | 0.97 | 360 | 0.6036 | 0.5635 | 0.6660 | 0.8236 | 0.9305 | 0.5957 | 0.8159 | 0.0 | 0.8971 | 0.8425 | 0.5806 | 0.8109 | 0.5478 | 0.6469 | 0.0 | 0.7266 | 0.6656 | 0.5467 | | 0.6889 | 1.03 | 380 | 0.6122 | 0.5689 | 0.6857 | 0.8245 | 0.9078 | 0.6870 | 0.8587 | 0.0 | 0.8972 | 0.8718 | 0.5773 | 0.8265 | 0.5679 | 0.6732 | 0.0 | 0.7144 | 0.6527 | 0.5475 | | 0.8398 | 1.08 | 400 | 0.6046 | 0.5639 | 0.6609 | 0.8259 | 0.9239 | 0.6264 | 0.8207 | 0.0 | 0.9428 | 0.7562 | 0.5564 | 0.8154 | 0.5376 | 0.6656 | 0.0 | 0.7300 | 0.6566 | 0.5419 | | 0.5525 | 1.14 | 420 | 0.5844 | 0.5614 | 0.6918 | 0.8149 | 0.9346 | 0.6915 | 0.8565 | 0.0001 | 0.7892 | 0.9305 | 0.6401 | 0.8060 | 0.5956 | 0.6503 | 0.0001 | 0.7033 | 0.5758 | 0.5986 | | 0.4518 | 1.19 | 440 | 0.5928 | 0.5694 | 0.6943 | 0.8232 | 0.8681 | 0.6488 | 0.8886 | 0.0001 | 0.8696 | 0.8152 | 0.7697 | 0.7924 | 0.5603 | 0.5927 | 0.0001 | 0.7465 | 0.6463 | 0.6476 | | 0.3196 | 1.24 | 460 | 0.6074 | 0.5595 | 0.6550 | 0.8218 | 0.9200 | 0.5712 | 0.8242 | 0.0 | 0.9328 | 0.7890 | 0.5480 | 0.8181 | 0.5260 | 0.6730 | 0.0 | 0.7156 | 0.6673 | 0.5162 | | 0.5027 | 1.3 | 480 | 0.5926 | 0.5682 | 0.6860 | 0.8250 | 0.9250 | 0.7513 | 0.8576 | 0.0 | 0.9062 | 0.8556 | 0.5061 | 0.8217 | 0.5813 | 0.6973 | 0.0 | 0.7260 | 0.6568 | 0.4940 | | 0.6623 | 1.35 | 500 | 0.5957 | 0.5612 | 0.6748 | 0.8241 | 0.9321 | 0.6650 | 0.8496 | 0.0 | 0.9014 | 0.8574 | 0.5178 | 0.8284 | 0.5701 | 0.6787 | 0.0 | 0.7315 | 0.6148 | 0.5048 | | 0.4123 | 1.41 | 520 | 0.5802 | 0.5710 | 0.6924 | 0.8242 | 0.9141 | 0.7787 | 0.8525 | 0.0 | 0.9029 | 0.8788 | 0.5197 | 0.8244 | 0.6246 | 0.6937 | 0.0 | 0.7247 | 0.6218 | 0.5080 | | 0.3567 | 1.46 | 540 | 0.5760 | 0.5750 | 0.6763 | 0.8265 | 0.9232 | 0.7055 | 0.8190 | 0.0002 | 0.9256 | 0.8169 | 0.5436 | 0.8258 | 0.6074 | 0.6963 | 0.0002 | 0.7149 | 0.6564 | 0.5244 | | 0.3404 | 1.51 | 560 | 0.5725 | 0.5788 | 0.6787 | 0.8325 | 0.9322 | 0.6995 | 0.8212 | 0.0021 | 0.9249 | 0.7782 | 0.5930 | 0.8140 | 0.5872 | 0.6826 | 0.0021 | 0.7438 | 0.6502 | 0.5719 | | 0.3542 | 1.57 | 580 | 0.5759 | 0.5872 | 0.6949 | 0.8336 | 0.9302 | 0.7720 | 0.8318 | 0.0004 | 0.9124 | 0.8626 | 0.5549 | 0.8286 | 0.6374 | 0.7063 | 0.0004 | 0.7300 | 0.6646 | 0.5429 | | 0.5647 | 1.62 | 600 | 0.5635 | 0.5926 | 0.7132 | 0.8380 | 0.9124 | 0.8427 | 0.8749 | 0.0003 | 0.9089 | 0.8359 | 0.6171 | 0.8388 | 0.6198 | 0.6904 | 0.0003 | 0.7343 | 0.6800 | 0.5846 | | 0.342 | 1.68 | 620 | 0.5616 | 0.5793 | 0.7065 | 0.8285 | 0.9150 | 0.8240 | 0.8075 | 0.0 | 0.8730 | 0.8915 | 0.6343 | 0.8351 | 0.6019 | 0.6871 | 0.0 | 0.7122 | 0.6332 | 0.5861 | | 0.4183 | 1.73 | 640 | 0.5514 | 0.5959 | 0.6992 | 0.8388 | 0.9208 | 0.7985 | 0.8213 | 0.0014 | 0.9300 | 0.7947 | 0.6275 | 0.8396 | 0.6423 | 0.6872 | 0.0014 | 0.7278 | 0.6710 | 0.6018 | | 1.0677 | 1.78 | 660 | 0.5618 | 0.5915 | 0.6959 | 0.8370 | 0.9145 | 0.7630 | 0.8128 | 0.0 | 0.9274 | 0.8135 | 0.6402 | 0.8335 | 0.6267 | 0.6889 | 0.0 | 0.7329 | 0.6622 | 0.5965 | | 0.5682 | 1.84 | 680 | 0.5212 | 0.6035 | 0.7052 | 0.8464 | 0.9383 | 0.7473 | 0.8452 | 0.0028 | 0.9098 | 0.8419 | 0.6513 | 0.8326 | 0.6173 | 0.6857 | 0.0028 | 0.7524 | 0.6972 | 0.6363 | | 0.4499 | 1.89 | 700 | 0.5389 | 0.6082 | 0.7131 | 0.8436 | 0.9029 | 0.7818 | 0.8322 | 0.0123 | 0.9274 | 0.8649 | 0.6701 | 0.8398 | 0.6534 | 0.6920 | 0.0123 | 0.7300 | 0.6789 | 0.6509 | | 0.737 | 1.95 | 720 | 0.5390 | 0.5997 | 0.7012 | 0.8387 | 0.8985 | 0.7270 | 0.8226 | 0.0193 | 0.9179 | 0.7850 | 0.7382 | 0.8268 | 0.6141 | 0.6959 | 0.0193 | 0.7329 | 0.6829 | 0.6258 | | 1.8862 | 2.0 | 740 | 0.5632 | 0.5918 | 0.7112 | 0.8369 | 0.9257 | 0.8057 | 0.8401 | 0.0134 | 0.8963 | 0.9235 | 0.5735 | 0.8326 | 0.6244 | 0.7105 | 0.0134 | 0.7381 | 0.6613 | 0.5624 | | 0.3969 | 2.05 | 760 | 0.5738 | 0.5775 | 0.6803 | 0.8329 | 0.9267 | 0.7258 | 0.8365 | 0.0115 | 0.9479 | 0.7698 | 0.5435 | 0.8327 | 0.5740 | 0.7178 | 0.0115 | 0.7364 | 0.6421 | 0.5283 | | 0.4485 | 2.11 | 780 | 0.5115 | 0.5808 | 0.7162 | 0.8347 | 0.9213 | 0.8359 | 0.8539 | 0.0257 | 0.8887 | 0.9209 | 0.5672 | 0.8416 | 0.5746 | 0.7114 | 0.0256 | 0.7521 | 0.6147 | 0.5459 | | 0.4601 | 2.16 | 800 | 0.4928 | 0.6289 | 0.7265 | 0.8589 | 0.9338 | 0.7416 | 0.7906 | 0.0709 | 0.9098 | 0.8631 | 0.7759 | 0.8394 | 0.6178 | 0.7066 | 0.0707 | 0.7757 | 0.6895 | 0.7030 | | 1.3914 | 2.22 | 820 | 0.4974 | 0.6289 | 0.7243 | 0.8595 | 0.9320 | 0.7422 | 0.8269 | 0.0654 | 0.9166 | 0.8002 | 0.7869 | 0.8399 | 0.6236 | 0.7058 | 0.0652 | 0.7781 | 0.6824 | 0.7073 | | 0.2324 | 2.27 | 840 | 0.4771 | 0.6282 | 0.7488 | 0.8591 | 0.9165 | 0.8484 | 0.8886 | 0.0381 | 0.8783 | 0.8598 | 0.8117 | 0.8444 | 0.6400 | 0.6924 | 0.0380 | 0.7777 | 0.6837 | 0.7214 | | 0.6388 | 2.32 | 860 | 0.4670 | 0.6300 | 0.7361 | 0.8591 | 0.9277 | 0.8268 | 0.8403 | 0.0739 | 0.9251 | 0.8473 | 0.7111 | 0.8454 | 0.6490 | 0.7112 | 0.0731 | 0.7831 | 0.6738 | 0.6743 | | 0.2188 | 2.38 | 880 | 0.4928 | 0.6232 | 0.7423 | 0.8471 | 0.9248 | 0.8602 | 0.8602 | 0.2115 | 0.9274 | 0.8505 | 0.5618 | 0.8433 | 0.6290 | 0.7404 | 0.2050 | 0.7739 | 0.6265 | 0.5444 | | 0.7092 | 2.43 | 900 | 0.4844 | 0.6309 | 0.7335 | 0.8565 | 0.9195 | 0.7766 | 0.8661 | 0.1365 | 0.9419 | 0.8232 | 0.6709 | 0.8537 | 0.6358 | 0.7335 | 0.1323 | 0.7738 | 0.6501 | 0.6374 | | 0.7643 | 2.49 | 920 | 0.4768 | 0.6334 | 0.7428 | 0.8560 | 0.9253 | 0.7818 | 0.8491 | 0.1362 | 0.8976 | 0.8848 | 0.7245 | 0.8473 | 0.6349 | 0.7250 | 0.1338 | 0.7687 | 0.6468 | 0.6771 | | 0.3122 | 2.54 | 940 | 0.4602 | 0.6392 | 0.7361 | 0.8620 | 0.9343 | 0.7936 | 0.8124 | 0.0915 | 0.9176 | 0.8384 | 0.7647 | 0.8443 | 0.6415 | 0.7129 | 0.0901 | 0.7736 | 0.6969 | 0.7151 | | 0.4749 | 2.59 | 960 | 0.5159 | 0.6405 | 0.7421 | 0.8649 | 0.9295 | 0.8029 | 0.8561 | 0.0751 | 0.9145 | 0.8401 | 0.7769 | 0.8443 | 0.6460 | 0.7174 | 0.0742 | 0.7883 | 0.6921 | 0.7210 | | 0.2705 | 2.65 | 980 | 0.5420 | 0.6110 | 0.7160 | 0.8431 | 0.9321 | 0.8193 | 0.8397 | 0.1128 | 0.9387 | 0.8182 | 0.5512 | 0.8466 | 0.6527 | 0.7419 | 0.1109 | 0.7489 | 0.6416 | 0.5345 | | 0.4277 | 2.7 | 1000 | 0.5636 | 0.5942 | 0.7261 | 0.8374 | 0.9211 | 0.8345 | 0.8916 | 0.0744 | 0.8874 | 0.9127 | 0.5612 | 0.8470 | 0.6492 | 0.6832 | 0.0737 | 0.7656 | 0.6105 | 0.5300 | | 0.3361 | 2.76 | 1020 | 0.5560 | 0.5980 | 0.7126 | 0.8379 | 0.9340 | 0.8012 | 0.8863 | 0.1015 | 0.9195 | 0.8318 | 0.5139 | 0.8424 | 0.6616 | 0.6936 | 0.1003 | 0.7576 | 0.6233 | 0.5075 | | 0.2131 | 2.81 | 1040 | 0.4922 | 0.6332 | 0.7542 | 0.8464 | 0.9243 | 0.8445 | 0.8604 | 0.2245 | 0.8791 | 0.9215 | 0.6252 | 0.8423 | 0.6536 | 0.7311 | 0.2194 | 0.7509 | 0.6570 | 0.5780 | | 0.4304 | 2.86 | 1060 | 0.4797 | 0.6432 | 0.7414 | 0.8561 | 0.9357 | 0.8259 | 0.8261 | 0.1822 | 0.9262 | 0.8392 | 0.6541 | 0.8442 | 0.6658 | 0.7358 | 0.1796 | 0.7624 | 0.6887 | 0.6260 | | 0.3788 | 2.92 | 1080 | 0.4500 | 0.6428 | 0.7568 | 0.8583 | 0.9292 | 0.8807 | 0.8560 | 0.1840 | 0.9145 | 0.8782 | 0.6547 | 0.8469 | 0.6292 | 0.7258 | 0.1791 | 0.7699 | 0.7106 | 0.6380 | | 0.3109 | 2.97 | 1100 | 0.4402 | 0.6453 | 0.7467 | 0.8584 | 0.9378 | 0.7490 | 0.8789 | 0.2150 | 0.9112 | 0.8963 | 0.6385 | 0.8503 | 0.6480 | 0.7422 | 0.2072 | 0.7725 | 0.6728 | 0.6245 | | 0.313 | 3.03 | 1120 | 0.4730 | 0.6509 | 0.7636 | 0.8611 | 0.9233 | 0.8228 | 0.9004 | 0.2175 | 0.9036 | 0.8874 | 0.6900 | 0.8466 | 0.6430 | 0.7358 | 0.1968 | 0.7787 | 0.6857 | 0.6697 | | 0.5267 | 3.08 | 1140 | 0.4381 | 0.6790 | 0.7837 | 0.8731 | 0.9227 | 0.8276 | 0.8415 | 0.2900 | 0.9056 | 0.8945 | 0.8039 | 0.8552 | 0.6517 | 0.7441 | 0.2698 | 0.7864 | 0.6791 | 0.7669 | | 0.6162 | 3.14 | 1160 | 0.4643 | 0.6700 | 0.7670 | 0.8663 | 0.9274 | 0.8280 | 0.8118 | 0.2924 | 0.9304 | 0.8529 | 0.7259 | 0.8506 | 0.6576 | 0.7353 | 0.2801 | 0.7738 | 0.6960 | 0.6968 | | 0.3309 | 3.19 | 1180 | 0.4844 | 0.6540 | 0.7608 | 0.8618 | 0.9289 | 0.8232 | 0.8624 | 0.2114 | 0.9033 | 0.8873 | 0.7092 | 0.8458 | 0.6655 | 0.7206 | 0.1999 | 0.7761 | 0.6856 | 0.6845 | | 0.2346 | 3.24 | 1200 | 0.4521 | 0.6686 | 0.7638 | 0.8681 | 0.9423 | 0.7894 | 0.8419 | 0.2557 | 0.9073 | 0.8754 | 0.7347 | 0.8413 | 0.6693 | 0.7318 | 0.2380 | 0.7906 | 0.7006 | 0.7088 | | 0.2851 | 3.3 | 1220 | 0.4731 | 0.6556 | 0.7634 | 0.8647 | 0.9003 | 0.6759 | 0.8933 | 0.2520 | 0.8915 | 0.8734 | 0.8572 | 0.8400 | 0.5774 | 0.7224 | 0.2397 | 0.7908 | 0.7053 | 0.7138 | | 0.293 | 3.35 | 1240 | 0.4126 | 0.6998 | 0.7967 | 0.8843 | 0.9266 | 0.8391 | 0.8298 | 0.3422 | 0.9229 | 0.8507 | 0.8652 | 0.8573 | 0.6491 | 0.7313 | 0.3177 | 0.8105 | 0.7219 | 0.8111 | | 0.839 | 3.41 | 1260 | 0.4382 | 0.6837 | 0.7752 | 0.8793 | 0.9373 | 0.7954 | 0.8550 | 0.2738 | 0.9309 | 0.8478 | 0.7862 | 0.8548 | 0.6647 | 0.7335 | 0.2611 | 0.8145 | 0.7042 | 0.7530 | | 0.5775 | 3.46 | 1280 | 0.4951 | 0.6536 | 0.7549 | 0.8610 | 0.9445 | 0.7814 | 0.9085 | 0.2600 | 0.9057 | 0.8165 | 0.6675 | 0.8380 | 0.6630 | 0.7178 | 0.2207 | 0.7940 | 0.6989 | 0.6427 | | 0.3429 | 3.51 | 1300 | 0.4591 | 0.6826 | 0.7888 | 0.8713 | 0.9157 | 0.8246 | 0.8578 | 0.3419 | 0.9111 | 0.9014 | 0.7690 | 0.8469 | 0.6664 | 0.7445 | 0.3085 | 0.7920 | 0.6777 | 0.7419 | | 0.2416 | 3.57 | 1320 | 0.4521 | 0.6707 | 0.7700 | 0.8722 | 0.9411 | 0.8200 | 0.8904 | 0.2413 | 0.9090 | 0.8340 | 0.7542 | 0.8469 | 0.6624 | 0.7226 | 0.2227 | 0.8006 | 0.7015 | 0.7381 | | 0.4017 | 3.62 | 1340 | 0.4673 | 0.6726 | 0.7685 | 0.8720 | 0.9368 | 0.7864 | 0.8589 | 0.2893 | 0.9194 | 0.8137 | 0.7752 | 0.8509 | 0.6550 | 0.7348 | 0.2628 | 0.8004 | 0.6654 | 0.7386 | | 0.1852 | 3.68 | 1360 | 0.4635 | 0.6838 | 0.7842 | 0.8742 | 0.9347 | 0.8221 | 0.8274 | 0.3451 | 0.9135 | 0.8714 | 0.7755 | 0.8598 | 0.6648 | 0.7542 | 0.3115 | 0.7953 | 0.6643 | 0.7366 | | 0.6558 | 3.73 | 1380 | 0.5199 | 0.6479 | 0.7609 | 0.8560 | 0.9454 | 0.8007 | 0.8875 | 0.3075 | 0.8921 | 0.8780 | 0.6153 | 0.8552 | 0.6688 | 0.7489 | 0.2787 | 0.7888 | 0.6062 | 0.5883 | | 0.3409 | 3.78 | 1400 | 0.4640 | 0.6676 | 0.7790 | 0.8633 | 0.9285 | 0.7885 | 0.8312 | 0.4431 | 0.9145 | 0.8346 | 0.7125 | 0.8583 | 0.6600 | 0.7396 | 0.3493 | 0.8009 | 0.6203 | 0.6446 | | 0.2649 | 3.84 | 1420 | 0.5892 | 0.6478 | 0.7655 | 0.8511 | 0.9392 | 0.7808 | 0.8388 | 0.4182 | 0.8934 | 0.8889 | 0.5991 | 0.8528 | 0.6674 | 0.7215 | 0.3482 | 0.7895 | 0.5867 | 0.5687 | | 0.4681 | 3.89 | 1440 | 0.4774 | 0.6900 | 0.7848 | 0.8785 | 0.9377 | 0.8266 | 0.8489 | 0.3595 | 0.9327 | 0.8117 | 0.7766 | 0.8532 | 0.6745 | 0.7194 | 0.3210 | 0.8169 | 0.7024 | 0.7428 | | 0.7559 | 3.95 | 1460 | 0.4725 | 0.6771 | 0.7733 | 0.8704 | 0.9352 | 0.8051 | 0.8298 | 0.3240 | 0.9215 | 0.8545 | 0.7427 | 0.8539 | 0.6685 | 0.7301 | 0.3056 | 0.7896 | 0.6841 | 0.7077 | | 0.3047 | 4.0 | 1480 | 0.4709 | 0.6773 | 0.7762 | 0.8686 | 0.9153 | 0.7712 | 0.8651 | 0.3327 | 0.9098 | 0.8260 | 0.8129 | 0.8451 | 0.6611 | 0.7425 | 0.3060 | 0.7887 | 0.6874 | 0.7101 | | 0.2191 | 4.05 | 1500 | 0.4516 | 0.6901 | 0.7932 | 0.8757 | 0.9385 | 0.8364 | 0.8641 | 0.3807 | 0.9018 | 0.8517 | 0.7796 | 0.8488 | 0.6782 | 0.7423 | 0.3259 | 0.8072 | 0.6781 | 0.7503 | | 0.3001 | 4.11 | 1520 | 0.4885 | 0.6808 | 0.7846 | 0.8677 | 0.9408 | 0.8009 | 0.8662 | 0.4246 | 0.9019 | 0.8494 | 0.7082 | 0.8505 | 0.6773 | 0.7501 | 0.3428 | 0.7870 | 0.6753 | 0.6823 | | 0.4489 | 4.16 | 1540 | 0.4531 | 0.6884 | 0.7905 | 0.8779 | 0.9243 | 0.8295 | 0.8128 | 0.3443 | 0.9181 | 0.8716 | 0.8325 | 0.8591 | 0.6756 | 0.7198 | 0.2901 | 0.8047 | 0.6798 | 0.7896 | | 0.3684 | 4.22 | 1560 | 0.4794 | 0.6871 | 0.7968 | 0.8723 | 0.9387 | 0.8436 | 0.8621 | 0.4160 | 0.8944 | 0.8819 | 0.7407 | 0.8562 | 0.6723 | 0.7477 | 0.3495 | 0.7952 | 0.6789 | 0.7101 | | 0.5706 | 4.27 | 1580 | 0.5364 | 0.6783 | 0.7810 | 0.8687 | 0.9245 | 0.8144 | 0.8753 | 0.3755 | 0.9310 | 0.8559 | 0.6905 | 0.8558 | 0.6808 | 0.7445 | 0.3183 | 0.7911 | 0.6939 | 0.6638 | | 0.1208 | 4.32 | 1600 | 0.4386 | 0.7019 | 0.7988 | 0.8822 | 0.9263 | 0.8024 | 0.8679 | 0.3790 | 0.9054 | 0.8363 | 0.8744 | 0.8585 | 0.6713 | 0.7511 | 0.3355 | 0.8077 | 0.7271 | 0.7618 | | 0.2512 | 4.38 | 1620 | 0.5227 | 0.6897 | 0.7935 | 0.8710 | 0.9184 | 0.8347 | 0.8438 | 0.4322 | 0.9258 | 0.8585 | 0.7408 | 0.8614 | 0.6786 | 0.7523 | 0.3617 | 0.7773 | 0.6904 | 0.7065 | | 0.3166 | 4.43 | 1640 | 0.5045 | 0.6884 | 0.7824 | 0.8706 | 0.9340 | 0.8140 | 0.8594 | 0.4231 | 0.9338 | 0.8053 | 0.7069 | 0.8569 | 0.6783 | 0.7576 | 0.3741 | 0.7811 | 0.6863 | 0.6844 | | 0.2665 | 4.49 | 1660 | 0.5188 | 0.6725 | 0.7821 | 0.8632 | 0.9365 | 0.8342 | 0.8434 | 0.4594 | 0.9219 | 0.8279 | 0.6515 | 0.8532 | 0.6581 | 0.7450 | 0.4004 | 0.7945 | 0.6334 | 0.6231 | | 0.1356 | 4.54 | 1680 | 0.5240 | 0.6725 | 0.7858 | 0.8641 | 0.9459 | 0.8062 | 0.8686 | 0.4517 | 0.8929 | 0.8764 | 0.6592 | 0.8543 | 0.6672 | 0.7614 | 0.3837 | 0.8082 | 0.6011 | 0.6317 | | 0.1726 | 4.59 | 1700 | 0.4637 | 0.6945 | 0.8060 | 0.8743 | 0.9451 | 0.7883 | 0.8735 | 0.4841 | 0.8618 | 0.8822 | 0.8067 | 0.8566 | 0.6661 | 0.7613 | 0.3600 | 0.7912 | 0.6819 | 0.7442 | | 0.2107 | 4.65 | 1720 | 0.4839 | 0.6852 | 0.7843 | 0.8710 | 0.9202 | 0.8059 | 0.8504 | 0.4318 | 0.9322 | 0.7602 | 0.7896 | 0.8540 | 0.6601 | 0.7440 | 0.3630 | 0.7887 | 0.6634 | 0.7233 | | 0.5774 | 4.7 | 1740 | 0.4662 | 0.7011 | 0.8022 | 0.8802 | 0.9174 | 0.7996 | 0.8822 | 0.4188 | 0.9135 | 0.8401 | 0.8439 | 0.8544 | 0.6604 | 0.7464 | 0.3716 | 0.8107 | 0.7122 | 0.7516 | | 0.2358 | 4.76 | 1760 | 0.4472 | 0.7068 | 0.8107 | 0.8828 | 0.9311 | 0.8246 | 0.8927 | 0.4489 | 0.9046 | 0.8607 | 0.8122 | 0.8597 | 0.6797 | 0.7467 | 0.3761 | 0.8137 | 0.7021 | 0.7692 | | 0.3879 | 4.81 | 1780 | 0.4750 | 0.6927 | 0.8127 | 0.8727 | 0.9369 | 0.8197 | 0.8730 | 0.5062 | 0.8635 | 0.9047 | 0.7850 | 0.8565 | 0.6747 | 0.7440 | 0.3610 | 0.7926 | 0.6716 | 0.7487 | | 0.2336 | 4.86 | 1800 | 0.4364 | 0.7032 | 0.8038 | 0.8804 | 0.9344 | 0.8177 | 0.8543 | 0.4869 | 0.9251 | 0.8339 | 0.7744 | 0.8552 | 0.6703 | 0.7628 | 0.3852 | 0.8153 | 0.6992 | 0.7345 | | 0.2303 | 4.92 | 1820 | 0.4305 | 0.7137 | 0.8110 | 0.8861 | 0.9226 | 0.8403 | 0.8824 | 0.4492 | 0.9362 | 0.8405 | 0.8055 | 0.8583 | 0.6809 | 0.7680 | 0.3905 | 0.8207 | 0.7112 | 0.7666 | | 0.347 | 4.97 | 1840 | 0.4280 | 0.7141 | 0.8139 | 0.8851 | 0.9320 | 0.8301 | 0.8443 | 0.4832 | 0.9180 | 0.8781 | 0.8114 | 0.8593 | 0.6741 | 0.7539 | 0.4024 | 0.8134 | 0.7139 | 0.7815 | | 0.1553 | 5.03 | 1860 | 0.4500 | 0.7075 | 0.8165 | 0.8814 | 0.9396 | 0.8204 | 0.8990 | 0.5335 | 0.9019 | 0.8580 | 0.7632 | 0.8591 | 0.6739 | 0.7626 | 0.3980 | 0.8150 | 0.7091 | 0.7347 | | 0.2451 | 5.08 | 1880 | 0.4699 | 0.6888 | 0.7985 | 0.8688 | 0.9359 | 0.7957 | 0.8490 | 0.5428 | 0.9082 | 0.8630 | 0.6949 | 0.8587 | 0.6716 | 0.7755 | 0.3843 | 0.7832 | 0.6813 | 0.6671 | | 0.3152 | 5.14 | 1900 | 0.4433 | 0.7119 | 0.8179 | 0.8849 | 0.9226 | 0.8324 | 0.8624 | 0.5160 | 0.9239 | 0.8426 | 0.8253 | 0.8586 | 0.6740 | 0.7557 | 0.3693 | 0.8188 | 0.7217 | 0.7851 | | 0.1741 | 5.19 | 1920 | 0.4381 | 0.7134 | 0.8123 | 0.8857 | 0.9351 | 0.8145 | 0.8811 | 0.4748 | 0.9139 | 0.8559 | 0.8111 | 0.8665 | 0.6844 | 0.7734 | 0.3768 | 0.8098 | 0.7102 | 0.7725 | | 0.3937 | 5.24 | 1940 | 0.4335 | 0.7107 | 0.8141 | 0.8829 | 0.9302 | 0.8452 | 0.8654 | 0.4312 | 0.8917 | 0.8908 | 0.8439 | 0.8573 | 0.6885 | 0.7681 | 0.3561 | 0.7981 | 0.7114 | 0.7955 | | 0.1683 | 5.3 | 1960 | 0.4622 | 0.6996 | 0.8016 | 0.8783 | 0.9332 | 0.8085 | 0.8798 | 0.4643 | 0.9200 | 0.8613 | 0.7441 | 0.8629 | 0.6807 | 0.7724 | 0.3641 | 0.8036 | 0.7073 | 0.7065 | | 0.2652 | 5.35 | 1980 | 0.4333 | 0.7100 | 0.8111 | 0.8843 | 0.9312 | 0.8416 | 0.8774 | 0.4394 | 0.9141 | 0.8674 | 0.8064 | 0.8667 | 0.6845 | 0.7734 | 0.3851 | 0.8110 | 0.6899 | 0.7596 | | 0.3099 | 5.41 | 2000 | 0.5586 | 0.6680 | 0.7724 | 0.8618 | 0.9282 | 0.7736 | 0.8603 | 0.4053 | 0.9206 | 0.8546 | 0.6642 | 0.8590 | 0.6737 | 0.7655 | 0.3650 | 0.7950 | 0.6093 | 0.6084 | | 0.6068 | 5.46 | 2020 | 0.5672 | 0.6591 | 0.7804 | 0.8593 | 0.9372 | 0.8178 | 0.9053 | 0.3834 | 0.8801 | 0.8836 | 0.6553 | 0.8622 | 0.6745 | 0.7522 | 0.3090 | 0.7906 | 0.6129 | 0.6120 | | 0.1649 | 5.51 | 2040 | 0.5184 | 0.6631 | 0.7703 | 0.8656 | 0.9354 | 0.8171 | 0.8841 | 0.3137 | 0.9195 | 0.8507 | 0.6712 | 0.8666 | 0.6806 | 0.7513 | 0.2728 | 0.7955 | 0.6410 | 0.6339 | | 0.3157 | 5.57 | 2060 | 0.5451 | 0.6690 | 0.7875 | 0.8620 | 0.9427 | 0.8082 | 0.8730 | 0.4344 | 0.8739 | 0.9014 | 0.6790 | 0.8628 | 0.6760 | 0.7532 | 0.3472 | 0.7876 | 0.6179 | 0.6383 | | 0.3131 | 5.62 | 2080 | 0.5506 | 0.6716 | 0.7871 | 0.8620 | 0.9387 | 0.8165 | 0.8351 | 0.5187 | 0.9105 | 0.8349 | 0.6555 | 0.8622 | 0.6806 | 0.7524 | 0.3756 | 0.7901 | 0.6138 | 0.6266 | | 0.182 | 5.68 | 2100 | 0.5583 | 0.6715 | 0.7925 | 0.8637 | 0.9354 | 0.8459 | 0.8491 | 0.4511 | 0.8906 | 0.8901 | 0.6851 | 0.8649 | 0.6686 | 0.7489 | 0.3597 | 0.7910 | 0.6146 | 0.6527 | | 0.1015 | 5.73 | 2120 | 0.4312 | 0.7065 | 0.8055 | 0.8834 | 0.9359 | 0.8468 | 0.8577 | 0.4344 | 0.9218 | 0.8473 | 0.7947 | 0.8651 | 0.6778 | 0.7628 | 0.3601 | 0.8067 | 0.7145 | 0.7588 | | 0.3909 | 5.78 | 2140 | 0.4617 | 0.6964 | 0.8043 | 0.8759 | 0.9347 | 0.8351 | 0.8596 | 0.4495 | 0.8979 | 0.8897 | 0.7638 | 0.8603 | 0.6770 | 0.7654 | 0.3572 | 0.7932 | 0.6947 | 0.7271 | | 0.1689 | 5.84 | 2160 | 0.4988 | 0.6993 | 0.8062 | 0.8769 | 0.9449 | 0.8028 | 0.8856 | 0.4745 | 0.8807 | 0.8810 | 0.7739 | 0.8537 | 0.6741 | 0.7485 | 0.3827 | 0.8025 | 0.6884 | 0.7451 | | 0.1827 | 5.89 | 2180 | 0.5481 | 0.6804 | 0.7881 | 0.8660 | 0.9235 | 0.8419 | 0.8409 | 0.4410 | 0.9261 | 0.8601 | 0.6829 | 0.8569 | 0.6627 | 0.7447 | 0.3791 | 0.7778 | 0.6845 | 0.6572 | | 0.3295 | 5.95 | 2200 | 0.4630 | 0.7049 | 0.8220 | 0.8793 | 0.9256 | 0.8432 | 0.8667 | 0.5525 | 0.8974 | 0.8611 | 0.8078 | 0.8630 | 0.6639 | 0.7531 | 0.4023 | 0.8034 | 0.6889 | 0.7596 | | 0.1909 | 6.0 | 2220 | 0.4903 | 0.6981 | 0.8002 | 0.8756 | 0.9314 | 0.8205 | 0.8716 | 0.4958 | 0.9282 | 0.8271 | 0.7268 | 0.8587 | 0.6747 | 0.7572 | 0.3987 | 0.8000 | 0.7056 | 0.6917 | | 0.294 | 6.05 | 2240 | 0.5427 | 0.6866 | 0.7984 | 0.8676 | 0.9313 | 0.8283 | 0.8406 | 0.5110 | 0.9109 | 0.8848 | 0.6818 | 0.8590 | 0.6826 | 0.7498 | 0.3909 | 0.7836 | 0.6869 | 0.6536 | | 0.2515 | 6.11 | 2260 | 0.5008 | 0.6957 | 0.8006 | 0.8741 | 0.9383 | 0.8152 | 0.8909 | 0.5185 | 0.9178 | 0.8102 | 0.7130 | 0.8617 | 0.6824 | 0.7637 | 0.3920 | 0.7969 | 0.6972 | 0.6757 | | 0.2324 | 6.16 | 2280 | 0.4600 | 0.7024 | 0.8179 | 0.8769 | 0.9364 | 0.8166 | 0.8834 | 0.5561 | 0.8863 | 0.8821 | 0.7644 | 0.8654 | 0.6800 | 0.7644 | 0.3950 | 0.7963 | 0.6892 | 0.7262 | | 0.3158 | 6.22 | 2300 | 0.4765 | 0.6958 | 0.8090 | 0.8738 | 0.9341 | 0.8288 | 0.8889 | 0.5295 | 0.8971 | 0.8324 | 0.7521 | 0.8590 | 0.6710 | 0.7602 | 0.3843 | 0.7922 | 0.6894 | 0.7145 | | 0.2189 | 6.27 | 2320 | 0.4901 | 0.6929 | 0.8023 | 0.8706 | 0.9410 | 0.8206 | 0.8470 | 0.5496 | 0.9040 | 0.8414 | 0.7130 | 0.8602 | 0.6789 | 0.7572 | 0.3968 | 0.7841 | 0.6943 | 0.6785 | | 0.1781 | 6.32 | 2340 | 0.4782 | 0.6890 | 0.7950 | 0.8716 | 0.9310 | 0.8302 | 0.9101 | 0.4230 | 0.9085 | 0.8508 | 0.7116 | 0.8592 | 0.6882 | 0.7522 | 0.3529 | 0.7885 | 0.7063 | 0.6755 | | 0.2585 | 6.38 | 2360 | 0.4923 | 0.7005 | 0.8049 | 0.8793 | 0.9283 | 0.8514 | 0.8561 | 0.4506 | 0.9227 | 0.8487 | 0.7764 | 0.8570 | 0.6852 | 0.7455 | 0.3647 | 0.8112 | 0.6981 | 0.7414 | | 0.2427 | 6.43 | 2380 | 0.4996 | 0.6936 | 0.8071 | 0.8733 | 0.9416 | 0.8346 | 0.8637 | 0.5122 | 0.8907 | 0.8682 | 0.7385 | 0.8580 | 0.6864 | 0.7578 | 0.3903 | 0.8046 | 0.6503 | 0.7078 | | 0.3861 | 6.49 | 2400 | 0.5035 | 0.7018 | 0.8042 | 0.8762 | 0.9295 | 0.8189 | 0.8695 | 0.5184 | 0.9280 | 0.8392 | 0.7258 | 0.8635 | 0.6823 | 0.7661 | 0.4107 | 0.7948 | 0.7058 | 0.6893 | | 0.2319 | 6.54 | 2420 | 0.5015 | 0.7052 | 0.8113 | 0.8770 | 0.9234 | 0.8489 | 0.8623 | 0.5606 | 0.9325 | 0.7943 | 0.7574 | 0.8624 | 0.6760 | 0.7643 | 0.4198 | 0.7921 | 0.7051 | 0.7169 | | 0.1962 | 6.59 | 2440 | 0.4653 | 0.7124 | 0.8175 | 0.8841 | 0.9419 | 0.8166 | 0.8608 | 0.5498 | 0.9069 | 0.8497 | 0.7971 | 0.8606 | 0.6803 | 0.7680 | 0.3947 | 0.8181 | 0.7048 | 0.7604 | | 0.2704 | 6.65 | 2460 | 0.4642 | 0.7087 | 0.8070 | 0.8838 | 0.9310 | 0.8264 | 0.8837 | 0.4730 | 0.9280 | 0.8015 | 0.8055 | 0.8591 | 0.6857 | 0.7674 | 0.3697 | 0.8158 | 0.6980 | 0.7654 | | 0.1438 | 6.7 | 2480 | 0.5301 | 0.6828 | 0.7982 | 0.8666 | 0.9280 | 0.8532 | 0.8514 | 0.4709 | 0.9018 | 0.8805 | 0.7018 | 0.8565 | 0.6701 | 0.7622 | 0.3586 | 0.7784 | 0.6853 | 0.6683 | | 0.3661 | 6.76 | 2500 | 0.5201 | 0.6848 | 0.7910 | 0.8679 | 0.9398 | 0.8114 | 0.8760 | 0.4659 | 0.9017 | 0.8442 | 0.6978 | 0.8554 | 0.6779 | 0.7657 | 0.3610 | 0.7814 | 0.6880 | 0.6640 | | 0.2653 | 6.81 | 2520 | 0.5765 | 0.6665 | 0.7984 | 0.8554 | 0.9237 | 0.8575 | 0.8615 | 0.5306 | 0.8848 | 0.9053 | 0.6256 | 0.8563 | 0.6737 | 0.7581 | 0.3800 | 0.7724 | 0.6313 | 0.5938 | | 0.1563 | 6.86 | 2540 | 0.5453 | 0.6770 | 0.7881 | 0.8628 | 0.9408 | 0.8165 | 0.8736 | 0.4846 | 0.8994 | 0.8492 | 0.6528 | 0.8572 | 0.6864 | 0.7601 | 0.3829 | 0.7809 | 0.6520 | 0.6195 | | 0.2804 | 6.92 | 2560 | 0.5505 | 0.6766 | 0.7966 | 0.8610 | 0.9216 | 0.8491 | 0.8750 | 0.4852 | 0.8956 | 0.8783 | 0.6715 | 0.8516 | 0.6741 | 0.7649 | 0.3962 | 0.7802 | 0.6452 | 0.6238 | | 0.2304 | 6.97 | 2580 | 0.4455 | 0.7107 | 0.8093 | 0.8830 | 0.9368 | 0.8223 | 0.8703 | 0.4649 | 0.9057 | 0.8460 | 0.8188 | 0.8645 | 0.6942 | 0.7683 | 0.3803 | 0.8019 | 0.6960 | 0.7697 | | 0.1759 | 7.03 | 2600 | 0.5370 | 0.6859 | 0.7960 | 0.8701 | 0.9369 | 0.8329 | 0.8566 | 0.4381 | 0.8981 | 0.8998 | 0.7094 | 0.8653 | 0.6820 | 0.7661 | 0.3674 | 0.7875 | 0.6583 | 0.6749 | | 0.2079 | 7.08 | 2620 | 0.5014 | 0.6916 | 0.7991 | 0.8711 | 0.9347 | 0.8112 | 0.8740 | 0.5012 | 0.9079 | 0.8548 | 0.7101 | 0.8660 | 0.6894 | 0.7706 | 0.3897 | 0.7867 | 0.6665 | 0.6724 | | 0.2464 | 7.14 | 2640 | 0.5313 | 0.6833 | 0.7998 | 0.8669 | 0.9319 | 0.8369 | 0.8416 | 0.5209 | 0.9050 | 0.8687 | 0.6939 | 0.8678 | 0.6749 | 0.7667 | 0.3777 | 0.7797 | 0.6586 | 0.6575 | | 0.0679 | 7.19 | 2660 | 0.5012 | 0.6878 | 0.7945 | 0.8698 | 0.9303 | 0.8397 | 0.8561 | 0.4667 | 0.9163 | 0.8310 | 0.7213 | 0.8590 | 0.6773 | 0.7661 | 0.3821 | 0.7905 | 0.6814 | 0.6579 | | 0.2287 | 7.24 | 2680 | 0.5399 | 0.6824 | 0.8031 | 0.8637 | 0.9228 | 0.8091 | 0.8778 | 0.5374 | 0.8858 | 0.8791 | 0.7098 | 0.8607 | 0.6758 | 0.7685 | 0.3853 | 0.7732 | 0.6663 | 0.6471 | | 0.2186 | 7.3 | 2700 | 0.5803 | 0.6891 | 0.7935 | 0.8700 | 0.9341 | 0.8192 | 0.8781 | 0.4739 | 0.9185 | 0.8475 | 0.6833 | 0.8650 | 0.6901 | 0.7697 | 0.4044 | 0.7889 | 0.6537 | 0.6519 | | 0.2762 | 7.35 | 2720 | 0.5791 | 0.6799 | 0.7893 | 0.8648 | 0.9349 | 0.8160 | 0.8592 | 0.4940 | 0.9163 | 0.8543 | 0.6502 | 0.8658 | 0.6885 | 0.7666 | 0.3916 | 0.7818 | 0.6439 | 0.6209 | | 0.185 | 7.41 | 2740 | 0.5155 | 0.6884 | 0.7950 | 0.8704 | 0.9468 | 0.8255 | 0.8475 | 0.4646 | 0.8956 | 0.8782 | 0.7065 | 0.8621 | 0.6823 | 0.7629 | 0.3701 | 0.7829 | 0.6797 | 0.6787 | | 0.1529 | 7.46 | 2760 | 0.5215 | 0.6802 | 0.7893 | 0.8672 | 0.9248 | 0.8309 | 0.8764 | 0.4373 | 0.9220 | 0.8504 | 0.6837 | 0.8582 | 0.6872 | 0.7597 | 0.3669 | 0.7949 | 0.6466 | 0.6479 | | 0.2866 | 7.51 | 2780 | 0.4837 | 0.7017 | 0.8069 | 0.8778 | 0.9290 | 0.8349 | 0.8724 | 0.4779 | 0.9149 | 0.8582 | 0.7612 | 0.8661 | 0.6901 | 0.7653 | 0.3819 | 0.7965 | 0.6911 | 0.7208 | | 0.2183 | 7.57 | 2800 | 0.5563 | 0.6749 | 0.7957 | 0.8633 | 0.9363 | 0.8242 | 0.8763 | 0.5241 | 0.9018 | 0.8704 | 0.6367 | 0.8688 | 0.6848 | 0.7624 | 0.3946 | 0.7942 | 0.6070 | 0.6125 | | 0.2455 | 7.62 | 2820 | 0.4623 | 0.7067 | 0.8074 | 0.8813 | 0.9398 | 0.8230 | 0.8494 | 0.4948 | 0.9147 | 0.8463 | 0.7835 | 0.8679 | 0.6843 | 0.7629 | 0.3926 | 0.8029 | 0.6898 | 0.7464 | | 0.1664 | 7.68 | 2840 | 0.4660 | 0.7028 | 0.7985 | 0.8806 | 0.9395 | 0.8033 | 0.8812 | 0.4409 | 0.9158 | 0.8221 | 0.7864 | 0.8630 | 0.6901 | 0.7662 | 0.3531 | 0.8021 | 0.6947 | 0.7501 | | 1.0029 | 7.73 | 2860 | 0.4397 | 0.7231 | 0.8275 | 0.8908 | 0.9374 | 0.8533 | 0.8568 | 0.5143 | 0.9030 | 0.8616 | 0.8659 | 0.8697 | 0.6823 | 0.7656 | 0.3693 | 0.8134 | 0.7337 | 0.8276 | | 0.2047 | 7.78 | 2880 | 0.4525 | 0.7203 | 0.8150 | 0.8896 | 0.9485 | 0.8296 | 0.8770 | 0.4709 | 0.9067 | 0.8402 | 0.8319 | 0.8628 | 0.6917 | 0.7703 | 0.3786 | 0.8198 | 0.7211 | 0.7977 | | 0.1632 | 7.84 | 2900 | 0.4483 | 0.7172 | 0.8198 | 0.8861 | 0.9323 | 0.8009 | 0.8895 | 0.5222 | 0.9038 | 0.8572 | 0.8327 | 0.8696 | 0.6841 | 0.7643 | 0.4035 | 0.8062 | 0.7007 | 0.7918 | | 0.072 | 7.89 | 2920 | 0.4501 | 0.7155 | 0.8190 | 0.8847 | 0.9373 | 0.8090 | 0.8660 | 0.5574 | 0.9087 | 0.8422 | 0.8126 | 0.8675 | 0.6784 | 0.7714 | 0.4133 | 0.8067 | 0.6940 | 0.7769 | | 0.9618 | 7.95 | 2940 | 0.5323 | 0.6991 | 0.7988 | 0.8759 | 0.9291 | 0.8388 | 0.8511 | 0.4605 | 0.9285 | 0.8381 | 0.7453 | 0.8670 | 0.6856 | 0.7605 | 0.3777 | 0.7853 | 0.7145 | 0.7035 | | 0.1425 | 8.0 | 2960 | 0.4843 | 0.6921 | 0.8009 | 0.8733 | 0.9347 | 0.7719 | 0.8522 | 0.5143 | 0.8942 | 0.8577 | 0.7811 | 0.8645 | 0.6450 | 0.7588 | 0.3731 | 0.7844 | 0.7045 | 0.7144 | | 0.1813 | 8.05 | 2980 | 0.4979 | 0.7072 | 0.8054 | 0.8825 | 0.9384 | 0.7601 | 0.8637 | 0.4972 | 0.9082 | 0.8651 | 0.8054 | 0.8662 | 0.6573 | 0.7656 | 0.3857 | 0.8013 | 0.7092 | 0.7650 | | 0.2996 | 8.11 | 3000 | 0.4599 | 0.7154 | 0.8211 | 0.8854 | 0.9316 | 0.8283 | 0.8601 | 0.5269 | 0.9060 | 0.8602 | 0.8345 | 0.8690 | 0.6880 | 0.7628 | 0.3920 | 0.8073 | 0.7011 | 0.7879 | | 0.2983 | 8.16 | 3020 | 0.4657 | 0.7168 | 0.8177 | 0.8876 | 0.9388 | 0.8314 | 0.8762 | 0.4802 | 0.9060 | 0.8649 | 0.8265 | 0.8734 | 0.6929 | 0.7619 | 0.3872 | 0.8092 | 0.6967 | 0.7967 | | 0.512 | 8.22 | 3040 | 0.4672 | 0.7148 | 0.8119 | 0.8864 | 0.9414 | 0.7956 | 0.8628 | 0.5067 | 0.9141 | 0.8484 | 0.8144 | 0.8713 | 0.6848 | 0.7671 | 0.3808 | 0.8064 | 0.6993 | 0.7937 | | 0.182 | 8.27 | 3060 | 0.4480 | 0.7153 | 0.8190 | 0.8851 | 0.9432 | 0.8298 | 0.8509 | 0.5410 | 0.9032 | 0.8446 | 0.8200 | 0.8692 | 0.6906 | 0.7711 | 0.3787 | 0.8038 | 0.7074 | 0.7867 | | 0.1986 | 8.32 | 3080 | 0.5153 | 0.7015 | 0.8026 | 0.8773 | 0.9438 | 0.7877 | 0.8787 | 0.4991 | 0.9038 | 0.8646 | 0.7408 | 0.8691 | 0.6709 | 0.7734 | 0.3863 | 0.7858 | 0.7162 | 0.7085 | | 0.1252 | 8.38 | 3100 | 0.5256 | 0.7018 | 0.8026 | 0.8768 | 0.9358 | 0.8417 | 0.8622 | 0.4587 | 0.9148 | 0.8675 | 0.7376 | 0.8674 | 0.6960 | 0.7640 | 0.3816 | 0.7857 | 0.7131 | 0.7050 | | 0.1778 | 8.43 | 3120 | 0.5156 | 0.7006 | 0.8025 | 0.8762 | 0.9295 | 0.7772 | 0.8867 | 0.4904 | 0.9104 | 0.8760 | 0.7474 | 0.8714 | 0.6709 | 0.7701 | 0.3884 | 0.7796 | 0.7155 | 0.7081 | | 0.4537 | 8.49 | 3140 | 0.4896 | 0.7111 | 0.8117 | 0.8850 | 0.9302 | 0.7755 | 0.8865 | 0.4924 | 0.9149 | 0.8773 | 0.8049 | 0.8734 | 0.6599 | 0.7760 | 0.3906 | 0.8035 | 0.7110 | 0.7636 | | 0.2145 | 8.54 | 3160 | 0.4882 | 0.7216 | 0.8248 | 0.8874 | 0.9386 | 0.8280 | 0.8589 | 0.5382 | 0.9001 | 0.8789 | 0.8309 | 0.8747 | 0.6816 | 0.7719 | 0.4142 | 0.8002 | 0.7277 | 0.7810 | | 0.122 | 8.59 | 3180 | 0.5472 | 0.7025 | 0.8031 | 0.8754 | 0.9395 | 0.8099 | 0.8762 | 0.5051 | 0.9096 | 0.8586 | 0.7224 | 0.8657 | 0.6846 | 0.7729 | 0.4120 | 0.7849 | 0.7169 | 0.6803 | | 0.1508 | 8.65 | 3200 | 0.5601 | 0.6966 | 0.8057 | 0.8721 | 0.9367 | 0.8412 | 0.8686 | 0.5247 | 0.9049 | 0.8520 | 0.7121 | 0.8637 | 0.6709 | 0.7671 | 0.3982 | 0.7770 | 0.7219 | 0.6773 | | 0.4993 | 8.7 | 3220 | 0.5737 | 0.6972 | 0.7957 | 0.8731 | 0.9402 | 0.8048 | 0.8753 | 0.4891 | 0.9151 | 0.8364 | 0.7090 | 0.8643 | 0.6825 | 0.7628 | 0.3978 | 0.7795 | 0.7202 | 0.6736 | | 0.0767 | 8.76 | 3240 | 0.5454 | 0.7052 | 0.8102 | 0.8760 | 0.9274 | 0.8521 | 0.8674 | 0.5045 | 0.9141 | 0.8621 | 0.7441 | 0.8693 | 0.6900 | 0.7596 | 0.4048 | 0.7759 | 0.7264 | 0.7102 | | 0.2786 | 8.81 | 3260 | 0.5146 | 0.7033 | 0.8035 | 0.8766 | 0.9393 | 0.8303 | 0.8532 | 0.4791 | 0.9087 | 0.8694 | 0.7443 | 0.8675 | 0.6943 | 0.7525 | 0.3987 | 0.7831 | 0.7178 | 0.7093 | | 0.1633 | 8.86 | 3280 | 0.4591 | 0.7194 | 0.8222 | 0.8865 | 0.9428 | 0.8341 | 0.8836 | 0.5065 | 0.8904 | 0.8704 | 0.8274 | 0.8671 | 0.6946 | 0.7677 | 0.3988 | 0.8039 | 0.7112 | 0.7924 | | 0.1259 | 8.92 | 3300 | 0.4320 | 0.7223 | 0.8275 | 0.8895 | 0.9368 | 0.8330 | 0.9041 | 0.5151 | 0.8898 | 0.8378 | 0.8757 | 0.8727 | 0.6900 | 0.7687 | 0.3766 | 0.8055 | 0.7210 | 0.8215 | | 0.2201 | 8.97 | 3320 | 0.4566 | 0.7287 | 0.8239 | 0.8938 | 0.9394 | 0.8272 | 0.8730 | 0.4734 | 0.9048 | 0.8717 | 0.8778 | 0.8750 | 0.6905 | 0.7656 | 0.3990 | 0.8140 | 0.7268 | 0.8300 | | 0.2125 | 9.03 | 3340 | 0.4679 | 0.7176 | 0.8216 | 0.8858 | 0.9358 | 0.8377 | 0.8983 | 0.4901 | 0.8962 | 0.8793 | 0.8140 | 0.8647 | 0.6957 | 0.7710 | 0.3897 | 0.8068 | 0.7199 | 0.7753 | | 0.1314 | 9.08 | 3360 | 0.4641 | 0.7203 | 0.8144 | 0.8878 | 0.9404 | 0.8227 | 0.8681 | 0.4839 | 0.9150 | 0.8544 | 0.8164 | 0.8645 | 0.6968 | 0.7780 | 0.3938 | 0.8116 | 0.7206 | 0.7770 | | 0.2678 | 9.14 | 3380 | 0.5029 | 0.7158 | 0.8139 | 0.8847 | 0.9369 | 0.8421 | 0.8687 | 0.4804 | 0.9142 | 0.8587 | 0.7962 | 0.8680 | 0.6944 | 0.7741 | 0.3978 | 0.8013 | 0.7197 | 0.7554 | | 0.1653 | 9.19 | 3400 | 0.5625 | 0.7036 | 0.8104 | 0.8762 | 0.9346 | 0.8486 | 0.8761 | 0.5090 | 0.9074 | 0.8631 | 0.7343 | 0.8683 | 0.6925 | 0.7689 | 0.3983 | 0.7838 | 0.7123 | 0.7009 | | 0.1075 | 9.24 | 3420 | 0.5050 | 0.7067 | 0.8133 | 0.8773 | 0.9398 | 0.8176 | 0.8944 | 0.5225 | 0.8919 | 0.8846 | 0.7425 | 0.8704 | 0.6955 | 0.7710 | 0.4031 | 0.7823 | 0.7195 | 0.7049 | | 0.2607 | 9.3 | 3440 | 0.5197 | 0.7070 | 0.8086 | 0.8785 | 0.9407 | 0.8058 | 0.8881 | 0.5119 | 0.9015 | 0.8580 | 0.7543 | 0.8664 | 0.6911 | 0.7765 | 0.3871 | 0.7863 | 0.7193 | 0.7219 | | 0.111 | 9.35 | 3460 | 0.5327 | 0.7099 | 0.8098 | 0.8817 | 0.9416 | 0.8412 | 0.8594 | 0.4685 | 0.9082 | 0.8837 | 0.7658 | 0.8725 | 0.6938 | 0.7697 | 0.3851 | 0.7902 | 0.7220 | 0.7362 | | 0.1358 | 9.41 | 3480 | 0.4572 | 0.7143 | 0.8155 | 0.8857 | 0.9449 | 0.8100 | 0.8780 | 0.4886 | 0.8912 | 0.8628 | 0.8328 | 0.8675 | 0.6818 | 0.7675 | 0.3769 | 0.8055 | 0.7211 | 0.7794 | | 0.1794 | 9.46 | 3500 | 0.4778 | 0.7072 | 0.8141 | 0.8799 | 0.9367 | 0.8324 | 0.8530 | 0.5274 | 0.9060 | 0.8690 | 0.7742 | 0.8703 | 0.6888 | 0.7636 | 0.3918 | 0.7955 | 0.7094 | 0.7308 | | 0.1146 | 9.51 | 3520 | 0.5337 | 0.6935 | 0.7966 | 0.8740 | 0.9459 | 0.8011 | 0.8545 | 0.4980 | 0.9119 | 0.8569 | 0.7083 | 0.8687 | 0.6794 | 0.7643 | 0.3924 | 0.7935 | 0.6795 | 0.6768 | | 0.4693 | 9.57 | 3540 | 0.5688 | 0.6864 | 0.7860 | 0.8732 | 0.9407 | 0.7510 | 0.8634 | 0.4659 | 0.9212 | 0.8391 | 0.7205 | 0.8703 | 0.6482 | 0.7612 | 0.3688 | 0.7911 | 0.6820 | 0.6830 | | 0.2297 | 9.62 | 3560 | 0.5465 | 0.7049 | 0.8135 | 0.8772 | 0.9337 | 0.8205 | 0.8839 | 0.5210 | 0.8966 | 0.8817 | 0.7569 | 0.8679 | 0.6903 | 0.7676 | 0.3856 | 0.7855 | 0.7209 | 0.7163 | | 0.3738 | 9.68 | 3580 | 0.5458 | 0.7063 | 0.8052 | 0.8797 | 0.9394 | 0.8195 | 0.8574 | 0.5006 | 0.9146 | 0.8267 | 0.7783 | 0.8682 | 0.6861 | 0.7628 | 0.3779 | 0.7898 | 0.7244 | 0.7348 | | 0.2401 | 9.73 | 3600 | 0.5446 | 0.7028 | 0.8113 | 0.8772 | 0.9306 | 0.8440 | 0.8732 | 0.5133 | 0.9136 | 0.8654 | 0.7392 | 0.8709 | 0.6858 | 0.7633 | 0.4003 | 0.7900 | 0.7039 | 0.7054 | | 0.1552 | 9.78 | 3620 | 0.5462 | 0.7034 | 0.8091 | 0.8772 | 0.9337 | 0.8208 | 0.8948 | 0.5019 | 0.9061 | 0.8639 | 0.7422 | 0.8720 | 0.6944 | 0.7614 | 0.4068 | 0.7898 | 0.6974 | 0.7019 | | 0.1767 | 9.84 | 3640 | 0.6458 | 0.6895 | 0.7931 | 0.8700 | 0.9378 | 0.8240 | 0.8680 | 0.4922 | 0.9234 | 0.8316 | 0.6745 | 0.8725 | 0.6978 | 0.7662 | 0.4067 | 0.7840 | 0.6572 | 0.6423 | | 0.2452 | 9.89 | 3660 | 0.5251 | 0.6978 | 0.8087 | 0.8739 | 0.9411 | 0.8178 | 0.8852 | 0.5412 | 0.8968 | 0.8593 | 0.7194 | 0.8721 | 0.6928 | 0.7677 | 0.4042 | 0.7878 | 0.6807 | 0.6794 | | 0.218 | 9.95 | 3680 | 0.5541 | 0.6987 | 0.8074 | 0.8745 | 0.9378 | 0.8340 | 0.8495 | 0.5413 | 0.9072 | 0.8368 | 0.7451 | 0.8711 | 0.6906 | 0.7643 | 0.3786 | 0.7824 | 0.7028 | 0.7010 | | 0.1928 | 10.0 | 3700 | 0.5603 | 0.7023 | 0.8083 | 0.8778 | 0.9418 | 0.8415 | 0.8670 | 0.4924 | 0.9043 | 0.8692 | 0.7416 | 0.8697 | 0.6857 | 0.7684 | 0.3845 | 0.7907 | 0.7082 | 0.7089 | | 0.0984 | 10.05 | 3720 | 0.6013 | 0.6959 | 0.7949 | 0.8758 | 0.9430 | 0.7542 | 0.8797 | 0.4777 | 0.9055 | 0.8645 | 0.7396 | 0.8699 | 0.6738 | 0.7583 | 0.3702 | 0.7868 | 0.7053 | 0.7073 | | 0.1346 | 10.11 | 3740 | 0.5829 | 0.7016 | 0.8074 | 0.8764 | 0.9393 | 0.7869 | 0.8904 | 0.5164 | 0.8944 | 0.8757 | 0.7488 | 0.8710 | 0.6825 | 0.7643 | 0.3911 | 0.7843 | 0.7127 | 0.7055 | | 0.1479 | 10.16 | 3760 | 0.4795 | 0.7208 | 0.8207 | 0.8893 | 0.9386 | 0.7929 | 0.8455 | 0.5388 | 0.9065 | 0.8620 | 0.8604 | 0.8707 | 0.6719 | 0.7647 | 0.4008 | 0.8139 | 0.7273 | 0.7960 | | 0.193 | 10.22 | 3780 | 0.4772 | 0.7096 | 0.8125 | 0.8833 | 0.9302 | 0.7916 | 0.8914 | 0.5130 | 0.9141 | 0.8452 | 0.8021 | 0.8722 | 0.6818 | 0.7675 | 0.4099 | 0.8108 | 0.6772 | 0.7481 | | 0.1574 | 10.27 | 3800 | 0.4449 | 0.7268 | 0.8243 | 0.8923 | 0.9417 | 0.8150 | 0.8765 | 0.5202 | 0.9099 | 0.8649 | 0.8421 | 0.8742 | 0.6931 | 0.7703 | 0.4116 | 0.8200 | 0.7169 | 0.8017 | | 0.1357 | 10.32 | 3820 | 0.4419 | 0.7214 | 0.8302 | 0.8891 | 0.9352 | 0.8044 | 0.8781 | 0.5679 | 0.8897 | 0.8569 | 0.8792 | 0.8756 | 0.6765 | 0.7712 | 0.3742 | 0.8061 | 0.7319 | 0.8142 | | 0.1049 | 10.38 | 3840 | 0.4425 | 0.7260 | 0.8296 | 0.8915 | 0.9362 | 0.7928 | 0.8675 | 0.5635 | 0.8963 | 0.8647 | 0.8861 | 0.8760 | 0.6718 | 0.7747 | 0.3990 | 0.8098 | 0.7364 | 0.8142 | | 0.1607 | 10.43 | 3860 | 0.4764 | 0.7204 | 0.8283 | 0.8885 | 0.9317 | 0.8047 | 0.8821 | 0.5544 | 0.8937 | 0.8585 | 0.8735 | 0.8748 | 0.6710 | 0.7674 | 0.3788 | 0.8028 | 0.7337 | 0.8141 | | 0.7998 | 10.49 | 3880 | 0.4903 | 0.7190 | 0.8258 | 0.8866 | 0.9293 | 0.8216 | 0.8807 | 0.5352 | 0.8990 | 0.8687 | 0.8463 | 0.8689 | 0.6759 | 0.7684 | 0.4070 | 0.8060 | 0.7214 | 0.7852 | | 0.1199 | 10.54 | 3900 | 0.4547 | 0.7258 | 0.8253 | 0.8905 | 0.9312 | 0.8032 | 0.8797 | 0.5204 | 0.9023 | 0.8627 | 0.8772 | 0.8707 | 0.6839 | 0.7741 | 0.4092 | 0.8106 | 0.7323 | 0.7998 | | 0.1326 | 10.59 | 3920 | 0.4905 | 0.7125 | 0.8102 | 0.8818 | 0.9367 | 0.7898 | 0.8574 | 0.5258 | 0.9087 | 0.8482 | 0.8050 | 0.8691 | 0.6801 | 0.7665 | 0.4044 | 0.7903 | 0.7306 | 0.7463 | | 0.1629 | 10.65 | 3940 | 0.5135 | 0.7051 | 0.8160 | 0.8778 | 0.9379 | 0.8330 | 0.8334 | 0.5501 | 0.8931 | 0.8747 | 0.7895 | 0.8722 | 0.6742 | 0.7511 | 0.3941 | 0.7827 | 0.7289 | 0.7323 | | 0.0679 | 10.7 | 3960 | 0.5245 | 0.7076 | 0.8094 | 0.8792 | 0.9409 | 0.8088 | 0.8733 | 0.5049 | 0.8983 | 0.8658 | 0.7735 | 0.8711 | 0.6837 | 0.7620 | 0.3979 | 0.7853 | 0.7317 | 0.7214 | | 0.1393 | 10.76 | 3980 | 0.5436 | 0.7136 | 0.8117 | 0.8829 | 0.9367 | 0.8293 | 0.8717 | 0.4982 | 0.9166 | 0.8495 | 0.7798 | 0.8723 | 0.6868 | 0.7678 | 0.4089 | 0.7928 | 0.7266 | 0.7397 | | 0.1078 | 10.81 | 4000 | 0.5010 | 0.7127 | 0.8149 | 0.8819 | 0.9452 | 0.8207 | 0.8718 | 0.5382 | 0.9047 | 0.8634 | 0.7601 | 0.8705 | 0.6890 | 0.7707 | 0.4062 | 0.7944 | 0.7293 | 0.7291 | | 0.1262 | 10.86 | 4020 | 0.5119 | 0.7137 | 0.8120 | 0.8831 | 0.9401 | 0.8343 | 0.8624 | 0.4949 | 0.9146 | 0.8643 | 0.7732 | 0.8707 | 0.6901 | 0.7673 | 0.4050 | 0.7960 | 0.7303 | 0.7366 | | 0.2813 | 10.92 | 4040 | 0.4873 | 0.7121 | 0.8212 | 0.8824 | 0.9391 | 0.8373 | 0.8584 | 0.5629 | 0.9044 | 0.8678 | 0.7788 | 0.8733 | 0.6904 | 0.7699 | 0.3986 | 0.7993 | 0.7094 | 0.7439 | | 0.6835 | 10.97 | 4060 | 0.5088 | 0.6994 | 0.8073 | 0.8751 | 0.9275 | 0.8088 | 0.8660 | 0.5367 | 0.9130 | 0.8390 | 0.7598 | 0.8694 | 0.6796 | 0.7653 | 0.3894 | 0.7855 | 0.6999 | 0.7069 | | 0.24 | 11.03 | 4080 | 0.5099 | 0.7101 | 0.8181 | 0.8817 | 0.9348 | 0.8374 | 0.8767 | 0.5382 | 0.9085 | 0.8531 | 0.7782 | 0.8722 | 0.6903 | 0.7680 | 0.3917 | 0.7992 | 0.7114 | 0.7378 | | 0.1172 | 11.08 | 4100 | 0.5336 | 0.7054 | 0.8088 | 0.8794 | 0.9448 | 0.8377 | 0.8661 | 0.5007 | 0.9066 | 0.8568 | 0.7493 | 0.8678 | 0.6831 | 0.7684 | 0.3967 | 0.7963 | 0.7119 | 0.7139 | | 0.0705 | 11.14 | 4120 | 0.5258 | 0.7049 | 0.8014 | 0.8798 | 0.9424 | 0.8152 | 0.8762 | 0.4608 | 0.9168 | 0.8534 | 0.7447 | 0.8689 | 0.6900 | 0.7707 | 0.3883 | 0.7960 | 0.7123 | 0.7084 | | 0.1683 | 11.19 | 4140 | 0.4890 | 0.7091 | 0.8063 | 0.8829 | 0.9440 | 0.7922 | 0.8761 | 0.4739 | 0.9035 | 0.8588 | 0.7957 | 0.8690 | 0.6781 | 0.7642 | 0.3927 | 0.8021 | 0.7156 | 0.7418 | | 0.0792 | 11.24 | 4160 | 0.5043 | 0.7072 | 0.8172 | 0.8798 | 0.9436 | 0.8273 | 0.8587 | 0.5521 | 0.8918 | 0.8655 | 0.7812 | 0.8713 | 0.6821 | 0.7606 | 0.3962 | 0.7943 | 0.7169 | 0.7292 | | 0.1486 | 11.3 | 4180 | 0.5367 | 0.7052 | 0.8043 | 0.8783 | 0.9389 | 0.7943 | 0.8553 | 0.5066 | 0.9108 | 0.8652 | 0.7592 | 0.8733 | 0.6778 | 0.7633 | 0.4170 | 0.7877 | 0.7134 | 0.7040 | | 0.2621 | 11.35 | 4200 | 0.5333 | 0.7016 | 0.8055 | 0.8770 | 0.9428 | 0.8055 | 0.8440 | 0.5177 | 0.9030 | 0.8714 | 0.7542 | 0.8717 | 0.6815 | 0.7596 | 0.3952 | 0.7884 | 0.7123 | 0.7029 | | 0.1573 | 11.41 | 4220 | 0.5311 | 0.7036 | 0.8070 | 0.8775 | 0.9407 | 0.8258 | 0.8659 | 0.4995 | 0.9045 | 0.8626 | 0.7499 | 0.8707 | 0.6917 | 0.7638 | 0.3966 | 0.7893 | 0.7121 | 0.7007 | | 0.1706 | 11.46 | 4240 | 0.5298 | 0.7062 | 0.8133 | 0.8774 | 0.9385 | 0.8210 | 0.8889 | 0.5300 | 0.8954 | 0.8700 | 0.7495 | 0.8715 | 0.6947 | 0.7709 | 0.4077 | 0.7856 | 0.7115 | 0.7016 | | 0.2682 | 11.51 | 4260 | 0.5481 | 0.7082 | 0.8057 | 0.8801 | 0.9444 | 0.8204 | 0.8799 | 0.4890 | 0.9099 | 0.8406 | 0.7554 | 0.8715 | 0.6969 | 0.7734 | 0.3951 | 0.7902 | 0.7176 | 0.7128 | | 0.1008 | 11.57 | 4280 | 0.5343 | 0.7053 | 0.8131 | 0.8770 | 0.9272 | 0.7950 | 0.8888 | 0.5527 | 0.9074 | 0.8655 | 0.7551 | 0.8723 | 0.6802 | 0.7748 | 0.4058 | 0.7848 | 0.7189 | 0.7000 | | 0.2386 | 11.62 | 4300 | 0.5017 | 0.7097 | 0.8228 | 0.8813 | 0.9308 | 0.7722 | 0.8942 | 0.5822 | 0.8842 | 0.8695 | 0.8265 | 0.8662 | 0.6711 | 0.7772 | 0.3790 | 0.8012 | 0.7206 | 0.7526 | | 0.1102 | 11.68 | 4320 | 0.4944 | 0.7106 | 0.8179 | 0.8823 | 0.9286 | 0.8126 | 0.8744 | 0.5304 | 0.9009 | 0.8469 | 0.8317 | 0.8592 | 0.6791 | 0.7732 | 0.3770 | 0.8077 | 0.7172 | 0.7611 | | 0.1461 | 11.73 | 4340 | 0.5308 | 0.7016 | 0.8080 | 0.8756 | 0.9270 | 0.8166 | 0.8748 | 0.5144 | 0.9086 | 0.8492 | 0.7654 | 0.8572 | 0.6779 | 0.7672 | 0.3964 | 0.7956 | 0.7171 | 0.6998 | | 0.1593 | 11.78 | 4360 | 0.5414 | 0.7097 | 0.8131 | 0.8799 | 0.9415 | 0.8112 | 0.8727 | 0.5428 | 0.9044 | 0.8635 | 0.7555 | 0.8653 | 0.6940 | 0.7638 | 0.4048 | 0.7962 | 0.7219 | 0.7224 | | 0.1039 | 11.84 | 4380 | 0.5111 | 0.7156 | 0.8199 | 0.8830 | 0.9364 | 0.8319 | 0.8651 | 0.5438 | 0.9069 | 0.8736 | 0.7819 | 0.8673 | 0.6925 | 0.7635 | 0.4138 | 0.7998 | 0.7295 | 0.7431 | | 0.3453 | 11.89 | 4400 | 0.5305 | 0.7131 | 0.8093 | 0.8818 | 0.9432 | 0.8346 | 0.8722 | 0.4977 | 0.9165 | 0.8497 | 0.7513 | 0.8652 | 0.6879 | 0.7682 | 0.4254 | 0.7981 | 0.7278 | 0.7194 | | 0.15 | 11.95 | 4420 | 0.4693 | 0.7259 | 0.8316 | 0.8903 | 0.9435 | 0.8364 | 0.8837 | 0.5534 | 0.8908 | 0.8672 | 0.8460 | 0.8715 | 0.6885 | 0.7678 | 0.4070 | 0.8116 | 0.7273 | 0.8075 | | 0.1132 | 12.0 | 4440 | 0.4752 | 0.7248 | 0.8355 | 0.8893 | 0.9381 | 0.8157 | 0.8643 | 0.6057 | 0.8898 | 0.8787 | 0.8560 | 0.8722 | 0.6864 | 0.7675 | 0.3969 | 0.8100 | 0.7267 | 0.8141 | | 0.2272 | 12.05 | 4460 | 0.4776 | 0.7244 | 0.8240 | 0.8911 | 0.9364 | 0.7727 | 0.8572 | 0.5785 | 0.9150 | 0.8516 | 0.8565 | 0.8748 | 0.6708 | 0.7655 | 0.4108 | 0.8158 | 0.7212 | 0.8117 | | 0.1862 | 12.11 | 4480 | 0.4954 | 0.7204 | 0.8241 | 0.8878 | 0.9394 | 0.8316 | 0.8658 | 0.5470 | 0.9084 | 0.8582 | 0.8186 | 0.8730 | 0.6965 | 0.7638 | 0.4046 | 0.8122 | 0.7081 | 0.7845 | | 0.1436 | 12.16 | 4500 | 0.5070 | 0.7154 | 0.8182 | 0.8840 | 0.9417 | 0.8228 | 0.8489 | 0.5516 | 0.9087 | 0.8635 | 0.7903 | 0.8700 | 0.6895 | 0.7569 | 0.4171 | 0.8040 | 0.7163 | 0.7537 | | 0.1581 | 12.22 | 4520 | 0.4918 | 0.7174 | 0.8263 | 0.8842 | 0.9284 | 0.8167 | 0.8722 | 0.5734 | 0.9050 | 0.8823 | 0.8058 | 0.8716 | 0.6850 | 0.7606 | 0.4183 | 0.8006 | 0.7239 | 0.7619 | | 0.2003 | 12.27 | 4540 | 0.5508 | 0.7075 | 0.8139 | 0.8776 | 0.9303 | 0.8128 | 0.8467 | 0.5666 | 0.9128 | 0.8689 | 0.7590 | 0.8691 | 0.6917 | 0.7535 | 0.4125 | 0.7878 | 0.7209 | 0.7167 | | 0.1785 | 12.32 | 4560 | 0.4795 | 0.7141 | 0.8262 | 0.8825 | 0.9354 | 0.8445 | 0.8594 | 0.5835 | 0.9014 | 0.8716 | 0.7876 | 0.8715 | 0.6871 | 0.7638 | 0.4103 | 0.7987 | 0.7186 | 0.7488 | | 0.0645 | 12.38 | 4580 | 0.4897 | 0.7221 | 0.8265 | 0.8875 | 0.9328 | 0.8254 | 0.8690 | 0.5660 | 0.9127 | 0.8652 | 0.8145 | 0.8731 | 0.6958 | 0.7662 | 0.4194 | 0.8097 | 0.7179 | 0.7727 | | 0.0784 | 12.43 | 4600 | 0.5016 | 0.7248 | 0.8310 | 0.8896 | 0.9303 | 0.8241 | 0.8822 | 0.5576 | 0.9062 | 0.8807 | 0.8362 | 0.8728 | 0.6910 | 0.7655 | 0.4182 | 0.8151 | 0.7209 | 0.7901 | | 0.1183 | 12.49 | 4620 | 0.5362 | 0.7072 | 0.8020 | 0.8802 | 0.9433 | 0.8042 | 0.8626 | 0.4774 | 0.9161 | 0.8566 | 0.7538 | 0.8702 | 0.6923 | 0.7646 | 0.3956 | 0.7930 | 0.7202 | 0.7145 | | 0.2538 | 12.54 | 4640 | 0.5996 | 0.7075 | 0.8150 | 0.8784 | 0.9358 | 0.8371 | 0.8669 | 0.5344 | 0.9051 | 0.8757 | 0.7496 | 0.8722 | 0.6942 | 0.7627 | 0.4062 | 0.7872 | 0.7139 | 0.7161 | | 0.1557 | 12.59 | 4660 | 0.5350 | 0.7070 | 0.8149 | 0.8787 | 0.9377 | 0.8244 | 0.8555 | 0.5539 | 0.9038 | 0.8654 | 0.7638 | 0.8742 | 0.6887 | 0.7628 | 0.4033 | 0.7875 | 0.7079 | 0.7249 | | 0.3497 | 12.65 | 4680 | 0.4915 | 0.7138 | 0.8195 | 0.8835 | 0.9416 | 0.8156 | 0.8645 | 0.5468 | 0.8973 | 0.8716 | 0.7994 | 0.8758 | 0.6877 | 0.7662 | 0.4042 | 0.7962 | 0.7115 | 0.7552 | | 0.1298 | 12.7 | 4700 | 0.4880 | 0.7154 | 0.8223 | 0.8841 | 0.9379 | 0.7987 | 0.8712 | 0.5789 | 0.9026 | 0.8717 | 0.7947 | 0.8782 | 0.6819 | 0.7713 | 0.4105 | 0.7964 | 0.7150 | 0.7545 | | 0.248 | 12.76 | 4720 | 0.5498 | 0.7106 | 0.8102 | 0.8817 | 0.9356 | 0.8214 | 0.8667 | 0.5055 | 0.9203 | 0.8617 | 0.7605 | 0.8763 | 0.6887 | 0.7685 | 0.4113 | 0.7928 | 0.7108 | 0.7255 | | 0.0969 | 12.81 | 4740 | 0.5653 | 0.7107 | 0.8169 | 0.8805 | 0.9369 | 0.8377 | 0.8712 | 0.5441 | 0.9098 | 0.8652 | 0.7536 | 0.8739 | 0.6900 | 0.7678 | 0.4176 | 0.7918 | 0.7133 | 0.7204 | | 0.1095 | 12.86 | 4760 | 0.5436 | 0.7105 | 0.8125 | 0.8808 | 0.9459 | 0.8153 | 0.8896 | 0.5127 | 0.8978 | 0.8735 | 0.7524 | 0.8727 | 0.6978 | 0.7675 | 0.4101 | 0.7922 | 0.7139 | 0.7190 | | 0.1964 | 12.92 | 4780 | 0.6304 | 0.7005 | 0.8044 | 0.8752 | 0.9413 | 0.8388 | 0.8647 | 0.5172 | 0.9168 | 0.8495 | 0.7027 | 0.8674 | 0.6873 | 0.7677 | 0.4157 | 0.7904 | 0.7023 | 0.6725 | | 0.1341 | 12.97 | 4800 | 0.5768 | 0.7055 | 0.8045 | 0.8782 | 0.9402 | 0.8154 | 0.8773 | 0.4902 | 0.9136 | 0.8653 | 0.7298 | 0.8686 | 0.6967 | 0.7681 | 0.4123 | 0.7939 | 0.7056 | 0.6930 | | 0.1123 | 13.03 | 4820 | 0.5759 | 0.7002 | 0.8034 | 0.8755 | 0.9434 | 0.8259 | 0.8765 | 0.4800 | 0.9013 | 0.8750 | 0.7221 | 0.8651 | 0.6934 | 0.7657 | 0.3973 | 0.7897 | 0.7014 | 0.6886 | | 0.1658 | 13.08 | 4840 | 0.5776 | 0.7006 | 0.8076 | 0.8748 | 0.9364 | 0.8288 | 0.8806 | 0.5232 | 0.9092 | 0.8625 | 0.7121 | 0.8665 | 0.6883 | 0.7674 | 0.4129 | 0.7891 | 0.7019 | 0.6778 | | 0.1839 | 13.14 | 4860 | 0.5867 | 0.6981 | 0.8042 | 0.8744 | 0.9386 | 0.8375 | 0.8730 | 0.4946 | 0.9098 | 0.8683 | 0.7075 | 0.8647 | 0.6890 | 0.7616 | 0.4011 | 0.7914 | 0.7040 | 0.6747 | | 0.1099 | 13.19 | 4880 | 0.6082 | 0.6983 | 0.8013 | 0.8742 | 0.9445 | 0.8159 | 0.8635 | 0.5103 | 0.9103 | 0.8655 | 0.6990 | 0.8639 | 0.6907 | 0.7644 | 0.4066 | 0.7923 | 0.7000 | 0.6699 | | 0.3081 | 13.24 | 4900 | 0.5948 | 0.6993 | 0.8048 | 0.8745 | 0.9346 | 0.8352 | 0.8682 | 0.5033 | 0.9140 | 0.8640 | 0.7146 | 0.8655 | 0.6920 | 0.7625 | 0.4031 | 0.7891 | 0.7025 | 0.6804 | | 0.0714 | 13.3 | 4920 | 0.5051 | 0.7049 | 0.8191 | 0.8782 | 0.9342 | 0.8449 | 0.8754 | 0.5468 | 0.8989 | 0.8811 | 0.7522 | 0.8685 | 0.6846 | 0.7704 | 0.3944 | 0.7956 | 0.7036 | 0.7175 | | 0.2305 | 13.35 | 4940 | 0.5408 | 0.7004 | 0.8093 | 0.8756 | 0.9396 | 0.8220 | 0.8793 | 0.5384 | 0.9057 | 0.8616 | 0.7183 | 0.8691 | 0.6900 | 0.7697 | 0.3954 | 0.7909 | 0.7016 | 0.6861 | | 0.2512 | 13.41 | 4960 | 0.5822 | 0.6990 | 0.8107 | 0.8738 | 0.9390 | 0.8140 | 0.8907 | 0.5550 | 0.8980 | 0.8683 | 0.7096 | 0.8679 | 0.6899 | 0.7657 | 0.4019 | 0.7876 | 0.7041 | 0.6757 | | 0.1393 | 13.46 | 4980 | 0.5820 | 0.6959 | 0.8083 | 0.8723 | 0.9446 | 0.8042 | 0.8774 | 0.5541 | 0.8882 | 0.8804 | 0.7092 | 0.8667 | 0.6888 | 0.7699 | 0.3841 | 0.7838 | 0.7022 | 0.6755 | | 0.9497 | 13.51 | 5000 | 0.5431 | 0.6950 | 0.8085 | 0.8726 | 0.9424 | 0.8437 | 0.8893 | 0.5207 | 0.8900 | 0.8553 | 0.7182 | 0.8657 | 0.6915 | 0.7660 | 0.3743 | 0.7847 | 0.7006 | 0.6824 | | 0.0806 | 13.57 | 5020 | 0.5681 | 0.6932 | 0.8071 | 0.8730 | 0.9460 | 0.8298 | 0.8792 | 0.5086 | 0.8840 | 0.8783 | 0.7235 | 0.8651 | 0.6882 | 0.7591 | 0.3640 | 0.7898 | 0.6952 | 0.6910 | | 0.1022 | 13.62 | 5040 | 0.6025 | 0.7020 | 0.8031 | 0.8773 | 0.9384 | 0.8149 | 0.8617 | 0.5091 | 0.9205 | 0.8461 | 0.7313 | 0.8709 | 0.6938 | 0.7583 | 0.3988 | 0.7930 | 0.7026 | 0.6969 | | 0.184 | 13.68 | 5060 | 0.5221 | 0.7129 | 0.8152 | 0.8834 | 0.9440 | 0.8107 | 0.8484 | 0.5483 | 0.9078 | 0.8577 | 0.7891 | 0.8723 | 0.6916 | 0.7579 | 0.4009 | 0.8017 | 0.7134 | 0.7525 | | 0.1923 | 13.73 | 5080 | 0.5278 | 0.7074 | 0.8231 | 0.8794 | 0.9363 | 0.8139 | 0.8365 | 0.6253 | 0.8986 | 0.8638 | 0.7869 | 0.8725 | 0.6876 | 0.7527 | 0.3841 | 0.7960 | 0.7094 | 0.7491 | | 0.1851 | 13.78 | 5100 | 0.5243 | 0.7208 | 0.8293 | 0.8880 | 0.9352 | 0.8263 | 0.8504 | 0.5776 | 0.9032 | 0.8726 | 0.8400 | 0.8708 | 0.6909 | 0.7572 | 0.4059 | 0.8167 | 0.7142 | 0.7900 | | 0.0883 | 13.84 | 5120 | 0.5024 | 0.7236 | 0.8229 | 0.8902 | 0.9409 | 0.7976 | 0.8571 | 0.5421 | 0.9083 | 0.8774 | 0.8370 | 0.8729 | 0.6898 | 0.7625 | 0.4175 | 0.8193 | 0.7105 | 0.7929 | | 0.195 | 13.89 | 5140 | 0.4746 | 0.7218 | 0.8266 | 0.8886 | 0.9399 | 0.8212 | 0.8697 | 0.5583 | 0.9008 | 0.8562 | 0.8400 | 0.8729 | 0.6952 | 0.7671 | 0.4038 | 0.8141 | 0.7114 | 0.7878 | | 0.0844 | 13.95 | 5160 | 0.4909 | 0.7205 | 0.8265 | 0.8880 | 0.9351 | 0.8371 | 0.8583 | 0.5528 | 0.9070 | 0.8559 | 0.8395 | 0.8718 | 0.6946 | 0.7642 | 0.3979 | 0.8136 | 0.7127 | 0.7886 | | 0.1474 | 14.0 | 5180 | 0.4922 | 0.7258 | 0.8272 | 0.8905 | 0.9388 | 0.8234 | 0.8750 | 0.5452 | 0.9064 | 0.8615 | 0.8401 | 0.8720 | 0.6999 | 0.7722 | 0.4129 | 0.8181 | 0.7126 | 0.7933 | | 0.0503 | 14.05 | 5200 | 0.5318 | 0.7121 | 0.8123 | 0.8824 | 0.9386 | 0.8375 | 0.8687 | 0.4913 | 0.9146 | 0.8767 | 0.7582 | 0.8721 | 0.6998 | 0.7690 | 0.4109 | 0.7996 | 0.7093 | 0.7243 | | 1.5633 | 14.11 | 5220 | 0.5514 | 0.7080 | 0.8110 | 0.8790 | 0.9361 | 0.8298 | 0.8660 | 0.5116 | 0.9110 | 0.8762 | 0.7465 | 0.8721 | 0.6993 | 0.7625 | 0.4142 | 0.7913 | 0.7101 | 0.7068 | | 0.1624 | 14.16 | 5240 | 0.5814 | 0.7004 | 0.8080 | 0.8748 | 0.9385 | 0.8203 | 0.8895 | 0.5267 | 0.9042 | 0.8668 | 0.7101 | 0.8666 | 0.6915 | 0.7616 | 0.4128 | 0.7906 | 0.7032 | 0.6764 | | 0.1234 | 14.22 | 5260 | 0.5338 | 0.7057 | 0.8118 | 0.8776 | 0.9384 | 0.8265 | 0.8866 | 0.5304 | 0.9078 | 0.8708 | 0.7222 | 0.8691 | 0.6993 | 0.7745 | 0.4113 | 0.7951 | 0.7052 | 0.6853 | | 0.0554 | 14.27 | 5280 | 0.6325 | 0.7015 | 0.8086 | 0.8754 | 0.9377 | 0.8343 | 0.8675 | 0.5338 | 0.9147 | 0.8722 | 0.6998 | 0.8688 | 0.6954 | 0.7702 | 0.4123 | 0.7921 | 0.7013 | 0.6701 | | 0.115 | 14.32 | 5300 | 0.4993 | 0.7210 | 0.8234 | 0.8861 | 0.9333 | 0.8439 | 0.8784 | 0.5337 | 0.9141 | 0.8679 | 0.7922 | 0.8755 | 0.6996 | 0.7750 | 0.4152 | 0.7987 | 0.7285 | 0.7545 | | 0.1561 | 14.38 | 5320 | 0.5592 | 0.7135 | 0.8152 | 0.8818 | 0.9352 | 0.8277 | 0.8701 | 0.5345 | 0.9173 | 0.8638 | 0.7574 | 0.8746 | 0.7009 | 0.7720 | 0.4173 | 0.7938 | 0.7157 | 0.7203 | | 0.0848 | 14.43 | 5340 | 0.5579 | 0.7164 | 0.8164 | 0.8833 | 0.9436 | 0.8026 | 0.8806 | 0.5433 | 0.9054 | 0.8765 | 0.7631 | 0.8745 | 0.6958 | 0.7746 | 0.4219 | 0.7952 | 0.7242 | 0.7287 | | 0.1941 | 14.49 | 5360 | 0.5586 | 0.7189 | 0.8199 | 0.8843 | 0.9371 | 0.8163 | 0.8892 | 0.5516 | 0.9127 | 0.8632 | 0.7692 | 0.8737 | 0.6961 | 0.7774 | 0.4221 | 0.7964 | 0.7319 | 0.7347 | | 0.1339 | 14.54 | 5380 | 0.5690 | 0.7114 | 0.8206 | 0.8800 | 0.9383 | 0.8260 | 0.8833 | 0.5868 | 0.9054 | 0.8599 | 0.7444 | 0.8714 | 0.6967 | 0.7769 | 0.4115 | 0.7933 | 0.7164 | 0.7138 | | 0.1054 | 14.59 | 5400 | 0.5522 | 0.7119 | 0.8216 | 0.8797 | 0.9407 | 0.8214 | 0.8717 | 0.5864 | 0.8963 | 0.8839 | 0.7510 | 0.8725 | 0.6988 | 0.7761 | 0.4120 | 0.7897 | 0.7169 | 0.7175 | | 0.1314 | 14.65 | 5420 | 0.5695 | 0.7134 | 0.8164 | 0.8815 | 0.9420 | 0.8324 | 0.8740 | 0.5469 | 0.9087 | 0.8569 | 0.7540 | 0.8724 | 0.6957 | 0.7754 | 0.4228 | 0.7945 | 0.7145 | 0.7183 | | 0.2918 | 14.7 | 5440 | 0.5720 | 0.7115 | 0.8167 | 0.8806 | 0.9385 | 0.8318 | 0.8726 | 0.5263 | 0.9036 | 0.8930 | 0.7509 | 0.8738 | 0.6959 | 0.7796 | 0.4111 | 0.7905 | 0.7138 | 0.7155 | | 0.1543 | 14.76 | 5460 | 0.5569 | 0.7137 | 0.8163 | 0.8817 | 0.9396 | 0.8374 | 0.8688 | 0.5230 | 0.9078 | 0.8829 | 0.7549 | 0.8741 | 0.6978 | 0.7713 | 0.4232 | 0.7927 | 0.7180 | 0.7187 | | 0.1186 | 14.81 | 5480 | 0.5482 | 0.7212 | 0.8233 | 0.8853 | 0.9366 | 0.8389 | 0.8538 | 0.5453 | 0.9084 | 0.8849 | 0.7954 | 0.8771 | 0.6978 | 0.7658 | 0.4222 | 0.7920 | 0.7386 | 0.7551 | | 0.1624 | 14.86 | 5500 | 0.5372 | 0.7189 | 0.8240 | 0.8842 | 0.9355 | 0.8337 | 0.8733 | 0.5587 | 0.9046 | 0.8694 | 0.7930 | 0.8756 | 0.6953 | 0.7717 | 0.4070 | 0.7904 | 0.7386 | 0.7533 | | 0.9141 | 14.92 | 5520 | 0.5415 | 0.7166 | 0.8202 | 0.8832 | 0.9415 | 0.8160 | 0.8734 | 0.5625 | 0.9007 | 0.8602 | 0.7873 | 0.8744 | 0.6917 | 0.7683 | 0.4067 | 0.7896 | 0.7359 | 0.7495 | | 0.1429 | 14.97 | 5540 | 0.5310 | 0.7171 | 0.8185 | 0.8837 | 0.9397 | 0.8161 | 0.8610 | 0.5489 | 0.9098 | 0.8795 | 0.7743 | 0.8751 | 0.6908 | 0.7675 | 0.4220 | 0.7939 | 0.7309 | 0.7396 | | 0.21 | 15.03 | 5560 | 0.4918 | 0.7230 | 0.8230 | 0.8871 | 0.9395 | 0.8298 | 0.8797 | 0.5404 | 0.9100 | 0.8671 | 0.7944 | 0.8748 | 0.6930 | 0.7726 | 0.4246 | 0.7999 | 0.7373 | 0.7586 | | 0.1884 | 15.08 | 5580 | 0.5099 | 0.7153 | 0.8160 | 0.8831 | 0.9437 | 0.8006 | 0.8602 | 0.5582 | 0.9087 | 0.8716 | 0.7686 | 0.8741 | 0.6895 | 0.7719 | 0.4206 | 0.7963 | 0.7214 | 0.7331 | | 0.1516 | 15.14 | 5600 | 0.5335 | 0.7137 | 0.8168 | 0.8823 | 0.9372 | 0.8281 | 0.8823 | 0.5498 | 0.9161 | 0.8459 | 0.7585 | 0.8757 | 0.6937 | 0.7763 | 0.4186 | 0.7949 | 0.7140 | 0.7230 | | 0.1574 | 15.19 | 5620 | 0.5654 | 0.7136 | 0.8156 | 0.8818 | 0.9410 | 0.8196 | 0.8757 | 0.5507 | 0.9120 | 0.8582 | 0.7521 | 0.8756 | 0.6989 | 0.7708 | 0.4237 | 0.7942 | 0.7134 | 0.7186 | | 0.0803 | 15.24 | 5640 | 0.5721 | 0.7136 | 0.8178 | 0.8815 | 0.9429 | 0.8285 | 0.8653 | 0.5589 | 0.9080 | 0.8754 | 0.7458 | 0.8739 | 0.6983 | 0.7693 | 0.4272 | 0.7956 | 0.7165 | 0.7142 | | 0.1424 | 15.3 | 5660 | 0.5583 | 0.7127 | 0.8150 | 0.8812 | 0.9406 | 0.8168 | 0.8676 | 0.5656 | 0.9163 | 0.8526 | 0.7456 | 0.8734 | 0.6944 | 0.7721 | 0.4269 | 0.7956 | 0.7123 | 0.7142 | | 0.0757 | 15.35 | 5680 | 0.5655 | 0.7106 | 0.8140 | 0.8803 | 0.9388 | 0.8168 | 0.8697 | 0.5482 | 0.9116 | 0.8631 | 0.7501 | 0.8729 | 0.6917 | 0.7703 | 0.4162 | 0.7925 | 0.7139 | 0.7164 | | 0.1092 | 15.41 | 5700 | 0.5550 | 0.7114 | 0.8160 | 0.8808 | 0.9429 | 0.8282 | 0.8617 | 0.5558 | 0.9075 | 0.8621 | 0.7535 | 0.8742 | 0.6944 | 0.7703 | 0.4152 | 0.7926 | 0.7138 | 0.7195 | | 0.1833 | 15.46 | 5720 | 0.4969 | 0.7304 | 0.8307 | 0.8930 | 0.9412 | 0.8311 | 0.8812 | 0.5391 | 0.9056 | 0.8764 | 0.8401 | 0.8759 | 0.6980 | 0.7712 | 0.4282 | 0.8201 | 0.7182 | 0.8013 | | 0.0929 | 15.51 | 5740 | 0.5019 | 0.7272 | 0.8228 | 0.8918 | 0.9443 | 0.8274 | 0.8651 | 0.5131 | 0.9135 | 0.8714 | 0.8244 | 0.8757 | 0.6980 | 0.7731 | 0.4210 | 0.8170 | 0.7180 | 0.7873 | | 0.1537 | 15.57 | 5760 | 0.5682 | 0.7139 | 0.8192 | 0.8818 | 0.9327 | 0.8587 | 0.8672 | 0.5456 | 0.9196 | 0.8503 | 0.7602 | 0.8732 | 0.6913 | 0.7723 | 0.4284 | 0.7955 | 0.7165 | 0.7204 | | 0.0488 | 15.62 | 5780 | 0.5516 | 0.7133 | 0.8158 | 0.8819 | 0.9407 | 0.8418 | 0.8711 | 0.5235 | 0.9096 | 0.8678 | 0.7562 | 0.8725 | 0.6953 | 0.7739 | 0.4228 | 0.7961 | 0.7140 | 0.7185 | | 0.1074 | 15.68 | 5800 | 0.5703 | 0.7111 | 0.8162 | 0.8808 | 0.9394 | 0.8297 | 0.8875 | 0.5129 | 0.8991 | 0.8886 | 0.7560 | 0.8723 | 0.6930 | 0.7699 | 0.4142 | 0.7925 | 0.7174 | 0.7185 | | 0.0859 | 15.73 | 5820 | 0.6073 | 0.7116 | 0.8095 | 0.8817 | 0.9371 | 0.8186 | 0.8766 | 0.5036 | 0.9199 | 0.8565 | 0.7546 | 0.8715 | 0.6931 | 0.7697 | 0.4136 | 0.7964 | 0.7204 | 0.7164 | | 0.1068 | 15.78 | 5840 | 0.5386 | 0.7113 | 0.8205 | 0.8807 | 0.9382 | 0.8395 | 0.8582 | 0.5640 | 0.9029 | 0.8745 | 0.7664 | 0.8724 | 0.6948 | 0.7691 | 0.3998 | 0.7936 | 0.7235 | 0.7259 | | 0.1288 | 15.84 | 5860 | 0.5640 | 0.7078 | 0.8112 | 0.8790 | 0.9459 | 0.8185 | 0.8664 | 0.5460 | 0.9050 | 0.8530 | 0.7438 | 0.8705 | 0.6968 | 0.7707 | 0.3983 | 0.7905 | 0.7155 | 0.7125 | | 0.161 | 15.89 | 5880 | 0.6023 | 0.7055 | 0.8088 | 0.8782 | 0.9439 | 0.8222 | 0.8378 | 0.5346 | 0.9084 | 0.8665 | 0.7484 | 0.8716 | 0.6953 | 0.7624 | 0.3912 | 0.7886 | 0.7156 | 0.7141 | | 0.2896 | 15.95 | 5900 | 0.6422 | 0.7098 | 0.8131 | 0.8799 | 0.9374 | 0.8238 | 0.8658 | 0.5354 | 0.9128 | 0.8696 | 0.7469 | 0.8726 | 0.6964 | 0.7694 | 0.4089 | 0.7913 | 0.7165 | 0.7133 | | 0.1331 | 16.0 | 5920 | 0.6165 | 0.7120 | 0.8111 | 0.8815 | 0.9381 | 0.8166 | 0.8853 | 0.5089 | 0.9154 | 0.8665 | 0.7471 | 0.8742 | 0.6978 | 0.7667 | 0.4211 | 0.7942 | 0.7162 | 0.7140 | | 0.0851 | 16.05 | 5940 | 0.5548 | 0.7146 | 0.8151 | 0.8835 | 0.9402 | 0.8268 | 0.8766 | 0.5103 | 0.9110 | 0.8780 | 0.7630 | 0.8772 | 0.6979 | 0.7719 | 0.4141 | 0.7961 | 0.7195 | 0.7256 | | 0.1627 | 16.11 | 5960 | 0.6263 | 0.7120 | 0.8142 | 0.8817 | 0.9388 | 0.8262 | 0.8748 | 0.5333 | 0.9158 | 0.8616 | 0.7488 | 0.8774 | 0.6959 | 0.7727 | 0.4138 | 0.7927 | 0.7140 | 0.7176 | | 0.1197 | 16.16 | 5980 | 0.5825 | 0.7085 | 0.8212 | 0.8792 | 0.9366 | 0.8377 | 0.8605 | 0.5824 | 0.9000 | 0.8640 | 0.7672 | 0.8767 | 0.6925 | 0.7708 | 0.3867 | 0.7857 | 0.7185 | 0.7288 | | 0.5273 | 16.22 | 6000 | 0.5988 | 0.7157 | 0.8174 | 0.8830 | 0.9368 | 0.8146 | 0.8820 | 0.5475 | 0.9120 | 0.8567 | 0.7720 | 0.8767 | 0.6938 | 0.7706 | 0.4224 | 0.7928 | 0.7219 | 0.7321 | | 0.1381 | 16.27 | 6020 | 0.5692 | 0.7150 | 0.8190 | 0.8827 | 0.9362 | 0.8343 | 0.8639 | 0.5474 | 0.9134 | 0.8709 | 0.7665 | 0.8773 | 0.6931 | 0.7721 | 0.4248 | 0.7940 | 0.7158 | 0.7276 | | 0.0793 | 16.32 | 6040 | 0.5893 | 0.7136 | 0.8163 | 0.8818 | 0.9345 | 0.8222 | 0.8708 | 0.5475 | 0.9168 | 0.8616 | 0.7604 | 0.8758 | 0.6929 | 0.7744 | 0.4245 | 0.7928 | 0.7118 | 0.7232 | | 0.0582 | 16.38 | 6060 | 0.7212 | 0.7032 | 0.8038 | 0.8757 | 0.9439 | 0.8061 | 0.8635 | 0.5485 | 0.9181 | 0.8428 | 0.7036 | 0.8632 | 0.6901 | 0.7688 | 0.4265 | 0.7936 | 0.7034 | 0.6770 | | 0.1339 | 16.43 | 6080 | 0.5848 | 0.7123 | 0.8164 | 0.8810 | 0.9412 | 0.8312 | 0.8795 | 0.5399 | 0.9070 | 0.8696 | 0.7461 | 0.8715 | 0.6968 | 0.7737 | 0.4204 | 0.7956 | 0.7149 | 0.7131 | | 0.1311 | 16.49 | 6100 | 0.6171 | 0.7109 | 0.8072 | 0.8811 | 0.9419 | 0.8082 | 0.8586 | 0.5156 | 0.9201 | 0.8596 | 0.7466 | 0.8714 | 0.6964 | 0.7690 | 0.4151 | 0.7955 | 0.7154 | 0.7138 | | 0.0856 | 16.54 | 6120 | 0.6195 | 0.7095 | 0.8073 | 0.8804 | 0.9374 | 0.8099 | 0.8548 | 0.5201 | 0.9239 | 0.8550 | 0.7499 | 0.8722 | 0.6938 | 0.7662 | 0.4083 | 0.7932 | 0.7162 | 0.7163 | | 0.8163 | 16.59 | 6140 | 0.5405 | 0.7141 | 0.8122 | 0.8836 | 0.9403 | 0.8288 | 0.8689 | 0.5015 | 0.9177 | 0.8631 | 0.7647 | 0.8734 | 0.6956 | 0.7713 | 0.4100 | 0.7994 | 0.7193 | 0.7294 | | 0.0893 | 16.65 | 6160 | 0.5658 | 0.7105 | 0.8122 | 0.8809 | 0.9414 | 0.8283 | 0.8689 | 0.5119 | 0.9088 | 0.8746 | 0.7517 | 0.8725 | 0.6944 | 0.7686 | 0.4096 | 0.7936 | 0.7184 | 0.7168 | | 0.0869 | 16.7 | 6180 | 0.5834 | 0.7103 | 0.8113 | 0.8811 | 0.9394 | 0.8424 | 0.8676 | 0.4995 | 0.9163 | 0.8702 | 0.7437 | 0.8731 | 0.6978 | 0.7695 | 0.4088 | 0.7950 | 0.7158 | 0.7120 | | 0.161 | 16.76 | 6200 | 0.5759 | 0.7121 | 0.8129 | 0.8817 | 0.9404 | 0.8337 | 0.8744 | 0.5100 | 0.9125 | 0.8678 | 0.7516 | 0.8738 | 0.6992 | 0.7728 | 0.4140 | 0.7951 | 0.7147 | 0.7154 | | 0.1898 | 16.81 | 6220 | 0.5838 | 0.7121 | 0.8098 | 0.8821 | 0.9413 | 0.8366 | 0.8608 | 0.5007 | 0.9211 | 0.8593 | 0.7492 | 0.8740 | 0.6970 | 0.7721 | 0.4164 | 0.7967 | 0.7128 | 0.7156 | | 2.3534 | 16.86 | 6240 | 0.5930 | 0.7118 | 0.8086 | 0.8822 | 0.9427 | 0.8268 | 0.8857 | 0.4846 | 0.9158 | 0.8565 | 0.7483 | 0.8732 | 0.6989 | 0.7740 | 0.4120 | 0.7968 | 0.7125 | 0.7153 | | 0.0658 | 16.92 | 6260 | 0.5076 | 0.7169 | 0.8225 | 0.8842 | 0.9412 | 0.8316 | 0.8670 | 0.5666 | 0.9066 | 0.8665 | 0.7779 | 0.8747 | 0.6946 | 0.7772 | 0.4169 | 0.8013 | 0.7137 | 0.7397 | | 0.1386 | 16.97 | 6280 | 0.5100 | 0.7244 | 0.8309 | 0.8893 | 0.9373 | 0.8286 | 0.8770 | 0.5876 | 0.9056 | 0.8446 | 0.8356 | 0.8735 | 0.6964 | 0.7752 | 0.4061 | 0.8133 | 0.7103 | 0.7960 | | 0.0797 | 17.03 | 6300 | 0.4916 | 0.7254 | 0.8309 | 0.8904 | 0.9378 | 0.8263 | 0.8680 | 0.5825 | 0.9079 | 0.8548 | 0.8389 | 0.8751 | 0.6940 | 0.7768 | 0.4061 | 0.8155 | 0.7121 | 0.7983 | | 0.1281 | 17.08 | 6320 | 0.4981 | 0.7263 | 0.8313 | 0.8909 | 0.9397 | 0.8092 | 0.8823 | 0.5861 | 0.9015 | 0.8531 | 0.8472 | 0.8762 | 0.6908 | 0.7721 | 0.4094 | 0.8148 | 0.7163 | 0.8045 | | 0.0712 | 17.14 | 6340 | 0.5308 | 0.7242 | 0.8318 | 0.8892 | 0.9362 | 0.8222 | 0.8747 | 0.5963 | 0.9033 | 0.8473 | 0.8428 | 0.8729 | 0.6944 | 0.7704 | 0.4005 | 0.8126 | 0.7158 | 0.8030 | | 0.1443 | 17.19 | 6360 | 0.5330 | 0.7112 | 0.8118 | 0.8815 | 0.9431 | 0.8179 | 0.8822 | 0.5203 | 0.9094 | 0.8550 | 0.7545 | 0.8727 | 0.6979 | 0.7716 | 0.4045 | 0.7951 | 0.7158 | 0.7210 | | 0.7862 | 17.24 | 6380 | 0.6242 | 0.7111 | 0.8107 | 0.8811 | 0.9461 | 0.8333 | 0.8621 | 0.5086 | 0.9098 | 0.8705 | 0.7442 | 0.8721 | 0.7009 | 0.7679 | 0.4137 | 0.7949 | 0.7152 | 0.7128 | | 0.1323 | 17.3 | 6400 | 0.6169 | 0.7062 | 0.8104 | 0.8782 | 0.9392 | 0.8061 | 0.8697 | 0.5477 | 0.9125 | 0.8703 | 0.7276 | 0.8739 | 0.6952 | 0.7672 | 0.4245 | 0.7943 | 0.6948 | 0.6935 | | 0.0704 | 17.35 | 6420 | 0.6165 | 0.7112 | 0.8108 | 0.8808 | 0.9378 | 0.8084 | 0.8616 | 0.5438 | 0.9205 | 0.8516 | 0.7521 | 0.8733 | 0.6905 | 0.7665 | 0.4271 | 0.7943 | 0.7113 | 0.7151 | | 0.1044 | 17.41 | 6440 | 0.5954 | 0.7101 | 0.8119 | 0.8807 | 0.9396 | 0.8048 | 0.8641 | 0.5539 | 0.9155 | 0.8492 | 0.7560 | 0.8735 | 0.6838 | 0.7672 | 0.4176 | 0.7936 | 0.7167 | 0.7183 | | 0.4188 | 17.46 | 6460 | 0.6219 | 0.7138 | 0.8113 | 0.8822 | 0.9381 | 0.8040 | 0.8722 | 0.5351 | 0.9202 | 0.8501 | 0.7597 | 0.8739 | 0.6925 | 0.7673 | 0.4190 | 0.7933 | 0.7264 | 0.7242 | | 0.0606 | 17.51 | 6480 | 0.5436 | 0.7196 | 0.8189 | 0.8850 | 0.9411 | 0.8160 | 0.8758 | 0.5394 | 0.9080 | 0.8697 | 0.7826 | 0.8745 | 0.6983 | 0.7684 | 0.4206 | 0.7967 | 0.7355 | 0.7431 | | 0.1067 | 17.57 | 6500 | 0.5200 | 0.7233 | 0.8264 | 0.8882 | 0.9433 | 0.8147 | 0.8653 | 0.5683 | 0.9000 | 0.8729 | 0.8203 | 0.8740 | 0.6962 | 0.7670 | 0.4042 | 0.8055 | 0.7336 | 0.7828 | | 0.3848 | 17.62 | 6520 | 0.4962 | 0.7292 | 0.8336 | 0.8920 | 0.9366 | 0.8121 | 0.8657 | 0.5910 | 0.9033 | 0.8612 | 0.8653 | 0.8755 | 0.6931 | 0.7688 | 0.3959 | 0.8123 | 0.7385 | 0.8205 | | 0.1252 | 17.68 | 6540 | 0.5172 | 0.7192 | 0.8187 | 0.8850 | 0.9383 | 0.8123 | 0.8679 | 0.5446 | 0.9126 | 0.8695 | 0.7854 | 0.8739 | 0.6940 | 0.7705 | 0.4168 | 0.7979 | 0.7371 | 0.7439 | | 0.1498 | 17.73 | 6560 | 0.4809 | 0.7283 | 0.8310 | 0.8920 | 0.9402 | 0.8245 | 0.8852 | 0.5427 | 0.8983 | 0.8750 | 0.8509 | 0.8728 | 0.6941 | 0.7754 | 0.4045 | 0.8164 | 0.7263 | 0.8084 | | 0.1339 | 17.78 | 6580 | 0.4834 | 0.7283 | 0.8310 | 0.8921 | 0.9358 | 0.8345 | 0.8709 | 0.5393 | 0.9060 | 0.8791 | 0.8517 | 0.8737 | 0.6922 | 0.7721 | 0.4075 | 0.8162 | 0.7265 | 0.8096 | | 0.155 | 17.84 | 6600 | 0.5174 | 0.7280 | 0.8253 | 0.8921 | 0.9397 | 0.8201 | 0.8806 | 0.5166 | 0.9097 | 0.8698 | 0.8405 | 0.8729 | 0.6928 | 0.7705 | 0.4115 | 0.8164 | 0.7283 | 0.8032 | | 0.3213 | 17.89 | 6620 | 0.5081 | 0.7286 | 0.8303 | 0.8922 | 0.9377 | 0.8294 | 0.8755 | 0.5476 | 0.9070 | 0.8652 | 0.8499 | 0.8738 | 0.6948 | 0.7714 | 0.4071 | 0.8164 | 0.7258 | 0.8106 | | 0.178 | 17.95 | 6640 | 0.5023 | 0.7329 | 0.8289 | 0.8945 | 0.9379 | 0.8278 | 0.8713 | 0.5284 | 0.9133 | 0.8571 | 0.8664 | 0.8737 | 0.6960 | 0.7717 | 0.4138 | 0.8183 | 0.7347 | 0.8219 | | 0.1809 | 18.0 | 6660 | 0.5378 | 0.7303 | 0.8290 | 0.8932 | 0.9422 | 0.8208 | 0.8670 | 0.5306 | 0.9038 | 0.8885 | 0.8499 | 0.8736 | 0.6950 | 0.7706 | 0.4134 | 0.8182 | 0.7297 | 0.8116 | | 0.1183 | 18.05 | 6680 | 0.5358 | 0.7305 | 0.8232 | 0.8940 | 0.9387 | 0.8151 | 0.8823 | 0.4934 | 0.9152 | 0.8635 | 0.8547 | 0.8726 | 0.6962 | 0.7696 | 0.4086 | 0.8196 | 0.7322 | 0.8144 | | 0.0902 | 18.11 | 6700 | 0.5166 | 0.7308 | 0.8300 | 0.8935 | 0.9395 | 0.8267 | 0.8612 | 0.5466 | 0.9113 | 0.8730 | 0.8521 | 0.8743 | 0.6937 | 0.7691 | 0.4176 | 0.8206 | 0.7297 | 0.8106 | | 0.2487 | 18.16 | 6720 | 0.5290 | 0.7296 | 0.8283 | 0.8928 | 0.9401 | 0.8130 | 0.8690 | 0.5405 | 0.9087 | 0.8849 | 0.8418 | 0.8745 | 0.6961 | 0.7675 | 0.4223 | 0.8203 | 0.7235 | 0.8032 | | 0.1186 | 18.22 | 6740 | 0.5202 | 0.7302 | 0.8264 | 0.8933 | 0.9429 | 0.7918 | 0.8686 | 0.5522 | 0.9070 | 0.8609 | 0.8612 | 0.8746 | 0.6945 | 0.7690 | 0.4091 | 0.8174 | 0.7308 | 0.8161 | | 0.3732 | 18.27 | 6760 | 0.5339 | 0.7253 | 0.8236 | 0.8912 | 0.9418 | 0.8295 | 0.8555 | 0.5244 | 0.9130 | 0.8635 | 0.8371 | 0.8738 | 0.7020 | 0.7671 | 0.4021 | 0.8184 | 0.7166 | 0.7974 | | 0.155 | 18.32 | 6780 | 0.5497 | 0.7263 | 0.8239 | 0.8913 | 0.9405 | 0.8221 | 0.8754 | 0.5133 | 0.9112 | 0.8795 | 0.8255 | 0.8741 | 0.7025 | 0.7702 | 0.4144 | 0.8192 | 0.7174 | 0.7866 | | 0.2159 | 18.38 | 6800 | 0.5251 | 0.7267 | 0.8279 | 0.8913 | 0.9412 | 0.8193 | 0.8767 | 0.5469 | 0.9052 | 0.8675 | 0.8383 | 0.8737 | 0.7002 | 0.7723 | 0.4077 | 0.8191 | 0.7180 | 0.7958 | | 0.1727 | 18.43 | 6820 | 0.5323 | 0.7267 | 0.8290 | 0.8914 | 0.9391 | 0.8435 | 0.8636 | 0.5414 | 0.9093 | 0.8668 | 0.8397 | 0.8741 | 0.7019 | 0.7696 | 0.4110 | 0.8198 | 0.7153 | 0.7952 | | 0.1184 | 18.49 | 6840 | 0.5390 | 0.7279 | 0.8275 | 0.8919 | 0.9443 | 0.8292 | 0.8675 | 0.5370 | 0.9058 | 0.8745 | 0.8344 | 0.8733 | 0.7014 | 0.7688 | 0.4164 | 0.8206 | 0.7187 | 0.7961 | | 0.1718 | 18.54 | 6860 | 0.5446 | 0.7227 | 0.8228 | 0.8885 | 0.9388 | 0.8258 | 0.8711 | 0.5280 | 0.9106 | 0.8750 | 0.8106 | 0.8737 | 0.7009 | 0.7685 | 0.4147 | 0.8117 | 0.7202 | 0.7690 | | 0.1154 | 18.59 | 6880 | 0.5651 | 0.7153 | 0.8143 | 0.8835 | 0.9458 | 0.8170 | 0.8670 | 0.5288 | 0.9084 | 0.8668 | 0.7665 | 0.8726 | 0.6994 | 0.7697 | 0.4155 | 0.7994 | 0.7197 | 0.7306 | | 0.1404 | 18.65 | 6900 | 0.5538 | 0.7159 | 0.8190 | 0.8833 | 0.9356 | 0.8293 | 0.8771 | 0.5495 | 0.9156 | 0.8586 | 0.7676 | 0.8738 | 0.6984 | 0.7709 | 0.4208 | 0.7993 | 0.7173 | 0.7309 | | 0.071 | 18.7 | 6920 | 0.5250 | 0.7262 | 0.8285 | 0.8901 | 0.9375 | 0.8250 | 0.8717 | 0.5567 | 0.9094 | 0.8740 | 0.8249 | 0.8751 | 0.7000 | 0.7706 | 0.4210 | 0.8148 | 0.7190 | 0.7828 | | 0.0938 | 18.76 | 6940 | 0.5374 | 0.7237 | 0.8247 | 0.8881 | 0.9400 | 0.8258 | 0.8701 | 0.5568 | 0.9119 | 0.8683 | 0.7999 | 0.8746 | 0.7015 | 0.7696 | 0.4281 | 0.8101 | 0.7185 | 0.7633 | | 0.1624 | 18.81 | 6960 | 0.5468 | 0.7202 | 0.8220 | 0.8855 | 0.9412 | 0.8236 | 0.8749 | 0.5559 | 0.9097 | 0.8739 | 0.7748 | 0.8744 | 0.7019 | 0.7724 | 0.4289 | 0.8040 | 0.7197 | 0.7398 | | 0.0766 | 18.86 | 6980 | 0.5889 | 0.7146 | 0.8156 | 0.8817 | 0.9370 | 0.8305 | 0.8660 | 0.5483 | 0.9193 | 0.8562 | 0.7518 | 0.8734 | 0.7006 | 0.7685 | 0.4292 | 0.7948 | 0.7190 | 0.7164 | | 0.1392 | 18.92 | 7000 | 0.5337 | 0.7193 | 0.8191 | 0.8855 | 0.9409 | 0.8197 | 0.8699 | 0.5424 | 0.9119 | 0.8666 | 0.7826 | 0.8728 | 0.6962 | 0.7700 | 0.4286 | 0.8044 | 0.7190 | 0.7442 | | 0.1355 | 18.97 | 7020 | 0.5454 | 0.7258 | 0.8283 | 0.8901 | 0.9425 | 0.8168 | 0.8598 | 0.5748 | 0.9060 | 0.8705 | 0.8279 | 0.8743 | 0.6964 | 0.7664 | 0.4196 | 0.8154 | 0.7179 | 0.7909 | | 0.1311 | 19.03 | 7040 | 0.5109 | 0.7277 | 0.8286 | 0.8915 | 0.9404 | 0.8328 | 0.8597 | 0.5547 | 0.9111 | 0.8634 | 0.8379 | 0.8740 | 0.6958 | 0.7679 | 0.4189 | 0.8177 | 0.7200 | 0.7995 | | 0.1482 | 19.08 | 7060 | 0.5200 | 0.7294 | 0.8293 | 0.8921 | 0.9414 | 0.8118 | 0.8670 | 0.5599 | 0.9054 | 0.8759 | 0.8438 | 0.8746 | 0.6977 | 0.7689 | 0.4223 | 0.8174 | 0.7217 | 0.8031 | | 0.1097 | 19.14 | 7080 | 0.5579 | 0.7150 | 0.8173 | 0.8821 | 0.9386 | 0.8159 | 0.8658 | 0.5675 | 0.9150 | 0.8629 | 0.7555 | 0.8742 | 0.6979 | 0.7698 | 0.4300 | 0.7960 | 0.7167 | 0.7205 | | 0.1646 | 19.19 | 7100 | 0.5838 | 0.7139 | 0.8143 | 0.8815 | 0.9400 | 0.8129 | 0.8633 | 0.5555 | 0.9159 | 0.8606 | 0.7518 | 0.8733 | 0.6975 | 0.7666 | 0.4313 | 0.7950 | 0.7159 | 0.7175 | | 0.0971 | 19.24 | 7120 | 0.5568 | 0.7135 | 0.8168 | 0.8816 | 0.9445 | 0.8272 | 0.8667 | 0.5603 | 0.9081 | 0.8585 | 0.7521 | 0.8726 | 0.6968 | 0.7699 | 0.4247 | 0.7961 | 0.7161 | 0.7186 | | 0.1318 | 19.3 | 7140 | 0.6116 | 0.7129 | 0.8136 | 0.8814 | 0.9422 | 0.8247 | 0.8791 | 0.5414 | 0.9141 | 0.8462 | 0.7472 | 0.8726 | 0.6966 | 0.7730 | 0.4221 | 0.7947 | 0.7176 | 0.7139 | | 0.0763 | 19.35 | 7160 | 0.5854 | 0.7149 | 0.8149 | 0.8826 | 0.9390 | 0.8274 | 0.8725 | 0.5344 | 0.9174 | 0.8576 | 0.7558 | 0.8733 | 0.6960 | 0.7707 | 0.4267 | 0.7965 | 0.7198 | 0.7214 | | 0.0788 | 19.41 | 7180 | 0.5573 | 0.7174 | 0.8149 | 0.8842 | 0.9420 | 0.8117 | 0.8622 | 0.5320 | 0.9159 | 0.8796 | 0.7609 | 0.8743 | 0.6977 | 0.7706 | 0.4311 | 0.8002 | 0.7221 | 0.7262 | | 0.1318 | 19.46 | 7200 | 0.6123 | 0.7159 | 0.8151 | 0.8830 | 0.9387 | 0.8202 | 0.8640 | 0.5288 | 0.9166 | 0.8842 | 0.7533 | 0.8745 | 0.6989 | 0.7705 | 0.4289 | 0.7975 | 0.7230 | 0.7179 | | 0.1114 | 19.51 | 7220 | 0.5467 | 0.7182 | 0.8213 | 0.8847 | 0.9439 | 0.8315 | 0.8570 | 0.5607 | 0.9081 | 0.8738 | 0.7739 | 0.8732 | 0.6985 | 0.7708 | 0.4228 | 0.8032 | 0.7214 | 0.7373 | | 0.07 | 19.57 | 7240 | 0.5694 | 0.7138 | 0.8176 | 0.8817 | 0.9386 | 0.8233 | 0.8625 | 0.5745 | 0.9159 | 0.8512 | 0.7575 | 0.8729 | 0.6989 | 0.7690 | 0.4191 | 0.7970 | 0.7168 | 0.7230 | | 0.1917 | 19.62 | 7260 | 0.5537 | 0.7195 | 0.8173 | 0.8859 | 0.9437 | 0.8205 | 0.8595 | 0.5427 | 0.9160 | 0.8555 | 0.7832 | 0.8731 | 0.7001 | 0.7673 | 0.4260 | 0.8061 | 0.7163 | 0.7480 | | 0.0786 | 19.68 | 7280 | 0.5282 | 0.7266 | 0.8297 | 0.8899 | 0.9354 | 0.8340 | 0.8717 | 0.5637 | 0.9123 | 0.8692 | 0.8213 | 0.8734 | 0.7018 | 0.7706 | 0.4258 | 0.8159 | 0.7188 | 0.7801 | | 0.1788 | 19.73 | 7300 | 0.5386 | 0.7247 | 0.8293 | 0.8889 | 0.9368 | 0.8228 | 0.8783 | 0.5741 | 0.9068 | 0.8675 | 0.8190 | 0.8735 | 0.7034 | 0.7712 | 0.4134 | 0.8130 | 0.7181 | 0.7804 | | 0.1096 | 19.78 | 7320 | 0.5480 | 0.7266 | 0.8267 | 0.8909 | 0.9418 | 0.8234 | 0.8574 | 0.5573 | 0.9114 | 0.8640 | 0.8312 | 0.8734 | 0.7014 | 0.7679 | 0.4138 | 0.8179 | 0.7169 | 0.7953 | | 1.5805 | 19.84 | 7340 | 0.5748 | 0.7261 | 0.8253 | 0.8906 | 0.9431 | 0.8027 | 0.8709 | 0.5585 | 0.9086 | 0.8687 | 0.8245 | 0.8736 | 0.6984 | 0.7696 | 0.4153 | 0.8171 | 0.7187 | 0.7903 | | 1.7115 | 19.89 | 7360 | 0.5969 | 0.7266 | 0.8303 | 0.8905 | 0.9425 | 0.8219 | 0.8725 | 0.5765 | 0.9044 | 0.8711 | 0.8233 | 0.8739 | 0.7003 | 0.7707 | 0.4141 | 0.8172 | 0.7201 | 0.7899 | | 0.0866 | 19.95 | 7380 | 0.5321 | 0.7292 | 0.8317 | 0.8920 | 0.9398 | 0.8248 | 0.8647 | 0.5692 | 0.9078 | 0.8798 | 0.8358 | 0.8751 | 0.7000 | 0.7697 | 0.4220 | 0.8199 | 0.7211 | 0.7965 | | 0.2194 | 20.0 | 7400 | 0.5505 | 0.7289 | 0.8303 | 0.8920 | 0.9425 | 0.8285 | 0.8649 | 0.5543 | 0.9055 | 0.8832 | 0.8333 | 0.8743 | 0.7002 | 0.7694 | 0.4222 | 0.8199 | 0.7208 | 0.7956 | | 0.1087 | 20.05 | 7420 | 0.5341 | 0.7300 | 0.8288 | 0.8929 | 0.9402 | 0.8256 | 0.8784 | 0.5351 | 0.9097 | 0.8758 | 0.8370 | 0.8742 | 0.7021 | 0.7717 | 0.4235 | 0.8221 | 0.7200 | 0.7968 | | 0.126 | 20.11 | 7440 | 0.5485 | 0.7276 | 0.8256 | 0.8913 | 0.9412 | 0.8205 | 0.8598 | 0.5495 | 0.9151 | 0.8677 | 0.8256 | 0.8742 | 0.7018 | 0.7672 | 0.4241 | 0.8185 | 0.7189 | 0.7885 | | 0.1614 | 20.16 | 7460 | 0.5406 | 0.7284 | 0.8246 | 0.8922 | 0.9410 | 0.8192 | 0.8571 | 0.5357 | 0.9163 | 0.8660 | 0.8369 | 0.8741 | 0.7034 | 0.7652 | 0.4218 | 0.8208 | 0.7172 | 0.7964 | | 0.0881 | 20.22 | 7480 | 0.5345 | 0.7282 | 0.8212 | 0.8927 | 0.9437 | 0.8140 | 0.8735 | 0.5126 | 0.9175 | 0.8540 | 0.8334 | 0.8737 | 0.7033 | 0.7695 | 0.4166 | 0.8223 | 0.7164 | 0.7957 | | 0.0598 | 20.27 | 7500 | 0.5295 | 0.7292 | 0.8264 | 0.8926 | 0.9387 | 0.8281 | 0.8747 | 0.5295 | 0.9167 | 0.8614 | 0.8358 | 0.8739 | 0.7031 | 0.7726 | 0.4197 | 0.8219 | 0.7171 | 0.7961 | | 0.2735 | 20.32 | 7520 | 0.5292 | 0.7294 | 0.8250 | 0.8929 | 0.9416 | 0.8190 | 0.8668 | 0.5309 | 0.9165 | 0.8646 | 0.8356 | 0.8740 | 0.7014 | 0.7724 | 0.4220 | 0.8230 | 0.7171 | 0.7958 | | 0.1385 | 20.38 | 7540 | 0.5413 | 0.7287 | 0.8247 | 0.8924 | 0.9373 | 0.8115 | 0.8671 | 0.5391 | 0.9209 | 0.8626 | 0.8344 | 0.8739 | 0.6977 | 0.7710 | 0.4253 | 0.8216 | 0.7153 | 0.7961 | | 0.0755 | 20.43 | 7560 | 0.5195 | 0.7286 | 0.8275 | 0.8927 | 0.9411 | 0.8251 | 0.8726 | 0.5339 | 0.9118 | 0.8729 | 0.8349 | 0.8744 | 0.6969 | 0.7717 | 0.4212 | 0.8233 | 0.7166 | 0.7965 | | 0.0906 | 20.49 | 7580 | 0.5124 | 0.7289 | 0.8287 | 0.8927 | 0.9415 | 0.8096 | 0.8768 | 0.5495 | 0.9084 | 0.8819 | 0.8332 | 0.8749 | 0.6968 | 0.7740 | 0.4196 | 0.8234 | 0.7184 | 0.7954 | | 0.042 | 20.54 | 7600 | 0.5236 | 0.7280 | 0.8265 | 0.8917 | 0.9388 | 0.8250 | 0.8719 | 0.5447 | 0.9173 | 0.8612 | 0.8264 | 0.8743 | 0.6990 | 0.7736 | 0.4233 | 0.8198 | 0.7185 | 0.7874 | | 0.07 | 20.59 | 7620 | 0.5167 | 0.7294 | 0.8273 | 0.8931 | 0.9423 | 0.8160 | 0.8627 | 0.5535 | 0.9156 | 0.8655 | 0.8354 | 0.8751 | 0.6981 | 0.7748 | 0.4189 | 0.8237 | 0.7189 | 0.7963 | | 0.3463 | 20.65 | 7640 | 0.5487 | 0.7202 | 0.8196 | 0.8867 | 0.9400 | 0.8278 | 0.8703 | 0.5256 | 0.9147 | 0.8751 | 0.7839 | 0.8750 | 0.7002 | 0.7753 | 0.4198 | 0.8069 | 0.7190 | 0.7451 | | 1.3278 | 20.7 | 7660 | 0.5206 | 0.7261 | 0.8251 | 0.8910 | 0.9440 | 0.8036 | 0.8725 | 0.5500 | 0.9080 | 0.8751 | 0.8224 | 0.8765 | 0.6975 | 0.7747 | 0.4158 | 0.8169 | 0.7185 | 0.7830 | | 0.0927 | 20.76 | 7680 | 0.5543 | 0.7179 | 0.8190 | 0.8849 | 0.9415 | 0.8215 | 0.8581 | 0.5538 | 0.9142 | 0.8695 | 0.7746 | 0.8764 | 0.6997 | 0.7696 | 0.4219 | 0.8024 | 0.7191 | 0.7364 | | 0.2095 | 20.81 | 7700 | 0.5537 | 0.7187 | 0.8184 | 0.8857 | 0.9393 | 0.8291 | 0.8589 | 0.5333 | 0.9178 | 0.8714 | 0.7791 | 0.8766 | 0.7009 | 0.7684 | 0.4209 | 0.8037 | 0.7186 | 0.7416 | | 0.1448 | 20.86 | 7720 | 0.5224 | 0.7306 | 0.8271 | 0.8936 | 0.9408 | 0.8154 | 0.8759 | 0.5356 | 0.9140 | 0.8660 | 0.8420 | 0.8764 | 0.7017 | 0.7709 | 0.4236 | 0.8226 | 0.7195 | 0.7999 | | 0.1207 | 20.92 | 7740 | 0.5309 | 0.7301 | 0.8263 | 0.8931 | 0.9410 | 0.8200 | 0.8619 | 0.5352 | 0.9152 | 0.8713 | 0.8396 | 0.8752 | 0.7022 | 0.7691 | 0.4258 | 0.8221 | 0.7186 | 0.7977 | | 0.1776 | 20.97 | 7760 | 0.5330 | 0.7285 | 0.8198 | 0.8934 | 0.9418 | 0.8182 | 0.8697 | 0.4839 | 0.9194 | 0.8639 | 0.8415 | 0.8740 | 0.7016 | 0.7706 | 0.4123 | 0.8227 | 0.7194 | 0.7989 | | 0.1048 | 21.03 | 7780 | 0.5440 | 0.7290 | 0.8230 | 0.8931 | 0.9448 | 0.8097 | 0.8735 | 0.5200 | 0.9125 | 0.8580 | 0.8422 | 0.8739 | 0.6989 | 0.7721 | 0.4185 | 0.8225 | 0.7175 | 0.7992 | | 0.1082 | 21.08 | 7800 | 0.5301 | 0.7297 | 0.8274 | 0.8932 | 0.9400 | 0.8203 | 0.8686 | 0.5293 | 0.9122 | 0.8801 | 0.8413 | 0.8759 | 0.7000 | 0.7707 | 0.4212 | 0.8222 | 0.7181 | 0.7997 | | 0.1496 | 21.14 | 7820 | 0.5470 | 0.7287 | 0.8299 | 0.8926 | 0.9427 | 0.8256 | 0.8717 | 0.5486 | 0.9066 | 0.8808 | 0.8333 | 0.8759 | 0.6996 | 0.7722 | 0.4174 | 0.8217 | 0.7175 | 0.7969 | | 0.0932 | 21.19 | 7840 | 0.5195 | 0.7300 | 0.8295 | 0.8933 | 0.9406 | 0.8178 | 0.8741 | 0.5493 | 0.9109 | 0.8735 | 0.8402 | 0.8766 | 0.7004 | 0.7741 | 0.4181 | 0.8228 | 0.7193 | 0.7990 | | 0.1466 | 21.24 | 7860 | 0.5228 | 0.7288 | 0.8293 | 0.8921 | 0.9391 | 0.8230 | 0.8679 | 0.5565 | 0.9131 | 0.8748 | 0.8304 | 0.8764 | 0.6989 | 0.7710 | 0.4269 | 0.8202 | 0.7167 | 0.7915 | | 0.0394 | 21.3 | 7880 | 0.5633 | 0.7241 | 0.8231 | 0.8886 | 0.9386 | 0.8253 | 0.8721 | 0.5429 | 0.9158 | 0.8617 | 0.8054 | 0.8757 | 0.7003 | 0.7688 | 0.4307 | 0.8103 | 0.7161 | 0.7666 | | 0.1345 | 21.35 | 7900 | 0.5410 | 0.7306 | 0.8282 | 0.8932 | 0.9397 | 0.8250 | 0.8754 | 0.5366 | 0.9131 | 0.8665 | 0.8408 | 0.8755 | 0.7008 | 0.7683 | 0.4301 | 0.8215 | 0.7172 | 0.8007 | | 0.1801 | 21.41 | 7920 | 0.5387 | 0.7290 | 0.8278 | 0.8923 | 0.9413 | 0.8294 | 0.8634 | 0.5482 | 0.9129 | 0.8609 | 0.8388 | 0.8738 | 0.6983 | 0.7694 | 0.4262 | 0.8216 | 0.7163 | 0.7973 | | 0.1575 | 21.46 | 7940 | 0.5452 | 0.7284 | 0.8204 | 0.8928 | 0.9441 | 0.7959 | 0.8741 | 0.5224 | 0.9173 | 0.8516 | 0.8372 | 0.8734 | 0.6961 | 0.7709 | 0.4232 | 0.8224 | 0.7152 | 0.7974 | | 0.0942 | 21.51 | 7960 | 0.5162 | 0.7301 | 0.8321 | 0.8932 | 0.9397 | 0.8254 | 0.8756 | 0.5561 | 0.9070 | 0.8756 | 0.8452 | 0.8771 | 0.6995 | 0.7750 | 0.4166 | 0.8214 | 0.7190 | 0.8022 | | 0.1019 | 21.57 | 7980 | 0.5306 | 0.7286 | 0.8285 | 0.8924 | 0.9416 | 0.8238 | 0.8743 | 0.5455 | 0.9090 | 0.8676 | 0.8375 | 0.8748 | 0.7000 | 0.7735 | 0.4162 | 0.8208 | 0.7178 | 0.7974 | | 0.0743 | 21.62 | 8000 | 0.5440 | 0.7282 | 0.8264 | 0.8921 | 0.9427 | 0.8218 | 0.8664 | 0.5419 | 0.9118 | 0.8679 | 0.8320 | 0.8748 | 0.7005 | 0.7706 | 0.4207 | 0.8202 | 0.7173 | 0.7933 | | 0.1217 | 21.68 | 8020 | 0.5120 | 0.7295 | 0.8311 | 0.8927 | 0.9427 | 0.8248 | 0.8734 | 0.5578 | 0.9046 | 0.8748 | 0.8400 | 0.8754 | 0.7003 | 0.7741 | 0.4189 | 0.8219 | 0.7183 | 0.7975 | | 0.1475 | 21.73 | 8040 | 0.5327 | 0.7275 | 0.8246 | 0.8919 | 0.9418 | 0.8002 | 0.8690 | 0.5502 | 0.9134 | 0.8645 | 0.8334 | 0.8755 | 0.6968 | 0.7715 | 0.4204 | 0.8197 | 0.7174 | 0.7913 | | 0.1826 | 21.78 | 8060 | 0.5325 | 0.7262 | 0.8273 | 0.8908 | 0.9416 | 0.8221 | 0.8712 | 0.5580 | 0.9108 | 0.8645 | 0.8227 | 0.8756 | 0.6983 | 0.7754 | 0.4152 | 0.8174 | 0.7178 | 0.7840 | | 0.0675 | 21.84 | 8080 | 0.5753 | 0.7282 | 0.8306 | 0.8921 | 0.9397 | 0.8173 | 0.8692 | 0.5628 | 0.9076 | 0.8811 | 0.8362 | 0.8760 | 0.6965 | 0.7727 | 0.4177 | 0.8204 | 0.7172 | 0.7972 | | 0.0812 | 21.89 | 8100 | 0.5417 | 0.7295 | 0.8309 | 0.8926 | 0.9372 | 0.8265 | 0.8756 | 0.5521 | 0.9108 | 0.8727 | 0.8413 | 0.8749 | 0.6972 | 0.7732 | 0.4221 | 0.8216 | 0.7196 | 0.7983 | | 0.1776 | 21.95 | 8120 | 0.5303 | 0.7287 | 0.8295 | 0.8921 | 0.9402 | 0.8105 | 0.8765 | 0.5650 | 0.9096 | 0.8716 | 0.8329 | 0.8756 | 0.6965 | 0.7742 | 0.4219 | 0.8203 | 0.7202 | 0.7924 | | 0.119 | 22.0 | 8140 | 0.5318 | 0.7263 | 0.8259 | 0.8904 | 0.9404 | 0.8202 | 0.8735 | 0.5467 | 0.9111 | 0.8700 | 0.8195 | 0.8752 | 0.6995 | 0.7739 | 0.4228 | 0.8153 | 0.7206 | 0.7768 | | 0.0873 | 22.05 | 8160 | 0.5227 | 0.7298 | 0.8328 | 0.8926 | 0.9396 | 0.8222 | 0.8697 | 0.5743 | 0.9073 | 0.8764 | 0.8402 | 0.8753 | 0.7002 | 0.7743 | 0.4176 | 0.8221 | 0.7213 | 0.7978 | | 0.0634 | 22.11 | 8180 | 0.5273 | 0.7281 | 0.8285 | 0.8919 | 0.9413 | 0.7973 | 0.8735 | 0.5803 | 0.9108 | 0.8627 | 0.8335 | 0.8752 | 0.6951 | 0.7736 | 0.4190 | 0.8209 | 0.7190 | 0.7940 | | 0.1767 | 22.16 | 8200 | 0.5275 | 0.7300 | 0.8306 | 0.8928 | 0.9388 | 0.8289 | 0.8729 | 0.5560 | 0.9123 | 0.8680 | 0.8378 | 0.8745 | 0.7004 | 0.7738 | 0.4224 | 0.8225 | 0.7194 | 0.7969 | | 0.1508 | 22.22 | 8220 | 0.5532 | 0.7289 | 0.8291 | 0.8921 | 0.9385 | 0.8246 | 0.8679 | 0.5526 | 0.9118 | 0.8693 | 0.8388 | 0.8738 | 0.6998 | 0.7710 | 0.4227 | 0.8205 | 0.7178 | 0.7968 | | 0.0866 | 22.27 | 8240 | 0.5304 | 0.7303 | 0.8280 | 0.8930 | 0.9380 | 0.8240 | 0.8680 | 0.5412 | 0.9161 | 0.8676 | 0.8415 | 0.8747 | 0.7010 | 0.7729 | 0.4240 | 0.8219 | 0.7197 | 0.7978 | | 0.1141 | 22.32 | 8260 | 0.5599 | 0.7296 | 0.8305 | 0.8925 | 0.9413 | 0.8189 | 0.8704 | 0.5594 | 0.9070 | 0.8785 | 0.8376 | 0.8754 | 0.6997 | 0.7724 | 0.4208 | 0.8206 | 0.7200 | 0.7979 | | 0.5142 | 22.38 | 8280 | 0.5377 | 0.7294 | 0.8281 | 0.8926 | 0.9413 | 0.8232 | 0.8723 | 0.5388 | 0.9106 | 0.8792 | 0.8310 | 0.8753 | 0.7005 | 0.7727 | 0.4233 | 0.8208 | 0.7195 | 0.7935 | | 0.1262 | 22.43 | 8300 | 0.5415 | 0.7208 | 0.8213 | 0.8865 | 0.9406 | 0.8204 | 0.8620 | 0.5525 | 0.9135 | 0.8714 | 0.7885 | 0.8750 | 0.6993 | 0.7717 | 0.4248 | 0.8064 | 0.7194 | 0.7492 | | 0.0996 | 22.49 | 8320 | 0.5172 | 0.7284 | 0.8277 | 0.8919 | 0.9414 | 0.8244 | 0.8787 | 0.5501 | 0.9114 | 0.8573 | 0.8309 | 0.8752 | 0.7005 | 0.7751 | 0.4204 | 0.8189 | 0.7196 | 0.7891 | | 0.099 | 22.54 | 8340 | 0.5433 | 0.7298 | 0.8289 | 0.8927 | 0.9408 | 0.8299 | 0.8624 | 0.5486 | 0.9124 | 0.8681 | 0.8401 | 0.8751 | 0.7008 | 0.7688 | 0.4232 | 0.8205 | 0.7204 | 0.7997 | | 0.0542 | 22.59 | 8360 | 0.5318 | 0.7291 | 0.8300 | 0.8922 | 0.9415 | 0.8288 | 0.8653 | 0.5631 | 0.9094 | 0.8622 | 0.8401 | 0.8746 | 0.6998 | 0.7707 | 0.4204 | 0.8199 | 0.7200 | 0.7983 | | 0.107 | 22.65 | 8380 | 0.5395 | 0.7293 | 0.8302 | 0.8924 | 0.9412 | 0.8340 | 0.8674 | 0.5524 | 0.9095 | 0.8701 | 0.8367 | 0.8749 | 0.7002 | 0.7702 | 0.4215 | 0.8205 | 0.7204 | 0.7977 | | 0.1479 | 22.7 | 8400 | 0.5555 | 0.7297 | 0.8283 | 0.8928 | 0.9433 | 0.8251 | 0.8648 | 0.5496 | 0.9110 | 0.8681 | 0.8365 | 0.8746 | 0.6999 | 0.7724 | 0.4213 | 0.8219 | 0.7201 | 0.7974 | | 0.042 | 22.76 | 8420 | 0.5373 | 0.7259 | 0.8257 | 0.8900 | 0.9398 | 0.8162 | 0.8614 | 0.5572 | 0.9135 | 0.8759 | 0.8161 | 0.8753 | 0.6993 | 0.7712 | 0.4241 | 0.8147 | 0.7199 | 0.7769 | | 1.2058 | 22.81 | 8440 | 0.5498 | 0.7249 | 0.8244 | 0.8896 | 0.9424 | 0.8223 | 0.8755 | 0.5537 | 0.9130 | 0.8528 | 0.8112 | 0.8738 | 0.6991 | 0.7754 | 0.4188 | 0.8148 | 0.7187 | 0.7736 | | 0.0554 | 22.86 | 8460 | 0.5314 | 0.7270 | 0.8267 | 0.8910 | 0.9414 | 0.8247 | 0.8741 | 0.5495 | 0.9117 | 0.8640 | 0.8216 | 0.8742 | 0.6997 | 0.7747 | 0.4202 | 0.8176 | 0.7213 | 0.7815 | | 0.171 | 22.92 | 8480 | 0.5404 | 0.7260 | 0.8255 | 0.8904 | 0.9416 | 0.8163 | 0.8787 | 0.5466 | 0.9099 | 0.8679 | 0.8173 | 0.8745 | 0.6992 | 0.7735 | 0.4193 | 0.8160 | 0.7215 | 0.7777 | | 0.2158 | 22.97 | 8500 | 0.5370 | 0.7286 | 0.8289 | 0.8922 | 0.9415 | 0.8259 | 0.8658 | 0.5471 | 0.9091 | 0.8797 | 0.8330 | 0.8750 | 0.6999 | 0.7725 | 0.4179 | 0.8207 | 0.7215 | 0.7925 | | 1.52 | 23.03 | 8520 | 0.5842 | 0.7270 | 0.8247 | 0.8914 | 0.9417 | 0.8265 | 0.8659 | 0.5366 | 0.9155 | 0.8610 | 0.8258 | 0.8743 | 0.6995 | 0.7703 | 0.4172 | 0.8186 | 0.7198 | 0.7890 | | 0.529 | 23.08 | 8540 | 0.5676 | 0.7283 | 0.8253 | 0.8923 | 0.9416 | 0.8326 | 0.8613 | 0.5270 | 0.9158 | 0.8643 | 0.8343 | 0.8738 | 0.6996 | 0.7691 | 0.4192 | 0.8207 | 0.7197 | 0.7960 | | 0.1741 | 23.14 | 8560 | 0.5727 | 0.7221 | 0.8205 | 0.8879 | 0.9415 | 0.8098 | 0.8613 | 0.5479 | 0.9152 | 0.8696 | 0.7984 | 0.8745 | 0.6984 | 0.7692 | 0.4202 | 0.8103 | 0.7188 | 0.7631 | | 0.1051 | 23.19 | 8580 | 0.5467 | 0.7276 | 0.8296 | 0.8913 | 0.9389 | 0.8303 | 0.8751 | 0.5555 | 0.9109 | 0.8711 | 0.8250 | 0.8750 | 0.6998 | 0.7760 | 0.4177 | 0.8184 | 0.7212 | 0.7850 | | 0.1127 | 23.24 | 8600 | 0.5468 | 0.7260 | 0.8249 | 0.8904 | 0.9407 | 0.8258 | 0.8640 | 0.5454 | 0.9146 | 0.8641 | 0.8196 | 0.8748 | 0.7002 | 0.7715 | 0.4207 | 0.8156 | 0.7195 | 0.7796 | | 0.17 | 23.3 | 8620 | 0.5703 | 0.7214 | 0.8138 | 0.8882 | 0.9441 | 0.8009 | 0.8589 | 0.5086 | 0.9188 | 0.8665 | 0.7993 | 0.8735 | 0.6976 | 0.7684 | 0.4193 | 0.8102 | 0.7193 | 0.7613 | | 0.0949 | 23.35 | 8640 | 0.5267 | 0.7298 | 0.8273 | 0.8934 | 0.9404 | 0.8271 | 0.8779 | 0.5269 | 0.9136 | 0.8633 | 0.8415 | 0.8755 | 0.7009 | 0.7761 | 0.4150 | 0.8221 | 0.7202 | 0.7990 | | 1.5673 | 23.41 | 8660 | 0.5401 | 0.7268 | 0.8274 | 0.8911 | 0.9420 | 0.8186 | 0.8733 | 0.5551 | 0.9094 | 0.8699 | 0.8240 | 0.8759 | 0.6996 | 0.7749 | 0.4144 | 0.8171 | 0.7199 | 0.7859 | | 0.5701 | 23.46 | 8680 | 0.5517 | 0.7261 | 0.8286 | 0.8905 | 0.9412 | 0.8296 | 0.8681 | 0.5617 | 0.9091 | 0.8678 | 0.8223 | 0.8753 | 0.6996 | 0.7738 | 0.4140 | 0.8161 | 0.7191 | 0.7845 | | 0.1587 | 23.51 | 8700 | 0.5709 | 0.7235 | 0.8183 | 0.8894 | 0.9442 | 0.8075 | 0.8675 | 0.5310 | 0.9175 | 0.8494 | 0.8108 | 0.8736 | 0.6984 | 0.7708 | 0.4167 | 0.8137 | 0.7158 | 0.7756 | | 0.1153 | 23.57 | 8720 | 0.5978 | 0.7220 | 0.8225 | 0.8878 | 0.9406 | 0.8162 | 0.8667 | 0.5568 | 0.9136 | 0.8619 | 0.8018 | 0.8750 | 0.6997 | 0.7707 | 0.4151 | 0.8095 | 0.7182 | 0.7659 | | 0.1148 | 23.62 | 8740 | 0.5372 | 0.7284 | 0.8294 | 0.8921 | 0.9412 | 0.8239 | 0.8748 | 0.5533 | 0.9077 | 0.8684 | 0.8366 | 0.8752 | 0.6995 | 0.7751 | 0.4134 | 0.8196 | 0.7194 | 0.7963 | | 0.2087 | 23.68 | 8760 | 0.5470 | 0.7285 | 0.8302 | 0.8920 | 0.9373 | 0.8269 | 0.8707 | 0.5554 | 0.9108 | 0.8709 | 0.8395 | 0.8751 | 0.6990 | 0.7723 | 0.4165 | 0.8190 | 0.7194 | 0.7982 | | 0.1216 | 23.73 | 8780 | 0.5484 | 0.7280 | 0.8299 | 0.8916 | 0.9382 | 0.8336 | 0.8610 | 0.5569 | 0.9117 | 0.8697 | 0.8380 | 0.8754 | 0.6995 | 0.7699 | 0.4164 | 0.8179 | 0.7188 | 0.7979 | | 0.098 | 23.78 | 8800 | 0.5326 | 0.7289 | 0.8286 | 0.8924 | 0.9391 | 0.8182 | 0.8663 | 0.5531 | 0.9118 | 0.8679 | 0.8436 | 0.8758 | 0.6996 | 0.7723 | 0.4154 | 0.8195 | 0.7197 | 0.8001 | | 0.0423 | 23.84 | 8820 | 0.5410 | 0.7278 | 0.8294 | 0.8917 | 0.9413 | 0.8324 | 0.8598 | 0.5582 | 0.9090 | 0.8654 | 0.8397 | 0.8746 | 0.6993 | 0.7712 | 0.4144 | 0.8190 | 0.7185 | 0.7977 | | 0.0599 | 23.89 | 8840 | 0.5354 | 0.7263 | 0.8275 | 0.8908 | 0.9418 | 0.8331 | 0.8599 | 0.5525 | 0.9103 | 0.8680 | 0.8272 | 0.8744 | 0.6991 | 0.7719 | 0.4149 | 0.8170 | 0.7184 | 0.7886 | | 0.1217 | 23.95 | 8860 | 0.5390 | 0.7278 | 0.8243 | 0.8921 | 0.9395 | 0.8286 | 0.8653 | 0.5150 | 0.9166 | 0.8740 | 0.8311 | 0.8750 | 0.7013 | 0.7723 | 0.4158 | 0.8192 | 0.7193 | 0.7916 | | 0.1271 | 24.0 | 8880 | 0.5720 | 0.7230 | 0.8223 | 0.8885 | 0.9396 | 0.8296 | 0.8644 | 0.5324 | 0.9142 | 0.8678 | 0.8078 | 0.8749 | 0.7004 | 0.7687 | 0.4200 | 0.8101 | 0.7180 | 0.7691 | | 0.8749 | 24.05 | 8900 | 0.5618 | 0.7229 | 0.8224 | 0.8885 | 0.9406 | 0.8369 | 0.8630 | 0.5319 | 0.9148 | 0.8648 | 0.8049 | 0.8747 | 0.7003 | 0.7712 | 0.4194 | 0.8108 | 0.7179 | 0.7660 | | 0.1267 | 24.11 | 8920 | 0.5620 | 0.7189 | 0.8196 | 0.8855 | 0.9403 | 0.8298 | 0.8642 | 0.5377 | 0.9132 | 0.8705 | 0.7815 | 0.8750 | 0.6998 | 0.7708 | 0.4212 | 0.8035 | 0.7181 | 0.7437 | | 0.0353 | 24.16 | 8940 | 0.5602 | 0.7189 | 0.8200 | 0.8855 | 0.9423 | 0.8229 | 0.8692 | 0.5499 | 0.9107 | 0.8636 | 0.7818 | 0.8745 | 0.6997 | 0.7715 | 0.4203 | 0.8038 | 0.7180 | 0.7448 | | 0.0954 | 24.22 | 8960 | 0.5401 | 0.7248 | 0.8285 | 0.8894 | 0.9394 | 0.8352 | 0.8624 | 0.5651 | 0.9097 | 0.8692 | 0.8182 | 0.8758 | 0.6992 | 0.7730 | 0.4175 | 0.8130 | 0.7193 | 0.7760 | | 0.1345 | 24.27 | 8980 | 0.5673 | 0.7198 | 0.8213 | 0.8861 | 0.9410 | 0.8262 | 0.8680 | 0.5563 | 0.9134 | 0.8585 | 0.7854 | 0.8746 | 0.6991 | 0.7717 | 0.4203 | 0.8054 | 0.7180 | 0.7495 | | 0.182 | 24.32 | 9000 | 0.5590 | 0.7199 | 0.8217 | 0.8861 | 0.9403 | 0.8270 | 0.8610 | 0.5642 | 0.9147 | 0.8526 | 0.7916 | 0.8746 | 0.6987 | 0.7706 | 0.4196 | 0.8054 | 0.7174 | 0.7530 | | 0.0283 | 24.38 | 9020 | 0.5669 | 0.7185 | 0.8202 | 0.8851 | 0.9408 | 0.8212 | 0.8673 | 0.5536 | 0.9121 | 0.8696 | 0.7770 | 0.8747 | 0.6992 | 0.7720 | 0.4202 | 0.8031 | 0.7189 | 0.7413 | | 0.1126 | 24.43 | 9040 | 0.5652 | 0.7233 | 0.8221 | 0.8886 | 0.9419 | 0.8274 | 0.8676 | 0.5325 | 0.9121 | 0.8682 | 0.8051 | 0.8740 | 0.7003 | 0.7725 | 0.4194 | 0.8111 | 0.7195 | 0.7659 | | 0.1226 | 24.49 | 9060 | 0.5617 | 0.7205 | 0.8208 | 0.8866 | 0.9417 | 0.8152 | 0.8606 | 0.5532 | 0.9116 | 0.8708 | 0.7928 | 0.8749 | 0.6993 | 0.7694 | 0.4200 | 0.8063 | 0.7191 | 0.7547 | | 0.1244 | 24.54 | 9080 | 0.5755 | 0.7207 | 0.8229 | 0.8865 | 0.9391 | 0.8244 | 0.8632 | 0.5605 | 0.9126 | 0.8655 | 0.7949 | 0.8748 | 0.6991 | 0.7693 | 0.4193 | 0.8059 | 0.7196 | 0.7567 | | 0.0556 | 24.59 | 9100 | 0.5516 | 0.7217 | 0.8259 | 0.8872 | 0.9387 | 0.8315 | 0.8668 | 0.5669 | 0.9103 | 0.8669 | 0.8002 | 0.8752 | 0.6991 | 0.7720 | 0.4162 | 0.8079 | 0.7197 | 0.7617 | | 0.1242 | 24.65 | 9120 | 0.5604 | 0.7243 | 0.8230 | 0.8893 | 0.9423 | 0.8217 | 0.8642 | 0.5392 | 0.9121 | 0.8700 | 0.8113 | 0.8745 | 0.6998 | 0.7707 | 0.4201 | 0.8128 | 0.7196 | 0.7727 | | 0.2209 | 24.7 | 9140 | 0.5639 | 0.7218 | 0.8229 | 0.8876 | 0.9436 | 0.8224 | 0.8605 | 0.5561 | 0.9094 | 0.8689 | 0.7992 | 0.8741 | 0.6989 | 0.7700 | 0.4189 | 0.8094 | 0.7187 | 0.7628 | | 0.1885 | 24.76 | 9160 | 0.5806 | 0.7212 | 0.8184 | 0.8873 | 0.9400 | 0.8232 | 0.8684 | 0.5415 | 0.9211 | 0.8368 | 0.7980 | 0.8741 | 0.6996 | 0.7702 | 0.4207 | 0.8076 | 0.7150 | 0.7609 | | 0.0536 | 24.81 | 9180 | 0.5671 | 0.7228 | 0.8232 | 0.8883 | 0.9408 | 0.8333 | 0.8617 | 0.5446 | 0.9136 | 0.8618 | 0.8064 | 0.8742 | 0.6989 | 0.7693 | 0.4201 | 0.8104 | 0.7190 | 0.7678 | | 0.1423 | 24.86 | 9200 | 0.5636 | 0.7233 | 0.8210 | 0.8887 | 0.9412 | 0.8229 | 0.8660 | 0.5305 | 0.9146 | 0.8657 | 0.8061 | 0.8743 | 0.7000 | 0.7699 | 0.4206 | 0.8109 | 0.7196 | 0.7676 | | 0.0816 | 24.92 | 9220 | 0.5686 | 0.7222 | 0.8216 | 0.8880 | 0.9433 | 0.8247 | 0.8596 | 0.5472 | 0.9134 | 0.8637 | 0.7993 | 0.8741 | 0.6991 | 0.7707 | 0.4196 | 0.8104 | 0.7191 | 0.7627 | | 0.132 | 24.97 | 9240 | 0.5503 | 0.7259 | 0.8239 | 0.8905 | 0.9420 | 0.8275 | 0.8697 | 0.5254 | 0.9118 | 0.8725 | 0.8182 | 0.8743 | 0.7005 | 0.7725 | 0.4188 | 0.8159 | 0.7204 | 0.7786 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

unreal-hug/segformer-b3-finetuned-segments-outputs

# segformer-b3-finetuned-segments-outputs This model is a fine-tuned version of [nvidia/mit-b3](https://huggingface.co/nvidia/mit-b3) on the unreal-hug/REAL_DATASET_SEG_401_6_lbls dataset. It achieves the following results on the evaluation set: - Loss: 0.3002 - Mean Iou: 0.2829 - Mean Accuracy: 0.3326 - Overall Accuracy: 0.6026 - Accuracy Unlabeled: nan - Accuracy Lv: 0.7852 - Accuracy Rv: 0.5699 - Accuracy Ra: 0.5380 - Accuracy La: 0.6208 - Accuracy Vs: 0.0 - Accuracy As: 0.0 - Accuracy Mk: 0.0004 - Accuracy Tk: nan - Accuracy Asd: 0.1783 - Accuracy Vsd: 0.1873 - Accuracy Ak: 0.4458 - Iou Unlabeled: 0.0 - Iou Lv: 0.7310 - Iou Rv: 0.5182 - Iou Ra: 0.5178 - Iou La: 0.5526 - Iou Vs: 0.0 - Iou As: 0.0 - Iou Mk: 0.0004 - Iou Tk: nan - Iou Asd: 0.1728 - Iou Vsd: 0.1827 - Iou Ak: 0.4361 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Lv | Accuracy Rv | Accuracy Ra | Accuracy La | Accuracy Vs | Accuracy As | Accuracy Mk | Accuracy Tk | Accuracy Asd | Accuracy Vsd | Accuracy Ak | Iou Unlabeled | Iou Lv | Iou Rv | Iou Ra | Iou La | Iou Vs | Iou As | Iou Mk | Iou Tk | Iou Asd | Iou Vsd | Iou Ak | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:------------:|:------------:|:-----------:|:-------------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:-------:|:-------:|:------:| | 0.4253 | 0.62 | 100 | 0.4599 | 0.1588 | 0.2152 | 0.4965 | nan | 0.8879 | 0.0778 | 0.1004 | 0.5637 | 0.0 | 0.0 | 0.0 | nan | 0.0120 | 0.0509 | 0.4590 | 0.0 | 0.6799 | 0.0770 | 0.0985 | 0.3899 | 0.0 | 0.0 | 0.0 | nan | 0.0120 | 0.0509 | 0.4386 | | 0.3839 | 1.25 | 200 | 0.3598 | 0.2325 | 0.2929 | 0.5740 | nan | 0.8720 | 0.4761 | 0.6272 | 0.2194 | 0.0 | 0.0 | 0.0 | nan | 0.0102 | 0.2038 | 0.5201 | 0.0 | 0.8020 | 0.4259 | 0.4142 | 0.2085 | 0.0 | 0.0 | 0.0 | nan | 0.0102 | 0.1964 | 0.4999 | | 0.4634 | 1.88 | 300 | 0.3361 | 0.3031 | 0.3870 | 0.6197 | nan | 0.7362 | 0.7347 | 0.2986 | 0.7550 | 0.0 | 0.0 | 0.0 | nan | 0.3070 | 0.4629 | 0.5752 | 0.0 | 0.6984 | 0.5947 | 0.2894 | 0.5089 | 0.0 | 0.0 | 0.0 | nan | 0.2756 | 0.4265 | 0.5410 | | 0.147 | 2.5 | 400 | 0.3123 | 0.3081 | 0.3772 | 0.5772 | nan | 0.6525 | 0.4740 | 0.6282 | 0.5966 | 0.0 | 0.0 | 0.0002 | nan | 0.2846 | 0.5934 | 0.5425 | 0.0 | 0.6202 | 0.4429 | 0.5296 | 0.5133 | 0.0 | 0.0 | 0.0002 | nan | 0.2597 | 0.5196 | 0.5033 | | 0.2044 | 3.12 | 500 | 0.3104 | 0.2918 | 0.3459 | 0.5719 | nan | 0.7327 | 0.5989 | 0.5243 | 0.4087 | 0.0 | 0.0 | 0.0046 | nan | 0.0585 | 0.5632 | 0.5678 | 0.0 | 0.6887 | 0.5466 | 0.4931 | 0.3770 | 0.0 | 0.0 | 0.0045 | nan | 0.0583 | 0.4945 | 0.5471 | | 0.3223 | 3.75 | 600 | 0.3078 | 0.3341 | 0.4038 | 0.6417 | nan | 0.6870 | 0.5831 | 0.7323 | 0.7609 | 0.0019 | 0.0 | 0.0267 | nan | 0.2290 | 0.4286 | 0.5887 | 0.0 | 0.6482 | 0.5377 | 0.6608 | 0.6435 | 0.0019 | 0.0 | 0.0255 | nan | 0.2199 | 0.3893 | 0.5488 | | 0.275 | 4.38 | 700 | 0.3081 | 0.3007 | 0.3562 | 0.5801 | nan | 0.7267 | 0.3140 | 0.5325 | 0.6536 | 0.0024 | 0.0 | 0.0 | nan | 0.2228 | 0.5105 | 0.5992 | 0.0 | 0.6833 | 0.2982 | 0.5065 | 0.5827 | 0.0024 | 0.0 | 0.0 | nan | 0.2110 | 0.4492 | 0.5741 | | 0.2679 | 5.0 | 800 | 0.3002 | 0.2829 | 0.3326 | 0.6026 | nan | 0.7852 | 0.5699 | 0.5380 | 0.6208 | 0.0 | 0.0 | 0.0004 | nan | 0.1783 | 0.1873 | 0.4458 | 0.0 | 0.7310 | 0.5182 | 0.5178 | 0.5526 | 0.0 | 0.0 | 0.0004 | nan | 0.1728 | 0.1827 | 0.4361 | | 0.3721 | 5.62 | 900 | 0.3100 | 0.3449 | 0.4111 | 0.6774 | nan | 0.8066 | 0.6839 | 0.6907 | 0.6722 | 0.0004 | 0.0 | 0.0002 | nan | 0.2097 | 0.5078 | 0.5401 | 0.0 | 0.7558 | 0.6115 | 0.6389 | 0.6063 | 0.0004 | 0.0 | 0.0002 | nan | 0.2043 | 0.4613 | 0.5147 | | 0.2418 | 6.25 | 1000 | 0.3161 | 0.3769 | 0.4608 | 0.7076 | nan | 0.7978 | 0.6939 | 0.6991 | 0.7553 | 0.1402 | 0.0 | 0.0 | nan | 0.2148 | 0.6464 | 0.6604 | 0.0 | 0.7465 | 0.6110 | 0.6455 | 0.6508 | 0.1308 | 0.0 | 0.0 | nan | 0.2046 | 0.5357 | 0.6210 | | 0.5517 | 6.88 | 1100 | 0.3622 | 0.1738 | 0.2011 | 0.3603 | nan | 0.5002 | 0.2451 | 0.4020 | 0.3224 | 0.0287 | 0.0 | 0.0143 | nan | 0.1725 | 0.1302 | 0.1956 | 0.0 | 0.4829 | 0.2368 | 0.3610 | 0.3027 | 0.0279 | 0.0 | 0.0139 | nan | 0.1660 | 0.1262 | 0.1944 | | 0.2611 | 7.5 | 1200 | 0.3240 | 0.3572 | 0.4346 | 0.6530 | nan | 0.7703 | 0.6570 | 0.6721 | 0.5853 | 0.1717 | 0.0 | 0.0561 | nan | 0.3176 | 0.5672 | 0.5490 | 0.0 | 0.7190 | 0.5879 | 0.5838 | 0.5265 | 0.1576 | 0.0 | 0.0520 | nan | 0.2832 | 0.4852 | 0.5341 | | 0.2422 | 8.12 | 1300 | 0.3206 | 0.3382 | 0.4095 | 0.6283 | nan | 0.7598 | 0.5413 | 0.6799 | 0.5747 | 0.1393 | 0.0 | 0.1071 | nan | 0.2918 | 0.4583 | 0.5432 | 0.0 | 0.7139 | 0.4894 | 0.5792 | 0.5128 | 0.1306 | 0.0 | 0.0900 | nan | 0.2601 | 0.4134 | 0.5313 | | 0.2 | 8.75 | 1400 | 0.3110 | 0.3299 | 0.3976 | 0.5977 | nan | 0.6984 | 0.4791 | 0.6668 | 0.6132 | 0.2240 | 0.0 | 0.0000 | nan | 0.3035 | 0.4994 | 0.4917 | 0.0 | 0.6626 | 0.4281 | 0.5904 | 0.5516 | 0.2026 | 0.0 | 0.0000 | nan | 0.2767 | 0.4409 | 0.4754 | | 0.1095 | 9.38 | 1500 | 0.3375 | 0.2732 | 0.3235 | 0.5205 | nan | 0.5957 | 0.4483 | 0.5939 | 0.5724 | 0.1094 | 0.0 | 0.0005 | nan | 0.2502 | 0.2124 | 0.4518 | 0.0 | 0.5689 | 0.4004 | 0.5432 | 0.5122 | 0.1038 | 0.0 | 0.0005 | nan | 0.2293 | 0.2068 | 0.4398 | | 0.2373 | 10.0 | 1600 | 0.3453 | 0.3066 | 0.3658 | 0.5723 | nan | 0.6940 | 0.5507 | 0.5989 | 0.5415 | 0.2547 | 0.0 | 0.0 | nan | 0.1549 | 0.4018 | 0.4611 | 0.0 | 0.6560 | 0.5007 | 0.5402 | 0.4888 | 0.2231 | 0.0 | 0.0 | nan | 0.1519 | 0.3680 | 0.4442 | | 0.0756 | 10.62 | 1700 | 0.3413 | 0.3699 | 0.4457 | 0.6868 | nan | 0.7934 | 0.6758 | 0.6577 | 0.7146 | 0.2091 | 0.0 | 0.0075 | nan | 0.2043 | 0.5427 | 0.6520 | 0.0 | 0.7465 | 0.6060 | 0.6120 | 0.6207 | 0.1863 | 0.0 | 0.0071 | nan | 0.1908 | 0.4923 | 0.6071 | | 0.1072 | 11.25 | 1800 | 0.3736 | 0.2889 | 0.3434 | 0.5518 | nan | 0.6798 | 0.5118 | 0.6135 | 0.5297 | 0.1772 | 0.0 | 0.0195 | nan | 0.1954 | 0.3432 | 0.3636 | 0.0 | 0.6444 | 0.4854 | 0.5561 | 0.4786 | 0.1539 | 0.0 | 0.0183 | nan | 0.1788 | 0.3106 | 0.3523 | | 0.1216 | 11.88 | 1900 | 0.3648 | 0.3248 | 0.3879 | 0.6056 | nan | 0.7039 | 0.5606 | 0.6138 | 0.6566 | 0.1644 | 0.0 | 0.0080 | nan | 0.2637 | 0.3991 | 0.5087 | 0.0 | 0.6665 | 0.5153 | 0.5725 | 0.5704 | 0.1453 | 0.0 | 0.0074 | nan | 0.2402 | 0.3677 | 0.4877 | | 0.1401 | 12.5 | 2000 | 0.3436 | 0.3537 | 0.4292 | 0.6524 | nan | 0.7521 | 0.6339 | 0.6030 | 0.7209 | 0.1334 | 0.0 | 0.0988 | nan | 0.3603 | 0.4304 | 0.5592 | 0.0 | 0.7059 | 0.5504 | 0.5546 | 0.6319 | 0.1235 | 0.0 | 0.0846 | nan | 0.3103 | 0.3901 | 0.5391 | | 0.1436 | 13.12 | 2100 | 0.3869 | 0.3156 | 0.3744 | 0.5828 | nan | 0.7025 | 0.4233 | 0.5510 | 0.6780 | 0.1886 | 0.0 | 0.0510 | nan | 0.2666 | 0.3543 | 0.5291 | 0.0 | 0.6640 | 0.3923 | 0.5214 | 0.5994 | 0.1688 | 0.0 | 0.0440 | nan | 0.2386 | 0.3359 | 0.5075 | | 0.0907 | 13.75 | 2200 | 0.3739 | 0.3237 | 0.3853 | 0.6046 | nan | 0.7534 | 0.5218 | 0.6138 | 0.5515 | 0.2576 | 0.0 | 0.0377 | nan | 0.2211 | 0.3392 | 0.5574 | 0.0 | 0.7090 | 0.4937 | 0.5742 | 0.4980 | 0.2077 | 0.0 | 0.0343 | nan | 0.2079 | 0.3158 | 0.5206 | | 0.147 | 14.38 | 2300 | 0.3751 | 0.3667 | 0.4460 | 0.6265 | nan | 0.6614 | 0.6418 | 0.5923 | 0.7208 | 0.2728 | 0.0 | 0.0884 | nan | 0.2801 | 0.5884 | 0.6142 | 0.0 | 0.6267 | 0.5779 | 0.5584 | 0.6181 | 0.2302 | 0.0 | 0.0739 | nan | 0.2553 | 0.5113 | 0.5816 | | 0.0612 | 15.0 | 2400 | 0.3993 | 0.3152 | 0.3777 | 0.5802 | nan | 0.6818 | 0.5538 | 0.6054 | 0.5973 | 0.1225 | 0.0 | 0.0486 | nan | 0.3157 | 0.4393 | 0.4124 | 0.0 | 0.6439 | 0.5163 | 0.5435 | 0.5331 | 0.1134 | 0.0 | 0.0438 | nan | 0.2698 | 0.3983 | 0.4056 | | 0.0854 | 15.62 | 2500 | 0.4168 | 0.3039 | 0.3621 | 0.5569 | nan | 0.6689 | 0.4421 | 0.5384 | 0.5871 | 0.1719 | 0.0 | 0.0233 | nan | 0.2696 | 0.3985 | 0.5212 | 0.0 | 0.6317 | 0.4223 | 0.4957 | 0.5199 | 0.1508 | 0.0 | 0.0213 | nan | 0.2457 | 0.3702 | 0.4855 | | 0.0806 | 16.25 | 2600 | 0.4017 | 0.3460 | 0.4169 | 0.6201 | nan | 0.7083 | 0.6388 | 0.6258 | 0.5904 | 0.1749 | 0.0 | 0.1096 | nan | 0.2301 | 0.4998 | 0.5915 | 0.0 | 0.6659 | 0.5768 | 0.5736 | 0.5358 | 0.1552 | 0.0 | 0.0903 | nan | 0.2099 | 0.4466 | 0.5522 | | 0.137 | 16.88 | 2700 | 0.4268 | 0.2834 | 0.3348 | 0.5474 | nan | 0.6984 | 0.4311 | 0.5213 | 0.5677 | 0.0688 | 0.0 | 0.0219 | nan | 0.1758 | 0.4672 | 0.3961 | 0.0 | 0.6564 | 0.4077 | 0.4842 | 0.5061 | 0.0638 | 0.0 | 0.0208 | nan | 0.1653 | 0.4276 | 0.3855 | | 0.0375 | 17.5 | 2800 | 0.4117 | 0.2816 | 0.3339 | 0.5291 | nan | 0.6131 | 0.4906 | 0.6136 | 0.5158 | 0.0881 | 0.0 | 0.0292 | nan | 0.2010 | 0.3391 | 0.4484 | 0.0 | 0.5803 | 0.4398 | 0.5575 | 0.4677 | 0.0809 | 0.0 | 0.0272 | nan | 0.1899 | 0.3179 | 0.4369 | | 0.0654 | 18.12 | 2900 | 0.4334 | 0.3470 | 0.4190 | 0.6392 | nan | 0.7536 | 0.6040 | 0.6625 | 0.6205 | 0.1722 | 0.0 | 0.1006 | nan | 0.3133 | 0.4067 | 0.5566 | 0.0 | 0.7052 | 0.5599 | 0.5923 | 0.5496 | 0.1515 | 0.0 | 0.0809 | nan | 0.2670 | 0.3782 | 0.5320 | | 0.0759 | 18.75 | 3000 | 0.4226 | 0.3140 | 0.3770 | 0.5661 | nan | 0.6390 | 0.5546 | 0.6119 | 0.5289 | 0.1559 | 0.0 | 0.0158 | nan | 0.2478 | 0.4546 | 0.5611 | 0.0 | 0.6063 | 0.5000 | 0.5449 | 0.4774 | 0.1370 | 0.0 | 0.0148 | nan | 0.2238 | 0.4182 | 0.5319 | | 0.1047 | 19.38 | 3100 | 0.4350 | 0.3058 | 0.3639 | 0.5608 | nan | 0.6803 | 0.5207 | 0.5750 | 0.5243 | 0.1947 | 0.0 | 0.0335 | nan | 0.2706 | 0.3744 | 0.4656 | 0.0 | 0.6424 | 0.4914 | 0.5193 | 0.4712 | 0.1700 | 0.0 | 0.0307 | nan | 0.2409 | 0.3498 | 0.4479 | | 0.146 | 20.0 | 3200 | 0.4320 | 0.3138 | 0.3796 | 0.5634 | nan | 0.6526 | 0.4673 | 0.5958 | 0.5859 | 0.2021 | 0.0 | 0.0287 | nan | 0.2886 | 0.4822 | 0.4933 | 0.0 | 0.6188 | 0.4135 | 0.5438 | 0.5232 | 0.1710 | 0.0 | 0.0244 | nan | 0.2502 | 0.4367 | 0.4706 | | 0.1012 | 20.62 | 3300 | 0.4231 | 0.3294 | 0.3967 | 0.5944 | nan | 0.6824 | 0.5358 | 0.6163 | 0.5851 | 0.1819 | 0.0 | 0.0243 | nan | 0.3027 | 0.4514 | 0.5866 | 0.0 | 0.6449 | 0.4899 | 0.5645 | 0.5214 | 0.1589 | 0.0 | 0.0213 | nan | 0.2605 | 0.4193 | 0.5423 | | 0.1004 | 21.25 | 3400 | 0.4312 | 0.3369 | 0.4078 | 0.6181 | nan | 0.7167 | 0.5900 | 0.6539 | 0.5973 | 0.1753 | 0.0 | 0.0330 | nan | 0.2538 | 0.5161 | 0.5419 | 0.0 | 0.6767 | 0.5234 | 0.5867 | 0.5300 | 0.1515 | 0.0 | 0.0276 | nan | 0.2273 | 0.4649 | 0.5176 | | 0.0837 | 21.88 | 3500 | 0.4385 | 0.3202 | 0.3844 | 0.5932 | nan | 0.6960 | 0.5322 | 0.6045 | 0.5847 | 0.1779 | 0.0 | 0.0238 | nan | 0.2458 | 0.3876 | 0.5910 | 0.0 | 0.6549 | 0.4828 | 0.5517 | 0.5181 | 0.1554 | 0.0 | 0.0210 | nan | 0.2195 | 0.3639 | 0.5549 | | 0.1212 | 22.5 | 3600 | 0.4473 | 0.3209 | 0.3857 | 0.5969 | nan | 0.7202 | 0.5315 | 0.5947 | 0.5830 | 0.1908 | 0.0 | 0.0382 | nan | 0.2426 | 0.4183 | 0.5379 | 0.0 | 0.6752 | 0.4757 | 0.5356 | 0.5134 | 0.1673 | 0.0 | 0.0335 | nan | 0.2203 | 0.3885 | 0.5200 | | 0.0698 | 23.12 | 3700 | 0.4587 | 0.3033 | 0.3629 | 0.5581 | nan | 0.6604 | 0.5113 | 0.5777 | 0.5497 | 0.1981 | 0.0 | 0.0128 | nan | 0.2450 | 0.3808 | 0.4930 | 0.0 | 0.6252 | 0.4590 | 0.5288 | 0.4903 | 0.1688 | 0.0 | 0.0121 | nan | 0.2188 | 0.3569 | 0.4760 | | 0.1282 | 23.75 | 3800 | 0.4509 | 0.3262 | 0.3922 | 0.5981 | nan | 0.6936 | 0.5414 | 0.6098 | 0.6114 | 0.1966 | 0.0 | 0.0250 | nan | 0.2791 | 0.3966 | 0.5680 | 0.0 | 0.6536 | 0.4908 | 0.5585 | 0.5406 | 0.1666 | 0.0 | 0.0219 | nan | 0.2447 | 0.3730 | 0.5383 | | 0.0473 | 24.38 | 3900 | 0.4496 | 0.3334 | 0.4008 | 0.6063 | nan | 0.7051 | 0.5613 | 0.6237 | 0.5998 | 0.1989 | 0.0 | 0.0330 | nan | 0.2805 | 0.4479 | 0.5579 | 0.0 | 0.6636 | 0.5091 | 0.5670 | 0.5331 | 0.1698 | 0.0 | 0.0286 | nan | 0.2470 | 0.4166 | 0.5329 | | 0.069 | 25.0 | 4000 | 0.4442 | 0.3404 | 0.4109 | 0.6170 | nan | 0.7116 | 0.5806 | 0.6320 | 0.6083 | 0.2084 | 0.0 | 0.0391 | nan | 0.2758 | 0.4698 | 0.5837 | 0.0 | 0.6682 | 0.5204 | 0.5734 | 0.5400 | 0.1764 | 0.0 | 0.0335 | nan | 0.2434 | 0.4342 | 0.5547 | ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "unlabeled", "lv", "rv", "ra", "la", "vs", "as", "mk", "tk", "asd", "vsd", "ak" ]

jhaberbe/segformer-b0-finetuned-lipid-droplets-v2

# segformer-b0-finetuned-lipid-droplets-v2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jhaberbe/lipid-droplets-v4 dataset. It achieves the following results on the evaluation set: - Loss: 0.1330 - Mean Iou: 0.004 - Mean Accuracy: 0.008 - Overall Accuracy: 0.008 - Accuracy Unlabeled: nan - Accuracy Lipid: 0.008 - Iou Unlabeled: 0.0 - Iou Lipid: 0.008 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments - lr_scheduler_type: linear - num_epochs: 100 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Lipid | Iou Unlabeled | Iou Lipid | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:--------------:|:-------------:|:---------:| | 0.5568 | 5.0 | 20 | 0.6918 | 0.0435 | 0.0870 | 0.0870 | nan | 0.0870 | 0.0 | 0.0870 | | 0.4064 | 10.0 | 40 | 0.6370 | 0.0311 | 0.0622 | 0.0622 | nan | 0.0622 | 0.0 | 0.0622 | | 0.298 | 15.0 | 60 | 0.5943 | 0.0174 | 0.0348 | 0.0348 | nan | 0.0348 | 0.0 | 0.0348 | | 0.2508 | 20.0 | 80 | 0.4472 | 0.0069 | 0.0138 | 0.0138 | nan | 0.0138 | 0.0 | 0.0138 | | 0.2184 | 25.0 | 100 | 0.4683 | 0.0079 | 0.0159 | 0.0159 | nan | 0.0159 | 0.0 | 0.0159 | | 0.2213 | 30.0 | 120 | 0.4272 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1669 | 35.0 | 140 | 0.2754 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1871 | 40.0 | 160 | 0.2788 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1202 | 45.0 | 180 | 0.2453 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1081 | 50.0 | 200 | 0.2138 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1062 | 55.0 | 220 | 0.2132 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1026 | 60.0 | 240 | 0.1336 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1009 | 65.0 | 260 | 0.1952 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.07 | 70.0 | 280 | 0.1577 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.0626 | 75.0 | 300 | 0.1556 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.0723 | 80.0 | 320 | 0.1446 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.0669 | 85.0 | 340 | 0.1151 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.1126 | 90.0 | 360 | 0.1668 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.077 | 95.0 | 380 | 0.1536 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | | 0.0758 | 100.0 | 400 | 0.1330 | 0.004 | 0.008 | 0.008 | nan | 0.008 | 0.0 | 0.008 | ### Framework versions - Transformers 4.49.0 - Pytorch 2.6.0+cu124 - Datasets 3.4.1 - Tokenizers 0.21.1

[ "unlabeled", "lipid" ]

peldrak/segformer-b1-cityscapes-1024-1024-finetuned-coastTrain

# segformer-b1-cityscapes-1024-1024-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b1-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_1024-1024 dataset. It achieves the following results on the evaluation set: - Loss: 2.5474 - Mean Iou: 0.0921 - Mean Accuracy: 0.1657 - Overall Accuracy: 0.2898 - Accuracy Water: 0.2424 - Accuracy Whitewater: 0.0057 - Accuracy Sediment: 0.0888 - Accuracy Other Natural Terrain: 0.0004 - Accuracy Vegetation: 0.5622 - Accuracy Development: 0.0893 - Accuracy Unknown: 0.1710 - Iou Water: 0.1575 - Iou Whitewater: 0.0056 - Iou Sediment: 0.0508 - Iou Other Natural Terrain: 0.0004 - Iou Vegetation: 0.2586 - Iou Development: 0.0526 - Iou Unknown: 0.1194 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7427 | 0.06 | 20 | 1.8825 | 0.0796 | 0.1466 | 0.2315 | 0.2548 | 0.0314 | 0.0690 | 0.0497 | 0.3398 | 0.0290 | 0.2524 | 0.1635 | 0.0211 | 0.0344 | 0.0180 | 0.1846 | 0.0235 | 0.1117 | | 1.7921 | 0.12 | 40 | 1.8459 | 0.0827 | 0.1502 | 0.2699 | 0.3189 | 0.0123 | 0.0740 | 0.0291 | 0.4616 | 0.0181 | 0.1374 | 0.1913 | 0.0103 | 0.0344 | 0.0142 | 0.2278 | 0.0162 | 0.0849 | | 1.8009 | 0.19 | 60 | 1.7866 | 0.0789 | 0.1542 | 0.3069 | 0.2496 | 0.0024 | 0.0483 | 0.0140 | 0.6947 | 0.0167 | 0.0540 | 0.1653 | 0.0024 | 0.0309 | 0.0106 | 0.2831 | 0.0154 | 0.0446 | | 1.5943 | 0.25 | 80 | 1.7816 | 0.0797 | 0.1602 | 0.3213 | 0.2001 | 0.0002 | 0.0511 | 0.0054 | 0.7825 | 0.0091 | 0.0728 | 0.1456 | 0.0002 | 0.0354 | 0.0047 | 0.3049 | 0.0084 | 0.0588 | | 1.586 | 0.31 | 100 | 1.7419 | 0.0907 | 0.1723 | 0.3435 | 0.2724 | 0.0000 | 0.0293 | 0.0028 | 0.7600 | 0.0137 | 0.1276 | 0.1841 | 0.0000 | 0.0244 | 0.0026 | 0.3186 | 0.0129 | 0.0926 | | 1.5631 | 0.37 | 120 | 1.7361 | 0.0892 | 0.1706 | 0.3388 | 0.2614 | 0.0000 | 0.0507 | 0.0041 | 0.7740 | 0.0414 | 0.0624 | 0.1830 | 0.0000 | 0.0368 | 0.0038 | 0.3137 | 0.0351 | 0.0522 | | 1.6901 | 0.43 | 140 | 1.7256 | 0.0938 | 0.1700 | 0.3286 | 0.3303 | 0.0 | 0.0249 | 0.0012 | 0.6387 | 0.0528 | 0.1422 | 0.2057 | 0.0 | 0.0206 | 0.0012 | 0.2824 | 0.0420 | 0.1042 | | 1.4699 | 0.49 | 160 | 1.7267 | 0.0887 | 0.1694 | 0.3508 | 0.4261 | 0.0 | 0.0281 | 0.0001 | 0.6751 | 0.0156 | 0.0409 | 0.2457 | 0.0 | 0.0230 | 0.0001 | 0.2992 | 0.0145 | 0.0382 | | 1.8037 | 0.56 | 180 | 1.7113 | 0.0712 | 0.1570 | 0.3340 | 0.1785 | 0.0 | 0.0045 | 0.0 | 0.8693 | 0.0060 | 0.0408 | 0.1382 | 0.0 | 0.0044 | 0.0 | 0.3141 | 0.0058 | 0.0362 | | 1.3546 | 0.62 | 200 | 1.7069 | 0.0858 | 0.1646 | 0.3278 | 0.2438 | 0.0000 | 0.0187 | 0.0001 | 0.7388 | 0.0329 | 0.1178 | 0.1683 | 0.0000 | 0.0157 | 0.0001 | 0.3056 | 0.0274 | 0.0838 | | 1.3771 | 0.68 | 220 | 1.7337 | 0.0867 | 0.1672 | 0.3216 | 0.2627 | 0.0 | 0.0092 | 0.0 | 0.6509 | 0.0007 | 0.2470 | 0.1702 | 0.0 | 0.0085 | 0.0 | 0.2931 | 0.0007 | 0.1345 | | 1.6641 | 0.74 | 240 | 1.7529 | 0.0773 | 0.1515 | 0.3133 | 0.3316 | 0.0 | 0.0028 | 0.0 | 0.6381 | 0.0201 | 0.0676 | 0.1955 | 0.0 | 0.0027 | 0.0 | 0.2650 | 0.0177 | 0.0599 | | 1.3933 | 0.8 | 260 | 1.7354 | 0.0753 | 0.1550 | 0.3255 | 0.2746 | 0.0 | 0.0109 | 0.0 | 0.7509 | 0.0303 | 0.0184 | 0.1807 | 0.0 | 0.0101 | 0.0 | 0.2925 | 0.0257 | 0.0181 | | 1.3034 | 0.86 | 280 | 1.7112 | 0.0738 | 0.1530 | 0.3261 | 0.3203 | 0.0 | 0.0085 | 0.0 | 0.7152 | 0.0062 | 0.0207 | 0.1926 | 0.0 | 0.0078 | 0.0 | 0.2894 | 0.0060 | 0.0204 | | 1.2058 | 0.93 | 300 | 1.7280 | 0.0679 | 0.1433 | 0.3043 | 0.3039 | 0.0 | 0.0229 | 0.0 | 0.6658 | 0.0012 | 0.0094 | 0.1777 | 0.0 | 0.0182 | 0.0 | 0.2690 | 0.0012 | 0.0093 | | 1.1554 | 0.99 | 320 | 1.7276 | 0.0729 | 0.1508 | 0.3220 | 0.3469 | 0.0 | 0.0069 | 0.0 | 0.6760 | 0.0002 | 0.0259 | 0.2007 | 0.0 | 0.0065 | 0.0 | 0.2776 | 0.0002 | 0.0256 | | 1.6148 | 1.05 | 340 | 1.7418 | 0.0667 | 0.1482 | 0.3149 | 0.1769 | 0.0 | 0.0075 | 0.0 | 0.8113 | 0.0034 | 0.0380 | 0.1286 | 0.0 | 0.0069 | 0.0 | 0.2912 | 0.0033 | 0.0372 | | 1.442 | 1.11 | 360 | 1.7121 | 0.0744 | 0.1506 | 0.3145 | 0.2856 | 0.0 | 0.0133 | 0.0 | 0.6952 | 0.0055 | 0.0543 | 0.1778 | 0.0 | 0.0117 | 0.0 | 0.2762 | 0.0053 | 0.0499 | | 1.4486 | 1.17 | 380 | 1.7370 | 0.0837 | 0.1618 | 0.3289 | 0.2799 | 0.0 | 0.0112 | 0.0 | 0.7192 | 0.0158 | 0.1065 | 0.1792 | 0.0 | 0.0103 | 0.0 | 0.2937 | 0.0145 | 0.0880 | | 1.5646 | 1.23 | 400 | 1.7584 | 0.0761 | 0.1590 | 0.3299 | 0.1877 | 0.0 | 0.0175 | 0.0 | 0.8306 | 0.0091 | 0.0684 | 0.1389 | 0.0 | 0.0152 | 0.0 | 0.3121 | 0.0085 | 0.0579 | | 1.5106 | 1.3 | 420 | 1.7569 | 0.0862 | 0.1689 | 0.3373 | 0.2383 | 0.0 | 0.0061 | 0.0 | 0.7567 | 0.0007 | 0.1805 | 0.1641 | 0.0 | 0.0059 | 0.0 | 0.3107 | 0.0007 | 0.1221 | | 1.4118 | 1.36 | 440 | 1.7727 | 0.0909 | 0.1638 | 0.3099 | 0.4866 | 0.0 | 0.0534 | 0.0 | 0.4186 | 0.0133 | 0.1745 | 0.2383 | 0.0 | 0.0291 | 0.0 | 0.2289 | 0.0122 | 0.1279 | | 1.3642 | 1.42 | 460 | 1.7686 | 0.0888 | 0.1618 | 0.3072 | 0.4294 | 0.0 | 0.0723 | 0.0 | 0.4766 | 0.0063 | 0.1480 | 0.2240 | 0.0 | 0.0349 | 0.0 | 0.2425 | 0.0061 | 0.1145 | | 1.2209 | 1.48 | 480 | 1.7662 | 0.0853 | 0.1596 | 0.3239 | 0.4314 | 0.0 | 0.0157 | 0.0 | 0.5653 | 0.0236 | 0.0810 | 0.2260 | 0.0 | 0.0130 | 0.0 | 0.2662 | 0.0206 | 0.0711 | | 1.282 | 1.54 | 500 | 1.7852 | 0.0737 | 0.1489 | 0.3138 | 0.3484 | 0.0 | 0.0039 | 0.0 | 0.6363 | 0.0027 | 0.0506 | 0.1949 | 0.0 | 0.0038 | 0.0 | 0.2657 | 0.0026 | 0.0491 | | 1.5329 | 1.6 | 520 | 1.7933 | 0.0805 | 0.1571 | 0.3080 | 0.6583 | 0.0 | 0.0065 | 0.0 | 0.2585 | 0.0036 | 0.1729 | 0.2633 | 0.0 | 0.0061 | 0.0 | 0.1704 | 0.0035 | 0.1200 | | 1.2103 | 1.67 | 540 | 1.7737 | 0.0640 | 0.1462 | 0.2950 | 0.8102 | 0.0 | 0.0026 | 0.0 | 0.1025 | 0.0009 | 0.1073 | 0.2782 | 0.0 | 0.0026 | 0.0 | 0.0814 | 0.0009 | 0.0850 | | 1.8162 | 1.73 | 560 | 1.7517 | 0.0743 | 0.1471 | 0.3045 | 0.5700 | 0.0 | 0.0098 | 0.0 | 0.3852 | 0.0009 | 0.0637 | 0.2421 | 0.0 | 0.0092 | 0.0 | 0.2069 | 0.0008 | 0.0615 | | 1.025 | 1.79 | 580 | 1.8348 | 0.0816 | 0.1545 | 0.2964 | 0.2551 | 0.0 | 0.0770 | 0.0 | 0.6298 | 0.0240 | 0.0958 | 0.1600 | 0.0 | 0.0450 | 0.0 | 0.2598 | 0.0204 | 0.0862 | | 1.1312 | 1.85 | 600 | 1.8402 | 0.0792 | 0.1531 | 0.3109 | 0.3223 | 0.0 | 0.0317 | 0.0 | 0.6312 | 0.0001 | 0.0865 | 0.1840 | 0.0 | 0.0248 | 0.0 | 0.2669 | 0.0001 | 0.0788 | | 1.1274 | 1.91 | 620 | 1.8421 | 0.0832 | 0.1601 | 0.3074 | 0.2177 | 0.0 | 0.0548 | 0.0 | 0.6773 | 0.0025 | 0.1683 | 0.1468 | 0.0 | 0.0319 | 0.0 | 0.2850 | 0.0024 | 0.1166 | | 1.1055 | 1.98 | 640 | 1.7654 | 0.0803 | 0.1627 | 0.3317 | 0.1895 | 0.0 | 0.0095 | 0.0 | 0.8118 | 0.0056 | 0.1222 | 0.1393 | 0.0 | 0.0083 | 0.0 | 0.3106 | 0.0052 | 0.0987 | | 1.1188 | 2.04 | 660 | 1.8422 | 0.0823 | 0.1558 | 0.2978 | 0.5807 | 0.0 | 0.0147 | 0.0 | 0.2851 | 0.0102 | 0.2001 | 0.2444 | 0.0 | 0.0124 | 0.0 | 0.1810 | 0.0093 | 0.1290 | | 0.7184 | 2.1 | 680 | 1.8740 | 0.0917 | 0.1657 | 0.3167 | 0.4052 | 0.0 | 0.0350 | 0.0 | 0.5128 | 0.0088 | 0.1982 | 0.2098 | 0.0 | 0.0267 | 0.0 | 0.2607 | 0.0079 | 0.1365 | | 1.2916 | 2.16 | 700 | 1.8449 | 0.0847 | 0.1575 | 0.3021 | 0.5341 | 0.0 | 0.0752 | 0.0 | 0.3741 | 0.0021 | 0.1168 | 0.2344 | 0.0 | 0.0443 | 0.0 | 0.2149 | 0.0020 | 0.0970 | | 0.6976 | 2.22 | 720 | 1.7893 | 0.0721 | 0.1450 | 0.2963 | 0.6304 | 0.0 | 0.0225 | 0.0 | 0.2984 | 0.0003 | 0.0630 | 0.2516 | 0.0 | 0.0181 | 0.0 | 0.1790 | 0.0003 | 0.0554 | | 1.1275 | 2.28 | 740 | 1.8876 | 0.0706 | 0.1484 | 0.3091 | 0.2006 | 0.0 | 0.0136 | 0.0 | 0.7549 | 0.0000 | 0.0695 | 0.1367 | 0.0 | 0.0119 | 0.0 | 0.2826 | 0.0000 | 0.0629 | | 1.5611 | 2.35 | 760 | 1.8761 | 0.0751 | 0.1551 | 0.3135 | 0.1745 | 0.0 | 0.0443 | 0.0 | 0.7801 | 0.0004 | 0.0863 | 0.1261 | 0.0 | 0.0318 | 0.0 | 0.2922 | 0.0004 | 0.0755 | | 1.201 | 2.41 | 780 | 1.8303 | 0.0836 | 0.1568 | 0.3151 | 0.4073 | 0.0 | 0.0241 | 0.0 | 0.5490 | 0.0000 | 0.1172 | 0.2130 | 0.0 | 0.0197 | 0.0 | 0.2529 | 0.0000 | 0.0998 | | 1.4296 | 2.47 | 800 | 1.9374 | 0.0814 | 0.1671 | 0.2968 | 0.1477 | 0.0 | 0.1866 | 0.0 | 0.7053 | 0.0002 | 0.1299 | 0.1101 | 0.0 | 0.0674 | 0.0 | 0.2865 | 0.0002 | 0.1059 | | 1.5941 | 2.53 | 820 | 1.7920 | 0.0835 | 0.1571 | 0.3130 | 0.5515 | 0.0 | 0.0383 | 0.0 | 0.4058 | 0.0000 | 0.1040 | 0.2453 | 0.0 | 0.0289 | 0.0 | 0.2209 | 0.0000 | 0.0895 | | 1.2717 | 2.59 | 840 | 1.8179 | 0.0831 | 0.1554 | 0.3017 | 0.5128 | 0.0 | 0.0696 | 0.0 | 0.4023 | 0.0035 | 0.0997 | 0.2333 | 0.0 | 0.0432 | 0.0 | 0.2209 | 0.0033 | 0.0810 | | 1.196 | 2.65 | 860 | 1.7919 | 0.0801 | 0.1547 | 0.3110 | 0.3174 | 0.0 | 0.0501 | 0.0 | 0.6370 | 0.0032 | 0.0750 | 0.1857 | 0.0 | 0.0359 | 0.0 | 0.2678 | 0.0031 | 0.0685 | | 1.5205 | 2.72 | 880 | 1.8334 | 0.0797 | 0.1537 | 0.3107 | 0.5407 | 0.0 | 0.0486 | 0.0 | 0.4290 | 0.0002 | 0.0577 | 0.2459 | 0.0 | 0.0346 | 0.0 | 0.2232 | 0.0002 | 0.0538 | | 1.0475 | 2.78 | 900 | 1.8858 | 0.0776 | 0.1603 | 0.3232 | 0.1588 | 0.0 | 0.0307 | 0.0 | 0.8139 | 0.0000 | 0.1184 | 0.1204 | 0.0 | 0.0240 | 0.0 | 0.3045 | 0.0000 | 0.0944 | | 0.9236 | 2.84 | 920 | 1.8694 | 0.0796 | 0.1590 | 0.3029 | 0.2343 | 0.0 | 0.1254 | 0.0 | 0.6789 | 0.0000 | 0.0743 | 0.1565 | 0.0 | 0.0567 | 0.0 | 0.2739 | 0.0000 | 0.0702 | | 1.3107 | 2.9 | 940 | 1.9179 | 0.0725 | 0.1642 | 0.2894 | 0.0833 | 0.0 | 0.2223 | 0.0 | 0.7647 | 0.0196 | 0.0596 | 0.0714 | 0.0 | 0.0698 | 0.0 | 0.2935 | 0.0168 | 0.0562 | | 1.3332 | 2.96 | 960 | 1.9296 | 0.0870 | 0.1760 | 0.2810 | 0.1602 | 0.0 | 0.2863 | 0.0 | 0.6105 | 0.0482 | 0.1269 | 0.1227 | 0.0 | 0.0717 | 0.0 | 0.2780 | 0.0356 | 0.1015 | | 1.1538 | 3.02 | 980 | 1.9083 | 0.0957 | 0.1770 | 0.2917 | 0.2992 | 0.0 | 0.2183 | 0.0 | 0.4992 | 0.0400 | 0.1820 | 0.1798 | 0.0 | 0.0688 | 0.0 | 0.2593 | 0.0307 | 0.1315 | | 1.2567 | 3.09 | 1000 | 1.9463 | 0.0901 | 0.1665 | 0.2863 | 0.2720 | 0.0 | 0.1567 | 0.0 | 0.5214 | 0.0286 | 0.1865 | 0.1659 | 0.0 | 0.0587 | 0.0 | 0.2524 | 0.0235 | 0.1305 | | 2.0597 | 3.15 | 1020 | 2.0138 | 0.0890 | 0.1645 | 0.2909 | 0.2633 | 0.0 | 0.1284 | 0.0 | 0.5505 | 0.0160 | 0.1936 | 0.1622 | 0.0 | 0.0542 | 0.0 | 0.2558 | 0.0139 | 0.1370 | | 2.0843 | 3.21 | 1040 | 1.9628 | 0.0704 | 0.1601 | 0.3155 | 0.0540 | 0.0 | 0.0710 | 0.0 | 0.8901 | 0.0052 | 0.1007 | 0.0495 | 0.0 | 0.0444 | 0.0 | 0.3132 | 0.0049 | 0.0807 | | 1.3543 | 3.27 | 1060 | 1.8943 | 0.0811 | 0.1666 | 0.2752 | 0.2039 | 0.0000 | 0.2750 | 0.0 | 0.5811 | 0.0265 | 0.0794 | 0.1430 | 0.0000 | 0.0689 | 0.0 | 0.2666 | 0.0220 | 0.0673 | | 2.0191 | 3.33 | 1080 | 2.0161 | 0.0805 | 0.1575 | 0.2934 | 0.2472 | 0.0 | 0.1395 | 0.0 | 0.6297 | 0.0114 | 0.0748 | 0.1574 | 0.0 | 0.0611 | 0.0 | 0.2637 | 0.0101 | 0.0710 | | 1.4898 | 3.4 | 1100 | 1.8683 | 0.0806 | 0.1662 | 0.3192 | 0.1115 | 0.0 | 0.0843 | 0.0 | 0.8282 | 0.0075 | 0.1321 | 0.0910 | 0.0 | 0.0511 | 0.0 | 0.3076 | 0.0069 | 0.1073 | | 0.9367 | 3.46 | 1120 | 1.8911 | 0.0758 | 0.1650 | 0.3228 | 0.0762 | 0.0 | 0.0675 | 0.0 | 0.8790 | 0.0004 | 0.1321 | 0.0666 | 0.0 | 0.0438 | 0.0 | 0.3155 | 0.0004 | 0.1042 | | 1.3668 | 3.52 | 1140 | 1.9307 | 0.0806 | 0.1667 | 0.3127 | 0.1210 | 0.0 | 0.1233 | 0.0 | 0.7956 | 0.0018 | 0.1255 | 0.0959 | 0.0 | 0.0622 | 0.0 | 0.3010 | 0.0018 | 0.1033 | | 1.1984 | 3.58 | 1160 | 1.8903 | 0.0812 | 0.1621 | 0.3041 | 0.1816 | 0.0 | 0.1245 | 0.0 | 0.7156 | 0.0003 | 0.1124 | 0.1266 | 0.0 | 0.0585 | 0.0 | 0.2858 | 0.0003 | 0.0970 | | 1.7071 | 3.64 | 1180 | 1.8973 | 0.0829 | 0.1663 | 0.3058 | 0.1938 | 0.0 | 0.1589 | 0.0 | 0.7067 | 0.0003 | 0.1045 | 0.1370 | 0.0 | 0.0612 | 0.0 | 0.2893 | 0.0003 | 0.0927 | | 1.2376 | 3.7 | 1200 | 1.9039 | 0.0843 | 0.1673 | 0.2886 | 0.2410 | 0.0 | 0.2258 | 0.0 | 0.5877 | 0.0023 | 0.1146 | 0.1576 | 0.0 | 0.0637 | 0.0 | 0.2704 | 0.0022 | 0.0962 | | 1.8254 | 3.77 | 1220 | 1.9488 | 0.0786 | 0.1623 | 0.2576 | 0.2029 | 0.0 | 0.2982 | 0.0 | 0.5057 | 0.0007 | 0.1290 | 0.1425 | 0.0 | 0.0595 | 0.0 | 0.2446 | 0.0007 | 0.1029 | | 1.6526 | 3.83 | 1240 | 1.9132 | 0.0827 | 0.1652 | 0.3175 | 0.1793 | 0.0 | 0.0922 | 0.0 | 0.7625 | 0.0004 | 0.1216 | 0.1345 | 0.0 | 0.0472 | 0.0 | 0.2971 | 0.0004 | 0.1000 | | 0.8048 | 3.89 | 1260 | 1.9137 | 0.0911 | 0.1709 | 0.3328 | 0.2434 | 0.0000 | 0.0467 | 0.0 | 0.7435 | 0.0302 | 0.1325 | 0.1748 | 0.0000 | 0.0310 | 0.0 | 0.3015 | 0.0252 | 0.1053 | | 1.0575 | 3.95 | 1280 | 1.8668 | 0.0816 | 0.1678 | 0.3411 | 0.1658 | 0.0000 | 0.0151 | 0.0 | 0.8614 | 0.0053 | 0.1267 | 0.1304 | 0.0000 | 0.0132 | 0.0 | 0.3211 | 0.0051 | 0.1017 | | 1.6408 | 4.01 | 1300 | 1.8628 | 0.0812 | 0.1670 | 0.3376 | 0.1618 | 0.0001 | 0.0072 | 0.0 | 0.8450 | 0.0058 | 0.1493 | 0.1243 | 0.0001 | 0.0067 | 0.0 | 0.3224 | 0.0056 | 0.1094 | | 1.0086 | 4.07 | 1320 | 1.9860 | 0.0916 | 0.1673 | 0.3013 | 0.2603 | 0.0002 | 0.0836 | 0.0 | 0.5787 | 0.0273 | 0.2212 | 0.1635 | 0.0002 | 0.0449 | 0.0 | 0.2673 | 0.0227 | 0.1423 | | 1.1752 | 4.14 | 1340 | 1.9976 | 0.0900 | 0.1674 | 0.3049 | 0.2185 | 0.0000 | 0.0731 | 0.0 | 0.6324 | 0.0240 | 0.2236 | 0.1487 | 0.0000 | 0.0408 | 0.0 | 0.2747 | 0.0207 | 0.1450 | | 1.1378 | 4.2 | 1360 | 1.9934 | 0.0878 | 0.1655 | 0.2936 | 0.1997 | 0.0 | 0.1110 | 0.0 | 0.6132 | 0.0207 | 0.2139 | 0.1376 | 0.0 | 0.0485 | 0.0 | 0.2674 | 0.0183 | 0.1428 | | 0.7015 | 4.26 | 1380 | 1.9514 | 0.0793 | 0.1605 | 0.3024 | 0.1178 | 0.0000 | 0.0738 | 0.0 | 0.7505 | 0.0071 | 0.1745 | 0.0922 | 0.0000 | 0.0411 | 0.0 | 0.2875 | 0.0067 | 0.1275 | | 1.3922 | 4.32 | 1400 | 1.9632 | 0.0924 | 0.1657 | 0.2975 | 0.3617 | 0.0000 | 0.0946 | 0.0 | 0.4752 | 0.0259 | 0.2023 | 0.1954 | 0.0000 | 0.0500 | 0.0 | 0.2413 | 0.0220 | 0.1385 | | 1.3262 | 4.38 | 1420 | 1.9521 | 0.0828 | 0.1592 | 0.2847 | 0.2606 | 0.0 | 0.1597 | 0.0 | 0.5639 | 0.0080 | 0.1218 | 0.1608 | 0.0 | 0.0613 | 0.0 | 0.2526 | 0.0076 | 0.0971 | | 1.131 | 4.44 | 1440 | 1.8747 | 0.0840 | 0.1544 | 0.2889 | 0.4477 | 0.0000 | 0.0985 | 0.0 | 0.4147 | 0.0243 | 0.0959 | 0.2164 | 0.0000 | 0.0548 | 0.0 | 0.2124 | 0.0203 | 0.0843 | | 1.4707 | 4.51 | 1460 | 1.9253 | 0.0792 | 0.1508 | 0.2983 | 0.2632 | 0.0 | 0.0387 | 0.0 | 0.6337 | 0.0147 | 0.1052 | 0.1600 | 0.0 | 0.0295 | 0.0 | 0.2587 | 0.0130 | 0.0929 | | 1.2176 | 4.57 | 1480 | 1.8738 | 0.0861 | 0.1566 | 0.2946 | 0.5159 | 0.0 | 0.0358 | 0.0 | 0.3366 | 0.0209 | 0.1870 | 0.2300 | 0.0 | 0.0275 | 0.0 | 0.1935 | 0.0175 | 0.1343 | | 1.3537 | 4.63 | 1500 | 2.0452 | 0.0934 | 0.1676 | 0.2815 | 0.3538 | 0.0 | 0.1502 | 0.0 | 0.4162 | 0.0629 | 0.1899 | 0.1955 | 0.0 | 0.0567 | 0.0 | 0.2296 | 0.0410 | 0.1308 | | 1.7733 | 4.69 | 1520 | 1.9579 | 0.0968 | 0.1720 | 0.2965 | 0.4003 | 0.0 | 0.1282 | 0.0 | 0.4208 | 0.0567 | 0.1981 | 0.2137 | 0.0 | 0.0532 | 0.0 | 0.2366 | 0.0409 | 0.1332 | | 1.6974 | 4.75 | 1540 | 2.0718 | 0.0955 | 0.1777 | 0.2812 | 0.3440 | 0.0 | 0.2437 | 0.0 | 0.4057 | 0.0496 | 0.2010 | 0.2002 | 0.0 | 0.0678 | 0.0 | 0.2325 | 0.0376 | 0.1304 | | 1.1582 | 4.81 | 1560 | 2.0188 | 0.0881 | 0.1732 | 0.2645 | 0.2747 | 0.0 | 0.3258 | 0.0 | 0.4345 | 0.0260 | 0.1515 | 0.1759 | 0.0 | 0.0651 | 0.0 | 0.2361 | 0.0219 | 0.1177 | | 1.1255 | 4.88 | 1580 | 1.8810 | 0.0934 | 0.1717 | 0.3209 | 0.4210 | 0.0 | 0.1285 | 0.0 | 0.5379 | 0.0153 | 0.0992 | 0.2270 | 0.0 | 0.0582 | 0.0 | 0.2714 | 0.0140 | 0.0829 | | 1.0452 | 4.94 | 1600 | 1.8951 | 0.0928 | 0.1739 | 0.3227 | 0.3062 | 0.0 | 0.1374 | 0.0 | 0.6444 | 0.0050 | 0.1245 | 0.1924 | 0.0 | 0.0607 | 0.0 | 0.2892 | 0.0048 | 0.1023 | | 1.2638 | 5.0 | 1620 | 1.9432 | 0.0967 | 0.1811 | 0.3245 | 0.2343 | 0.0001 | 0.1481 | 0.0 | 0.6873 | 0.0157 | 0.1823 | 0.1599 | 0.0001 | 0.0662 | 0.0 | 0.3079 | 0.0141 | 0.1284 | | 2.1277 | 5.06 | 1640 | 2.0224 | 0.0933 | 0.1833 | 0.2847 | 0.2659 | 0.0001 | 0.3267 | 0.0 | 0.5015 | 0.0240 | 0.1646 | 0.1725 | 0.0001 | 0.0763 | 0.0 | 0.2637 | 0.0207 | 0.1197 | | 1.1585 | 5.12 | 1660 | 2.0021 | 0.0795 | 0.1745 | 0.2704 | 0.1192 | 0.0001 | 0.3491 | 0.0 | 0.6186 | 0.0176 | 0.1168 | 0.0965 | 0.0001 | 0.0753 | 0.0 | 0.2741 | 0.0159 | 0.0944 | | 1.273 | 5.19 | 1680 | 1.9378 | 0.0868 | 0.1747 | 0.3024 | 0.1905 | 0.0000 | 0.2302 | 0.0 | 0.6840 | 0.0289 | 0.0892 | 0.1392 | 0.0000 | 0.0735 | 0.0 | 0.2943 | 0.0245 | 0.0763 | | 1.0868 | 5.25 | 1700 | 1.9264 | 0.0953 | 0.1812 | 0.3182 | 0.2354 | 0.0001 | 0.1936 | 0.0 | 0.6787 | 0.0355 | 0.1250 | 0.1634 | 0.0001 | 0.0758 | 0.0 | 0.3042 | 0.0293 | 0.0945 | | 1.4384 | 5.31 | 1720 | 2.0654 | 0.0808 | 0.1704 | 0.3151 | 0.0654 | 0.0001 | 0.1052 | 0.0 | 0.8387 | 0.0274 | 0.1557 | 0.0582 | 0.0001 | 0.0594 | 0.0 | 0.3152 | 0.0232 | 0.1095 | | 1.0657 | 5.37 | 1740 | 2.0194 | 0.0902 | 0.1804 | 0.3035 | 0.1016 | 0.0001 | 0.1810 | 0.0 | 0.7172 | 0.0441 | 0.2185 | 0.0849 | 0.0001 | 0.0701 | 0.0 | 0.3025 | 0.0342 | 0.1397 | | 1.8975 | 5.43 | 1760 | 2.0394 | 0.0806 | 0.1686 | 0.3098 | 0.0597 | 0.0002 | 0.0841 | 0.0 | 0.8139 | 0.0351 | 0.1871 | 0.0537 | 0.0002 | 0.0487 | 0.0 | 0.3081 | 0.0278 | 0.1257 | | 1.7212 | 5.49 | 1780 | 2.0332 | 0.0924 | 0.1671 | 0.2998 | 0.3021 | 0.0 | 0.0587 | 0.0 | 0.5190 | 0.0310 | 0.2589 | 0.1811 | 0.0 | 0.0358 | 0.0 | 0.2493 | 0.0260 | 0.1543 | | 1.1061 | 5.56 | 1800 | 2.0693 | 0.0858 | 0.1682 | 0.2758 | 0.1659 | 0.0000 | 0.2039 | 0.0 | 0.5704 | 0.0223 | 0.2150 | 0.1241 | 0.0000 | 0.0595 | 0.0 | 0.2571 | 0.0191 | 0.1409 | | 1.4812 | 5.62 | 1820 | 2.1053 | 0.0864 | 0.1649 | 0.2704 | 0.3566 | 0.0 | 0.2325 | 0.0 | 0.3920 | 0.0149 | 0.1580 | 0.1907 | 0.0 | 0.0642 | 0.0 | 0.2196 | 0.0136 | 0.1170 | | 1.0818 | 5.68 | 1840 | 2.0707 | 0.0877 | 0.1679 | 0.2853 | 0.2196 | 0.0002 | 0.1809 | 0.0 | 0.5627 | 0.0102 | 0.2018 | 0.1412 | 0.0002 | 0.0650 | 0.0 | 0.2607 | 0.0096 | 0.1372 | | 0.9358 | 5.74 | 1860 | 2.0936 | 0.0848 | 0.1628 | 0.2843 | 0.2572 | 0.0000 | 0.1770 | 0.0 | 0.5516 | 0.0097 | 0.1441 | 0.1602 | 0.0000 | 0.0616 | 0.0 | 0.2567 | 0.0091 | 0.1064 | | 1.199 | 5.8 | 1880 | 1.9525 | 0.0819 | 0.1577 | 0.2963 | 0.2184 | 0.0000 | 0.0944 | 0.0 | 0.6478 | 0.0082 | 0.1352 | 0.1428 | 0.0000 | 0.0508 | 0.0 | 0.2719 | 0.0079 | 0.0997 | | 1.048 | 5.86 | 1900 | 1.9222 | 0.0826 | 0.1615 | 0.2753 | 0.2509 | 0.0000 | 0.2194 | 0.0 | 0.5364 | 0.0192 | 0.1049 | 0.1594 | 0.0000 | 0.0683 | 0.0 | 0.2431 | 0.0165 | 0.0907 | | 1.0685 | 5.93 | 1920 | 1.9716 | 0.0854 | 0.1680 | 0.2800 | 0.2753 | 0.0 | 0.2537 | 0.0 | 0.5182 | 0.0148 | 0.1139 | 0.1695 | 0.0 | 0.0726 | 0.0 | 0.2504 | 0.0135 | 0.0919 | | 1.2216 | 5.99 | 1940 | 1.9925 | 0.0955 | 0.1782 | 0.3026 | 0.2450 | 0.0000 | 0.1818 | 0.0 | 0.5851 | 0.0279 | 0.2075 | 0.1655 | 0.0000 | 0.0679 | 0.0 | 0.2777 | 0.0225 | 0.1345 | | 0.7619 | 6.05 | 1960 | 1.9964 | 0.0951 | 0.1791 | 0.2904 | 0.2772 | 0.0001 | 0.2342 | 0.0 | 0.5036 | 0.0276 | 0.2107 | 0.1751 | 0.0001 | 0.0737 | 0.0 | 0.2582 | 0.0224 | 0.1361 | | 1.6294 | 6.11 | 1980 | 2.0974 | 0.0895 | 0.1738 | 0.2725 | 0.2014 | 0.0002 | 0.2397 | 0.0 | 0.5037 | 0.0309 | 0.2410 | 0.1382 | 0.0002 | 0.0732 | 0.0 | 0.2484 | 0.0242 | 0.1422 | | 1.5114 | 6.17 | 2000 | 2.0923 | 0.0915 | 0.1719 | 0.2909 | 0.2142 | 0.0001 | 0.1523 | 0.0 | 0.5666 | 0.0255 | 0.2444 | 0.1458 | 0.0001 | 0.0644 | 0.0 | 0.2615 | 0.0208 | 0.1480 | | 1.1353 | 6.23 | 2020 | 2.0203 | 0.0923 | 0.1743 | 0.2946 | 0.2039 | 0.0000 | 0.1754 | 0.0 | 0.5977 | 0.0334 | 0.2100 | 0.1449 | 0.0000 | 0.0652 | 0.0 | 0.2727 | 0.0257 | 0.1380 | | 1.8952 | 6.3 | 2040 | 2.0313 | 0.0877 | 0.1728 | 0.2989 | 0.1387 | 0.0 | 0.1634 | 0.0 | 0.6834 | 0.0176 | 0.2068 | 0.1085 | 0.0 | 0.0625 | 0.0 | 0.2864 | 0.0150 | 0.1416 | | 1.2905 | 6.36 | 2060 | 1.9667 | 0.0841 | 0.1578 | 0.3052 | 0.3201 | 0.0 | 0.0767 | 0.0 | 0.5958 | 0.0075 | 0.1045 | 0.1881 | 0.0 | 0.0443 | 0.0 | 0.2623 | 0.0068 | 0.0872 | | 1.7452 | 6.42 | 2080 | 2.1103 | 0.0872 | 0.1657 | 0.2810 | 0.3455 | 0.0000 | 0.2160 | 0.0 | 0.4542 | 0.0198 | 0.1244 | 0.1960 | 0.0000 | 0.0700 | 0.0 | 0.2355 | 0.0166 | 0.0922 | | 1.1436 | 6.48 | 2100 | 1.9898 | 0.0952 | 0.1775 | 0.2917 | 0.3756 | 0.0001 | 0.2366 | 0.0 | 0.4292 | 0.0276 | 0.1738 | 0.2095 | 0.0001 | 0.0803 | 0.0 | 0.2334 | 0.0224 | 0.1205 | | 2.0888 | 6.54 | 2120 | 2.1593 | 0.0930 | 0.1789 | 0.2791 | 0.3973 | 0.0001 | 0.2912 | 0.0 | 0.3510 | 0.0191 | 0.1933 | 0.2126 | 0.0001 | 0.0775 | 0.0 | 0.2103 | 0.0164 | 0.1340 | | 1.3082 | 6.6 | 2140 | 2.2548 | 0.0821 | 0.1820 | 0.2356 | 0.2074 | 0.0000 | 0.5113 | 0.0 | 0.3629 | 0.0135 | 0.1790 | 0.1441 | 0.0000 | 0.0758 | 0.0 | 0.2152 | 0.0121 | 0.1273 | | 1.385 | 6.67 | 2160 | 2.0697 | 0.0867 | 0.1773 | 0.2687 | 0.2334 | 0.0003 | 0.3582 | 0.0 | 0.4932 | 0.0349 | 0.1212 | 0.1562 | 0.0003 | 0.0848 | 0.0 | 0.2470 | 0.0272 | 0.0917 | | 1.128 | 6.73 | 2180 | 2.0355 | 0.0865 | 0.1755 | 0.2834 | 0.1978 | 0.0001 | 0.2929 | 0.0 | 0.5881 | 0.0216 | 0.1279 | 0.1400 | 0.0001 | 0.0840 | 0.0 | 0.2678 | 0.0189 | 0.0945 | | 0.8255 | 6.79 | 2200 | 2.0166 | 0.0919 | 0.1777 | 0.2731 | 0.2619 | 0.0001 | 0.2943 | 0.0 | 0.4631 | 0.0556 | 0.1692 | 0.1705 | 0.0001 | 0.0797 | 0.0 | 0.2409 | 0.0396 | 0.1127 | | 1.2289 | 6.85 | 2220 | 2.1772 | 0.0783 | 0.1711 | 0.2654 | 0.0768 | 0.0003 | 0.2993 | 0.0 | 0.6310 | 0.0406 | 0.1494 | 0.0686 | 0.0003 | 0.0716 | 0.0 | 0.2734 | 0.0308 | 0.1030 | | 1.5759 | 6.91 | 2240 | 2.1329 | 0.0765 | 0.1727 | 0.2521 | 0.1122 | 0.0001 | 0.3991 | 0.0 | 0.5528 | 0.0174 | 0.1274 | 0.0894 | 0.0001 | 0.0782 | 0.0 | 0.2545 | 0.0154 | 0.0979 | | 1.1695 | 6.98 | 2260 | 2.0725 | 0.0822 | 0.1706 | 0.2695 | 0.1509 | 0.0001 | 0.2981 | 0.0 | 0.5840 | 0.0272 | 0.1336 | 0.1140 | 0.0001 | 0.0751 | 0.0 | 0.2628 | 0.0217 | 0.1019 | | 0.7619 | 7.04 | 2280 | 2.0663 | 0.0917 | 0.1765 | 0.2813 | 0.4425 | 0.0001 | 0.2770 | 0.0 | 0.3296 | 0.0210 | 0.1654 | 0.2290 | 0.0001 | 0.0708 | 0.0 | 0.2111 | 0.0183 | 0.1124 | | 0.7352 | 7.1 | 2300 | 2.0411 | 0.0894 | 0.1814 | 0.2752 | 0.3029 | 0.0001 | 0.3764 | 0.0 | 0.4464 | 0.0183 | 0.1254 | 0.1908 | 0.0001 | 0.0774 | 0.0 | 0.2442 | 0.0165 | 0.0966 | | 1.3103 | 7.16 | 2320 | 2.0851 | 0.0846 | 0.1815 | 0.2752 | 0.1544 | 0.0007 | 0.3789 | 0.0 | 0.5892 | 0.0238 | 0.1234 | 0.1214 | 0.0007 | 0.0827 | 0.0 | 0.2720 | 0.0201 | 0.0950 | | 0.8668 | 7.22 | 2340 | 2.2051 | 0.0875 | 0.1810 | 0.2563 | 0.2861 | 0.0002 | 0.4178 | 0.0 | 0.3748 | 0.0271 | 0.1608 | 0.1810 | 0.0002 | 0.0793 | 0.0 | 0.2174 | 0.0225 | 0.1123 | | 0.6523 | 7.28 | 2360 | 2.4632 | 0.0727 | 0.1819 | 0.2104 | 0.1002 | 0.0007 | 0.6196 | 0.0 | 0.3693 | 0.0090 | 0.1749 | 0.0841 | 0.0007 | 0.0734 | 0.0 | 0.2160 | 0.0085 | 0.1262 | | 0.8917 | 7.35 | 2380 | 2.1261 | 0.0860 | 0.1773 | 0.2620 | 0.1878 | 0.0005 | 0.3437 | 0.0 | 0.4823 | 0.0171 | 0.2097 | 0.1301 | 0.0005 | 0.0819 | 0.0 | 0.2393 | 0.0155 | 0.1348 | | 0.7867 | 7.41 | 2400 | 2.0473 | 0.0847 | 0.1835 | 0.2898 | 0.1083 | 0.0004 | 0.3352 | 0.0 | 0.6827 | 0.0189 | 0.1394 | 0.0922 | 0.0004 | 0.0867 | 0.0 | 0.2857 | 0.0170 | 0.1107 | | 1.0314 | 7.47 | 2420 | 2.0464 | 0.0855 | 0.1811 | 0.2781 | 0.1576 | 0.0004 | 0.3554 | 0.0 | 0.5915 | 0.0190 | 0.1439 | 0.1229 | 0.0004 | 0.0853 | 0.0 | 0.2665 | 0.0170 | 0.1065 | | 0.9484 | 7.53 | 2440 | 2.2552 | 0.0822 | 0.1845 | 0.2526 | 0.1058 | 0.0002 | 0.4504 | 0.0 | 0.5201 | 0.0337 | 0.1810 | 0.0880 | 0.0002 | 0.0827 | 0.0 | 0.2552 | 0.0276 | 0.1219 | | 0.8503 | 7.59 | 2460 | 2.0861 | 0.0850 | 0.1750 | 0.2682 | 0.2770 | 0.0001 | 0.3575 | 0.0 | 0.4555 | 0.0118 | 0.1235 | 0.1735 | 0.0001 | 0.0834 | 0.0 | 0.2294 | 0.0113 | 0.0974 | | 1.3355 | 7.65 | 2480 | 2.2113 | 0.0814 | 0.1871 | 0.2307 | 0.2538 | 0.0000 | 0.5871 | 0.0 | 0.2992 | 0.0162 | 0.1537 | 0.1646 | 0.0000 | 0.0812 | 0.0 | 0.1948 | 0.0143 | 0.1152 | | 0.9724 | 7.72 | 2500 | 2.2209 | 0.0836 | 0.1844 | 0.2336 | 0.2605 | 0.0001 | 0.5234 | 0.0 | 0.2976 | 0.0285 | 0.1805 | 0.1660 | 0.0001 | 0.0819 | 0.0 | 0.1896 | 0.0225 | 0.1249 | | 0.629 | 7.78 | 2520 | 2.1704 | 0.0873 | 0.1753 | 0.2635 | 0.3693 | 0.0001 | 0.3482 | 0.0 | 0.3382 | 0.0242 | 0.1467 | 0.2068 | 0.0001 | 0.0802 | 0.0 | 0.1949 | 0.0213 | 0.1080 | | 1.5578 | 7.84 | 2540 | 2.1341 | 0.0876 | 0.1759 | 0.2685 | 0.1723 | 0.0002 | 0.3097 | 0.0 | 0.5351 | 0.0425 | 0.1717 | 0.1228 | 0.0002 | 0.0809 | 0.0 | 0.2511 | 0.0324 | 0.1254 | | 1.1883 | 7.9 | 2560 | 2.2429 | 0.0837 | 0.1847 | 0.2471 | 0.1794 | 0.0000 | 0.4949 | 0.0 | 0.4357 | 0.0212 | 0.1617 | 0.1286 | 0.0000 | 0.0814 | 0.0 | 0.2392 | 0.0181 | 0.1186 | | 1.0963 | 7.96 | 2580 | 2.1780 | 0.0819 | 0.1722 | 0.2819 | 0.1069 | 0.0000 | 0.2592 | 0.0 | 0.6716 | 0.0353 | 0.1327 | 0.0887 | 0.0000 | 0.0745 | 0.0 | 0.2812 | 0.0284 | 0.1001 | | 0.7272 | 8.02 | 2600 | 2.2164 | 0.0866 | 0.1777 | 0.2515 | 0.2455 | 0.0002 | 0.3999 | 0.0 | 0.4003 | 0.0418 | 0.1565 | 0.1624 | 0.0002 | 0.0771 | 0.0 | 0.2171 | 0.0327 | 0.1167 | | 0.713 | 8.09 | 2620 | 2.0933 | 0.0907 | 0.1751 | 0.2822 | 0.2059 | 0.0002 | 0.2502 | 0.0 | 0.5596 | 0.0428 | 0.1671 | 0.1477 | 0.0002 | 0.0713 | 0.0 | 0.2568 | 0.0329 | 0.1258 | | 0.9504 | 8.15 | 2640 | 2.1425 | 0.0881 | 0.1854 | 0.2734 | 0.1409 | 0.0005 | 0.3797 | 0.0 | 0.5712 | 0.0385 | 0.1670 | 0.1119 | 0.0005 | 0.0833 | 0.0 | 0.2675 | 0.0302 | 0.1234 | | 0.7015 | 8.21 | 2660 | 2.2624 | 0.0895 | 0.1898 | 0.2721 | 0.1439 | 0.0004 | 0.4164 | 0.0 | 0.5555 | 0.0489 | 0.1638 | 0.1146 | 0.0004 | 0.0853 | 0.0 | 0.2720 | 0.0363 | 0.1179 | | 1.3879 | 8.27 | 2680 | 2.1704 | 0.0854 | 0.1800 | 0.2692 | 0.3158 | 0.0004 | 0.4161 | 0.0 | 0.4278 | 0.0198 | 0.0802 | 0.1946 | 0.0004 | 0.0834 | 0.0 | 0.2379 | 0.0172 | 0.0642 | | 1.9341 | 8.33 | 2700 | 2.0624 | 0.0917 | 0.1796 | 0.2794 | 0.4111 | 0.0002 | 0.3291 | 0.0 | 0.3625 | 0.0413 | 0.1132 | 0.2263 | 0.0002 | 0.0793 | 0.0 | 0.2173 | 0.0313 | 0.0877 | | 0.8986 | 8.4 | 2720 | 2.0728 | 0.0896 | 0.1787 | 0.2767 | 0.3120 | 0.0000 | 0.3455 | 0.0 | 0.4515 | 0.0318 | 0.1098 | 0.1939 | 0.0000 | 0.0798 | 0.0 | 0.2400 | 0.0251 | 0.0883 | | 1.1123 | 8.46 | 2740 | 2.0546 | 0.0981 | 0.1845 | 0.3010 | 0.2391 | 0.0004 | 0.2432 | 0.0 | 0.5828 | 0.0529 | 0.1729 | 0.1671 | 0.0004 | 0.0789 | 0.0 | 0.2719 | 0.0388 | 0.1297 | | 0.8823 | 8.52 | 2760 | 2.0900 | 0.0939 | 0.1872 | 0.2805 | 0.3064 | 0.0001 | 0.3833 | 0.0 | 0.4471 | 0.0348 | 0.1385 | 0.1949 | 0.0001 | 0.0817 | 0.0 | 0.2426 | 0.0290 | 0.1088 | | 1.9712 | 8.58 | 2780 | 2.1037 | 0.0914 | 0.1869 | 0.2780 | 0.4241 | 0.0001 | 0.4141 | 0.0 | 0.3373 | 0.0277 | 0.1053 | 0.2314 | 0.0001 | 0.0809 | 0.0 | 0.2170 | 0.0238 | 0.0867 | | 1.1848 | 8.64 | 2800 | 2.1826 | 0.0877 | 0.1855 | 0.2637 | 0.4249 | 0.0000 | 0.4564 | 0.0 | 0.2826 | 0.0312 | 0.1030 | 0.2259 | 0.0000 | 0.0794 | 0.0 | 0.2002 | 0.0272 | 0.0811 | | 1.2145 | 8.7 | 2820 | 2.1050 | 0.0934 | 0.1820 | 0.2917 | 0.3056 | 0.0005 | 0.3071 | 0.0 | 0.5070 | 0.0326 | 0.1211 | 0.1910 | 0.0005 | 0.0844 | 0.0 | 0.2553 | 0.0278 | 0.0948 | | 1.2435 | 8.77 | 2840 | 2.2452 | 0.0887 | 0.1842 | 0.2580 | 0.3619 | 0.0001 | 0.4427 | 0.0 | 0.3091 | 0.0357 | 0.1402 | 0.2075 | 0.0001 | 0.0795 | 0.0 | 0.1998 | 0.0297 | 0.1046 | | 1.0414 | 8.83 | 2860 | 2.1275 | 0.0972 | 0.1828 | 0.2881 | 0.2935 | 0.0003 | 0.2693 | 0.0 | 0.4771 | 0.0491 | 0.1901 | 0.1838 | 0.0003 | 0.0791 | 0.0 | 0.2460 | 0.0378 | 0.1334 | | 0.6266 | 8.89 | 2880 | 2.2256 | 0.0921 | 0.1897 | 0.2625 | 0.2335 | 0.0004 | 0.4262 | 0.0 | 0.4120 | 0.0279 | 0.2282 | 0.1576 | 0.0004 | 0.0808 | 0.0 | 0.2333 | 0.0242 | 0.1484 | | 1.5248 | 8.95 | 2900 | 2.1062 | 0.0943 | 0.1758 | 0.2959 | 0.2620 | 0.0016 | 0.2051 | 0.0 | 0.5673 | 0.0593 | 0.1352 | 0.1737 | 0.0016 | 0.0750 | 0.0 | 0.2662 | 0.0409 | 0.1023 | | 1.5811 | 9.01 | 2920 | 2.1448 | 0.0882 | 0.1750 | 0.2924 | 0.1133 | 0.0016 | 0.1951 | 0.0 | 0.6839 | 0.0523 | 0.1785 | 0.0912 | 0.0016 | 0.0732 | 0.0 | 0.2848 | 0.0375 | 0.1293 | | 1.2692 | 9.07 | 2940 | 2.1815 | 0.0904 | 0.1823 | 0.2472 | 0.2603 | 0.0014 | 0.3960 | 0.0 | 0.3508 | 0.1067 | 0.1608 | 0.1624 | 0.0014 | 0.0825 | 0.0 | 0.2090 | 0.0606 | 0.1166 | | 1.1308 | 9.14 | 2960 | 2.1521 | 0.0910 | 0.1765 | 0.2648 | 0.2246 | 0.0016 | 0.3003 | 0.0 | 0.4631 | 0.0658 | 0.1801 | 0.1478 | 0.0016 | 0.0804 | 0.0 | 0.2335 | 0.0444 | 0.1291 | | 0.8845 | 9.2 | 2980 | 2.1660 | 0.0860 | 0.1733 | 0.2698 | 0.1913 | 0.0011 | 0.3017 | 0.0000 | 0.5465 | 0.0685 | 0.1042 | 0.1342 | 0.0011 | 0.0817 | 0.0000 | 0.2606 | 0.0459 | 0.0786 | | 1.1346 | 9.26 | 3000 | 2.2136 | 0.0899 | 0.1752 | 0.2698 | 0.2299 | 0.0011 | 0.2937 | 0.0000 | 0.4912 | 0.0603 | 0.1500 | 0.1523 | 0.0011 | 0.0757 | 0.0000 | 0.2483 | 0.0417 | 0.1106 | | 0.8106 | 9.32 | 3020 | 2.1581 | 0.0882 | 0.1671 | 0.2883 | 0.1636 | 0.0020 | 0.1425 | 0.0 | 0.6316 | 0.0473 | 0.1830 | 0.1180 | 0.0020 | 0.0605 | 0.0 | 0.2735 | 0.0326 | 0.1308 | | 1.228 | 9.38 | 3040 | 2.2617 | 0.0897 | 0.1685 | 0.2635 | 0.1792 | 0.0020 | 0.1896 | 0.0 | 0.5070 | 0.1223 | 0.1797 | 0.1277 | 0.0020 | 0.0570 | 0.0 | 0.2476 | 0.0628 | 0.1307 | | 0.8976 | 9.44 | 3060 | 2.3641 | 0.0882 | 0.1783 | 0.2403 | 0.2694 | 0.0016 | 0.3939 | 0.0 | 0.3090 | 0.0580 | 0.2161 | 0.1679 | 0.0016 | 0.0734 | 0.0 | 0.1888 | 0.0404 | 0.1452 | | 0.9659 | 9.51 | 3080 | 2.2229 | 0.0949 | 0.1690 | 0.2958 | 0.3514 | 0.0002 | 0.0546 | 0.0 | 0.4394 | 0.0472 | 0.2902 | 0.1952 | 0.0002 | 0.0386 | 0.0 | 0.2280 | 0.0338 | 0.1689 | | 1.136 | 9.57 | 3100 | 2.1174 | 0.0940 | 0.1688 | 0.3066 | 0.2731 | 0.0002 | 0.0690 | 0.0 | 0.5903 | 0.0546 | 0.1943 | 0.1700 | 0.0002 | 0.0443 | 0.0 | 0.2677 | 0.0409 | 0.1350 | | 0.708 | 9.63 | 3120 | 2.1371 | 0.0975 | 0.1798 | 0.2986 | 0.2301 | 0.0001 | 0.1810 | 0.0 | 0.5752 | 0.0612 | 0.2108 | 0.1561 | 0.0001 | 0.0673 | 0.0 | 0.2702 | 0.0465 | 0.1423 | | 0.793 | 9.69 | 3140 | 2.0887 | 0.0959 | 0.1760 | 0.3187 | 0.2190 | 0.0002 | 0.0813 | 0.0 | 0.6702 | 0.0390 | 0.2225 | 0.1514 | 0.0002 | 0.0525 | 0.0 | 0.2893 | 0.0319 | 0.1457 | | 0.8062 | 9.75 | 3160 | 2.1401 | 0.0978 | 0.1829 | 0.2884 | 0.3614 | 0.0006 | 0.2645 | 0.0 | 0.4066 | 0.0348 | 0.2124 | 0.2042 | 0.0006 | 0.0776 | 0.0 | 0.2292 | 0.0289 | 0.1440 | | 0.8265 | 9.81 | 3180 | 2.3054 | 0.0827 | 0.1775 | 0.2372 | 0.2360 | 0.0010 | 0.4626 | 0.0 | 0.3591 | 0.0451 | 0.1385 | 0.1577 | 0.0010 | 0.0780 | 0.0 | 0.2065 | 0.0342 | 0.1016 | | 0.6089 | 9.88 | 3200 | 2.2381 | 0.0823 | 0.1747 | 0.2421 | 0.1844 | 0.0005 | 0.4144 | 0.0 | 0.4348 | 0.0635 | 0.1251 | 0.1332 | 0.0005 | 0.0767 | 0.0 | 0.2273 | 0.0442 | 0.0941 | | 1.009 | 9.94 | 3220 | 2.0780 | 0.0912 | 0.1644 | 0.2903 | 0.4640 | 0.0007 | 0.1226 | 0.0 | 0.3637 | 0.0415 | 0.1585 | 0.2273 | 0.0006 | 0.0565 | 0.0 | 0.2052 | 0.0325 | 0.1165 | | 0.9815 | 10.0 | 3240 | 2.1157 | 0.0945 | 0.1670 | 0.3016 | 0.4483 | 0.0008 | 0.0829 | 0.0 | 0.4111 | 0.0457 | 0.1800 | 0.2254 | 0.0008 | 0.0473 | 0.0 | 0.2225 | 0.0348 | 0.1303 | | 0.9546 | 10.06 | 3260 | 2.3132 | 0.0869 | 0.1704 | 0.2976 | 0.1096 | 0.0005 | 0.1321 | 0.0 | 0.7122 | 0.0499 | 0.1883 | 0.0890 | 0.0005 | 0.0634 | 0.0 | 0.2860 | 0.0354 | 0.1338 | | 1.3093 | 10.12 | 3280 | 2.1718 | 0.0912 | 0.1668 | 0.2894 | 0.2031 | 0.0001 | 0.1031 | 0.0 | 0.5882 | 0.0720 | 0.2014 | 0.1410 | 0.0001 | 0.0546 | 0.0 | 0.2548 | 0.0481 | 0.1397 | | 1.1204 | 10.19 | 3300 | 2.2637 | 0.0885 | 0.1700 | 0.2859 | 0.1275 | 0.0004 | 0.1440 | 0.0 | 0.6431 | 0.0793 | 0.1954 | 0.0996 | 0.0004 | 0.0633 | 0.0 | 0.2712 | 0.0502 | 0.1349 | | 0.7344 | 10.25 | 3320 | 2.2933 | 0.0953 | 0.1826 | 0.2811 | 0.2440 | 0.0006 | 0.2863 | 0.0000 | 0.4921 | 0.0497 | 0.2052 | 0.1637 | 0.0006 | 0.0788 | 0.0000 | 0.2475 | 0.0378 | 0.1383 | | 0.7001 | 10.31 | 3340 | 2.2971 | 0.0956 | 0.1797 | 0.2886 | 0.2971 | 0.0010 | 0.2555 | 0.0 | 0.4836 | 0.0339 | 0.1866 | 0.1858 | 0.0010 | 0.0739 | 0.0 | 0.2450 | 0.0282 | 0.1349 | | 1.2791 | 10.37 | 3360 | 2.2248 | 0.0972 | 0.1771 | 0.2917 | 0.3003 | 0.0031 | 0.1961 | 0.0 | 0.4924 | 0.0577 | 0.1904 | 0.1855 | 0.0031 | 0.0686 | 0.0 | 0.2507 | 0.0409 | 0.1313 | | 0.6365 | 10.43 | 3380 | 2.2992 | 0.0943 | 0.1821 | 0.2794 | 0.3285 | 0.0027 | 0.3163 | 0.0000 | 0.4161 | 0.0296 | 0.1813 | 0.1971 | 0.0026 | 0.0769 | 0.0000 | 0.2313 | 0.0254 | 0.1266 | | 1.0639 | 10.49 | 3400 | 2.2714 | 0.0963 | 0.1814 | 0.2830 | 0.2462 | 0.0034 | 0.2628 | 0.0 | 0.5070 | 0.0789 | 0.1717 | 0.1656 | 0.0034 | 0.0738 | 0.0 | 0.2542 | 0.0540 | 0.1229 | | 1.1245 | 10.56 | 3420 | 2.2873 | 0.0949 | 0.1789 | 0.2858 | 0.2914 | 0.0016 | 0.2544 | 0.0000 | 0.4772 | 0.0344 | 0.1931 | 0.1820 | 0.0016 | 0.0707 | 0.0000 | 0.2481 | 0.0290 | 0.1326 | | 1.2117 | 10.62 | 3440 | 2.1983 | 0.0974 | 0.1808 | 0.2789 | 0.2443 | 0.0015 | 0.2380 | 0.0001 | 0.4812 | 0.1028 | 0.1980 | 0.1623 | 0.0015 | 0.0699 | 0.0001 | 0.2452 | 0.0635 | 0.1397 | | 1.1684 | 10.68 | 3460 | 2.2083 | 0.0943 | 0.1725 | 0.2924 | 0.2078 | 0.0005 | 0.1290 | 0.0 | 0.5895 | 0.0996 | 0.1812 | 0.1464 | 0.0005 | 0.0578 | 0.0 | 0.2647 | 0.0593 | 0.1312 | | 0.4774 | 10.74 | 3480 | 2.2234 | 0.0938 | 0.1688 | 0.2904 | 0.2671 | 0.0005 | 0.1227 | 0.0 | 0.5362 | 0.0833 | 0.1718 | 0.1710 | 0.0005 | 0.0577 | 0.0 | 0.2493 | 0.0529 | 0.1252 | | 0.8949 | 10.8 | 3500 | 2.1727 | 0.0929 | 0.1661 | 0.3030 | 0.3343 | 0.0004 | 0.0854 | 0.0 | 0.5350 | 0.0494 | 0.1581 | 0.1950 | 0.0004 | 0.0515 | 0.0 | 0.2510 | 0.0382 | 0.1143 | | 0.9003 | 10.86 | 3520 | 2.2040 | 0.0902 | 0.1673 | 0.3000 | 0.2256 | 0.0008 | 0.1172 | 0.0 | 0.6300 | 0.0538 | 0.1440 | 0.1557 | 0.0008 | 0.0590 | 0.0 | 0.2720 | 0.0387 | 0.1056 | | 0.5902 | 10.93 | 3540 | 2.2229 | 0.0934 | 0.1655 | 0.3020 | 0.3424 | 0.0007 | 0.0675 | 0.0 | 0.5169 | 0.0522 | 0.1786 | 0.1943 | 0.0007 | 0.0487 | 0.0 | 0.2507 | 0.0358 | 0.1236 | | 1.3197 | 10.99 | 3560 | 2.3103 | 0.0944 | 0.1703 | 0.2871 | 0.5224 | 0.0007 | 0.1013 | 0.0 | 0.2532 | 0.0794 | 0.2349 | 0.2411 | 0.0007 | 0.0528 | 0.0 | 0.1696 | 0.0486 | 0.1479 | | 1.0529 | 11.05 | 3580 | 2.2840 | 0.0941 | 0.1694 | 0.2892 | 0.2707 | 0.0013 | 0.1310 | 0.0 | 0.5239 | 0.0738 | 0.1849 | 0.1695 | 0.0013 | 0.0623 | 0.0 | 0.2505 | 0.0463 | 0.1291 | | 1.3227 | 11.11 | 3600 | 2.2555 | 0.0902 | 0.1614 | 0.2848 | 0.2811 | 0.0012 | 0.0797 | 0.0000 | 0.5177 | 0.0975 | 0.1523 | 0.1706 | 0.0012 | 0.0520 | 0.0000 | 0.2447 | 0.0543 | 0.1083 | | 0.9854 | 11.17 | 3620 | 2.2574 | 0.0838 | 0.1548 | 0.2794 | 0.2667 | 0.0004 | 0.0983 | 0.0001 | 0.5452 | 0.0844 | 0.0888 | 0.1638 | 0.0004 | 0.0529 | 0.0001 | 0.2510 | 0.0491 | 0.0692 | | 0.9629 | 11.23 | 3640 | 2.3912 | 0.0839 | 0.1670 | 0.2437 | 0.1880 | 0.0003 | 0.3012 | 0.0001 | 0.4385 | 0.0927 | 0.1480 | 0.1316 | 0.0003 | 0.0701 | 0.0001 | 0.2213 | 0.0533 | 0.1107 | | 1.6319 | 11.3 | 3660 | 2.3835 | 0.0812 | 0.1546 | 0.2446 | 0.3275 | 0.0004 | 0.2192 | 0.0 | 0.3445 | 0.0876 | 0.1029 | 0.1865 | 0.0004 | 0.0609 | 0.0 | 0.1885 | 0.0502 | 0.0816 | | 1.3404 | 11.36 | 3680 | 2.2488 | 0.0883 | 0.1587 | 0.2734 | 0.2444 | 0.0010 | 0.0675 | 0.0000 | 0.5026 | 0.1247 | 0.1703 | 0.1497 | 0.0010 | 0.0401 | 0.0000 | 0.2381 | 0.0635 | 0.1255 | | 2.1793 | 11.42 | 3700 | 2.4400 | 0.0857 | 0.1601 | 0.2826 | 0.1911 | 0.0015 | 0.0991 | 0.0 | 0.6079 | 0.0974 | 0.1237 | 0.1294 | 0.0015 | 0.0500 | 0.0 | 0.2643 | 0.0587 | 0.0960 | | 0.8375 | 11.48 | 3720 | 2.2692 | 0.0896 | 0.1609 | 0.2628 | 0.3071 | 0.0016 | 0.1383 | 0.0000 | 0.3931 | 0.0942 | 0.1924 | 0.1735 | 0.0016 | 0.0530 | 0.0000 | 0.2101 | 0.0549 | 0.1339 | | 0.9356 | 11.54 | 3740 | 2.2824 | 0.0865 | 0.1637 | 0.2831 | 0.1396 | 0.0004 | 0.0874 | 0.0 | 0.6269 | 0.0884 | 0.2034 | 0.1068 | 0.0004 | 0.0421 | 0.0 | 0.2639 | 0.0565 | 0.1360 | | 1.5374 | 11.6 | 3760 | 2.3601 | 0.0861 | 0.1650 | 0.2679 | 0.1683 | 0.0005 | 0.1923 | 0.0 | 0.5500 | 0.0692 | 0.1746 | 0.1229 | 0.0005 | 0.0617 | 0.0 | 0.2460 | 0.0469 | 0.1244 | | 1.1037 | 11.67 | 3780 | 2.2450 | 0.0952 | 0.1692 | 0.3001 | 0.2842 | 0.0005 | 0.0609 | 0.0000 | 0.5458 | 0.0921 | 0.2008 | 0.1759 | 0.0005 | 0.0390 | 0.0000 | 0.2556 | 0.0601 | 0.1355 | | 0.7187 | 11.73 | 3800 | 2.3687 | 0.0918 | 0.1733 | 0.2767 | 0.1648 | 0.0018 | 0.1806 | 0.0001 | 0.5646 | 0.1178 | 0.1833 | 0.1222 | 0.0018 | 0.0652 | 0.0001 | 0.2590 | 0.0641 | 0.1298 | | 0.6374 | 11.79 | 3820 | 2.3215 | 0.0896 | 0.1685 | 0.2703 | 0.2875 | 0.0015 | 0.2310 | 0.0 | 0.4466 | 0.0548 | 0.1579 | 0.1801 | 0.0015 | 0.0662 | 0.0 | 0.2264 | 0.0402 | 0.1129 | | 0.6763 | 11.85 | 3840 | 2.3248 | 0.0882 | 0.1616 | 0.2806 | 0.2657 | 0.0022 | 0.1314 | 0.0000 | 0.5227 | 0.0633 | 0.1457 | 0.1701 | 0.0022 | 0.0530 | 0.0000 | 0.2476 | 0.0419 | 0.1026 | | 0.9619 | 11.91 | 3860 | 2.3811 | 0.0832 | 0.1615 | 0.2954 | 0.1355 | 0.0011 | 0.0719 | 0.0000 | 0.7059 | 0.0705 | 0.1455 | 0.1065 | 0.0011 | 0.0434 | 0.0000 | 0.2822 | 0.0459 | 0.1037 | | 0.7136 | 11.98 | 3880 | 2.4328 | 0.0815 | 0.1622 | 0.2862 | 0.1072 | 0.0014 | 0.1176 | 0.0000 | 0.6910 | 0.0541 | 0.1642 | 0.0883 | 0.0014 | 0.0526 | 0.0000 | 0.2772 | 0.0392 | 0.1117 | | 0.7002 | 12.04 | 3900 | 2.2898 | 0.0858 | 0.1582 | 0.2859 | 0.2727 | 0.0010 | 0.1087 | 0.0 | 0.5477 | 0.0372 | 0.1404 | 0.1735 | 0.0010 | 0.0511 | 0.0 | 0.2436 | 0.0299 | 0.1014 | | 0.6548 | 12.1 | 3920 | 2.4942 | 0.0802 | 0.1590 | 0.2749 | 0.1196 | 0.0004 | 0.1405 | 0.0001 | 0.6459 | 0.0615 | 0.1451 | 0.0963 | 0.0004 | 0.0560 | 0.0001 | 0.2635 | 0.0416 | 0.1034 | | 0.9047 | 12.16 | 3940 | 2.4491 | 0.0834 | 0.1649 | 0.2970 | 0.1105 | 0.0005 | 0.0947 | 0.0001 | 0.7230 | 0.0511 | 0.1744 | 0.0915 | 0.0005 | 0.0480 | 0.0001 | 0.2850 | 0.0377 | 0.1212 | | 1.1121 | 12.22 | 3960 | 2.3520 | 0.0932 | 0.1733 | 0.2978 | 0.1661 | 0.0008 | 0.1029 | 0.0002 | 0.6354 | 0.0766 | 0.2311 | 0.1253 | 0.0008 | 0.0517 | 0.0002 | 0.2701 | 0.0544 | 0.1502 | | 0.5705 | 12.28 | 3980 | 2.3639 | 0.0948 | 0.1693 | 0.2959 | 0.2610 | 0.0008 | 0.0773 | 0.0000 | 0.5521 | 0.0961 | 0.1977 | 0.1702 | 0.0008 | 0.0445 | 0.0000 | 0.2522 | 0.0605 | 0.1357 | | 0.8276 | 12.35 | 4000 | 2.3847 | 0.0994 | 0.1776 | 0.2940 | 0.2441 | 0.0010 | 0.1043 | 0.0002 | 0.5238 | 0.1116 | 0.2586 | 0.1630 | 0.0010 | 0.0582 | 0.0002 | 0.2499 | 0.0640 | 0.1595 | | 1.0314 | 12.41 | 4020 | 2.3082 | 0.0976 | 0.1768 | 0.2822 | 0.2265 | 0.0004 | 0.0794 | 0.0001 | 0.4887 | 0.1991 | 0.2435 | 0.1581 | 0.0004 | 0.0459 | 0.0001 | 0.2466 | 0.0779 | 0.1541 | | 1.2881 | 12.47 | 4040 | 2.5251 | 0.0910 | 0.1770 | 0.2607 | 0.1486 | 0.0008 | 0.2418 | 0.0001 | 0.4991 | 0.1398 | 0.2087 | 0.1134 | 0.0008 | 0.0697 | 0.0001 | 0.2453 | 0.0691 | 0.1388 | | 0.9524 | 12.53 | 4060 | 2.3676 | 0.0945 | 0.1746 | 0.2607 | 0.3155 | 0.0008 | 0.2146 | 0.0001 | 0.3470 | 0.1534 | 0.1908 | 0.1927 | 0.0008 | 0.0616 | 0.0001 | 0.2045 | 0.0714 | 0.1305 | | 1.1766 | 12.59 | 4080 | 2.3117 | 0.0942 | 0.1699 | 0.2826 | 0.2901 | 0.0004 | 0.1447 | 0.0001 | 0.4796 | 0.1071 | 0.1676 | 0.1816 | 0.0004 | 0.0561 | 0.0001 | 0.2435 | 0.0615 | 0.1161 | | 1.2512 | 12.65 | 4100 | 2.3971 | 0.0903 | 0.1692 | 0.2958 | 0.1655 | 0.0007 | 0.0962 | 0.0002 | 0.6506 | 0.0908 | 0.1805 | 0.1238 | 0.0007 | 0.0490 | 0.0002 | 0.2787 | 0.0590 | 0.1207 | | 1.1993 | 12.72 | 4120 | 2.3127 | 0.0906 | 0.1638 | 0.2971 | 0.3037 | 0.0003 | 0.0853 | 0.0001 | 0.5382 | 0.0367 | 0.1823 | 0.1852 | 0.0003 | 0.0444 | 0.0001 | 0.2537 | 0.0285 | 0.1222 | | 0.6311 | 12.78 | 4140 | 2.4127 | 0.0920 | 0.1728 | 0.3005 | 0.1697 | 0.0007 | 0.1292 | 0.0001 | 0.6604 | 0.0627 | 0.1871 | 0.1266 | 0.0007 | 0.0574 | 0.0001 | 0.2842 | 0.0433 | 0.1317 | | 0.8442 | 12.84 | 4160 | 2.3645 | 0.0908 | 0.1715 | 0.2831 | 0.1772 | 0.0006 | 0.1695 | 0.0003 | 0.5925 | 0.1065 | 0.1540 | 0.1293 | 0.0006 | 0.0650 | 0.0003 | 0.2698 | 0.0598 | 0.1110 | | 1.5585 | 12.9 | 4180 | 2.3721 | 0.0902 | 0.1683 | 0.2974 | 0.1759 | 0.0002 | 0.0959 | 0.0000 | 0.6538 | 0.0867 | 0.1659 | 0.1296 | 0.0002 | 0.0503 | 0.0000 | 0.2763 | 0.0562 | 0.1187 | | 0.6905 | 12.96 | 4200 | 2.3057 | 0.0885 | 0.1663 | 0.3028 | 0.1666 | 0.0004 | 0.0503 | 0.0000 | 0.6802 | 0.0753 | 0.1911 | 0.1231 | 0.0004 | 0.0369 | 0.0000 | 0.2773 | 0.0538 | 0.1277 | | 0.8511 | 13.02 | 4220 | 2.4165 | 0.0933 | 0.1706 | 0.3028 | 0.1958 | 0.0004 | 0.0535 | 0.0000 | 0.6344 | 0.0968 | 0.2131 | 0.1389 | 0.0004 | 0.0357 | 0.0000 | 0.2714 | 0.0628 | 0.1441 | | 0.9754 | 13.09 | 4240 | 2.3954 | 0.0959 | 0.1745 | 0.2974 | 0.1973 | 0.0004 | 0.0808 | 0.0001 | 0.5954 | 0.1115 | 0.2360 | 0.1403 | 0.0004 | 0.0444 | 0.0001 | 0.2675 | 0.0682 | 0.1504 | | 0.8437 | 13.15 | 4260 | 2.3043 | 0.0957 | 0.1732 | 0.3001 | 0.2210 | 0.0003 | 0.0423 | 0.0000 | 0.5845 | 0.1360 | 0.2284 | 0.1505 | 0.0003 | 0.0315 | 0.0000 | 0.2684 | 0.0710 | 0.1485 | | 1.3361 | 13.21 | 4280 | 2.3090 | 0.0997 | 0.1781 | 0.3066 | 0.2458 | 0.0008 | 0.0648 | 0.0001 | 0.5759 | 0.1175 | 0.2420 | 0.1650 | 0.0008 | 0.0411 | 0.0001 | 0.2707 | 0.0700 | 0.1502 | | 0.9563 | 13.27 | 4300 | 2.3629 | 0.0991 | 0.1762 | 0.2926 | 0.3112 | 0.0003 | 0.1400 | 0.0000 | 0.4799 | 0.1105 | 0.1912 | 0.1872 | 0.0003 | 0.0600 | 0.0000 | 0.2423 | 0.0702 | 0.1341 | | 1.2728 | 13.33 | 4320 | 2.3783 | 0.0976 | 0.1804 | 0.2947 | 0.1751 | 0.0011 | 0.1438 | 0.0001 | 0.6032 | 0.1324 | 0.2074 | 0.1294 | 0.0011 | 0.0623 | 0.0001 | 0.2739 | 0.0746 | 0.1421 | | 0.6909 | 13.4 | 4340 | 2.5440 | 0.0919 | 0.1785 | 0.3117 | 0.0972 | 0.0010 | 0.0960 | 0.0001 | 0.7486 | 0.0782 | 0.2288 | 0.0819 | 0.0010 | 0.0538 | 0.0001 | 0.3001 | 0.0554 | 0.1512 | | 0.6991 | 13.46 | 4360 | 2.3756 | 0.0968 | 0.1761 | 0.2959 | 0.1919 | 0.0018 | 0.0855 | 0.0001 | 0.5969 | 0.1498 | 0.2063 | 0.1364 | 0.0018 | 0.0501 | 0.0001 | 0.2714 | 0.0749 | 0.1429 | | 0.9829 | 13.52 | 4380 | 2.4572 | 0.0978 | 0.1795 | 0.2847 | 0.1974 | 0.0022 | 0.1564 | 0.0002 | 0.5400 | 0.1490 | 0.2116 | 0.1410 | 0.0021 | 0.0604 | 0.0002 | 0.2627 | 0.0734 | 0.1446 | | 0.6774 | 13.58 | 4400 | 2.5422 | 0.0870 | 0.1686 | 0.2986 | 0.1391 | 0.0050 | 0.1243 | 0.0002 | 0.7061 | 0.0660 | 0.1392 | 0.1101 | 0.0049 | 0.0575 | 0.0002 | 0.2888 | 0.0448 | 0.1029 | | 0.8168 | 13.64 | 4420 | 2.4671 | 0.0891 | 0.1696 | 0.2873 | 0.1810 | 0.0017 | 0.1676 | 0.0001 | 0.6194 | 0.0852 | 0.1319 | 0.1335 | 0.0017 | 0.0625 | 0.0001 | 0.2741 | 0.0524 | 0.0995 | | 0.5509 | 13.7 | 4440 | 2.2986 | 0.0859 | 0.1617 | 0.2970 | 0.2357 | 0.0025 | 0.1115 | 0.0001 | 0.6305 | 0.0366 | 0.1150 | 0.1581 | 0.0025 | 0.0541 | 0.0001 | 0.2699 | 0.0297 | 0.0870 | | 0.6996 | 13.77 | 4460 | 2.2823 | 0.0875 | 0.1640 | 0.2861 | 0.2191 | 0.0026 | 0.1431 | 0.0000 | 0.5923 | 0.0663 | 0.1243 | 0.1502 | 0.0025 | 0.0614 | 0.0000 | 0.2601 | 0.0458 | 0.0927 | | 0.8715 | 13.83 | 4480 | 2.4323 | 0.0841 | 0.1627 | 0.2836 | 0.1270 | 0.0010 | 0.0997 | 0.0000 | 0.6615 | 0.1092 | 0.1407 | 0.0996 | 0.0009 | 0.0550 | 0.0000 | 0.2742 | 0.0596 | 0.0994 | | 1.136 | 13.89 | 4500 | 2.3223 | 0.0951 | 0.1769 | 0.3002 | 0.1663 | 0.0025 | 0.1188 | 0.0003 | 0.6488 | 0.1129 | 0.1884 | 0.1272 | 0.0025 | 0.0573 | 0.0002 | 0.2831 | 0.0656 | 0.1297 | | 1.8833 | 13.95 | 4520 | 2.3246 | 0.1009 | 0.1862 | 0.2871 | 0.2682 | 0.0019 | 0.2444 | 0.0002 | 0.4782 | 0.1032 | 0.2073 | 0.1774 | 0.0019 | 0.0753 | 0.0002 | 0.2473 | 0.0645 | 0.1397 | | 0.7385 | 14.01 | 4540 | 2.3992 | 0.0977 | 0.1844 | 0.2978 | 0.1708 | 0.0011 | 0.2031 | 0.0001 | 0.6186 | 0.0885 | 0.2087 | 0.1295 | 0.0011 | 0.0743 | 0.0001 | 0.2774 | 0.0608 | 0.1407 | | 0.6723 | 14.07 | 4560 | 2.2334 | 0.1017 | 0.1809 | 0.3026 | 0.2599 | 0.0009 | 0.1154 | 0.0001 | 0.5515 | 0.1278 | 0.2105 | 0.1720 | 0.0009 | 0.0610 | 0.0001 | 0.2628 | 0.0722 | 0.1429 | | 1.0614 | 14.14 | 4580 | 2.3511 | 0.1023 | 0.1827 | 0.2961 | 0.2592 | 0.0009 | 0.1354 | 0.0002 | 0.5143 | 0.1335 | 0.2356 | 0.1697 | 0.0009 | 0.0664 | 0.0002 | 0.2537 | 0.0749 | 0.1504 | | 1.3077 | 14.2 | 4600 | 2.3260 | 0.0932 | 0.1665 | 0.2928 | 0.3208 | 0.0005 | 0.1069 | 0.0002 | 0.5042 | 0.0770 | 0.1562 | 0.1915 | 0.0005 | 0.0568 | 0.0002 | 0.2422 | 0.0533 | 0.1079 | | 0.942 | 14.26 | 4620 | 2.3734 | 0.0904 | 0.1671 | 0.2716 | 0.2174 | 0.0006 | 0.1470 | 0.0001 | 0.5083 | 0.1304 | 0.1658 | 0.1486 | 0.0006 | 0.0604 | 0.0001 | 0.2444 | 0.0664 | 0.1122 | | 0.5747 | 14.32 | 4640 | 2.4132 | 0.0884 | 0.1668 | 0.2751 | 0.2023 | 0.0008 | 0.1774 | 0.0001 | 0.5510 | 0.0962 | 0.1399 | 0.1417 | 0.0008 | 0.0632 | 0.0001 | 0.2543 | 0.0584 | 0.1003 | | 1.3231 | 14.38 | 4660 | 2.5154 | 0.0813 | 0.1624 | 0.2925 | 0.1222 | 0.0016 | 0.1246 | 0.0001 | 0.7163 | 0.0486 | 0.1237 | 0.0983 | 0.0016 | 0.0578 | 0.0001 | 0.2816 | 0.0367 | 0.0930 | | 0.6899 | 14.44 | 4680 | 2.4012 | 0.0876 | 0.1624 | 0.2926 | 0.1992 | 0.0008 | 0.0717 | 0.0000 | 0.6320 | 0.0986 | 0.1345 | 0.1390 | 0.0008 | 0.0487 | 0.0000 | 0.2706 | 0.0556 | 0.0983 | | 0.9723 | 14.51 | 4700 | 2.5067 | 0.0857 | 0.1643 | 0.2564 | 0.1998 | 0.0008 | 0.2029 | 0.0000 | 0.4841 | 0.1414 | 0.1212 | 0.1384 | 0.0008 | 0.0679 | 0.0000 | 0.2377 | 0.0647 | 0.0901 | | 0.8929 | 14.57 | 4720 | 2.5418 | 0.0836 | 0.1641 | 0.2756 | 0.1579 | 0.0011 | 0.1925 | 0.0001 | 0.6089 | 0.0579 | 0.1301 | 0.1192 | 0.0011 | 0.0661 | 0.0001 | 0.2646 | 0.0384 | 0.0955 | | 0.7103 | 14.63 | 4740 | 2.5343 | 0.0818 | 0.1657 | 0.2875 | 0.0979 | 0.0011 | 0.1547 | 0.0001 | 0.7090 | 0.0642 | 0.1330 | 0.0816 | 0.0011 | 0.0624 | 0.0001 | 0.2879 | 0.0422 | 0.0976 | | 0.6197 | 14.69 | 4760 | 2.2958 | 0.0892 | 0.1666 | 0.2965 | 0.2397 | 0.0026 | 0.1410 | 0.0001 | 0.6107 | 0.0428 | 0.1292 | 0.1597 | 0.0026 | 0.0602 | 0.0001 | 0.2732 | 0.0320 | 0.0967 | | 0.7828 | 14.75 | 4780 | 2.3391 | 0.0869 | 0.1632 | 0.3125 | 0.2299 | 0.0018 | 0.0659 | 0.0001 | 0.6945 | 0.0333 | 0.1170 | 0.1548 | 0.0018 | 0.0453 | 0.0001 | 0.2830 | 0.0263 | 0.0970 | | 1.3038 | 14.81 | 4800 | 2.4024 | 0.0910 | 0.1725 | 0.3021 | 0.1768 | 0.0007 | 0.1422 | 0.0002 | 0.6747 | 0.0679 | 0.1449 | 0.1309 | 0.0007 | 0.0682 | 0.0002 | 0.2848 | 0.0497 | 0.1026 | | 1.0379 | 14.88 | 4820 | 2.3457 | 0.0912 | 0.1745 | 0.2792 | 0.2200 | 0.0019 | 0.2438 | 0.0001 | 0.5379 | 0.0678 | 0.1499 | 0.1507 | 0.0019 | 0.0732 | 0.0001 | 0.2576 | 0.0483 | 0.1065 | | 0.5754 | 14.94 | 4840 | 2.4147 | 0.0895 | 0.1771 | 0.2854 | 0.1724 | 0.0011 | 0.2614 | 0.0001 | 0.6113 | 0.0641 | 0.1295 | 0.1293 | 0.0011 | 0.0766 | 0.0001 | 0.2720 | 0.0497 | 0.0975 | | 0.3951 | 15.0 | 4860 | 2.3286 | 0.0916 | 0.1766 | 0.2852 | 0.2055 | 0.0010 | 0.2454 | 0.0001 | 0.5715 | 0.0572 | 0.1555 | 0.1460 | 0.0010 | 0.0751 | 0.0001 | 0.2623 | 0.0456 | 0.1108 | | 1.0341 | 15.06 | 4880 | 2.3346 | 0.0953 | 0.1755 | 0.2835 | 0.2788 | 0.0017 | 0.2079 | 0.0001 | 0.4887 | 0.0879 | 0.1637 | 0.1769 | 0.0017 | 0.0687 | 0.0001 | 0.2475 | 0.0572 | 0.1153 | | 0.6588 | 15.12 | 4900 | 2.3299 | 0.0943 | 0.1744 | 0.2798 | 0.3985 | 0.0026 | 0.2315 | 0.0001 | 0.3683 | 0.0709 | 0.1489 | 0.2168 | 0.0025 | 0.0684 | 0.0001 | 0.2152 | 0.0494 | 0.1077 | | 0.6142 | 15.19 | 4920 | 2.3002 | 0.0948 | 0.1772 | 0.2803 | 0.2710 | 0.0010 | 0.2368 | 0.0001 | 0.4715 | 0.0573 | 0.2024 | 0.1719 | 0.0010 | 0.0725 | 0.0001 | 0.2399 | 0.0435 | 0.1348 | | 0.361 | 15.25 | 4940 | 2.3368 | 0.0951 | 0.1759 | 0.2750 | 0.3457 | 0.0026 | 0.2410 | 0.0002 | 0.3852 | 0.0728 | 0.1840 | 0.1983 | 0.0026 | 0.0739 | 0.0002 | 0.2138 | 0.0495 | 0.1271 | | 0.3199 | 15.31 | 4960 | 2.3735 | 0.0893 | 0.1684 | 0.2742 | 0.2481 | 0.0030 | 0.2177 | 0.0001 | 0.5056 | 0.0673 | 0.1372 | 0.1616 | 0.0030 | 0.0675 | 0.0001 | 0.2437 | 0.0472 | 0.1023 | | 0.6389 | 15.37 | 4980 | 2.4451 | 0.0857 | 0.1658 | 0.2824 | 0.1898 | 0.0033 | 0.1934 | 0.0001 | 0.6084 | 0.0508 | 0.1147 | 0.1363 | 0.0033 | 0.0663 | 0.0001 | 0.2615 | 0.0369 | 0.0955 | | 0.5647 | 15.43 | 5000 | 2.2899 | 0.0894 | 0.1661 | 0.2860 | 0.2393 | 0.0018 | 0.1587 | 0.0000 | 0.5685 | 0.0684 | 0.1256 | 0.1576 | 0.0017 | 0.0617 | 0.0000 | 0.2576 | 0.0454 | 0.1017 | | 0.6454 | 15.49 | 5020 | 2.2879 | 0.0893 | 0.1681 | 0.2854 | 0.2682 | 0.0018 | 0.2017 | 0.0000 | 0.5367 | 0.0351 | 0.1332 | 0.1698 | 0.0017 | 0.0657 | 0.0000 | 0.2540 | 0.0273 | 0.1064 | | 0.8589 | 15.56 | 5040 | 2.2153 | 0.0955 | 0.1759 | 0.2771 | 0.3561 | 0.0018 | 0.2331 | 0.0007 | 0.3894 | 0.0880 | 0.1620 | 0.2043 | 0.0018 | 0.0694 | 0.0006 | 0.2220 | 0.0545 | 0.1162 | | 1.0554 | 15.62 | 5060 | 2.3358 | 0.0942 | 0.1740 | 0.2855 | 0.2250 | 0.0039 | 0.1793 | 0.0002 | 0.5508 | 0.0984 | 0.1603 | 0.1533 | 0.0038 | 0.0670 | 0.0002 | 0.2620 | 0.0588 | 0.1141 | | 0.5047 | 15.68 | 5080 | 2.3328 | 0.0943 | 0.1746 | 0.2857 | 0.2359 | 0.0036 | 0.1906 | 0.0001 | 0.5436 | 0.0981 | 0.1504 | 0.1589 | 0.0035 | 0.0688 | 0.0001 | 0.2618 | 0.0589 | 0.1082 | | 0.7766 | 15.74 | 5100 | 2.3900 | 0.0917 | 0.1706 | 0.2787 | 0.2151 | 0.0011 | 0.1755 | 0.0004 | 0.5385 | 0.1040 | 0.1597 | 0.1489 | 0.0011 | 0.0634 | 0.0004 | 0.2582 | 0.0580 | 0.1122 | | 0.4915 | 15.8 | 5120 | 2.2518 | 0.0968 | 0.1757 | 0.2831 | 0.3318 | 0.0017 | 0.1986 | 0.0004 | 0.4254 | 0.0713 | 0.2008 | 0.1958 | 0.0016 | 0.0657 | 0.0004 | 0.2330 | 0.0464 | 0.1348 | | 1.0321 | 15.86 | 5140 | 2.3537 | 0.0926 | 0.1694 | 0.2921 | 0.3192 | 0.0013 | 0.1661 | 0.0002 | 0.5062 | 0.0493 | 0.1437 | 0.1892 | 0.0013 | 0.0641 | 0.0002 | 0.2496 | 0.0387 | 0.1054 | | 0.9717 | 15.93 | 5160 | 2.4163 | 0.0900 | 0.1683 | 0.2939 | 0.1853 | 0.0019 | 0.1049 | 0.0002 | 0.6414 | 0.1209 | 0.1239 | 0.1339 | 0.0019 | 0.0540 | 0.0002 | 0.2785 | 0.0667 | 0.0945 | | 1.1483 | 15.99 | 5180 | 2.3992 | 0.0934 | 0.1681 | 0.2976 | 0.2972 | 0.0018 | 0.1182 | 0.0003 | 0.5456 | 0.0571 | 0.1565 | 0.1780 | 0.0018 | 0.0579 | 0.0002 | 0.2569 | 0.0439 | 0.1148 | | 0.7633 | 16.05 | 5200 | 2.3902 | 0.0953 | 0.1727 | 0.2744 | 0.3833 | 0.0029 | 0.1946 | 0.0003 | 0.3521 | 0.1039 | 0.1718 | 0.2079 | 0.0029 | 0.0639 | 0.0003 | 0.2067 | 0.0605 | 0.1246 | | 0.9868 | 16.11 | 5220 | 2.3667 | 0.0950 | 0.1705 | 0.2876 | 0.2645 | 0.0042 | 0.1267 | 0.0002 | 0.5245 | 0.1112 | 0.1623 | 0.1679 | 0.0041 | 0.0605 | 0.0002 | 0.2522 | 0.0619 | 0.1179 | | 1.665 | 16.17 | 5240 | 2.4106 | 0.0958 | 0.1734 | 0.2706 | 0.3365 | 0.0039 | 0.1871 | 0.0003 | 0.3743 | 0.1321 | 0.1799 | 0.1935 | 0.0038 | 0.0648 | 0.0003 | 0.2136 | 0.0662 | 0.1284 | | 0.8707 | 16.23 | 5260 | 2.4219 | 0.0913 | 0.1695 | 0.2939 | 0.2040 | 0.0019 | 0.1360 | 0.0002 | 0.6179 | 0.0756 | 0.1508 | 0.1433 | 0.0019 | 0.0610 | 0.0002 | 0.2715 | 0.0495 | 0.1117 | | 0.8789 | 16.3 | 5280 | 2.4731 | 0.0961 | 0.1769 | 0.2815 | 0.2710 | 0.0016 | 0.2192 | 0.0002 | 0.4805 | 0.0844 | 0.1814 | 0.1735 | 0.0016 | 0.0695 | 0.0002 | 0.2458 | 0.0520 | 0.1305 | | 0.6493 | 16.36 | 5300 | 2.3465 | 0.0940 | 0.1780 | 0.2795 | 0.2143 | 0.0021 | 0.2414 | 0.0002 | 0.5318 | 0.0974 | 0.1588 | 0.1471 | 0.0021 | 0.0752 | 0.0002 | 0.2603 | 0.0579 | 0.1155 | | 1.2938 | 16.42 | 5320 | 2.3734 | 0.0978 | 0.1806 | 0.2887 | 0.2183 | 0.0013 | 0.2017 | 0.0002 | 0.5458 | 0.1005 | 0.1966 | 0.1495 | 0.0013 | 0.0723 | 0.0002 | 0.2660 | 0.0586 | 0.1368 | | 0.5075 | 16.48 | 5340 | 2.4402 | 0.0928 | 0.1746 | 0.2917 | 0.1784 | 0.0012 | 0.1692 | 0.0002 | 0.6204 | 0.0943 | 0.1586 | 0.1293 | 0.0012 | 0.0667 | 0.0002 | 0.2780 | 0.0575 | 0.1170 | | 0.6411 | 16.54 | 5360 | 2.4467 | 0.0945 | 0.1835 | 0.2927 | 0.1244 | 0.0019 | 0.2154 | 0.0003 | 0.6490 | 0.1015 | 0.1919 | 0.1002 | 0.0019 | 0.0735 | 0.0003 | 0.2909 | 0.0589 | 0.1358 | | 0.9615 | 16.6 | 5380 | 2.3931 | 0.0954 | 0.1773 | 0.2835 | 0.2439 | 0.0016 | 0.2245 | 0.0002 | 0.5136 | 0.0706 | 0.1869 | 0.1584 | 0.0016 | 0.0717 | 0.0002 | 0.2560 | 0.0470 | 0.1331 | | 1.6057 | 16.67 | 5400 | 2.4518 | 0.0954 | 0.1736 | 0.2926 | 0.2004 | 0.0050 | 0.1224 | 0.0002 | 0.5902 | 0.1016 | 0.1955 | 0.1389 | 0.0049 | 0.0597 | 0.0002 | 0.2695 | 0.0585 | 0.1362 | | 0.3852 | 16.73 | 5420 | 2.3897 | 0.0955 | 0.1775 | 0.2770 | 0.2034 | 0.0053 | 0.2068 | 0.0003 | 0.5194 | 0.1184 | 0.1893 | 0.1396 | 0.0052 | 0.0719 | 0.0003 | 0.2561 | 0.0628 | 0.1328 | | 1.1549 | 16.79 | 5440 | 2.4024 | 0.0932 | 0.1785 | 0.2660 | 0.2010 | 0.0029 | 0.2719 | 0.0002 | 0.4808 | 0.1128 | 0.1799 | 0.1399 | 0.0029 | 0.0745 | 0.0002 | 0.2469 | 0.0607 | 0.1271 | | 0.9315 | 16.85 | 5460 | 2.4188 | 0.0960 | 0.1779 | 0.2863 | 0.2272 | 0.0030 | 0.2095 | 0.0002 | 0.5399 | 0.0828 | 0.1827 | 0.1527 | 0.0029 | 0.0749 | 0.0002 | 0.2610 | 0.0503 | 0.1303 | | 0.7174 | 16.91 | 5480 | 2.4277 | 0.0952 | 0.1775 | 0.2866 | 0.2400 | 0.0020 | 0.2246 | 0.0002 | 0.5341 | 0.0664 | 0.1753 | 0.1573 | 0.0019 | 0.0742 | 0.0002 | 0.2614 | 0.0444 | 0.1271 | | 1.0713 | 16.98 | 5500 | 2.4651 | 0.0934 | 0.1742 | 0.3000 | 0.1971 | 0.0039 | 0.1554 | 0.0003 | 0.6363 | 0.0540 | 0.1722 | 0.1396 | 0.0038 | 0.0673 | 0.0003 | 0.2793 | 0.0393 | 0.1238 | | 1.1441 | 17.04 | 5520 | 2.4613 | 0.0894 | 0.1711 | 0.3005 | 0.1796 | 0.0032 | 0.1529 | 0.0002 | 0.6664 | 0.0309 | 0.1644 | 0.1314 | 0.0032 | 0.0636 | 0.0002 | 0.2855 | 0.0249 | 0.1166 | | 0.8423 | 17.1 | 5540 | 2.4788 | 0.0885 | 0.1724 | 0.2901 | 0.1831 | 0.0036 | 0.2148 | 0.0003 | 0.6258 | 0.0336 | 0.1457 | 0.1314 | 0.0036 | 0.0764 | 0.0002 | 0.2752 | 0.0268 | 0.1058 | | 0.5093 | 17.16 | 5560 | 2.3703 | 0.0927 | 0.1728 | 0.2859 | 0.2026 | 0.0056 | 0.1789 | 0.0013 | 0.5793 | 0.0850 | 0.1570 | 0.1416 | 0.0055 | 0.0660 | 0.0012 | 0.2688 | 0.0539 | 0.1119 | | 0.7901 | 17.22 | 5580 | 2.3054 | 0.0929 | 0.1688 | 0.3033 | 0.3463 | 0.0010 | 0.1326 | 0.0039 | 0.5278 | 0.0218 | 0.1485 | 0.1992 | 0.0010 | 0.0591 | 0.0034 | 0.2598 | 0.0186 | 0.1088 | | 0.4879 | 17.28 | 5600 | 2.4043 | 0.0899 | 0.1728 | 0.2741 | 0.1989 | 0.0056 | 0.2464 | 0.0011 | 0.5419 | 0.0692 | 0.1467 | 0.1385 | 0.0055 | 0.0719 | 0.0010 | 0.2584 | 0.0469 | 0.1069 | | 0.5424 | 17.35 | 5620 | 2.3668 | 0.0903 | 0.1654 | 0.2925 | 0.2102 | 0.0067 | 0.0868 | 0.0003 | 0.6143 | 0.1024 | 0.1375 | 0.1439 | 0.0064 | 0.0510 | 0.0003 | 0.2708 | 0.0584 | 0.1014 | | 1.029 | 17.41 | 5640 | 2.4582 | 0.0879 | 0.1685 | 0.2742 | 0.2049 | 0.0073 | 0.2208 | 0.0004 | 0.5525 | 0.0749 | 0.1189 | 0.1409 | 0.0071 | 0.0702 | 0.0004 | 0.2563 | 0.0496 | 0.0911 | | 1.4324 | 17.47 | 5660 | 2.4479 | 0.0898 | 0.1739 | 0.2576 | 0.2181 | 0.0089 | 0.2917 | 0.0014 | 0.4563 | 0.1065 | 0.1341 | 0.1480 | 0.0086 | 0.0747 | 0.0012 | 0.2385 | 0.0571 | 0.1004 | | 0.68 | 17.53 | 5680 | 2.3606 | 0.0934 | 0.1670 | 0.2886 | 0.2677 | 0.0075 | 0.1073 | 0.0004 | 0.5369 | 0.0988 | 0.1505 | 0.1677 | 0.0072 | 0.0582 | 0.0004 | 0.2526 | 0.0571 | 0.1104 | | 1.1386 | 17.59 | 5700 | 2.4357 | 0.0965 | 0.1760 | 0.2796 | 0.2560 | 0.0078 | 0.1966 | 0.0005 | 0.4855 | 0.1018 | 0.1840 | 0.1644 | 0.0075 | 0.0690 | 0.0004 | 0.2471 | 0.0592 | 0.1280 | | 0.8545 | 17.65 | 5720 | 2.3860 | 0.0942 | 0.1717 | 0.2790 | 0.2785 | 0.0120 | 0.1937 | 0.0005 | 0.4842 | 0.0870 | 0.1462 | 0.1735 | 0.0114 | 0.0680 | 0.0004 | 0.2423 | 0.0540 | 0.1094 | | 1.1515 | 17.72 | 5740 | 2.3698 | 0.0942 | 0.1730 | 0.2874 | 0.2228 | 0.0069 | 0.1681 | 0.0006 | 0.5619 | 0.0834 | 0.1671 | 0.1509 | 0.0067 | 0.0661 | 0.0006 | 0.2633 | 0.0525 | 0.1195 | | 1.2981 | 17.78 | 5760 | 2.3964 | 0.0921 | 0.1715 | 0.2836 | 0.2263 | 0.0087 | 0.1944 | 0.0004 | 0.5566 | 0.0739 | 0.1403 | 0.1517 | 0.0083 | 0.0685 | 0.0004 | 0.2614 | 0.0482 | 0.1061 | | 0.625 | 17.84 | 5780 | 2.4018 | 0.0937 | 0.1691 | 0.2869 | 0.2982 | 0.0054 | 0.1506 | 0.0004 | 0.5026 | 0.0861 | 0.1401 | 0.1794 | 0.0052 | 0.0645 | 0.0003 | 0.2487 | 0.0534 | 0.1045 | | 0.5097 | 17.9 | 5800 | 2.5110 | 0.0906 | 0.1679 | 0.2814 | 0.2560 | 0.0038 | 0.1809 | 0.0002 | 0.5283 | 0.0728 | 0.1331 | 0.1634 | 0.0037 | 0.0666 | 0.0002 | 0.2531 | 0.0475 | 0.0994 | | 0.732 | 17.96 | 5820 | 2.4812 | 0.0885 | 0.1688 | 0.2726 | 0.1928 | 0.0038 | 0.2095 | 0.0002 | 0.5507 | 0.0955 | 0.1293 | 0.1351 | 0.0037 | 0.0682 | 0.0002 | 0.2590 | 0.0554 | 0.0977 | | 0.7418 | 18.02 | 5840 | 2.5086 | 0.0852 | 0.1710 | 0.2698 | 0.1510 | 0.0034 | 0.2659 | 0.0002 | 0.5778 | 0.0580 | 0.1408 | 0.1140 | 0.0034 | 0.0737 | 0.0002 | 0.2637 | 0.0404 | 0.1010 | | 0.8145 | 18.09 | 5860 | 2.5658 | 0.0873 | 0.1693 | 0.2623 | 0.2311 | 0.0030 | 0.2736 | 0.0002 | 0.4731 | 0.0633 | 0.1408 | 0.1527 | 0.0030 | 0.0719 | 0.0002 | 0.2409 | 0.0410 | 0.1011 | | 0.5074 | 18.15 | 5880 | 2.5342 | 0.0878 | 0.1678 | 0.2767 | 0.2232 | 0.0034 | 0.2180 | 0.0003 | 0.5434 | 0.0506 | 0.1359 | 0.1484 | 0.0034 | 0.0696 | 0.0002 | 0.2551 | 0.0375 | 0.1002 | | 0.881 | 18.21 | 5900 | 2.6408 | 0.0848 | 0.1615 | 0.2955 | 0.1674 | 0.0048 | 0.0946 | 0.0002 | 0.6829 | 0.0478 | 0.1329 | 0.1219 | 0.0047 | 0.0519 | 0.0002 | 0.2762 | 0.0344 | 0.1040 | | 0.7297 | 18.27 | 5920 | 2.3731 | 0.0914 | 0.1647 | 0.2916 | 0.2710 | 0.0011 | 0.0938 | 0.0003 | 0.5518 | 0.0876 | 0.1473 | 0.1690 | 0.0011 | 0.0503 | 0.0003 | 0.2572 | 0.0558 | 0.1058 | | 0.5132 | 18.33 | 5940 | 2.3858 | 0.0886 | 0.1603 | 0.2977 | 0.2875 | 0.0014 | 0.0451 | 0.0003 | 0.5728 | 0.0792 | 0.1357 | 0.1744 | 0.0014 | 0.0324 | 0.0003 | 0.2603 | 0.0521 | 0.0995 | | 1.3629 | 18.4 | 5960 | 2.3564 | 0.0923 | 0.1687 | 0.2932 | 0.2582 | 0.0037 | 0.1428 | 0.0003 | 0.5668 | 0.0602 | 0.1494 | 0.1645 | 0.0036 | 0.0654 | 0.0002 | 0.2615 | 0.0436 | 0.1069 | | 1.3247 | 18.46 | 5980 | 2.4504 | 0.0924 | 0.1677 | 0.2987 | 0.2677 | 0.0072 | 0.1220 | 0.0003 | 0.5847 | 0.0485 | 0.1435 | 0.1676 | 0.0070 | 0.0607 | 0.0003 | 0.2626 | 0.0372 | 0.1117 | | 0.6212 | 18.52 | 6000 | 2.3603 | 0.0938 | 0.1695 | 0.2950 | 0.3355 | 0.0031 | 0.1515 | 0.0004 | 0.5035 | 0.0569 | 0.1358 | 0.1914 | 0.0031 | 0.0643 | 0.0004 | 0.2490 | 0.0438 | 0.1048 | | 0.7173 | 18.58 | 6020 | 2.5744 | 0.0890 | 0.1663 | 0.3011 | 0.1863 | 0.0047 | 0.0923 | 0.0002 | 0.6777 | 0.0792 | 0.1240 | 0.1322 | 0.0046 | 0.0522 | 0.0002 | 0.2805 | 0.0520 | 0.1015 | | 0.9319 | 18.64 | 6040 | 2.3389 | 0.0921 | 0.1690 | 0.2921 | 0.1920 | 0.0073 | 0.1042 | 0.0003 | 0.6192 | 0.1109 | 0.1490 | 0.1348 | 0.0070 | 0.0563 | 0.0003 | 0.2709 | 0.0615 | 0.1142 | | 0.7502 | 18.7 | 6060 | 2.3302 | 0.0922 | 0.1695 | 0.2743 | 0.2355 | 0.0088 | 0.1786 | 0.0005 | 0.5093 | 0.1146 | 0.1390 | 0.1535 | 0.0085 | 0.0670 | 0.0005 | 0.2474 | 0.0611 | 0.1070 | | 0.8709 | 18.77 | 6080 | 2.5440 | 0.0894 | 0.1692 | 0.2772 | 0.1902 | 0.0084 | 0.1953 | 0.0003 | 0.5716 | 0.0888 | 0.1298 | 0.1338 | 0.0081 | 0.0680 | 0.0003 | 0.2602 | 0.0530 | 0.1022 | | 0.799 | 18.83 | 6100 | 2.5299 | 0.0877 | 0.1649 | 0.2918 | 0.1822 | 0.0064 | 0.1199 | 0.0003 | 0.6497 | 0.0785 | 0.1173 | 0.1302 | 0.0062 | 0.0581 | 0.0002 | 0.2721 | 0.0513 | 0.0955 | | 1.0495 | 18.89 | 6120 | 2.3060 | 0.0912 | 0.1665 | 0.2783 | 0.2490 | 0.0060 | 0.1502 | 0.0019 | 0.5207 | 0.1045 | 0.1329 | 0.1591 | 0.0058 | 0.0605 | 0.0017 | 0.2529 | 0.0578 | 0.1008 | | 1.0396 | 18.95 | 6140 | 2.5513 | 0.0873 | 0.1670 | 0.2685 | 0.1887 | 0.0102 | 0.2125 | 0.0005 | 0.5463 | 0.0931 | 0.1175 | 0.1337 | 0.0098 | 0.0669 | 0.0005 | 0.2562 | 0.0522 | 0.0920 | | 0.7026 | 19.01 | 6160 | 2.4817 | 0.0892 | 0.1654 | 0.2850 | 0.2094 | 0.0061 | 0.1416 | 0.0004 | 0.5865 | 0.0648 | 0.1493 | 0.1437 | 0.0059 | 0.0605 | 0.0004 | 0.2617 | 0.0423 | 0.1100 | | 1.5401 | 19.07 | 6180 | 2.4898 | 0.0884 | 0.1624 | 0.2916 | 0.2096 | 0.0067 | 0.0875 | 0.0003 | 0.6117 | 0.0492 | 0.1714 | 0.1422 | 0.0065 | 0.0508 | 0.0003 | 0.2641 | 0.0341 | 0.1205 | | 0.8263 | 19.14 | 6200 | 2.5073 | 0.0903 | 0.1626 | 0.2910 | 0.2853 | 0.0113 | 0.1044 | 0.0003 | 0.5477 | 0.0514 | 0.1378 | 0.1735 | 0.0107 | 0.0559 | 0.0003 | 0.2560 | 0.0344 | 0.1016 | | 1.2726 | 19.2 | 6220 | 2.4112 | 0.0926 | 0.1669 | 0.3008 | 0.2640 | 0.0038 | 0.0859 | 0.0003 | 0.5880 | 0.0563 | 0.1698 | 0.1668 | 0.0037 | 0.0512 | 0.0003 | 0.2660 | 0.0398 | 0.1205 | | 2.2782 | 19.26 | 6240 | 2.6347 | 0.0913 | 0.1694 | 0.2889 | 0.2131 | 0.0094 | 0.1566 | 0.0003 | 0.5952 | 0.0763 | 0.1349 | 0.1463 | 0.0090 | 0.0659 | 0.0003 | 0.2685 | 0.0492 | 0.0997 | | 0.6347 | 19.32 | 6260 | 2.6479 | 0.0918 | 0.1721 | 0.2845 | 0.1927 | 0.0097 | 0.1835 | 0.0002 | 0.5844 | 0.0723 | 0.1617 | 0.1369 | 0.0093 | 0.0673 | 0.0002 | 0.2656 | 0.0477 | 0.1155 | | 0.8122 | 19.38 | 6280 | 2.4288 | 0.0979 | 0.1727 | 0.2880 | 0.3129 | 0.0048 | 0.1222 | 0.0003 | 0.4595 | 0.0920 | 0.2170 | 0.1829 | 0.0047 | 0.0601 | 0.0002 | 0.2377 | 0.0543 | 0.1452 | | 0.8806 | 19.44 | 6300 | 2.5513 | 0.0942 | 0.1755 | 0.2765 | 0.2143 | 0.0087 | 0.2149 | 0.0002 | 0.5182 | 0.0976 | 0.1746 | 0.1452 | 0.0084 | 0.0728 | 0.0002 | 0.2536 | 0.0562 | 0.1233 | | 0.8708 | 19.51 | 6320 | 2.6340 | 0.0903 | 0.1724 | 0.2756 | 0.1653 | 0.0092 | 0.2061 | 0.0002 | 0.5741 | 0.0988 | 0.1534 | 0.1221 | 0.0088 | 0.0709 | 0.0002 | 0.2637 | 0.0559 | 0.1106 | | 0.6142 | 19.57 | 6340 | 2.7598 | 0.0870 | 0.1701 | 0.2999 | 0.1066 | 0.0065 | 0.1130 | 0.0002 | 0.7309 | 0.0698 | 0.1637 | 0.0882 | 0.0062 | 0.0593 | 0.0002 | 0.2942 | 0.0445 | 0.1167 | | 0.9173 | 19.63 | 6360 | 2.4875 | 0.0937 | 0.1776 | 0.2793 | 0.1825 | 0.0092 | 0.2302 | 0.0003 | 0.5523 | 0.0714 | 0.1972 | 0.1310 | 0.0088 | 0.0737 | 0.0003 | 0.2604 | 0.0465 | 0.1352 | | 0.5102 | 19.69 | 6380 | 2.5829 | 0.0903 | 0.1723 | 0.2753 | 0.1775 | 0.0108 | 0.2208 | 0.0003 | 0.5601 | 0.0662 | 0.1703 | 0.1279 | 0.0103 | 0.0695 | 0.0003 | 0.2578 | 0.0450 | 0.1213 | | 0.943 | 19.75 | 6400 | 2.5019 | 0.0910 | 0.1683 | 0.2984 | 0.2023 | 0.0063 | 0.1106 | 0.0003 | 0.6323 | 0.0419 | 0.1844 | 0.1407 | 0.0061 | 0.0568 | 0.0003 | 0.2730 | 0.0314 | 0.1286 | | 1.1076 | 19.81 | 6420 | 2.4278 | 0.0950 | 0.1709 | 0.2889 | 0.2779 | 0.0044 | 0.1422 | 0.0003 | 0.5099 | 0.0629 | 0.1989 | 0.1708 | 0.0044 | 0.0609 | 0.0003 | 0.2507 | 0.0433 | 0.1344 | | 0.7576 | 19.88 | 6440 | 2.5897 | 0.0915 | 0.1655 | 0.2812 | 0.2805 | 0.0075 | 0.1400 | 0.0002 | 0.5050 | 0.0925 | 0.1329 | 0.1707 | 0.0072 | 0.0613 | 0.0002 | 0.2499 | 0.0534 | 0.0978 | | 0.7525 | 19.94 | 6460 | 2.5138 | 0.0899 | 0.1650 | 0.2919 | 0.2084 | 0.0107 | 0.0970 | 0.0003 | 0.6184 | 0.0889 | 0.1317 | 0.1415 | 0.0102 | 0.0531 | 0.0002 | 0.2720 | 0.0544 | 0.0979 | | 0.7327 | 20.0 | 6480 | 2.4707 | 0.0900 | 0.1668 | 0.2877 | 0.1836 | 0.0068 | 0.0899 | 0.0003 | 0.6147 | 0.1364 | 0.1361 | 0.1301 | 0.0065 | 0.0504 | 0.0002 | 0.2728 | 0.0691 | 0.1010 | | 0.7738 | 20.06 | 6500 | 2.3824 | 0.0897 | 0.1627 | 0.2870 | 0.2565 | 0.0070 | 0.0981 | 0.0003 | 0.5589 | 0.0953 | 0.1226 | 0.1606 | 0.0068 | 0.0510 | 0.0003 | 0.2609 | 0.0563 | 0.0924 | | 0.6216 | 20.12 | 6520 | 2.4026 | 0.0886 | 0.1636 | 0.2823 | 0.2122 | 0.0085 | 0.1278 | 0.0003 | 0.5797 | 0.0857 | 0.1313 | 0.1417 | 0.0082 | 0.0578 | 0.0003 | 0.2627 | 0.0526 | 0.0972 | | 0.7509 | 20.19 | 6540 | 2.4826 | 0.0874 | 0.1620 | 0.2775 | 0.2231 | 0.0062 | 0.1444 | 0.0002 | 0.5551 | 0.0753 | 0.1296 | 0.1454 | 0.0060 | 0.0609 | 0.0002 | 0.2567 | 0.0468 | 0.0956 | | 1.0616 | 20.25 | 6560 | 2.6259 | 0.0871 | 0.1641 | 0.2617 | 0.1712 | 0.0077 | 0.1289 | 0.0001 | 0.5223 | 0.1825 | 0.1359 | 0.1209 | 0.0074 | 0.0583 | 0.0001 | 0.2498 | 0.0741 | 0.0992 | | 0.7314 | 20.31 | 6580 | 2.3701 | 0.0900 | 0.1626 | 0.2717 | 0.2693 | 0.0125 | 0.1219 | 0.0004 | 0.4832 | 0.1341 | 0.1166 | 0.1647 | 0.0118 | 0.0606 | 0.0004 | 0.2414 | 0.0630 | 0.0878 | | 0.4321 | 20.37 | 6600 | 2.6142 | 0.0868 | 0.1653 | 0.2728 | 0.1585 | 0.0111 | 0.1543 | 0.0003 | 0.5910 | 0.1257 | 0.1162 | 0.1162 | 0.0105 | 0.0653 | 0.0003 | 0.2651 | 0.0617 | 0.0884 | | 0.792 | 20.43 | 6620 | 2.6535 | 0.0837 | 0.1601 | 0.2740 | 0.1596 | 0.0111 | 0.1117 | 0.0001 | 0.6115 | 0.1384 | 0.0883 | 0.1163 | 0.0106 | 0.0574 | 0.0001 | 0.2674 | 0.0640 | 0.0700 | | 0.4751 | 20.49 | 6640 | 2.4702 | 0.0870 | 0.1612 | 0.2698 | 0.2142 | 0.0128 | 0.1450 | 0.0003 | 0.5355 | 0.1047 | 0.1159 | 0.1427 | 0.0121 | 0.0619 | 0.0003 | 0.2502 | 0.0552 | 0.0868 | | 1.0791 | 20.56 | 6660 | 2.5073 | 0.0835 | 0.1551 | 0.2759 | 0.2079 | 0.0106 | 0.0559 | 0.0001 | 0.5775 | 0.1352 | 0.0983 | 0.1397 | 0.0101 | 0.0382 | 0.0001 | 0.2592 | 0.0612 | 0.0759 | | 1.3677 | 20.62 | 6680 | 2.4888 | 0.0905 | 0.1640 | 0.2790 | 0.2208 | 0.0063 | 0.1079 | 0.0002 | 0.5422 | 0.0996 | 0.1707 | 0.1457 | 0.0061 | 0.0548 | 0.0002 | 0.2541 | 0.0526 | 0.1197 | | 0.9143 | 20.68 | 6700 | 2.5912 | 0.0846 | 0.1571 | 0.2674 | 0.2144 | 0.0110 | 0.1254 | 0.0002 | 0.5364 | 0.1104 | 0.1017 | 0.1416 | 0.0105 | 0.0576 | 0.0002 | 0.2502 | 0.0546 | 0.0778 | | 0.7915 | 20.74 | 6720 | 2.4391 | 0.0904 | 0.1639 | 0.2724 | 0.2690 | 0.0085 | 0.1475 | 0.0004 | 0.4810 | 0.1042 | 0.1369 | 0.1663 | 0.0082 | 0.0629 | 0.0004 | 0.2402 | 0.0544 | 0.1003 | | 0.8164 | 20.8 | 6740 | 2.5822 | 0.0823 | 0.1534 | 0.2839 | 0.2191 | 0.0118 | 0.0476 | 0.0002 | 0.6093 | 0.0969 | 0.0892 | 0.1452 | 0.0113 | 0.0336 | 0.0002 | 0.2627 | 0.0523 | 0.0710 | | 1.1086 | 20.86 | 6760 | 2.5223 | 0.0876 | 0.1602 | 0.2871 | 0.2243 | 0.0106 | 0.0883 | 0.0003 | 0.5940 | 0.0716 | 0.1323 | 0.1485 | 0.0101 | 0.0501 | 0.0003 | 0.2619 | 0.0444 | 0.0977 | | 0.591 | 20.93 | 6780 | 2.4851 | 0.0870 | 0.1638 | 0.2718 | 0.1947 | 0.0113 | 0.1674 | 0.0003 | 0.5588 | 0.0977 | 0.1162 | 0.1353 | 0.0107 | 0.0654 | 0.0003 | 0.2565 | 0.0535 | 0.0877 | | 0.8041 | 20.99 | 6800 | 2.5531 | 0.0885 | 0.1622 | 0.2764 | 0.2357 | 0.0145 | 0.1262 | 0.0002 | 0.5418 | 0.1116 | 0.1057 | 0.1539 | 0.0136 | 0.0593 | 0.0002 | 0.2541 | 0.0568 | 0.0820 | | 0.7822 | 21.05 | 6820 | 2.4582 | 0.0856 | 0.1568 | 0.2891 | 0.2453 | 0.0093 | 0.0657 | 0.0003 | 0.5960 | 0.0745 | 0.1065 | 0.1571 | 0.0089 | 0.0425 | 0.0002 | 0.2616 | 0.0451 | 0.0834 | | 0.5546 | 21.11 | 6840 | 2.3892 | 0.0892 | 0.1590 | 0.2833 | 0.3024 | 0.0078 | 0.0624 | 0.0003 | 0.5027 | 0.1108 | 0.1267 | 0.1796 | 0.0075 | 0.0418 | 0.0002 | 0.2448 | 0.0557 | 0.0948 | | 0.5109 | 21.17 | 6860 | 2.4529 | 0.0875 | 0.1596 | 0.2892 | 0.2662 | 0.0068 | 0.0987 | 0.0003 | 0.5715 | 0.0615 | 0.1125 | 0.1679 | 0.0066 | 0.0529 | 0.0002 | 0.2576 | 0.0393 | 0.0879 | | 0.5951 | 21.23 | 6880 | 2.4485 | 0.0845 | 0.1564 | 0.2925 | 0.2486 | 0.0062 | 0.0746 | 0.0003 | 0.6131 | 0.0552 | 0.0969 | 0.1608 | 0.0060 | 0.0461 | 0.0003 | 0.2640 | 0.0357 | 0.0784 | | 0.3311 | 21.3 | 6900 | 2.5297 | 0.0859 | 0.1592 | 0.2901 | 0.2331 | 0.0058 | 0.1001 | 0.0003 | 0.6081 | 0.0520 | 0.1148 | 0.1540 | 0.0056 | 0.0535 | 0.0003 | 0.2641 | 0.0350 | 0.0885 | | 0.9244 | 21.36 | 6920 | 2.5323 | 0.0886 | 0.1655 | 0.2743 | 0.2273 | 0.0090 | 0.1831 | 0.0003 | 0.5336 | 0.0809 | 0.1240 | 0.1512 | 0.0086 | 0.0655 | 0.0003 | 0.2535 | 0.0483 | 0.0929 | | 0.5719 | 21.42 | 6940 | 2.5135 | 0.0870 | 0.1633 | 0.2710 | 0.2151 | 0.0093 | 0.1759 | 0.0002 | 0.5388 | 0.0904 | 0.1132 | 0.1450 | 0.0089 | 0.0649 | 0.0002 | 0.2535 | 0.0503 | 0.0860 | | 0.9843 | 21.48 | 6960 | 2.5587 | 0.0870 | 0.1650 | 0.2800 | 0.1897 | 0.0062 | 0.1706 | 0.0003 | 0.5928 | 0.0644 | 0.1311 | 0.1338 | 0.0060 | 0.0645 | 0.0003 | 0.2636 | 0.0425 | 0.0979 | | 0.9774 | 21.54 | 6980 | 2.5804 | 0.0857 | 0.1591 | 0.2908 | 0.2062 | 0.0058 | 0.0729 | 0.0002 | 0.6325 | 0.0794 | 0.1166 | 0.1414 | 0.0057 | 0.0462 | 0.0002 | 0.2701 | 0.0468 | 0.0893 | | 1.0551 | 21.6 | 7000 | 2.5782 | 0.0878 | 0.1636 | 0.2726 | 0.2452 | 0.0124 | 0.1709 | 0.0004 | 0.5216 | 0.1040 | 0.0909 | 0.1601 | 0.0119 | 0.0654 | 0.0004 | 0.2504 | 0.0549 | 0.0717 | | 0.8381 | 21.67 | 7020 | 2.4811 | 0.0907 | 0.1638 | 0.2779 | 0.3268 | 0.0104 | 0.1412 | 0.0004 | 0.4592 | 0.1065 | 0.1023 | 0.1914 | 0.0100 | 0.0618 | 0.0003 | 0.2363 | 0.0561 | 0.0786 | | 0.4787 | 21.73 | 7040 | 2.4614 | 0.0888 | 0.1637 | 0.2835 | 0.2247 | 0.0079 | 0.1268 | 0.0003 | 0.5766 | 0.0935 | 0.1161 | 0.1511 | 0.0076 | 0.0609 | 0.0003 | 0.2620 | 0.0518 | 0.0882 | | 1.195 | 21.79 | 7060 | 2.5679 | 0.0906 | 0.1646 | 0.2860 | 0.3021 | 0.0063 | 0.1423 | 0.0003 | 0.5126 | 0.0700 | 0.1186 | 0.1811 | 0.0061 | 0.0618 | 0.0003 | 0.2505 | 0.0451 | 0.0891 | | 0.8508 | 21.85 | 7080 | 2.4986 | 0.0926 | 0.1692 | 0.2868 | 0.2279 | 0.0072 | 0.1430 | 0.0002 | 0.5656 | 0.0888 | 0.1515 | 0.1518 | 0.0069 | 0.0642 | 0.0002 | 0.2636 | 0.0519 | 0.1095 | | 1.1062 | 21.91 | 7100 | 2.5800 | 0.0894 | 0.1641 | 0.2944 | 0.2065 | 0.0054 | 0.0716 | 0.0003 | 0.6263 | 0.0956 | 0.1434 | 0.1431 | 0.0052 | 0.0445 | 0.0003 | 0.2747 | 0.0530 | 0.1049 | | 0.4391 | 21.98 | 7120 | 2.5523 | 0.0837 | 0.1585 | 0.2896 | 0.1786 | 0.0051 | 0.0616 | 0.0007 | 0.6566 | 0.1037 | 0.1035 | 0.1291 | 0.0050 | 0.0397 | 0.0006 | 0.2784 | 0.0541 | 0.0793 | | 0.7019 | 22.04 | 7140 | 2.5957 | 0.0871 | 0.1651 | 0.2910 | 0.1636 | 0.0053 | 0.1132 | 0.0003 | 0.6611 | 0.0902 | 0.1219 | 0.1220 | 0.0051 | 0.0586 | 0.0003 | 0.2810 | 0.0509 | 0.0916 | | 0.683 | 22.1 | 7160 | 2.4522 | 0.0925 | 0.1660 | 0.2844 | 0.3337 | 0.0081 | 0.1359 | 0.0003 | 0.4698 | 0.0940 | 0.1198 | 0.1928 | 0.0079 | 0.0629 | 0.0003 | 0.2408 | 0.0536 | 0.0895 | | 0.6905 | 22.16 | 7180 | 2.5751 | 0.0901 | 0.1667 | 0.2881 | 0.2121 | 0.0060 | 0.1312 | 0.0002 | 0.5986 | 0.0936 | 0.1251 | 0.1462 | 0.0058 | 0.0638 | 0.0002 | 0.2682 | 0.0532 | 0.0934 | | 1.7315 | 22.22 | 7200 | 2.4862 | 0.0931 | 0.1706 | 0.2826 | 0.2451 | 0.0081 | 0.1711 | 0.0002 | 0.5314 | 0.0916 | 0.1470 | 0.1604 | 0.0078 | 0.0679 | 0.0002 | 0.2566 | 0.0528 | 0.1063 | | 0.8569 | 22.28 | 7220 | 2.5400 | 0.0910 | 0.1695 | 0.2742 | 0.2478 | 0.0075 | 0.2048 | 0.0002 | 0.5025 | 0.0904 | 0.1331 | 0.1609 | 0.0072 | 0.0694 | 0.0002 | 0.2491 | 0.0523 | 0.0978 | | 0.7981 | 22.35 | 7240 | 2.5337 | 0.0877 | 0.1620 | 0.2973 | 0.2071 | 0.0049 | 0.0639 | 0.0004 | 0.6449 | 0.0722 | 0.1408 | 0.1438 | 0.0048 | 0.0416 | 0.0004 | 0.2750 | 0.0445 | 0.1035 | | 1.4784 | 22.41 | 7260 | 2.5892 | 0.0917 | 0.1686 | 0.2824 | 0.2310 | 0.0097 | 0.1620 | 0.0003 | 0.5514 | 0.0885 | 0.1372 | 0.1543 | 0.0093 | 0.0671 | 0.0003 | 0.2587 | 0.0512 | 0.1010 | | 0.3945 | 22.47 | 7280 | 2.5798 | 0.0875 | 0.1677 | 0.2767 | 0.1846 | 0.0065 | 0.1944 | 0.0002 | 0.5829 | 0.0907 | 0.1144 | 0.1329 | 0.0063 | 0.0698 | 0.0002 | 0.2649 | 0.0519 | 0.0866 | | 0.537 | 22.53 | 7300 | 2.5519 | 0.0904 | 0.1705 | 0.2721 | 0.2220 | 0.0066 | 0.2160 | 0.0002 | 0.5179 | 0.1046 | 0.1263 | 0.1499 | 0.0063 | 0.0721 | 0.0002 | 0.2532 | 0.0568 | 0.0938 | | 1.2049 | 22.59 | 7320 | 2.5849 | 0.0928 | 0.1682 | 0.2851 | 0.2635 | 0.0073 | 0.1427 | 0.0002 | 0.5309 | 0.0989 | 0.1340 | 0.1669 | 0.0070 | 0.0667 | 0.0002 | 0.2558 | 0.0544 | 0.0988 | | 1.4805 | 22.65 | 7340 | 2.6036 | 0.0918 | 0.1681 | 0.2904 | 0.2031 | 0.0068 | 0.1098 | 0.0002 | 0.6025 | 0.0974 | 0.1565 | 0.1419 | 0.0065 | 0.0587 | 0.0002 | 0.2698 | 0.0535 | 0.1122 | | 0.9996 | 22.72 | 7360 | 2.5430 | 0.0908 | 0.1704 | 0.2774 | 0.2882 | 0.0079 | 0.2301 | 0.0004 | 0.4840 | 0.0659 | 0.1162 | 0.1771 | 0.0076 | 0.0721 | 0.0004 | 0.2454 | 0.0445 | 0.0884 | | 0.5535 | 22.78 | 7380 | 2.4954 | 0.0932 | 0.1703 | 0.2834 | 0.2537 | 0.0082 | 0.1666 | 0.0002 | 0.5303 | 0.0994 | 0.1335 | 0.1638 | 0.0079 | 0.0704 | 0.0002 | 0.2558 | 0.0553 | 0.0989 | | 0.7229 | 22.84 | 7400 | 2.4221 | 0.0931 | 0.1682 | 0.2959 | 0.2650 | 0.0061 | 0.1209 | 0.0003 | 0.5726 | 0.0691 | 0.1436 | 0.1684 | 0.0060 | 0.0633 | 0.0003 | 0.2639 | 0.0452 | 0.1049 | | 0.5559 | 22.9 | 7420 | 2.4724 | 0.0881 | 0.1629 | 0.2993 | 0.2089 | 0.0038 | 0.0653 | 0.0004 | 0.6492 | 0.0716 | 0.1413 | 0.1449 | 0.0037 | 0.0428 | 0.0004 | 0.2769 | 0.0450 | 0.1032 | | 1.0066 | 22.96 | 7440 | 2.5138 | 0.0935 | 0.1713 | 0.2816 | 0.2357 | 0.0060 | 0.1675 | 0.0002 | 0.5317 | 0.1066 | 0.1512 | 0.1560 | 0.0058 | 0.0694 | 0.0002 | 0.2570 | 0.0573 | 0.1086 | | 0.5317 | 23.02 | 7460 | 2.6079 | 0.0856 | 0.1612 | 0.2872 | 0.1764 | 0.0050 | 0.0895 | 0.0005 | 0.6415 | 0.1013 | 0.1142 | 0.1282 | 0.0049 | 0.0508 | 0.0004 | 0.2730 | 0.0548 | 0.0871 | | 0.4157 | 23.09 | 7480 | 2.6431 | 0.0885 | 0.1646 | 0.2794 | 0.1903 | 0.0050 | 0.1195 | 0.0005 | 0.5837 | 0.1258 | 0.1272 | 0.1348 | 0.0049 | 0.0595 | 0.0005 | 0.2633 | 0.0617 | 0.0947 | | 0.9733 | 23.15 | 7500 | 2.7343 | 0.0877 | 0.1638 | 0.2865 | 0.1878 | 0.0051 | 0.1154 | 0.0003 | 0.6204 | 0.0927 | 0.1253 | 0.1337 | 0.0049 | 0.0584 | 0.0003 | 0.2697 | 0.0528 | 0.0941 | | 0.7223 | 23.21 | 7520 | 2.5498 | 0.0881 | 0.1639 | 0.2934 | 0.1895 | 0.0053 | 0.0944 | 0.0003 | 0.6428 | 0.0735 | 0.1417 | 0.1350 | 0.0051 | 0.0515 | 0.0003 | 0.2746 | 0.0459 | 0.1043 | | 0.3346 | 23.27 | 7540 | 2.5712 | 0.0882 | 0.1642 | 0.2901 | 0.1740 | 0.0060 | 0.0863 | 0.0007 | 0.6383 | 0.0939 | 0.1503 | 0.1268 | 0.0058 | 0.0490 | 0.0006 | 0.2737 | 0.0532 | 0.1085 | | 1.4513 | 23.33 | 7560 | 2.5253 | 0.0906 | 0.1623 | 0.2927 | 0.2654 | 0.0056 | 0.0537 | 0.0003 | 0.5592 | 0.0858 | 0.1665 | 0.1659 | 0.0054 | 0.0375 | 0.0003 | 0.2570 | 0.0506 | 0.1177 | | 0.6786 | 23.4 | 7580 | 2.5887 | 0.0908 | 0.1660 | 0.2934 | 0.2153 | 0.0048 | 0.0984 | 0.0003 | 0.6074 | 0.0740 | 0.1619 | 0.1472 | 0.0047 | 0.0541 | 0.0003 | 0.2677 | 0.0468 | 0.1147 | | 1.1196 | 23.46 | 7600 | 2.5941 | 0.0901 | 0.1675 | 0.2876 | 0.1964 | 0.0050 | 0.1416 | 0.0005 | 0.6037 | 0.0735 | 0.1521 | 0.1380 | 0.0048 | 0.0637 | 0.0005 | 0.2675 | 0.0467 | 0.1093 | | 0.8367 | 23.52 | 7620 | 2.6229 | 0.0845 | 0.1586 | 0.3024 | 0.2130 | 0.0040 | 0.0329 | 0.0003 | 0.6689 | 0.0542 | 0.1368 | 0.1454 | 0.0040 | 0.0261 | 0.0003 | 0.2760 | 0.0380 | 0.1015 | | 1.1137 | 23.58 | 7640 | 2.6543 | 0.0858 | 0.1603 | 0.3024 | 0.2074 | 0.0055 | 0.0465 | 0.0003 | 0.6682 | 0.0459 | 0.1484 | 0.1432 | 0.0053 | 0.0335 | 0.0003 | 0.2765 | 0.0334 | 0.1081 | | 0.6378 | 23.64 | 7660 | 2.5618 | 0.0888 | 0.1633 | 0.2968 | 0.2164 | 0.0057 | 0.0815 | 0.0008 | 0.6314 | 0.0600 | 0.1475 | 0.1470 | 0.0056 | 0.0487 | 0.0007 | 0.2705 | 0.0416 | 0.1072 | | 0.7052 | 23.7 | 7680 | 2.4830 | 0.0918 | 0.1690 | 0.2880 | 0.2150 | 0.0082 | 0.1474 | 0.0003 | 0.5840 | 0.0744 | 0.1541 | 0.1464 | 0.0078 | 0.0654 | 0.0003 | 0.2642 | 0.0480 | 0.1106 | | 0.5572 | 23.77 | 7700 | 2.5114 | 0.0891 | 0.1613 | 0.2917 | 0.2605 | 0.0071 | 0.0828 | 0.0004 | 0.5774 | 0.0755 | 0.1255 | 0.1644 | 0.0069 | 0.0498 | 0.0003 | 0.2597 | 0.0478 | 0.0946 | | 0.6488 | 23.83 | 7720 | 2.5755 | 0.0892 | 0.1645 | 0.2890 | 0.2177 | 0.0104 | 0.1212 | 0.0004 | 0.6037 | 0.0751 | 0.1232 | 0.1477 | 0.0099 | 0.0602 | 0.0003 | 0.2654 | 0.0478 | 0.0933 | | 0.8679 | 23.89 | 7740 | 2.4807 | 0.0925 | 0.1663 | 0.2907 | 0.2707 | 0.0073 | 0.1162 | 0.0005 | 0.5470 | 0.0701 | 0.1524 | 0.1686 | 0.0070 | 0.0600 | 0.0005 | 0.2557 | 0.0461 | 0.1099 | | 0.5336 | 23.95 | 7760 | 2.4614 | 0.0941 | 0.1690 | 0.2919 | 0.2759 | 0.0055 | 0.1294 | 0.0006 | 0.5347 | 0.0596 | 0.1775 | 0.1705 | 0.0054 | 0.0626 | 0.0005 | 0.2543 | 0.0416 | 0.1236 | | 1.5362 | 24.01 | 7780 | 2.5022 | 0.0936 | 0.1709 | 0.2765 | 0.2690 | 0.0083 | 0.1942 | 0.0011 | 0.4806 | 0.0831 | 0.1601 | 0.1681 | 0.0079 | 0.0682 | 0.0009 | 0.2435 | 0.0520 | 0.1143 | | 1.0971 | 24.07 | 7800 | 2.7071 | 0.0894 | 0.1665 | 0.2773 | 0.2165 | 0.0102 | 0.1692 | 0.0004 | 0.5540 | 0.0954 | 0.1199 | 0.1472 | 0.0097 | 0.0666 | 0.0004 | 0.2564 | 0.0549 | 0.0907 | | 0.8342 | 24.14 | 7820 | 2.5418 | 0.0908 | 0.1675 | 0.2784 | 0.2350 | 0.0081 | 0.1723 | 0.0006 | 0.5342 | 0.0867 | 0.1356 | 0.1549 | 0.0078 | 0.0663 | 0.0005 | 0.2533 | 0.0524 | 0.1004 | | 1.1327 | 24.2 | 7840 | 2.4654 | 0.0934 | 0.1684 | 0.2800 | 0.2390 | 0.0108 | 0.1300 | 0.0010 | 0.5244 | 0.1200 | 0.1535 | 0.1566 | 0.0103 | 0.0630 | 0.0009 | 0.2518 | 0.0615 | 0.1098 | | 1.0622 | 24.26 | 7860 | 2.5913 | 0.0920 | 0.1696 | 0.2759 | 0.2190 | 0.0093 | 0.1729 | 0.0006 | 0.5290 | 0.1082 | 0.1484 | 0.1482 | 0.0089 | 0.0669 | 0.0005 | 0.2526 | 0.0593 | 0.1074 | | 0.9086 | 24.32 | 7880 | 2.4869 | 0.0917 | 0.1652 | 0.2868 | 0.2524 | 0.0081 | 0.1098 | 0.0004 | 0.5503 | 0.0889 | 0.1462 | 0.1618 | 0.0078 | 0.0575 | 0.0004 | 0.2550 | 0.0527 | 0.1064 | | 1.0119 | 24.38 | 7900 | 2.5519 | 0.0914 | 0.1665 | 0.2794 | 0.2300 | 0.0078 | 0.1325 | 0.0006 | 0.5391 | 0.1158 | 0.1399 | 0.1526 | 0.0075 | 0.0632 | 0.0006 | 0.2527 | 0.0609 | 0.1022 | | 0.2849 | 24.44 | 7920 | 2.4643 | 0.0925 | 0.1684 | 0.2840 | 0.2205 | 0.0057 | 0.1310 | 0.0005 | 0.5563 | 0.0976 | 0.1669 | 0.1483 | 0.0055 | 0.0626 | 0.0005 | 0.2575 | 0.0557 | 0.1174 | | 0.8735 | 24.51 | 7940 | 2.5065 | 0.0913 | 0.1664 | 0.2862 | 0.2011 | 0.0059 | 0.0867 | 0.0007 | 0.5838 | 0.1174 | 0.1691 | 0.1401 | 0.0057 | 0.0500 | 0.0007 | 0.2633 | 0.0610 | 0.1179 | | 0.9338 | 24.57 | 7960 | 2.6178 | 0.0890 | 0.1662 | 0.2839 | 0.1856 | 0.0075 | 0.1374 | 0.0004 | 0.6041 | 0.0907 | 0.1380 | 0.1327 | 0.0072 | 0.0616 | 0.0003 | 0.2671 | 0.0529 | 0.1015 | | 0.7667 | 24.63 | 7980 | 2.5419 | 0.0914 | 0.1688 | 0.2846 | 0.2176 | 0.0077 | 0.1598 | 0.0004 | 0.5692 | 0.0743 | 0.1524 | 0.1474 | 0.0074 | 0.0662 | 0.0003 | 0.2610 | 0.0473 | 0.1100 | | 0.7963 | 24.69 | 8000 | 2.5820 | 0.0930 | 0.1696 | 0.2827 | 0.2170 | 0.0071 | 0.1402 | 0.0003 | 0.5519 | 0.1039 | 0.1668 | 0.1470 | 0.0069 | 0.0644 | 0.0003 | 0.2573 | 0.0578 | 0.1173 | | 0.8028 | 24.75 | 8020 | 2.5136 | 0.0906 | 0.1652 | 0.2918 | 0.2235 | 0.0058 | 0.1011 | 0.0005 | 0.5955 | 0.0683 | 0.1614 | 0.1502 | 0.0056 | 0.0539 | 0.0005 | 0.2644 | 0.0445 | 0.1148 | | 0.898 | 24.81 | 8040 | 2.5337 | 0.0910 | 0.1661 | 0.2832 | 0.2085 | 0.0072 | 0.1103 | 0.0005 | 0.5713 | 0.1108 | 0.1543 | 0.1430 | 0.0070 | 0.0570 | 0.0005 | 0.2601 | 0.0591 | 0.1102 | | 1.0737 | 24.88 | 8060 | 2.5945 | 0.0901 | 0.1677 | 0.2783 | 0.2191 | 0.0086 | 0.1759 | 0.0003 | 0.5493 | 0.0866 | 0.1341 | 0.1479 | 0.0082 | 0.0670 | 0.0003 | 0.2564 | 0.0520 | 0.0992 | | 2.0492 | 24.94 | 8080 | 2.5707 | 0.0893 | 0.1630 | 0.2881 | 0.2222 | 0.0079 | 0.0963 | 0.0006 | 0.5918 | 0.0844 | 0.1380 | 0.1494 | 0.0076 | 0.0521 | 0.0005 | 0.2632 | 0.0503 | 0.1016 | | 1.1383 | 25.0 | 8100 | 2.5474 | 0.0921 | 0.1657 | 0.2898 | 0.2424 | 0.0057 | 0.0888 | 0.0004 | 0.5622 | 0.0893 | 0.1710 | 0.1575 | 0.0056 | 0.0508 | 0.0004 | 0.2586 | 0.0526 | 0.1194 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b0-cityscapes-1024-1024-finetuned-coastTrain

# segformer-b0-cityscapes-1024-1024-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_1024-1024 dataset. It achieves the following results on the evaluation set: - Loss: 2.3192 - Mean Iou: 0.0833 - Mean Accuracy: 0.1642 - Overall Accuracy: 0.2455 - Accuracy Water: 0.2914 - Accuracy Whitewater: 0.0037 - Accuracy Sediment: 0.3099 - Accuracy Other Natural Terrain: 0.0001 - Accuracy Vegetation: 0.3596 - Accuracy Development: 0.0413 - Accuracy Unknown: 0.1431 - Iou Water: 0.1707 - Iou Whitewater: 0.0037 - Iou Sediment: 0.0683 - Iou Other Natural Terrain: 0.0001 - Iou Vegetation: 0.2030 - Iou Development: 0.0305 - Iou Unknown: 0.1068 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.8861 | 0.06 | 20 | 1.8845 | 0.0659 | 0.1296 | 0.2291 | 0.1457 | 0.0011 | 0.0707 | 0.0060 | 0.4819 | 0.0166 | 0.1853 | 0.1055 | 0.0011 | 0.0297 | 0.0044 | 0.2241 | 0.0145 | 0.0819 | | 1.7291 | 0.12 | 40 | 1.8463 | 0.0640 | 0.1359 | 0.2804 | 0.1736 | 0.0000 | 0.0337 | 0.0001 | 0.6980 | 0.0049 | 0.0407 | 0.1191 | 0.0000 | 0.0199 | 0.0001 | 0.2731 | 0.0048 | 0.0309 | | 1.7119 | 0.19 | 60 | 1.7986 | 0.0632 | 0.1435 | 0.3081 | 0.1837 | 0.0000 | 0.0150 | 0.0 | 0.7964 | 0.0002 | 0.0094 | 0.1267 | 0.0000 | 0.0126 | 0.0 | 0.2941 | 0.0002 | 0.0090 | | 1.6345 | 0.25 | 80 | 1.7884 | 0.0643 | 0.1483 | 0.3207 | 0.1790 | 0.0000 | 0.0087 | 0.0000 | 0.8439 | 0.0015 | 0.0048 | 0.1300 | 0.0000 | 0.0078 | 0.0000 | 0.3059 | 0.0014 | 0.0046 | | 1.6493 | 0.31 | 100 | 1.7652 | 0.0642 | 0.1472 | 0.3178 | 0.1788 | 0.0 | 0.0035 | 0.0 | 0.8307 | 0.0011 | 0.0161 | 0.1262 | 0.0 | 0.0033 | 0.0 | 0.3030 | 0.0011 | 0.0156 | | 1.604 | 0.37 | 120 | 1.7542 | 0.0639 | 0.1458 | 0.3172 | 0.2174 | 0.0 | 0.0022 | 0.0 | 0.7983 | 0.0001 | 0.0025 | 0.1422 | 0.0 | 0.0021 | 0.0 | 0.3007 | 0.0001 | 0.0025 | | 1.7089 | 0.43 | 140 | 1.7419 | 0.0634 | 0.1469 | 0.3205 | 0.2058 | 0.0 | 0.0003 | 0.0 | 0.8216 | 0.0002 | 0.0002 | 0.1407 | 0.0 | 0.0003 | 0.0 | 0.3026 | 0.0002 | 0.0002 | | 1.5858 | 0.49 | 160 | 1.7409 | 0.0722 | 0.1558 | 0.3391 | 0.3157 | 0.0 | 0.0003 | 0.0 | 0.7743 | 0.0 | 0.0004 | 0.1984 | 0.0 | 0.0003 | 0.0 | 0.3063 | 0.0 | 0.0004 | | 1.8367 | 0.56 | 180 | 1.7457 | 0.0586 | 0.1462 | 0.3200 | 0.1299 | 0.0 | 0.0000 | 0.0 | 0.8936 | 0.0 | 0.0001 | 0.1013 | 0.0 | 0.0000 | 0.0 | 0.3089 | 0.0 | 0.0001 | | 1.5003 | 0.62 | 200 | 1.7316 | 0.0621 | 0.1451 | 0.3167 | 0.1928 | 0.0 | 0.0002 | 0.0 | 0.8217 | 0.0 | 0.0013 | 0.1325 | 0.0 | 0.0002 | 0.0 | 0.3010 | 0.0 | 0.0013 | | 1.4764 | 0.68 | 220 | 1.7230 | 0.0652 | 0.1467 | 0.3175 | 0.2144 | 0.0 | 0.0001 | 0.0 | 0.7958 | 0.0 | 0.0166 | 0.1418 | 0.0 | 0.0001 | 0.0 | 0.2986 | 0.0 | 0.0162 | | 1.4441 | 0.74 | 240 | 1.7117 | 0.0705 | 0.1488 | 0.3225 | 0.4041 | 0.0 | 0.0001 | 0.0 | 0.6344 | 0.0 | 0.0030 | 0.2111 | 0.0 | 0.0001 | 0.0 | 0.2795 | 0.0 | 0.0030 | | 1.3824 | 0.8 | 260 | 1.7400 | 0.0608 | 0.1455 | 0.3175 | 0.1619 | 0.0 | 0.0002 | 0.0 | 0.8531 | 0.0001 | 0.0031 | 0.1157 | 0.0 | 0.0002 | 0.0 | 0.3068 | 0.0001 | 0.0030 | | 1.3713 | 0.86 | 280 | 1.7200 | 0.0582 | 0.1437 | 0.3133 | 0.1263 | 0.0 | 0.0000 | 0.0 | 0.8724 | 0.0 | 0.0072 | 0.0933 | 0.0 | 0.0000 | 0.0 | 0.3070 | 0.0 | 0.0071 | | 1.1588 | 0.93 | 300 | 1.7061 | 0.0610 | 0.1481 | 0.3234 | 0.1490 | 0.0 | 0.0 | 0.0 | 0.8848 | 0.0 | 0.0027 | 0.1108 | 0.0 | 0.0 | 0.0 | 0.3136 | 0.0 | 0.0027 | | 1.2732 | 0.99 | 320 | 1.7087 | 0.0676 | 0.1485 | 0.3234 | 0.2892 | 0.0 | 0.0001 | 0.0 | 0.7495 | 0.0 | 0.0008 | 0.1782 | 0.0 | 0.0001 | 0.0 | 0.2937 | 0.0 | 0.0008 | | 1.7221 | 1.05 | 340 | 1.7302 | 0.0565 | 0.1426 | 0.3116 | 0.1151 | 0.0 | 0.0001 | 0.0 | 0.8798 | 0.0 | 0.0030 | 0.0900 | 0.0 | 0.0001 | 0.0 | 0.3023 | 0.0 | 0.0029 | | 1.3866 | 1.11 | 360 | 1.7305 | 0.0622 | 0.1506 | 0.3293 | 0.1547 | 0.0 | 0.0004 | 0.0 | 0.8991 | 0.0 | 0.0001 | 0.1194 | 0.0 | 0.0004 | 0.0 | 0.3155 | 0.0 | 0.0001 | | 1.4549 | 1.17 | 380 | 1.7296 | 0.0685 | 0.1529 | 0.3333 | 0.2555 | 0.0 | 0.0001 | 0.0 | 0.8142 | 0.0000 | 0.0004 | 0.1697 | 0.0 | 0.0001 | 0.0 | 0.3091 | 0.0000 | 0.0004 | | 1.7025 | 1.23 | 400 | 1.7432 | 0.0694 | 0.1512 | 0.3286 | 0.2981 | 0.0 | 0.0006 | 0.0 | 0.7567 | 0.0005 | 0.0022 | 0.1818 | 0.0 | 0.0006 | 0.0 | 0.3007 | 0.0005 | 0.0022 | | 1.5523 | 1.3 | 420 | 1.7220 | 0.0691 | 0.1464 | 0.3145 | 0.3111 | 0.0 | 0.0002 | 0.0 | 0.6889 | 0.0 | 0.0243 | 0.1786 | 0.0 | 0.0002 | 0.0 | 0.2813 | 0.0 | 0.0236 | | 1.5707 | 1.36 | 440 | 1.7620 | 0.0644 | 0.1406 | 0.3049 | 0.3011 | 0.0 | 0.0011 | 0.0 | 0.6768 | 0.0 | 0.0054 | 0.1706 | 0.0 | 0.0011 | 0.0 | 0.2740 | 0.0 | 0.0054 | | 1.38 | 1.42 | 460 | 1.7385 | 0.0691 | 0.1499 | 0.3256 | 0.3076 | 0.0 | 0.0007 | 0.0 | 0.7376 | 0.0 | 0.0031 | 0.1856 | 0.0 | 0.0007 | 0.0 | 0.2939 | 0.0 | 0.0031 | | 1.3164 | 1.48 | 480 | 1.7409 | 0.0660 | 0.1476 | 0.3215 | 0.2534 | 0.0 | 0.0009 | 0.0 | 0.7780 | 0.0 | 0.0012 | 0.1608 | 0.0 | 0.0009 | 0.0 | 0.2996 | 0.0 | 0.0012 | | 1.2494 | 1.54 | 500 | 1.7316 | 0.0552 | 0.1400 | 0.3061 | 0.1110 | 0.0 | 0.0 | 0.0 | 0.8667 | 0.0 | 0.0024 | 0.0819 | 0.0 | 0.0 | 0.0 | 0.3023 | 0.0 | 0.0023 | | 1.6116 | 1.6 | 520 | 1.7524 | 0.0641 | 0.1357 | 0.2927 | 0.4149 | 0.0 | 0.0000 | 0.0 | 0.5259 | 0.0 | 0.0093 | 0.1948 | 0.0 | 0.0000 | 0.0 | 0.2444 | 0.0 | 0.0092 | | 1.2714 | 1.67 | 540 | 1.7484 | 0.0641 | 0.1403 | 0.3037 | 0.2753 | 0.0 | 0.0000 | 0.0 | 0.6951 | 0.0 | 0.0115 | 0.1552 | 0.0 | 0.0000 | 0.0 | 0.2822 | 0.0 | 0.0114 | | 1.8104 | 1.73 | 560 | 1.7425 | 0.0644 | 0.1371 | 0.2949 | 0.5312 | 0.0 | 0.0 | 0.0 | 0.4207 | 0.0 | 0.0077 | 0.2270 | 0.0 | 0.0 | 0.0 | 0.2162 | 0.0 | 0.0077 | | 1.1423 | 1.79 | 580 | 1.7525 | 0.0647 | 0.1350 | 0.2880 | 0.3654 | 0.0 | 0.0004 | 0.0 | 0.5485 | 0.0001 | 0.0309 | 0.1822 | 0.0 | 0.0004 | 0.0 | 0.2400 | 0.0001 | 0.0305 | | 1.4224 | 1.85 | 600 | 1.7601 | 0.0629 | 0.1426 | 0.3075 | 0.1929 | 0.0 | 0.0 | 0.0 | 0.7812 | 0.0 | 0.0243 | 0.1271 | 0.0 | 0.0 | 0.0 | 0.2891 | 0.0 | 0.0242 | | 1.1783 | 1.91 | 620 | 1.7361 | 0.0640 | 0.1499 | 0.3220 | 0.1384 | 0.0 | 0.0 | 0.0 | 0.8751 | 0.0 | 0.0356 | 0.1047 | 0.0 | 0.0 | 0.0 | 0.3088 | 0.0 | 0.0345 | | 1.3319 | 1.98 | 640 | 1.7299 | 0.0627 | 0.1520 | 0.3247 | 0.0911 | 0.0 | 0.0 | 0.0 | 0.9219 | 0.0 | 0.0512 | 0.0754 | 0.0 | 0.0 | 0.0 | 0.3146 | 0.0 | 0.0493 | | 1.0914 | 2.04 | 660 | 1.7321 | 0.0752 | 0.1513 | 0.3118 | 0.2550 | 0.0 | 0.0007 | 0.0 | 0.6943 | 0.0 | 0.1093 | 0.1561 | 0.0 | 0.0007 | 0.0 | 0.2823 | 0.0 | 0.0875 | | 0.8628 | 2.1 | 680 | 1.7756 | 0.0696 | 0.1539 | 0.3243 | 0.1490 | 0.0 | 0.0013 | 0.0 | 0.8536 | 0.0 | 0.0738 | 0.1113 | 0.0 | 0.0013 | 0.0 | 0.3076 | 0.0 | 0.0667 | | 1.3827 | 2.16 | 700 | 1.7707 | 0.0686 | 0.1450 | 0.3142 | 0.4229 | 0.0 | 0.0 | 0.0 | 0.5902 | 0.0 | 0.0017 | 0.2082 | 0.0 | 0.0 | 0.0 | 0.2702 | 0.0 | 0.0017 | | 0.7807 | 2.22 | 720 | 1.7466 | 0.0694 | 0.1473 | 0.3172 | 0.6239 | 0.0 | 0.0001 | 0.0 | 0.4042 | 0.0 | 0.0026 | 0.2545 | 0.0 | 0.0001 | 0.0 | 0.2289 | 0.0 | 0.0026 | | 1.2216 | 2.28 | 740 | 1.7730 | 0.0594 | 0.1454 | 0.3178 | 0.1453 | 0.0 | 0.0002 | 0.0 | 0.8716 | 0.0 | 0.0006 | 0.1082 | 0.0 | 0.0002 | 0.0 | 0.3068 | 0.0 | 0.0006 | | 1.4699 | 2.35 | 760 | 1.7694 | 0.0627 | 0.1449 | 0.3157 | 0.2043 | 0.0 | 0.0004 | 0.0 | 0.8065 | 0.0 | 0.0031 | 0.1368 | 0.0 | 0.0004 | 0.0 | 0.2987 | 0.0 | 0.0031 | | 1.231 | 2.41 | 780 | 1.7579 | 0.0748 | 0.1543 | 0.3318 | 0.4052 | 0.0 | 0.0011 | 0.0 | 0.6554 | 0.0 | 0.0183 | 0.2154 | 0.0 | 0.0011 | 0.0 | 0.2888 | 0.0 | 0.0181 | | 1.4296 | 2.47 | 800 | 1.7458 | 0.0744 | 0.1560 | 0.3312 | 0.2563 | 0.0 | 0.0023 | 0.0 | 0.7820 | 0.0001 | 0.0511 | 0.1647 | 0.0 | 0.0022 | 0.0 | 0.3054 | 0.0001 | 0.0482 | | 1.5059 | 2.53 | 820 | 1.7709 | 0.0746 | 0.1482 | 0.3113 | 0.4060 | 0.0 | 0.0004 | 0.0 | 0.5683 | 0.0 | 0.0628 | 0.2031 | 0.0 | 0.0004 | 0.0 | 0.2630 | 0.0 | 0.0553 | | 1.2971 | 2.59 | 840 | 1.7470 | 0.0730 | 0.1522 | 0.3262 | 0.3347 | 0.0 | 0.0032 | 0.0 | 0.7027 | 0.0000 | 0.0245 | 0.1899 | 0.0 | 0.0032 | 0.0 | 0.2943 | 0.0000 | 0.0237 | | 1.1884 | 2.65 | 860 | 1.7288 | 0.0691 | 0.1519 | 0.3262 | 0.2181 | 0.0 | 0.0011 | 0.0 | 0.8135 | 0.0 | 0.0304 | 0.1467 | 0.0 | 0.0011 | 0.0 | 0.3069 | 0.0 | 0.0291 | | 1.5982 | 2.72 | 880 | 1.7602 | 0.0722 | 0.1545 | 0.3347 | 0.3168 | 0.0 | 0.0006 | 0.0 | 0.7546 | 0.0 | 0.0094 | 0.1917 | 0.0 | 0.0006 | 0.0 | 0.3039 | 0.0 | 0.0094 | | 1.1007 | 2.78 | 900 | 1.7704 | 0.0775 | 0.1568 | 0.3297 | 0.2977 | 0.0 | 0.0022 | 0.0 | 0.7283 | 0.0 | 0.0696 | 0.1800 | 0.0 | 0.0022 | 0.0 | 0.2980 | 0.0 | 0.0624 | | 0.8959 | 2.84 | 920 | 1.7832 | 0.0718 | 0.1488 | 0.3198 | 0.4142 | 0.0 | 0.0016 | 0.0 | 0.6092 | 0.0 | 0.0167 | 0.2110 | 0.0 | 0.0016 | 0.0 | 0.2733 | 0.0 | 0.0166 | | 1.3374 | 2.9 | 940 | 1.7697 | 0.0685 | 0.1477 | 0.3199 | 0.3160 | 0.0 | 0.0032 | 0.0 | 0.7101 | 0.0 | 0.0045 | 0.1811 | 0.0 | 0.0032 | 0.0 | 0.2910 | 0.0 | 0.0045 | | 1.3204 | 2.96 | 960 | 1.7765 | 0.0650 | 0.1490 | 0.3209 | 0.1715 | 0.0 | 0.0049 | 0.0 | 0.8451 | 0.0001 | 0.0212 | 0.1211 | 0.0 | 0.0047 | 0.0 | 0.3081 | 0.0001 | 0.0209 | | 1.2273 | 3.02 | 980 | 1.7831 | 0.0705 | 0.1473 | 0.3168 | 0.3600 | 0.0 | 0.0020 | 0.0 | 0.6521 | 0.0005 | 0.0163 | 0.1921 | 0.0 | 0.0020 | 0.0 | 0.2835 | 0.0005 | 0.0155 | | 1.2813 | 3.09 | 1000 | 1.7740 | 0.0688 | 0.1468 | 0.3167 | 0.3074 | 0.0 | 0.0024 | 0.0 | 0.7046 | 0.0007 | 0.0124 | 0.1760 | 0.0 | 0.0023 | 0.0 | 0.2910 | 0.0007 | 0.0119 | | 1.9291 | 3.15 | 1020 | 1.7569 | 0.0762 | 0.1485 | 0.3085 | 0.4133 | 0.0 | 0.0156 | 0.0 | 0.5522 | 0.0036 | 0.0550 | 0.2058 | 0.0 | 0.0133 | 0.0 | 0.2633 | 0.0034 | 0.0475 | | 1.9878 | 3.21 | 1040 | 1.8132 | 0.0613 | 0.1462 | 0.3154 | 0.1308 | 0.0 | 0.0064 | 0.0 | 0.8688 | 0.0 | 0.0173 | 0.0963 | 0.0 | 0.0061 | 0.0 | 0.3106 | 0.0 | 0.0164 | | 1.2736 | 3.27 | 1060 | 1.7852 | 0.0694 | 0.1486 | 0.3107 | 0.2063 | 0.0 | 0.0398 | 0.0 | 0.7715 | 0.0001 | 0.0227 | 0.1328 | 0.0 | 0.0294 | 0.0 | 0.3026 | 0.0001 | 0.0211 | | 1.9794 | 3.33 | 1080 | 1.9421 | 0.0658 | 0.1462 | 0.3150 | 0.2219 | 0.0 | 0.0118 | 0.0 | 0.7834 | 0.0007 | 0.0054 | 0.1398 | 0.0 | 0.0107 | 0.0 | 0.3040 | 0.0007 | 0.0054 | | 1.4125 | 3.4 | 1100 | 1.7944 | 0.0726 | 0.1499 | 0.3160 | 0.2943 | 0.0 | 0.0230 | 0.0 | 0.7050 | 0.0029 | 0.0238 | 0.1722 | 0.0 | 0.0188 | 0.0 | 0.2913 | 0.0027 | 0.0234 | | 1.0537 | 3.46 | 1120 | 1.7770 | 0.0788 | 0.1533 | 0.3100 | 0.2735 | 0.0 | 0.0290 | 0.0 | 0.6704 | 0.0033 | 0.0967 | 0.1619 | 0.0 | 0.0230 | 0.0 | 0.2821 | 0.0031 | 0.0818 | | 1.343 | 3.52 | 1140 | 1.7906 | 0.0750 | 0.1526 | 0.3170 | 0.2515 | 0.0 | 0.0218 | 0.0 | 0.7329 | 0.0007 | 0.0610 | 0.1563 | 0.0 | 0.0187 | 0.0 | 0.2937 | 0.0007 | 0.0556 | | 1.1503 | 3.58 | 1160 | 1.8162 | 0.0695 | 0.1486 | 0.3131 | 0.2272 | 0.0 | 0.0281 | 0.0 | 0.7604 | 0.0 | 0.0244 | 0.1429 | 0.0 | 0.0238 | 0.0 | 0.2965 | 0.0 | 0.0235 | | 1.5837 | 3.64 | 1180 | 1.7835 | 0.0667 | 0.1515 | 0.3163 | 0.1196 | 0.0 | 0.0333 | 0.0 | 0.8662 | 0.0 | 0.0411 | 0.0895 | 0.0 | 0.0266 | 0.0 | 0.3121 | 0.0 | 0.0387 | | 1.2868 | 3.7 | 1200 | 1.7880 | 0.0822 | 0.1608 | 0.3251 | 0.3394 | 0.0 | 0.0659 | 0.0 | 0.6708 | 0.0000 | 0.0494 | 0.1948 | 0.0 | 0.0401 | 0.0 | 0.2935 | 0.0000 | 0.0473 | | 1.8643 | 3.77 | 1220 | 1.8221 | 0.0754 | 0.1509 | 0.2778 | 0.3601 | 0.0 | 0.1695 | 0.0 | 0.4827 | 0.0009 | 0.0432 | 0.1940 | 0.0 | 0.0521 | 0.0 | 0.2402 | 0.0009 | 0.0407 | | 1.5782 | 3.83 | 1240 | 1.8637 | 0.0693 | 0.1529 | 0.3187 | 0.1813 | 0.0 | 0.0519 | 0.0 | 0.8237 | 0.0 | 0.0132 | 0.1265 | 0.0 | 0.0370 | 0.0 | 0.3083 | 0.0 | 0.0131 | | 0.963 | 3.89 | 1260 | 1.8246 | 0.0752 | 0.1594 | 0.3409 | 0.2742 | 0.0 | 0.0150 | 0.0 | 0.8115 | 0.0073 | 0.0079 | 0.1794 | 0.0 | 0.0134 | 0.0 | 0.3184 | 0.0069 | 0.0079 | | 1.1015 | 3.95 | 1280 | 1.8183 | 0.0800 | 0.1600 | 0.3336 | 0.2804 | 0.0 | 0.0156 | 0.0 | 0.7609 | 0.0160 | 0.0473 | 0.1760 | 0.0 | 0.0136 | 0.0 | 0.3129 | 0.0135 | 0.0442 | | 1.5611 | 4.01 | 1300 | 1.8247 | 0.0750 | 0.1580 | 0.3310 | 0.1998 | 0.0 | 0.0091 | 0.0 | 0.8254 | 0.0 | 0.0715 | 0.1375 | 0.0 | 0.0084 | 0.0 | 0.3141 | 0.0 | 0.0648 | | 1.1339 | 4.07 | 1320 | 1.8180 | 0.0808 | 0.1551 | 0.3129 | 0.4043 | 0.0 | 0.0542 | 0.0 | 0.5649 | 0.0 | 0.0626 | 0.2147 | 0.0 | 0.0341 | 0.0 | 0.2602 | 0.0 | 0.0568 | | 1.2716 | 4.14 | 1340 | 1.8436 | 0.0777 | 0.1564 | 0.3247 | 0.3038 | 0.0 | 0.0362 | 0.0 | 0.7137 | 0.0 | 0.0410 | 0.1841 | 0.0 | 0.0262 | 0.0 | 0.2948 | 0.0 | 0.0388 | | 1.1798 | 4.2 | 1360 | 1.8146 | 0.0767 | 0.1523 | 0.3143 | 0.3451 | 0.0 | 0.0397 | 0.0 | 0.6398 | 0.0003 | 0.0409 | 0.1936 | 0.0 | 0.0276 | 0.0 | 0.2770 | 0.0003 | 0.0385 | | 0.8376 | 4.26 | 1380 | 1.8708 | 0.0604 | 0.1453 | 0.3153 | 0.1452 | 0.0 | 0.0103 | 0.0 | 0.8619 | 0.0 | 0.0000 | 0.1055 | 0.0 | 0.0095 | 0.0 | 0.3080 | 0.0 | 0.0000 | | 1.5248 | 4.32 | 1400 | 1.8147 | 0.0688 | 0.1419 | 0.2999 | 0.4119 | 0.0 | 0.0299 | 0.0 | 0.5497 | 0.0001 | 0.0016 | 0.2037 | 0.0 | 0.0236 | 0.0 | 0.2524 | 0.0001 | 0.0015 | | 1.3814 | 4.38 | 1420 | 1.8651 | 0.0644 | 0.1378 | 0.2946 | 0.3105 | 0.0 | 0.0172 | 0.0 | 0.6324 | 0.0 | 0.0042 | 0.1699 | 0.0 | 0.0147 | 0.0 | 0.2622 | 0.0 | 0.0042 | | 1.304 | 4.44 | 1440 | 1.8240 | 0.0654 | 0.1456 | 0.3102 | 0.2004 | 0.0 | 0.0237 | 0.0 | 0.7846 | 0.0001 | 0.0103 | 0.1316 | 0.0 | 0.0194 | 0.0 | 0.2966 | 0.0001 | 0.0103 | | 1.4806 | 4.51 | 1460 | 1.8815 | 0.0629 | 0.1483 | 0.3169 | 0.1268 | 0.0 | 0.0182 | 0.0 | 0.8745 | 0.0001 | 0.0187 | 0.0941 | 0.0 | 0.0157 | 0.0 | 0.3121 | 0.0001 | 0.0184 | | 1.3597 | 4.57 | 1480 | 1.8008 | 0.0759 | 0.1487 | 0.3079 | 0.4315 | 0.0 | 0.0245 | 0.0 | 0.5339 | 0.0006 | 0.0502 | 0.2145 | 0.0 | 0.0199 | 0.0 | 0.2509 | 0.0006 | 0.0454 | | 1.3743 | 4.63 | 1500 | 1.8955 | 0.0780 | 0.1500 | 0.3013 | 0.4087 | 0.0 | 0.0589 | 0.0 | 0.5302 | 0.0146 | 0.0379 | 0.2057 | 0.0 | 0.0355 | 0.0 | 0.2563 | 0.0129 | 0.0352 | | 1.7879 | 4.69 | 1520 | 1.8403 | 0.0745 | 0.1520 | 0.3148 | 0.2328 | 0.0 | 0.0218 | 0.0 | 0.7413 | 0.0022 | 0.0658 | 0.1466 | 0.0 | 0.0177 | 0.0 | 0.2973 | 0.0021 | 0.0575 | | 1.6943 | 4.75 | 1540 | 1.8625 | 0.0805 | 0.1543 | 0.2811 | 0.4480 | 0.0 | 0.1561 | 0.0 | 0.3950 | 0.0128 | 0.0682 | 0.2102 | 0.0 | 0.0540 | 0.0 | 0.2274 | 0.0115 | 0.0605 | | 1.1842 | 4.81 | 1560 | 1.8600 | 0.0712 | 0.1497 | 0.3112 | 0.2533 | 0.0 | 0.0507 | 0.0 | 0.7292 | 0.0 | 0.0147 | 0.1567 | 0.0 | 0.0328 | 0.0 | 0.2949 | 0.0 | 0.0141 | | 1.159 | 4.88 | 1580 | 1.8618 | 0.0791 | 0.1576 | 0.3165 | 0.5192 | 0.0 | 0.0962 | 0.0 | 0.4852 | 0.0 | 0.0026 | 0.2380 | 0.0 | 0.0470 | 0.0 | 0.2661 | 0.0 | 0.0026 | | 1.0552 | 4.94 | 1600 | 1.8103 | 0.0758 | 0.1529 | 0.3108 | 0.3655 | 0.0 | 0.0783 | 0.0 | 0.6161 | 0.0000 | 0.0103 | 0.1939 | 0.0 | 0.0436 | 0.0 | 0.2829 | 0.0000 | 0.0101 | | 1.346 | 5.0 | 1620 | 1.8063 | 0.0731 | 0.1495 | 0.3115 | 0.3568 | 0.0 | 0.0496 | 0.0 | 0.6343 | 0.0 | 0.0055 | 0.1889 | 0.0 | 0.0345 | 0.0 | 0.2825 | 0.0 | 0.0055 | | 1.9339 | 5.06 | 1640 | 1.8102 | 0.0776 | 0.1565 | 0.2989 | 0.3297 | 0.0000 | 0.1477 | 0.0 | 0.5921 | 0.0000 | 0.0260 | 0.1830 | 0.0000 | 0.0574 | 0.0 | 0.2779 | 0.0000 | 0.0248 | | 1.1321 | 5.12 | 1660 | 1.8310 | 0.0759 | 0.1572 | 0.3083 | 0.2265 | 0.0 | 0.1143 | 0.0 | 0.7240 | 0.0 | 0.0358 | 0.1454 | 0.0 | 0.0548 | 0.0 | 0.2963 | 0.0 | 0.0350 | | 1.2515 | 5.19 | 1680 | 1.8100 | 0.0704 | 0.1512 | 0.3033 | 0.2208 | 0.0 | 0.1014 | 0.0 | 0.7297 | 0.0 | 0.0068 | 0.1407 | 0.0 | 0.0521 | 0.0 | 0.2935 | 0.0 | 0.0068 | | 1.1359 | 5.25 | 1700 | 1.7749 | 0.0723 | 0.1527 | 0.3016 | 0.2244 | 0.0002 | 0.1126 | 0.0 | 0.7132 | 0.0 | 0.0185 | 0.1414 | 0.0002 | 0.0527 | 0.0 | 0.2939 | 0.0 | 0.0181 | | 1.6627 | 5.31 | 1720 | 1.8711 | 0.0694 | 0.1528 | 0.3085 | 0.1403 | 0.0002 | 0.0824 | 0.0 | 0.8176 | 0.0009 | 0.0281 | 0.1009 | 0.0002 | 0.0476 | 0.0 | 0.3097 | 0.0009 | 0.0264 | | 1.124 | 5.37 | 1740 | 1.8617 | 0.0805 | 0.1651 | 0.2998 | 0.1854 | 0.0001 | 0.1870 | 0.0 | 0.7031 | 0.0076 | 0.0726 | 0.1294 | 0.0001 | 0.0634 | 0.0 | 0.2975 | 0.0070 | 0.0656 | | 1.7872 | 5.43 | 1760 | 1.8621 | 0.0739 | 0.1583 | 0.3255 | 0.1639 | 0.0002 | 0.0482 | 0.0 | 0.8451 | 0.0008 | 0.0498 | 0.1194 | 0.0002 | 0.0341 | 0.0 | 0.3160 | 0.0008 | 0.0469 | | 1.6477 | 5.49 | 1780 | 1.8163 | 0.0747 | 0.1498 | 0.3009 | 0.5470 | 0.0001 | 0.0793 | 0.0 | 0.4056 | 0.0010 | 0.0155 | 0.2436 | 0.0001 | 0.0427 | 0.0 | 0.2210 | 0.0010 | 0.0149 | | 1.1661 | 5.56 | 1800 | 1.8498 | 0.0751 | 0.1603 | 0.2889 | 0.2182 | 0.0001 | 0.2194 | 0.0 | 0.6516 | 0.0000 | 0.0329 | 0.1435 | 0.0001 | 0.0648 | 0.0 | 0.2859 | 0.0000 | 0.0312 | | 1.6061 | 5.62 | 1820 | 1.9553 | 0.0727 | 0.1440 | 0.2792 | 0.3904 | 0.0001 | 0.1073 | 0.0 | 0.4729 | 0.0 | 0.0373 | 0.1908 | 0.0001 | 0.0496 | 0.0 | 0.2330 | 0.0 | 0.0351 | | 1.1103 | 5.68 | 1840 | 1.8854 | 0.0738 | 0.1483 | 0.2918 | 0.2431 | 0.0000 | 0.0866 | 0.0 | 0.6503 | 0.0 | 0.0577 | 0.1444 | 0.0000 | 0.0461 | 0.0 | 0.2728 | 0.0 | 0.0531 | | 0.9767 | 5.74 | 1860 | 2.0567 | 0.0706 | 0.1468 | 0.2783 | 0.3443 | 0.0 | 0.1577 | 0.0 | 0.5204 | 0.0 | 0.0051 | 0.1820 | 0.0 | 0.0600 | 0.0 | 0.2469 | 0.0 | 0.0049 | | 1.1671 | 5.8 | 1880 | 1.8426 | 0.0704 | 0.1453 | 0.2982 | 0.2845 | 0.0 | 0.0602 | 0.0 | 0.6540 | 0.0 | 0.0182 | 0.1644 | 0.0 | 0.0390 | 0.0 | 0.2722 | 0.0 | 0.0174 | | 1.1362 | 5.86 | 1900 | 1.8727 | 0.0786 | 0.1564 | 0.2906 | 0.2595 | 0.0 | 0.1507 | 0.0 | 0.6111 | 0.0012 | 0.0722 | 0.1604 | 0.0 | 0.0595 | 0.0 | 0.2639 | 0.0012 | 0.0654 | | 1.1346 | 5.93 | 1920 | 1.8825 | 0.0724 | 0.1480 | 0.2822 | 0.2964 | 0.0 | 0.1404 | 0.0 | 0.5718 | 0.0 | 0.0278 | 0.1693 | 0.0 | 0.0534 | 0.0 | 0.2579 | 0.0 | 0.0261 | | 1.2866 | 5.99 | 1940 | 1.8417 | 0.0739 | 0.1474 | 0.2971 | 0.4617 | 0.0000 | 0.0793 | 0.0 | 0.4773 | 0.0 | 0.0132 | 0.2179 | 0.0000 | 0.0428 | 0.0 | 0.2444 | 0.0 | 0.0123 | | 0.8512 | 6.05 | 1960 | 1.9002 | 0.0717 | 0.1467 | 0.3051 | 0.5514 | 0.0 | 0.0463 | 0.0 | 0.4285 | 0.0 | 0.0005 | 0.2404 | 0.0 | 0.0311 | 0.0 | 0.2300 | 0.0 | 0.0005 | | 1.6495 | 6.11 | 1980 | 1.8824 | 0.0756 | 0.1525 | 0.2984 | 0.3608 | 0.0001 | 0.1215 | 0.0 | 0.5708 | 0.0 | 0.0142 | 0.1928 | 0.0001 | 0.0527 | 0.0 | 0.2700 | 0.0 | 0.0134 | | 1.6191 | 6.17 | 2000 | 1.8890 | 0.0716 | 0.1523 | 0.3218 | 0.2658 | 0.0001 | 0.0365 | 0.0 | 0.7576 | 0.0 | 0.0064 | 0.1680 | 0.0001 | 0.0267 | 0.0 | 0.3004 | 0.0 | 0.0063 | | 1.2194 | 6.23 | 2020 | 1.8449 | 0.0785 | 0.1561 | 0.3209 | 0.2904 | 0.0000 | 0.0387 | 0.0 | 0.7064 | 0.0 | 0.0573 | 0.1731 | 0.0000 | 0.0277 | 0.0 | 0.2979 | 0.0 | 0.0511 | | 2.1405 | 6.3 | 2040 | 1.8732 | 0.0780 | 0.1590 | 0.3186 | 0.1823 | 0.0000 | 0.0569 | 0.0 | 0.7856 | 0.0 | 0.0885 | 0.1254 | 0.0000 | 0.0370 | 0.0 | 0.3112 | 0.0 | 0.0727 | | 1.3766 | 6.36 | 2060 | 1.9390 | 0.0775 | 0.1488 | 0.2977 | 0.3824 | 0.0000 | 0.0589 | 0.0 | 0.5357 | 0.0000 | 0.0647 | 0.1912 | 0.0000 | 0.0364 | 0.0 | 0.2611 | 0.0000 | 0.0537 | | 1.8031 | 6.42 | 2080 | 2.0427 | 0.0706 | 0.1432 | 0.2753 | 0.5443 | 0.0 | 0.1149 | 0.0 | 0.3130 | 0.0 | 0.0302 | 0.2314 | 0.0 | 0.0466 | 0.0 | 0.1894 | 0.0 | 0.0266 | | 1.5225 | 6.48 | 2100 | 1.9234 | 0.0718 | 0.1476 | 0.2708 | 0.4583 | 0.0002 | 0.1798 | 0.0 | 0.3744 | 0.0000 | 0.0204 | 0.2141 | 0.0002 | 0.0578 | 0.0 | 0.2123 | 0.0000 | 0.0185 | | 2.0039 | 6.54 | 2120 | 2.0608 | 0.0757 | 0.1494 | 0.2749 | 0.4493 | 0.0003 | 0.1568 | 0.0 | 0.3843 | 0.0 | 0.0549 | 0.2097 | 0.0003 | 0.0563 | 0.0 | 0.2186 | 0.0 | 0.0452 | | 1.2344 | 6.6 | 2140 | 1.9443 | 0.0769 | 0.1547 | 0.2815 | 0.3412 | 0.0003 | 0.1891 | 0.0 | 0.5099 | 0.0 | 0.0425 | 0.1822 | 0.0003 | 0.0620 | 0.0 | 0.2565 | 0.0 | 0.0375 | | 1.3553 | 6.67 | 2160 | 1.9863 | 0.0716 | 0.1552 | 0.2572 | 0.3320 | 0.0003 | 0.3016 | 0.0 | 0.4286 | 0.0001 | 0.0239 | 0.1805 | 0.0003 | 0.0676 | 0.0 | 0.2307 | 0.0001 | 0.0224 | | 1.2535 | 6.73 | 2180 | 1.8980 | 0.0762 | 0.1544 | 0.2845 | 0.3707 | 0.0002 | 0.1828 | 0.0 | 0.4988 | 0.0 | 0.0280 | 0.1926 | 0.0002 | 0.0615 | 0.0 | 0.2533 | 0.0 | 0.0261 | | 0.9112 | 6.79 | 2200 | 1.8813 | 0.0823 | 0.1612 | 0.2821 | 0.3489 | 0.0003 | 0.2132 | 0.0 | 0.4791 | 0.0035 | 0.0835 | 0.1899 | 0.0003 | 0.0633 | 0.0 | 0.2496 | 0.0034 | 0.0699 | | 1.2694 | 6.85 | 2220 | 1.9963 | 0.0716 | 0.1578 | 0.2535 | 0.1966 | 0.0004 | 0.3225 | 0.0 | 0.5285 | 0.0006 | 0.0561 | 0.1334 | 0.0004 | 0.0650 | 0.0 | 0.2511 | 0.0006 | 0.0505 | | 1.6296 | 6.91 | 2240 | 2.0526 | 0.0678 | 0.1531 | 0.2425 | 0.2274 | 0.0001 | 0.3396 | 0.0 | 0.4721 | 0.0001 | 0.0323 | 0.1450 | 0.0001 | 0.0639 | 0.0 | 0.2356 | 0.0001 | 0.0302 | | 1.2192 | 6.98 | 2260 | 2.0198 | 0.0701 | 0.1516 | 0.2786 | 0.1618 | 0.0001 | 0.1786 | 0.0 | 0.6748 | 0.0001 | 0.0460 | 0.1130 | 0.0001 | 0.0558 | 0.0 | 0.2797 | 0.0001 | 0.0422 | | 0.895 | 7.04 | 2280 | 2.0046 | 0.0724 | 0.1495 | 0.2515 | 0.3469 | 0.0002 | 0.2518 | 0.0 | 0.3889 | 0.0001 | 0.0589 | 0.1840 | 0.0002 | 0.0593 | 0.0 | 0.2112 | 0.0001 | 0.0523 | | 0.8771 | 7.1 | 2300 | 2.0191 | 0.0700 | 0.1502 | 0.2428 | 0.3204 | 0.0002 | 0.3005 | 0.0 | 0.3835 | 0.0001 | 0.0466 | 0.1767 | 0.0002 | 0.0614 | 0.0 | 0.2097 | 0.0001 | 0.0421 | | 1.5078 | 7.16 | 2320 | 2.0128 | 0.0762 | 0.1540 | 0.3000 | 0.2920 | 0.0003 | 0.1208 | 0.0 | 0.6367 | 0.0015 | 0.0265 | 0.1702 | 0.0003 | 0.0508 | 0.0 | 0.2860 | 0.0015 | 0.0245 | | 0.9779 | 7.22 | 2340 | 1.9815 | 0.0701 | 0.1552 | 0.2969 | 0.1429 | 0.0001 | 0.1470 | 0.0 | 0.7647 | 0.0008 | 0.0307 | 0.1047 | 0.0001 | 0.0566 | 0.0 | 0.2996 | 0.0008 | 0.0291 | | 0.7061 | 7.28 | 2360 | 2.0633 | 0.0710 | 0.1630 | 0.2788 | 0.1382 | 0.0002 | 0.2831 | 0.0 | 0.6832 | 0.0003 | 0.0359 | 0.1054 | 0.0002 | 0.0702 | 0.0 | 0.2876 | 0.0003 | 0.0332 | | 1.0347 | 7.35 | 2380 | 1.8982 | 0.0779 | 0.1578 | 0.2989 | 0.2559 | 0.0000 | 0.1470 | 0.0 | 0.6556 | 0.0076 | 0.0383 | 0.1599 | 0.0000 | 0.0573 | 0.0 | 0.2856 | 0.0072 | 0.0351 | | 0.9205 | 7.41 | 2400 | 1.9085 | 0.0788 | 0.1591 | 0.3010 | 0.2863 | 0.0003 | 0.1543 | 0.0 | 0.6337 | 0.0019 | 0.0371 | 0.1728 | 0.0003 | 0.0594 | 0.0 | 0.2832 | 0.0019 | 0.0341 | | 1.4883 | 7.47 | 2420 | 1.9266 | 0.0799 | 0.1561 | 0.3023 | 0.4601 | 0.0000 | 0.1217 | 0.0 | 0.4785 | 0.0019 | 0.0307 | 0.2232 | 0.0000 | 0.0485 | 0.0 | 0.2573 | 0.0019 | 0.0282 | | 1.0487 | 7.53 | 2440 | 2.0717 | 0.0714 | 0.1667 | 0.2383 | 0.2763 | 0.0001 | 0.4682 | 0.0 | 0.3847 | 0.0040 | 0.0337 | 0.1694 | 0.0001 | 0.0730 | 0.0 | 0.2223 | 0.0039 | 0.0308 | | 1.0096 | 7.59 | 2460 | 2.0683 | 0.0691 | 0.1655 | 0.2599 | 0.1998 | 0.0000 | 0.3964 | 0.0 | 0.5556 | 0.0 | 0.0068 | 0.1361 | 0.0000 | 0.0761 | 0.0 | 0.2649 | 0.0 | 0.0068 | | 1.4591 | 7.65 | 2480 | 2.1577 | 0.0639 | 0.1669 | 0.2094 | 0.3781 | 0.0000 | 0.5843 | 0.0 | 0.1743 | 0.0010 | 0.0304 | 0.2113 | 0.0000 | 0.0679 | 0.0 | 0.1395 | 0.0010 | 0.0276 | | 1.0155 | 7.72 | 2500 | 1.9863 | 0.0795 | 0.1756 | 0.2419 | 0.3541 | 0.0003 | 0.4773 | 0.0 | 0.2825 | 0.0041 | 0.1107 | 0.2031 | 0.0003 | 0.0723 | 0.0 | 0.1883 | 0.0041 | 0.0885 | | 0.7265 | 7.78 | 2520 | 1.9173 | 0.0833 | 0.1621 | 0.2965 | 0.5488 | 0.0003 | 0.1638 | 0.0 | 0.3444 | 0.0002 | 0.0772 | 0.2460 | 0.0003 | 0.0633 | 0.0 | 0.2080 | 0.0002 | 0.0652 | | 1.6125 | 7.84 | 2540 | 1.8399 | 0.0828 | 0.1647 | 0.3189 | 0.2591 | 0.0004 | 0.1197 | 0.0 | 0.7134 | 0.0 | 0.0602 | 0.1680 | 0.0004 | 0.0583 | 0.0 | 0.2995 | 0.0 | 0.0533 | | 1.2554 | 7.9 | 2560 | 1.9574 | 0.0825 | 0.1812 | 0.2880 | 0.1739 | 0.0002 | 0.3715 | 0.0 | 0.6380 | 0.0000 | 0.0845 | 0.1341 | 0.0002 | 0.0769 | 0.0 | 0.2942 | 0.0000 | 0.0723 | | 1.071 | 7.96 | 2580 | 1.9401 | 0.0835 | 0.1778 | 0.3044 | 0.1276 | 0.0002 | 0.2544 | 0.0 | 0.7391 | 0.0 | 0.1231 | 0.1040 | 0.0002 | 0.0700 | 0.0 | 0.3095 | 0.0 | 0.1007 | | 0.8214 | 8.02 | 2600 | 2.0902 | 0.0818 | 0.1841 | 0.2364 | 0.2289 | 0.0003 | 0.5312 | 0.0 | 0.3413 | 0.0008 | 0.1863 | 0.1576 | 0.0003 | 0.0766 | 0.0 | 0.2047 | 0.0008 | 0.1327 | | 0.8316 | 8.09 | 2620 | 2.0393 | 0.0822 | 0.1732 | 0.2480 | 0.2963 | 0.0002 | 0.4115 | 0.0 | 0.3522 | 0.0001 | 0.1521 | 0.1887 | 0.0002 | 0.0701 | 0.0 | 0.1989 | 0.0001 | 0.1172 | | 1.2964 | 8.15 | 2640 | 2.0214 | 0.0740 | 0.1626 | 0.2773 | 0.1635 | 0.0003 | 0.2721 | 0.0 | 0.6466 | 0.0003 | 0.0554 | 0.1173 | 0.0003 | 0.0692 | 0.0 | 0.2820 | 0.0003 | 0.0489 | | 0.734 | 8.21 | 2660 | 1.9614 | 0.0714 | 0.1568 | 0.2862 | 0.1716 | 0.0002 | 0.2039 | 0.0 | 0.6936 | 0.0018 | 0.0266 | 0.1191 | 0.0002 | 0.0649 | 0.0 | 0.2890 | 0.0018 | 0.0250 | | 1.4446 | 8.27 | 2680 | 2.0550 | 0.0697 | 0.1494 | 0.2648 | 0.2821 | 0.0002 | 0.2290 | 0.0 | 0.5195 | 0.0012 | 0.0140 | 0.1635 | 0.0002 | 0.0625 | 0.0 | 0.2470 | 0.0011 | 0.0134 | | 2.0041 | 8.33 | 2700 | 2.1415 | 0.0629 | 0.1490 | 0.2145 | 0.2630 | 0.0002 | 0.4130 | 0.0 | 0.3360 | 0.0066 | 0.0245 | 0.1559 | 0.0002 | 0.0647 | 0.0 | 0.1903 | 0.0063 | 0.0231 | | 1.1667 | 8.4 | 2720 | 2.1074 | 0.0588 | 0.1542 | 0.2060 | 0.1640 | 0.0001 | 0.5055 | 0.0 | 0.3934 | 0.0019 | 0.0146 | 0.1147 | 0.0001 | 0.0671 | 0.0 | 0.2142 | 0.0018 | 0.0139 | | 1.1758 | 8.46 | 2740 | 1.9246 | 0.0772 | 0.1621 | 0.2826 | 0.2217 | 0.0007 | 0.2452 | 0.0 | 0.6144 | 0.0060 | 0.0469 | 0.1444 | 0.0007 | 0.0706 | 0.0 | 0.2768 | 0.0056 | 0.0422 | | 1.0068 | 8.52 | 2760 | 1.9632 | 0.0778 | 0.1558 | 0.2812 | 0.3390 | 0.0005 | 0.1950 | 0.0 | 0.5081 | 0.0048 | 0.0431 | 0.1868 | 0.0005 | 0.0629 | 0.0 | 0.2512 | 0.0046 | 0.0383 | | 1.9331 | 8.58 | 2780 | 2.0241 | 0.0739 | 0.1534 | 0.2699 | 0.3400 | 0.0002 | 0.2305 | 0.0 | 0.4709 | 0.0004 | 0.0319 | 0.1858 | 0.0002 | 0.0649 | 0.0 | 0.2366 | 0.0004 | 0.0293 | | 1.4128 | 8.64 | 2800 | 2.1741 | 0.0627 | 0.1565 | 0.2125 | 0.2488 | 0.0001 | 0.4947 | 0.0 | 0.3320 | 0.0001 | 0.0196 | 0.1560 | 0.0001 | 0.0669 | 0.0 | 0.1973 | 0.0001 | 0.0184 | | 1.2888 | 8.7 | 2820 | 1.9660 | 0.0697 | 0.1478 | 0.2618 | 0.3628 | 0.0003 | 0.2267 | 0.0 | 0.4344 | 0.0020 | 0.0087 | 0.1883 | 0.0003 | 0.0606 | 0.0 | 0.2284 | 0.0019 | 0.0084 | | 1.4269 | 8.77 | 2840 | 1.9877 | 0.0715 | 0.1536 | 0.2669 | 0.3027 | 0.0005 | 0.2565 | 0.0 | 0.5011 | 0.0016 | 0.0128 | 0.1741 | 0.0005 | 0.0664 | 0.0 | 0.2455 | 0.0016 | 0.0122 | | 1.0118 | 8.83 | 2860 | 2.0298 | 0.0701 | 0.1594 | 0.2542 | 0.2767 | 0.0004 | 0.3596 | 0.0 | 0.4677 | 0.0001 | 0.0112 | 0.1679 | 0.0004 | 0.0705 | 0.0 | 0.2410 | 0.0001 | 0.0107 | | 0.8532 | 8.89 | 2880 | 2.0014 | 0.0642 | 0.1485 | 0.2322 | 0.4438 | 0.0004 | 0.3387 | 0.0 | 0.2358 | 0.0050 | 0.0155 | 0.2122 | 0.0004 | 0.0645 | 0.0 | 0.1531 | 0.0049 | 0.0146 | | 1.5067 | 8.95 | 2900 | 1.9531 | 0.0761 | 0.1517 | 0.2998 | 0.2936 | 0.0005 | 0.0916 | 0.0 | 0.6344 | 0.0071 | 0.0350 | 0.1710 | 0.0005 | 0.0463 | 0.0 | 0.2750 | 0.0068 | 0.0330 | | 1.7828 | 9.01 | 2920 | 1.9161 | 0.0771 | 0.1591 | 0.2909 | 0.2444 | 0.0005 | 0.1909 | 0.0 | 0.6328 | 0.0038 | 0.0412 | 0.1552 | 0.0005 | 0.0642 | 0.0 | 0.2786 | 0.0037 | 0.0377 | | 1.3337 | 9.07 | 2940 | 2.0149 | 0.0660 | 0.1490 | 0.2359 | 0.5045 | 0.0004 | 0.3081 | 0.0 | 0.1820 | 0.0083 | 0.0396 | 0.2284 | 0.0004 | 0.0607 | 0.0 | 0.1300 | 0.0078 | 0.0350 | | 1.2295 | 9.14 | 2960 | 2.0247 | 0.0722 | 0.1491 | 0.2708 | 0.2629 | 0.0003 | 0.1864 | 0.0 | 0.5535 | 0.0034 | 0.0371 | 0.1527 | 0.0003 | 0.0601 | 0.0 | 0.2551 | 0.0033 | 0.0337 | | 0.9722 | 9.2 | 2980 | 1.9921 | 0.0704 | 0.1463 | 0.2834 | 0.2423 | 0.0003 | 0.1223 | 0.0 | 0.6316 | 0.0002 | 0.0276 | 0.1437 | 0.0003 | 0.0522 | 0.0 | 0.2702 | 0.0002 | 0.0264 | | 1.1929 | 9.26 | 3000 | 1.9781 | 0.0740 | 0.1467 | 0.2809 | 0.4390 | 0.0004 | 0.1221 | 0.0 | 0.4301 | 0.0057 | 0.0294 | 0.2072 | 0.0004 | 0.0513 | 0.0 | 0.2262 | 0.0055 | 0.0276 | | 1.0166 | 9.32 | 3020 | 2.0017 | 0.0711 | 0.1554 | 0.2851 | 0.1488 | 0.0005 | 0.1853 | 0.0 | 0.7068 | 0.0000 | 0.0461 | 0.1060 | 0.0005 | 0.0596 | 0.0 | 0.2884 | 0.0000 | 0.0432 | | 1.8739 | 9.38 | 3040 | 2.0575 | 0.0717 | 0.1607 | 0.2413 | 0.2353 | 0.0006 | 0.3946 | 0.0 | 0.4420 | 0.0093 | 0.0433 | 0.1522 | 0.0006 | 0.0671 | 0.0 | 0.2324 | 0.0085 | 0.0409 | | 1.202 | 9.44 | 3060 | 2.1478 | 0.0734 | 0.1578 | 0.2451 | 0.2921 | 0.0006 | 0.3440 | 0.0 | 0.4017 | 0.0082 | 0.0582 | 0.1664 | 0.0006 | 0.0696 | 0.0 | 0.2166 | 0.0077 | 0.0528 | | 1.013 | 9.51 | 3080 | 2.0686 | 0.0796 | 0.1590 | 0.2539 | 0.3571 | 0.0007 | 0.2792 | 0.0 | 0.3525 | 0.0105 | 0.1131 | 0.1859 | 0.0007 | 0.0668 | 0.0 | 0.2017 | 0.0097 | 0.0927 | | 1.3451 | 9.57 | 3100 | 2.0474 | 0.0757 | 0.1553 | 0.2515 | 0.3815 | 0.0005 | 0.2834 | 0.0 | 0.3400 | 0.0101 | 0.0718 | 0.1915 | 0.0005 | 0.0659 | 0.0 | 0.1993 | 0.0095 | 0.0629 | | 0.7856 | 9.63 | 3120 | 2.1633 | 0.0707 | 0.1551 | 0.2390 | 0.3499 | 0.0006 | 0.3542 | 0.0 | 0.3335 | 0.0086 | 0.0388 | 0.1831 | 0.0006 | 0.0665 | 0.0 | 0.1994 | 0.0082 | 0.0368 | | 0.8838 | 9.69 | 3140 | 2.0225 | 0.0717 | 0.1543 | 0.2501 | 0.2648 | 0.0003 | 0.3073 | 0.0 | 0.4591 | 0.0061 | 0.0428 | 0.1554 | 0.0003 | 0.0650 | 0.0 | 0.2351 | 0.0058 | 0.0402 | | 0.8532 | 9.75 | 3160 | 2.0512 | 0.0727 | 0.1604 | 0.2669 | 0.1586 | 0.0003 | 0.2890 | 0.0 | 0.6120 | 0.0037 | 0.0596 | 0.1120 | 0.0003 | 0.0690 | 0.0 | 0.2695 | 0.0036 | 0.0543 | | 0.857 | 9.81 | 3180 | 2.0278 | 0.0799 | 0.1642 | 0.2581 | 0.2294 | 0.0006 | 0.3138 | 0.0 | 0.4833 | 0.0092 | 0.1134 | 0.1440 | 0.0006 | 0.0675 | 0.0 | 0.2477 | 0.0085 | 0.0911 | | 0.6752 | 9.88 | 3200 | 2.1633 | 0.0759 | 0.1645 | 0.2402 | 0.2973 | 0.0006 | 0.4064 | 0.0 | 0.3589 | 0.0072 | 0.0809 | 0.1745 | 0.0006 | 0.0679 | 0.0 | 0.2127 | 0.0068 | 0.0690 | | 1.0389 | 9.94 | 3220 | 2.0071 | 0.0783 | 0.1545 | 0.2527 | 0.3661 | 0.0001 | 0.2423 | 0.0 | 0.3433 | 0.0052 | 0.1242 | 0.1895 | 0.0001 | 0.0576 | 0.0 | 0.2017 | 0.0050 | 0.0943 | | 1.0672 | 10.0 | 3240 | 1.9877 | 0.0747 | 0.1494 | 0.2821 | 0.3621 | 0.0005 | 0.1439 | 0.0 | 0.5040 | 0.0031 | 0.0321 | 0.1880 | 0.0005 | 0.0558 | 0.0 | 0.2448 | 0.0031 | 0.0306 | | 0.9868 | 10.06 | 3260 | 1.9871 | 0.0788 | 0.1600 | 0.2966 | 0.2190 | 0.0015 | 0.1627 | 0.0 | 0.6702 | 0.0019 | 0.0645 | 0.1432 | 0.0015 | 0.0607 | 0.0 | 0.2847 | 0.0018 | 0.0594 | | 1.4275 | 10.12 | 3280 | 2.1367 | 0.0735 | 0.1624 | 0.2271 | 0.2225 | 0.0022 | 0.4290 | 0.0 | 0.3771 | 0.0109 | 0.0954 | 0.1438 | 0.0022 | 0.0679 | 0.0 | 0.2094 | 0.0099 | 0.0811 | | 1.4885 | 10.19 | 3300 | 2.2407 | 0.0706 | 0.1709 | 0.2187 | 0.1517 | 0.0011 | 0.5417 | 0.0 | 0.3966 | 0.0021 | 0.1032 | 0.1137 | 0.0011 | 0.0712 | 0.0 | 0.2211 | 0.0021 | 0.0851 | | 0.9295 | 10.25 | 3320 | 2.2723 | 0.0696 | 0.1640 | 0.2370 | 0.2449 | 0.0002 | 0.4573 | 0.0 | 0.4175 | 0.0031 | 0.0252 | 0.1621 | 0.0002 | 0.0683 | 0.0 | 0.2297 | 0.0029 | 0.0242 | | 0.7875 | 10.31 | 3340 | 2.1294 | 0.0695 | 0.1500 | 0.2543 | 0.4361 | 0.0005 | 0.2674 | 0.0 | 0.3307 | 0.0096 | 0.0055 | 0.2164 | 0.0005 | 0.0590 | 0.0 | 0.1966 | 0.0088 | 0.0055 | | 1.3611 | 10.37 | 3360 | 2.0523 | 0.0722 | 0.1503 | 0.2581 | 0.4055 | 0.0018 | 0.2438 | 0.0 | 0.3709 | 0.0164 | 0.0138 | 0.2065 | 0.0018 | 0.0569 | 0.0 | 0.2124 | 0.0143 | 0.0135 | | 0.8469 | 10.43 | 3380 | 2.1821 | 0.0669 | 0.1519 | 0.2361 | 0.3343 | 0.0010 | 0.3610 | 0.0 | 0.3527 | 0.0040 | 0.0107 | 0.1826 | 0.0010 | 0.0630 | 0.0 | 0.2072 | 0.0039 | 0.0104 | | 1.3711 | 10.49 | 3400 | 2.0768 | 0.0733 | 0.1535 | 0.2397 | 0.3617 | 0.0017 | 0.3181 | 0.0 | 0.3164 | 0.0050 | 0.0716 | 0.1892 | 0.0017 | 0.0593 | 0.0 | 0.1948 | 0.0047 | 0.0636 | | 1.3 | 10.56 | 3420 | 2.1353 | 0.0769 | 0.1601 | 0.2582 | 0.2432 | 0.0007 | 0.3047 | 0.0 | 0.4892 | 0.0002 | 0.0831 | 0.1543 | 0.0007 | 0.0598 | 0.0 | 0.2521 | 0.0002 | 0.0710 | | 1.2738 | 10.62 | 3440 | 1.9808 | 0.0841 | 0.1595 | 0.2975 | 0.2976 | 0.0008 | 0.1228 | 0.0 | 0.5834 | 0.0040 | 0.1080 | 0.1725 | 0.0008 | 0.0481 | 0.0 | 0.2761 | 0.0039 | 0.0871 | | 1.3445 | 10.68 | 3460 | 1.9619 | 0.0818 | 0.1579 | 0.3054 | 0.2303 | 0.0010 | 0.0791 | 0.0 | 0.6835 | 0.0107 | 0.1010 | 0.1488 | 0.0010 | 0.0389 | 0.0 | 0.2920 | 0.0097 | 0.0819 | | 0.558 | 10.74 | 3480 | 2.1590 | 0.0761 | 0.1581 | 0.2415 | 0.4177 | 0.0004 | 0.3177 | 0.0 | 0.2439 | 0.0026 | 0.1245 | 0.2057 | 0.0004 | 0.0614 | 0.0 | 0.1664 | 0.0025 | 0.0962 | | 0.9406 | 10.8 | 3500 | 2.0455 | 0.0759 | 0.1544 | 0.2590 | 0.4762 | 0.0006 | 0.2435 | 0.0 | 0.2786 | 0.0033 | 0.0788 | 0.2227 | 0.0006 | 0.0598 | 0.0 | 0.1782 | 0.0030 | 0.0672 | | 1.2031 | 10.86 | 3520 | 2.0510 | 0.0778 | 0.1581 | 0.2756 | 0.3086 | 0.0006 | 0.2346 | 0.0 | 0.5085 | 0.0034 | 0.0514 | 0.1786 | 0.0006 | 0.0630 | 0.0 | 0.2522 | 0.0032 | 0.0468 | | 0.6744 | 10.93 | 3540 | 2.0232 | 0.0796 | 0.1606 | 0.2789 | 0.4825 | 0.0004 | 0.2323 | 0.0 | 0.3468 | 0.0000 | 0.0619 | 0.2309 | 0.0004 | 0.0652 | 0.0 | 0.2057 | 0.0000 | 0.0553 | | 1.27 | 10.99 | 3560 | 2.0996 | 0.0724 | 0.1569 | 0.2714 | 0.6372 | 0.0003 | 0.2248 | 0.0 | 0.1752 | 0.0000 | 0.0606 | 0.2624 | 0.0003 | 0.0620 | 0.0 | 0.1287 | 0.0000 | 0.0534 | | 1.3063 | 11.05 | 3580 | 2.1325 | 0.0740 | 0.1555 | 0.2585 | 0.3970 | 0.0004 | 0.2831 | 0.0 | 0.3642 | 0.0011 | 0.0425 | 0.2096 | 0.0004 | 0.0649 | 0.0 | 0.2029 | 0.0010 | 0.0390 | | 1.3692 | 11.11 | 3600 | 2.0786 | 0.0778 | 0.1553 | 0.2532 | 0.2623 | 0.0008 | 0.2545 | 0.0 | 0.4489 | 0.0137 | 0.1065 | 0.1561 | 0.0008 | 0.0623 | 0.0 | 0.2318 | 0.0118 | 0.0817 | | 1.2372 | 11.17 | 3620 | 2.0634 | 0.0772 | 0.1478 | 0.2616 | 0.3792 | 0.0003 | 0.1621 | 0.0 | 0.3857 | 0.0110 | 0.0964 | 0.1896 | 0.0003 | 0.0523 | 0.0 | 0.2156 | 0.0096 | 0.0732 | | 1.0105 | 11.23 | 3640 | 2.1236 | 0.0732 | 0.1559 | 0.2283 | 0.2241 | 0.0003 | 0.3615 | 0.0 | 0.3857 | 0.0079 | 0.1117 | 0.1409 | 0.0003 | 0.0608 | 0.0 | 0.2217 | 0.0074 | 0.0812 | | 1.9306 | 11.3 | 3660 | 2.1294 | 0.0722 | 0.1487 | 0.2748 | 0.2860 | 0.0010 | 0.1749 | 0.0 | 0.5540 | 0.0066 | 0.0186 | 0.1663 | 0.0010 | 0.0528 | 0.0 | 0.2616 | 0.0061 | 0.0176 | | 1.633 | 11.36 | 3680 | 2.0350 | 0.0780 | 0.1545 | 0.2601 | 0.4845 | 0.0012 | 0.2225 | 0.0 | 0.2733 | 0.0279 | 0.0722 | 0.2241 | 0.0012 | 0.0582 | 0.0 | 0.1784 | 0.0218 | 0.0623 | | 2.3389 | 11.42 | 3700 | 2.2283 | 0.0718 | 0.1501 | 0.2615 | 0.3625 | 0.0009 | 0.2357 | 0.0 | 0.4259 | 0.0083 | 0.0174 | 0.1911 | 0.0009 | 0.0614 | 0.0 | 0.2249 | 0.0075 | 0.0169 | | 0.9497 | 11.48 | 3720 | 2.0957 | 0.0750 | 0.1558 | 0.2605 | 0.4472 | 0.0010 | 0.2686 | 0.0 | 0.3232 | 0.0139 | 0.0368 | 0.2207 | 0.0010 | 0.0657 | 0.0 | 0.1910 | 0.0119 | 0.0347 | | 1.0872 | 11.54 | 3740 | 2.0729 | 0.0750 | 0.1530 | 0.2504 | 0.4257 | 0.0005 | 0.2633 | 0.0 | 0.2954 | 0.0091 | 0.0770 | 0.2107 | 0.0005 | 0.0617 | 0.0 | 0.1786 | 0.0081 | 0.0653 | | 1.6307 | 11.6 | 3760 | 2.1525 | 0.0725 | 0.1500 | 0.2580 | 0.3437 | 0.0004 | 0.2405 | 0.0 | 0.4251 | 0.0088 | 0.0314 | 0.1890 | 0.0004 | 0.0595 | 0.0 | 0.2216 | 0.0078 | 0.0295 | | 1.1446 | 11.67 | 3780 | 2.0838 | 0.0730 | 0.1432 | 0.2639 | 0.4860 | 0.0013 | 0.1291 | 0.0 | 0.3205 | 0.0394 | 0.0261 | 0.2233 | 0.0013 | 0.0469 | 0.0 | 0.1876 | 0.0282 | 0.0240 | | 0.7505 | 11.73 | 3800 | 2.1509 | 0.0777 | 0.1576 | 0.2570 | 0.3543 | 0.0029 | 0.2799 | 0.0 | 0.3926 | 0.0350 | 0.0385 | 0.1980 | 0.0028 | 0.0642 | 0.0 | 0.2178 | 0.0260 | 0.0348 | | 0.7086 | 11.79 | 3820 | 2.1302 | 0.0721 | 0.1548 | 0.2545 | 0.4882 | 0.0014 | 0.2913 | 0.0 | 0.2664 | 0.0123 | 0.0243 | 0.2336 | 0.0014 | 0.0624 | 0.0 | 0.1740 | 0.0107 | 0.0223 | | 0.7406 | 11.85 | 3840 | 2.2233 | 0.0703 | 0.1604 | 0.2397 | 0.2943 | 0.0012 | 0.4126 | 0.0 | 0.3886 | 0.0086 | 0.0175 | 0.1794 | 0.0012 | 0.0681 | 0.0 | 0.2192 | 0.0078 | 0.0165 | | 1.1488 | 11.91 | 3860 | 2.2180 | 0.0708 | 0.1579 | 0.2727 | 0.1719 | 0.0009 | 0.2649 | 0.0 | 0.6405 | 0.0102 | 0.0167 | 0.1269 | 0.0009 | 0.0615 | 0.0 | 0.2814 | 0.0091 | 0.0158 | | 0.8223 | 11.98 | 3880 | 2.1216 | 0.0751 | 0.1591 | 0.2777 | 0.2202 | 0.0008 | 0.2433 | 0.0 | 0.6067 | 0.0124 | 0.0303 | 0.1482 | 0.0008 | 0.0644 | 0.0 | 0.2741 | 0.0109 | 0.0276 | | 0.9241 | 12.04 | 3900 | 2.0549 | 0.0744 | 0.1468 | 0.2704 | 0.4414 | 0.0009 | 0.1536 | 0.0 | 0.3833 | 0.0127 | 0.0356 | 0.2117 | 0.0009 | 0.0540 | 0.0 | 0.2111 | 0.0110 | 0.0317 | | 0.9703 | 12.1 | 3920 | 2.1931 | 0.0690 | 0.1506 | 0.2489 | 0.2316 | 0.0006 | 0.2889 | 0.0 | 0.4976 | 0.0071 | 0.0285 | 0.1491 | 0.0006 | 0.0613 | 0.0 | 0.2389 | 0.0064 | 0.0267 | | 0.9549 | 12.16 | 3940 | 2.1163 | 0.0750 | 0.1518 | 0.2520 | 0.2759 | 0.0016 | 0.2498 | 0.0 | 0.4530 | 0.0260 | 0.0560 | 0.1643 | 0.0016 | 0.0605 | 0.0 | 0.2283 | 0.0200 | 0.0506 | | 1.3023 | 12.22 | 3960 | 2.0031 | 0.0835 | 0.1598 | 0.2671 | 0.3849 | 0.0023 | 0.2225 | 0.0 | 0.3828 | 0.0458 | 0.0804 | 0.2012 | 0.0022 | 0.0657 | 0.0 | 0.2148 | 0.0320 | 0.0686 | | 0.6719 | 12.28 | 3980 | 2.0786 | 0.0788 | 0.1512 | 0.2653 | 0.3172 | 0.0025 | 0.1793 | 0.0 | 0.4592 | 0.0214 | 0.0789 | 0.1745 | 0.0024 | 0.0547 | 0.0 | 0.2378 | 0.0170 | 0.0650 | | 1.0164 | 12.35 | 4000 | 2.0558 | 0.0854 | 0.1581 | 0.2739 | 0.2604 | 0.0021 | 0.1465 | 0.0 | 0.5070 | 0.0320 | 0.1584 | 0.1581 | 0.0021 | 0.0472 | 0.0 | 0.2554 | 0.0244 | 0.1109 | | 1.1969 | 12.41 | 4020 | 2.1007 | 0.0780 | 0.1568 | 0.2481 | 0.4571 | 0.0019 | 0.2707 | 0.0 | 0.2414 | 0.0358 | 0.0908 | 0.2182 | 0.0019 | 0.0619 | 0.0 | 0.1630 | 0.0267 | 0.0744 | | 1.5241 | 12.47 | 4040 | 2.2174 | 0.0766 | 0.1601 | 0.2443 | 0.2975 | 0.0020 | 0.3451 | 0.0 | 0.3796 | 0.0111 | 0.0857 | 0.1720 | 0.0020 | 0.0682 | 0.0 | 0.2138 | 0.0096 | 0.0703 | | 1.1074 | 12.53 | 4060 | 2.1514 | 0.0749 | 0.1529 | 0.2505 | 0.3863 | 0.0012 | 0.2692 | 0.0 | 0.3411 | 0.0208 | 0.0517 | 0.1973 | 0.0012 | 0.0630 | 0.0 | 0.1996 | 0.0167 | 0.0468 | | 1.1782 | 12.59 | 4080 | 2.2529 | 0.0734 | 0.1534 | 0.2457 | 0.3678 | 0.0007 | 0.3026 | 0.0 | 0.3410 | 0.0110 | 0.0505 | 0.1923 | 0.0007 | 0.0616 | 0.0 | 0.2034 | 0.0094 | 0.0462 | | 1.3994 | 12.65 | 4100 | 2.2668 | 0.0701 | 0.1545 | 0.2284 | 0.3260 | 0.0009 | 0.3823 | 0.0 | 0.3103 | 0.0075 | 0.0545 | 0.1809 | 0.0009 | 0.0638 | 0.0 | 0.1891 | 0.0067 | 0.0494 | | 1.359 | 12.72 | 4120 | 2.0507 | 0.0823 | 0.1601 | 0.2662 | 0.3834 | 0.0008 | 0.2417 | 0.0 | 0.3756 | 0.0111 | 0.1080 | 0.2014 | 0.0008 | 0.0598 | 0.0 | 0.2176 | 0.0099 | 0.0864 | | 0.9446 | 12.78 | 4140 | 2.1591 | 0.0823 | 0.1626 | 0.2673 | 0.2617 | 0.0015 | 0.2605 | 0.0 | 0.4949 | 0.0210 | 0.0986 | 0.1592 | 0.0015 | 0.0646 | 0.0 | 0.2539 | 0.0172 | 0.0794 | | 0.9854 | 12.84 | 4160 | 2.1391 | 0.0810 | 0.1667 | 0.2723 | 0.2060 | 0.0007 | 0.2916 | 0.0 | 0.5659 | 0.0152 | 0.0874 | 0.1366 | 0.0007 | 0.0691 | 0.0 | 0.2725 | 0.0127 | 0.0755 | | 1.5397 | 12.9 | 4180 | 2.2761 | 0.0762 | 0.1578 | 0.2572 | 0.2960 | 0.0008 | 0.2948 | 0.0 | 0.4433 | 0.0022 | 0.0676 | 0.1710 | 0.0008 | 0.0646 | 0.0 | 0.2367 | 0.0020 | 0.0582 | | 0.8609 | 12.96 | 4200 | 2.1571 | 0.0764 | 0.1554 | 0.2645 | 0.1929 | 0.0035 | 0.2246 | 0.0 | 0.5650 | 0.0047 | 0.0970 | 0.1277 | 0.0035 | 0.0565 | 0.0 | 0.2633 | 0.0042 | 0.0800 | | 1.0142 | 13.02 | 4220 | 2.1553 | 0.0759 | 0.1548 | 0.2640 | 0.2389 | 0.0015 | 0.2412 | 0.0 | 0.5296 | 0.0056 | 0.0671 | 0.1504 | 0.0015 | 0.0569 | 0.0 | 0.2590 | 0.0050 | 0.0582 | | 1.3041 | 13.09 | 4240 | 2.1012 | 0.0783 | 0.1567 | 0.2599 | 0.3092 | 0.0015 | 0.2589 | 0.0 | 0.4355 | 0.0033 | 0.0886 | 0.1745 | 0.0015 | 0.0611 | 0.0 | 0.2341 | 0.0030 | 0.0737 | | 1.0004 | 13.15 | 4260 | 2.0344 | 0.0780 | 0.1509 | 0.2633 | 0.3395 | 0.0016 | 0.1898 | 0.0 | 0.4278 | 0.0058 | 0.0921 | 0.1785 | 0.0016 | 0.0555 | 0.0 | 0.2288 | 0.0050 | 0.0765 | | 1.4076 | 13.21 | 4280 | 2.0499 | 0.0805 | 0.1627 | 0.2607 | 0.2586 | 0.0018 | 0.2915 | 0.0 | 0.4687 | 0.0045 | 0.1138 | 0.1573 | 0.0018 | 0.0651 | 0.0 | 0.2439 | 0.0041 | 0.0914 | | 1.3287 | 13.27 | 4300 | 2.2279 | 0.0727 | 0.1555 | 0.2567 | 0.3893 | 0.0012 | 0.2990 | 0.0 | 0.3695 | 0.0036 | 0.0261 | 0.1999 | 0.0012 | 0.0681 | 0.0 | 0.2114 | 0.0032 | 0.0248 | | 1.526 | 13.33 | 4320 | 2.2346 | 0.0789 | 0.1623 | 0.2601 | 0.2691 | 0.0024 | 0.3093 | 0.0 | 0.4702 | 0.0138 | 0.0713 | 0.1639 | 0.0024 | 0.0687 | 0.0 | 0.2416 | 0.0113 | 0.0643 | | 0.8717 | 13.4 | 4340 | 2.2357 | 0.0773 | 0.1601 | 0.2808 | 0.1789 | 0.0007 | 0.2154 | 0.0 | 0.6397 | 0.0027 | 0.0833 | 0.1268 | 0.0007 | 0.0584 | 0.0 | 0.2796 | 0.0025 | 0.0729 | | 0.8392 | 13.46 | 4360 | 2.1065 | 0.0789 | 0.1583 | 0.2643 | 0.3437 | 0.0027 | 0.2615 | 0.0 | 0.4226 | 0.0056 | 0.0717 | 0.1885 | 0.0027 | 0.0637 | 0.0 | 0.2280 | 0.0049 | 0.0646 | | 1.0749 | 13.52 | 4380 | 2.1874 | 0.0804 | 0.1650 | 0.2444 | 0.2414 | 0.0057 | 0.3572 | 0.0 | 0.4164 | 0.0262 | 0.1079 | 0.1494 | 0.0056 | 0.0663 | 0.0 | 0.2323 | 0.0211 | 0.0884 | | 1.0865 | 13.58 | 4400 | 2.1953 | 0.0794 | 0.1606 | 0.2826 | 0.2001 | 0.0046 | 0.2046 | 0.0 | 0.6265 | 0.0103 | 0.0778 | 0.1341 | 0.0045 | 0.0579 | 0.0 | 0.2811 | 0.0093 | 0.0692 | | 1.2582 | 13.64 | 4420 | 2.1724 | 0.0739 | 0.1536 | 0.2640 | 0.3085 | 0.0020 | 0.2492 | 0.0 | 0.4781 | 0.0097 | 0.0277 | 0.1744 | 0.0020 | 0.0616 | 0.0 | 0.2441 | 0.0086 | 0.0266 | | 0.6317 | 13.7 | 4440 | 2.1477 | 0.0791 | 0.1589 | 0.2634 | 0.3513 | 0.0017 | 0.2662 | 0.0 | 0.4077 | 0.0034 | 0.0817 | 0.1898 | 0.0017 | 0.0634 | 0.0 | 0.2250 | 0.0031 | 0.0708 | | 0.831 | 13.77 | 4460 | 2.1511 | 0.0830 | 0.1677 | 0.2628 | 0.2340 | 0.0027 | 0.3152 | 0.0 | 0.4896 | 0.0164 | 0.1163 | 0.1514 | 0.0027 | 0.0673 | 0.0 | 0.2512 | 0.0138 | 0.0946 | | 0.9488 | 13.83 | 4480 | 2.1286 | 0.0800 | 0.1544 | 0.2856 | 0.2357 | 0.0008 | 0.1262 | 0.0 | 0.6090 | 0.0210 | 0.0885 | 0.1515 | 0.0008 | 0.0479 | 0.0 | 0.2654 | 0.0177 | 0.0767 | | 1.334 | 13.89 | 4500 | 2.0940 | 0.0798 | 0.1557 | 0.2968 | 0.2063 | 0.0012 | 0.0936 | 0.0 | 0.6819 | 0.0293 | 0.0776 | 0.1404 | 0.0012 | 0.0442 | 0.0 | 0.2820 | 0.0226 | 0.0683 | | 1.9654 | 13.95 | 4520 | 2.3288 | 0.0756 | 0.1672 | 0.2308 | 0.3138 | 0.0010 | 0.4540 | 0.0 | 0.2946 | 0.0065 | 0.1008 | 0.1802 | 0.0010 | 0.0709 | 0.0 | 0.1874 | 0.0059 | 0.0835 | | 0.8745 | 14.01 | 4540 | 2.6084 | 0.0690 | 0.1758 | 0.1963 | 0.2431 | 0.0006 | 0.6515 | 0.0 | 0.2030 | 0.0024 | 0.1298 | 0.1544 | 0.0006 | 0.0736 | 0.0 | 0.1495 | 0.0022 | 0.1030 | | 0.7627 | 14.07 | 4560 | 2.0895 | 0.0839 | 0.1665 | 0.2652 | 0.2337 | 0.0012 | 0.2837 | 0.0 | 0.4963 | 0.0217 | 0.1292 | 0.1540 | 0.0012 | 0.0649 | 0.0 | 0.2485 | 0.0180 | 0.1005 | | 1.063 | 14.14 | 4580 | 2.1317 | 0.0832 | 0.1657 | 0.2647 | 0.3674 | 0.0015 | 0.2987 | 0.0 | 0.3783 | 0.0149 | 0.0990 | 0.2011 | 0.0015 | 0.0678 | 0.0 | 0.2165 | 0.0127 | 0.0831 | | 1.2806 | 14.2 | 4600 | 2.2320 | 0.0814 | 0.1709 | 0.2574 | 0.2909 | 0.0004 | 0.3807 | 0.0 | 0.4124 | 0.0021 | 0.1100 | 0.1785 | 0.0004 | 0.0725 | 0.0 | 0.2285 | 0.0019 | 0.0882 | | 1.1727 | 14.26 | 4620 | 2.1985 | 0.0822 | 0.1718 | 0.2654 | 0.2000 | 0.0004 | 0.3439 | 0.0 | 0.5226 | 0.0059 | 0.1299 | 0.1419 | 0.0004 | 0.0710 | 0.0 | 0.2557 | 0.0053 | 0.1013 | | 0.6867 | 14.32 | 4640 | 2.1458 | 0.0808 | 0.1559 | 0.2814 | 0.3048 | 0.0007 | 0.1624 | 0.0 | 0.5328 | 0.0336 | 0.0570 | 0.1787 | 0.0007 | 0.0537 | 0.0 | 0.2530 | 0.0273 | 0.0522 | | 1.3208 | 14.38 | 4660 | 2.1695 | 0.0761 | 0.1635 | 0.2547 | 0.3039 | 0.0010 | 0.3605 | 0.0 | 0.4223 | 0.0077 | 0.0491 | 0.1805 | 0.0010 | 0.0700 | 0.0 | 0.2286 | 0.0069 | 0.0457 | | 0.759 | 14.44 | 4680 | 2.1874 | 0.0781 | 0.1595 | 0.2626 | 0.3484 | 0.0011 | 0.2824 | 0.0 | 0.4141 | 0.0171 | 0.0535 | 0.1921 | 0.0010 | 0.0679 | 0.0 | 0.2212 | 0.0147 | 0.0499 | | 0.9541 | 14.51 | 4700 | 2.2597 | 0.0754 | 0.1678 | 0.2402 | 0.3435 | 0.0011 | 0.4417 | 0.0 | 0.3128 | 0.0046 | 0.0705 | 0.1944 | 0.0011 | 0.0746 | 0.0 | 0.1898 | 0.0041 | 0.0636 | | 1.077 | 14.57 | 4720 | 2.2937 | 0.0776 | 0.1705 | 0.2417 | 0.3362 | 0.0013 | 0.4473 | 0.0 | 0.3138 | 0.0027 | 0.0922 | 0.1949 | 0.0013 | 0.0736 | 0.0 | 0.1898 | 0.0024 | 0.0815 | | 0.7476 | 14.63 | 4740 | 2.1791 | 0.0823 | 0.1749 | 0.2614 | 0.2164 | 0.0026 | 0.3970 | 0.0 | 0.4949 | 0.0120 | 0.1017 | 0.1498 | 0.0026 | 0.0754 | 0.0 | 0.2491 | 0.0103 | 0.0888 | | 0.7537 | 14.69 | 4760 | 2.1591 | 0.0830 | 0.1680 | 0.2883 | 0.2016 | 0.0022 | 0.2393 | 0.0 | 0.6310 | 0.0130 | 0.0893 | 0.1408 | 0.0022 | 0.0670 | 0.0 | 0.2810 | 0.0112 | 0.0787 | | 0.9401 | 14.75 | 4780 | 2.2171 | 0.0814 | 0.1633 | 0.2794 | 0.2686 | 0.0010 | 0.2419 | 0.0 | 0.5426 | 0.0073 | 0.0815 | 0.1668 | 0.0009 | 0.0670 | 0.0 | 0.2573 | 0.0066 | 0.0713 | | 1.4825 | 14.81 | 4800 | 2.2918 | 0.0804 | 0.1748 | 0.2514 | 0.1990 | 0.0007 | 0.4249 | 0.0 | 0.4638 | 0.0055 | 0.1294 | 0.1376 | 0.0007 | 0.0765 | 0.0 | 0.2383 | 0.0051 | 0.1043 | | 1.5315 | 14.88 | 4820 | 2.2368 | 0.0759 | 0.1673 | 0.2741 | 0.1583 | 0.0009 | 0.3138 | 0.0 | 0.6324 | 0.0206 | 0.0448 | 0.1173 | 0.0009 | 0.0723 | 0.0 | 0.2811 | 0.0175 | 0.0419 | | 0.6694 | 14.94 | 4840 | 2.2276 | 0.0750 | 0.1579 | 0.2677 | 0.2687 | 0.0008 | 0.2656 | 0.0 | 0.5240 | 0.0261 | 0.0201 | 0.1621 | 0.0008 | 0.0706 | 0.0 | 0.2499 | 0.0221 | 0.0194 | | 0.5532 | 15.0 | 4860 | 2.2059 | 0.0768 | 0.1597 | 0.2568 | 0.2629 | 0.0009 | 0.3018 | 0.0 | 0.4715 | 0.0253 | 0.0556 | 0.1590 | 0.0009 | 0.0716 | 0.0 | 0.2341 | 0.0209 | 0.0510 | | 1.1434 | 15.06 | 4880 | 2.1645 | 0.0786 | 0.1559 | 0.2810 | 0.1998 | 0.0007 | 0.1559 | 0.0 | 0.6297 | 0.0449 | 0.0602 | 0.1322 | 0.0007 | 0.0576 | 0.0 | 0.2724 | 0.0337 | 0.0539 | | 0.7281 | 15.12 | 4900 | 2.1246 | 0.0795 | 0.1604 | 0.2728 | 0.2061 | 0.0021 | 0.2260 | 0.0 | 0.5843 | 0.0452 | 0.0587 | 0.1361 | 0.0021 | 0.0672 | 0.0 | 0.2649 | 0.0338 | 0.0524 | | 0.7997 | 15.19 | 4920 | 2.1387 | 0.0768 | 0.1635 | 0.2565 | 0.2576 | 0.0013 | 0.3407 | 0.0 | 0.4709 | 0.0210 | 0.0530 | 0.1578 | 0.0012 | 0.0764 | 0.0 | 0.2350 | 0.0180 | 0.0489 | | 0.5646 | 15.25 | 4940 | 2.1413 | 0.0784 | 0.1603 | 0.2464 | 0.3245 | 0.0017 | 0.3213 | 0.0 | 0.3595 | 0.0311 | 0.0843 | 0.1778 | 0.0017 | 0.0759 | 0.0 | 0.1966 | 0.0253 | 0.0716 | | 0.4032 | 15.31 | 4960 | 2.1944 | 0.0809 | 0.1593 | 0.2785 | 0.2081 | 0.0019 | 0.1873 | 0.0 | 0.6003 | 0.0385 | 0.0792 | 0.1350 | 0.0019 | 0.0651 | 0.0 | 0.2665 | 0.0304 | 0.0677 | | 0.7978 | 15.37 | 4980 | 2.2428 | 0.0778 | 0.1584 | 0.2557 | 0.2508 | 0.0014 | 0.2733 | 0.0 | 0.4786 | 0.0533 | 0.0516 | 0.1558 | 0.0014 | 0.0689 | 0.0 | 0.2322 | 0.0383 | 0.0483 | | 0.6538 | 15.43 | 5000 | 2.1427 | 0.0822 | 0.1589 | 0.2563 | 0.3499 | 0.0021 | 0.2385 | 0.0 | 0.3746 | 0.0762 | 0.0713 | 0.1912 | 0.0020 | 0.0684 | 0.0 | 0.2017 | 0.0470 | 0.0653 | | 0.84 | 15.49 | 5020 | 2.2383 | 0.0806 | 0.1633 | 0.2657 | 0.2757 | 0.0007 | 0.2852 | 0.0 | 0.4837 | 0.0315 | 0.0663 | 0.1671 | 0.0007 | 0.0714 | 0.0 | 0.2370 | 0.0265 | 0.0613 | | 0.9228 | 15.56 | 5040 | 2.2805 | 0.0794 | 0.1707 | 0.2289 | 0.3228 | 0.0010 | 0.4524 | 0.0 | 0.2657 | 0.0492 | 0.1041 | 0.1856 | 0.0010 | 0.0719 | 0.0 | 0.1717 | 0.0368 | 0.0890 | | 1.3498 | 15.62 | 5060 | 2.4028 | 0.0721 | 0.1633 | 0.2243 | 0.2297 | 0.0015 | 0.4570 | 0.0 | 0.3630 | 0.0121 | 0.0795 | 0.1439 | 0.0015 | 0.0713 | 0.0 | 0.2058 | 0.0107 | 0.0713 | | 0.5784 | 15.68 | 5080 | 2.3896 | 0.0706 | 0.1656 | 0.2531 | 0.1256 | 0.0012 | 0.3872 | 0.0 | 0.5848 | 0.0164 | 0.0440 | 0.0933 | 0.0012 | 0.0757 | 0.0 | 0.2680 | 0.0142 | 0.0415 | | 1.091 | 15.74 | 5100 | 2.2277 | 0.0770 | 0.1606 | 0.2758 | 0.2213 | 0.0005 | 0.2489 | 0.0 | 0.5897 | 0.0192 | 0.0447 | 0.1409 | 0.0005 | 0.0692 | 0.0 | 0.2697 | 0.0169 | 0.0418 | | 0.5851 | 15.8 | 5120 | 2.2066 | 0.0738 | 0.1553 | 0.2449 | 0.4165 | 0.0015 | 0.3097 | 0.0 | 0.2830 | 0.0136 | 0.0631 | 0.2057 | 0.0015 | 0.0675 | 0.0 | 0.1723 | 0.0120 | 0.0578 | | 1.0812 | 15.86 | 5140 | 2.1555 | 0.0803 | 0.1598 | 0.2510 | 0.3111 | 0.0020 | 0.2889 | 0.0 | 0.3887 | 0.0381 | 0.0895 | 0.1770 | 0.0019 | 0.0659 | 0.0 | 0.2117 | 0.0299 | 0.0759 | | 1.0195 | 15.93 | 5160 | 2.3062 | 0.0754 | 0.1603 | 0.2421 | 0.2181 | 0.0017 | 0.3517 | 0.0 | 0.4513 | 0.0347 | 0.0650 | 0.1435 | 0.0017 | 0.0671 | 0.0 | 0.2293 | 0.0275 | 0.0585 | | 1.211 | 15.99 | 5180 | 2.1650 | 0.0796 | 0.1555 | 0.2557 | 0.3756 | 0.0008 | 0.2385 | 0.0 | 0.3570 | 0.0434 | 0.0729 | 0.1999 | 0.0008 | 0.0599 | 0.0 | 0.1984 | 0.0335 | 0.0646 | | 0.9168 | 16.05 | 5200 | 2.2366 | 0.0795 | 0.1598 | 0.2352 | 0.3873 | 0.0018 | 0.3149 | 0.0000 | 0.2412 | 0.0588 | 0.1147 | 0.2019 | 0.0017 | 0.0639 | 0.0000 | 0.1560 | 0.0409 | 0.0920 | | 1.0228 | 16.11 | 5220 | 2.1563 | 0.0801 | 0.1560 | 0.2519 | 0.3567 | 0.0012 | 0.2499 | 0.0 | 0.3496 | 0.0267 | 0.1078 | 0.1902 | 0.0012 | 0.0597 | 0.0 | 0.1978 | 0.0222 | 0.0896 | | 1.5907 | 16.17 | 5240 | 2.2504 | 0.0791 | 0.1571 | 0.2443 | 0.4074 | 0.0024 | 0.2794 | 0.0000 | 0.2715 | 0.0461 | 0.0929 | 0.2093 | 0.0023 | 0.0626 | 0.0000 | 0.1656 | 0.0338 | 0.0800 | | 0.9105 | 16.23 | 5260 | 2.1652 | 0.0784 | 0.1496 | 0.2639 | 0.3407 | 0.0016 | 0.1640 | 0.0 | 0.4354 | 0.0386 | 0.0669 | 0.1864 | 0.0016 | 0.0529 | 0.0 | 0.2194 | 0.0293 | 0.0594 | | 1.1089 | 16.3 | 5280 | 2.3040 | 0.0777 | 0.1595 | 0.2450 | 0.3163 | 0.0018 | 0.3274 | 0.0 | 0.3684 | 0.0354 | 0.0675 | 0.1826 | 0.0018 | 0.0663 | 0.0 | 0.2064 | 0.0266 | 0.0603 | | 0.7391 | 16.36 | 5300 | 2.1224 | 0.0816 | 0.1627 | 0.2672 | 0.3403 | 0.0025 | 0.2704 | 0.0000 | 0.4322 | 0.0416 | 0.0517 | 0.1937 | 0.0025 | 0.0694 | 0.0000 | 0.2263 | 0.0315 | 0.0478 | | 1.4772 | 16.42 | 5320 | 2.2288 | 0.0799 | 0.1655 | 0.2555 | 0.3301 | 0.0019 | 0.3456 | 0.0 | 0.3894 | 0.0284 | 0.0630 | 0.1922 | 0.0019 | 0.0719 | 0.0 | 0.2140 | 0.0228 | 0.0566 | | 0.8663 | 16.48 | 5340 | 2.2519 | 0.0792 | 0.1605 | 0.2654 | 0.2623 | 0.0011 | 0.2651 | 0.0 | 0.5035 | 0.0386 | 0.0531 | 0.1653 | 0.0011 | 0.0693 | 0.0 | 0.2404 | 0.0291 | 0.0490 | | 0.807 | 16.54 | 5360 | 2.1716 | 0.0839 | 0.1708 | 0.2482 | 0.2503 | 0.0055 | 0.3670 | 0.0000 | 0.4089 | 0.0552 | 0.1085 | 0.1609 | 0.0054 | 0.0749 | 0.0000 | 0.2194 | 0.0373 | 0.0895 | | 1.2995 | 16.6 | 5380 | 2.2017 | 0.0765 | 0.1619 | 0.2397 | 0.3739 | 0.0052 | 0.3696 | 0.0 | 0.2898 | 0.0288 | 0.0657 | 0.2020 | 0.0051 | 0.0706 | 0.0 | 0.1772 | 0.0225 | 0.0580 | | 1.6926 | 16.67 | 5400 | 2.1448 | 0.0802 | 0.1536 | 0.2727 | 0.3279 | 0.0024 | 0.1642 | 0.0000 | 0.4800 | 0.0502 | 0.0507 | 0.1828 | 0.0024 | 0.0569 | 0.0000 | 0.2363 | 0.0369 | 0.0463 | | 0.615 | 16.73 | 5420 | 2.1582 | 0.0812 | 0.1592 | 0.2477 | 0.3167 | 0.0027 | 0.2725 | 0.0000 | 0.3695 | 0.0727 | 0.0805 | 0.1825 | 0.0027 | 0.0657 | 0.0000 | 0.2016 | 0.0468 | 0.0687 | | 1.1683 | 16.79 | 5440 | 2.2769 | 0.0745 | 0.1572 | 0.2418 | 0.3650 | 0.0024 | 0.3340 | 0.0 | 0.3205 | 0.0325 | 0.0464 | 0.1963 | 0.0024 | 0.0700 | 0.0 | 0.1839 | 0.0260 | 0.0426 | | 1.0384 | 16.85 | 5460 | 2.2634 | 0.0776 | 0.1595 | 0.2526 | 0.2786 | 0.0021 | 0.3045 | 0.0 | 0.4342 | 0.0226 | 0.0743 | 0.1660 | 0.0021 | 0.0697 | 0.0 | 0.2204 | 0.0197 | 0.0655 | | 0.8 | 16.91 | 5480 | 2.2689 | 0.0758 | 0.1561 | 0.2496 | 0.3065 | 0.0021 | 0.2948 | 0.0 | 0.4053 | 0.0228 | 0.0615 | 0.1725 | 0.0021 | 0.0704 | 0.0 | 0.2100 | 0.0197 | 0.0557 | | 1.2025 | 16.98 | 5500 | 2.2615 | 0.0796 | 0.1604 | 0.2549 | 0.2493 | 0.0029 | 0.2870 | 0.0000 | 0.4639 | 0.0311 | 0.0885 | 0.1533 | 0.0029 | 0.0701 | 0.0000 | 0.2283 | 0.0252 | 0.0771 | | 1.3308 | 17.04 | 5520 | 2.1973 | 0.0830 | 0.1657 | 0.2554 | 0.2714 | 0.0056 | 0.3138 | 0.0000 | 0.4278 | 0.0300 | 0.1116 | 0.1631 | 0.0054 | 0.0728 | 0.0000 | 0.2226 | 0.0242 | 0.0929 | | 1.0709 | 17.1 | 5540 | 2.3161 | 0.0779 | 0.1661 | 0.2364 | 0.2220 | 0.0052 | 0.4025 | 0.0000 | 0.4064 | 0.0373 | 0.0892 | 0.1451 | 0.0051 | 0.0732 | 0.0000 | 0.2151 | 0.0277 | 0.0790 | | 0.65 | 17.16 | 5560 | 2.2558 | 0.0852 | 0.1686 | 0.2509 | 0.2171 | 0.0072 | 0.3152 | 0.0001 | 0.4479 | 0.0702 | 0.1227 | 0.1446 | 0.0070 | 0.0703 | 0.0001 | 0.2322 | 0.0439 | 0.0983 | | 0.9455 | 17.22 | 5580 | 2.2064 | 0.0844 | 0.1601 | 0.2620 | 0.3783 | 0.0029 | 0.2259 | 0.0000 | 0.3563 | 0.0387 | 0.1189 | 0.1970 | 0.0029 | 0.0655 | 0.0000 | 0.2003 | 0.0299 | 0.0950 | | 0.6224 | 17.28 | 5600 | 2.1868 | 0.0866 | 0.1687 | 0.2589 | 0.2838 | 0.0077 | 0.3012 | 0.0000 | 0.4203 | 0.0514 | 0.1161 | 0.1703 | 0.0073 | 0.0718 | 0.0000 | 0.2262 | 0.0360 | 0.0947 | | 0.6048 | 17.35 | 5620 | 2.1606 | 0.0852 | 0.1597 | 0.2799 | 0.2184 | 0.0038 | 0.1351 | 0.0002 | 0.5840 | 0.0802 | 0.0958 | 0.1413 | 0.0037 | 0.0517 | 0.0002 | 0.2670 | 0.0488 | 0.0835 | | 1.1478 | 17.41 | 5640 | 2.3010 | 0.0816 | 0.1671 | 0.2502 | 0.2499 | 0.0077 | 0.3519 | 0.0000 | 0.4340 | 0.0445 | 0.0818 | 0.1563 | 0.0075 | 0.0720 | 0.0000 | 0.2320 | 0.0317 | 0.0716 | | 1.5 | 17.47 | 5660 | 2.3636 | 0.0785 | 0.1665 | 0.2260 | 0.2719 | 0.0092 | 0.4255 | 0.0001 | 0.3145 | 0.0542 | 0.0900 | 0.1665 | 0.0088 | 0.0708 | 0.0001 | 0.1922 | 0.0353 | 0.0759 | | 0.6438 | 17.53 | 5680 | 2.1987 | 0.0828 | 0.1552 | 0.2842 | 0.2781 | 0.0024 | 0.1171 | 0.0000 | 0.5614 | 0.0489 | 0.0781 | 0.1663 | 0.0024 | 0.0456 | 0.0000 | 0.2605 | 0.0359 | 0.0693 | | 1.5145 | 17.59 | 5700 | 2.4214 | 0.0776 | 0.1625 | 0.2276 | 0.3294 | 0.0049 | 0.3882 | 0.0000 | 0.2698 | 0.0457 | 0.0997 | 0.1856 | 0.0048 | 0.0688 | 0.0000 | 0.1685 | 0.0325 | 0.0831 | | 0.9163 | 17.65 | 5720 | 2.3241 | 0.0806 | 0.1618 | 0.2415 | 0.2414 | 0.0043 | 0.3212 | 0.0001 | 0.4085 | 0.0564 | 0.1009 | 0.1509 | 0.0042 | 0.0665 | 0.0001 | 0.2174 | 0.0382 | 0.0865 | | 1.4738 | 17.72 | 5740 | 2.4268 | 0.0789 | 0.1655 | 0.2459 | 0.1701 | 0.0037 | 0.3500 | 0.0000 | 0.4901 | 0.0434 | 0.1011 | 0.1197 | 0.0036 | 0.0690 | 0.0000 | 0.2412 | 0.0324 | 0.0866 | | 1.3436 | 17.78 | 5760 | 2.3791 | 0.0762 | 0.1636 | 0.2331 | 0.2666 | 0.0021 | 0.4065 | 0.0000 | 0.3600 | 0.0342 | 0.0756 | 0.1630 | 0.0020 | 0.0698 | 0.0000 | 0.2036 | 0.0267 | 0.0681 | | 0.7257 | 17.84 | 5780 | 2.3216 | 0.0767 | 0.1581 | 0.2439 | 0.3733 | 0.0021 | 0.3174 | 0.0000 | 0.3144 | 0.0442 | 0.0556 | 0.1988 | 0.0021 | 0.0687 | 0.0000 | 0.1832 | 0.0324 | 0.0513 | | 0.6192 | 17.9 | 5800 | 2.4290 | 0.0771 | 0.1611 | 0.2391 | 0.3288 | 0.0018 | 0.3569 | 0.0 | 0.3300 | 0.0461 | 0.0645 | 0.1846 | 0.0018 | 0.0709 | 0.0 | 0.1898 | 0.0334 | 0.0591 | | 0.9182 | 17.96 | 5820 | 2.3689 | 0.0785 | 0.1619 | 0.2417 | 0.2803 | 0.0009 | 0.3455 | 0.0000 | 0.3820 | 0.0520 | 0.0728 | 0.1669 | 0.0009 | 0.0706 | 0.0000 | 0.2093 | 0.0361 | 0.0654 | | 0.8927 | 18.02 | 5840 | 2.3863 | 0.0790 | 0.1653 | 0.2322 | 0.1980 | 0.0015 | 0.3816 | 0.0000 | 0.4027 | 0.0591 | 0.1142 | 0.1302 | 0.0015 | 0.0707 | 0.0000 | 0.2200 | 0.0397 | 0.0908 | | 0.9856 | 18.09 | 5860 | 2.4734 | 0.0744 | 0.1596 | 0.2175 | 0.2679 | 0.0014 | 0.4069 | 0.0000 | 0.2920 | 0.0418 | 0.1070 | 0.1569 | 0.0014 | 0.0688 | 0.0000 | 0.1794 | 0.0307 | 0.0839 | | 0.6362 | 18.15 | 5880 | 2.5097 | 0.0751 | 0.1601 | 0.2375 | 0.2372 | 0.0005 | 0.3659 | 0.0000 | 0.4124 | 0.0315 | 0.0735 | 0.1477 | 0.0005 | 0.0712 | 0.0000 | 0.2172 | 0.0241 | 0.0651 | | 1.3894 | 18.21 | 5900 | 2.5997 | 0.0732 | 0.1606 | 0.2421 | 0.1684 | 0.0008 | 0.3607 | 0.0 | 0.4964 | 0.0200 | 0.0777 | 0.1157 | 0.0008 | 0.0721 | 0.0 | 0.2387 | 0.0163 | 0.0690 | | 0.7899 | 18.27 | 5920 | 2.2924 | 0.0761 | 0.1573 | 0.2393 | 0.4207 | 0.0007 | 0.3144 | 0.0 | 0.2395 | 0.0269 | 0.0988 | 0.2065 | 0.0006 | 0.0723 | 0.0 | 0.1472 | 0.0218 | 0.0843 | | 0.6974 | 18.33 | 5940 | 2.3107 | 0.0795 | 0.1593 | 0.2518 | 0.2955 | 0.0016 | 0.2875 | 0.0000 | 0.4113 | 0.0419 | 0.0771 | 0.1701 | 0.0016 | 0.0700 | 0.0000 | 0.2128 | 0.0325 | 0.0692 | | 1.5422 | 18.4 | 5960 | 2.3786 | 0.0750 | 0.1621 | 0.2262 | 0.2286 | 0.0016 | 0.4118 | 0.0 | 0.3625 | 0.0229 | 0.1071 | 0.1436 | 0.0016 | 0.0707 | 0.0 | 0.2014 | 0.0184 | 0.0890 | | 1.5388 | 18.46 | 5980 | 2.4483 | 0.0742 | 0.1590 | 0.2270 | 0.2564 | 0.0021 | 0.3883 | 0.0000 | 0.3530 | 0.0386 | 0.0749 | 0.1535 | 0.0021 | 0.0695 | 0.0000 | 0.1999 | 0.0286 | 0.0660 | | 0.7959 | 18.52 | 6000 | 2.4292 | 0.0721 | 0.1571 | 0.2310 | 0.3767 | 0.0005 | 0.3746 | 0.0 | 0.2609 | 0.0162 | 0.0704 | 0.1959 | 0.0005 | 0.0699 | 0.0 | 0.1608 | 0.0139 | 0.0636 | | 1.0461 | 18.58 | 6020 | 2.5530 | 0.0740 | 0.1592 | 0.2425 | 0.2675 | 0.0007 | 0.3585 | 0.0 | 0.4119 | 0.0198 | 0.0561 | 0.1618 | 0.0007 | 0.0698 | 0.0 | 0.2170 | 0.0169 | 0.0518 | | 1.2045 | 18.64 | 6040 | 2.2725 | 0.0767 | 0.1588 | 0.2359 | 0.2950 | 0.0010 | 0.3464 | 0.0000 | 0.3482 | 0.0380 | 0.0831 | 0.1708 | 0.0010 | 0.0679 | 0.0000 | 0.1956 | 0.0288 | 0.0724 | | 0.9294 | 18.7 | 6060 | 2.3458 | 0.0749 | 0.1587 | 0.2262 | 0.2728 | 0.0013 | 0.3812 | 0.0 | 0.3308 | 0.0409 | 0.0841 | 0.1623 | 0.0012 | 0.0680 | 0.0 | 0.1891 | 0.0303 | 0.0731 | | 0.9972 | 18.77 | 6080 | 2.4494 | 0.0772 | 0.1612 | 0.2394 | 0.2299 | 0.0021 | 0.3516 | 0.0000 | 0.4183 | 0.0348 | 0.0916 | 0.1442 | 0.0021 | 0.0706 | 0.0000 | 0.2168 | 0.0271 | 0.0796 | | 0.8357 | 18.83 | 6100 | 2.3964 | 0.0772 | 0.1564 | 0.2436 | 0.2871 | 0.0018 | 0.2987 | 0.0 | 0.3885 | 0.0242 | 0.0943 | 0.1648 | 0.0018 | 0.0678 | 0.0 | 0.2057 | 0.0194 | 0.0812 | | 1.2385 | 18.89 | 6120 | 2.2992 | 0.0779 | 0.1584 | 0.2386 | 0.3153 | 0.0018 | 0.3226 | 0.0000 | 0.3313 | 0.0221 | 0.1154 | 0.1765 | 0.0018 | 0.0679 | 0.0000 | 0.1903 | 0.0176 | 0.0908 | | 1.3034 | 18.95 | 6140 | 2.5537 | 0.0751 | 0.1651 | 0.2226 | 0.2656 | 0.0026 | 0.4549 | 0.0 | 0.3098 | 0.0229 | 0.1002 | 0.1655 | 0.0026 | 0.0713 | 0.0 | 0.1834 | 0.0179 | 0.0848 | | 0.9509 | 19.01 | 6160 | 2.3464 | 0.0813 | 0.1637 | 0.2506 | 0.2341 | 0.0029 | 0.3135 | 0.0000 | 0.4481 | 0.0403 | 0.1072 | 0.1497 | 0.0029 | 0.0698 | 0.0000 | 0.2257 | 0.0300 | 0.0909 | | 1.5542 | 19.07 | 6180 | 2.3391 | 0.0803 | 0.1586 | 0.2568 | 0.3449 | 0.0021 | 0.2652 | 0.0000 | 0.3830 | 0.0281 | 0.0871 | 0.1876 | 0.0021 | 0.0690 | 0.0000 | 0.2045 | 0.0230 | 0.0761 | | 0.8737 | 19.14 | 6200 | 2.3924 | 0.0792 | 0.1591 | 0.2474 | 0.3603 | 0.0027 | 0.2983 | 0.0000 | 0.3303 | 0.0387 | 0.0830 | 0.1910 | 0.0026 | 0.0715 | 0.0000 | 0.1869 | 0.0289 | 0.0734 | | 1.3902 | 19.2 | 6220 | 2.3481 | 0.0796 | 0.1608 | 0.2535 | 0.3729 | 0.0018 | 0.3015 | 0.0000 | 0.3384 | 0.0175 | 0.0938 | 0.1975 | 0.0017 | 0.0715 | 0.0000 | 0.1909 | 0.0148 | 0.0810 | | 2.1784 | 19.26 | 6240 | 2.6980 | 0.0722 | 0.1615 | 0.2297 | 0.2611 | 0.0024 | 0.4279 | 0.0001 | 0.3622 | 0.0108 | 0.0657 | 0.1611 | 0.0023 | 0.0708 | 0.0001 | 0.2023 | 0.0093 | 0.0596 | | 0.8034 | 19.32 | 6260 | 2.5138 | 0.0744 | 0.1625 | 0.2456 | 0.1915 | 0.0024 | 0.3695 | 0.0000 | 0.4875 | 0.0168 | 0.0700 | 0.1294 | 0.0024 | 0.0721 | 0.0000 | 0.2396 | 0.0139 | 0.0632 | | 0.9023 | 19.38 | 6280 | 2.3218 | 0.0812 | 0.1623 | 0.2506 | 0.3865 | 0.0050 | 0.3059 | 0.0000 | 0.3087 | 0.0341 | 0.0958 | 0.2025 | 0.0049 | 0.0702 | 0.0000 | 0.1839 | 0.0257 | 0.0812 | | 1.0733 | 19.44 | 6300 | 2.4743 | 0.0773 | 0.1652 | 0.2341 | 0.2712 | 0.0052 | 0.4127 | 0.0 | 0.3545 | 0.0273 | 0.0853 | 0.1649 | 0.0051 | 0.0713 | 0.0 | 0.2052 | 0.0205 | 0.0742 | | 1.0363 | 19.51 | 6320 | 2.5495 | 0.0764 | 0.1663 | 0.2369 | 0.1882 | 0.0036 | 0.4123 | 0.0 | 0.4424 | 0.0296 | 0.0879 | 0.1274 | 0.0036 | 0.0730 | 0.0 | 0.2319 | 0.0219 | 0.0771 | | 0.7709 | 19.57 | 6340 | 2.4048 | 0.0766 | 0.1649 | 0.2326 | 0.2097 | 0.0040 | 0.4112 | 0.0000 | 0.4020 | 0.0217 | 0.1056 | 0.1377 | 0.0039 | 0.0708 | 0.0000 | 0.2179 | 0.0171 | 0.0885 | | 1.0369 | 19.63 | 6360 | 2.4543 | 0.0793 | 0.1666 | 0.2379 | 0.2648 | 0.0044 | 0.3986 | 0.0000 | 0.3648 | 0.0225 | 0.1109 | 0.1642 | 0.0043 | 0.0709 | 0.0000 | 0.2057 | 0.0179 | 0.0921 | | 0.5845 | 19.69 | 6380 | 2.5051 | 0.0783 | 0.1633 | 0.2434 | 0.3033 | 0.0042 | 0.3650 | 0.0000 | 0.3637 | 0.0198 | 0.0869 | 0.1772 | 0.0041 | 0.0702 | 0.0000 | 0.2042 | 0.0162 | 0.0760 | | 1.0703 | 19.75 | 6400 | 2.3669 | 0.0791 | 0.1629 | 0.2435 | 0.3159 | 0.0040 | 0.3511 | 0.0000 | 0.3473 | 0.0198 | 0.1022 | 0.1811 | 0.0039 | 0.0703 | 0.0000 | 0.1954 | 0.0165 | 0.0865 | | 1.1591 | 19.81 | 6420 | 2.3897 | 0.0785 | 0.1629 | 0.2338 | 0.3242 | 0.0039 | 0.3737 | 0.0000 | 0.2947 | 0.0256 | 0.1186 | 0.1837 | 0.0038 | 0.0682 | 0.0000 | 0.1788 | 0.0205 | 0.0948 | | 0.8803 | 19.88 | 6440 | 2.6040 | 0.0755 | 0.1565 | 0.2323 | 0.3548 | 0.0057 | 0.3391 | 0.0000 | 0.2846 | 0.0413 | 0.0701 | 0.1938 | 0.0056 | 0.0653 | 0.0000 | 0.1722 | 0.0292 | 0.0624 | | 0.9702 | 19.94 | 6460 | 2.4572 | 0.0797 | 0.1613 | 0.2471 | 0.2864 | 0.0047 | 0.3209 | 0.0000 | 0.3953 | 0.0331 | 0.0887 | 0.1707 | 0.0046 | 0.0670 | 0.0000 | 0.2142 | 0.0256 | 0.0760 | | 0.8273 | 20.0 | 6480 | 2.3427 | 0.0809 | 0.1617 | 0.2397 | 0.3174 | 0.0036 | 0.3221 | 0.0 | 0.3196 | 0.0352 | 0.1339 | 0.1801 | 0.0036 | 0.0663 | 0.0 | 0.1891 | 0.0266 | 0.1010 | | 0.8574 | 20.06 | 6500 | 2.4140 | 0.0787 | 0.1609 | 0.2377 | 0.3287 | 0.0045 | 0.3444 | 0.0 | 0.3121 | 0.0267 | 0.1096 | 0.1840 | 0.0044 | 0.0666 | 0.0 | 0.1869 | 0.0213 | 0.0875 | | 0.8241 | 20.12 | 6520 | 2.3450 | 0.0817 | 0.1643 | 0.2457 | 0.2562 | 0.0051 | 0.3310 | 0.0000 | 0.4022 | 0.0331 | 0.1224 | 0.1581 | 0.0050 | 0.0676 | 0.0000 | 0.2197 | 0.0251 | 0.0968 | | 0.8121 | 20.19 | 6540 | 2.3715 | 0.0811 | 0.1643 | 0.2482 | 0.2901 | 0.0020 | 0.3353 | 0.0000 | 0.3852 | 0.0307 | 0.1066 | 0.1722 | 0.0020 | 0.0685 | 0.0000 | 0.2129 | 0.0246 | 0.0877 | | 1.1875 | 20.25 | 6560 | 2.4817 | 0.0777 | 0.1661 | 0.2215 | 0.2429 | 0.0041 | 0.4347 | 0.0000 | 0.3168 | 0.0493 | 0.1152 | 0.1542 | 0.0041 | 0.0696 | 0.0000 | 0.1889 | 0.0353 | 0.0917 | | 0.9254 | 20.31 | 6580 | 2.2392 | 0.0803 | 0.1598 | 0.2516 | 0.3803 | 0.0053 | 0.2878 | 0.0001 | 0.3269 | 0.0345 | 0.0838 | 0.2014 | 0.0052 | 0.0666 | 0.0001 | 0.1885 | 0.0273 | 0.0730 | | 0.5891 | 20.37 | 6600 | 2.4322 | 0.0800 | 0.1644 | 0.2539 | 0.2166 | 0.0035 | 0.3216 | 0.0000 | 0.4825 | 0.0314 | 0.0951 | 0.1420 | 0.0035 | 0.0700 | 0.0000 | 0.2377 | 0.0258 | 0.0809 | | 0.9974 | 20.43 | 6620 | 2.3499 | 0.0837 | 0.1636 | 0.2603 | 0.2265 | 0.0066 | 0.2620 | 0.0001 | 0.4926 | 0.0491 | 0.1083 | 0.1463 | 0.0064 | 0.0669 | 0.0001 | 0.2414 | 0.0343 | 0.0905 | | 0.5611 | 20.49 | 6640 | 2.2681 | 0.0845 | 0.1611 | 0.2621 | 0.3024 | 0.0056 | 0.2340 | 0.0001 | 0.4288 | 0.0390 | 0.1175 | 0.1756 | 0.0055 | 0.0636 | 0.0001 | 0.2229 | 0.0297 | 0.0945 | | 1.2464 | 20.56 | 6660 | 2.2587 | 0.0811 | 0.1526 | 0.2620 | 0.3964 | 0.0037 | 0.1747 | 0.0002 | 0.3612 | 0.0435 | 0.0887 | 0.2037 | 0.0036 | 0.0555 | 0.0002 | 0.1983 | 0.0321 | 0.0745 | | 1.27 | 20.62 | 6680 | 2.3035 | 0.0836 | 0.1591 | 0.2594 | 0.3023 | 0.0037 | 0.2258 | 0.0001 | 0.4211 | 0.0444 | 0.1162 | 0.1756 | 0.0036 | 0.0615 | 0.0001 | 0.2215 | 0.0323 | 0.0908 | | 0.9717 | 20.68 | 6700 | 2.4035 | 0.0799 | 0.1580 | 0.2557 | 0.2473 | 0.0033 | 0.2548 | 0.0000 | 0.4731 | 0.0456 | 0.0819 | 0.1529 | 0.0033 | 0.0649 | 0.0000 | 0.2349 | 0.0329 | 0.0701 | | 0.9459 | 20.74 | 6720 | 2.3528 | 0.0803 | 0.1627 | 0.2386 | 0.2791 | 0.0025 | 0.3423 | 0.0001 | 0.3577 | 0.0497 | 0.1074 | 0.1673 | 0.0025 | 0.0673 | 0.0001 | 0.2052 | 0.0348 | 0.0852 | | 1.1279 | 20.8 | 6740 | 2.3192 | 0.0818 | 0.1604 | 0.2532 | 0.2314 | 0.0036 | 0.2635 | 0.0001 | 0.4654 | 0.0535 | 0.1054 | 0.1473 | 0.0035 | 0.0642 | 0.0001 | 0.2344 | 0.0365 | 0.0864 | | 0.9677 | 20.86 | 6760 | 2.4160 | 0.0795 | 0.1635 | 0.2368 | 0.2306 | 0.0033 | 0.3599 | 0.0001 | 0.3943 | 0.0408 | 0.1156 | 0.1485 | 0.0033 | 0.0673 | 0.0001 | 0.2134 | 0.0304 | 0.0931 | | 0.8363 | 20.93 | 6780 | 2.5375 | 0.0731 | 0.1656 | 0.2143 | 0.2092 | 0.0036 | 0.4884 | 0.0000 | 0.3338 | 0.0379 | 0.0861 | 0.1405 | 0.0036 | 0.0707 | 0.0000 | 0.1952 | 0.0281 | 0.0733 | | 0.8436 | 20.99 | 6800 | 2.4890 | 0.0756 | 0.1620 | 0.2274 | 0.2331 | 0.0045 | 0.4037 | 0.0000 | 0.3696 | 0.0425 | 0.0806 | 0.1504 | 0.0045 | 0.0683 | 0.0000 | 0.2058 | 0.0305 | 0.0696 | | 0.9412 | 21.05 | 6820 | 2.3362 | 0.0771 | 0.1595 | 0.2488 | 0.2633 | 0.0030 | 0.3181 | 0.0000 | 0.4365 | 0.0318 | 0.0636 | 0.1623 | 0.0030 | 0.0666 | 0.0000 | 0.2249 | 0.0255 | 0.0573 | | 0.8471 | 21.11 | 6840 | 2.2032 | 0.0801 | 0.1557 | 0.2543 | 0.3489 | 0.0048 | 0.2401 | 0.0001 | 0.3763 | 0.0445 | 0.0748 | 0.1911 | 0.0047 | 0.0621 | 0.0001 | 0.2054 | 0.0316 | 0.0655 | | 0.6286 | 21.17 | 6860 | 2.4521 | 0.0759 | 0.1602 | 0.2437 | 0.2713 | 0.0035 | 0.3499 | 0.0000 | 0.4096 | 0.0281 | 0.0591 | 0.1652 | 0.0035 | 0.0680 | 0.0000 | 0.2182 | 0.0231 | 0.0535 | | 0.6712 | 21.23 | 6880 | 2.2615 | 0.0786 | 0.1561 | 0.2650 | 0.2877 | 0.0035 | 0.2293 | 0.0001 | 0.4849 | 0.0297 | 0.0574 | 0.1679 | 0.0034 | 0.0627 | 0.0001 | 0.2392 | 0.0243 | 0.0522 | | 0.445 | 21.3 | 6900 | 2.3019 | 0.0814 | 0.1609 | 0.2624 | 0.2667 | 0.0030 | 0.2603 | 0.0001 | 0.4753 | 0.0309 | 0.0901 | 0.1616 | 0.0030 | 0.0656 | 0.0001 | 0.2404 | 0.0246 | 0.0749 | | 1.1699 | 21.36 | 6920 | 2.3521 | 0.0837 | 0.1675 | 0.2516 | 0.2422 | 0.0075 | 0.3306 | 0.0001 | 0.4330 | 0.0360 | 0.1230 | 0.1535 | 0.0073 | 0.0681 | 0.0001 | 0.2341 | 0.0275 | 0.0951 | | 0.8416 | 21.42 | 6940 | 2.4109 | 0.0795 | 0.1646 | 0.2378 | 0.2613 | 0.0035 | 0.3739 | 0.0001 | 0.3715 | 0.0365 | 0.1052 | 0.1613 | 0.0035 | 0.0682 | 0.0001 | 0.2118 | 0.0278 | 0.0839 | | 1.044 | 21.48 | 6960 | 2.4935 | 0.0783 | 0.1645 | 0.2322 | 0.2522 | 0.0039 | 0.3954 | 0.0001 | 0.3555 | 0.0303 | 0.1145 | 0.1580 | 0.0038 | 0.0675 | 0.0001 | 0.2048 | 0.0245 | 0.0896 | | 1.1534 | 21.54 | 6980 | 2.3821 | 0.0810 | 0.1582 | 0.2561 | 0.2738 | 0.0037 | 0.2486 | 0.0000 | 0.4465 | 0.0470 | 0.0880 | 0.1639 | 0.0037 | 0.0632 | 0.0000 | 0.2283 | 0.0345 | 0.0737 | | 1.2859 | 21.6 | 7000 | 2.4221 | 0.0776 | 0.1604 | 0.2407 | 0.2687 | 0.0041 | 0.3418 | 0.0002 | 0.3929 | 0.0409 | 0.0743 | 0.1633 | 0.0040 | 0.0681 | 0.0002 | 0.2132 | 0.0304 | 0.0640 | | 1.0552 | 21.67 | 7020 | 2.3654 | 0.0774 | 0.1584 | 0.2364 | 0.3246 | 0.0041 | 0.3299 | 0.0001 | 0.3235 | 0.0515 | 0.0752 | 0.1818 | 0.0041 | 0.0677 | 0.0001 | 0.1873 | 0.0367 | 0.0644 | | 0.7003 | 21.73 | 7040 | 2.3339 | 0.0808 | 0.1590 | 0.2483 | 0.2750 | 0.0054 | 0.2734 | 0.0001 | 0.4127 | 0.0627 | 0.0840 | 0.1644 | 0.0053 | 0.0650 | 0.0001 | 0.2191 | 0.0418 | 0.0702 | | 1.388 | 21.79 | 7060 | 2.4421 | 0.0802 | 0.1568 | 0.2559 | 0.3103 | 0.0036 | 0.2482 | 0.0001 | 0.4143 | 0.0308 | 0.0901 | 0.1767 | 0.0035 | 0.0629 | 0.0001 | 0.2194 | 0.0242 | 0.0743 | | 1.0594 | 21.85 | 7080 | 2.3785 | 0.0820 | 0.1610 | 0.2504 | 0.2572 | 0.0046 | 0.2804 | 0.0001 | 0.4266 | 0.0447 | 0.1135 | 0.1578 | 0.0045 | 0.0646 | 0.0001 | 0.2264 | 0.0321 | 0.0887 | | 1.6093 | 21.91 | 7100 | 2.3048 | 0.0828 | 0.1572 | 0.2707 | 0.2401 | 0.0045 | 0.1730 | 0.0001 | 0.5349 | 0.0524 | 0.0955 | 0.1496 | 0.0044 | 0.0571 | 0.0001 | 0.2541 | 0.0359 | 0.0787 | | 0.5438 | 21.98 | 7120 | 2.3355 | 0.0792 | 0.1551 | 0.2698 | 0.2313 | 0.0032 | 0.1862 | 0.0000 | 0.5546 | 0.0455 | 0.0650 | 0.1458 | 0.0031 | 0.0585 | 0.0000 | 0.2575 | 0.0328 | 0.0570 | | 0.863 | 22.04 | 7140 | 2.4071 | 0.0793 | 0.1612 | 0.2594 | 0.1952 | 0.0030 | 0.2741 | 0.0001 | 0.5321 | 0.0376 | 0.0861 | 0.1311 | 0.0029 | 0.0664 | 0.0001 | 0.2534 | 0.0282 | 0.0729 | | 0.7443 | 22.1 | 7160 | 2.3310 | 0.0796 | 0.1580 | 0.2397 | 0.3625 | 0.0046 | 0.2911 | 0.0001 | 0.2931 | 0.0627 | 0.0922 | 0.1932 | 0.0045 | 0.0671 | 0.0001 | 0.1738 | 0.0423 | 0.0762 | | 0.8089 | 22.16 | 7180 | 2.3174 | 0.0832 | 0.1635 | 0.2497 | 0.2480 | 0.0042 | 0.2879 | 0.0001 | 0.4274 | 0.0690 | 0.1081 | 0.1548 | 0.0041 | 0.0686 | 0.0001 | 0.2220 | 0.0458 | 0.0871 | | 1.7924 | 22.22 | 7200 | 2.3617 | 0.0813 | 0.1659 | 0.2343 | 0.2796 | 0.0033 | 0.3664 | 0.0001 | 0.3280 | 0.0594 | 0.1243 | 0.1685 | 0.0033 | 0.0712 | 0.0001 | 0.1906 | 0.0416 | 0.0935 | | 0.9522 | 22.28 | 7220 | 2.5610 | 0.0746 | 0.1637 | 0.2146 | 0.2364 | 0.0021 | 0.4509 | 0.0000 | 0.3053 | 0.0532 | 0.0983 | 0.1509 | 0.0021 | 0.0703 | 0.0000 | 0.1819 | 0.0378 | 0.0789 | | 1.1081 | 22.35 | 7240 | 2.3452 | 0.0811 | 0.1613 | 0.2606 | 0.2161 | 0.0016 | 0.2595 | 0.0001 | 0.5102 | 0.0371 | 0.1044 | 0.1412 | 0.0016 | 0.0663 | 0.0001 | 0.2443 | 0.0288 | 0.0851 | | 1.5155 | 22.41 | 7260 | 2.5088 | 0.0780 | 0.1651 | 0.2349 | 0.2325 | 0.0050 | 0.3946 | 0.0002 | 0.3878 | 0.0318 | 0.1039 | 0.1491 | 0.0049 | 0.0715 | 0.0002 | 0.2109 | 0.0252 | 0.0843 | | 0.7846 | 22.47 | 7280 | 2.4703 | 0.0770 | 0.1668 | 0.2357 | 0.1928 | 0.0027 | 0.4139 | 0.0001 | 0.4281 | 0.0306 | 0.0998 | 0.1320 | 0.0027 | 0.0717 | 0.0001 | 0.2249 | 0.0245 | 0.0829 | | 0.5929 | 22.53 | 7300 | 2.5573 | 0.0767 | 0.1658 | 0.2273 | 0.2338 | 0.0028 | 0.4308 | 0.0000 | 0.3540 | 0.0299 | 0.1095 | 0.1499 | 0.0028 | 0.0711 | 0.0000 | 0.2004 | 0.0242 | 0.0886 | | 1.4397 | 22.59 | 7320 | 2.4636 | 0.0791 | 0.1616 | 0.2419 | 0.2900 | 0.0044 | 0.3376 | 0.0001 | 0.3686 | 0.0358 | 0.0945 | 0.1703 | 0.0043 | 0.0699 | 0.0001 | 0.2036 | 0.0275 | 0.0782 | | 1.848 | 22.65 | 7340 | 2.4527 | 0.0831 | 0.1654 | 0.2567 | 0.2374 | 0.0028 | 0.2987 | 0.0001 | 0.4622 | 0.0379 | 0.1190 | 0.1509 | 0.0028 | 0.0695 | 0.0001 | 0.2352 | 0.0289 | 0.0945 | | 1.0822 | 22.72 | 7360 | 2.5073 | 0.0740 | 0.1615 | 0.2350 | 0.2280 | 0.0011 | 0.3958 | 0.0000 | 0.4132 | 0.0288 | 0.0634 | 0.1469 | 0.0011 | 0.0696 | 0.0000 | 0.2212 | 0.0232 | 0.0556 | | 0.687 | 22.78 | 7380 | 2.4553 | 0.0771 | 0.1635 | 0.2313 | 0.2409 | 0.0031 | 0.3970 | 0.0000 | 0.3702 | 0.0367 | 0.0967 | 0.1518 | 0.0031 | 0.0695 | 0.0000 | 0.2079 | 0.0284 | 0.0789 | | 0.8293 | 22.84 | 7400 | 2.4097 | 0.0757 | 0.1616 | 0.2254 | 0.2992 | 0.0025 | 0.4023 | 0.0000 | 0.2918 | 0.0315 | 0.1041 | 0.1742 | 0.0025 | 0.0694 | 0.0000 | 0.1763 | 0.0252 | 0.0825 | | 0.571 | 22.9 | 7420 | 2.2914 | 0.0812 | 0.1623 | 0.2523 | 0.2766 | 0.0025 | 0.3010 | 0.0001 | 0.4174 | 0.0320 | 0.1066 | 0.1654 | 0.0025 | 0.0687 | 0.0001 | 0.2211 | 0.0257 | 0.0849 | | 1.1567 | 22.96 | 7440 | 2.4013 | 0.0773 | 0.1605 | 0.2338 | 0.3283 | 0.0038 | 0.3591 | 0.0000 | 0.3006 | 0.0316 | 0.0997 | 0.1833 | 0.0038 | 0.0695 | 0.0000 | 0.1789 | 0.0250 | 0.0803 | | 0.8851 | 23.02 | 7460 | 2.3829 | 0.0782 | 0.1628 | 0.2450 | 0.2430 | 0.0034 | 0.3485 | 0.0001 | 0.4287 | 0.0326 | 0.0832 | 0.1529 | 0.0033 | 0.0702 | 0.0001 | 0.2242 | 0.0258 | 0.0706 | | 0.5487 | 23.09 | 7480 | 2.4106 | 0.0797 | 0.1631 | 0.2443 | 0.2418 | 0.0038 | 0.3376 | 0.0001 | 0.4197 | 0.0378 | 0.1005 | 0.1522 | 0.0038 | 0.0693 | 0.0001 | 0.2212 | 0.0288 | 0.0825 | | 1.1813 | 23.15 | 7500 | 2.5394 | 0.0785 | 0.1621 | 0.2446 | 0.2286 | 0.0047 | 0.3378 | 0.0001 | 0.4395 | 0.0345 | 0.0897 | 0.1466 | 0.0046 | 0.0682 | 0.0001 | 0.2276 | 0.0269 | 0.0753 | | 1.0396 | 23.21 | 7520 | 2.3430 | 0.0796 | 0.1614 | 0.2530 | 0.2422 | 0.0031 | 0.3010 | 0.0001 | 0.4603 | 0.0301 | 0.0929 | 0.1524 | 0.0031 | 0.0673 | 0.0001 | 0.2326 | 0.0243 | 0.0775 | | 0.3841 | 23.27 | 7540 | 2.3608 | 0.0805 | 0.1623 | 0.2514 | 0.2231 | 0.0051 | 0.3020 | 0.0001 | 0.4670 | 0.0389 | 0.0996 | 0.1441 | 0.0050 | 0.0674 | 0.0001 | 0.2355 | 0.0292 | 0.0821 | | 1.8933 | 23.33 | 7560 | 2.3112 | 0.0817 | 0.1591 | 0.2536 | 0.3119 | 0.0051 | 0.2606 | 0.0001 | 0.3924 | 0.0327 | 0.1108 | 0.1775 | 0.0050 | 0.0657 | 0.0001 | 0.2101 | 0.0258 | 0.0878 | | 0.7706 | 23.4 | 7580 | 2.3470 | 0.0809 | 0.1625 | 0.2459 | 0.2677 | 0.0055 | 0.3186 | 0.0001 | 0.3988 | 0.0356 | 0.1110 | 0.1619 | 0.0054 | 0.0685 | 0.0001 | 0.2146 | 0.0274 | 0.0887 | | 1.2465 | 23.46 | 7600 | 2.4428 | 0.0780 | 0.1645 | 0.2396 | 0.2204 | 0.0056 | 0.3785 | 0.0000 | 0.4208 | 0.0247 | 0.1016 | 0.1431 | 0.0055 | 0.0696 | 0.0000 | 0.2233 | 0.0206 | 0.0837 | | 0.9408 | 23.52 | 7620 | 2.3538 | 0.0810 | 0.1603 | 0.2656 | 0.2889 | 0.0044 | 0.2527 | 0.0000 | 0.4732 | 0.0282 | 0.0747 | 0.1721 | 0.0043 | 0.0659 | 0.0000 | 0.2357 | 0.0232 | 0.0657 | | 1.4071 | 23.58 | 7640 | 2.4185 | 0.0814 | 0.1600 | 0.2725 | 0.2510 | 0.0046 | 0.2209 | 0.0001 | 0.5343 | 0.0253 | 0.0838 | 0.1564 | 0.0045 | 0.0634 | 0.0000 | 0.2522 | 0.0215 | 0.0716 | | 0.8328 | 23.64 | 7660 | 2.3348 | 0.0806 | 0.1629 | 0.2509 | 0.2595 | 0.0043 | 0.3158 | 0.0001 | 0.4302 | 0.0316 | 0.0990 | 0.1591 | 0.0042 | 0.0687 | 0.0001 | 0.2262 | 0.0251 | 0.0810 | | 0.9395 | 23.7 | 7680 | 2.4118 | 0.0782 | 0.1640 | 0.2339 | 0.2192 | 0.0070 | 0.3834 | 0.0000 | 0.3979 | 0.0371 | 0.1036 | 0.1422 | 0.0068 | 0.0689 | 0.0000 | 0.2179 | 0.0279 | 0.0837 | | 0.7723 | 23.77 | 7700 | 2.4101 | 0.0792 | 0.1616 | 0.2481 | 0.2848 | 0.0052 | 0.3252 | 0.0001 | 0.4046 | 0.0346 | 0.0764 | 0.1704 | 0.0051 | 0.0682 | 0.0001 | 0.2170 | 0.0266 | 0.0670 | | 0.7539 | 23.83 | 7720 | 2.4387 | 0.0794 | 0.1628 | 0.2509 | 0.2480 | 0.0063 | 0.3256 | 0.0001 | 0.4487 | 0.0326 | 0.0783 | 0.1559 | 0.0062 | 0.0683 | 0.0001 | 0.2322 | 0.0255 | 0.0678 | | 1.0976 | 23.89 | 7740 | 2.3149 | 0.0809 | 0.1625 | 0.2464 | 0.2981 | 0.0053 | 0.3227 | 0.0002 | 0.3734 | 0.0319 | 0.1063 | 0.1736 | 0.0052 | 0.0684 | 0.0002 | 0.2081 | 0.0252 | 0.0854 | | 0.7667 | 23.95 | 7760 | 2.3170 | 0.0814 | 0.1629 | 0.2469 | 0.3160 | 0.0040 | 0.3175 | 0.0002 | 0.3522 | 0.0276 | 0.1228 | 0.1797 | 0.0039 | 0.0682 | 0.0002 | 0.2005 | 0.0226 | 0.0948 | | 1.492 | 24.01 | 7780 | 2.4927 | 0.0762 | 0.1623 | 0.2277 | 0.3055 | 0.0048 | 0.4023 | 0.0001 | 0.2959 | 0.0274 | 0.0998 | 0.1767 | 0.0047 | 0.0691 | 0.0001 | 0.1790 | 0.0224 | 0.0813 | | 1.2367 | 24.07 | 7800 | 2.5808 | 0.0753 | 0.1620 | 0.2313 | 0.2522 | 0.0035 | 0.4020 | 0.0000 | 0.3696 | 0.0307 | 0.0761 | 0.1572 | 0.0035 | 0.0690 | 0.0000 | 0.2066 | 0.0245 | 0.0661 | | 0.9717 | 24.14 | 7820 | 2.4742 | 0.0757 | 0.1611 | 0.2284 | 0.2709 | 0.0045 | 0.3944 | 0.0001 | 0.3366 | 0.0301 | 0.0912 | 0.1627 | 0.0044 | 0.0689 | 0.0001 | 0.1938 | 0.0241 | 0.0761 | | 1.3177 | 24.2 | 7840 | 2.3316 | 0.0794 | 0.1601 | 0.2346 | 0.3067 | 0.0068 | 0.3318 | 0.0001 | 0.3188 | 0.0444 | 0.1121 | 0.1747 | 0.0066 | 0.0677 | 0.0001 | 0.1865 | 0.0322 | 0.0877 | | 1.2366 | 24.26 | 7860 | 2.5137 | 0.0771 | 0.1627 | 0.2276 | 0.2532 | 0.0048 | 0.3965 | 0.0001 | 0.3403 | 0.0332 | 0.1111 | 0.1559 | 0.0047 | 0.0689 | 0.0001 | 0.1965 | 0.0258 | 0.0878 | | 1.1344 | 24.32 | 7880 | 2.3716 | 0.0797 | 0.1607 | 0.2443 | 0.2820 | 0.0048 | 0.3175 | 0.0001 | 0.3842 | 0.0309 | 0.1055 | 0.1661 | 0.0047 | 0.0678 | 0.0001 | 0.2101 | 0.0247 | 0.0842 | | 1.107 | 24.38 | 7900 | 2.4396 | 0.0784 | 0.1622 | 0.2317 | 0.2465 | 0.0051 | 0.3687 | 0.0001 | 0.3632 | 0.0417 | 0.1102 | 0.1526 | 0.0050 | 0.0687 | 0.0001 | 0.2046 | 0.0303 | 0.0873 | | 0.352 | 24.44 | 7920 | 2.3200 | 0.0829 | 0.1674 | 0.2473 | 0.2321 | 0.0036 | 0.3405 | 0.0001 | 0.4194 | 0.0329 | 0.1431 | 0.1486 | 0.0036 | 0.0689 | 0.0001 | 0.2256 | 0.0258 | 0.1075 | | 0.9983 | 24.51 | 7940 | 2.4014 | 0.0827 | 0.1673 | 0.2430 | 0.2345 | 0.0039 | 0.3500 | 0.0001 | 0.3985 | 0.0375 | 0.1465 | 0.1494 | 0.0038 | 0.0690 | 0.0001 | 0.2188 | 0.0284 | 0.1095 | | 1.0979 | 24.57 | 7960 | 2.4667 | 0.0790 | 0.1657 | 0.2423 | 0.2035 | 0.0035 | 0.3710 | 0.0000 | 0.4416 | 0.0284 | 0.1122 | 0.1356 | 0.0034 | 0.0692 | 0.0000 | 0.2322 | 0.0230 | 0.0894 | | 1.0082 | 24.63 | 7980 | 2.4573 | 0.0789 | 0.1653 | 0.2331 | 0.2383 | 0.0057 | 0.3926 | 0.0001 | 0.3685 | 0.0295 | 0.1225 | 0.1503 | 0.0055 | 0.0694 | 0.0001 | 0.2084 | 0.0236 | 0.0948 | | 0.9348 | 24.69 | 8000 | 2.4638 | 0.0810 | 0.1665 | 0.2390 | 0.2341 | 0.0061 | 0.3687 | 0.0001 | 0.3901 | 0.0339 | 0.1323 | 0.1492 | 0.0059 | 0.0695 | 0.0001 | 0.2156 | 0.0263 | 0.1007 | | 0.9404 | 24.75 | 8020 | 2.3736 | 0.0836 | 0.1675 | 0.2537 | 0.2163 | 0.0044 | 0.3167 | 0.0001 | 0.4607 | 0.0341 | 0.1400 | 0.1420 | 0.0043 | 0.0684 | 0.0001 | 0.2378 | 0.0267 | 0.1059 | | 1.0849 | 24.81 | 8040 | 2.3515 | 0.0831 | 0.1645 | 0.2508 | 0.2524 | 0.0041 | 0.3048 | 0.0001 | 0.4228 | 0.0398 | 0.1276 | 0.1561 | 0.0040 | 0.0679 | 0.0001 | 0.2258 | 0.0295 | 0.0983 | | 1.2209 | 24.88 | 8060 | 2.5629 | 0.0745 | 0.1609 | 0.2231 | 0.2793 | 0.0044 | 0.4131 | 0.0000 | 0.3064 | 0.0268 | 0.0965 | 0.1654 | 0.0043 | 0.0695 | 0.0000 | 0.1821 | 0.0219 | 0.0781 | | 1.9178 | 24.94 | 8080 | 2.3864 | 0.0810 | 0.1616 | 0.2496 | 0.2642 | 0.0075 | 0.3012 | 0.0001 | 0.4224 | 0.0372 | 0.0983 | 0.1600 | 0.0073 | 0.0675 | 0.0001 | 0.2231 | 0.0283 | 0.0808 | | 1.4054 | 25.0 | 8100 | 2.3192 | 0.0833 | 0.1642 | 0.2455 | 0.2914 | 0.0037 | 0.3099 | 0.0001 | 0.3596 | 0.0413 | 0.1431 | 0.1707 | 0.0037 | 0.0683 | 0.0001 | 0.2030 | 0.0305 | 0.1068 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

sam1120/safety-userstudy-terrain

# safety-userstudy-terrain This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/safety-userstudy-terrain dataset. It achieves the following results on the evaluation set: - Loss: 0.1525 - Mean Iou: 0.7497 - Mean Accuracy: 0.8290 - Overall Accuracy: 0.9598 - Accuracy Unlabeled: nan - Accuracy Nat: 0.9775 - Accuracy Concrete-speedway-side: 0.7907 - Accuracy Concrete-road-adj: nan - Accuracy Grass: 0.5869 - Accuracy Speedway-bricks: 0.9939 - Accuracy Steel: 0.9191 - Accuracy Steel-sidewalk: nan - Accuracy Dark-bricks: nan - Accuracy Road: nan - Accuracy Rough-red-sidewalk: 0.7060 - Accuracy Tiles-marble: nan - Accuracy Red-bricks: nan - Accuracy Rest: nan - Iou Unlabeled: nan - Iou Nat: 0.9588 - Iou Concrete-speedway-side: 0.7359 - Iou Concrete-road-adj: nan - Iou Grass: 0.4374 - Iou Speedway-bricks: 0.9581 - Iou Steel: 0.8183 - Iou Steel-sidewalk: nan - Iou Dark-bricks: nan - Iou Road: nan - Iou Rough-red-sidewalk: 0.5895 - Iou Tiles-marble: nan - Iou Red-bricks: nan - Iou Rest: nan ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 600 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Nat | Accuracy Concrete-speedway-side | Accuracy Concrete-road-adj | Accuracy Grass | Accuracy Speedway-bricks | Accuracy Steel | Accuracy Steel-sidewalk | Accuracy Dark-bricks | Accuracy Road | Accuracy Rough-red-sidewalk | Accuracy Tiles-marble | Accuracy Red-bricks | Accuracy Rest | Iou Unlabeled | Iou Nat | Iou Concrete-speedway-side | Iou Concrete-road-adj | Iou Grass | Iou Speedway-bricks | Iou Steel | Iou Steel-sidewalk | Iou Dark-bricks | Iou Road | Iou Rough-red-sidewalk | Iou Tiles-marble | Iou Red-bricks | Iou Rest | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------:|:-------------------------------:|:--------------------------:|:--------------:|:------------------------:|:--------------:|:-----------------------:|:--------------------:|:-------------:|:---------------------------:|:---------------------:|:-------------------:|:-------------:|:-------------:|:-------:|:--------------------------:|:---------------------:|:---------:|:-------------------:|:---------:|:------------------:|:---------------:|:--------:|:----------------------:|:----------------:|:--------------:|:--------:| | 1.5957 | 20.0 | 20 | 1.5208 | 0.1375 | 0.2966 | 0.7878 | nan | 0.8322 | 0.0071 | nan | 0.0 | 0.9400 | 0.0 | nan | nan | nan | 0.0 | nan | nan | nan | 0.0 | 0.8228 | 0.0065 | nan | 0.0 | 0.6828 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | | 0.3589 | 40.0 | 40 | 0.3774 | 0.3713 | 0.4249 | 0.9034 | nan | 0.9629 | 0.4427 | nan | 0.1437 | 1.0 | 0.0 | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.9404 | 0.3404 | nan | 0.1104 | 0.8367 | 0.0 | nan | nan | nan | 0.0 | nan | nan | nan | | 0.173 | 60.0 | 60 | 0.2565 | 0.5359 | 0.6159 | 0.9279 | nan | 0.9537 | 0.6675 | nan | 0.5639 | 1.0 | 0.0 | nan | nan | nan | 0.5100 | nan | nan | nan | nan | 0.9408 | 0.6352 | nan | 0.2973 | 0.8961 | 0.0 | nan | nan | nan | 0.4458 | nan | nan | nan | | 0.1134 | 80.0 | 80 | 0.1627 | 0.7202 | 0.7931 | 0.9605 | nan | 0.9793 | 0.8184 | nan | 0.4907 | 0.9946 | 0.5343 | nan | nan | nan | 0.9412 | nan | nan | nan | nan | 0.9569 | 0.7767 | nan | 0.3657 | 0.9650 | 0.4712 | nan | nan | nan | 0.7858 | nan | nan | nan | | 0.0925 | 100.0 | 100 | 0.1637 | 0.7153 | 0.7811 | 0.9572 | nan | 0.9774 | 0.7627 | nan | 0.5282 | 0.9969 | 0.5839 | nan | nan | nan | 0.8377 | nan | nan | nan | nan | 0.9558 | 0.7396 | nan | 0.3793 | 0.9531 | 0.5400 | nan | nan | nan | 0.7239 | nan | nan | nan | | 0.076 | 120.0 | 120 | 0.1484 | 0.7523 | 0.8407 | 0.9630 | nan | 0.9816 | 0.8138 | nan | 0.5185 | 0.9870 | 0.7936 | nan | nan | nan | 0.9499 | nan | nan | nan | nan | 0.9594 | 0.7565 | nan | 0.3947 | 0.9677 | 0.6144 | nan | nan | nan | 0.8212 | nan | nan | nan | | 0.0648 | 140.0 | 140 | 0.1535 | 0.7321 | 0.8246 | 0.9590 | nan | 0.9782 | 0.8272 | nan | 0.5431 | 0.9863 | 0.8023 | nan | nan | nan | 0.8104 | nan | nan | nan | nan | 0.9579 | 0.7444 | nan | 0.3992 | 0.9596 | 0.6491 | nan | nan | nan | 0.6825 | nan | nan | nan | | 0.0647 | 160.0 | 160 | 0.1474 | 0.7517 | 0.8246 | 0.9624 | nan | 0.9807 | 0.7850 | nan | 0.5292 | 0.9944 | 0.7690 | nan | nan | nan | 0.8890 | nan | nan | nan | nan | 0.9588 | 0.7219 | nan | 0.3936 | 0.9702 | 0.7060 | nan | nan | nan | 0.7595 | nan | nan | nan | | 0.0536 | 180.0 | 180 | 0.1418 | 0.7700 | 0.8598 | 0.9643 | nan | 0.9789 | 0.8163 | nan | 0.5759 | 0.9898 | 0.8609 | nan | nan | nan | 0.9368 | nan | nan | nan | nan | 0.9596 | 0.7403 | nan | 0.4216 | 0.9739 | 0.7420 | nan | nan | nan | 0.7823 | nan | nan | nan | | 0.0508 | 200.0 | 200 | 0.1347 | 0.7785 | 0.8678 | 0.9662 | nan | 0.9823 | 0.8078 | nan | 0.5830 | 0.9883 | 0.9038 | nan | nan | nan | 0.9418 | nan | nan | nan | nan | 0.9617 | 0.7412 | nan | 0.4265 | 0.9782 | 0.7556 | nan | nan | nan | 0.8078 | nan | nan | nan | | 0.0452 | 220.0 | 220 | 0.1432 | 0.7452 | 0.8243 | 0.9604 | nan | 0.9796 | 0.7841 | nan | 0.5748 | 0.9934 | 0.8825 | nan | nan | nan | 0.7316 | nan | nan | nan | nan | 0.9598 | 0.7316 | nan | 0.4273 | 0.9609 | 0.7776 | nan | nan | nan | 0.6138 | nan | nan | nan | | 0.0417 | 240.0 | 240 | 0.1411 | 0.7700 | 0.8509 | 0.9640 | nan | 0.9802 | 0.7948 | nan | 0.5421 | 0.9924 | 0.8778 | nan | nan | nan | 0.9184 | nan | nan | nan | nan | 0.9585 | 0.7368 | nan | 0.4060 | 0.9741 | 0.7841 | nan | nan | nan | 0.7608 | nan | nan | nan | | 0.0417 | 260.0 | 260 | 0.1407 | 0.7503 | 0.8214 | 0.9616 | nan | 0.9802 | 0.7821 | nan | 0.5683 | 0.9955 | 0.8162 | nan | nan | nan | 0.7863 | nan | nan | nan | nan | 0.9603 | 0.7259 | nan | 0.4290 | 0.9638 | 0.7651 | nan | nan | nan | 0.6580 | nan | nan | nan | | 0.0421 | 280.0 | 280 | 0.1364 | 0.7752 | 0.8573 | 0.9651 | nan | 0.9819 | 0.7966 | nan | 0.5474 | 0.9910 | 0.9081 | nan | nan | nan | 0.9184 | nan | nan | nan | nan | 0.9603 | 0.7338 | nan | 0.4165 | 0.9746 | 0.7868 | nan | nan | nan | 0.7789 | nan | nan | nan | | 0.0369 | 300.0 | 300 | 0.1501 | 0.7470 | 0.8209 | 0.9597 | nan | 0.9779 | 0.7465 | nan | 0.5877 | 0.9962 | 0.8372 | nan | nan | nan | 0.7798 | nan | nan | nan | nan | 0.9589 | 0.7027 | nan | 0.4253 | 0.9597 | 0.7791 | nan | nan | nan | 0.6561 | nan | nan | nan | | 0.0369 | 320.0 | 320 | 0.1567 | 0.7385 | 0.8162 | 0.9579 | nan | 0.9758 | 0.7764 | nan | 0.5807 | 0.9951 | 0.8532 | nan | nan | nan | 0.7157 | nan | nan | nan | nan | 0.9570 | 0.7215 | nan | 0.4166 | 0.9569 | 0.7860 | nan | nan | nan | 0.5929 | nan | nan | nan | | 0.0347 | 340.0 | 340 | 0.1488 | 0.7457 | 0.8281 | 0.9592 | nan | 0.9770 | 0.7997 | nan | 0.5802 | 0.9928 | 0.9101 | nan | nan | nan | 0.7084 | nan | nan | nan | nan | 0.9581 | 0.7343 | nan | 0.4315 | 0.9585 | 0.8086 | nan | nan | nan | 0.5831 | nan | nan | nan | | 0.0341 | 360.0 | 360 | 0.1537 | 0.7373 | 0.8085 | 0.9583 | nan | 0.9783 | 0.7636 | nan | 0.5854 | 0.9957 | 0.8529 | nan | nan | nan | 0.6752 | nan | nan | nan | nan | 0.9590 | 0.7182 | nan | 0.4334 | 0.9540 | 0.7937 | nan | nan | nan | 0.5656 | nan | nan | nan | | 0.0319 | 380.0 | 380 | 0.1511 | 0.7452 | 0.8221 | 0.9591 | nan | 0.9769 | 0.7932 | nan | 0.5953 | 0.9944 | 0.8795 | nan | nan | nan | 0.6932 | nan | nan | nan | nan | 0.9585 | 0.7336 | nan | 0.4352 | 0.9571 | 0.8033 | nan | nan | nan | 0.5835 | nan | nan | nan | | 0.0331 | 400.0 | 400 | 0.1568 | 0.7412 | 0.8149 | 0.9583 | nan | 0.9766 | 0.8053 | nan | 0.5676 | 0.9948 | 0.8808 | nan | nan | nan | 0.6640 | nan | nan | nan | nan | 0.9573 | 0.7441 | nan | 0.4273 | 0.9548 | 0.8097 | nan | nan | nan | 0.5539 | nan | nan | nan | | 0.0322 | 420.0 | 420 | 0.1548 | 0.7425 | 0.8170 | 0.9587 | nan | 0.9767 | 0.7880 | nan | 0.5846 | 0.9955 | 0.8665 | nan | nan | nan | 0.6909 | nan | nan | nan | nan | 0.9581 | 0.7343 | nan | 0.4322 | 0.9562 | 0.8036 | nan | nan | nan | 0.5704 | nan | nan | nan | | 0.0313 | 440.0 | 440 | 0.1581 | 0.7417 | 0.8156 | 0.9585 | nan | 0.9767 | 0.7942 | nan | 0.5856 | 0.9953 | 0.8762 | nan | nan | nan | 0.6658 | nan | nan | nan | nan | 0.9582 | 0.7368 | nan | 0.4293 | 0.9555 | 0.8126 | nan | nan | nan | 0.5577 | nan | nan | nan | | 0.0303 | 460.0 | 460 | 0.1636 | 0.7328 | 0.8028 | 0.9570 | nan | 0.9767 | 0.7584 | nan | 0.5827 | 0.9970 | 0.8429 | nan | nan | nan | 0.6591 | nan | nan | nan | nan | 0.9579 | 0.7142 | nan | 0.4316 | 0.9508 | 0.7937 | nan | nan | nan | 0.5483 | nan | nan | nan | | 0.0321 | 480.0 | 480 | 0.1490 | 0.7500 | 0.8311 | 0.9599 | nan | 0.9770 | 0.7959 | nan | 0.5885 | 0.9938 | 0.9151 | nan | nan | nan | 0.7164 | nan | nan | nan | nan | 0.9586 | 0.7349 | nan | 0.4380 | 0.9591 | 0.8157 | nan | nan | nan | 0.5936 | nan | nan | nan | | 0.0304 | 500.0 | 500 | 0.1544 | 0.7471 | 0.8289 | 0.9593 | nan | 0.9771 | 0.8144 | nan | 0.5791 | 0.9922 | 0.9268 | nan | nan | nan | 0.6838 | nan | nan | nan | nan | 0.9582 | 0.7459 | nan | 0.4353 | 0.9571 | 0.8157 | nan | nan | nan | 0.5704 | nan | nan | nan | | 0.0303 | 520.0 | 520 | 0.1602 | 0.7419 | 0.8179 | 0.9585 | nan | 0.9771 | 0.7963 | nan | 0.5769 | 0.9945 | 0.9095 | nan | nan | nan | 0.6530 | nan | nan | nan | nan | 0.9580 | 0.7401 | nan | 0.4343 | 0.9542 | 0.8177 | nan | nan | nan | 0.5472 | nan | nan | nan | | 0.0301 | 540.0 | 540 | 0.1528 | 0.7481 | 0.8285 | 0.9596 | nan | 0.9771 | 0.8037 | nan | 0.5885 | 0.9934 | 0.9191 | nan | nan | nan | 0.6891 | nan | nan | nan | nan | 0.9585 | 0.7442 | nan | 0.4394 | 0.9577 | 0.8171 | nan | nan | nan | 0.5715 | nan | nan | nan | | 0.0305 | 560.0 | 560 | 0.1500 | 0.7524 | 0.8292 | 0.9604 | nan | 0.9781 | 0.8007 | nan | 0.5822 | 0.9941 | 0.9108 | nan | nan | nan | 0.7092 | nan | nan | nan | nan | 0.9591 | 0.7418 | nan | 0.4380 | 0.9590 | 0.8219 | nan | nan | nan | 0.5945 | nan | nan | nan | | 0.0301 | 580.0 | 580 | 0.1522 | 0.7506 | 0.8295 | 0.9599 | nan | 0.9774 | 0.7963 | nan | 0.5853 | 0.9940 | 0.9188 | nan | nan | nan | 0.7053 | nan | nan | nan | nan | 0.9588 | 0.7395 | nan | 0.4387 | 0.9581 | 0.8209 | nan | nan | nan | 0.5873 | nan | nan | nan | | 0.0279 | 600.0 | 600 | 0.1525 | 0.7497 | 0.8290 | 0.9598 | nan | 0.9775 | 0.7907 | nan | 0.5869 | 0.9939 | 0.9191 | nan | nan | nan | 0.7060 | nan | nan | nan | nan | 0.9588 | 0.7359 | nan | 0.4374 | 0.9581 | 0.8183 | nan | nan | nan | 0.5895 | nan | nan | nan | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "nat", "concrete-speedway-side", "concrete-road-adj", "grass", "speedway-bricks", "steel", "steel-sidewalk", "dark-bricks", "road", "rough-red-sidewalk", "tiles-marble", "red-bricks", "rest" ]

peldrak/segformer-b1-cityscapes-512-512-finetuned-coastTrain

# segformer-b1-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b1-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5086 - Mean Iou: 0.6771 - Mean Accuracy: 0.7899 - Overall Accuracy: 0.8692 - Accuracy Water: 0.9396 - Accuracy Whitewater: 0.7192 - Accuracy Sediment: 0.8602 - Accuracy Other Natural Terrain: 0.4893 - Accuracy Vegetation: 0.8863 - Accuracy Development: 0.8891 - Accuracy Unknown: 0.7453 - Iou Water: 0.8743 - Iou Whitewater: 0.6111 - Iou Sediment: 0.7312 - Iou Other Natural Terrain: 0.3814 - Iou Vegetation: 0.7853 - Iou Development: 0.6664 - Iou Unknown: 0.6897 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7833 | 0.05 | 20 | 1.7879 | 0.1419 | 0.3283 | 0.3147 | 0.2403 | 0.0035 | 0.6402 | 0.0150 | 0.1397 | 0.6060 | 0.6537 | 0.2314 | 0.0032 | 0.1836 | 0.0069 | 0.1270 | 0.2117 | 0.2297 | | 1.7838 | 0.11 | 40 | 1.4716 | 0.2776 | 0.4365 | 0.5639 | 0.6459 | 0.0188 | 0.6544 | 0.0124 | 0.5326 | 0.6361 | 0.5554 | 0.5485 | 0.0170 | 0.2836 | 0.0101 | 0.3969 | 0.3399 | 0.3473 | | 1.3207 | 0.16 | 60 | 1.3530 | 0.2778 | 0.4193 | 0.6006 | 0.7190 | 0.0227 | 0.6142 | 0.0037 | 0.7399 | 0.6753 | 0.1603 | 0.5667 | 0.0207 | 0.3067 | 0.0033 | 0.5163 | 0.3960 | 0.1346 | | 1.2493 | 0.22 | 80 | 1.1657 | 0.3101 | 0.4158 | 0.6514 | 0.8203 | 0.0248 | 0.3678 | 0.0002 | 0.8330 | 0.5171 | 0.3471 | 0.6202 | 0.0240 | 0.2424 | 0.0002 | 0.5365 | 0.4152 | 0.3320 | | 1.4569 | 0.27 | 100 | 1.0787 | 0.3327 | 0.4714 | 0.6681 | 0.8664 | 0.0324 | 0.5682 | 0.0002 | 0.6991 | 0.8054 | 0.3278 | 0.6566 | 0.0312 | 0.3498 | 0.0002 | 0.5457 | 0.4568 | 0.2888 | | 0.9883 | 0.32 | 120 | 1.0321 | 0.3442 | 0.4645 | 0.6870 | 0.8079 | 0.0227 | 0.4348 | 0.0001 | 0.8664 | 0.6983 | 0.4212 | 0.6806 | 0.0220 | 0.3484 | 0.0001 | 0.5722 | 0.4199 | 0.3664 | | 1.1583 | 0.38 | 140 | 0.9649 | 0.3624 | 0.4941 | 0.6990 | 0.8404 | 0.0292 | 0.6201 | 0.0003 | 0.7906 | 0.7313 | 0.4467 | 0.6709 | 0.0286 | 0.4056 | 0.0003 | 0.6029 | 0.4312 | 0.3977 | | 1.5981 | 0.43 | 160 | 0.9504 | 0.3799 | 0.4918 | 0.7109 | 0.8049 | 0.0585 | 0.5255 | 0.0001 | 0.9056 | 0.6823 | 0.4659 | 0.6668 | 0.0572 | 0.3996 | 0.0001 | 0.6063 | 0.5181 | 0.4109 | | 1.1484 | 0.49 | 180 | 0.9021 | 0.3767 | 0.5004 | 0.7134 | 0.8194 | 0.0280 | 0.5764 | 0.0000 | 0.8630 | 0.7351 | 0.4811 | 0.6771 | 0.0278 | 0.3995 | 0.0000 | 0.6241 | 0.4980 | 0.4105 | | 1.2655 | 0.54 | 200 | 0.9353 | 0.3623 | 0.5124 | 0.6832 | 0.7741 | 0.1112 | 0.6530 | 0.0000 | 0.7712 | 0.8471 | 0.4305 | 0.6580 | 0.1051 | 0.3867 | 0.0000 | 0.5997 | 0.3917 | 0.3951 | | 0.8305 | 0.59 | 220 | 0.8839 | 0.3975 | 0.5069 | 0.7196 | 0.7823 | 0.1060 | 0.6188 | 0.0 | 0.9452 | 0.6436 | 0.4523 | 0.6602 | 0.1045 | 0.4440 | 0.0 | 0.6185 | 0.5265 | 0.4292 | | 1.5123 | 0.65 | 240 | 0.8430 | 0.3902 | 0.5250 | 0.7172 | 0.8534 | 0.0608 | 0.6691 | 0.0 | 0.7783 | 0.8502 | 0.4628 | 0.6740 | 0.0601 | 0.4756 | 0.0 | 0.6136 | 0.4758 | 0.4324 | | 0.9996 | 0.7 | 260 | 0.8608 | 0.3757 | 0.4775 | 0.7121 | 0.8782 | 0.1402 | 0.2912 | 0.0 | 0.8831 | 0.6765 | 0.4733 | 0.6548 | 0.1346 | 0.2280 | 0.0 | 0.6414 | 0.5281 | 0.4433 | | 0.9909 | 0.76 | 280 | 0.8172 | 0.4291 | 0.5545 | 0.7440 | 0.8263 | 0.2318 | 0.7596 | 0.0 | 0.9054 | 0.7363 | 0.4219 | 0.7128 | 0.2122 | 0.5178 | 0.0 | 0.6548 | 0.4875 | 0.4189 | | 0.7002 | 0.81 | 300 | 0.7744 | 0.4516 | 0.5659 | 0.7592 | 0.8694 | 0.2774 | 0.7680 | 0.0 | 0.8950 | 0.6964 | 0.4553 | 0.7310 | 0.2575 | 0.5217 | 0.0 | 0.6629 | 0.5521 | 0.4361 | | 1.7656 | 0.86 | 320 | 0.8864 | 0.4227 | 0.5272 | 0.7159 | 0.7410 | 0.3094 | 0.5361 | 0.0 | 0.9597 | 0.6123 | 0.5321 | 0.6556 | 0.2776 | 0.4545 | 0.0 | 0.5859 | 0.5128 | 0.4722 | | 0.8531 | 0.92 | 340 | 0.7569 | 0.4701 | 0.5816 | 0.7706 | 0.9061 | 0.3233 | 0.7389 | 0.0000 | 0.8673 | 0.7594 | 0.4763 | 0.7278 | 0.3026 | 0.5458 | 0.0000 | 0.6846 | 0.5615 | 0.4683 | | 0.7323 | 0.97 | 360 | 0.7855 | 0.4447 | 0.5625 | 0.7557 | 0.8573 | 0.1807 | 0.7383 | 0.0 | 0.8728 | 0.7895 | 0.4987 | 0.7131 | 0.1753 | 0.5450 | 0.0 | 0.6563 | 0.5650 | 0.4579 | | 0.8552 | 1.03 | 380 | 0.7549 | 0.4656 | 0.5857 | 0.7701 | 0.8681 | 0.2906 | 0.7826 | 0.0 | 0.8960 | 0.8032 | 0.4594 | 0.7522 | 0.2777 | 0.5258 | 0.0 | 0.6754 | 0.5781 | 0.4499 | | 0.8444 | 1.08 | 400 | 0.7084 | 0.4602 | 0.5651 | 0.7733 | 0.8821 | 0.2122 | 0.7753 | 0.0000 | 0.9224 | 0.6566 | 0.5071 | 0.7470 | 0.2069 | 0.5471 | 0.0000 | 0.6805 | 0.5564 | 0.4835 | | 0.7175 | 1.14 | 420 | 0.6904 | 0.4768 | 0.6050 | 0.7799 | 0.8965 | 0.3162 | 0.8371 | 0.0000 | 0.8460 | 0.8234 | 0.5159 | 0.7681 | 0.2930 | 0.5312 | 0.0000 | 0.7022 | 0.5577 | 0.4852 | | 0.6141 | 1.19 | 440 | 0.6932 | 0.4782 | 0.6098 | 0.7763 | 0.9053 | 0.3743 | 0.8092 | 0.0 | 0.8231 | 0.8610 | 0.4957 | 0.7759 | 0.3372 | 0.5589 | 0.0 | 0.6807 | 0.5357 | 0.4592 | | 0.4936 | 1.24 | 460 | 0.6680 | 0.4800 | 0.5962 | 0.7750 | 0.9042 | 0.3591 | 0.7624 | 0.0000 | 0.8449 | 0.7623 | 0.5406 | 0.7705 | 0.3300 | 0.5855 | 0.0000 | 0.6756 | 0.5718 | 0.4267 | | 0.6058 | 1.3 | 480 | 0.6953 | 0.4912 | 0.6144 | 0.7867 | 0.8988 | 0.3983 | 0.8362 | 0.0 | 0.8741 | 0.8000 | 0.4933 | 0.7802 | 0.3497 | 0.5556 | 0.0 | 0.6987 | 0.5825 | 0.4716 | | 1.1279 | 1.35 | 500 | 0.6761 | 0.4951 | 0.6085 | 0.7863 | 0.9020 | 0.4554 | 0.7078 | 0.0001 | 0.8995 | 0.7898 | 0.5052 | 0.7811 | 0.3955 | 0.5496 | 0.0001 | 0.6854 | 0.5695 | 0.4849 | | 0.5908 | 1.41 | 520 | 0.6702 | 0.5043 | 0.6249 | 0.7881 | 0.8911 | 0.4835 | 0.7965 | 0.0000 | 0.8795 | 0.8112 | 0.5123 | 0.7803 | 0.4253 | 0.5761 | 0.0000 | 0.6836 | 0.5677 | 0.4971 | | 0.5619 | 1.46 | 540 | 0.6795 | 0.5068 | 0.6168 | 0.7953 | 0.8982 | 0.4286 | 0.8136 | 0.0000 | 0.9130 | 0.7514 | 0.5129 | 0.7990 | 0.3923 | 0.5732 | 0.0000 | 0.6878 | 0.5927 | 0.5029 | | 0.542 | 1.51 | 560 | 0.6615 | 0.5083 | 0.6324 | 0.7891 | 0.8796 | 0.5115 | 0.8307 | 0.0000 | 0.8815 | 0.8008 | 0.5229 | 0.7694 | 0.4374 | 0.5711 | 0.0000 | 0.7034 | 0.6046 | 0.4723 | | 0.5351 | 1.57 | 580 | 0.6603 | 0.5124 | 0.6308 | 0.7940 | 0.9082 | 0.5228 | 0.8054 | 0.0004 | 0.8829 | 0.8067 | 0.4895 | 0.7787 | 0.4395 | 0.5959 | 0.0004 | 0.6977 | 0.5971 | 0.4773 | | 0.7767 | 1.62 | 600 | 0.6802 | 0.5108 | 0.6430 | 0.7922 | 0.8979 | 0.5737 | 0.8680 | 0.0005 | 0.8646 | 0.8102 | 0.4860 | 0.7870 | 0.4653 | 0.5432 | 0.0005 | 0.7091 | 0.5987 | 0.4720 | | 0.4142 | 1.68 | 620 | 0.6632 | 0.5123 | 0.6604 | 0.7860 | 0.8661 | 0.6956 | 0.8274 | 0.0007 | 0.8505 | 0.8581 | 0.5245 | 0.7852 | 0.4962 | 0.5795 | 0.0007 | 0.6827 | 0.5455 | 0.4966 | | 0.5649 | 1.73 | 640 | 0.6215 | 0.5268 | 0.6389 | 0.8050 | 0.9020 | 0.5309 | 0.8440 | 0.0029 | 0.9119 | 0.7378 | 0.5428 | 0.7913 | 0.4438 | 0.6085 | 0.0029 | 0.7136 | 0.6102 | 0.5173 | | 1.1126 | 1.78 | 660 | 0.6710 | 0.5072 | 0.6214 | 0.7856 | 0.8710 | 0.5075 | 0.7161 | 0.0 | 0.9091 | 0.8224 | 0.5237 | 0.7825 | 0.4429 | 0.5821 | 0.0 | 0.6619 | 0.5734 | 0.5074 | | 0.9695 | 1.84 | 680 | 0.6198 | 0.5305 | 0.6630 | 0.8004 | 0.9084 | 0.6110 | 0.8637 | 0.0011 | 0.8216 | 0.8349 | 0.6004 | 0.7829 | 0.4816 | 0.5928 | 0.0011 | 0.6994 | 0.5993 | 0.5561 | | 0.5523 | 1.89 | 700 | 0.6441 | 0.5227 | 0.6491 | 0.7951 | 0.8706 | 0.6036 | 0.7684 | 0.0072 | 0.8922 | 0.8333 | 0.5685 | 0.7877 | 0.4882 | 0.5808 | 0.0072 | 0.6934 | 0.5828 | 0.5191 | | 0.8006 | 1.95 | 720 | 0.6019 | 0.5348 | 0.6611 | 0.8020 | 0.8892 | 0.5983 | 0.8240 | 0.0051 | 0.8494 | 0.8173 | 0.6445 | 0.7772 | 0.4853 | 0.6089 | 0.0051 | 0.7054 | 0.6004 | 0.5611 | | 1.6557 | 2.0 | 740 | 0.5739 | 0.5392 | 0.6624 | 0.8116 | 0.8952 | 0.6136 | 0.8470 | 0.0024 | 0.8979 | 0.7930 | 0.5875 | 0.8091 | 0.4682 | 0.6307 | 0.0024 | 0.7159 | 0.6020 | 0.5459 | | 0.4772 | 2.05 | 760 | 0.7001 | 0.5047 | 0.6195 | 0.7793 | 0.8289 | 0.5551 | 0.8231 | 0.0007 | 0.9302 | 0.5940 | 0.6043 | 0.7435 | 0.4602 | 0.6202 | 0.0007 | 0.6870 | 0.5443 | 0.4770 | | 0.6135 | 2.11 | 780 | 0.6414 | 0.5178 | 0.6635 | 0.7902 | 0.8637 | 0.6637 | 0.8236 | 0.0045 | 0.8499 | 0.8699 | 0.5692 | 0.7959 | 0.4827 | 0.6279 | 0.0045 | 0.6915 | 0.5276 | 0.4941 | | 0.5883 | 2.16 | 800 | 0.5719 | 0.5373 | 0.6471 | 0.8131 | 0.9205 | 0.5466 | 0.8529 | 0.0078 | 0.9038 | 0.7275 | 0.5703 | 0.8165 | 0.4514 | 0.6144 | 0.0078 | 0.7094 | 0.6121 | 0.5496 | | 1.5178 | 2.22 | 820 | 0.7556 | 0.4534 | 0.6071 | 0.7457 | 0.9334 | 0.6884 | 0.8198 | 0.0109 | 0.8006 | 0.8734 | 0.1228 | 0.7201 | 0.4488 | 0.6383 | 0.0109 | 0.6681 | 0.5701 | 0.1178 | | 0.4899 | 2.27 | 840 | 0.6151 | 0.5235 | 0.6614 | 0.7937 | 0.8531 | 0.6943 | 0.8269 | 0.0151 | 0.9031 | 0.8045 | 0.5328 | 0.7822 | 0.4611 | 0.6161 | 0.0151 | 0.6892 | 0.6043 | 0.4967 | | 0.7717 | 2.32 | 860 | 0.5694 | 0.5410 | 0.6771 | 0.8102 | 0.9023 | 0.6725 | 0.8554 | 0.0118 | 0.8576 | 0.8537 | 0.5867 | 0.8122 | 0.5123 | 0.5947 | 0.0118 | 0.7240 | 0.5941 | 0.5382 | | 0.3124 | 2.38 | 880 | 0.5912 | 0.5308 | 0.6764 | 0.8035 | 0.8728 | 0.7280 | 0.8663 | 0.0176 | 0.8925 | 0.8320 | 0.5252 | 0.8101 | 0.4774 | 0.5993 | 0.0176 | 0.7131 | 0.5974 | 0.5011 | | 1.0881 | 2.43 | 900 | 0.5762 | 0.5450 | 0.6645 | 0.8132 | 0.9058 | 0.6614 | 0.8226 | 0.0095 | 0.9106 | 0.8050 | 0.5362 | 0.8183 | 0.5055 | 0.6395 | 0.0095 | 0.7089 | 0.6193 | 0.5140 | | 1.1418 | 2.49 | 920 | 0.6212 | 0.5409 | 0.6790 | 0.8073 | 0.8891 | 0.6945 | 0.8658 | 0.0135 | 0.8693 | 0.8758 | 0.5451 | 0.8050 | 0.5274 | 0.5857 | 0.0134 | 0.7164 | 0.6161 | 0.5223 | | 0.4935 | 2.54 | 940 | 0.5831 | 0.5492 | 0.6870 | 0.8099 | 0.9066 | 0.7587 | 0.8185 | 0.0128 | 0.8430 | 0.8689 | 0.6006 | 0.8184 | 0.5442 | 0.6307 | 0.0128 | 0.6979 | 0.6119 | 0.5283 | | 0.7153 | 2.59 | 960 | 0.5784 | 0.5527 | 0.6864 | 0.8137 | 0.9067 | 0.7290 | 0.8433 | 0.0171 | 0.8511 | 0.8346 | 0.6233 | 0.8207 | 0.5102 | 0.6319 | 0.0171 | 0.6994 | 0.6420 | 0.5472 | | 0.4808 | 2.65 | 980 | 0.6047 | 0.5518 | 0.6716 | 0.8172 | 0.9073 | 0.6681 | 0.8479 | 0.0178 | 0.9072 | 0.7985 | 0.5541 | 0.8204 | 0.5282 | 0.6540 | 0.0178 | 0.7194 | 0.5846 | 0.5381 | | 0.5405 | 2.7 | 1000 | 0.5798 | 0.5567 | 0.6888 | 0.8168 | 0.9112 | 0.7304 | 0.8401 | 0.0173 | 0.8620 | 0.8775 | 0.5830 | 0.8256 | 0.5653 | 0.6591 | 0.0173 | 0.7188 | 0.5628 | 0.5480 | | 0.6905 | 2.76 | 1020 | 0.5554 | 0.5689 | 0.6973 | 0.8244 | 0.9102 | 0.7144 | 0.8725 | 0.0209 | 0.8490 | 0.8160 | 0.6984 | 0.8153 | 0.5483 | 0.6368 | 0.0209 | 0.7274 | 0.6094 | 0.6245 | | 0.2956 | 2.81 | 1040 | 0.5439 | 0.5732 | 0.6998 | 0.8270 | 0.9022 | 0.7176 | 0.8426 | 0.0137 | 0.8652 | 0.8603 | 0.6967 | 0.8270 | 0.5666 | 0.6591 | 0.0137 | 0.7254 | 0.5932 | 0.6278 | | 0.6673 | 2.86 | 1060 | 0.6360 | 0.5521 | 0.6563 | 0.8161 | 0.9069 | 0.5855 | 0.8413 | 0.0161 | 0.9258 | 0.7681 | 0.5503 | 0.8207 | 0.5115 | 0.6415 | 0.0161 | 0.7017 | 0.6434 | 0.5297 | | 0.5508 | 2.92 | 1080 | 0.5958 | 0.5477 | 0.6840 | 0.8130 | 0.9085 | 0.7176 | 0.8131 | 0.0227 | 0.8676 | 0.9155 | 0.5430 | 0.8231 | 0.5035 | 0.6603 | 0.0226 | 0.7068 | 0.5900 | 0.5275 | | 0.3581 | 2.97 | 1100 | 0.5723 | 0.5555 | 0.6838 | 0.8171 | 0.9139 | 0.7258 | 0.8684 | 0.0243 | 0.8794 | 0.8203 | 0.5546 | 0.8212 | 0.5387 | 0.6548 | 0.0243 | 0.7154 | 0.6083 | 0.5262 | | 0.4841 | 3.03 | 1120 | 0.5942 | 0.5540 | 0.6757 | 0.8156 | 0.8956 | 0.6895 | 0.8729 | 0.0263 | 0.9085 | 0.7743 | 0.5625 | 0.8169 | 0.5370 | 0.6322 | 0.0262 | 0.7145 | 0.6168 | 0.5345 | | 1.2171 | 3.08 | 1140 | 0.5655 | 0.5743 | 0.6854 | 0.8267 | 0.9018 | 0.7026 | 0.8219 | 0.0210 | 0.9170 | 0.8073 | 0.6264 | 0.8188 | 0.5745 | 0.6617 | 0.0209 | 0.7254 | 0.6344 | 0.5845 | | 0.7295 | 3.14 | 1160 | 0.5892 | 0.5635 | 0.6893 | 0.8206 | 0.9051 | 0.7172 | 0.8210 | 0.0193 | 0.8819 | 0.8843 | 0.5967 | 0.8103 | 0.5722 | 0.6286 | 0.0193 | 0.7319 | 0.6104 | 0.5715 | | 0.4304 | 3.19 | 1180 | 0.5996 | 0.5626 | 0.6676 | 0.8220 | 0.9283 | 0.6472 | 0.8038 | 0.0209 | 0.9114 | 0.8080 | 0.5539 | 0.8254 | 0.5520 | 0.6522 | 0.0209 | 0.7104 | 0.6297 | 0.5473 | | 0.3914 | 3.24 | 1200 | 0.5846 | 0.5586 | 0.6802 | 0.8165 | 0.9289 | 0.6335 | 0.8373 | 0.0270 | 0.8397 | 0.9028 | 0.5918 | 0.8165 | 0.5484 | 0.6610 | 0.0269 | 0.7062 | 0.5918 | 0.5592 | | 0.459 | 3.3 | 1220 | 0.5626 | 0.5697 | 0.6759 | 0.8249 | 0.9200 | 0.6211 | 0.8378 | 0.0247 | 0.8927 | 0.8096 | 0.6256 | 0.8267 | 0.5479 | 0.6707 | 0.0247 | 0.7100 | 0.6239 | 0.5844 | | 0.4273 | 3.35 | 1240 | 0.5436 | 0.5748 | 0.6971 | 0.8261 | 0.9160 | 0.7420 | 0.8223 | 0.0284 | 0.8748 | 0.8662 | 0.6296 | 0.8349 | 0.5690 | 0.6648 | 0.0283 | 0.7073 | 0.6220 | 0.5974 | | 0.7307 | 3.41 | 1260 | 0.5777 | 0.5740 | 0.6867 | 0.8265 | 0.9018 | 0.6797 | 0.8685 | 0.0287 | 0.9120 | 0.8129 | 0.6032 | 0.8323 | 0.5624 | 0.6609 | 0.0286 | 0.7120 | 0.6408 | 0.5811 | | 0.8064 | 3.46 | 1280 | 0.5871 | 0.5709 | 0.7007 | 0.8195 | 0.9046 | 0.7119 | 0.8968 | 0.0283 | 0.8309 | 0.8656 | 0.6669 | 0.8063 | 0.5839 | 0.6250 | 0.0282 | 0.7109 | 0.6261 | 0.6156 | | 0.4575 | 3.51 | 1300 | 0.5396 | 0.5813 | 0.7039 | 0.8279 | 0.8869 | 0.7134 | 0.8213 | 0.0278 | 0.8780 | 0.8872 | 0.7128 | 0.8239 | 0.5751 | 0.6786 | 0.0277 | 0.7162 | 0.6100 | 0.6374 | | 0.8346 | 3.57 | 1320 | 0.5407 | 0.5862 | 0.6868 | 0.8356 | 0.9215 | 0.6417 | 0.8160 | 0.0303 | 0.9099 | 0.8184 | 0.6701 | 0.8282 | 0.5544 | 0.6760 | 0.0302 | 0.7313 | 0.6665 | 0.6172 | | 0.538 | 3.62 | 1340 | 0.5798 | 0.5755 | 0.6826 | 0.8288 | 0.9249 | 0.6392 | 0.8513 | 0.0333 | 0.8881 | 0.7921 | 0.6493 | 0.8136 | 0.5373 | 0.6637 | 0.0332 | 0.7297 | 0.6494 | 0.6020 | | 0.5 | 3.68 | 1360 | 0.5624 | 0.5740 | 0.6972 | 0.8261 | 0.9038 | 0.7564 | 0.7993 | 0.0466 | 0.9040 | 0.8654 | 0.6048 | 0.8267 | 0.5610 | 0.6471 | 0.0459 | 0.7242 | 0.6314 | 0.5817 | | 0.7963 | 3.73 | 1380 | 0.5464 | 0.5881 | 0.7196 | 0.8327 | 0.9158 | 0.8199 | 0.8458 | 0.0977 | 0.8864 | 0.8724 | 0.5991 | 0.8307 | 0.5584 | 0.6788 | 0.0955 | 0.7413 | 0.6441 | 0.5681 | | 0.5019 | 3.78 | 1400 | 0.5732 | 0.5641 | 0.6892 | 0.8188 | 0.8884 | 0.6861 | 0.8045 | 0.0426 | 0.8905 | 0.8966 | 0.6157 | 0.8294 | 0.5582 | 0.6449 | 0.0417 | 0.7119 | 0.5982 | 0.5647 | | 0.3556 | 3.84 | 1420 | 0.5614 | 0.5656 | 0.6939 | 0.8221 | 0.9059 | 0.6968 | 0.8426 | 0.0388 | 0.8769 | 0.9076 | 0.5883 | 0.8286 | 0.5495 | 0.6699 | 0.0379 | 0.7255 | 0.5967 | 0.5512 | | 1.2328 | 3.89 | 1440 | 0.5214 | 0.5834 | 0.7049 | 0.8364 | 0.9089 | 0.7927 | 0.8279 | 0.0314 | 0.9174 | 0.7945 | 0.6613 | 0.8361 | 0.5510 | 0.6667 | 0.0311 | 0.7469 | 0.6389 | 0.6130 | | 0.6292 | 3.95 | 1460 | 0.5268 | 0.5940 | 0.7025 | 0.8370 | 0.9295 | 0.7078 | 0.7920 | 0.0505 | 0.8791 | 0.8610 | 0.6977 | 0.8302 | 0.5766 | 0.6913 | 0.0502 | 0.7273 | 0.6415 | 0.6410 | | 0.4666 | 4.0 | 1480 | 0.5203 | 0.5982 | 0.7149 | 0.8414 | 0.8985 | 0.7237 | 0.8719 | 0.0347 | 0.8957 | 0.8460 | 0.7340 | 0.8261 | 0.5801 | 0.6709 | 0.0343 | 0.7505 | 0.6559 | 0.6697 | | 0.3796 | 4.05 | 1500 | 0.5665 | 0.5732 | 0.6847 | 0.8278 | 0.9225 | 0.6943 | 0.8157 | 0.0277 | 0.9059 | 0.8394 | 0.5871 | 0.8228 | 0.5673 | 0.6594 | 0.0276 | 0.7330 | 0.6489 | 0.5531 | | 0.3788 | 4.11 | 1520 | 0.5967 | 0.5710 | 0.7094 | 0.8238 | 0.9039 | 0.7587 | 0.8920 | 0.0344 | 0.8499 | 0.9073 | 0.6202 | 0.8123 | 0.5820 | 0.6207 | 0.0341 | 0.7459 | 0.6208 | 0.5810 | | 0.5981 | 4.16 | 1540 | 0.5219 | 0.6034 | 0.7141 | 0.8464 | 0.9115 | 0.7437 | 0.8373 | 0.0402 | 0.9134 | 0.8226 | 0.7297 | 0.8375 | 0.5922 | 0.6727 | 0.0400 | 0.7600 | 0.6553 | 0.6659 | | 0.6172 | 4.22 | 1560 | 0.5506 | 0.6019 | 0.7276 | 0.8424 | 0.9150 | 0.7922 | 0.8591 | 0.0421 | 0.8637 | 0.8910 | 0.7302 | 0.8310 | 0.6222 | 0.6465 | 0.0419 | 0.7595 | 0.6467 | 0.6653 | | 0.9793 | 4.27 | 1580 | 0.5662 | 0.5945 | 0.7157 | 0.8315 | 0.8954 | 0.7067 | 0.8588 | 0.1124 | 0.8828 | 0.8973 | 0.6562 | 0.8274 | 0.5828 | 0.6668 | 0.1099 | 0.7263 | 0.6428 | 0.6055 | | 0.1778 | 4.32 | 1600 | 0.5729 | 0.5887 | 0.7027 | 0.8305 | 0.9020 | 0.6804 | 0.8818 | 0.0979 | 0.8952 | 0.8093 | 0.6524 | 0.8203 | 0.5735 | 0.6227 | 0.0960 | 0.7345 | 0.6617 | 0.6122 | | 0.5063 | 4.38 | 1620 | 0.5600 | 0.6120 | 0.7229 | 0.8389 | 0.8885 | 0.7092 | 0.8553 | 0.1859 | 0.9225 | 0.8204 | 0.6787 | 0.8280 | 0.5850 | 0.6491 | 0.1766 | 0.7422 | 0.6705 | 0.6325 | | 0.3814 | 4.43 | 1640 | 0.5574 | 0.6034 | 0.7102 | 0.8367 | 0.8978 | 0.6917 | 0.8472 | 0.1500 | 0.9286 | 0.8116 | 0.6445 | 0.8259 | 0.5884 | 0.6513 | 0.1386 | 0.7443 | 0.6665 | 0.6089 | | 0.519 | 4.49 | 1660 | 0.5396 | 0.6096 | 0.7251 | 0.8424 | 0.9117 | 0.7642 | 0.8589 | 0.1320 | 0.9047 | 0.8380 | 0.6662 | 0.8281 | 0.5938 | 0.6625 | 0.1257 | 0.7578 | 0.6706 | 0.6288 | | 0.2187 | 4.54 | 1680 | 0.6028 | 0.5772 | 0.7055 | 0.8238 | 0.8965 | 0.7234 | 0.8792 | 0.0723 | 0.8685 | 0.8578 | 0.6407 | 0.8122 | 0.5735 | 0.6276 | 0.0670 | 0.7327 | 0.6279 | 0.5993 | | 0.2743 | 4.59 | 1700 | 0.5523 | 0.5925 | 0.7134 | 0.8340 | 0.9116 | 0.7041 | 0.8633 | 0.0752 | 0.8666 | 0.9024 | 0.6703 | 0.8247 | 0.5761 | 0.6458 | 0.0702 | 0.7339 | 0.6523 | 0.6442 | | 0.3156 | 4.65 | 1720 | 0.5467 | 0.6008 | 0.7072 | 0.8397 | 0.9288 | 0.7070 | 0.8212 | 0.1022 | 0.9079 | 0.8624 | 0.6207 | 0.8364 | 0.5710 | 0.6920 | 0.0975 | 0.7371 | 0.6732 | 0.5983 | | 0.5023 | 4.7 | 1740 | 0.5488 | 0.6001 | 0.7166 | 0.8361 | 0.9347 | 0.7274 | 0.8471 | 0.0957 | 0.8405 | 0.8542 | 0.7168 | 0.8248 | 0.5901 | 0.6627 | 0.0909 | 0.7316 | 0.6688 | 0.6320 | | 0.4018 | 4.76 | 1760 | 0.5632 | 0.5931 | 0.7186 | 0.8354 | 0.9207 | 0.7819 | 0.8658 | 0.0854 | 0.8792 | 0.8807 | 0.6162 | 0.8303 | 0.6058 | 0.6519 | 0.0820 | 0.7514 | 0.6402 | 0.5901 | | 0.6518 | 4.81 | 1780 | 0.5562 | 0.6116 | 0.7399 | 0.8365 | 0.9176 | 0.7384 | 0.8397 | 0.2313 | 0.8446 | 0.9202 | 0.6874 | 0.8353 | 0.5929 | 0.6764 | 0.1943 | 0.7405 | 0.6012 | 0.6409 | | 0.4821 | 4.86 | 1800 | 0.5385 | 0.6090 | 0.7344 | 0.8386 | 0.9156 | 0.7558 | 0.8533 | 0.2101 | 0.8750 | 0.8643 | 0.6663 | 0.8297 | 0.5646 | 0.6635 | 0.1696 | 0.7538 | 0.6649 | 0.6165 | | 1.2351 | 4.92 | 1820 | 0.5615 | 0.6048 | 0.7211 | 0.8349 | 0.8931 | 0.7518 | 0.8394 | 0.2313 | 0.9361 | 0.7695 | 0.6264 | 0.8268 | 0.5576 | 0.6753 | 0.1981 | 0.7446 | 0.6386 | 0.5928 | | 0.4926 | 4.97 | 1840 | 0.5058 | 0.6325 | 0.7543 | 0.8488 | 0.9236 | 0.8063 | 0.8364 | 0.2754 | 0.8900 | 0.8906 | 0.6580 | 0.8455 | 0.5986 | 0.6978 | 0.2565 | 0.7620 | 0.6363 | 0.6306 | | 0.4371 | 5.03 | 1860 | 0.5275 | 0.6269 | 0.7513 | 0.8429 | 0.9164 | 0.7504 | 0.8757 | 0.3191 | 0.8825 | 0.8876 | 0.6275 | 0.8410 | 0.5952 | 0.7030 | 0.2756 | 0.7565 | 0.6221 | 0.5952 | | 0.6446 | 5.08 | 1880 | 0.5330 | 0.6232 | 0.7285 | 0.8422 | 0.9206 | 0.6609 | 0.8161 | 0.2624 | 0.8956 | 0.8826 | 0.6610 | 0.8409 | 0.5665 | 0.7013 | 0.2397 | 0.7293 | 0.6589 | 0.6262 | | 0.4632 | 5.14 | 1900 | 0.5035 | 0.6373 | 0.7409 | 0.8490 | 0.9317 | 0.7629 | 0.8298 | 0.2748 | 0.9075 | 0.8210 | 0.6584 | 0.8436 | 0.6154 | 0.7021 | 0.2513 | 0.7484 | 0.6889 | 0.6111 | | 0.2719 | 5.19 | 1920 | 0.5557 | 0.6045 | 0.7392 | 0.8278 | 0.9006 | 0.8015 | 0.8556 | 0.2787 | 0.8798 | 0.9001 | 0.5582 | 0.8267 | 0.5779 | 0.6913 | 0.2251 | 0.7257 | 0.6632 | 0.5217 | | 0.5509 | 5.24 | 1940 | 0.5240 | 0.6182 | 0.7483 | 0.8366 | 0.9072 | 0.7877 | 0.8543 | 0.2800 | 0.8729 | 0.9156 | 0.6203 | 0.8345 | 0.5899 | 0.6798 | 0.2451 | 0.7344 | 0.6602 | 0.5837 | | 0.2536 | 5.3 | 1960 | 0.5593 | 0.5963 | 0.7201 | 0.8315 | 0.9170 | 0.7085 | 0.8697 | 0.2047 | 0.8921 | 0.9169 | 0.5316 | 0.8325 | 0.5605 | 0.6759 | 0.1901 | 0.7413 | 0.6639 | 0.5096 | | 0.8791 | 5.35 | 1980 | 0.5216 | 0.6331 | 0.7435 | 0.8490 | 0.9181 | 0.7519 | 0.8773 | 0.2744 | 0.9182 | 0.8311 | 0.6334 | 0.8428 | 0.5950 | 0.6767 | 0.2585 | 0.7640 | 0.7008 | 0.5938 | | 0.3974 | 5.41 | 2000 | 0.5192 | 0.6348 | 0.7398 | 0.8492 | 0.9059 | 0.7101 | 0.8295 | 0.2401 | 0.9108 | 0.8663 | 0.7161 | 0.8374 | 0.5943 | 0.7026 | 0.2157 | 0.7486 | 0.6957 | 0.6495 | | 0.8084 | 5.46 | 2020 | 0.5163 | 0.6360 | 0.7581 | 0.8473 | 0.9152 | 0.7299 | 0.8619 | 0.2927 | 0.8509 | 0.9112 | 0.7450 | 0.8371 | 0.5915 | 0.6840 | 0.2432 | 0.7450 | 0.6808 | 0.6701 | | 0.3075 | 5.51 | 2040 | 0.5009 | 0.6407 | 0.7434 | 0.8517 | 0.9225 | 0.7160 | 0.8092 | 0.2932 | 0.9131 | 0.8609 | 0.6888 | 0.8390 | 0.5821 | 0.7010 | 0.2488 | 0.7529 | 0.7127 | 0.6486 | | 0.5226 | 5.57 | 2060 | 0.5110 | 0.6346 | 0.7520 | 0.8478 | 0.9210 | 0.6899 | 0.8547 | 0.3067 | 0.8652 | 0.9224 | 0.7044 | 0.8459 | 0.5758 | 0.6844 | 0.2571 | 0.7414 | 0.6755 | 0.6622 | | 0.4741 | 5.62 | 2080 | 0.5233 | 0.6403 | 0.7549 | 0.8494 | 0.9124 | 0.7090 | 0.8553 | 0.3421 | 0.8948 | 0.8915 | 0.6794 | 0.8389 | 0.5849 | 0.6655 | 0.2933 | 0.7555 | 0.6866 | 0.6572 | | 0.2684 | 5.68 | 2100 | 0.4654 | 0.6519 | 0.7736 | 0.8560 | 0.9084 | 0.7717 | 0.8285 | 0.3537 | 0.8772 | 0.8874 | 0.7882 | 0.8444 | 0.5742 | 0.6988 | 0.3008 | 0.7621 | 0.6854 | 0.6972 | | 0.3231 | 5.73 | 2120 | 0.4797 | 0.6445 | 0.7459 | 0.8528 | 0.9128 | 0.7013 | 0.8657 | 0.3075 | 0.9186 | 0.8074 | 0.7079 | 0.8407 | 0.5867 | 0.7076 | 0.2749 | 0.7563 | 0.6986 | 0.6466 | | 0.5908 | 5.78 | 2140 | 0.5306 | 0.6249 | 0.7441 | 0.8402 | 0.9123 | 0.7365 | 0.8036 | 0.3342 | 0.8984 | 0.9007 | 0.6229 | 0.8453 | 0.5898 | 0.7087 | 0.2755 | 0.7408 | 0.6310 | 0.5831 | | 0.2693 | 5.84 | 2160 | 0.5787 | 0.6188 | 0.7454 | 0.8327 | 0.9288 | 0.6676 | 0.8818 | 0.3901 | 0.8385 | 0.9125 | 0.5985 | 0.8347 | 0.5758 | 0.6955 | 0.3256 | 0.7292 | 0.6057 | 0.5653 | | 0.2409 | 5.89 | 2180 | 0.5280 | 0.6288 | 0.7509 | 0.8408 | 0.9057 | 0.7197 | 0.8782 | 0.3590 | 0.8883 | 0.8673 | 0.6380 | 0.8421 | 0.5830 | 0.6858 | 0.3098 | 0.7420 | 0.6469 | 0.5921 | | 0.4262 | 5.95 | 2200 | 0.5102 | 0.6451 | 0.7559 | 0.8475 | 0.8884 | 0.7201 | 0.8277 | 0.3434 | 0.9061 | 0.8676 | 0.7378 | 0.8330 | 0.5913 | 0.7101 | 0.3108 | 0.7405 | 0.6695 | 0.6607 | | 0.2629 | 6.0 | 2220 | 0.5054 | 0.6370 | 0.7511 | 0.8470 | 0.9147 | 0.7661 | 0.8445 | 0.3115 | 0.9070 | 0.8847 | 0.6291 | 0.8411 | 0.6053 | 0.6955 | 0.2879 | 0.7507 | 0.6789 | 0.5996 | | 0.4117 | 6.05 | 2240 | 0.5191 | 0.6398 | 0.7506 | 0.8509 | 0.9153 | 0.7405 | 0.8488 | 0.3058 | 0.9114 | 0.8665 | 0.6658 | 0.8476 | 0.5981 | 0.6865 | 0.2761 | 0.7547 | 0.6760 | 0.6397 | | 0.3589 | 6.11 | 2260 | 0.5075 | 0.6430 | 0.7573 | 0.8513 | 0.9109 | 0.7465 | 0.8552 | 0.3256 | 0.9044 | 0.8808 | 0.6775 | 0.8491 | 0.5965 | 0.6998 | 0.2919 | 0.7540 | 0.6737 | 0.6360 | | 0.2856 | 6.16 | 2280 | 0.4786 | 0.6539 | 0.7700 | 0.8556 | 0.9285 | 0.7530 | 0.8617 | 0.3647 | 0.8685 | 0.8830 | 0.7307 | 0.8552 | 0.6203 | 0.6968 | 0.3064 | 0.7554 | 0.6733 | 0.6699 | | 0.4254 | 6.22 | 2300 | 0.4756 | 0.6569 | 0.7665 | 0.8559 | 0.9288 | 0.7752 | 0.8378 | 0.3568 | 0.8853 | 0.8620 | 0.7194 | 0.8472 | 0.6377 | 0.7117 | 0.2956 | 0.7551 | 0.6845 | 0.6666 | | 0.4135 | 6.27 | 2320 | 0.4881 | 0.6510 | 0.7674 | 0.8527 | 0.9381 | 0.7567 | 0.8452 | 0.3859 | 0.8675 | 0.9027 | 0.6761 | 0.8490 | 0.6065 | 0.7109 | 0.3298 | 0.7525 | 0.6700 | 0.6384 | | 0.2908 | 6.32 | 2340 | 0.5053 | 0.6337 | 0.7471 | 0.8497 | 0.9322 | 0.7010 | 0.8776 | 0.3264 | 0.8965 | 0.8715 | 0.6248 | 0.8542 | 0.5696 | 0.6968 | 0.2772 | 0.7547 | 0.6797 | 0.6038 | | 0.3666 | 6.38 | 2360 | 0.5248 | 0.6369 | 0.7650 | 0.8426 | 0.9087 | 0.8227 | 0.8484 | 0.3769 | 0.8875 | 0.8894 | 0.6215 | 0.8385 | 0.6237 | 0.7149 | 0.3173 | 0.7493 | 0.6272 | 0.5875 | | 0.3551 | 6.43 | 2380 | 0.4940 | 0.6455 | 0.7620 | 0.8492 | 0.9330 | 0.7356 | 0.8266 | 0.4330 | 0.8855 | 0.8707 | 0.6494 | 0.8430 | 0.6150 | 0.7124 | 0.3404 | 0.7639 | 0.6236 | 0.6202 | | 0.553 | 6.49 | 2400 | 0.5107 | 0.6281 | 0.7478 | 0.8404 | 0.9057 | 0.7340 | 0.8412 | 0.4025 | 0.9142 | 0.8149 | 0.6222 | 0.8356 | 0.6031 | 0.6988 | 0.3174 | 0.7634 | 0.6132 | 0.5654 | | 0.2966 | 6.54 | 2420 | 0.4833 | 0.6533 | 0.7733 | 0.8504 | 0.8926 | 0.7734 | 0.8340 | 0.4425 | 0.9010 | 0.8100 | 0.7594 | 0.8296 | 0.5908 | 0.6986 | 0.3561 | 0.7635 | 0.6855 | 0.6488 | | 0.3404 | 6.59 | 2440 | 0.4632 | 0.6744 | 0.7906 | 0.8668 | 0.9260 | 0.7448 | 0.8276 | 0.4473 | 0.8743 | 0.9094 | 0.8048 | 0.8534 | 0.5984 | 0.6945 | 0.3599 | 0.7796 | 0.6775 | 0.7576 | | 0.3744 | 6.65 | 2460 | 0.4676 | 0.6668 | 0.7805 | 0.8635 | 0.9082 | 0.7284 | 0.8669 | 0.3997 | 0.8938 | 0.8722 | 0.7940 | 0.8431 | 0.5988 | 0.6811 | 0.3309 | 0.7835 | 0.6963 | 0.7338 | | 0.2305 | 6.7 | 2480 | 0.4940 | 0.6457 | 0.7644 | 0.8503 | 0.9106 | 0.7627 | 0.8212 | 0.3682 | 0.8900 | 0.8853 | 0.7126 | 0.8483 | 0.6077 | 0.6985 | 0.3056 | 0.7507 | 0.6460 | 0.6629 | | 0.5477 | 6.76 | 2500 | 0.4748 | 0.6434 | 0.7565 | 0.8511 | 0.9113 | 0.7199 | 0.8503 | 0.3216 | 0.8851 | 0.8649 | 0.7422 | 0.8372 | 0.6007 | 0.6964 | 0.2756 | 0.7587 | 0.6627 | 0.6722 | | 0.4124 | 6.81 | 2520 | 0.5313 | 0.6212 | 0.7536 | 0.8363 | 0.9066 | 0.7573 | 0.8717 | 0.3575 | 0.8687 | 0.8851 | 0.6284 | 0.8396 | 0.5911 | 0.6855 | 0.2896 | 0.7408 | 0.6163 | 0.5852 | | 0.2796 | 6.86 | 2540 | 0.5070 | 0.6298 | 0.7487 | 0.8428 | 0.9255 | 0.7156 | 0.8490 | 0.3604 | 0.8818 | 0.8853 | 0.6232 | 0.8433 | 0.5883 | 0.7088 | 0.2848 | 0.7451 | 0.6501 | 0.5884 | | 0.4311 | 6.92 | 2560 | 0.4974 | 0.6417 | 0.7562 | 0.8498 | 0.9235 | 0.7283 | 0.8279 | 0.3363 | 0.8813 | 0.9074 | 0.6887 | 0.8402 | 0.5876 | 0.7103 | 0.2712 | 0.7493 | 0.6854 | 0.6479 | | 0.3702 | 6.97 | 2580 | 0.4818 | 0.6476 | 0.7665 | 0.8517 | 0.9057 | 0.7407 | 0.8656 | 0.3668 | 0.8857 | 0.8679 | 0.7329 | 0.8324 | 0.5872 | 0.6917 | 0.2922 | 0.7603 | 0.6916 | 0.6779 | | 0.2871 | 7.03 | 2600 | 0.4799 | 0.6534 | 0.7799 | 0.8545 | 0.9170 | 0.7555 | 0.8591 | 0.3950 | 0.8555 | 0.9283 | 0.7492 | 0.8397 | 0.5833 | 0.7046 | 0.3095 | 0.7598 | 0.6822 | 0.6949 | | 0.7906 | 7.08 | 2620 | 0.4530 | 0.6682 | 0.7793 | 0.8627 | 0.9270 | 0.7177 | 0.8329 | 0.4190 | 0.8724 | 0.8894 | 0.7967 | 0.8503 | 0.6027 | 0.7201 | 0.3355 | 0.7671 | 0.6815 | 0.7202 | | 1.0369 | 7.14 | 2640 | 0.4532 | 0.6729 | 0.7866 | 0.8650 | 0.9171 | 0.7342 | 0.8169 | 0.4682 | 0.8858 | 0.8500 | 0.8340 | 0.8486 | 0.6012 | 0.7221 | 0.3281 | 0.7735 | 0.6901 | 0.7468 | | 0.1002 | 7.19 | 2660 | 0.4763 | 0.6475 | 0.7783 | 0.8473 | 0.9195 | 0.7371 | 0.8541 | 0.4672 | 0.8371 | 0.8830 | 0.7504 | 0.8395 | 0.5952 | 0.6829 | 0.3264 | 0.7449 | 0.6816 | 0.6620 | | 0.421 | 7.24 | 2680 | 0.4708 | 0.6564 | 0.7725 | 0.8536 | 0.9139 | 0.7475 | 0.8448 | 0.4383 | 0.8912 | 0.8500 | 0.7218 | 0.8464 | 0.6053 | 0.6836 | 0.3438 | 0.7537 | 0.6971 | 0.6649 | | 0.3491 | 7.3 | 2700 | 0.4797 | 0.6623 | 0.7766 | 0.8605 | 0.9196 | 0.7842 | 0.8150 | 0.3615 | 0.8825 | 0.8893 | 0.7840 | 0.8496 | 0.6198 | 0.6843 | 0.3212 | 0.7668 | 0.6709 | 0.7238 | | 0.3251 | 7.35 | 2720 | 0.5016 | 0.6447 | 0.7619 | 0.8503 | 0.9166 | 0.7314 | 0.8473 | 0.3875 | 0.8873 | 0.8581 | 0.7048 | 0.8399 | 0.5973 | 0.6879 | 0.3038 | 0.7598 | 0.6731 | 0.6514 | | 0.2954 | 7.41 | 2740 | 0.4827 | 0.6542 | 0.7699 | 0.8558 | 0.9325 | 0.7329 | 0.8164 | 0.4061 | 0.8711 | 0.8951 | 0.7356 | 0.8512 | 0.5979 | 0.7164 | 0.3021 | 0.7561 | 0.6740 | 0.6819 | | 0.8119 | 7.46 | 2760 | 0.4875 | 0.6389 | 0.7475 | 0.8483 | 0.9147 | 0.7206 | 0.8252 | 0.3623 | 0.9144 | 0.8061 | 0.6892 | 0.8436 | 0.5970 | 0.7009 | 0.2852 | 0.7529 | 0.6595 | 0.6334 | | 0.4892 | 7.51 | 2780 | 0.4884 | 0.6658 | 0.7807 | 0.8602 | 0.9198 | 0.7653 | 0.8348 | 0.4184 | 0.8825 | 0.8762 | 0.7681 | 0.8476 | 0.6314 | 0.6994 | 0.3441 | 0.7736 | 0.6672 | 0.6970 | | 0.2375 | 7.57 | 2800 | 0.5425 | 0.6312 | 0.7496 | 0.8437 | 0.9158 | 0.7275 | 0.8471 | 0.3690 | 0.8988 | 0.8531 | 0.6356 | 0.8490 | 0.5966 | 0.6789 | 0.3052 | 0.7509 | 0.6508 | 0.5870 | | 0.3523 | 7.62 | 2820 | 0.5090 | 0.6444 | 0.7629 | 0.8493 | 0.9150 | 0.7391 | 0.8120 | 0.4380 | 0.9014 | 0.8461 | 0.6890 | 0.8484 | 0.5877 | 0.6958 | 0.3256 | 0.7557 | 0.6702 | 0.6275 | | 0.4111 | 7.68 | 2840 | 0.5295 | 0.6487 | 0.7482 | 0.8527 | 0.9321 | 0.6795 | 0.8419 | 0.4202 | 0.9165 | 0.7582 | 0.6893 | 0.8524 | 0.5854 | 0.6974 | 0.3443 | 0.7492 | 0.6599 | 0.6526 | | 1.3345 | 7.73 | 2860 | 0.5312 | 0.6381 | 0.7590 | 0.8457 | 0.9285 | 0.7271 | 0.8544 | 0.3958 | 0.8676 | 0.8797 | 0.6600 | 0.8476 | 0.5921 | 0.7023 | 0.3164 | 0.7434 | 0.6464 | 0.6184 | | 0.3067 | 7.78 | 2880 | 0.5353 | 0.6287 | 0.7515 | 0.8419 | 0.9314 | 0.7393 | 0.8338 | 0.3950 | 0.8840 | 0.8860 | 0.5910 | 0.8452 | 0.5748 | 0.6974 | 0.3258 | 0.7478 | 0.6386 | 0.5715 | | 0.3504 | 7.84 | 2900 | 0.5089 | 0.6413 | 0.7710 | 0.8427 | 0.9042 | 0.7322 | 0.8563 | 0.4845 | 0.8789 | 0.8926 | 0.6481 | 0.8454 | 0.6037 | 0.7177 | 0.3626 | 0.7464 | 0.6088 | 0.6046 | | 0.1571 | 7.89 | 2920 | 0.4610 | 0.6648 | 0.7848 | 0.8592 | 0.9191 | 0.7468 | 0.8439 | 0.4573 | 0.8690 | 0.8682 | 0.7891 | 0.8456 | 0.6052 | 0.7135 | 0.3473 | 0.7687 | 0.6665 | 0.7069 | | 1.2816 | 7.95 | 2940 | 0.5114 | 0.6469 | 0.7530 | 0.8489 | 0.9106 | 0.7227 | 0.8345 | 0.4185 | 0.9284 | 0.7978 | 0.6587 | 0.8421 | 0.5930 | 0.7067 | 0.3437 | 0.7454 | 0.6614 | 0.6359 | | 0.2313 | 8.0 | 2960 | 0.4590 | 0.6649 | 0.7950 | 0.8581 | 0.9293 | 0.7846 | 0.8195 | 0.5312 | 0.8649 | 0.9124 | 0.7234 | 0.8572 | 0.6063 | 0.7271 | 0.3717 | 0.7663 | 0.6473 | 0.6788 | | 0.2783 | 8.05 | 2980 | 0.4880 | 0.6562 | 0.7737 | 0.8552 | 0.9206 | 0.7340 | 0.8481 | 0.4596 | 0.8959 | 0.8693 | 0.6886 | 0.8520 | 0.5964 | 0.7237 | 0.3605 | 0.7651 | 0.6440 | 0.6515 | | 0.4596 | 8.11 | 3000 | 0.4796 | 0.6594 | 0.7734 | 0.8594 | 0.9270 | 0.7266 | 0.8638 | 0.4060 | 0.8821 | 0.8712 | 0.7373 | 0.8547 | 0.6029 | 0.7045 | 0.3383 | 0.7691 | 0.6565 | 0.6900 | | 0.484 | 8.16 | 3020 | 0.4801 | 0.6525 | 0.7662 | 0.8567 | 0.9257 | 0.7447 | 0.8453 | 0.3708 | 0.8911 | 0.8711 | 0.7146 | 0.8497 | 0.6033 | 0.7013 | 0.3143 | 0.7701 | 0.6602 | 0.6683 | | 0.7794 | 8.22 | 3040 | 0.5150 | 0.6351 | 0.7574 | 0.8486 | 0.9244 | 0.7055 | 0.8720 | 0.3914 | 0.8906 | 0.8891 | 0.6284 | 0.8510 | 0.5778 | 0.6924 | 0.3180 | 0.7697 | 0.6266 | 0.6100 | | 0.2596 | 8.27 | 3060 | 0.4605 | 0.6728 | 0.8023 | 0.8643 | 0.9296 | 0.7382 | 0.8009 | 0.6057 | 0.8676 | 0.8704 | 0.8037 | 0.8590 | 0.5863 | 0.7212 | 0.3657 | 0.7786 | 0.6606 | 0.7384 | | 0.3451 | 8.32 | 3080 | 0.4801 | 0.6533 | 0.7726 | 0.8542 | 0.9342 | 0.7089 | 0.7939 | 0.5207 | 0.8905 | 0.8810 | 0.6794 | 0.8569 | 0.5994 | 0.7048 | 0.3568 | 0.7668 | 0.6417 | 0.6465 | | 0.178 | 8.38 | 3100 | 0.4871 | 0.6587 | 0.7753 | 0.8571 | 0.9203 | 0.7452 | 0.8595 | 0.4154 | 0.8878 | 0.8921 | 0.7068 | 0.8551 | 0.5997 | 0.7056 | 0.3496 | 0.7588 | 0.6677 | 0.6746 | | 0.243 | 8.43 | 3120 | 0.4930 | 0.6537 | 0.7798 | 0.8525 | 0.9151 | 0.7488 | 0.8526 | 0.4782 | 0.8822 | 0.8962 | 0.6852 | 0.8542 | 0.5954 | 0.7098 | 0.3756 | 0.7604 | 0.6362 | 0.6441 | | 1.029 | 8.49 | 3140 | 0.5020 | 0.6621 | 0.7809 | 0.8629 | 0.9217 | 0.7246 | 0.8719 | 0.4224 | 0.8814 | 0.8691 | 0.7751 | 0.8575 | 0.5908 | 0.7086 | 0.3256 | 0.7820 | 0.6544 | 0.7156 | | 0.3411 | 8.54 | 3160 | 0.4718 | 0.6769 | 0.7942 | 0.8701 | 0.9232 | 0.7410 | 0.8480 | 0.4596 | 0.8799 | 0.8743 | 0.8331 | 0.8581 | 0.5859 | 0.7140 | 0.3461 | 0.7871 | 0.6862 | 0.7609 | | 0.8273 | 8.59 | 3180 | 0.4833 | 0.6617 | 0.7717 | 0.8597 | 0.9258 | 0.7331 | 0.8359 | 0.4446 | 0.9110 | 0.8565 | 0.6951 | 0.8554 | 0.5947 | 0.7329 | 0.3361 | 0.7660 | 0.6866 | 0.6599 | | 0.236 | 8.65 | 3200 | 0.5126 | 0.6623 | 0.7861 | 0.8574 | 0.9327 | 0.7244 | 0.8617 | 0.4976 | 0.8512 | 0.8806 | 0.7546 | 0.8382 | 0.5781 | 0.7337 | 0.3562 | 0.7735 | 0.6844 | 0.6723 | | 0.5863 | 8.7 | 3220 | 0.4874 | 0.6583 | 0.7689 | 0.8561 | 0.9247 | 0.6951 | 0.8452 | 0.4707 | 0.8929 | 0.8181 | 0.7352 | 0.8566 | 0.5788 | 0.7320 | 0.3533 | 0.7514 | 0.6751 | 0.6611 | | 0.1407 | 8.76 | 3240 | 0.4821 | 0.6631 | 0.7758 | 0.8596 | 0.9317 | 0.7305 | 0.8524 | 0.4620 | 0.8953 | 0.8645 | 0.6943 | 0.8595 | 0.6026 | 0.7289 | 0.3493 | 0.7630 | 0.6822 | 0.6560 | | 0.37 | 8.81 | 3260 | 0.4610 | 0.6623 | 0.7918 | 0.8576 | 0.9185 | 0.7703 | 0.8591 | 0.5065 | 0.8738 | 0.8910 | 0.7236 | 0.8539 | 0.5877 | 0.7190 | 0.3750 | 0.7674 | 0.6530 | 0.6799 | | 0.2278 | 8.86 | 3280 | 0.4558 | 0.6728 | 0.7912 | 0.8657 | 0.9346 | 0.7719 | 0.8781 | 0.4576 | 0.8707 | 0.8522 | 0.7732 | 0.8570 | 0.5979 | 0.7154 | 0.3675 | 0.7793 | 0.6837 | 0.7088 | | 0.2162 | 8.92 | 3300 | 0.4729 | 0.6761 | 0.7877 | 0.8690 | 0.9323 | 0.7218 | 0.8599 | 0.4369 | 0.8707 | 0.8607 | 0.8314 | 0.8607 | 0.5898 | 0.7250 | 0.3628 | 0.7802 | 0.6788 | 0.7358 | | 0.3056 | 8.97 | 3320 | 0.4642 | 0.6783 | 0.7853 | 0.8703 | 0.9315 | 0.7099 | 0.8458 | 0.4322 | 0.8781 | 0.8557 | 0.8435 | 0.8623 | 0.5979 | 0.7211 | 0.3677 | 0.7827 | 0.6799 | 0.7365 | | 0.2559 | 9.03 | 3340 | 0.4656 | 0.6762 | 0.7912 | 0.8682 | 0.9214 | 0.7495 | 0.8704 | 0.4438 | 0.8864 | 0.8712 | 0.7955 | 0.8563 | 0.6054 | 0.7191 | 0.3629 | 0.7876 | 0.6742 | 0.7281 | | 0.1877 | 9.08 | 3360 | 0.5040 | 0.6560 | 0.7786 | 0.8564 | 0.9296 | 0.7405 | 0.8308 | 0.4822 | 0.8828 | 0.8864 | 0.6975 | 0.8561 | 0.6038 | 0.7168 | 0.3599 | 0.7781 | 0.6268 | 0.6508 | | 0.3642 | 9.14 | 3380 | 0.5220 | 0.6641 | 0.7750 | 0.8623 | 0.9358 | 0.7360 | 0.8271 | 0.4464 | 0.8909 | 0.8340 | 0.7550 | 0.8398 | 0.5961 | 0.7071 | 0.3322 | 0.7897 | 0.6824 | 0.7011 | | 0.3262 | 9.19 | 3400 | 0.4821 | 0.6671 | 0.7852 | 0.8648 | 0.9371 | 0.7365 | 0.8144 | 0.4944 | 0.8846 | 0.8641 | 0.7654 | 0.8583 | 0.6014 | 0.7045 | 0.3507 | 0.7926 | 0.6536 | 0.7089 | | 0.6146 | 9.24 | 3420 | 0.4709 | 0.6722 | 0.7968 | 0.8649 | 0.9332 | 0.7110 | 0.8408 | 0.5184 | 0.8445 | 0.8999 | 0.8298 | 0.8581 | 0.6040 | 0.6981 | 0.3546 | 0.7786 | 0.6622 | 0.7497 | | 0.3797 | 9.3 | 3440 | 0.4913 | 0.6626 | 0.7726 | 0.8619 | 0.9379 | 0.6889 | 0.8627 | 0.4387 | 0.8827 | 0.8607 | 0.7365 | 0.8575 | 0.5929 | 0.6943 | 0.3417 | 0.7714 | 0.6731 | 0.7071 | | 0.1604 | 9.35 | 3460 | 0.4847 | 0.6468 | 0.7515 | 0.8555 | 0.9323 | 0.6980 | 0.8215 | 0.3373 | 0.8956 | 0.8472 | 0.7284 | 0.8557 | 0.5806 | 0.7177 | 0.2842 | 0.7554 | 0.6745 | 0.6597 | | 0.2544 | 9.41 | 3480 | 0.4657 | 0.6703 | 0.7804 | 0.8659 | 0.9461 | 0.7093 | 0.8057 | 0.4421 | 0.8614 | 0.8804 | 0.8176 | 0.8528 | 0.6011 | 0.7015 | 0.3266 | 0.7768 | 0.6791 | 0.7540 | | 0.3071 | 9.46 | 3500 | 0.4704 | 0.6715 | 0.7864 | 0.8644 | 0.9164 | 0.7579 | 0.8338 | 0.4608 | 0.8998 | 0.8626 | 0.7732 | 0.8597 | 0.6017 | 0.7251 | 0.3381 | 0.7671 | 0.6872 | 0.7213 | | 0.2165 | 9.51 | 3520 | 0.5137 | 0.6596 | 0.7623 | 0.8591 | 0.9293 | 0.7242 | 0.8397 | 0.3607 | 0.9003 | 0.8622 | 0.7197 | 0.8554 | 0.5980 | 0.7252 | 0.3079 | 0.7498 | 0.6979 | 0.6829 | | 0.6251 | 9.57 | 3540 | 0.4720 | 0.6663 | 0.7775 | 0.8639 | 0.9307 | 0.7446 | 0.8561 | 0.4056 | 0.8906 | 0.8707 | 0.7441 | 0.8662 | 0.6035 | 0.7218 | 0.3113 | 0.7612 | 0.6928 | 0.7072 | | 0.2985 | 9.62 | 3560 | 0.4701 | 0.6697 | 0.7857 | 0.8649 | 0.9248 | 0.7738 | 0.8546 | 0.4398 | 0.8962 | 0.8646 | 0.7463 | 0.8656 | 0.6034 | 0.7188 | 0.3235 | 0.7665 | 0.6982 | 0.7120 | | 0.7024 | 9.68 | 3580 | 0.5024 | 0.6603 | 0.7762 | 0.8581 | 0.9191 | 0.7492 | 0.8497 | 0.4537 | 0.8999 | 0.8380 | 0.7236 | 0.8564 | 0.6006 | 0.7120 | 0.3222 | 0.7594 | 0.6912 | 0.6802 | | 0.3726 | 9.73 | 3600 | 0.4899 | 0.6757 | 0.7952 | 0.8677 | 0.9149 | 0.7442 | 0.8736 | 0.4567 | 0.8779 | 0.8792 | 0.8200 | 0.8607 | 0.6072 | 0.7149 | 0.3316 | 0.7747 | 0.6743 | 0.7670 | | 0.2052 | 9.78 | 3620 | 0.4647 | 0.6806 | 0.7999 | 0.8690 | 0.9184 | 0.7340 | 0.8675 | 0.5045 | 0.8741 | 0.8654 | 0.8355 | 0.8622 | 0.6071 | 0.7233 | 0.3590 | 0.7757 | 0.6720 | 0.7648 | | 0.2286 | 9.84 | 3640 | 0.4740 | 0.6673 | 0.7868 | 0.8619 | 0.9139 | 0.7225 | 0.8565 | 0.5175 | 0.8994 | 0.8409 | 0.7567 | 0.8573 | 0.6091 | 0.7216 | 0.3492 | 0.7780 | 0.6534 | 0.7025 | | 0.3024 | 9.89 | 3660 | 0.4736 | 0.6755 | 0.7984 | 0.8664 | 0.9152 | 0.7496 | 0.8430 | 0.5112 | 0.8767 | 0.8611 | 0.8322 | 0.8541 | 0.6059 | 0.7260 | 0.3414 | 0.7825 | 0.6738 | 0.7447 | | 0.3105 | 9.95 | 3680 | 0.4792 | 0.6741 | 0.7931 | 0.8653 | 0.9184 | 0.7362 | 0.8284 | 0.5416 | 0.8915 | 0.8228 | 0.8126 | 0.8528 | 0.6042 | 0.7285 | 0.3435 | 0.7808 | 0.6681 | 0.7407 | | 0.2934 | 10.0 | 3700 | 0.5106 | 0.6724 | 0.7975 | 0.8626 | 0.9316 | 0.7395 | 0.8395 | 0.5418 | 0.8552 | 0.8875 | 0.7875 | 0.8534 | 0.6099 | 0.7257 | 0.3640 | 0.7731 | 0.6500 | 0.7308 | | 0.17 | 10.05 | 3720 | 0.5045 | 0.6638 | 0.7726 | 0.8624 | 0.9309 | 0.6885 | 0.8639 | 0.4334 | 0.8935 | 0.8691 | 0.7291 | 0.8580 | 0.5959 | 0.7067 | 0.3379 | 0.7705 | 0.6719 | 0.7059 | | 0.2049 | 10.11 | 3740 | 0.4872 | 0.6727 | 0.7838 | 0.8671 | 0.9338 | 0.7025 | 0.8787 | 0.4221 | 0.8697 | 0.8904 | 0.7893 | 0.8591 | 0.6043 | 0.7121 | 0.3402 | 0.7763 | 0.6775 | 0.7397 | | 0.2194 | 10.16 | 3760 | 0.4610 | 0.6873 | 0.8003 | 0.8724 | 0.9370 | 0.7638 | 0.8305 | 0.4971 | 0.8751 | 0.8812 | 0.8177 | 0.8588 | 0.6197 | 0.7279 | 0.3760 | 0.7854 | 0.6812 | 0.7622 | | 0.7358 | 10.22 | 3780 | 0.4820 | 0.6644 | 0.7788 | 0.8609 | 0.9221 | 0.7534 | 0.8515 | 0.4582 | 0.9093 | 0.8576 | 0.6993 | 0.8607 | 0.6057 | 0.7157 | 0.3805 | 0.7758 | 0.6392 | 0.6728 | | 0.2417 | 10.27 | 3800 | 0.4697 | 0.6745 | 0.7942 | 0.8646 | 0.9354 | 0.7859 | 0.8473 | 0.4847 | 0.8703 | 0.8791 | 0.7571 | 0.8608 | 0.6269 | 0.7212 | 0.3840 | 0.7779 | 0.6462 | 0.7043 | | 0.2213 | 10.32 | 3820 | 0.4694 | 0.6856 | 0.8034 | 0.8722 | 0.9329 | 0.7281 | 0.8479 | 0.5462 | 0.8725 | 0.8668 | 0.8296 | 0.8598 | 0.6053 | 0.7289 | 0.3593 | 0.7880 | 0.6926 | 0.7653 | | 0.2086 | 10.38 | 3840 | 0.4841 | 0.6821 | 0.8020 | 0.8697 | 0.9260 | 0.7283 | 0.8565 | 0.5346 | 0.8671 | 0.8571 | 0.8447 | 0.8593 | 0.6035 | 0.7259 | 0.3443 | 0.7779 | 0.6986 | 0.7651 | | 0.2276 | 10.43 | 3860 | 0.4768 | 0.6778 | 0.7909 | 0.8685 | 0.9253 | 0.7345 | 0.8606 | 0.4627 | 0.8806 | 0.8534 | 0.8191 | 0.8582 | 0.6018 | 0.7140 | 0.3451 | 0.7754 | 0.6993 | 0.7512 | | 0.9307 | 10.49 | 3880 | 0.4355 | 0.6858 | 0.8050 | 0.8737 | 0.9314 | 0.8159 | 0.8513 | 0.4519 | 0.8732 | 0.8815 | 0.8299 | 0.8701 | 0.6332 | 0.7154 | 0.3481 | 0.7861 | 0.6798 | 0.7679 | | 0.1625 | 10.54 | 3900 | 0.4257 | 0.6836 | 0.8019 | 0.8724 | 0.9209 | 0.7324 | 0.8575 | 0.5085 | 0.8802 | 0.8673 | 0.8468 | 0.8637 | 0.6024 | 0.7254 | 0.3344 | 0.7843 | 0.6963 | 0.7790 | | 0.1964 | 10.59 | 3920 | 0.4494 | 0.6834 | 0.7943 | 0.8718 | 0.9317 | 0.7255 | 0.8322 | 0.5191 | 0.8960 | 0.8549 | 0.8007 | 0.8636 | 0.6005 | 0.7243 | 0.3587 | 0.7830 | 0.6965 | 0.7569 | | 0.2189 | 10.65 | 3940 | 0.4543 | 0.6863 | 0.8034 | 0.8722 | 0.9352 | 0.7300 | 0.8170 | 0.5578 | 0.8756 | 0.8838 | 0.8242 | 0.8629 | 0.6074 | 0.7227 | 0.3691 | 0.7853 | 0.6912 | 0.7653 | | 0.1141 | 10.7 | 3960 | 0.4769 | 0.6809 | 0.8033 | 0.8666 | 0.9234 | 0.7449 | 0.8364 | 0.5728 | 0.8808 | 0.8903 | 0.7746 | 0.8605 | 0.6121 | 0.7226 | 0.3733 | 0.7706 | 0.6860 | 0.7414 | | 0.1867 | 10.76 | 3980 | 0.4879 | 0.6746 | 0.7927 | 0.8652 | 0.9234 | 0.7417 | 0.8636 | 0.5258 | 0.8975 | 0.8616 | 0.7349 | 0.8607 | 0.6069 | 0.7269 | 0.3748 | 0.7770 | 0.6687 | 0.7071 | | 0.156 | 10.81 | 4000 | 0.4501 | 0.6887 | 0.8135 | 0.8720 | 0.9286 | 0.7505 | 0.8476 | 0.5828 | 0.8662 | 0.8978 | 0.8206 | 0.8634 | 0.6066 | 0.7315 | 0.3842 | 0.7828 | 0.6832 | 0.7689 | | 0.2032 | 10.86 | 4020 | 0.4532 | 0.6825 | 0.7954 | 0.8695 | 0.9331 | 0.7527 | 0.8311 | 0.5158 | 0.8869 | 0.8539 | 0.7942 | 0.8568 | 0.6037 | 0.7282 | 0.3794 | 0.7812 | 0.6931 | 0.7352 | | 0.4218 | 10.92 | 4040 | 0.4506 | 0.6807 | 0.8026 | 0.8674 | 0.9271 | 0.7361 | 0.8379 | 0.5497 | 0.8665 | 0.8901 | 0.8106 | 0.8601 | 0.6099 | 0.7350 | 0.3613 | 0.7727 | 0.6764 | 0.7494 | | 0.9776 | 10.97 | 4060 | 0.4304 | 0.6862 | 0.8022 | 0.8720 | 0.9257 | 0.7324 | 0.8475 | 0.5307 | 0.8827 | 0.8755 | 0.8212 | 0.8695 | 0.6107 | 0.7208 | 0.3718 | 0.7764 | 0.6820 | 0.7719 | | 0.3795 | 11.03 | 4080 | 0.4585 | 0.6802 | 0.7907 | 0.8698 | 0.9280 | 0.7497 | 0.8484 | 0.4749 | 0.8958 | 0.8439 | 0.7942 | 0.8633 | 0.6101 | 0.7108 | 0.3685 | 0.7795 | 0.6884 | 0.7412 | | 0.2103 | 11.08 | 4100 | 0.4643 | 0.6755 | 0.7950 | 0.8659 | 0.9326 | 0.7790 | 0.8364 | 0.4977 | 0.8790 | 0.8776 | 0.7630 | 0.8611 | 0.6004 | 0.7123 | 0.3909 | 0.7768 | 0.6742 | 0.7127 | | 0.1525 | 11.14 | 4120 | 0.4791 | 0.6700 | 0.7758 | 0.8655 | 0.9361 | 0.7245 | 0.8489 | 0.4356 | 0.9039 | 0.8582 | 0.7233 | 0.8643 | 0.6066 | 0.7160 | 0.3642 | 0.7754 | 0.6648 | 0.6983 | | 0.2646 | 11.19 | 4140 | 0.4628 | 0.6752 | 0.7874 | 0.8666 | 0.9362 | 0.7699 | 0.8380 | 0.4273 | 0.8745 | 0.8858 | 0.7801 | 0.8661 | 0.6313 | 0.7159 | 0.3599 | 0.7712 | 0.6584 | 0.7237 | | 0.1286 | 11.24 | 4160 | 0.4678 | 0.6788 | 0.7937 | 0.8690 | 0.9413 | 0.7485 | 0.8311 | 0.5061 | 0.8758 | 0.8609 | 0.7923 | 0.8631 | 0.6143 | 0.7101 | 0.3646 | 0.7824 | 0.6837 | 0.7338 | | 0.2149 | 11.3 | 4180 | 0.4582 | 0.6848 | 0.7930 | 0.8723 | 0.9235 | 0.7508 | 0.8278 | 0.4643 | 0.9009 | 0.8672 | 0.8165 | 0.8619 | 0.6145 | 0.7176 | 0.3741 | 0.7861 | 0.6884 | 0.7513 | | 0.391 | 11.35 | 4200 | 0.4874 | 0.6623 | 0.7832 | 0.8552 | 0.8999 | 0.7433 | 0.8320 | 0.4728 | 0.8866 | 0.8795 | 0.7681 | 0.8343 | 0.6119 | 0.7044 | 0.3773 | 0.7771 | 0.6663 | 0.6645 | | 0.2664 | 11.41 | 4220 | 0.4799 | 0.6737 | 0.7918 | 0.8657 | 0.9361 | 0.7459 | 0.8739 | 0.4683 | 0.8651 | 0.8870 | 0.7667 | 0.8652 | 0.6100 | 0.7108 | 0.3730 | 0.7737 | 0.6701 | 0.7130 | | 0.23 | 11.46 | 4240 | 0.5239 | 0.6427 | 0.7596 | 0.8533 | 0.9379 | 0.7307 | 0.8518 | 0.4006 | 0.8979 | 0.8631 | 0.6349 | 0.8571 | 0.5795 | 0.7136 | 0.3386 | 0.7769 | 0.6293 | 0.6038 | | 0.4212 | 11.51 | 4260 | 0.5042 | 0.6584 | 0.7805 | 0.8595 | 0.9318 | 0.7593 | 0.8501 | 0.4429 | 0.8774 | 0.8742 | 0.7275 | 0.8585 | 0.5873 | 0.7148 | 0.3501 | 0.7763 | 0.6440 | 0.6781 | | 0.1569 | 11.57 | 4280 | 0.4734 | 0.6687 | 0.7898 | 0.8641 | 0.9320 | 0.7364 | 0.8574 | 0.4970 | 0.8798 | 0.8902 | 0.7359 | 0.8654 | 0.6042 | 0.7270 | 0.3650 | 0.7818 | 0.6402 | 0.6971 | | 0.415 | 11.62 | 4300 | 0.4841 | 0.6853 | 0.8035 | 0.8727 | 0.9391 | 0.7068 | 0.8404 | 0.5198 | 0.8473 | 0.9012 | 0.8695 | 0.8704 | 0.6043 | 0.7227 | 0.3627 | 0.7764 | 0.6755 | 0.7854 | | 0.1442 | 11.68 | 4320 | 0.4612 | 0.6804 | 0.7886 | 0.8708 | 0.9325 | 0.7049 | 0.8381 | 0.5004 | 0.8908 | 0.8259 | 0.8274 | 0.8673 | 0.6018 | 0.7188 | 0.3546 | 0.7787 | 0.6943 | 0.7473 | | 0.6131 | 11.73 | 4340 | 0.4764 | 0.6762 | 0.7874 | 0.8678 | 0.9237 | 0.7302 | 0.8712 | 0.4777 | 0.8976 | 0.8227 | 0.7886 | 0.8602 | 0.6077 | 0.7075 | 0.3633 | 0.7802 | 0.6721 | 0.7423 | | 0.2644 | 11.78 | 4360 | 0.4727 | 0.6810 | 0.7863 | 0.8704 | 0.9290 | 0.7138 | 0.8497 | 0.4646 | 0.9013 | 0.8668 | 0.7789 | 0.8599 | 0.6109 | 0.7174 | 0.3688 | 0.7830 | 0.6823 | 0.7446 | | 0.1389 | 11.84 | 4380 | 0.4478 | 0.6936 | 0.8037 | 0.8768 | 0.9233 | 0.7726 | 0.8539 | 0.4963 | 0.9057 | 0.8561 | 0.8179 | 0.8684 | 0.6107 | 0.7246 | 0.3808 | 0.7868 | 0.7003 | 0.7834 | | 0.3118 | 11.89 | 4400 | 0.4622 | 0.6890 | 0.7946 | 0.8748 | 0.9368 | 0.7639 | 0.8483 | 0.4676 | 0.8987 | 0.8491 | 0.7978 | 0.8630 | 0.6080 | 0.7214 | 0.3747 | 0.7854 | 0.7028 | 0.7678 | | 0.211 | 11.95 | 4420 | 0.4530 | 0.6892 | 0.7998 | 0.8754 | 0.9340 | 0.7400 | 0.8642 | 0.4720 | 0.8800 | 0.8840 | 0.8246 | 0.8656 | 0.6095 | 0.7220 | 0.3705 | 0.7883 | 0.6950 | 0.7731 | | 0.159 | 12.0 | 4440 | 0.4421 | 0.6961 | 0.8126 | 0.8792 | 0.9365 | 0.7613 | 0.8617 | 0.5111 | 0.8686 | 0.8909 | 0.8584 | 0.8719 | 0.6089 | 0.7293 | 0.3775 | 0.7927 | 0.6937 | 0.7990 | | 0.2645 | 12.05 | 4460 | 0.4589 | 0.6868 | 0.7959 | 0.8729 | 0.9241 | 0.7235 | 0.8493 | 0.5106 | 0.9019 | 0.8541 | 0.8078 | 0.8631 | 0.6067 | 0.7293 | 0.3668 | 0.7830 | 0.6986 | 0.7603 | | 0.308 | 12.11 | 4480 | 0.4609 | 0.6805 | 0.7919 | 0.8707 | 0.9318 | 0.7451 | 0.8502 | 0.4928 | 0.8941 | 0.8293 | 0.8004 | 0.8643 | 0.6031 | 0.7177 | 0.3576 | 0.7807 | 0.6866 | 0.7532 | | 0.3428 | 12.16 | 4500 | 0.5009 | 0.6721 | 0.7860 | 0.8648 | 0.9384 | 0.7179 | 0.8500 | 0.4778 | 0.8671 | 0.8675 | 0.7830 | 0.8563 | 0.5979 | 0.7078 | 0.3514 | 0.7686 | 0.6875 | 0.7352 | | 0.2222 | 12.22 | 4520 | 0.5077 | 0.6706 | 0.7888 | 0.8635 | 0.9086 | 0.7543 | 0.8630 | 0.4657 | 0.8999 | 0.8636 | 0.7662 | 0.8554 | 0.6036 | 0.7138 | 0.3434 | 0.7709 | 0.6835 | 0.7237 | | 0.7624 | 12.27 | 4540 | 0.5146 | 0.6636 | 0.7830 | 0.8614 | 0.9170 | 0.7356 | 0.8559 | 0.4537 | 0.8939 | 0.8927 | 0.7323 | 0.8587 | 0.6061 | 0.7155 | 0.3474 | 0.7789 | 0.6479 | 0.6911 | | 0.234 | 12.32 | 4560 | 0.4953 | 0.6733 | 0.7934 | 0.8644 | 0.9169 | 0.7379 | 0.8521 | 0.4947 | 0.8836 | 0.8961 | 0.7725 | 0.8562 | 0.6102 | 0.6993 | 0.3768 | 0.7790 | 0.6650 | 0.7268 | | 0.0902 | 12.38 | 4580 | 0.4858 | 0.6805 | 0.7968 | 0.8684 | 0.9131 | 0.7343 | 0.8520 | 0.5021 | 0.8905 | 0.8703 | 0.8155 | 0.8564 | 0.6145 | 0.7085 | 0.3694 | 0.7826 | 0.6868 | 0.7454 | | 0.1475 | 12.43 | 4600 | 0.4919 | 0.6775 | 0.7996 | 0.8667 | 0.9091 | 0.7499 | 0.8677 | 0.4746 | 0.8735 | 0.8937 | 0.8283 | 0.8557 | 0.6094 | 0.7024 | 0.3657 | 0.7786 | 0.6830 | 0.7476 | | 0.1838 | 12.49 | 4620 | 0.4916 | 0.6786 | 0.7900 | 0.8685 | 0.9439 | 0.7235 | 0.8574 | 0.4797 | 0.8712 | 0.8881 | 0.7663 | 0.8584 | 0.6118 | 0.7189 | 0.3626 | 0.7792 | 0.6884 | 0.7310 | | 0.3815 | 12.54 | 4640 | 0.4743 | 0.6829 | 0.7966 | 0.8713 | 0.9358 | 0.7237 | 0.8443 | 0.5101 | 0.8781 | 0.8796 | 0.8048 | 0.8658 | 0.6014 | 0.7324 | 0.3550 | 0.7785 | 0.6962 | 0.7510 | | 0.2289 | 12.59 | 4660 | 0.4548 | 0.6839 | 0.7963 | 0.8710 | 0.9294 | 0.7121 | 0.8461 | 0.5114 | 0.8819 | 0.8822 | 0.8111 | 0.8615 | 0.6040 | 0.7366 | 0.3538 | 0.7786 | 0.7040 | 0.7491 | | 0.4497 | 12.65 | 4680 | 0.4628 | 0.6839 | 0.7952 | 0.8713 | 0.9355 | 0.7250 | 0.8585 | 0.4895 | 0.8817 | 0.8994 | 0.7772 | 0.8641 | 0.6105 | 0.7214 | 0.3653 | 0.7779 | 0.6992 | 0.7492 | | 0.2843 | 12.7 | 4700 | 0.4697 | 0.6840 | 0.7956 | 0.8714 | 0.9301 | 0.7067 | 0.8492 | 0.4976 | 0.8780 | 0.8881 | 0.8194 | 0.8623 | 0.6027 | 0.7360 | 0.3639 | 0.7799 | 0.6941 | 0.7489 | | 0.302 | 12.76 | 4720 | 0.4994 | 0.6653 | 0.7847 | 0.8596 | 0.9190 | 0.7397 | 0.8459 | 0.4966 | 0.8971 | 0.8918 | 0.7027 | 0.8543 | 0.5977 | 0.7300 | 0.3753 | 0.7724 | 0.6663 | 0.6612 | | 0.1513 | 12.81 | 4740 | 0.4992 | 0.6660 | 0.7891 | 0.8609 | 0.9310 | 0.7379 | 0.8545 | 0.5311 | 0.8829 | 0.8763 | 0.7100 | 0.8619 | 0.5988 | 0.7179 | 0.3768 | 0.7744 | 0.6645 | 0.6680 | | 0.1849 | 12.86 | 4760 | 0.5231 | 0.6651 | 0.7820 | 0.8621 | 0.9328 | 0.7234 | 0.8556 | 0.4869 | 0.8908 | 0.8755 | 0.7091 | 0.8612 | 0.5983 | 0.7192 | 0.3612 | 0.7778 | 0.6646 | 0.6731 | | 0.2365 | 12.92 | 4780 | 0.5766 | 0.6581 | 0.7829 | 0.8570 | 0.9295 | 0.7514 | 0.8421 | 0.5104 | 0.8890 | 0.8868 | 0.6708 | 0.8596 | 0.5882 | 0.7237 | 0.3777 | 0.7719 | 0.6459 | 0.6399 | | 0.1911 | 12.97 | 4800 | 0.4854 | 0.6782 | 0.7898 | 0.8674 | 0.9268 | 0.7250 | 0.8526 | 0.4841 | 0.8880 | 0.8721 | 0.7800 | 0.8648 | 0.6095 | 0.7272 | 0.3711 | 0.7719 | 0.6907 | 0.7126 | | 0.1832 | 13.03 | 4820 | 0.4758 | 0.6784 | 0.7913 | 0.8684 | 0.9369 | 0.7309 | 0.8778 | 0.4727 | 0.8751 | 0.8764 | 0.7695 | 0.8631 | 0.6097 | 0.7211 | 0.3716 | 0.7776 | 0.6827 | 0.7226 | | 0.2468 | 13.08 | 4840 | 0.5350 | 0.6605 | 0.7856 | 0.8591 | 0.9218 | 0.7489 | 0.8800 | 0.4486 | 0.8742 | 0.9100 | 0.7154 | 0.8592 | 0.5945 | 0.7023 | 0.3667 | 0.7735 | 0.6474 | 0.6801 | | 0.2561 | 13.14 | 4860 | 0.5189 | 0.6562 | 0.7792 | 0.8577 | 0.9241 | 0.7412 | 0.8859 | 0.4384 | 0.8796 | 0.8794 | 0.7055 | 0.8557 | 0.5842 | 0.6963 | 0.3579 | 0.7734 | 0.6548 | 0.6709 | | 0.1709 | 13.19 | 4880 | 0.5022 | 0.6622 | 0.7780 | 0.8604 | 0.9293 | 0.7275 | 0.8568 | 0.4674 | 0.8960 | 0.8727 | 0.6965 | 0.8569 | 0.5883 | 0.7132 | 0.3747 | 0.7767 | 0.6616 | 0.6637 | | 0.3981 | 13.24 | 4900 | 0.5008 | 0.6749 | 0.7942 | 0.8647 | 0.9228 | 0.7505 | 0.8626 | 0.4826 | 0.8754 | 0.8968 | 0.7684 | 0.8625 | 0.6148 | 0.7325 | 0.3783 | 0.7729 | 0.6677 | 0.6959 | | 0.1245 | 13.3 | 4920 | 0.4749 | 0.6921 | 0.8090 | 0.8742 | 0.9355 | 0.7635 | 0.8638 | 0.5127 | 0.8614 | 0.8889 | 0.8370 | 0.8686 | 0.6282 | 0.7341 | 0.3908 | 0.7819 | 0.6706 | 0.7706 | | 0.3112 | 13.35 | 4940 | 0.5104 | 0.6689 | 0.7953 | 0.8617 | 0.9164 | 0.7723 | 0.8737 | 0.5058 | 0.8841 | 0.8805 | 0.7345 | 0.8573 | 0.5902 | 0.7306 | 0.3881 | 0.7777 | 0.6673 | 0.6712 | | 0.4289 | 13.41 | 4960 | 0.5219 | 0.6649 | 0.7876 | 0.8594 | 0.9094 | 0.7240 | 0.8878 | 0.4985 | 0.8909 | 0.8749 | 0.7277 | 0.8528 | 0.5980 | 0.7172 | 0.3781 | 0.7776 | 0.6656 | 0.6647 | | 0.2058 | 13.46 | 4980 | 0.5227 | 0.6759 | 0.7930 | 0.8669 | 0.9435 | 0.7176 | 0.8552 | 0.5027 | 0.8605 | 0.9027 | 0.7687 | 0.8578 | 0.6024 | 0.7330 | 0.3706 | 0.7828 | 0.6722 | 0.7125 | | 0.5839 | 13.51 | 5000 | 0.5075 | 0.6682 | 0.7884 | 0.8627 | 0.9513 | 0.7326 | 0.8487 | 0.5318 | 0.8632 | 0.8632 | 0.7278 | 0.8558 | 0.6033 | 0.7273 | 0.3575 | 0.7817 | 0.6749 | 0.6768 | | 0.1233 | 13.57 | 5020 | 0.5305 | 0.6624 | 0.7835 | 0.8596 | 0.9296 | 0.7342 | 0.8590 | 0.5038 | 0.8875 | 0.8703 | 0.6999 | 0.8539 | 0.6089 | 0.7281 | 0.3595 | 0.7853 | 0.6540 | 0.6474 | | 0.2409 | 13.62 | 5040 | 0.5526 | 0.6643 | 0.7865 | 0.8590 | 0.9143 | 0.7376 | 0.8545 | 0.5088 | 0.8909 | 0.8622 | 0.7369 | 0.8535 | 0.6143 | 0.7219 | 0.3644 | 0.7786 | 0.6514 | 0.6662 | | 0.4213 | 13.68 | 5060 | 0.5389 | 0.6670 | 0.7850 | 0.8606 | 0.9288 | 0.7144 | 0.8416 | 0.5393 | 0.8892 | 0.8555 | 0.7265 | 0.8568 | 0.6081 | 0.7361 | 0.3728 | 0.7778 | 0.6542 | 0.6633 | | 0.2416 | 13.73 | 5080 | 0.5370 | 0.6679 | 0.7892 | 0.8606 | 0.9207 | 0.7313 | 0.8550 | 0.5162 | 0.8822 | 0.8779 | 0.7415 | 0.8588 | 0.6102 | 0.7342 | 0.3676 | 0.7715 | 0.6579 | 0.6750 | | 0.6472 | 13.78 | 5100 | 0.5285 | 0.6685 | 0.7919 | 0.8606 | 0.9298 | 0.7272 | 0.8624 | 0.5235 | 0.8621 | 0.8868 | 0.7515 | 0.8615 | 0.6080 | 0.7289 | 0.3784 | 0.7678 | 0.6530 | 0.6816 | | 0.7657 | 13.84 | 5120 | 0.5148 | 0.6697 | 0.7884 | 0.8636 | 0.9334 | 0.7171 | 0.8642 | 0.4935 | 0.8686 | 0.8795 | 0.7629 | 0.8658 | 0.6050 | 0.7241 | 0.3698 | 0.7743 | 0.6591 | 0.6896 | | 0.2385 | 13.89 | 5140 | 0.4964 | 0.6713 | 0.7887 | 0.8643 | 0.9251 | 0.7185 | 0.8649 | 0.5156 | 0.8924 | 0.8646 | 0.7397 | 0.8605 | 0.6091 | 0.7209 | 0.3661 | 0.7801 | 0.6690 | 0.6938 | | 0.1648 | 13.95 | 5160 | 0.5069 | 0.6773 | 0.7953 | 0.8655 | 0.9185 | 0.7397 | 0.8457 | 0.5376 | 0.8966 | 0.8707 | 0.7582 | 0.8591 | 0.6131 | 0.7420 | 0.3609 | 0.7750 | 0.6888 | 0.7021 | | 0.2672 | 14.0 | 5180 | 0.5107 | 0.6794 | 0.7943 | 0.8662 | 0.9331 | 0.7316 | 0.8427 | 0.5352 | 0.8796 | 0.8693 | 0.7685 | 0.8589 | 0.6089 | 0.7265 | 0.3813 | 0.7705 | 0.6964 | 0.7134 | | 0.0874 | 14.05 | 5200 | 0.5256 | 0.6709 | 0.7988 | 0.8605 | 0.9250 | 0.7574 | 0.8671 | 0.5427 | 0.8636 | 0.9008 | 0.7353 | 0.8593 | 0.6160 | 0.7214 | 0.3903 | 0.7671 | 0.6500 | 0.6922 | | 1.8131 | 14.11 | 5220 | 0.5220 | 0.6748 | 0.8032 | 0.8621 | 0.9015 | 0.7559 | 0.8876 | 0.5350 | 0.8759 | 0.8773 | 0.7892 | 0.8512 | 0.6119 | 0.7098 | 0.3841 | 0.7730 | 0.6839 | 0.7094 | | 0.2457 | 14.16 | 5240 | 0.5254 | 0.6746 | 0.7956 | 0.8648 | 0.9265 | 0.7368 | 0.8868 | 0.5110 | 0.8754 | 0.8858 | 0.7465 | 0.8595 | 0.6088 | 0.7185 | 0.3877 | 0.7792 | 0.6681 | 0.7003 | | 0.2768 | 14.22 | 5260 | 0.4932 | 0.6799 | 0.7958 | 0.8664 | 0.9272 | 0.7368 | 0.8656 | 0.5168 | 0.8791 | 0.8755 | 0.7698 | 0.8554 | 0.6150 | 0.7237 | 0.3848 | 0.7768 | 0.6957 | 0.7080 | | 0.0822 | 14.27 | 5280 | 0.5282 | 0.6783 | 0.7965 | 0.8654 | 0.9291 | 0.7412 | 0.8635 | 0.4991 | 0.8651 | 0.9011 | 0.7766 | 0.8580 | 0.6140 | 0.7225 | 0.3893 | 0.7704 | 0.6701 | 0.7235 | | 0.2053 | 14.32 | 5300 | 0.5090 | 0.6840 | 0.8027 | 0.8685 | 0.9244 | 0.7388 | 0.8672 | 0.5286 | 0.8694 | 0.8816 | 0.8091 | 0.8569 | 0.6139 | 0.7189 | 0.3871 | 0.7780 | 0.7011 | 0.7321 | | 0.3327 | 14.38 | 5320 | 0.5246 | 0.6783 | 0.7848 | 0.8658 | 0.9278 | 0.7153 | 0.8424 | 0.4848 | 0.8936 | 0.8622 | 0.7675 | 0.8513 | 0.6095 | 0.7220 | 0.3875 | 0.7770 | 0.7067 | 0.6943 | | 0.1328 | 14.43 | 5340 | 0.5043 | 0.6856 | 0.8064 | 0.8697 | 0.9265 | 0.7344 | 0.8480 | 0.5526 | 0.8656 | 0.8967 | 0.8212 | 0.8609 | 0.6168 | 0.7234 | 0.3855 | 0.7790 | 0.6835 | 0.7499 | | 0.2624 | 14.49 | 5360 | 0.5109 | 0.6863 | 0.8074 | 0.8714 | 0.9346 | 0.7357 | 0.8667 | 0.5547 | 0.8627 | 0.8859 | 0.8115 | 0.8641 | 0.6146 | 0.7227 | 0.3810 | 0.7855 | 0.6935 | 0.7425 | | 0.2006 | 14.54 | 5380 | 0.4980 | 0.6843 | 0.8061 | 0.8701 | 0.9343 | 0.7429 | 0.8562 | 0.5670 | 0.8722 | 0.8890 | 0.7808 | 0.8639 | 0.6174 | 0.7142 | 0.3805 | 0.7846 | 0.6899 | 0.7395 | | 0.1824 | 14.59 | 5400 | 0.5096 | 0.6786 | 0.7923 | 0.8675 | 0.9338 | 0.7243 | 0.8290 | 0.5202 | 0.8885 | 0.8992 | 0.7508 | 0.8629 | 0.6143 | 0.7134 | 0.3900 | 0.7809 | 0.6735 | 0.7152 | | 0.2048 | 14.65 | 5420 | 0.4913 | 0.6844 | 0.8054 | 0.8700 | 0.9245 | 0.7762 | 0.8460 | 0.5138 | 0.8725 | 0.8854 | 0.8195 | 0.8598 | 0.6171 | 0.7065 | 0.3925 | 0.7859 | 0.6857 | 0.7433 | | 0.4006 | 14.7 | 5440 | 0.5003 | 0.6725 | 0.7905 | 0.8650 | 0.9261 | 0.7556 | 0.8507 | 0.4435 | 0.8715 | 0.9046 | 0.7814 | 0.8599 | 0.6152 | 0.7038 | 0.3600 | 0.7750 | 0.6755 | 0.7180 | | 0.2531 | 14.76 | 5460 | 0.4879 | 0.6764 | 0.7882 | 0.8670 | 0.9288 | 0.7380 | 0.8424 | 0.4583 | 0.8833 | 0.8819 | 0.7846 | 0.8608 | 0.6130 | 0.7222 | 0.3602 | 0.7742 | 0.6867 | 0.7180 | | 0.1882 | 14.81 | 5480 | 0.4832 | 0.6770 | 0.7953 | 0.8671 | 0.9255 | 0.7753 | 0.8370 | 0.4739 | 0.8833 | 0.8939 | 0.7778 | 0.8623 | 0.6132 | 0.7212 | 0.3605 | 0.7753 | 0.6790 | 0.7274 | | 0.2064 | 14.86 | 5500 | 0.4735 | 0.6824 | 0.8012 | 0.8692 | 0.9312 | 0.7581 | 0.8566 | 0.5143 | 0.8731 | 0.8857 | 0.7898 | 0.8612 | 0.6140 | 0.7186 | 0.3652 | 0.7761 | 0.6899 | 0.7517 | | 1.184 | 14.92 | 5520 | 0.4909 | 0.6796 | 0.7967 | 0.8679 | 0.9356 | 0.7664 | 0.8453 | 0.4997 | 0.8736 | 0.8738 | 0.7825 | 0.8606 | 0.6173 | 0.7067 | 0.3677 | 0.7751 | 0.6860 | 0.7439 | | 0.2516 | 14.97 | 5540 | 0.5036 | 0.6669 | 0.7881 | 0.8611 | 0.9364 | 0.7464 | 0.8549 | 0.4775 | 0.8634 | 0.9092 | 0.7289 | 0.8627 | 0.6088 | 0.7127 | 0.3740 | 0.7672 | 0.6494 | 0.6938 | | 0.3358 | 15.03 | 5560 | 0.4775 | 0.6868 | 0.7939 | 0.8723 | 0.9291 | 0.7258 | 0.8612 | 0.4767 | 0.8926 | 0.8796 | 0.7921 | 0.8661 | 0.6185 | 0.7262 | 0.3699 | 0.7763 | 0.7008 | 0.7496 | | 0.2884 | 15.08 | 5580 | 0.4784 | 0.6830 | 0.7981 | 0.8694 | 0.9276 | 0.7285 | 0.8225 | 0.5186 | 0.8751 | 0.8891 | 0.8251 | 0.8636 | 0.6121 | 0.7219 | 0.3693 | 0.7725 | 0.6927 | 0.7489 | | 0.1912 | 15.14 | 5600 | 0.4907 | 0.6810 | 0.7931 | 0.8691 | 0.9235 | 0.7514 | 0.8572 | 0.4865 | 0.8933 | 0.8373 | 0.8028 | 0.8613 | 0.6123 | 0.7265 | 0.3623 | 0.7769 | 0.6957 | 0.7319 | | 0.2123 | 15.19 | 5620 | 0.5058 | 0.6768 | 0.7915 | 0.8675 | 0.9217 | 0.7386 | 0.8624 | 0.4891 | 0.8955 | 0.8602 | 0.7733 | 0.8646 | 0.6088 | 0.7306 | 0.3748 | 0.7818 | 0.6757 | 0.7013 | | 0.1442 | 15.24 | 5640 | 0.4941 | 0.6725 | 0.7917 | 0.8667 | 0.9344 | 0.7281 | 0.8706 | 0.5157 | 0.8887 | 0.8789 | 0.7258 | 0.8640 | 0.5996 | 0.7236 | 0.3650 | 0.7883 | 0.6704 | 0.6964 | | 0.3268 | 15.3 | 5660 | 0.4726 | 0.6900 | 0.8025 | 0.8746 | 0.9392 | 0.7109 | 0.8571 | 0.5436 | 0.8761 | 0.8729 | 0.8175 | 0.8676 | 0.6071 | 0.7361 | 0.3789 | 0.7863 | 0.6998 | 0.7541 | | 0.1346 | 15.35 | 5680 | 0.5099 | 0.6762 | 0.7845 | 0.8682 | 0.9291 | 0.7056 | 0.8440 | 0.4873 | 0.9038 | 0.8617 | 0.7602 | 0.8671 | 0.5962 | 0.7343 | 0.3867 | 0.7839 | 0.6724 | 0.6924 | | 0.1552 | 15.41 | 5700 | 0.5091 | 0.6770 | 0.7896 | 0.8675 | 0.9334 | 0.7179 | 0.8304 | 0.5079 | 0.8879 | 0.8831 | 0.7669 | 0.8674 | 0.6062 | 0.7304 | 0.3915 | 0.7816 | 0.6645 | 0.6972 | | 0.2739 | 15.46 | 5720 | 0.4854 | 0.6818 | 0.7958 | 0.8702 | 0.9308 | 0.7345 | 0.8509 | 0.4874 | 0.8801 | 0.8946 | 0.7923 | 0.8685 | 0.6125 | 0.7309 | 0.3812 | 0.7808 | 0.6737 | 0.7253 | | 0.2156 | 15.51 | 5740 | 0.4731 | 0.6835 | 0.7979 | 0.8710 | 0.9304 | 0.7510 | 0.8526 | 0.4908 | 0.8846 | 0.8890 | 0.7869 | 0.8675 | 0.6113 | 0.7342 | 0.3863 | 0.7842 | 0.6799 | 0.7209 | | 0.2013 | 15.57 | 5760 | 0.4961 | 0.6882 | 0.8011 | 0.8739 | 0.9186 | 0.7628 | 0.8485 | 0.4896 | 0.8978 | 0.8555 | 0.8349 | 0.8615 | 0.6045 | 0.7156 | 0.3894 | 0.7920 | 0.6970 | 0.7572 | | 0.1138 | 15.62 | 5780 | 0.5189 | 0.6675 | 0.7816 | 0.8632 | 0.9371 | 0.7159 | 0.8528 | 0.4915 | 0.8926 | 0.8796 | 0.7014 | 0.8604 | 0.5961 | 0.7214 | 0.3945 | 0.7862 | 0.6546 | 0.6596 | | 0.1717 | 15.68 | 5800 | 0.4771 | 0.6812 | 0.7994 | 0.8688 | 0.9233 | 0.7309 | 0.8893 | 0.5013 | 0.8751 | 0.8847 | 0.7909 | 0.8645 | 0.6063 | 0.7145 | 0.3889 | 0.7784 | 0.6887 | 0.7271 | | 0.145 | 15.73 | 5820 | 0.4821 | 0.6879 | 0.8018 | 0.8723 | 0.9235 | 0.7312 | 0.8697 | 0.4904 | 0.8754 | 0.8946 | 0.8276 | 0.8645 | 0.6110 | 0.7303 | 0.3846 | 0.7788 | 0.6943 | 0.7518 | | 0.1478 | 15.78 | 5840 | 0.4487 | 0.6904 | 0.7995 | 0.8753 | 0.9353 | 0.7295 | 0.8364 | 0.4992 | 0.8838 | 0.8825 | 0.8296 | 0.8699 | 0.6110 | 0.7228 | 0.3867 | 0.7867 | 0.7015 | 0.7539 | | 0.2065 | 15.84 | 5860 | 0.4444 | 0.6956 | 0.7982 | 0.8802 | 0.9518 | 0.7037 | 0.8404 | 0.4966 | 0.8807 | 0.8763 | 0.8380 | 0.8696 | 0.6083 | 0.7172 | 0.3907 | 0.8014 | 0.7014 | 0.7805 | | 0.2238 | 15.89 | 5880 | 0.4495 | 0.6952 | 0.8011 | 0.8789 | 0.9417 | 0.7128 | 0.8180 | 0.5268 | 0.8907 | 0.8827 | 0.8351 | 0.8681 | 0.6068 | 0.7271 | 0.3977 | 0.8007 | 0.6982 | 0.7677 | | 0.4265 | 15.95 | 5900 | 0.4619 | 0.6934 | 0.8080 | 0.8759 | 0.9331 | 0.7314 | 0.8722 | 0.5381 | 0.8790 | 0.8932 | 0.8093 | 0.8694 | 0.6150 | 0.7354 | 0.3971 | 0.7908 | 0.6958 | 0.7503 | | 0.184 | 16.0 | 5920 | 0.4537 | 0.6885 | 0.7972 | 0.8727 | 0.9250 | 0.7163 | 0.8451 | 0.5246 | 0.9008 | 0.8730 | 0.7955 | 0.8670 | 0.6138 | 0.7320 | 0.3988 | 0.7847 | 0.6925 | 0.7305 | | 0.117 | 16.05 | 5940 | 0.4749 | 0.6852 | 0.8001 | 0.8713 | 0.9247 | 0.7221 | 0.8719 | 0.5021 | 0.8786 | 0.8940 | 0.8075 | 0.8685 | 0.6100 | 0.7328 | 0.3909 | 0.7809 | 0.6802 | 0.7333 | | 0.2419 | 16.11 | 5960 | 0.4945 | 0.6816 | 0.7971 | 0.8706 | 0.9351 | 0.7259 | 0.8734 | 0.4895 | 0.8738 | 0.9049 | 0.7771 | 0.8727 | 0.6139 | 0.7283 | 0.3879 | 0.7840 | 0.6624 | 0.7220 | | 0.169 | 16.16 | 5980 | 0.4624 | 0.6953 | 0.8065 | 0.8768 | 0.9330 | 0.7431 | 0.8578 | 0.5194 | 0.8858 | 0.8966 | 0.8101 | 0.8724 | 0.6145 | 0.7379 | 0.3954 | 0.7833 | 0.6916 | 0.7721 | | 0.8402 | 16.22 | 6000 | 0.4915 | 0.6863 | 0.7946 | 0.8717 | 0.9411 | 0.7182 | 0.8662 | 0.5007 | 0.8852 | 0.9008 | 0.7499 | 0.8645 | 0.6069 | 0.7359 | 0.3976 | 0.7805 | 0.6958 | 0.7230 | | 0.1921 | 16.27 | 6020 | 0.4983 | 0.6774 | 0.7943 | 0.8655 | 0.9330 | 0.7389 | 0.8524 | 0.5452 | 0.8925 | 0.8915 | 0.7067 | 0.8620 | 0.5967 | 0.7429 | 0.4068 | 0.7745 | 0.6789 | 0.6800 | | 0.1016 | 16.32 | 6040 | 0.5132 | 0.6827 | 0.7929 | 0.8676 | 0.9337 | 0.7171 | 0.8531 | 0.5350 | 0.8927 | 0.8880 | 0.7308 | 0.8602 | 0.6087 | 0.7406 | 0.3948 | 0.7705 | 0.7007 | 0.7033 | | 0.1321 | 16.38 | 6060 | 0.5703 | 0.6799 | 0.7838 | 0.8673 | 0.9375 | 0.7166 | 0.8419 | 0.5102 | 0.9107 | 0.8677 | 0.7023 | 0.8563 | 0.6045 | 0.7403 | 0.3986 | 0.7776 | 0.6987 | 0.6835 | | 0.2588 | 16.43 | 6080 | 0.5038 | 0.6789 | 0.7921 | 0.8679 | 0.9409 | 0.7241 | 0.8702 | 0.5235 | 0.8874 | 0.8805 | 0.7180 | 0.8599 | 0.6080 | 0.7334 | 0.3892 | 0.7838 | 0.6834 | 0.6946 | | 0.1616 | 16.49 | 6100 | 0.5008 | 0.6786 | 0.7817 | 0.8693 | 0.9425 | 0.7019 | 0.8361 | 0.4896 | 0.9078 | 0.8767 | 0.7174 | 0.8608 | 0.6008 | 0.7287 | 0.3979 | 0.7891 | 0.6841 | 0.6890 | | 0.1174 | 16.54 | 6120 | 0.5136 | 0.6788 | 0.7847 | 0.8676 | 0.9282 | 0.7261 | 0.8527 | 0.4666 | 0.9034 | 0.8697 | 0.7461 | 0.8618 | 0.6112 | 0.7263 | 0.3941 | 0.7783 | 0.6869 | 0.6928 | | 0.8829 | 16.59 | 6140 | 0.5435 | 0.6658 | 0.7803 | 0.8609 | 0.9335 | 0.7219 | 0.8690 | 0.4571 | 0.8802 | 0.8912 | 0.7093 | 0.8585 | 0.5971 | 0.7269 | 0.3926 | 0.7756 | 0.6506 | 0.6590 | | 0.1366 | 16.65 | 6160 | 0.5220 | 0.6651 | 0.7877 | 0.8611 | 0.9316 | 0.7367 | 0.8599 | 0.5083 | 0.8806 | 0.8891 | 0.7073 | 0.8642 | 0.5871 | 0.7303 | 0.3922 | 0.7774 | 0.6486 | 0.6558 | | 0.1399 | 16.7 | 6180 | 0.5332 | 0.6649 | 0.7904 | 0.8606 | 0.9308 | 0.7560 | 0.8570 | 0.5150 | 0.8799 | 0.8936 | 0.7005 | 0.8631 | 0.5878 | 0.7308 | 0.3925 | 0.7783 | 0.6487 | 0.6527 | | 0.266 | 16.76 | 6200 | 0.5124 | 0.6742 | 0.7956 | 0.8654 | 0.9316 | 0.7323 | 0.8586 | 0.5206 | 0.8727 | 0.9015 | 0.7522 | 0.8684 | 0.6032 | 0.7330 | 0.3861 | 0.7765 | 0.6560 | 0.6963 | | 0.2649 | 16.81 | 6220 | 0.5171 | 0.6725 | 0.7852 | 0.8663 | 0.9347 | 0.7277 | 0.8480 | 0.4835 | 0.8970 | 0.8849 | 0.7209 | 0.8695 | 0.6000 | 0.7310 | 0.3904 | 0.7823 | 0.6594 | 0.6751 | | 2.2747 | 16.86 | 6240 | 0.5286 | 0.6687 | 0.7812 | 0.8665 | 0.9317 | 0.7407 | 0.8781 | 0.4345 | 0.9044 | 0.8685 | 0.7106 | 0.8681 | 0.5999 | 0.7045 | 0.3671 | 0.7879 | 0.6804 | 0.6732 | | 0.1122 | 16.92 | 6260 | 0.4876 | 0.6884 | 0.8043 | 0.8722 | 0.9329 | 0.7668 | 0.8413 | 0.5248 | 0.8815 | 0.8900 | 0.7927 | 0.8648 | 0.6196 | 0.7319 | 0.3912 | 0.7845 | 0.6951 | 0.7317 | | 0.2894 | 16.97 | 6280 | 0.5100 | 0.6860 | 0.7993 | 0.8707 | 0.9320 | 0.7503 | 0.8545 | 0.5291 | 0.8886 | 0.8604 | 0.7802 | 0.8606 | 0.6155 | 0.7410 | 0.3827 | 0.7826 | 0.6966 | 0.7231 | | 0.1169 | 17.03 | 6300 | 0.5046 | 0.6815 | 0.8032 | 0.8676 | 0.9283 | 0.7455 | 0.8495 | 0.5613 | 0.8758 | 0.8846 | 0.7773 | 0.8608 | 0.6071 | 0.7506 | 0.3785 | 0.7773 | 0.6805 | 0.7160 | | 0.2227 | 17.08 | 6320 | 0.5002 | 0.6814 | 0.8028 | 0.8680 | 0.9301 | 0.7329 | 0.8725 | 0.5459 | 0.8674 | 0.8878 | 0.7832 | 0.8623 | 0.6103 | 0.7470 | 0.3782 | 0.7787 | 0.6770 | 0.7161 | | 0.1101 | 17.14 | 6340 | 0.4999 | 0.6758 | 0.7907 | 0.8667 | 0.9315 | 0.7144 | 0.8719 | 0.5299 | 0.8909 | 0.8479 | 0.7486 | 0.8619 | 0.6019 | 0.7417 | 0.3779 | 0.7832 | 0.6762 | 0.6879 | | 0.1437 | 17.19 | 6360 | 0.5290 | 0.6673 | 0.7899 | 0.8631 | 0.9377 | 0.7547 | 0.8732 | 0.5188 | 0.8884 | 0.8779 | 0.6791 | 0.8575 | 0.5889 | 0.7352 | 0.3865 | 0.7897 | 0.6619 | 0.6513 | | 0.7185 | 17.24 | 6380 | 0.5790 | 0.6682 | 0.7805 | 0.8639 | 0.9411 | 0.7334 | 0.8508 | 0.4772 | 0.8999 | 0.8882 | 0.6731 | 0.8590 | 0.5941 | 0.7330 | 0.3891 | 0.7858 | 0.6616 | 0.6545 | | 0.3752 | 17.3 | 6400 | 0.5241 | 0.6768 | 0.7824 | 0.8701 | 0.9385 | 0.7039 | 0.8697 | 0.4734 | 0.9097 | 0.8628 | 0.7186 | 0.8677 | 0.5918 | 0.7389 | 0.3852 | 0.7882 | 0.6722 | 0.6938 | | 0.101 | 17.35 | 6420 | 0.5049 | 0.6820 | 0.7883 | 0.8719 | 0.9314 | 0.7332 | 0.8491 | 0.5022 | 0.9208 | 0.8349 | 0.7465 | 0.8685 | 0.5986 | 0.7431 | 0.3875 | 0.7886 | 0.6731 | 0.7144 | | 0.4648 | 17.41 | 6440 | 0.5267 | 0.6766 | 0.8002 | 0.8671 | 0.9242 | 0.7590 | 0.8573 | 0.5398 | 0.8887 | 0.8778 | 0.7548 | 0.8669 | 0.5976 | 0.7437 | 0.3816 | 0.7840 | 0.6692 | 0.6931 | | 0.5598 | 17.46 | 6460 | 0.5149 | 0.6740 | 0.7945 | 0.8666 | 0.9288 | 0.7208 | 0.8709 | 0.5463 | 0.8908 | 0.8628 | 0.7414 | 0.8689 | 0.5913 | 0.7395 | 0.3863 | 0.7849 | 0.6647 | 0.6823 | | 0.0913 | 17.51 | 6480 | 0.5095 | 0.6764 | 0.7965 | 0.8685 | 0.9310 | 0.7228 | 0.8837 | 0.5317 | 0.8892 | 0.8834 | 0.7336 | 0.8715 | 0.5949 | 0.7359 | 0.3874 | 0.7868 | 0.6595 | 0.6988 | | 0.1733 | 17.57 | 6500 | 0.5256 | 0.6716 | 0.7921 | 0.8653 | 0.9297 | 0.7368 | 0.8625 | 0.5225 | 0.8949 | 0.8936 | 0.7049 | 0.8687 | 0.6039 | 0.7238 | 0.3840 | 0.7833 | 0.6579 | 0.6798 | | 0.7268 | 17.62 | 6520 | 0.4883 | 0.6747 | 0.7932 | 0.8688 | 0.9317 | 0.7246 | 0.8573 | 0.5250 | 0.8981 | 0.8793 | 0.7362 | 0.8733 | 0.5938 | 0.7345 | 0.3736 | 0.7891 | 0.6568 | 0.7019 | | 0.2392 | 17.68 | 6540 | 0.4983 | 0.6666 | 0.7928 | 0.8632 | 0.9244 | 0.7257 | 0.8657 | 0.5250 | 0.8802 | 0.8837 | 0.7445 | 0.8673 | 0.5872 | 0.7311 | 0.3645 | 0.7822 | 0.6515 | 0.6821 | | 0.1811 | 17.73 | 6560 | 0.5077 | 0.6626 | 0.7896 | 0.8596 | 0.9255 | 0.7218 | 0.8771 | 0.5201 | 0.8716 | 0.8853 | 0.7257 | 0.8601 | 0.5912 | 0.7290 | 0.3689 | 0.7789 | 0.6489 | 0.6610 | | 0.2697 | 17.78 | 6580 | 0.5188 | 0.6660 | 0.7872 | 0.8638 | 0.9206 | 0.7355 | 0.8661 | 0.4757 | 0.8947 | 0.8859 | 0.7322 | 0.8631 | 0.5895 | 0.7234 | 0.3580 | 0.7850 | 0.6570 | 0.6856 | | 0.2092 | 17.84 | 6600 | 0.5315 | 0.6624 | 0.7773 | 0.8644 | 0.9377 | 0.7148 | 0.8839 | 0.4149 | 0.8829 | 0.8823 | 0.7249 | 0.8670 | 0.5864 | 0.7235 | 0.3363 | 0.7820 | 0.6631 | 0.6784 | | 0.398 | 17.89 | 6620 | 0.5081 | 0.6737 | 0.7919 | 0.8690 | 0.9337 | 0.7491 | 0.8786 | 0.4616 | 0.8882 | 0.8941 | 0.7377 | 0.8725 | 0.5942 | 0.7292 | 0.3660 | 0.7871 | 0.6626 | 0.7044 | | 0.3194 | 17.95 | 6640 | 0.4716 | 0.6859 | 0.7981 | 0.8741 | 0.9285 | 0.7433 | 0.8710 | 0.4712 | 0.8930 | 0.8892 | 0.7903 | 0.8727 | 0.6026 | 0.7407 | 0.3823 | 0.7891 | 0.6850 | 0.7286 | | 0.2433 | 18.0 | 6660 | 0.4902 | 0.6914 | 0.8036 | 0.8760 | 0.9318 | 0.7383 | 0.8735 | 0.4998 | 0.8872 | 0.8944 | 0.7999 | 0.8716 | 0.6073 | 0.7360 | 0.3931 | 0.7898 | 0.6931 | 0.7490 | | 0.1648 | 18.05 | 6680 | 0.4797 | 0.6898 | 0.7959 | 0.8760 | 0.9243 | 0.7241 | 0.8808 | 0.4618 | 0.9013 | 0.8655 | 0.8135 | 0.8672 | 0.6111 | 0.7216 | 0.3737 | 0.7907 | 0.7048 | 0.7595 | | 0.1684 | 18.11 | 6700 | 0.4691 | 0.6936 | 0.8063 | 0.8770 | 0.9272 | 0.7503 | 0.8499 | 0.5170 | 0.8959 | 0.8905 | 0.8132 | 0.8714 | 0.6087 | 0.7342 | 0.3881 | 0.7903 | 0.6978 | 0.7648 | | 0.4593 | 18.16 | 6720 | 0.4752 | 0.6897 | 0.8013 | 0.8753 | 0.9295 | 0.7261 | 0.8724 | 0.5019 | 0.8917 | 0.8933 | 0.7941 | 0.8690 | 0.6072 | 0.7277 | 0.3847 | 0.7899 | 0.6932 | 0.7562 | | 0.217 | 18.22 | 6740 | 0.4584 | 0.6936 | 0.8007 | 0.8775 | 0.9300 | 0.7042 | 0.8778 | 0.5180 | 0.8981 | 0.8637 | 0.8132 | 0.8705 | 0.6094 | 0.7351 | 0.3823 | 0.7914 | 0.7045 | 0.7623 | | 0.5066 | 18.27 | 6760 | 0.4653 | 0.6879 | 0.7997 | 0.8745 | 0.9274 | 0.7379 | 0.8540 | 0.5139 | 0.9032 | 0.8761 | 0.7852 | 0.8711 | 0.6087 | 0.7330 | 0.3891 | 0.7921 | 0.6871 | 0.7341 | | 0.2053 | 18.32 | 6780 | 0.4726 | 0.6925 | 0.8045 | 0.8777 | 0.9298 | 0.7446 | 0.8693 | 0.4990 | 0.8920 | 0.8742 | 0.8226 | 0.8739 | 0.6127 | 0.7349 | 0.3867 | 0.7974 | 0.6933 | 0.7486 | | 0.4129 | 18.38 | 6800 | 0.4768 | 0.6978 | 0.8085 | 0.8801 | 0.9418 | 0.7218 | 0.8670 | 0.5094 | 0.8666 | 0.8905 | 0.8623 | 0.8759 | 0.6187 | 0.7339 | 0.3836 | 0.7929 | 0.6987 | 0.7807 | | 0.2414 | 18.43 | 6820 | 0.4853 | 0.6974 | 0.8091 | 0.8796 | 0.9323 | 0.7369 | 0.8549 | 0.5041 | 0.8765 | 0.8935 | 0.8656 | 0.8722 | 0.6181 | 0.7342 | 0.3866 | 0.7964 | 0.7011 | 0.7734 | | 0.2057 | 18.49 | 6840 | 0.4845 | 0.6937 | 0.8025 | 0.8768 | 0.9332 | 0.7181 | 0.8599 | 0.5064 | 0.8842 | 0.8906 | 0.8250 | 0.8675 | 0.6146 | 0.7339 | 0.3905 | 0.7920 | 0.7020 | 0.7558 | | 0.5205 | 18.54 | 6860 | 0.4946 | 0.6853 | 0.7987 | 0.8727 | 0.9293 | 0.7190 | 0.8716 | 0.5031 | 0.8847 | 0.8857 | 0.7974 | 0.8711 | 0.6133 | 0.7321 | 0.3810 | 0.7872 | 0.6872 | 0.7255 | | 0.1792 | 18.59 | 6880 | 0.4973 | 0.6730 | 0.7836 | 0.8672 | 0.9357 | 0.7035 | 0.8645 | 0.4709 | 0.8905 | 0.8777 | 0.7426 | 0.8644 | 0.6014 | 0.7341 | 0.3724 | 0.7867 | 0.6692 | 0.6831 | | 0.2469 | 18.65 | 6900 | 0.5070 | 0.6733 | 0.7917 | 0.8661 | 0.9268 | 0.7284 | 0.8730 | 0.5105 | 0.8932 | 0.8800 | 0.7303 | 0.8654 | 0.5962 | 0.7379 | 0.3813 | 0.7847 | 0.6711 | 0.6761 | | 0.121 | 18.7 | 6920 | 0.4979 | 0.6719 | 0.7963 | 0.8649 | 0.9239 | 0.7379 | 0.8748 | 0.5208 | 0.8795 | 0.8870 | 0.7499 | 0.8681 | 0.5890 | 0.7402 | 0.3822 | 0.7795 | 0.6672 | 0.6771 | | 0.1563 | 18.76 | 6940 | 0.4967 | 0.6730 | 0.7933 | 0.8667 | 0.9250 | 0.7491 | 0.8569 | 0.5207 | 0.9009 | 0.8640 | 0.7368 | 0.8689 | 0.5884 | 0.7399 | 0.3817 | 0.7866 | 0.6668 | 0.6787 | | 0.2343 | 18.81 | 6960 | 0.4936 | 0.6793 | 0.7915 | 0.8704 | 0.9295 | 0.7238 | 0.8565 | 0.4964 | 0.9008 | 0.8730 | 0.7604 | 0.8696 | 0.6038 | 0.7387 | 0.3774 | 0.7893 | 0.6745 | 0.7017 | | 0.1376 | 18.86 | 6980 | 0.5142 | 0.6753 | 0.7924 | 0.8683 | 0.9289 | 0.7285 | 0.8713 | 0.5054 | 0.8976 | 0.8839 | 0.7309 | 0.8687 | 0.5949 | 0.7384 | 0.3835 | 0.7889 | 0.6630 | 0.6897 | | 0.2083 | 18.92 | 7000 | 0.5195 | 0.6759 | 0.7958 | 0.8676 | 0.9339 | 0.7296 | 0.8727 | 0.5400 | 0.8889 | 0.8783 | 0.7272 | 0.8680 | 0.5947 | 0.7409 | 0.3936 | 0.7878 | 0.6568 | 0.6896 | | 0.1786 | 18.97 | 7020 | 0.5023 | 0.6787 | 0.7978 | 0.8671 | 0.9339 | 0.7409 | 0.8547 | 0.5385 | 0.8800 | 0.8896 | 0.7467 | 0.8673 | 0.6178 | 0.7436 | 0.3939 | 0.7835 | 0.6596 | 0.6852 | | 0.1673 | 19.03 | 7040 | 0.5260 | 0.6756 | 0.7945 | 0.8652 | 0.9332 | 0.7680 | 0.8618 | 0.5078 | 0.8845 | 0.8876 | 0.7188 | 0.8675 | 0.6249 | 0.7469 | 0.3920 | 0.7802 | 0.6528 | 0.6651 | | 0.2254 | 19.08 | 7060 | 0.5240 | 0.6706 | 0.7900 | 0.8640 | 0.9306 | 0.7045 | 0.8670 | 0.5283 | 0.8810 | 0.8821 | 0.7363 | 0.8658 | 0.5950 | 0.7366 | 0.3927 | 0.7820 | 0.6504 | 0.6715 | | 0.2038 | 19.14 | 7080 | 0.5257 | 0.6761 | 0.7948 | 0.8674 | 0.9280 | 0.7311 | 0.8631 | 0.5331 | 0.8954 | 0.8774 | 0.7351 | 0.8683 | 0.6026 | 0.7370 | 0.3963 | 0.7888 | 0.6533 | 0.6862 | | 0.2925 | 19.19 | 7100 | 0.5166 | 0.6740 | 0.7887 | 0.8663 | 0.9289 | 0.7246 | 0.8511 | 0.5130 | 0.8975 | 0.8619 | 0.7439 | 0.8687 | 0.6084 | 0.7321 | 0.3892 | 0.7841 | 0.6540 | 0.6817 | | 0.1445 | 19.24 | 7120 | 0.4984 | 0.6781 | 0.7947 | 0.8677 | 0.9389 | 0.7432 | 0.8513 | 0.5214 | 0.8795 | 0.8744 | 0.7545 | 0.8679 | 0.6184 | 0.7336 | 0.3872 | 0.7840 | 0.6616 | 0.6938 | | 0.2232 | 19.3 | 7140 | 0.5119 | 0.6790 | 0.7977 | 0.8684 | 0.9381 | 0.7644 | 0.8663 | 0.5223 | 0.8830 | 0.8705 | 0.7396 | 0.8708 | 0.6217 | 0.7404 | 0.3890 | 0.7854 | 0.6553 | 0.6901 | | 0.1221 | 19.35 | 7160 | 0.4848 | 0.6841 | 0.7982 | 0.8704 | 0.9323 | 0.7526 | 0.8690 | 0.4965 | 0.8847 | 0.8897 | 0.7628 | 0.8701 | 0.6311 | 0.7414 | 0.3924 | 0.7851 | 0.6636 | 0.7048 | | 0.1109 | 19.41 | 7180 | 0.5155 | 0.6769 | 0.7898 | 0.8682 | 0.9302 | 0.7215 | 0.8500 | 0.5056 | 0.9010 | 0.8859 | 0.7346 | 0.8693 | 0.6091 | 0.7354 | 0.3899 | 0.7869 | 0.6535 | 0.6941 | | 0.1974 | 19.46 | 7200 | 0.5345 | 0.6743 | 0.7930 | 0.8656 | 0.9272 | 0.7396 | 0.8417 | 0.5285 | 0.8926 | 0.8780 | 0.7436 | 0.8685 | 0.6057 | 0.7366 | 0.3898 | 0.7805 | 0.6552 | 0.6839 | | 0.1654 | 19.51 | 7220 | 0.5000 | 0.6864 | 0.8025 | 0.8726 | 0.9369 | 0.7333 | 0.8370 | 0.5406 | 0.8763 | 0.8840 | 0.8095 | 0.8691 | 0.6061 | 0.7386 | 0.3891 | 0.7867 | 0.6779 | 0.7376 | | 0.1334 | 19.57 | 7240 | 0.5047 | 0.6852 | 0.7975 | 0.8716 | 0.9325 | 0.7230 | 0.8542 | 0.5253 | 0.8885 | 0.8737 | 0.7851 | 0.8695 | 0.6096 | 0.7357 | 0.3955 | 0.7839 | 0.6805 | 0.7214 | | 0.341 | 19.62 | 7260 | 0.5075 | 0.6820 | 0.7910 | 0.8709 | 0.9375 | 0.6995 | 0.8525 | 0.5021 | 0.8868 | 0.8828 | 0.7761 | 0.8704 | 0.6041 | 0.7345 | 0.3944 | 0.7840 | 0.6729 | 0.7136 | | 0.1156 | 19.68 | 7280 | 0.5026 | 0.6868 | 0.7984 | 0.8727 | 0.9301 | 0.7176 | 0.8696 | 0.5196 | 0.8890 | 0.8691 | 0.7940 | 0.8723 | 0.6087 | 0.7372 | 0.3998 | 0.7841 | 0.6834 | 0.7222 | | 0.3066 | 19.73 | 7300 | 0.5020 | 0.6932 | 0.8067 | 0.8752 | 0.9263 | 0.7316 | 0.8810 | 0.5265 | 0.8803 | 0.8676 | 0.8337 | 0.8716 | 0.6139 | 0.7351 | 0.3987 | 0.7831 | 0.7003 | 0.7497 | | 0.1444 | 19.78 | 7320 | 0.5167 | 0.6839 | 0.8013 | 0.8704 | 0.9346 | 0.7326 | 0.8579 | 0.5480 | 0.8801 | 0.8823 | 0.7738 | 0.8711 | 0.6064 | 0.7351 | 0.3994 | 0.7808 | 0.6806 | 0.7141 | | 1.95 | 19.84 | 7340 | 0.5440 | 0.6768 | 0.7930 | 0.8676 | 0.9344 | 0.7220 | 0.8757 | 0.5189 | 0.8860 | 0.8754 | 0.7389 | 0.8715 | 0.6039 | 0.7322 | 0.3970 | 0.7814 | 0.6645 | 0.6873 | | 1.7888 | 19.89 | 7360 | 0.5679 | 0.6691 | 0.7877 | 0.8623 | 0.9381 | 0.7295 | 0.8693 | 0.5271 | 0.8838 | 0.8738 | 0.6925 | 0.8615 | 0.5999 | 0.7336 | 0.3975 | 0.7792 | 0.6646 | 0.6472 | | 0.154 | 19.95 | 7380 | 0.5072 | 0.6861 | 0.8004 | 0.8719 | 0.9345 | 0.7361 | 0.8560 | 0.5171 | 0.8805 | 0.8948 | 0.7841 | 0.8724 | 0.6143 | 0.7300 | 0.3928 | 0.7804 | 0.6856 | 0.7269 | | 0.3593 | 20.0 | 7400 | 0.5257 | 0.6800 | 0.8007 | 0.8677 | 0.9346 | 0.7409 | 0.8535 | 0.5490 | 0.8740 | 0.8923 | 0.7604 | 0.8705 | 0.6091 | 0.7297 | 0.3919 | 0.7742 | 0.6760 | 0.7086 | | 0.1941 | 20.05 | 7420 | 0.5089 | 0.6874 | 0.8040 | 0.8726 | 0.9337 | 0.7357 | 0.8694 | 0.5349 | 0.8768 | 0.8820 | 0.7956 | 0.8717 | 0.6105 | 0.7294 | 0.3906 | 0.7813 | 0.6909 | 0.7371 | | 0.1581 | 20.11 | 7440 | 0.5325 | 0.6737 | 0.7884 | 0.8647 | 0.9332 | 0.7304 | 0.8395 | 0.5166 | 0.8906 | 0.8767 | 0.7315 | 0.8641 | 0.6095 | 0.7185 | 0.3931 | 0.7767 | 0.6738 | 0.6802 | | 0.2148 | 20.16 | 7460 | 0.5160 | 0.6796 | 0.7909 | 0.8679 | 0.9294 | 0.7184 | 0.8309 | 0.5173 | 0.8956 | 0.8835 | 0.7614 | 0.8691 | 0.6119 | 0.7220 | 0.3967 | 0.7767 | 0.6781 | 0.7026 | | 0.1271 | 20.22 | 7480 | 0.5087 | 0.6798 | 0.7889 | 0.8693 | 0.9360 | 0.7072 | 0.8544 | 0.5089 | 0.8977 | 0.8785 | 0.7394 | 0.8677 | 0.6087 | 0.7257 | 0.3957 | 0.7841 | 0.6786 | 0.6979 | | 0.1316 | 20.27 | 7500 | 0.5033 | 0.6880 | 0.7962 | 0.8725 | 0.9331 | 0.7151 | 0.8572 | 0.5077 | 0.8874 | 0.8805 | 0.7922 | 0.8651 | 0.6153 | 0.7255 | 0.3913 | 0.7825 | 0.7059 | 0.7299 | | 0.4032 | 20.32 | 7520 | 0.5064 | 0.6880 | 0.7929 | 0.8731 | 0.9350 | 0.7051 | 0.8463 | 0.4888 | 0.8889 | 0.8885 | 0.7977 | 0.8632 | 0.6112 | 0.7282 | 0.3911 | 0.7848 | 0.7061 | 0.7318 | | 0.207 | 20.38 | 7540 | 0.5199 | 0.6817 | 0.7902 | 0.8691 | 0.9254 | 0.7202 | 0.8681 | 0.4813 | 0.8979 | 0.8785 | 0.7598 | 0.8629 | 0.6149 | 0.7332 | 0.3876 | 0.7804 | 0.6941 | 0.6991 | | 0.1099 | 20.43 | 7560 | 0.5195 | 0.6835 | 0.7912 | 0.8705 | 0.9321 | 0.7222 | 0.8641 | 0.4706 | 0.8883 | 0.8883 | 0.7731 | 0.8642 | 0.6120 | 0.7367 | 0.3850 | 0.7806 | 0.6999 | 0.7060 | | 0.1801 | 20.49 | 7580 | 0.5230 | 0.6800 | 0.7905 | 0.8692 | 0.9367 | 0.7052 | 0.8734 | 0.4894 | 0.8820 | 0.8902 | 0.7568 | 0.8667 | 0.6076 | 0.7391 | 0.3878 | 0.7819 | 0.6827 | 0.6942 | | 0.0809 | 20.54 | 7600 | 0.5215 | 0.6806 | 0.7954 | 0.8674 | 0.9233 | 0.7404 | 0.8733 | 0.5074 | 0.8911 | 0.8789 | 0.7535 | 0.8619 | 0.6113 | 0.7408 | 0.3907 | 0.7767 | 0.6894 | 0.6935 | | 0.0992 | 20.59 | 7620 | 0.5121 | 0.6866 | 0.7953 | 0.8724 | 0.9391 | 0.7167 | 0.8623 | 0.5051 | 0.8841 | 0.8797 | 0.7797 | 0.8671 | 0.6087 | 0.7405 | 0.3871 | 0.7826 | 0.7048 | 0.7155 | | 0.6249 | 20.65 | 7640 | 0.5238 | 0.6816 | 0.7949 | 0.8697 | 0.9376 | 0.7324 | 0.8611 | 0.5039 | 0.8811 | 0.8871 | 0.7609 | 0.8683 | 0.6124 | 0.7366 | 0.3913 | 0.7822 | 0.6824 | 0.6982 | | 1.5679 | 20.7 | 7660 | 0.5109 | 0.6792 | 0.7927 | 0.8688 | 0.9389 | 0.7168 | 0.8616 | 0.5110 | 0.8824 | 0.8913 | 0.7467 | 0.8705 | 0.6104 | 0.7370 | 0.3943 | 0.7836 | 0.6706 | 0.6880 | | 0.1715 | 20.76 | 7680 | 0.5076 | 0.6869 | 0.7986 | 0.8727 | 0.9374 | 0.7230 | 0.8495 | 0.5173 | 0.8820 | 0.8947 | 0.7863 | 0.8703 | 0.6118 | 0.7321 | 0.3967 | 0.7855 | 0.6919 | 0.7198 | | 0.6711 | 20.81 | 7700 | 0.5382 | 0.6744 | 0.7886 | 0.8651 | 0.9281 | 0.7354 | 0.8442 | 0.4929 | 0.8924 | 0.8941 | 0.7333 | 0.8664 | 0.6076 | 0.7321 | 0.3965 | 0.7762 | 0.6660 | 0.6759 | | 0.2482 | 20.86 | 7720 | 0.5224 | 0.6740 | 0.7894 | 0.8654 | 0.9317 | 0.7294 | 0.8639 | 0.4960 | 0.8866 | 0.8881 | 0.7303 | 0.8655 | 0.6106 | 0.7320 | 0.3921 | 0.7811 | 0.6632 | 0.6734 | | 0.2083 | 20.92 | 7740 | 0.5170 | 0.6784 | 0.7959 | 0.8669 | 0.9288 | 0.7479 | 0.8550 | 0.5201 | 0.8869 | 0.8836 | 0.7491 | 0.8648 | 0.6140 | 0.7363 | 0.3923 | 0.7809 | 0.6723 | 0.6880 | | 0.3701 | 20.97 | 7760 | 0.5037 | 0.6839 | 0.7902 | 0.8728 | 0.9381 | 0.7243 | 0.8621 | 0.4892 | 0.9016 | 0.8499 | 0.7661 | 0.8699 | 0.6120 | 0.7381 | 0.3855 | 0.7917 | 0.6860 | 0.7041 | | 0.2443 | 21.03 | 7780 | 0.5069 | 0.6859 | 0.7902 | 0.8746 | 0.9473 | 0.7138 | 0.8655 | 0.4929 | 0.8942 | 0.8377 | 0.7800 | 0.8687 | 0.6069 | 0.7391 | 0.3792 | 0.7947 | 0.6943 | 0.7184 | | 0.2176 | 21.08 | 7800 | 0.5088 | 0.6823 | 0.7950 | 0.8713 | 0.9406 | 0.7203 | 0.8628 | 0.5135 | 0.8852 | 0.8855 | 0.7568 | 0.8710 | 0.6161 | 0.7394 | 0.3833 | 0.7903 | 0.6790 | 0.6969 | | 0.2942 | 21.14 | 7820 | 0.5356 | 0.6779 | 0.7908 | 0.8690 | 0.9404 | 0.7272 | 0.8603 | 0.5145 | 0.8942 | 0.8714 | 0.7276 | 0.8696 | 0.6142 | 0.7381 | 0.3848 | 0.7905 | 0.6731 | 0.6749 | | 0.142 | 21.19 | 7840 | 0.4776 | 0.6901 | 0.7998 | 0.8744 | 0.9381 | 0.7156 | 0.8709 | 0.5212 | 0.8836 | 0.8771 | 0.7918 | 0.8671 | 0.6170 | 0.7377 | 0.3865 | 0.7894 | 0.7061 | 0.7271 | | 0.2145 | 21.24 | 7860 | 0.4926 | 0.6790 | 0.7936 | 0.8690 | 0.9391 | 0.7207 | 0.8682 | 0.5182 | 0.8860 | 0.8904 | 0.7327 | 0.8709 | 0.6172 | 0.7381 | 0.3890 | 0.7885 | 0.6703 | 0.6789 | | 0.0617 | 21.3 | 7880 | 0.5276 | 0.6789 | 0.7894 | 0.8691 | 0.9364 | 0.7242 | 0.8753 | 0.4917 | 0.8966 | 0.8764 | 0.7251 | 0.8702 | 0.6186 | 0.7359 | 0.3878 | 0.7861 | 0.6776 | 0.6759 | | 0.2212 | 21.35 | 7900 | 0.5370 | 0.6763 | 0.7908 | 0.8673 | 0.9365 | 0.7370 | 0.8749 | 0.4863 | 0.8865 | 0.8933 | 0.7212 | 0.8702 | 0.6181 | 0.7348 | 0.3838 | 0.7822 | 0.6748 | 0.6700 | | 0.312 | 21.41 | 7920 | 0.5227 | 0.6796 | 0.7919 | 0.8691 | 0.9405 | 0.7370 | 0.8502 | 0.5056 | 0.8885 | 0.8779 | 0.7435 | 0.8703 | 0.6153 | 0.7371 | 0.3811 | 0.7821 | 0.6862 | 0.6850 | | 0.2125 | 21.46 | 7940 | 0.5185 | 0.6748 | 0.7795 | 0.8672 | 0.9387 | 0.6971 | 0.8642 | 0.4716 | 0.9002 | 0.8588 | 0.7259 | 0.8667 | 0.6117 | 0.7354 | 0.3788 | 0.7802 | 0.6743 | 0.6764 | | 0.1527 | 21.51 | 7960 | 0.5007 | 0.6814 | 0.7908 | 0.8698 | 0.9380 | 0.7251 | 0.8498 | 0.4966 | 0.8898 | 0.8788 | 0.7575 | 0.8722 | 0.6200 | 0.7344 | 0.3876 | 0.7794 | 0.6762 | 0.6998 | | 0.2243 | 21.57 | 7980 | 0.5211 | 0.6778 | 0.7900 | 0.8682 | 0.9412 | 0.7306 | 0.8567 | 0.4932 | 0.8847 | 0.8883 | 0.7354 | 0.8708 | 0.6193 | 0.7294 | 0.3886 | 0.7823 | 0.6717 | 0.6825 | | 0.1433 | 21.62 | 8000 | 0.5342 | 0.6745 | 0.7874 | 0.8667 | 0.9416 | 0.7228 | 0.8484 | 0.5006 | 0.8879 | 0.8916 | 0.7191 | 0.8695 | 0.6156 | 0.7281 | 0.3869 | 0.7838 | 0.6677 | 0.6702 | | 0.1678 | 21.68 | 8020 | 0.4974 | 0.6824 | 0.7918 | 0.8719 | 0.9476 | 0.7247 | 0.8512 | 0.5012 | 0.8892 | 0.8878 | 0.7411 | 0.8708 | 0.6138 | 0.7301 | 0.3864 | 0.7900 | 0.6810 | 0.7045 | | 0.2466 | 21.73 | 8040 | 0.5197 | 0.6810 | 0.7877 | 0.8716 | 0.9422 | 0.7214 | 0.8512 | 0.4944 | 0.9074 | 0.8750 | 0.7220 | 0.8725 | 0.6105 | 0.7324 | 0.3874 | 0.7891 | 0.6808 | 0.6946 | | 0.4098 | 21.78 | 8060 | 0.5223 | 0.6811 | 0.7909 | 0.8715 | 0.9437 | 0.7399 | 0.8536 | 0.5059 | 0.9040 | 0.8698 | 0.7195 | 0.8730 | 0.6084 | 0.7306 | 0.3888 | 0.7888 | 0.6824 | 0.6957 | | 0.094 | 21.84 | 8080 | 0.5396 | 0.6818 | 0.7980 | 0.8712 | 0.9365 | 0.7391 | 0.8514 | 0.5281 | 0.8945 | 0.9010 | 0.7353 | 0.8777 | 0.6117 | 0.7312 | 0.3915 | 0.7862 | 0.6676 | 0.7069 | | 0.2217 | 21.89 | 8100 | 0.5046 | 0.6842 | 0.7971 | 0.8728 | 0.9371 | 0.7306 | 0.8655 | 0.5055 | 0.8908 | 0.8913 | 0.7590 | 0.8770 | 0.6120 | 0.7310 | 0.3859 | 0.7862 | 0.6794 | 0.7176 | | 0.294 | 21.95 | 8120 | 0.5143 | 0.6807 | 0.7934 | 0.8700 | 0.9327 | 0.7232 | 0.8667 | 0.5107 | 0.8963 | 0.8823 | 0.7418 | 0.8719 | 0.6126 | 0.7328 | 0.3855 | 0.7832 | 0.6741 | 0.7044 | | 0.1934 | 22.0 | 8140 | 0.5112 | 0.6770 | 0.7917 | 0.8687 | 0.9369 | 0.7239 | 0.8610 | 0.4937 | 0.8836 | 0.8916 | 0.7510 | 0.8735 | 0.6097 | 0.7321 | 0.3832 | 0.7840 | 0.6657 | 0.6909 | | 0.1342 | 22.05 | 8160 | 0.5057 | 0.6763 | 0.7952 | 0.8675 | 0.9345 | 0.7419 | 0.8468 | 0.5223 | 0.8844 | 0.8913 | 0.7454 | 0.8721 | 0.6117 | 0.7314 | 0.3840 | 0.7832 | 0.6631 | 0.6887 | | 0.1506 | 22.11 | 8180 | 0.5229 | 0.6771 | 0.7903 | 0.8687 | 0.9375 | 0.7146 | 0.8613 | 0.5122 | 0.8926 | 0.8790 | 0.7349 | 0.8730 | 0.6080 | 0.7313 | 0.3842 | 0.7842 | 0.6692 | 0.6895 | | 0.3276 | 22.16 | 8200 | 0.5271 | 0.6768 | 0.7940 | 0.8680 | 0.9344 | 0.7460 | 0.8659 | 0.5031 | 0.8880 | 0.8864 | 0.7341 | 0.8718 | 0.6101 | 0.7318 | 0.3833 | 0.7820 | 0.6681 | 0.6903 | | 0.2339 | 22.22 | 8220 | 0.5234 | 0.6779 | 0.7931 | 0.8686 | 0.9317 | 0.7349 | 0.8636 | 0.5048 | 0.8935 | 0.8831 | 0.7398 | 0.8725 | 0.6110 | 0.7340 | 0.3818 | 0.7816 | 0.6730 | 0.6915 | | 0.2097 | 22.27 | 8240 | 0.5019 | 0.6783 | 0.7936 | 0.8680 | 0.9236 | 0.7483 | 0.8591 | 0.5027 | 0.8999 | 0.8705 | 0.7510 | 0.8677 | 0.6109 | 0.7357 | 0.3831 | 0.7817 | 0.6783 | 0.6906 | | 0.1459 | 22.32 | 8260 | 0.5357 | 0.6805 | 0.7948 | 0.8711 | 0.9403 | 0.7397 | 0.8561 | 0.5113 | 0.8944 | 0.8894 | 0.7325 | 0.8777 | 0.6121 | 0.7327 | 0.3846 | 0.7865 | 0.6702 | 0.7000 | | 0.7437 | 22.38 | 8280 | 0.5471 | 0.6814 | 0.7941 | 0.8718 | 0.9367 | 0.7416 | 0.8692 | 0.4944 | 0.9013 | 0.8907 | 0.7248 | 0.8779 | 0.6129 | 0.7334 | 0.3860 | 0.7874 | 0.6713 | 0.7008 | | 0.1763 | 22.43 | 8300 | 0.5147 | 0.6815 | 0.7935 | 0.8709 | 0.9348 | 0.7316 | 0.8594 | 0.5087 | 0.9002 | 0.8828 | 0.7369 | 0.8726 | 0.6142 | 0.7353 | 0.3853 | 0.7866 | 0.6766 | 0.6999 | | 0.1461 | 22.49 | 8320 | 0.5001 | 0.6816 | 0.7929 | 0.8718 | 0.9381 | 0.7340 | 0.8738 | 0.4993 | 0.8986 | 0.8619 | 0.7444 | 0.8733 | 0.6119 | 0.7342 | 0.3798 | 0.7890 | 0.6794 | 0.7040 | | 0.1624 | 22.54 | 8340 | 0.5144 | 0.6805 | 0.7950 | 0.8703 | 0.9305 | 0.7476 | 0.8503 | 0.5124 | 0.9036 | 0.8828 | 0.7379 | 0.8729 | 0.6147 | 0.7343 | 0.3833 | 0.7871 | 0.6743 | 0.6972 | | 0.1166 | 22.59 | 8360 | 0.4920 | 0.6822 | 0.7980 | 0.8715 | 0.9370 | 0.7486 | 0.8534 | 0.5222 | 0.8937 | 0.8821 | 0.7487 | 0.8741 | 0.6120 | 0.7346 | 0.3826 | 0.7889 | 0.6788 | 0.7043 | | 0.2406 | 22.65 | 8380 | 0.5113 | 0.6810 | 0.7951 | 0.8713 | 0.9419 | 0.7427 | 0.8513 | 0.5138 | 0.8940 | 0.8895 | 0.7328 | 0.8756 | 0.6114 | 0.7331 | 0.3815 | 0.7875 | 0.6739 | 0.7037 | | 0.2164 | 22.7 | 8400 | 0.5197 | 0.6801 | 0.7932 | 0.8714 | 0.9479 | 0.7313 | 0.8516 | 0.5113 | 0.8880 | 0.8874 | 0.7349 | 0.8754 | 0.6080 | 0.7325 | 0.3817 | 0.7887 | 0.6717 | 0.7027 | | 0.0711 | 22.76 | 8420 | 0.5145 | 0.6792 | 0.7937 | 0.8700 | 0.9376 | 0.7308 | 0.8514 | 0.5097 | 0.8923 | 0.8977 | 0.7365 | 0.8730 | 0.6087 | 0.7326 | 0.3827 | 0.7858 | 0.6700 | 0.7018 | | 1.7284 | 22.81 | 8440 | 0.5197 | 0.6780 | 0.7927 | 0.8701 | 0.9451 | 0.7356 | 0.8626 | 0.5069 | 0.8860 | 0.8777 | 0.7351 | 0.8738 | 0.6066 | 0.7315 | 0.3805 | 0.7879 | 0.6726 | 0.6928 | | 0.0839 | 22.86 | 8460 | 0.5006 | 0.6780 | 0.7944 | 0.8689 | 0.9356 | 0.7455 | 0.8606 | 0.5022 | 0.8865 | 0.8807 | 0.7495 | 0.8699 | 0.6097 | 0.7310 | 0.3795 | 0.7857 | 0.6784 | 0.6916 | | 0.4294 | 22.92 | 8480 | 0.4983 | 0.6785 | 0.7904 | 0.8700 | 0.9367 | 0.7301 | 0.8637 | 0.4983 | 0.8979 | 0.8649 | 0.7412 | 0.8708 | 0.6093 | 0.7308 | 0.3800 | 0.7884 | 0.6763 | 0.6938 | | 0.3384 | 22.97 | 8500 | 0.5029 | 0.6773 | 0.7943 | 0.8686 | 0.9358 | 0.7419 | 0.8512 | 0.5113 | 0.8883 | 0.8888 | 0.7425 | 0.8709 | 0.6106 | 0.7324 | 0.3817 | 0.7865 | 0.6680 | 0.6914 | | 1.8569 | 23.03 | 8520 | 0.5310 | 0.6761 | 0.7908 | 0.8679 | 0.9350 | 0.7399 | 0.8547 | 0.5020 | 0.8947 | 0.8770 | 0.7324 | 0.8696 | 0.6102 | 0.7327 | 0.3823 | 0.7853 | 0.6695 | 0.6833 | | 0.6043 | 23.08 | 8540 | 0.5251 | 0.6743 | 0.7893 | 0.8664 | 0.9281 | 0.7420 | 0.8484 | 0.4935 | 0.8980 | 0.8791 | 0.7363 | 0.8669 | 0.6085 | 0.7338 | 0.3828 | 0.7840 | 0.6679 | 0.6761 | | 0.2202 | 23.14 | 8560 | 0.5358 | 0.6746 | 0.7881 | 0.8665 | 0.9273 | 0.7239 | 0.8534 | 0.5002 | 0.9014 | 0.8795 | 0.7308 | 0.8674 | 0.6093 | 0.7336 | 0.3859 | 0.7844 | 0.6669 | 0.6743 | | 0.1846 | 23.19 | 8580 | 0.5119 | 0.6752 | 0.7932 | 0.8665 | 0.9309 | 0.7311 | 0.8660 | 0.5129 | 0.8839 | 0.8793 | 0.7479 | 0.8671 | 0.6080 | 0.7341 | 0.3809 | 0.7821 | 0.6722 | 0.6823 | | 0.1721 | 23.24 | 8600 | 0.5122 | 0.6763 | 0.7928 | 0.8674 | 0.9292 | 0.7419 | 0.8553 | 0.5101 | 0.8954 | 0.8783 | 0.7395 | 0.8679 | 0.6091 | 0.7343 | 0.3823 | 0.7846 | 0.6710 | 0.6846 | | 0.2801 | 23.3 | 8620 | 0.5276 | 0.6734 | 0.7828 | 0.8671 | 0.9348 | 0.7094 | 0.8500 | 0.4708 | 0.8972 | 0.8815 | 0.7357 | 0.8663 | 0.6035 | 0.7325 | 0.3789 | 0.7856 | 0.6680 | 0.6790 | | 0.1638 | 23.35 | 8640 | 0.5123 | 0.6732 | 0.7905 | 0.8659 | 0.9308 | 0.7345 | 0.8750 | 0.4869 | 0.8823 | 0.8773 | 0.7469 | 0.8665 | 0.6065 | 0.7315 | 0.3782 | 0.7822 | 0.6698 | 0.6777 | | 1.9128 | 23.41 | 8660 | 0.5345 | 0.6739 | 0.7923 | 0.8662 | 0.9331 | 0.7188 | 0.8765 | 0.5143 | 0.8812 | 0.8869 | 0.7355 | 0.8676 | 0.6062 | 0.7314 | 0.3830 | 0.7832 | 0.6650 | 0.6811 | | 1.0489 | 23.46 | 8680 | 0.5446 | 0.6751 | 0.7933 | 0.8667 | 0.9340 | 0.7323 | 0.8690 | 0.5165 | 0.8845 | 0.8831 | 0.7335 | 0.8679 | 0.6081 | 0.7333 | 0.3835 | 0.7829 | 0.6659 | 0.6840 | | 0.2933 | 23.51 | 8700 | 0.5513 | 0.6768 | 0.7860 | 0.8688 | 0.9337 | 0.7175 | 0.8653 | 0.4820 | 0.9029 | 0.8707 | 0.7301 | 0.8684 | 0.6077 | 0.7338 | 0.3842 | 0.7862 | 0.6687 | 0.6883 | | 0.2841 | 23.57 | 8720 | 0.5662 | 0.6760 | 0.7908 | 0.8673 | 0.9281 | 0.7269 | 0.8629 | 0.5086 | 0.8984 | 0.8762 | 0.7344 | 0.8683 | 0.6097 | 0.7335 | 0.3868 | 0.7846 | 0.6679 | 0.6814 | | 0.3192 | 23.62 | 8740 | 0.5151 | 0.6740 | 0.7950 | 0.8652 | 0.9322 | 0.7345 | 0.8646 | 0.5196 | 0.8732 | 0.8906 | 0.7504 | 0.8673 | 0.6108 | 0.7345 | 0.3823 | 0.7796 | 0.6628 | 0.6810 | | 0.2945 | 23.68 | 8760 | 0.5218 | 0.6741 | 0.7933 | 0.8653 | 0.9237 | 0.7304 | 0.8675 | 0.5127 | 0.8870 | 0.8842 | 0.7473 | 0.8674 | 0.6110 | 0.7339 | 0.3810 | 0.7798 | 0.6681 | 0.6775 | | 0.173 | 23.73 | 8780 | 0.5260 | 0.6744 | 0.7940 | 0.8654 | 0.9224 | 0.7374 | 0.8668 | 0.5129 | 0.8897 | 0.8845 | 0.7440 | 0.8677 | 0.6105 | 0.7350 | 0.3815 | 0.7795 | 0.6688 | 0.6777 | | 0.1498 | 23.78 | 8800 | 0.5042 | 0.6765 | 0.7926 | 0.8667 | 0.9257 | 0.7174 | 0.8679 | 0.5159 | 0.8885 | 0.8748 | 0.7580 | 0.8681 | 0.6123 | 0.7354 | 0.3806 | 0.7800 | 0.6742 | 0.6849 | | 0.0628 | 23.84 | 8820 | 0.5065 | 0.6765 | 0.7942 | 0.8672 | 0.9338 | 0.7344 | 0.8609 | 0.5171 | 0.8822 | 0.8789 | 0.7521 | 0.8706 | 0.6099 | 0.7347 | 0.3810 | 0.7800 | 0.6713 | 0.6879 | | 0.12 | 23.89 | 8840 | 0.5175 | 0.6765 | 0.7917 | 0.8677 | 0.9342 | 0.7372 | 0.8551 | 0.5112 | 0.8924 | 0.8728 | 0.7390 | 0.8720 | 0.6096 | 0.7340 | 0.3847 | 0.7809 | 0.6696 | 0.6846 | | 0.1828 | 23.95 | 8860 | 0.5272 | 0.6766 | 0.7877 | 0.8687 | 0.9318 | 0.7333 | 0.8644 | 0.4636 | 0.8971 | 0.8824 | 0.7412 | 0.8723 | 0.6122 | 0.7335 | 0.3785 | 0.7828 | 0.6711 | 0.6858 | | 0.2761 | 24.0 | 8880 | 0.5269 | 0.6771 | 0.7879 | 0.8688 | 0.9301 | 0.7261 | 0.8656 | 0.4762 | 0.9007 | 0.8750 | 0.7413 | 0.8722 | 0.6117 | 0.7335 | 0.3798 | 0.7829 | 0.6717 | 0.6877 | | 1.1097 | 24.05 | 8900 | 0.5176 | 0.6770 | 0.7889 | 0.8686 | 0.9362 | 0.7309 | 0.8588 | 0.4816 | 0.8917 | 0.8785 | 0.7443 | 0.8715 | 0.6105 | 0.7336 | 0.3806 | 0.7824 | 0.6723 | 0.6882 | | 0.2759 | 24.11 | 8920 | 0.5111 | 0.6767 | 0.7891 | 0.8682 | 0.9339 | 0.7259 | 0.8572 | 0.4883 | 0.8929 | 0.8823 | 0.7432 | 0.8718 | 0.6111 | 0.7340 | 0.3823 | 0.7823 | 0.6685 | 0.6867 | | 0.0643 | 24.16 | 8940 | 0.5087 | 0.6755 | 0.7897 | 0.8675 | 0.9370 | 0.7159 | 0.8666 | 0.4982 | 0.8844 | 0.8843 | 0.7412 | 0.8713 | 0.6100 | 0.7323 | 0.3821 | 0.7823 | 0.6660 | 0.6847 | | 0.1467 | 24.22 | 8960 | 0.5046 | 0.6763 | 0.7950 | 0.8670 | 0.9327 | 0.7317 | 0.8564 | 0.5256 | 0.8815 | 0.8848 | 0.7527 | 0.8704 | 0.6121 | 0.7336 | 0.3829 | 0.7815 | 0.6657 | 0.6877 | | 0.1865 | 24.27 | 8980 | 0.5241 | 0.6766 | 0.7899 | 0.8681 | 0.9364 | 0.7199 | 0.8659 | 0.5070 | 0.8911 | 0.8708 | 0.7380 | 0.8715 | 0.6113 | 0.7323 | 0.3834 | 0.7827 | 0.6686 | 0.6866 | | 0.1842 | 24.32 | 9000 | 0.4979 | 0.6790 | 0.7927 | 0.8690 | 0.9341 | 0.7321 | 0.8550 | 0.5174 | 0.8934 | 0.8620 | 0.7551 | 0.8709 | 0.6113 | 0.7331 | 0.3830 | 0.7828 | 0.6750 | 0.6970 | | 0.0528 | 24.38 | 9020 | 0.5193 | 0.6771 | 0.7908 | 0.8683 | 0.9345 | 0.7213 | 0.8616 | 0.5022 | 0.8902 | 0.8840 | 0.7419 | 0.8717 | 0.6124 | 0.7323 | 0.3834 | 0.7829 | 0.6675 | 0.6895 | | 0.1893 | 24.43 | 9040 | 0.5173 | 0.6782 | 0.7907 | 0.8694 | 0.9399 | 0.7252 | 0.8570 | 0.4868 | 0.8838 | 0.8877 | 0.7543 | 0.8727 | 0.6125 | 0.7311 | 0.3811 | 0.7840 | 0.6709 | 0.6950 | | 0.1759 | 24.49 | 9060 | 0.5155 | 0.6764 | 0.7921 | 0.8674 | 0.9334 | 0.7182 | 0.8567 | 0.5086 | 0.8845 | 0.8965 | 0.7469 | 0.8720 | 0.6139 | 0.7314 | 0.3844 | 0.7817 | 0.6627 | 0.6885 | | 0.1896 | 24.54 | 9080 | 0.5121 | 0.6775 | 0.7925 | 0.8680 | 0.9311 | 0.7251 | 0.8606 | 0.5117 | 0.8911 | 0.8795 | 0.7487 | 0.8717 | 0.6131 | 0.7323 | 0.3834 | 0.7820 | 0.6701 | 0.6897 | | 0.097 | 24.59 | 9100 | 0.5051 | 0.6765 | 0.7968 | 0.8670 | 0.9281 | 0.7450 | 0.8606 | 0.5272 | 0.8877 | 0.8834 | 0.7455 | 0.8715 | 0.6118 | 0.7327 | 0.3834 | 0.7810 | 0.6668 | 0.6881 | | 0.1805 | 24.65 | 9120 | 0.5159 | 0.6772 | 0.7903 | 0.8691 | 0.9392 | 0.7236 | 0.8545 | 0.4952 | 0.8883 | 0.8882 | 0.7431 | 0.8739 | 0.6115 | 0.7316 | 0.3833 | 0.7853 | 0.6660 | 0.6889 | | 0.3628 | 24.7 | 9140 | 0.5198 | 0.6775 | 0.7916 | 0.8694 | 0.9440 | 0.7249 | 0.8512 | 0.5123 | 0.8869 | 0.8867 | 0.7350 | 0.8752 | 0.6109 | 0.7319 | 0.3835 | 0.7862 | 0.6653 | 0.6897 | | 0.3653 | 24.76 | 9160 | 0.5124 | 0.6776 | 0.7880 | 0.8690 | 0.9339 | 0.7247 | 0.8638 | 0.4948 | 0.9016 | 0.8566 | 0.7407 | 0.8719 | 0.6108 | 0.7320 | 0.3820 | 0.7838 | 0.6716 | 0.6908 | | 0.1246 | 24.81 | 9180 | 0.5082 | 0.6775 | 0.7904 | 0.8687 | 0.9335 | 0.7318 | 0.8510 | 0.5031 | 0.8974 | 0.8716 | 0.7442 | 0.8721 | 0.6109 | 0.7316 | 0.3828 | 0.7831 | 0.6710 | 0.6913 | | 0.2485 | 24.86 | 9200 | 0.5061 | 0.6776 | 0.7883 | 0.8692 | 0.9368 | 0.7151 | 0.8535 | 0.4924 | 0.8944 | 0.8808 | 0.7454 | 0.8729 | 0.6106 | 0.7320 | 0.3827 | 0.7847 | 0.6695 | 0.6910 | | 0.1355 | 24.92 | 9220 | 0.5291 | 0.6771 | 0.7901 | 0.8697 | 0.9456 | 0.7281 | 0.8457 | 0.5011 | 0.8880 | 0.8874 | 0.7350 | 0.8753 | 0.6097 | 0.7304 | 0.3820 | 0.7876 | 0.6642 | 0.6902 | | 0.1582 | 24.97 | 9240 | 0.5086 | 0.6771 | 0.7899 | 0.8692 | 0.9396 | 0.7192 | 0.8602 | 0.4893 | 0.8863 | 0.8891 | 0.7453 | 0.8743 | 0.6111 | 0.7312 | 0.3814 | 0.7853 | 0.6664 | 0.6897 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b0-cityscapes-512-512-finetuned-coastTrain

# segformer-b0-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5378 - Mean Iou: 0.6775 - Mean Accuracy: 0.7925 - Overall Accuracy: 0.8649 - Accuracy Water: 0.9301 - Accuracy Whitewater: 0.8078 - Accuracy Sediment: 0.8524 - Accuracy Other Natural Terrain: 0.4504 - Accuracy Vegetation: 0.8800 - Accuracy Development: 0.8711 - Accuracy Unknown: 0.7557 - Iou Water: 0.8527 - Iou Whitewater: 0.6447 - Iou Sediment: 0.7369 - Iou Other Natural Terrain: 0.3725 - Iou Vegetation: 0.7784 - Iou Development: 0.6649 - Iou Unknown: 0.6925 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.8939 | 0.05 | 20 | 1.8009 | 0.1757 | 0.2799 | 0.4235 | 0.4640 | 0.0119 | 0.2284 | 0.1490 | 0.6562 | 0.2916 | 0.1580 | 0.3561 | 0.0066 | 0.1530 | 0.0316 | 0.3685 | 0.1680 | 0.1463 | | 1.7838 | 0.11 | 40 | 1.6413 | 0.2066 | 0.3051 | 0.5488 | 0.6998 | 0.0031 | 0.2163 | 0.0212 | 0.8641 | 0.2599 | 0.0712 | 0.4814 | 0.0029 | 0.1659 | 0.0161 | 0.4705 | 0.2388 | 0.0703 | | 1.5144 | 0.16 | 60 | 1.5311 | 0.1637 | 0.2622 | 0.5187 | 0.6195 | 0.0015 | 0.1340 | 0.0006 | 0.9498 | 0.1153 | 0.0146 | 0.4700 | 0.0015 | 0.1225 | 0.0006 | 0.4302 | 0.1065 | 0.0145 | | 1.3933 | 0.22 | 80 | 1.3673 | 0.1547 | 0.2544 | 0.5514 | 0.8071 | 0.0003 | 0.0430 | 0.0000 | 0.8926 | 0.0345 | 0.0030 | 0.5430 | 0.0003 | 0.0420 | 0.0000 | 0.4611 | 0.0338 | 0.0030 | | 1.4881 | 0.27 | 100 | 1.3241 | 0.2379 | 0.3481 | 0.6030 | 0.8536 | 0.0003 | 0.1791 | 0.0 | 0.8158 | 0.5878 | 0.0001 | 0.5436 | 0.0003 | 0.1487 | 0.0 | 0.5413 | 0.4312 | 0.0001 | | 1.2239 | 0.32 | 120 | 1.2230 | 0.1930 | 0.2923 | 0.5786 | 0.7742 | 0.0 | 0.1617 | 0.0 | 0.9559 | 0.1542 | 0.0000 | 0.5546 | 0.0 | 0.1549 | 0.0 | 0.4918 | 0.1497 | 0.0000 | | 1.3074 | 0.38 | 140 | 1.1599 | 0.2586 | 0.3631 | 0.6253 | 0.8622 | 0.0 | 0.2012 | 0.0 | 0.8544 | 0.5498 | 0.0738 | 0.5643 | 0.0 | 0.1717 | 0.0 | 0.5608 | 0.4394 | 0.0738 | | 1.6091 | 0.43 | 160 | 1.1134 | 0.2934 | 0.3867 | 0.6673 | 0.8411 | 0.0 | 0.1474 | 0.0 | 0.9567 | 0.3793 | 0.3827 | 0.6524 | 0.0 | 0.1353 | 0.0 | 0.5573 | 0.3284 | 0.3807 | | 1.3302 | 0.49 | 180 | 1.0882 | 0.3459 | 0.4398 | 0.6999 | 0.8641 | 0.0 | 0.3832 | 0.0 | 0.9200 | 0.4878 | 0.4236 | 0.6875 | 0.0 | 0.3174 | 0.0 | 0.5725 | 0.4270 | 0.4169 | | 1.3978 | 0.54 | 200 | 1.0461 | 0.3598 | 0.4702 | 0.7029 | 0.8354 | 0.0 | 0.5273 | 0.0 | 0.8885 | 0.6466 | 0.3937 | 0.6559 | 0.0 | 0.3910 | 0.0 | 0.6005 | 0.4777 | 0.3935 | | 1.4607 | 0.59 | 220 | 0.9932 | 0.3556 | 0.4500 | 0.7104 | 0.9035 | 0.0 | 0.5185 | 0.0 | 0.8854 | 0.4089 | 0.4336 | 0.6629 | 0.0 | 0.3949 | 0.0 | 0.6153 | 0.3827 | 0.4332 | | 1.3905 | 0.65 | 240 | 0.9937 | 0.3307 | 0.4411 | 0.6839 | 0.8618 | 0.0 | 0.2941 | 0.0 | 0.8545 | 0.6971 | 0.3803 | 0.6249 | 0.0 | 0.2334 | 0.0 | 0.6066 | 0.4699 | 0.3798 | | 1.2 | 0.7 | 260 | 0.9925 | 0.3435 | 0.4567 | 0.7028 | 0.8845 | 0.0 | 0.2623 | 0.0 | 0.8611 | 0.7456 | 0.4436 | 0.6661 | 0.0 | 0.2077 | 0.0 | 0.6332 | 0.4585 | 0.4388 | | 1.1277 | 0.76 | 280 | 0.9405 | 0.3764 | 0.4898 | 0.7224 | 0.8545 | 0.0 | 0.5948 | 0.0 | 0.8992 | 0.6786 | 0.4013 | 0.6926 | 0.0 | 0.4370 | 0.0 | 0.6246 | 0.4793 | 0.4013 | | 0.8794 | 0.81 | 300 | 0.9342 | 0.3943 | 0.4923 | 0.7386 | 0.8938 | 0.0000 | 0.5844 | 0.0 | 0.9088 | 0.6060 | 0.4532 | 0.7071 | 0.0000 | 0.4828 | 0.0 | 0.6303 | 0.4904 | 0.4494 | | 1.8918 | 0.86 | 320 | 0.9046 | 0.3918 | 0.4903 | 0.7384 | 0.9021 | 0.0003 | 0.5725 | 0.0 | 0.9110 | 0.6317 | 0.4147 | 0.7106 | 0.0003 | 0.4870 | 0.0 | 0.6324 | 0.4980 | 0.4142 | | 1.0063 | 0.92 | 340 | 0.9170 | 0.3935 | 0.4939 | 0.7365 | 0.8647 | 0.0 | 0.6809 | 0.0 | 0.9308 | 0.5375 | 0.4434 | 0.6975 | 0.0 | 0.5231 | 0.0 | 0.6334 | 0.4623 | 0.4381 | | 0.9234 | 0.97 | 360 | 0.9053 | 0.3997 | 0.5151 | 0.7348 | 0.8844 | 0.0 | 0.6417 | 0.0 | 0.8339 | 0.7699 | 0.4759 | 0.6832 | 0.0 | 0.5223 | 0.0 | 0.6347 | 0.4916 | 0.4662 | | 1.263 | 1.03 | 380 | 0.9067 | 0.3932 | 0.4919 | 0.7356 | 0.8445 | 0.0 | 0.5782 | 0.0 | 0.9569 | 0.5990 | 0.4648 | 0.7276 | 0.0 | 0.4778 | 0.0 | 0.6096 | 0.4794 | 0.4582 | | 1.2532 | 1.08 | 400 | 0.8312 | 0.4174 | 0.5286 | 0.7559 | 0.8973 | 0.0 | 0.6878 | 0.0 | 0.8777 | 0.7561 | 0.4812 | 0.7257 | 0.0 | 0.5181 | 0.0 | 0.6574 | 0.5473 | 0.4731 | | 0.8439 | 1.14 | 420 | 0.8301 | 0.4099 | 0.5422 | 0.7503 | 0.8862 | 0.0006 | 0.7529 | 0.0 | 0.8241 | 0.8407 | 0.4906 | 0.7452 | 0.0006 | 0.5017 | 0.0 | 0.6560 | 0.4870 | 0.4785 | | 0.6868 | 1.19 | 440 | 0.8185 | 0.4163 | 0.5350 | 0.7573 | 0.8757 | 0.0000 | 0.7198 | 0.0 | 0.8949 | 0.7800 | 0.4744 | 0.7453 | 0.0000 | 0.5021 | 0.0 | 0.6620 | 0.5381 | 0.4663 | | 0.6781 | 1.24 | 460 | 0.8137 | 0.3970 | 0.5031 | 0.7453 | 0.9123 | 0.0053 | 0.4775 | 0.0 | 0.8872 | 0.7599 | 0.4793 | 0.7129 | 0.0053 | 0.3835 | 0.0 | 0.6624 | 0.5465 | 0.4683 | | 0.8714 | 1.3 | 480 | 0.8106 | 0.4206 | 0.5438 | 0.7610 | 0.8843 | 0.0004 | 0.7518 | 0.0 | 0.8746 | 0.8130 | 0.4823 | 0.7530 | 0.0004 | 0.4914 | 0.0 | 0.6695 | 0.5576 | 0.4720 | | 1.35 | 1.35 | 500 | 0.7983 | 0.4195 | 0.5336 | 0.7606 | 0.8957 | 0.0099 | 0.6829 | 0.0 | 0.8914 | 0.7755 | 0.4796 | 0.7512 | 0.0099 | 0.4995 | 0.0 | 0.6627 | 0.5431 | 0.4699 | | 0.8659 | 1.41 | 520 | 0.7891 | 0.4250 | 0.5429 | 0.7648 | 0.8907 | 0.0073 | 0.7420 | 0.0 | 0.8891 | 0.7887 | 0.4826 | 0.7696 | 0.0073 | 0.5062 | 0.0 | 0.6601 | 0.5590 | 0.4727 | | 0.7291 | 1.46 | 540 | 0.7808 | 0.4227 | 0.5307 | 0.7637 | 0.9041 | 0.0101 | 0.6484 | 0.0 | 0.9021 | 0.7569 | 0.4931 | 0.7466 | 0.0101 | 0.4390 | 0.0 | 0.6814 | 0.6003 | 0.4812 | | 0.8184 | 1.51 | 560 | 0.7532 | 0.4392 | 0.5480 | 0.7707 | 0.9056 | 0.0362 | 0.7362 | 0.0 | 0.8884 | 0.7721 | 0.4972 | 0.7384 | 0.0362 | 0.5457 | 0.0 | 0.6816 | 0.5938 | 0.4786 | | 0.7056 | 1.57 | 580 | 0.7715 | 0.4345 | 0.5459 | 0.7627 | 0.9024 | 0.0448 | 0.7310 | 0.0 | 0.8645 | 0.7957 | 0.4834 | 0.7326 | 0.0448 | 0.5492 | 0.0 | 0.6540 | 0.5905 | 0.4708 | | 0.834 | 1.62 | 600 | 0.7653 | 0.4384 | 0.5577 | 0.7686 | 0.8911 | 0.0494 | 0.8096 | 0.0 | 0.8736 | 0.7991 | 0.4813 | 0.7581 | 0.0494 | 0.5364 | 0.0 | 0.6647 | 0.5883 | 0.4719 | | 0.6521 | 1.68 | 620 | 0.7356 | 0.4536 | 0.5680 | 0.7713 | 0.8855 | 0.1512 | 0.7489 | 0.0 | 0.8890 | 0.8078 | 0.4934 | 0.7656 | 0.1502 | 0.5674 | 0.0 | 0.6568 | 0.5579 | 0.4772 | | 0.8044 | 1.73 | 640 | 0.7367 | 0.4543 | 0.5616 | 0.7734 | 0.8848 | 0.1458 | 0.7599 | 0.0 | 0.9143 | 0.7229 | 0.5036 | 0.7535 | 0.1450 | 0.5463 | 0.0 | 0.6753 | 0.5818 | 0.4783 | | 1.1192 | 1.78 | 660 | 0.7333 | 0.4431 | 0.5613 | 0.7686 | 0.8820 | 0.0993 | 0.7646 | 0.0 | 0.8852 | 0.7988 | 0.4992 | 0.7629 | 0.0989 | 0.5133 | 0.0 | 0.6652 | 0.5800 | 0.4817 | | 1.0653 | 1.84 | 680 | 0.7053 | 0.4662 | 0.5731 | 0.7839 | 0.9182 | 0.1530 | 0.7699 | 0.0 | 0.8897 | 0.7690 | 0.5116 | 0.7710 | 0.1522 | 0.5560 | 0.0 | 0.6854 | 0.6076 | 0.4914 | | 0.7873 | 1.89 | 700 | 0.6987 | 0.4605 | 0.5808 | 0.7801 | 0.8942 | 0.1257 | 0.8202 | 0.0 | 0.8681 | 0.8222 | 0.5350 | 0.7716 | 0.1252 | 0.5396 | 0.0 | 0.6833 | 0.5974 | 0.5064 | | 0.937 | 1.95 | 720 | 0.7128 | 0.4722 | 0.5816 | 0.7831 | 0.9157 | 0.1862 | 0.7831 | 0.0 | 0.8717 | 0.7956 | 0.5188 | 0.7656 | 0.1851 | 0.5628 | 0.0 | 0.6787 | 0.6160 | 0.4971 | | 1.8552 | 2.0 | 740 | 0.6879 | 0.4733 | 0.5828 | 0.7845 | 0.9034 | 0.1974 | 0.7818 | 0.0 | 0.8939 | 0.7858 | 0.5173 | 0.7679 | 0.1960 | 0.5495 | 0.0 | 0.6889 | 0.6149 | 0.4963 | | 0.5232 | 2.05 | 760 | 0.6851 | 0.4665 | 0.5688 | 0.7854 | 0.9255 | 0.1548 | 0.7511 | 0.0 | 0.8973 | 0.7259 | 0.5270 | 0.7720 | 0.1539 | 0.5512 | 0.0 | 0.6906 | 0.5986 | 0.4991 | | 0.8354 | 2.11 | 780 | 0.7001 | 0.4708 | 0.5852 | 0.7821 | 0.9201 | 0.2489 | 0.7129 | 0.0 | 0.8706 | 0.8345 | 0.5091 | 0.7778 | 0.2427 | 0.5363 | 0.0 | 0.6869 | 0.5611 | 0.4905 | | 0.7134 | 2.16 | 800 | 0.6688 | 0.4709 | 0.5864 | 0.7844 | 0.9029 | 0.1868 | 0.8496 | 0.0 | 0.8778 | 0.7640 | 0.5235 | 0.7725 | 0.1853 | 0.5386 | 0.0 | 0.6999 | 0.6160 | 0.4843 | | 1.5585 | 2.22 | 820 | 0.6900 | 0.4758 | 0.5922 | 0.7795 | 0.9229 | 0.2858 | 0.7846 | 0.0 | 0.8460 | 0.8185 | 0.4877 | 0.7533 | 0.2726 | 0.5534 | 0.0 | 0.6942 | 0.5992 | 0.4577 | | 0.5813 | 2.27 | 840 | 0.7092 | 0.4735 | 0.5994 | 0.7715 | 0.8456 | 0.3285 | 0.8038 | 0.0 | 0.8931 | 0.8204 | 0.5045 | 0.7542 | 0.3039 | 0.5106 | 0.0 | 0.6777 | 0.5836 | 0.4842 | | 0.8398 | 2.32 | 860 | 0.6737 | 0.4789 | 0.5898 | 0.7843 | 0.9228 | 0.2957 | 0.7260 | 0.0 | 0.8779 | 0.8087 | 0.4977 | 0.7651 | 0.2805 | 0.5316 | 0.0 | 0.7015 | 0.5999 | 0.4735 | | 0.3735 | 2.38 | 880 | 0.6795 | 0.4982 | 0.6291 | 0.7878 | 0.8850 | 0.4465 | 0.8534 | 0.0 | 0.8643 | 0.8482 | 0.5066 | 0.7879 | 0.3874 | 0.5425 | 0.0 | 0.6973 | 0.5887 | 0.4835 | | 1.229 | 2.43 | 900 | 0.6574 | 0.5059 | 0.6184 | 0.7945 | 0.8900 | 0.3940 | 0.7972 | 0.0 | 0.9054 | 0.8174 | 0.5251 | 0.7916 | 0.3657 | 0.5899 | 0.0 | 0.6882 | 0.6089 | 0.4968 | | 1.4385 | 2.49 | 920 | 0.6887 | 0.4930 | 0.6184 | 0.7860 | 0.9059 | 0.3922 | 0.8036 | 0.0 | 0.8464 | 0.8713 | 0.5096 | 0.7933 | 0.3613 | 0.5583 | 0.0 | 0.6763 | 0.5717 | 0.4901 | | 0.8119 | 2.54 | 940 | 0.6667 | 0.5025 | 0.6156 | 0.7917 | 0.9164 | 0.4190 | 0.7492 | 0.0 | 0.8738 | 0.8268 | 0.5238 | 0.7933 | 0.3776 | 0.5698 | 0.0 | 0.6791 | 0.6031 | 0.4945 | | 1.0087 | 2.59 | 960 | 0.6608 | 0.5051 | 0.6162 | 0.7929 | 0.9062 | 0.4341 | 0.7550 | 0.0 | 0.8918 | 0.7909 | 0.5353 | 0.8012 | 0.3893 | 0.5917 | 0.0 | 0.6766 | 0.5768 | 0.4998 | | 0.6936 | 2.65 | 980 | 0.6754 | 0.5082 | 0.6334 | 0.7920 | 0.8948 | 0.4793 | 0.8217 | 0.0 | 0.8631 | 0.8393 | 0.5355 | 0.7879 | 0.4224 | 0.5628 | 0.0 | 0.6930 | 0.5816 | 0.5097 | | 0.6061 | 2.7 | 1000 | 0.6633 | 0.4964 | 0.6175 | 0.7885 | 0.9065 | 0.4123 | 0.7905 | 0.0 | 0.8601 | 0.8147 | 0.5382 | 0.7968 | 0.3668 | 0.5862 | 0.0 | 0.6799 | 0.5399 | 0.5052 | | 0.8416 | 2.76 | 1020 | 0.6518 | 0.5163 | 0.6418 | 0.7966 | 0.9171 | 0.5114 | 0.8322 | 0.0 | 0.8305 | 0.8147 | 0.5867 | 0.7950 | 0.4390 | 0.5793 | 0.0 | 0.6934 | 0.5726 | 0.5348 | | 0.5346 | 2.81 | 1040 | 0.6407 | 0.5133 | 0.6387 | 0.7939 | 0.8860 | 0.5258 | 0.8051 | 0.0 | 0.8729 | 0.8079 | 0.5735 | 0.7948 | 0.4347 | 0.5864 | 0.0 | 0.6902 | 0.5687 | 0.5183 | | 0.8814 | 2.86 | 1060 | 0.6849 | 0.5044 | 0.6180 | 0.7931 | 0.8976 | 0.4291 | 0.7605 | 0.0 | 0.9005 | 0.8171 | 0.5210 | 0.8005 | 0.3754 | 0.5924 | 0.0 | 0.6783 | 0.5851 | 0.4989 | | 0.6068 | 2.92 | 1080 | 0.6514 | 0.5111 | 0.6319 | 0.7900 | 0.8852 | 0.4990 | 0.8137 | 0.0 | 0.8782 | 0.8263 | 0.5205 | 0.7796 | 0.4320 | 0.5970 | 0.0 | 0.6823 | 0.6107 | 0.4763 | | 0.4913 | 2.97 | 1100 | 0.6809 | 0.5058 | 0.6422 | 0.7870 | 0.9077 | 0.5389 | 0.8696 | 0.0 | 0.8187 | 0.8616 | 0.4988 | 0.7876 | 0.4495 | 0.5714 | 0.0 | 0.6808 | 0.5661 | 0.4848 | | 0.5911 | 3.03 | 1120 | 0.6579 | 0.5243 | 0.6388 | 0.8027 | 0.9144 | 0.5352 | 0.8477 | 0.0 | 0.8932 | 0.7777 | 0.5034 | 0.7926 | 0.4508 | 0.5999 | 0.0 | 0.7055 | 0.6283 | 0.4929 | | 1.2313 | 3.08 | 1140 | 0.6253 | 0.5311 | 0.6569 | 0.8028 | 0.8918 | 0.6153 | 0.7917 | 0.0 | 0.8811 | 0.8535 | 0.5653 | 0.7975 | 0.4727 | 0.6233 | 0.0 | 0.6959 | 0.6005 | 0.5277 | | 0.8767 | 3.14 | 1160 | 0.6481 | 0.5278 | 0.6548 | 0.8019 | 0.9031 | 0.6235 | 0.8001 | 0.0 | 0.8798 | 0.8616 | 0.5157 | 0.7979 | 0.4955 | 0.6000 | 0.0 | 0.7040 | 0.5946 | 0.5026 | | 0.5104 | 3.19 | 1180 | 0.6850 | 0.5125 | 0.6319 | 0.7907 | 0.9250 | 0.5584 | 0.7678 | 0.0 | 0.8499 | 0.8198 | 0.5023 | 0.7861 | 0.4728 | 0.5421 | 0.0 | 0.6797 | 0.6202 | 0.4863 | | 0.6755 | 3.24 | 1200 | 0.6330 | 0.5316 | 0.6535 | 0.8055 | 0.9215 | 0.5954 | 0.8080 | 0.0 | 0.8661 | 0.8470 | 0.5364 | 0.8058 | 0.4795 | 0.6234 | 0.0 | 0.6981 | 0.5996 | 0.5152 | | 0.6616 | 3.3 | 1220 | 0.6210 | 0.5348 | 0.6495 | 0.8085 | 0.9012 | 0.5497 | 0.8405 | 0.0 | 0.9002 | 0.7919 | 0.5630 | 0.8064 | 0.4626 | 0.5947 | 0.0 | 0.7035 | 0.6319 | 0.5446 | | 0.5066 | 3.35 | 1240 | 0.6087 | 0.5378 | 0.6550 | 0.8092 | 0.9155 | 0.5977 | 0.8393 | 0.0 | 0.8874 | 0.8131 | 0.5319 | 0.8038 | 0.4882 | 0.6150 | 0.0 | 0.7058 | 0.6339 | 0.5178 | | 0.7347 | 3.41 | 1260 | 0.6213 | 0.5330 | 0.6582 | 0.8047 | 0.8913 | 0.6189 | 0.7992 | 0.0 | 0.8902 | 0.8545 | 0.5532 | 0.8157 | 0.4912 | 0.6030 | 0.0 | 0.6898 | 0.5972 | 0.5342 | | 0.7995 | 3.46 | 1280 | 0.6017 | 0.5568 | 0.6757 | 0.8196 | 0.9053 | 0.6006 | 0.8638 | 0.0 | 0.8706 | 0.8446 | 0.6449 | 0.8041 | 0.4994 | 0.6107 | 0.0 | 0.7207 | 0.6557 | 0.6072 | | 0.5279 | 3.51 | 1300 | 0.5770 | 0.5581 | 0.6888 | 0.8206 | 0.9005 | 0.7276 | 0.8010 | 0.0 | 0.8757 | 0.8612 | 0.6556 | 0.8254 | 0.5018 | 0.6436 | 0.0 | 0.7086 | 0.6080 | 0.6194 | | 0.9094 | 3.57 | 1320 | 0.5775 | 0.5550 | 0.6755 | 0.8191 | 0.9008 | 0.6600 | 0.8207 | 0.0 | 0.8921 | 0.8200 | 0.6348 | 0.8196 | 0.5016 | 0.6294 | 0.0 | 0.7091 | 0.6253 | 0.5998 | | 0.641 | 3.62 | 1340 | 0.6142 | 0.5410 | 0.6487 | 0.8139 | 0.9206 | 0.5862 | 0.7636 | 0.0 | 0.9089 | 0.7703 | 0.5912 | 0.8081 | 0.4738 | 0.5996 | 0.0 | 0.7114 | 0.6190 | 0.5747 | | 0.6348 | 3.68 | 1360 | 0.5917 | 0.5522 | 0.6850 | 0.8162 | 0.8871 | 0.7345 | 0.8115 | 0.0 | 0.8921 | 0.8593 | 0.6110 | 0.8149 | 0.5093 | 0.6286 | 0.0 | 0.7122 | 0.6161 | 0.5842 | | 1.019 | 3.73 | 1380 | 0.5584 | 0.5682 | 0.6996 | 0.8278 | 0.9126 | 0.7559 | 0.8358 | 0.0 | 0.8644 | 0.8443 | 0.6842 | 0.8215 | 0.5070 | 0.6374 | 0.0 | 0.7299 | 0.6578 | 0.6242 | | 0.5293 | 3.78 | 1400 | 0.6158 | 0.5331 | 0.6605 | 0.8045 | 0.8847 | 0.6423 | 0.7669 | 0.0 | 0.8973 | 0.8742 | 0.5579 | 0.8175 | 0.4744 | 0.6311 | 0.0 | 0.6860 | 0.5845 | 0.5380 | | 0.4153 | 3.84 | 1420 | 0.6074 | 0.5435 | 0.6725 | 0.8132 | 0.9103 | 0.6709 | 0.8122 | 0.0 | 0.8792 | 0.8825 | 0.5524 | 0.8116 | 0.5061 | 0.6213 | 0.0 | 0.7187 | 0.6091 | 0.5374 | | 1.4237 | 3.89 | 1440 | 0.6078 | 0.5406 | 0.6601 | 0.8091 | 0.8851 | 0.6344 | 0.8218 | 0.0 | 0.9123 | 0.7902 | 0.5770 | 0.8030 | 0.4912 | 0.6102 | 0.0 | 0.7045 | 0.6281 | 0.5476 | | 0.81 | 3.95 | 1460 | 0.5914 | 0.5511 | 0.6790 | 0.8156 | 0.8981 | 0.6884 | 0.8073 | 0.0000 | 0.8798 | 0.8617 | 0.6176 | 0.8154 | 0.4980 | 0.6456 | 0.0000 | 0.7065 | 0.6156 | 0.5763 | | 0.624 | 4.0 | 1480 | 0.5874 | 0.5578 | 0.6757 | 0.8171 | 0.8914 | 0.6295 | 0.8335 | 0.0 | 0.8821 | 0.8383 | 0.6550 | 0.8116 | 0.5096 | 0.6494 | 0.0 | 0.6986 | 0.6454 | 0.5897 | | 0.5411 | 4.05 | 1500 | 0.5974 | 0.5448 | 0.6669 | 0.8146 | 0.9223 | 0.6125 | 0.8481 | 0.0 | 0.8704 | 0.8590 | 0.5557 | 0.8144 | 0.4958 | 0.6231 | 0.0 | 0.7138 | 0.6310 | 0.5353 | | 0.4001 | 4.11 | 1520 | 0.6008 | 0.5539 | 0.6775 | 0.8170 | 0.9233 | 0.6952 | 0.8152 | 0.0 | 0.8675 | 0.8611 | 0.5800 | 0.8063 | 0.5401 | 0.6333 | 0.0 | 0.7231 | 0.6278 | 0.5464 | | 0.6311 | 4.16 | 1540 | 0.5651 | 0.5711 | 0.6885 | 0.8293 | 0.9018 | 0.6842 | 0.7799 | 0.0 | 0.8894 | 0.8209 | 0.7431 | 0.8261 | 0.5138 | 0.6471 | 0.0 | 0.7229 | 0.6441 | 0.6438 | | 0.6195 | 4.22 | 1560 | 0.6095 | 0.5539 | 0.6951 | 0.8153 | 0.9020 | 0.8011 | 0.8435 | 0.0 | 0.8628 | 0.8793 | 0.5773 | 0.8195 | 0.5508 | 0.6388 | 0.0 | 0.7110 | 0.6067 | 0.5504 | | 1.2858 | 4.27 | 1580 | 0.6609 | 0.5403 | 0.6851 | 0.8039 | 0.8834 | 0.7704 | 0.8079 | 0.0 | 0.8573 | 0.9201 | 0.5568 | 0.8187 | 0.5505 | 0.6204 | 0.0 | 0.6877 | 0.5718 | 0.5327 | | 0.2454 | 4.32 | 1600 | 0.5728 | 0.5754 | 0.6939 | 0.8257 | 0.9275 | 0.7327 | 0.8318 | 0.0002 | 0.8515 | 0.8592 | 0.6545 | 0.8162 | 0.6011 | 0.6387 | 0.0002 | 0.7158 | 0.6521 | 0.6041 | | 0.7312 | 4.38 | 1620 | 0.6029 | 0.5582 | 0.6755 | 0.8150 | 0.8839 | 0.6783 | 0.8302 | 0.0 | 0.9037 | 0.8245 | 0.6075 | 0.8181 | 0.5441 | 0.6525 | 0.0 | 0.6881 | 0.6272 | 0.5770 | | 0.518 | 4.43 | 1640 | 0.5846 | 0.5611 | 0.6714 | 0.8215 | 0.9073 | 0.6652 | 0.7866 | 0.0 | 0.9167 | 0.8277 | 0.5963 | 0.8295 | 0.5336 | 0.6562 | 0.0 | 0.7022 | 0.6304 | 0.5759 | | 0.5455 | 4.49 | 1660 | 0.5952 | 0.5502 | 0.6701 | 0.8187 | 0.9224 | 0.6373 | 0.8462 | 0.0 | 0.8920 | 0.8631 | 0.5296 | 0.8194 | 0.5068 | 0.6427 | 0.0 | 0.7218 | 0.6447 | 0.5158 | | 0.339 | 4.54 | 1680 | 0.6343 | 0.5450 | 0.6804 | 0.8120 | 0.9310 | 0.6939 | 0.8771 | 0.0 | 0.8303 | 0.8862 | 0.5443 | 0.8087 | 0.5323 | 0.6202 | 0.0 | 0.7184 | 0.6127 | 0.5225 | | 0.341 | 4.59 | 1700 | 0.5732 | 0.5556 | 0.6791 | 0.8182 | 0.9020 | 0.6571 | 0.8624 | 0.0001 | 0.8873 | 0.8753 | 0.5695 | 0.8249 | 0.5281 | 0.6249 | 0.0001 | 0.7073 | 0.6548 | 0.5494 | | 0.4174 | 4.65 | 1720 | 0.5888 | 0.5560 | 0.6862 | 0.8174 | 0.9214 | 0.7178 | 0.8025 | 0.0027 | 0.8498 | 0.9083 | 0.6009 | 0.8155 | 0.5173 | 0.6369 | 0.0027 | 0.7016 | 0.6308 | 0.5872 | | 0.691 | 4.7 | 1740 | 0.5619 | 0.5663 | 0.6831 | 0.8244 | 0.9181 | 0.6528 | 0.8544 | 0.0021 | 0.8684 | 0.8323 | 0.6538 | 0.8178 | 0.5281 | 0.6200 | 0.0021 | 0.7147 | 0.6590 | 0.6225 | | 0.573 | 4.76 | 1760 | 0.6250 | 0.5429 | 0.6868 | 0.8088 | 0.9170 | 0.7629 | 0.8412 | 0.0007 | 0.8373 | 0.9258 | 0.5227 | 0.8195 | 0.5520 | 0.6309 | 0.0007 | 0.7038 | 0.5755 | 0.5178 | | 0.907 | 4.81 | 1780 | 0.5687 | 0.5680 | 0.6965 | 0.8262 | 0.9270 | 0.7821 | 0.8371 | 0.0041 | 0.8718 | 0.8575 | 0.5962 | 0.8247 | 0.5515 | 0.6413 | 0.0041 | 0.7258 | 0.6522 | 0.5761 | | 0.6766 | 4.86 | 1800 | 0.5506 | 0.5749 | 0.7078 | 0.8281 | 0.9102 | 0.8074 | 0.8339 | 0.0116 | 0.8709 | 0.8819 | 0.6390 | 0.8274 | 0.5713 | 0.6547 | 0.0116 | 0.7265 | 0.6307 | 0.6023 | | 1.1054 | 4.92 | 1820 | 0.5725 | 0.5605 | 0.6869 | 0.8209 | 0.8967 | 0.7859 | 0.8343 | 0.0068 | 0.9171 | 0.7902 | 0.5776 | 0.8273 | 0.5509 | 0.6705 | 0.0068 | 0.7164 | 0.5953 | 0.5563 | | 0.5959 | 4.97 | 1840 | 0.5886 | 0.5523 | 0.6948 | 0.8176 | 0.9088 | 0.8165 | 0.7595 | 0.0001 | 0.8688 | 0.9147 | 0.5949 | 0.8312 | 0.5159 | 0.6554 | 0.0001 | 0.7155 | 0.5764 | 0.5714 | | 0.9881 | 5.03 | 1860 | 0.5784 | 0.5669 | 0.7068 | 0.8233 | 0.9055 | 0.8000 | 0.8901 | 0.0031 | 0.8593 | 0.8925 | 0.5967 | 0.8276 | 0.5814 | 0.6421 | 0.0031 | 0.7253 | 0.6248 | 0.5639 | | 0.7057 | 5.08 | 1880 | 0.5537 | 0.5708 | 0.6880 | 0.8279 | 0.9169 | 0.6877 | 0.7574 | 0.0 | 0.8768 | 0.8863 | 0.6908 | 0.8309 | 0.5536 | 0.6348 | 0.0 | 0.7196 | 0.6366 | 0.6203 | | 0.6047 | 5.14 | 1900 | 0.5354 | 0.5823 | 0.6874 | 0.8342 | 0.9132 | 0.6776 | 0.8263 | 0.0042 | 0.9040 | 0.7686 | 0.7177 | 0.8223 | 0.5605 | 0.6502 | 0.0042 | 0.7330 | 0.6639 | 0.6421 | | 0.4686 | 5.19 | 1920 | 0.5565 | 0.5781 | 0.7105 | 0.8295 | 0.9065 | 0.8173 | 0.8908 | 0.0033 | 0.8791 | 0.8669 | 0.6096 | 0.8273 | 0.5889 | 0.6433 | 0.0033 | 0.7287 | 0.6676 | 0.5879 | | 0.5868 | 5.24 | 1940 | 0.5605 | 0.5709 | 0.7074 | 0.8226 | 0.8672 | 0.7673 | 0.8500 | 0.0003 | 0.8754 | 0.8905 | 0.7011 | 0.8078 | 0.5567 | 0.6434 | 0.0003 | 0.7200 | 0.6488 | 0.6194 | | 0.3423 | 5.3 | 1960 | 0.5681 | 0.5647 | 0.6943 | 0.8223 | 0.9068 | 0.6993 | 0.8457 | 0.0044 | 0.8605 | 0.9243 | 0.6189 | 0.8290 | 0.5441 | 0.6611 | 0.0044 | 0.7079 | 0.6096 | 0.5971 | | 0.852 | 5.35 | 1980 | 0.5214 | 0.5943 | 0.7056 | 0.8403 | 0.9245 | 0.7771 | 0.8336 | 0.0016 | 0.9023 | 0.8373 | 0.6627 | 0.8312 | 0.6031 | 0.6738 | 0.0016 | 0.7436 | 0.6929 | 0.6138 | | 0.5015 | 5.41 | 2000 | 0.5322 | 0.5941 | 0.7081 | 0.8408 | 0.9141 | 0.7895 | 0.8058 | 0.0 | 0.9083 | 0.8464 | 0.6928 | 0.8338 | 0.6028 | 0.6647 | 0.0 | 0.7434 | 0.6724 | 0.6417 | | 0.84 | 5.46 | 2020 | 0.5355 | 0.5846 | 0.7111 | 0.8347 | 0.9122 | 0.7711 | 0.8360 | 0.0071 | 0.8695 | 0.8866 | 0.6954 | 0.8295 | 0.5906 | 0.6576 | 0.0071 | 0.7414 | 0.6314 | 0.6344 | | 0.319 | 5.51 | 2040 | 0.5167 | 0.5929 | 0.7119 | 0.8408 | 0.9232 | 0.8206 | 0.8401 | 0.0070 | 0.8948 | 0.8063 | 0.6915 | 0.8375 | 0.5923 | 0.6584 | 0.0070 | 0.7436 | 0.6691 | 0.6423 | | 0.6464 | 5.57 | 2060 | 0.6042 | 0.5706 | 0.7008 | 0.8255 | 0.9180 | 0.7167 | 0.8604 | 0.0065 | 0.8397 | 0.9055 | 0.6587 | 0.8163 | 0.5756 | 0.6210 | 0.0065 | 0.7322 | 0.6177 | 0.6251 | | 0.5649 | 5.62 | 2080 | 0.5443 | 0.5825 | 0.7063 | 0.8329 | 0.9107 | 0.7752 | 0.8446 | 0.0037 | 0.8889 | 0.8915 | 0.6292 | 0.8329 | 0.5787 | 0.6571 | 0.0037 | 0.7234 | 0.6630 | 0.6184 | | 0.57 | 5.68 | 2100 | 0.5638 | 0.5713 | 0.7047 | 0.8263 | 0.9197 | 0.8421 | 0.7896 | 0.0117 | 0.8772 | 0.8982 | 0.5946 | 0.8351 | 0.5584 | 0.6588 | 0.0117 | 0.7129 | 0.6453 | 0.5767 | | 0.4955 | 5.73 | 2120 | 0.5187 | 0.5907 | 0.7060 | 0.8370 | 0.9195 | 0.8237 | 0.7775 | 0.0141 | 0.9022 | 0.8116 | 0.6933 | 0.8306 | 0.5973 | 0.6565 | 0.0141 | 0.7340 | 0.6701 | 0.6322 | | 0.7459 | 5.78 | 2140 | 0.5606 | 0.5769 | 0.6877 | 0.8300 | 0.9045 | 0.7263 | 0.8175 | 0.0109 | 0.9311 | 0.8203 | 0.6030 | 0.8299 | 0.5628 | 0.6852 | 0.0109 | 0.7228 | 0.6488 | 0.5780 | | 0.3206 | 5.84 | 2160 | 0.6069 | 0.5656 | 0.6986 | 0.8156 | 0.9365 | 0.7834 | 0.8238 | 0.0202 | 0.8088 | 0.9247 | 0.5928 | 0.8101 | 0.6127 | 0.6498 | 0.0202 | 0.6996 | 0.6136 | 0.5535 | | 0.3453 | 5.89 | 2180 | 0.5355 | 0.5839 | 0.7068 | 0.8322 | 0.9059 | 0.7544 | 0.8581 | 0.0025 | 0.8779 | 0.8858 | 0.6628 | 0.8346 | 0.5752 | 0.7021 | 0.0025 | 0.7141 | 0.6415 | 0.6175 | | 0.5035 | 5.95 | 2200 | 0.5044 | 0.5913 | 0.7069 | 0.8389 | 0.9044 | 0.7366 | 0.8663 | 0.0084 | 0.9030 | 0.8391 | 0.6904 | 0.8405 | 0.5654 | 0.6833 | 0.0084 | 0.7275 | 0.6711 | 0.6428 | | 0.5026 | 6.0 | 2220 | 0.5325 | 0.5788 | 0.7096 | 0.8307 | 0.9177 | 0.8107 | 0.8539 | 0.0215 | 0.8824 | 0.8970 | 0.5841 | 0.8286 | 0.5657 | 0.6710 | 0.0215 | 0.7306 | 0.6666 | 0.5679 | | 0.5487 | 6.05 | 2240 | 0.5434 | 0.5871 | 0.7001 | 0.8346 | 0.9093 | 0.7595 | 0.8212 | 0.0088 | 0.9110 | 0.8443 | 0.6467 | 0.8264 | 0.5856 | 0.6637 | 0.0088 | 0.7287 | 0.6765 | 0.6197 | | 0.5384 | 6.11 | 2260 | 0.5393 | 0.5938 | 0.7062 | 0.8389 | 0.9203 | 0.7401 | 0.8412 | 0.0191 | 0.8980 | 0.8788 | 0.6459 | 0.8306 | 0.6040 | 0.6657 | 0.0191 | 0.7391 | 0.6683 | 0.6299 | | 0.3663 | 6.16 | 2280 | 0.5204 | 0.6003 | 0.7161 | 0.8413 | 0.9314 | 0.7810 | 0.8201 | 0.0221 | 0.8664 | 0.8805 | 0.7114 | 0.8316 | 0.6128 | 0.6364 | 0.0221 | 0.7382 | 0.7017 | 0.6594 | | 0.66 | 6.22 | 2300 | 0.5234 | 0.5950 | 0.7179 | 0.8393 | 0.9164 | 0.8072 | 0.8641 | 0.0194 | 0.8882 | 0.8838 | 0.6461 | 0.8253 | 0.5964 | 0.6558 | 0.0194 | 0.7469 | 0.6976 | 0.6237 | | 0.6551 | 6.27 | 2320 | 0.5277 | 0.5933 | 0.7014 | 0.8393 | 0.9382 | 0.7923 | 0.7738 | 0.0127 | 0.9069 | 0.8577 | 0.6280 | 0.8347 | 0.5989 | 0.6665 | 0.0127 | 0.7317 | 0.6934 | 0.6150 | | 0.4147 | 6.32 | 2340 | 0.5569 | 0.5822 | 0.7067 | 0.8300 | 0.9318 | 0.7773 | 0.8380 | 0.0211 | 0.8536 | 0.9012 | 0.6236 | 0.8307 | 0.6051 | 0.6446 | 0.0211 | 0.7171 | 0.6495 | 0.6076 | | 0.4204 | 6.38 | 2360 | 0.5530 | 0.5865 | 0.7160 | 0.8340 | 0.9061 | 0.8361 | 0.8552 | 0.0087 | 0.8876 | 0.8834 | 0.6352 | 0.8418 | 0.6104 | 0.6745 | 0.0087 | 0.7254 | 0.6366 | 0.6081 | | 0.4249 | 6.43 | 2380 | 0.5487 | 0.5839 | 0.7098 | 0.8337 | 0.9106 | 0.7906 | 0.8392 | 0.0186 | 0.8893 | 0.8823 | 0.6377 | 0.8311 | 0.5810 | 0.6964 | 0.0186 | 0.7381 | 0.6266 | 0.5954 | | 0.9651 | 6.49 | 2400 | 0.5236 | 0.5981 | 0.7155 | 0.8437 | 0.9212 | 0.7767 | 0.8876 | 0.0242 | 0.8976 | 0.8279 | 0.6729 | 0.8444 | 0.5776 | 0.6988 | 0.0242 | 0.7410 | 0.6539 | 0.6470 | | 0.3914 | 6.54 | 2420 | 0.5040 | 0.6007 | 0.7151 | 0.8415 | 0.8935 | 0.7620 | 0.8571 | 0.0226 | 0.9038 | 0.8098 | 0.7567 | 0.8288 | 0.5852 | 0.7042 | 0.0226 | 0.7374 | 0.6628 | 0.6641 | | 0.3668 | 6.59 | 2440 | 0.4908 | 0.6086 | 0.7219 | 0.8511 | 0.9252 | 0.7504 | 0.8385 | 0.0212 | 0.8867 | 0.8687 | 0.7624 | 0.8406 | 0.5743 | 0.6857 | 0.0212 | 0.7566 | 0.6652 | 0.7169 | | 0.5571 | 6.65 | 2460 | 0.5180 | 0.6038 | 0.7239 | 0.8455 | 0.8974 | 0.7237 | 0.8746 | 0.0242 | 0.8795 | 0.8860 | 0.7817 | 0.8324 | 0.5702 | 0.6483 | 0.0241 | 0.7456 | 0.6694 | 0.7369 | | 0.3355 | 6.7 | 2480 | 0.5605 | 0.5872 | 0.7101 | 0.8333 | 0.8963 | 0.7750 | 0.8430 | 0.0219 | 0.8990 | 0.8837 | 0.6520 | 0.8341 | 0.5719 | 0.6820 | 0.0219 | 0.7163 | 0.6449 | 0.6393 | | 0.6301 | 6.76 | 2500 | 0.4895 | 0.6021 | 0.7207 | 0.8418 | 0.9213 | 0.7784 | 0.8611 | 0.0282 | 0.8702 | 0.8826 | 0.7031 | 0.8336 | 0.6146 | 0.6827 | 0.0282 | 0.7369 | 0.6552 | 0.6637 | | 0.8036 | 6.81 | 2520 | 0.5575 | 0.5863 | 0.7155 | 0.8331 | 0.9074 | 0.8072 | 0.8820 | 0.0260 | 0.8803 | 0.8730 | 0.6325 | 0.8322 | 0.5991 | 0.6564 | 0.0259 | 0.7305 | 0.6477 | 0.6122 | | 0.4476 | 6.86 | 2540 | 0.5338 | 0.5917 | 0.7157 | 0.8368 | 0.9230 | 0.7807 | 0.8593 | 0.0235 | 0.8674 | 0.9046 | 0.6513 | 0.8318 | 0.6036 | 0.6607 | 0.0234 | 0.7345 | 0.6558 | 0.6320 | | 0.5567 | 6.92 | 2560 | 0.5260 | 0.5927 | 0.7131 | 0.8376 | 0.9057 | 0.7555 | 0.8237 | 0.0218 | 0.8854 | 0.8983 | 0.7013 | 0.8357 | 0.5572 | 0.7014 | 0.0218 | 0.7218 | 0.6562 | 0.6545 | | 0.3925 | 6.97 | 2580 | 0.5200 | 0.6016 | 0.7200 | 0.8408 | 0.9257 | 0.8159 | 0.8214 | 0.0257 | 0.8625 | 0.8408 | 0.7477 | 0.8306 | 0.6165 | 0.6681 | 0.0257 | 0.7333 | 0.6733 | 0.6637 | | 0.3692 | 7.03 | 2600 | 0.5698 | 0.5815 | 0.7143 | 0.8297 | 0.9213 | 0.8166 | 0.8426 | 0.0244 | 0.8577 | 0.9300 | 0.6074 | 0.8279 | 0.6045 | 0.6737 | 0.0243 | 0.7278 | 0.6213 | 0.5913 | | 1.0422 | 7.08 | 2620 | 0.5138 | 0.6010 | 0.7166 | 0.8429 | 0.9263 | 0.8102 | 0.8024 | 0.0228 | 0.8927 | 0.8807 | 0.6814 | 0.8363 | 0.6143 | 0.6624 | 0.0228 | 0.7414 | 0.6731 | 0.6566 | | 1.3345 | 7.14 | 2640 | 0.4877 | 0.6127 | 0.7285 | 0.8482 | 0.9144 | 0.8258 | 0.8187 | 0.0233 | 0.8872 | 0.8657 | 0.7642 | 0.8398 | 0.6200 | 0.6937 | 0.0233 | 0.7406 | 0.6800 | 0.6914 | | 0.1548 | 7.19 | 2660 | 0.5458 | 0.5971 | 0.7297 | 0.8364 | 0.9138 | 0.8204 | 0.8485 | 0.0553 | 0.8466 | 0.9212 | 0.7022 | 0.8259 | 0.6028 | 0.6681 | 0.0551 | 0.7361 | 0.6476 | 0.6441 | | 0.7936 | 7.24 | 2680 | 0.5429 | 0.5978 | 0.7034 | 0.8415 | 0.9333 | 0.7441 | 0.8572 | 0.0240 | 0.9076 | 0.8326 | 0.6251 | 0.8329 | 0.5979 | 0.6857 | 0.0240 | 0.7401 | 0.6916 | 0.6123 | | 0.4558 | 7.3 | 2700 | 0.5296 | 0.5968 | 0.7224 | 0.8400 | 0.9207 | 0.8380 | 0.8310 | 0.0216 | 0.8807 | 0.9099 | 0.6551 | 0.8392 | 0.6082 | 0.6934 | 0.0216 | 0.7354 | 0.6446 | 0.6354 | | 0.3854 | 7.35 | 2720 | 0.5206 | 0.5939 | 0.7015 | 0.8401 | 0.9231 | 0.7227 | 0.8474 | 0.0193 | 0.9097 | 0.8454 | 0.6426 | 0.8343 | 0.5813 | 0.6878 | 0.0193 | 0.7363 | 0.6766 | 0.6219 | | 0.3232 | 7.41 | 2740 | 0.5413 | 0.5967 | 0.7127 | 0.8369 | 0.9316 | 0.7801 | 0.7465 | 0.0630 | 0.8749 | 0.9202 | 0.6729 | 0.8322 | 0.6151 | 0.6389 | 0.0629 | 0.7295 | 0.6451 | 0.6535 | | 0.7969 | 7.46 | 2760 | 0.5250 | 0.5982 | 0.7034 | 0.8421 | 0.9324 | 0.7357 | 0.8399 | 0.0286 | 0.9075 | 0.8352 | 0.6442 | 0.8332 | 0.5874 | 0.6882 | 0.0285 | 0.7388 | 0.6785 | 0.6331 | | 0.8017 | 7.51 | 2780 | 0.5378 | 0.6009 | 0.7173 | 0.8407 | 0.9244 | 0.7816 | 0.8135 | 0.0264 | 0.8689 | 0.8878 | 0.7187 | 0.8395 | 0.6190 | 0.6670 | 0.0264 | 0.7269 | 0.6671 | 0.6604 | | 0.3904 | 7.57 | 2800 | 0.5706 | 0.5835 | 0.7017 | 0.8338 | 0.9277 | 0.7338 | 0.8266 | 0.0389 | 0.8854 | 0.8747 | 0.6245 | 0.8341 | 0.5795 | 0.6504 | 0.0387 | 0.7360 | 0.6397 | 0.6057 | | 0.5271 | 7.62 | 2820 | 0.5487 | 0.5937 | 0.6998 | 0.8376 | 0.9209 | 0.7370 | 0.7619 | 0.0459 | 0.9106 | 0.8393 | 0.6827 | 0.8237 | 0.5718 | 0.6485 | 0.0458 | 0.7338 | 0.6816 | 0.6505 | | 0.3669 | 7.68 | 2840 | 0.5456 | 0.6019 | 0.7070 | 0.8425 | 0.9243 | 0.6953 | 0.8119 | 0.0520 | 0.8987 | 0.8790 | 0.6876 | 0.8336 | 0.5750 | 0.6662 | 0.0518 | 0.7339 | 0.6826 | 0.6704 | | 1.9228 | 7.73 | 2860 | 0.5565 | 0.6022 | 0.7182 | 0.8360 | 0.9299 | 0.7420 | 0.8097 | 0.1025 | 0.8527 | 0.8956 | 0.6952 | 0.8310 | 0.6014 | 0.6587 | 0.1001 | 0.7215 | 0.6705 | 0.6324 | | 0.369 | 7.78 | 2880 | 0.5413 | 0.6088 | 0.7275 | 0.8434 | 0.9422 | 0.7889 | 0.8692 | 0.0914 | 0.8623 | 0.8910 | 0.6474 | 0.8360 | 0.6076 | 0.6893 | 0.0897 | 0.7429 | 0.6623 | 0.6336 | | 0.4409 | 7.84 | 2900 | 0.5581 | 0.5999 | 0.7094 | 0.8401 | 0.9255 | 0.7641 | 0.8420 | 0.0419 | 0.9031 | 0.8579 | 0.6314 | 0.8313 | 0.6245 | 0.6810 | 0.0417 | 0.7403 | 0.6620 | 0.6184 | | 0.2636 | 7.89 | 2920 | 0.5230 | 0.6098 | 0.7330 | 0.8423 | 0.9135 | 0.7520 | 0.8099 | 0.1389 | 0.8657 | 0.9095 | 0.7416 | 0.8338 | 0.5761 | 0.6837 | 0.1323 | 0.7527 | 0.6396 | 0.6503 | | 1.2616 | 7.95 | 2940 | 0.5199 | 0.6088 | 0.7164 | 0.8421 | 0.9178 | 0.7466 | 0.7818 | 0.1111 | 0.9096 | 0.8680 | 0.6798 | 0.8275 | 0.5732 | 0.6773 | 0.1060 | 0.7391 | 0.6862 | 0.6525 | | 0.3254 | 8.0 | 2960 | 0.5048 | 0.6091 | 0.7274 | 0.8421 | 0.9313 | 0.8036 | 0.8058 | 0.1325 | 0.8840 | 0.8730 | 0.6618 | 0.8314 | 0.5895 | 0.6815 | 0.1255 | 0.7507 | 0.6575 | 0.6272 | | 0.3726 | 8.05 | 2980 | 0.5647 | 0.5826 | 0.6964 | 0.8341 | 0.9242 | 0.6850 | 0.8356 | 0.0575 | 0.8998 | 0.8543 | 0.6184 | 0.8422 | 0.5598 | 0.6735 | 0.0562 | 0.7355 | 0.6097 | 0.6010 | | 0.6332 | 8.11 | 3000 | 0.5521 | 0.5848 | 0.7003 | 0.8350 | 0.9337 | 0.7278 | 0.8062 | 0.0549 | 0.8934 | 0.8766 | 0.6095 | 0.8370 | 0.5825 | 0.6616 | 0.0541 | 0.7434 | 0.6190 | 0.5962 | | 0.5999 | 8.16 | 3020 | 0.5100 | 0.6054 | 0.7231 | 0.8444 | 0.9301 | 0.8270 | 0.8377 | 0.0608 | 0.8959 | 0.8559 | 0.6539 | 0.8438 | 0.6309 | 0.6863 | 0.0600 | 0.7527 | 0.6364 | 0.6280 | | 0.831 | 8.22 | 3040 | 0.5709 | 0.5877 | 0.7005 | 0.8366 | 0.9229 | 0.7052 | 0.8726 | 0.0473 | 0.9056 | 0.8440 | 0.6062 | 0.8419 | 0.5930 | 0.6819 | 0.0468 | 0.7425 | 0.6188 | 0.5888 | | 0.3019 | 8.27 | 3060 | 0.4808 | 0.6327 | 0.7441 | 0.8537 | 0.9256 | 0.8332 | 0.8409 | 0.1456 | 0.9021 | 0.8596 | 0.7016 | 0.8457 | 0.6335 | 0.7210 | 0.1405 | 0.7579 | 0.6708 | 0.6595 | | 0.4726 | 8.32 | 3080 | 0.5235 | 0.6162 | 0.7305 | 0.8412 | 0.9214 | 0.7532 | 0.8135 | 0.2102 | 0.8990 | 0.8891 | 0.6270 | 0.8372 | 0.5813 | 0.7185 | 0.1948 | 0.7431 | 0.6474 | 0.5909 | | 0.2559 | 8.38 | 3100 | 0.5470 | 0.6223 | 0.7410 | 0.8452 | 0.9171 | 0.7655 | 0.8551 | 0.1817 | 0.8764 | 0.9020 | 0.6889 | 0.8416 | 0.5812 | 0.7070 | 0.1758 | 0.7347 | 0.6659 | 0.6501 | | 0.3002 | 8.43 | 3120 | 0.5431 | 0.6215 | 0.7404 | 0.8452 | 0.9189 | 0.7536 | 0.8583 | 0.1841 | 0.8754 | 0.9137 | 0.6790 | 0.8492 | 0.5840 | 0.7134 | 0.1721 | 0.7326 | 0.6492 | 0.6498 | | 1.16 | 8.49 | 3140 | 0.5282 | 0.6357 | 0.7592 | 0.8503 | 0.9087 | 0.8402 | 0.8790 | 0.2024 | 0.8821 | 0.9053 | 0.6964 | 0.8491 | 0.6330 | 0.7266 | 0.1944 | 0.7466 | 0.6504 | 0.6496 | | 0.4884 | 8.54 | 3160 | 0.5297 | 0.6520 | 0.7687 | 0.8579 | 0.9279 | 0.8318 | 0.8466 | 0.2403 | 0.8552 | 0.8744 | 0.8048 | 0.8483 | 0.6367 | 0.7167 | 0.2312 | 0.7552 | 0.6800 | 0.6959 | | 0.988 | 8.59 | 3180 | 0.5242 | 0.6304 | 0.7436 | 0.8508 | 0.9198 | 0.7915 | 0.8454 | 0.1620 | 0.8930 | 0.9014 | 0.6921 | 0.8496 | 0.6279 | 0.7124 | 0.1551 | 0.7459 | 0.6645 | 0.6576 | | 0.2545 | 8.65 | 3200 | 0.5005 | 0.6438 | 0.7529 | 0.8560 | 0.9368 | 0.7965 | 0.8610 | 0.2009 | 0.8739 | 0.8704 | 0.7310 | 0.8453 | 0.6361 | 0.7210 | 0.1924 | 0.7558 | 0.6811 | 0.6745 | | 0.6318 | 8.7 | 3220 | 0.5261 | 0.6330 | 0.7539 | 0.8470 | 0.9205 | 0.8050 | 0.8541 | 0.2112 | 0.8567 | 0.9133 | 0.7167 | 0.8432 | 0.6299 | 0.7077 | 0.2013 | 0.7346 | 0.6438 | 0.6706 | | 0.2004 | 8.76 | 3240 | 0.5479 | 0.6309 | 0.7436 | 0.8486 | 0.9212 | 0.8008 | 0.8238 | 0.1940 | 0.8948 | 0.8893 | 0.6812 | 0.8417 | 0.6091 | 0.7076 | 0.1840 | 0.7396 | 0.6715 | 0.6624 | | 0.465 | 8.81 | 3260 | 0.5127 | 0.6504 | 0.7861 | 0.8550 | 0.9193 | 0.8718 | 0.8497 | 0.3047 | 0.8319 | 0.9260 | 0.7994 | 0.8514 | 0.5999 | 0.7097 | 0.2684 | 0.7477 | 0.6250 | 0.7508 | | 0.3093 | 8.86 | 3280 | 0.4763 | 0.6504 | 0.7652 | 0.8618 | 0.9220 | 0.8239 | 0.8677 | 0.2154 | 0.8894 | 0.8694 | 0.7684 | 0.8473 | 0.6134 | 0.7095 | 0.1928 | 0.7723 | 0.6889 | 0.7284 | | 0.2898 | 8.92 | 3300 | 0.5152 | 0.6472 | 0.7618 | 0.8534 | 0.9363 | 0.7936 | 0.8503 | 0.2602 | 0.8427 | 0.8674 | 0.7818 | 0.8328 | 0.6324 | 0.6993 | 0.2497 | 0.7569 | 0.6670 | 0.6920 | | 0.5217 | 8.97 | 3320 | 0.5242 | 0.6374 | 0.7497 | 0.8519 | 0.9209 | 0.7576 | 0.8050 | 0.2244 | 0.8663 | 0.8623 | 0.8111 | 0.8375 | 0.6110 | 0.6916 | 0.2173 | 0.7590 | 0.6653 | 0.6803 | | 0.3229 | 9.03 | 3340 | 0.5255 | 0.6315 | 0.7513 | 0.8524 | 0.9072 | 0.7611 | 0.8597 | 0.1724 | 0.8756 | 0.9155 | 0.7678 | 0.8437 | 0.5873 | 0.7014 | 0.1675 | 0.7520 | 0.6446 | 0.7239 | | 0.2766 | 9.08 | 3360 | 0.4832 | 0.6461 | 0.7544 | 0.8605 | 0.9266 | 0.7496 | 0.8494 | 0.2068 | 0.8857 | 0.8856 | 0.7769 | 0.8487 | 0.5941 | 0.7214 | 0.1987 | 0.7648 | 0.6670 | 0.7282 | | 0.4664 | 9.14 | 3380 | 0.5001 | 0.6489 | 0.7504 | 0.8608 | 0.9311 | 0.7513 | 0.8191 | 0.2284 | 0.8954 | 0.8282 | 0.7992 | 0.8424 | 0.6021 | 0.7025 | 0.2131 | 0.7685 | 0.6755 | 0.7380 | | 0.3626 | 9.19 | 3400 | 0.4764 | 0.6505 | 0.7584 | 0.8613 | 0.9229 | 0.7660 | 0.8181 | 0.2491 | 0.9018 | 0.8870 | 0.7638 | 0.8501 | 0.5857 | 0.7134 | 0.2311 | 0.7656 | 0.6779 | 0.7299 | | 1.1592 | 9.24 | 3420 | 0.4771 | 0.6490 | 0.7630 | 0.8572 | 0.9288 | 0.7558 | 0.8341 | 0.2975 | 0.8762 | 0.9044 | 0.7438 | 0.8407 | 0.5969 | 0.6880 | 0.2664 | 0.7696 | 0.6676 | 0.7140 | | 0.4315 | 9.3 | 3440 | 0.5208 | 0.6305 | 0.7400 | 0.8452 | 0.9428 | 0.7124 | 0.8236 | 0.3036 | 0.8785 | 0.8863 | 0.6325 | 0.8332 | 0.5891 | 0.6926 | 0.2726 | 0.7496 | 0.6543 | 0.6224 | | 0.228 | 9.35 | 3460 | 0.4672 | 0.6562 | 0.7669 | 0.8607 | 0.9414 | 0.8174 | 0.8165 | 0.2896 | 0.8846 | 0.9018 | 0.7168 | 0.8413 | 0.6146 | 0.7158 | 0.2712 | 0.7739 | 0.6717 | 0.7047 | | 0.3787 | 9.41 | 3480 | 0.4789 | 0.6428 | 0.7432 | 0.8589 | 0.9411 | 0.7223 | 0.8199 | 0.2222 | 0.9012 | 0.8798 | 0.7159 | 0.8501 | 0.5793 | 0.7112 | 0.2098 | 0.7592 | 0.6832 | 0.7065 | | 0.382 | 9.46 | 3500 | 0.4638 | 0.6604 | 0.7806 | 0.8637 | 0.9242 | 0.8538 | 0.8249 | 0.2793 | 0.8666 | 0.8880 | 0.8276 | 0.8521 | 0.6241 | 0.6980 | 0.2606 | 0.7722 | 0.6661 | 0.7494 | | 0.3404 | 9.51 | 3520 | 0.4759 | 0.6437 | 0.7554 | 0.8568 | 0.9315 | 0.7959 | 0.8415 | 0.2003 | 0.8730 | 0.8902 | 0.7554 | 0.8439 | 0.6283 | 0.7048 | 0.1878 | 0.7586 | 0.6768 | 0.7059 | | 0.7056 | 9.57 | 3540 | 0.4863 | 0.6492 | 0.7570 | 0.8586 | 0.9302 | 0.8009 | 0.8622 | 0.2202 | 0.8934 | 0.8808 | 0.7116 | 0.8455 | 0.6351 | 0.7072 | 0.2101 | 0.7608 | 0.6916 | 0.6944 | | 0.3559 | 9.62 | 3560 | 0.5245 | 0.6485 | 0.7644 | 0.8535 | 0.9286 | 0.8266 | 0.8501 | 0.2913 | 0.8860 | 0.9077 | 0.6604 | 0.8495 | 0.6293 | 0.7124 | 0.2687 | 0.7459 | 0.6807 | 0.6529 | | 0.9057 | 9.68 | 3580 | 0.5318 | 0.6506 | 0.7589 | 0.8577 | 0.9378 | 0.8146 | 0.8500 | 0.2752 | 0.8961 | 0.8463 | 0.6926 | 0.8488 | 0.6242 | 0.7091 | 0.2489 | 0.7589 | 0.6874 | 0.6773 | | 0.6264 | 9.73 | 3600 | 0.5203 | 0.6539 | 0.7687 | 0.8560 | 0.9192 | 0.8392 | 0.8608 | 0.3130 | 0.8999 | 0.8544 | 0.6944 | 0.8494 | 0.6377 | 0.7124 | 0.2842 | 0.7560 | 0.6700 | 0.6678 | | 0.2915 | 9.78 | 3620 | 0.4934 | 0.6504 | 0.7717 | 0.8527 | 0.9121 | 0.8184 | 0.8732 | 0.3370 | 0.8861 | 0.8813 | 0.6939 | 0.8495 | 0.6397 | 0.7033 | 0.3026 | 0.7560 | 0.6397 | 0.6622 | | 0.2786 | 9.84 | 3640 | 0.5126 | 0.6509 | 0.7666 | 0.8553 | 0.9194 | 0.8032 | 0.8857 | 0.3140 | 0.8990 | 0.8814 | 0.6636 | 0.8579 | 0.6411 | 0.7178 | 0.2884 | 0.7573 | 0.6454 | 0.6487 | | 0.3469 | 9.89 | 3660 | 0.4875 | 0.6504 | 0.7594 | 0.8543 | 0.9369 | 0.8130 | 0.7960 | 0.3013 | 0.8769 | 0.8423 | 0.7492 | 0.8397 | 0.6475 | 0.6830 | 0.2792 | 0.7610 | 0.6623 | 0.6799 | | 0.3799 | 9.95 | 3680 | 0.5035 | 0.6527 | 0.7631 | 0.8562 | 0.9282 | 0.8302 | 0.7690 | 0.3268 | 0.8936 | 0.8189 | 0.7751 | 0.8405 | 0.6414 | 0.6893 | 0.2881 | 0.7703 | 0.6438 | 0.6958 | | 0.2919 | 10.0 | 3700 | 0.5084 | 0.6589 | 0.7776 | 0.8565 | 0.9291 | 0.8221 | 0.8298 | 0.3652 | 0.8691 | 0.8978 | 0.7298 | 0.8391 | 0.6394 | 0.7262 | 0.3116 | 0.7701 | 0.6474 | 0.6786 | | 0.2472 | 10.05 | 3720 | 0.5028 | 0.6456 | 0.7549 | 0.8539 | 0.9207 | 0.7212 | 0.8731 | 0.3139 | 0.8987 | 0.8683 | 0.6885 | 0.8495 | 0.6015 | 0.7109 | 0.2746 | 0.7549 | 0.6653 | 0.6628 | | 0.231 | 10.11 | 3740 | 0.5197 | 0.6531 | 0.7680 | 0.8565 | 0.9326 | 0.8142 | 0.8842 | 0.2997 | 0.8722 | 0.8538 | 0.7194 | 0.8469 | 0.6374 | 0.7087 | 0.2683 | 0.7591 | 0.6782 | 0.6735 | | 0.3072 | 10.16 | 3760 | 0.5004 | 0.6540 | 0.7747 | 0.8559 | 0.9377 | 0.8538 | 0.8071 | 0.3557 | 0.8704 | 0.8752 | 0.7229 | 0.8493 | 0.6066 | 0.7087 | 0.3175 | 0.7587 | 0.6613 | 0.6757 | | 0.9021 | 10.22 | 3780 | 0.4992 | 0.6577 | 0.7642 | 0.8587 | 0.9145 | 0.8153 | 0.8518 | 0.2961 | 0.9180 | 0.8410 | 0.7125 | 0.8522 | 0.6354 | 0.7224 | 0.2745 | 0.7531 | 0.6715 | 0.6945 | | 0.3564 | 10.27 | 3800 | 0.4956 | 0.6562 | 0.7684 | 0.8582 | 0.9389 | 0.8305 | 0.8556 | 0.3119 | 0.8843 | 0.8643 | 0.6931 | 0.8524 | 0.6409 | 0.7197 | 0.2893 | 0.7607 | 0.6625 | 0.6678 | | 0.2847 | 10.32 | 3820 | 0.4886 | 0.6602 | 0.7848 | 0.8568 | 0.9320 | 0.8357 | 0.8747 | 0.3707 | 0.8448 | 0.8801 | 0.7554 | 0.8545 | 0.6366 | 0.7192 | 0.3204 | 0.7521 | 0.6545 | 0.6843 | | 0.3397 | 10.38 | 3840 | 0.5136 | 0.6651 | 0.7770 | 0.8615 | 0.9351 | 0.8131 | 0.8366 | 0.3587 | 0.8677 | 0.8248 | 0.8032 | 0.8428 | 0.6212 | 0.7232 | 0.3203 | 0.7716 | 0.6724 | 0.7043 | | 0.3105 | 10.43 | 3860 | 0.5063 | 0.6535 | 0.7609 | 0.8588 | 0.9270 | 0.7769 | 0.8623 | 0.2865 | 0.8931 | 0.8370 | 0.7432 | 0.8417 | 0.6225 | 0.7227 | 0.2609 | 0.7698 | 0.6669 | 0.6898 | | 0.8592 | 10.49 | 3880 | 0.4761 | 0.6588 | 0.7743 | 0.8623 | 0.9254 | 0.8439 | 0.8777 | 0.2634 | 0.8848 | 0.8847 | 0.7406 | 0.8496 | 0.6406 | 0.7172 | 0.2457 | 0.7698 | 0.6682 | 0.7202 | | 0.2191 | 10.54 | 3900 | 0.4309 | 0.6706 | 0.7809 | 0.8681 | 0.9113 | 0.8328 | 0.8341 | 0.2878 | 0.8977 | 0.8605 | 0.8419 | 0.8533 | 0.6408 | 0.7172 | 0.2689 | 0.7750 | 0.6766 | 0.7627 | | 0.2441 | 10.59 | 3920 | 0.4367 | 0.6733 | 0.7828 | 0.8663 | 0.9228 | 0.8456 | 0.8389 | 0.3480 | 0.9014 | 0.8482 | 0.7744 | 0.8549 | 0.6417 | 0.7236 | 0.3188 | 0.7710 | 0.6751 | 0.7281 | | 0.4835 | 10.65 | 3940 | 0.4510 | 0.6737 | 0.7866 | 0.8653 | 0.9248 | 0.8314 | 0.8330 | 0.3737 | 0.8857 | 0.8764 | 0.7814 | 0.8532 | 0.6430 | 0.7245 | 0.3326 | 0.7722 | 0.6635 | 0.7270 | | 0.2735 | 10.7 | 3960 | 0.4645 | 0.6727 | 0.7894 | 0.8637 | 0.9227 | 0.8450 | 0.8498 | 0.3728 | 0.8755 | 0.8795 | 0.7806 | 0.8546 | 0.6460 | 0.7230 | 0.3363 | 0.7647 | 0.6609 | 0.7232 | | 0.2339 | 10.76 | 3980 | 0.4755 | 0.6712 | 0.7747 | 0.8652 | 0.9300 | 0.8172 | 0.8621 | 0.3396 | 0.9065 | 0.8303 | 0.7376 | 0.8516 | 0.6499 | 0.7260 | 0.3068 | 0.7700 | 0.6860 | 0.7082 | | 0.2167 | 10.81 | 4000 | 0.4563 | 0.6798 | 0.8005 | 0.8665 | 0.9232 | 0.8521 | 0.8537 | 0.4398 | 0.8763 | 0.8744 | 0.7836 | 0.8544 | 0.6386 | 0.7238 | 0.3569 | 0.7714 | 0.6812 | 0.7324 | | 0.356 | 10.86 | 4020 | 0.4764 | 0.6751 | 0.7883 | 0.8655 | 0.9261 | 0.8309 | 0.8329 | 0.3992 | 0.8843 | 0.8490 | 0.7953 | 0.8523 | 0.6317 | 0.7213 | 0.3358 | 0.7679 | 0.6816 | 0.7354 | | 0.4159 | 10.92 | 4040 | 0.4655 | 0.6796 | 0.7944 | 0.8675 | 0.9276 | 0.8356 | 0.8282 | 0.4023 | 0.8726 | 0.8772 | 0.8173 | 0.8580 | 0.6464 | 0.7264 | 0.3366 | 0.7679 | 0.6806 | 0.7410 | | 1.1711 | 10.97 | 4060 | 0.4626 | 0.6756 | 0.7885 | 0.8643 | 0.9223 | 0.8391 | 0.8263 | 0.3981 | 0.8842 | 0.8512 | 0.7982 | 0.8525 | 0.6477 | 0.7263 | 0.3344 | 0.7637 | 0.6821 | 0.7222 | | 0.466 | 11.03 | 4080 | 0.4878 | 0.6714 | 0.7841 | 0.8633 | 0.9268 | 0.8460 | 0.7998 | 0.3947 | 0.8901 | 0.8460 | 0.7848 | 0.8464 | 0.6357 | 0.7090 | 0.3319 | 0.7705 | 0.6865 | 0.7196 | | 0.3465 | 11.08 | 4100 | 0.4820 | 0.6715 | 0.7819 | 0.8650 | 0.9357 | 0.8339 | 0.8274 | 0.3754 | 0.8858 | 0.8414 | 0.7738 | 0.8485 | 0.6342 | 0.7232 | 0.3276 | 0.7767 | 0.6766 | 0.7136 | | 0.2251 | 11.14 | 4120 | 0.4503 | 0.6807 | 0.7924 | 0.8700 | 0.9360 | 0.8349 | 0.8461 | 0.3918 | 0.8816 | 0.8691 | 0.7877 | 0.8527 | 0.6427 | 0.7266 | 0.3332 | 0.7837 | 0.6750 | 0.7508 | | 0.3216 | 11.19 | 4140 | 0.4536 | 0.6723 | 0.7783 | 0.8671 | 0.9316 | 0.8169 | 0.8420 | 0.3408 | 0.9016 | 0.8629 | 0.7524 | 0.8555 | 0.6474 | 0.7222 | 0.3056 | 0.7759 | 0.6686 | 0.7310 | | 0.1642 | 11.24 | 4160 | 0.4619 | 0.6763 | 0.7796 | 0.8692 | 0.9417 | 0.8225 | 0.8204 | 0.3641 | 0.8971 | 0.8286 | 0.7831 | 0.8503 | 0.6389 | 0.7136 | 0.3134 | 0.7810 | 0.6828 | 0.7539 | | 0.2554 | 11.3 | 4180 | 0.4517 | 0.6737 | 0.7836 | 0.8658 | 0.9210 | 0.8279 | 0.8398 | 0.3657 | 0.8955 | 0.8432 | 0.7924 | 0.8484 | 0.6426 | 0.7292 | 0.3153 | 0.7742 | 0.6723 | 0.7334 | | 0.4583 | 11.35 | 4200 | 0.4763 | 0.6656 | 0.7737 | 0.8620 | 0.9325 | 0.8033 | 0.8603 | 0.3369 | 0.8883 | 0.8638 | 0.7310 | 0.8522 | 0.6465 | 0.7323 | 0.3024 | 0.7650 | 0.6636 | 0.6970 | | 0.3084 | 11.41 | 4220 | 0.4731 | 0.6742 | 0.7806 | 0.8674 | 0.9364 | 0.8137 | 0.8577 | 0.3301 | 0.8771 | 0.8503 | 0.7990 | 0.8494 | 0.6510 | 0.7224 | 0.2997 | 0.7752 | 0.6843 | 0.7372 | | 0.266 | 11.46 | 4240 | 0.5071 | 0.6588 | 0.7692 | 0.8580 | 0.9329 | 0.8034 | 0.8575 | 0.3527 | 0.8928 | 0.8501 | 0.6949 | 0.8469 | 0.6459 | 0.7186 | 0.3105 | 0.7686 | 0.6547 | 0.6661 | | 0.5354 | 11.51 | 4260 | 0.4999 | 0.6646 | 0.7827 | 0.8609 | 0.9342 | 0.8246 | 0.8536 | 0.3766 | 0.8696 | 0.8778 | 0.7422 | 0.8557 | 0.6384 | 0.7281 | 0.3257 | 0.7682 | 0.6456 | 0.6903 | | 0.2397 | 11.57 | 4280 | 0.4972 | 0.6662 | 0.7818 | 0.8599 | 0.9190 | 0.7958 | 0.8618 | 0.3832 | 0.8759 | 0.8659 | 0.7708 | 0.8455 | 0.6364 | 0.7226 | 0.3306 | 0.7668 | 0.6643 | 0.6974 | | 0.5025 | 11.62 | 4300 | 0.5343 | 0.6692 | 0.7953 | 0.8589 | 0.9311 | 0.8089 | 0.8629 | 0.4365 | 0.8262 | 0.8836 | 0.8179 | 0.8507 | 0.6321 | 0.7357 | 0.3492 | 0.7539 | 0.6592 | 0.7036 | | 0.1878 | 11.68 | 4320 | 0.5217 | 0.6659 | 0.7795 | 0.8587 | 0.9297 | 0.8094 | 0.8222 | 0.4133 | 0.8715 | 0.8206 | 0.7901 | 0.8428 | 0.6299 | 0.7210 | 0.3359 | 0.7608 | 0.6706 | 0.7004 | | 1.034 | 11.73 | 4340 | 0.4965 | 0.6687 | 0.7828 | 0.8619 | 0.9329 | 0.8392 | 0.8602 | 0.3868 | 0.8800 | 0.8272 | 0.7532 | 0.8512 | 0.6398 | 0.7203 | 0.3296 | 0.7625 | 0.6558 | 0.7220 | | 0.3203 | 11.78 | 4360 | 0.5073 | 0.6671 | 0.7728 | 0.8610 | 0.9363 | 0.8011 | 0.8298 | 0.3882 | 0.8940 | 0.8230 | 0.7368 | 0.8468 | 0.6411 | 0.7269 | 0.3292 | 0.7639 | 0.6520 | 0.7101 | | 0.1988 | 11.84 | 4380 | 0.4860 | 0.6720 | 0.7835 | 0.8634 | 0.9290 | 0.8446 | 0.8352 | 0.3782 | 0.8839 | 0.8315 | 0.7822 | 0.8479 | 0.6457 | 0.7268 | 0.3247 | 0.7660 | 0.6717 | 0.7215 | | 0.479 | 11.89 | 4400 | 0.5356 | 0.6617 | 0.7757 | 0.8570 | 0.9424 | 0.8373 | 0.8021 | 0.3598 | 0.8532 | 0.8590 | 0.7762 | 0.8334 | 0.6365 | 0.7023 | 0.3179 | 0.7600 | 0.6720 | 0.7098 | | 0.3036 | 11.95 | 4420 | 0.5433 | 0.6640 | 0.7827 | 0.8581 | 0.9288 | 0.8048 | 0.8188 | 0.3895 | 0.8506 | 0.8803 | 0.8060 | 0.8446 | 0.6329 | 0.7162 | 0.3262 | 0.7627 | 0.6786 | 0.6869 | | 0.2225 | 12.0 | 4440 | 0.5095 | 0.6716 | 0.7923 | 0.8635 | 0.9234 | 0.8134 | 0.8488 | 0.4139 | 0.8660 | 0.8838 | 0.7968 | 0.8476 | 0.6181 | 0.7352 | 0.3349 | 0.7738 | 0.6798 | 0.7115 | | 0.3636 | 12.05 | 4460 | 0.4831 | 0.6666 | 0.7787 | 0.8629 | 0.9218 | 0.7455 | 0.8455 | 0.4168 | 0.8928 | 0.8585 | 0.7699 | 0.8491 | 0.5952 | 0.7331 | 0.3193 | 0.7717 | 0.6819 | 0.7160 | | 0.4563 | 12.11 | 4480 | 0.5138 | 0.6671 | 0.7843 | 0.8610 | 0.9134 | 0.8195 | 0.8651 | 0.3871 | 0.8837 | 0.8314 | 0.7902 | 0.8417 | 0.6273 | 0.7232 | 0.3202 | 0.7701 | 0.6746 | 0.7126 | | 0.4611 | 12.16 | 4500 | 0.5611 | 0.6487 | 0.7639 | 0.8546 | 0.9364 | 0.7368 | 0.8272 | 0.3486 | 0.8580 | 0.8829 | 0.7576 | 0.8332 | 0.5756 | 0.7141 | 0.2811 | 0.7634 | 0.6682 | 0.7053 | | 0.2496 | 12.22 | 4520 | 0.5001 | 0.6642 | 0.7775 | 0.8608 | 0.9180 | 0.8055 | 0.8575 | 0.3687 | 0.8938 | 0.8386 | 0.7606 | 0.8448 | 0.6187 | 0.7312 | 0.3064 | 0.7675 | 0.6769 | 0.7035 | | 1.0404 | 12.27 | 4540 | 0.5020 | 0.6698 | 0.7866 | 0.8625 | 0.9189 | 0.8382 | 0.8570 | 0.3665 | 0.8809 | 0.8730 | 0.7716 | 0.8464 | 0.6399 | 0.7394 | 0.3183 | 0.7704 | 0.6706 | 0.7037 | | 0.2865 | 12.32 | 4560 | 0.4854 | 0.6716 | 0.7904 | 0.8641 | 0.9181 | 0.8195 | 0.8737 | 0.3857 | 0.8774 | 0.8779 | 0.7803 | 0.8526 | 0.6304 | 0.7359 | 0.3315 | 0.7729 | 0.6678 | 0.7100 | | 0.1384 | 12.38 | 4580 | 0.5150 | 0.6640 | 0.7715 | 0.8617 | 0.9207 | 0.7582 | 0.8433 | 0.3823 | 0.8965 | 0.8003 | 0.7990 | 0.8537 | 0.6027 | 0.7319 | 0.3270 | 0.7654 | 0.6641 | 0.7031 | | 0.2106 | 12.43 | 4600 | 0.5193 | 0.6700 | 0.7962 | 0.8617 | 0.9142 | 0.8399 | 0.8736 | 0.4208 | 0.8645 | 0.8586 | 0.8020 | 0.8486 | 0.6170 | 0.7201 | 0.3542 | 0.7716 | 0.6737 | 0.7049 | | 0.2151 | 12.49 | 4620 | 0.5244 | 0.6675 | 0.7854 | 0.8610 | 0.9312 | 0.8037 | 0.8590 | 0.3918 | 0.8589 | 0.8785 | 0.7746 | 0.8453 | 0.6248 | 0.7201 | 0.3341 | 0.7674 | 0.6775 | 0.7036 | | 0.4629 | 12.54 | 4640 | 0.5125 | 0.6705 | 0.7837 | 0.8624 | 0.9294 | 0.8234 | 0.8336 | 0.4096 | 0.8866 | 0.8476 | 0.7561 | 0.8436 | 0.6290 | 0.7298 | 0.3325 | 0.7718 | 0.6852 | 0.7018 | | 0.3029 | 12.59 | 4660 | 0.5020 | 0.6708 | 0.7821 | 0.8641 | 0.9226 | 0.7807 | 0.8452 | 0.3878 | 0.8839 | 0.8617 | 0.7930 | 0.8481 | 0.6218 | 0.7328 | 0.3231 | 0.7722 | 0.6797 | 0.7177 | | 0.5942 | 12.65 | 4680 | 0.4961 | 0.6705 | 0.7871 | 0.8636 | 0.9234 | 0.8261 | 0.8580 | 0.3716 | 0.8739 | 0.8690 | 0.7875 | 0.8505 | 0.6395 | 0.7307 | 0.3172 | 0.7697 | 0.6683 | 0.7177 | | 0.368 | 12.7 | 4700 | 0.5400 | 0.6664 | 0.7849 | 0.8619 | 0.9211 | 0.8095 | 0.8383 | 0.3680 | 0.8638 | 0.8714 | 0.8223 | 0.8512 | 0.6292 | 0.7256 | 0.3095 | 0.7673 | 0.6680 | 0.7141 | | 0.4249 | 12.76 | 4720 | 0.5092 | 0.6694 | 0.7883 | 0.8628 | 0.9210 | 0.8259 | 0.8213 | 0.3992 | 0.8747 | 0.8696 | 0.8061 | 0.8539 | 0.6356 | 0.7236 | 0.3240 | 0.7694 | 0.6646 | 0.7146 | | 0.1753 | 12.81 | 4740 | 0.5102 | 0.6707 | 0.7865 | 0.8628 | 0.9271 | 0.8165 | 0.8404 | 0.4123 | 0.8753 | 0.8404 | 0.7933 | 0.8490 | 0.6401 | 0.7239 | 0.3261 | 0.7718 | 0.6744 | 0.7094 | | 0.2521 | 12.86 | 4760 | 0.5313 | 0.6540 | 0.7699 | 0.8553 | 0.9347 | 0.8184 | 0.8346 | 0.3785 | 0.8903 | 0.8567 | 0.6759 | 0.8508 | 0.6315 | 0.7253 | 0.3082 | 0.7615 | 0.6542 | 0.6466 | | 0.2897 | 12.92 | 4780 | 0.5331 | 0.6630 | 0.7822 | 0.8603 | 0.9351 | 0.8578 | 0.8300 | 0.3989 | 0.8907 | 0.8645 | 0.6980 | 0.8481 | 0.6213 | 0.7303 | 0.3325 | 0.7759 | 0.6622 | 0.6711 | | 0.2434 | 12.97 | 4800 | 0.5096 | 0.6747 | 0.7865 | 0.8634 | 0.9283 | 0.8070 | 0.8075 | 0.4392 | 0.8847 | 0.8577 | 0.7810 | 0.8498 | 0.6372 | 0.7255 | 0.3552 | 0.7699 | 0.6874 | 0.6979 | | 0.3099 | 13.03 | 4820 | 0.5082 | 0.6731 | 0.7855 | 0.8637 | 0.9312 | 0.8004 | 0.8552 | 0.3981 | 0.8708 | 0.8607 | 0.7822 | 0.8484 | 0.6399 | 0.7295 | 0.3338 | 0.7710 | 0.6917 | 0.6975 | | 0.2967 | 13.08 | 4840 | 0.5157 | 0.6607 | 0.7819 | 0.8578 | 0.9220 | 0.8289 | 0.8720 | 0.3841 | 0.8823 | 0.8790 | 0.7051 | 0.8491 | 0.6406 | 0.7166 | 0.3336 | 0.7718 | 0.6495 | 0.6637 | | 0.3569 | 13.14 | 4860 | 0.5009 | 0.6597 | 0.7836 | 0.8564 | 0.9238 | 0.8392 | 0.8704 | 0.3932 | 0.8710 | 0.8693 | 0.7182 | 0.8463 | 0.6398 | 0.7192 | 0.3322 | 0.7684 | 0.6475 | 0.6647 | | 0.2445 | 13.19 | 4880 | 0.5128 | 0.6603 | 0.7801 | 0.8564 | 0.9281 | 0.8227 | 0.8419 | 0.4230 | 0.8866 | 0.8719 | 0.6866 | 0.8471 | 0.6405 | 0.7303 | 0.3424 | 0.7711 | 0.6394 | 0.6514 | | 0.5326 | 13.24 | 4900 | 0.4863 | 0.6743 | 0.7865 | 0.8652 | 0.9269 | 0.8421 | 0.8430 | 0.3841 | 0.8891 | 0.8457 | 0.7745 | 0.8501 | 0.6429 | 0.7319 | 0.3322 | 0.7743 | 0.6831 | 0.7059 | | 0.2514 | 13.3 | 4920 | 0.4935 | 0.6709 | 0.7871 | 0.8623 | 0.9339 | 0.8357 | 0.8609 | 0.3910 | 0.8698 | 0.8696 | 0.7485 | 0.8471 | 0.6480 | 0.7290 | 0.3329 | 0.7702 | 0.6714 | 0.6978 | | 0.3894 | 13.35 | 4940 | 0.5009 | 0.6659 | 0.7906 | 0.8593 | 0.9267 | 0.8664 | 0.8495 | 0.3956 | 0.8620 | 0.8768 | 0.7573 | 0.8434 | 0.6276 | 0.7292 | 0.3260 | 0.7636 | 0.6668 | 0.7048 | | 0.4839 | 13.41 | 4960 | 0.4901 | 0.6670 | 0.7744 | 0.8633 | 0.9282 | 0.7450 | 0.8599 | 0.3995 | 0.8916 | 0.8192 | 0.7776 | 0.8526 | 0.6136 | 0.7311 | 0.3150 | 0.7690 | 0.6704 | 0.7173 | | 0.2441 | 13.46 | 4980 | 0.5106 | 0.6709 | 0.7896 | 0.8628 | 0.9379 | 0.8019 | 0.8483 | 0.4314 | 0.8572 | 0.8752 | 0.7757 | 0.8502 | 0.6320 | 0.7327 | 0.3386 | 0.7717 | 0.6580 | 0.7129 | | 0.5473 | 13.51 | 5000 | 0.5255 | 0.6621 | 0.7782 | 0.8580 | 0.9438 | 0.8000 | 0.8369 | 0.4123 | 0.8537 | 0.8246 | 0.7760 | 0.8377 | 0.6141 | 0.7204 | 0.3186 | 0.7635 | 0.6706 | 0.7098 | | 0.1486 | 13.57 | 5020 | 0.5195 | 0.6662 | 0.7827 | 0.8599 | 0.9242 | 0.8125 | 0.8350 | 0.3937 | 0.8710 | 0.8547 | 0.7875 | 0.8411 | 0.6260 | 0.7198 | 0.3243 | 0.7654 | 0.6701 | 0.7165 | | 0.2186 | 13.62 | 5040 | 0.4999 | 0.6729 | 0.7870 | 0.8642 | 0.9226 | 0.8238 | 0.8248 | 0.4081 | 0.8901 | 0.8603 | 0.7794 | 0.8535 | 0.6293 | 0.7207 | 0.3501 | 0.7717 | 0.6766 | 0.7083 | | 0.5523 | 13.68 | 5060 | 0.4972 | 0.6716 | 0.7834 | 0.8621 | 0.9364 | 0.7830 | 0.8347 | 0.4345 | 0.8711 | 0.8521 | 0.7719 | 0.8469 | 0.6391 | 0.7225 | 0.3558 | 0.7737 | 0.6702 | 0.6927 | | 0.3129 | 13.73 | 5080 | 0.5006 | 0.6754 | 0.7911 | 0.8640 | 0.9256 | 0.8120 | 0.8491 | 0.4344 | 0.8778 | 0.8622 | 0.7767 | 0.8516 | 0.6405 | 0.7243 | 0.3645 | 0.7737 | 0.6711 | 0.7023 | | 1.1368 | 13.78 | 5100 | 0.4848 | 0.6775 | 0.7909 | 0.8666 | 0.9317 | 0.8042 | 0.8594 | 0.4132 | 0.8729 | 0.8673 | 0.7878 | 0.8526 | 0.6345 | 0.7259 | 0.3470 | 0.7741 | 0.6848 | 0.7237 | | 0.4972 | 13.84 | 5120 | 0.4955 | 0.6762 | 0.7907 | 0.8650 | 0.9312 | 0.8042 | 0.8393 | 0.4242 | 0.8667 | 0.8641 | 0.8047 | 0.8506 | 0.6356 | 0.7240 | 0.3519 | 0.7720 | 0.6832 | 0.7160 | | 0.2806 | 13.89 | 5140 | 0.4865 | 0.6790 | 0.7891 | 0.8661 | 0.9345 | 0.8125 | 0.8296 | 0.4257 | 0.8805 | 0.8656 | 0.7756 | 0.8500 | 0.6440 | 0.7236 | 0.3526 | 0.7723 | 0.6952 | 0.7154 | | 0.2612 | 13.95 | 5160 | 0.4950 | 0.6812 | 0.7990 | 0.8665 | 0.9214 | 0.8179 | 0.8357 | 0.4575 | 0.8766 | 0.8844 | 0.7997 | 0.8528 | 0.6312 | 0.7298 | 0.3690 | 0.7719 | 0.6899 | 0.7238 | | 0.2957 | 14.0 | 5180 | 0.5090 | 0.6800 | 0.7929 | 0.8664 | 0.9351 | 0.8069 | 0.8468 | 0.4483 | 0.8734 | 0.8575 | 0.7822 | 0.8471 | 0.6272 | 0.7311 | 0.3675 | 0.7755 | 0.6947 | 0.7166 | | 0.1289 | 14.05 | 5200 | 0.5218 | 0.6751 | 0.7966 | 0.8628 | 0.9211 | 0.8475 | 0.8457 | 0.4619 | 0.8863 | 0.8768 | 0.7373 | 0.8431 | 0.6333 | 0.7286 | 0.3674 | 0.7769 | 0.6771 | 0.6995 | | 2.1114 | 14.11 | 5220 | 0.5168 | 0.6746 | 0.8010 | 0.8623 | 0.9081 | 0.8350 | 0.8713 | 0.4562 | 0.8718 | 0.8709 | 0.7936 | 0.8467 | 0.6255 | 0.7192 | 0.3640 | 0.7700 | 0.6874 | 0.7094 | | 0.2717 | 14.16 | 5240 | 0.5292 | 0.6714 | 0.7891 | 0.8624 | 0.9252 | 0.8115 | 0.8675 | 0.4141 | 0.8713 | 0.8636 | 0.7701 | 0.8451 | 0.6335 | 0.7217 | 0.3411 | 0.7728 | 0.6879 | 0.6981 | | 0.3883 | 14.22 | 5260 | 0.5264 | 0.6706 | 0.7862 | 0.8622 | 0.9271 | 0.8114 | 0.8587 | 0.3985 | 0.8694 | 0.8545 | 0.7840 | 0.8459 | 0.6333 | 0.7198 | 0.3393 | 0.7712 | 0.6890 | 0.6958 | | 0.1332 | 14.27 | 5280 | 0.5285 | 0.6681 | 0.7870 | 0.8603 | 0.9204 | 0.8360 | 0.8476 | 0.3851 | 0.8751 | 0.8891 | 0.7555 | 0.8489 | 0.6390 | 0.7189 | 0.3416 | 0.7641 | 0.6699 | 0.6944 | | 0.3121 | 14.32 | 5300 | 0.5467 | 0.6776 | 0.7920 | 0.8656 | 0.9319 | 0.8045 | 0.8490 | 0.4261 | 0.8644 | 0.8584 | 0.8100 | 0.8515 | 0.6317 | 0.7259 | 0.3577 | 0.7716 | 0.6897 | 0.7148 | | 0.3477 | 14.38 | 5320 | 0.5295 | 0.6760 | 0.7842 | 0.8655 | 0.9295 | 0.8077 | 0.8372 | 0.4016 | 0.8879 | 0.8395 | 0.7860 | 0.8510 | 0.6352 | 0.7274 | 0.3495 | 0.7723 | 0.6888 | 0.7076 | | 0.1593 | 14.43 | 5340 | 0.4977 | 0.6823 | 0.7933 | 0.8682 | 0.9344 | 0.8290 | 0.8320 | 0.4197 | 0.8838 | 0.8896 | 0.7644 | 0.8544 | 0.6498 | 0.7360 | 0.3592 | 0.7755 | 0.6696 | 0.7314 | | 0.3181 | 14.49 | 5360 | 0.4896 | 0.6837 | 0.7973 | 0.8692 | 0.9398 | 0.8331 | 0.8755 | 0.4149 | 0.8664 | 0.8754 | 0.7762 | 0.8511 | 0.6519 | 0.7369 | 0.3492 | 0.7798 | 0.6870 | 0.7297 | | 0.2664 | 14.54 | 5380 | 0.4998 | 0.6796 | 0.7972 | 0.8656 | 0.9299 | 0.8438 | 0.8715 | 0.4403 | 0.8770 | 0.8700 | 0.7480 | 0.8444 | 0.6466 | 0.7292 | 0.3618 | 0.7797 | 0.6895 | 0.7063 | | 0.207 | 14.59 | 5400 | 0.5029 | 0.6787 | 0.7896 | 0.8674 | 0.9278 | 0.8000 | 0.8380 | 0.4078 | 0.8846 | 0.8850 | 0.7839 | 0.8528 | 0.6402 | 0.7308 | 0.3444 | 0.7767 | 0.6743 | 0.7317 | | 0.2319 | 14.65 | 5420 | 0.5305 | 0.6727 | 0.7816 | 0.8655 | 0.9299 | 0.7777 | 0.8264 | 0.4076 | 0.8890 | 0.8526 | 0.7880 | 0.8474 | 0.6143 | 0.7290 | 0.3372 | 0.7791 | 0.6874 | 0.7142 | | 0.4921 | 14.7 | 5440 | 0.5203 | 0.6710 | 0.7847 | 0.8646 | 0.9315 | 0.7697 | 0.8360 | 0.4168 | 0.8748 | 0.8799 | 0.7841 | 0.8497 | 0.6098 | 0.7354 | 0.3341 | 0.7761 | 0.6800 | 0.7121 | | 0.3038 | 14.76 | 5460 | 0.4807 | 0.6783 | 0.7881 | 0.8685 | 0.9280 | 0.8140 | 0.8348 | 0.3998 | 0.8942 | 0.8582 | 0.7875 | 0.8586 | 0.6327 | 0.7431 | 0.3385 | 0.7768 | 0.6791 | 0.7193 | | 0.3345 | 14.81 | 5480 | 0.5134 | 0.6740 | 0.7889 | 0.8648 | 0.9249 | 0.8266 | 0.8209 | 0.4041 | 0.8822 | 0.8734 | 0.7904 | 0.8541 | 0.6356 | 0.7297 | 0.3416 | 0.7724 | 0.6751 | 0.7093 | | 0.2955 | 14.86 | 5500 | 0.4883 | 0.6779 | 0.7900 | 0.8680 | 0.9395 | 0.8132 | 0.8422 | 0.4169 | 0.8772 | 0.8587 | 0.7820 | 0.8555 | 0.6349 | 0.7330 | 0.3268 | 0.7752 | 0.6859 | 0.7338 | | 1.0757 | 14.92 | 5520 | 0.4846 | 0.6810 | 0.7985 | 0.8692 | 0.9434 | 0.8587 | 0.8273 | 0.4333 | 0.8672 | 0.8656 | 0.7945 | 0.8539 | 0.6293 | 0.7301 | 0.3441 | 0.7787 | 0.6867 | 0.7440 | | 0.3312 | 14.97 | 5540 | 0.4857 | 0.6724 | 0.7861 | 0.8642 | 0.9313 | 0.8113 | 0.8457 | 0.3913 | 0.8753 | 0.8795 | 0.7683 | 0.8494 | 0.6431 | 0.7286 | 0.3286 | 0.7742 | 0.6727 | 0.7099 | | 0.4682 | 15.03 | 5560 | 0.5042 | 0.6663 | 0.7715 | 0.8652 | 0.9348 | 0.7342 | 0.8550 | 0.3689 | 0.8918 | 0.8496 | 0.7666 | 0.8530 | 0.6006 | 0.7241 | 0.3070 | 0.7741 | 0.6821 | 0.7236 | | 0.3006 | 15.08 | 5580 | 0.4855 | 0.6706 | 0.7894 | 0.8655 | 0.9319 | 0.7705 | 0.8250 | 0.4516 | 0.8788 | 0.9007 | 0.7675 | 0.8554 | 0.6000 | 0.7302 | 0.3311 | 0.7800 | 0.6684 | 0.7292 | | 0.2306 | 15.14 | 5600 | 0.4908 | 0.6715 | 0.7847 | 0.8654 | 0.9293 | 0.8007 | 0.8582 | 0.4116 | 0.8913 | 0.8402 | 0.7616 | 0.8483 | 0.6164 | 0.7314 | 0.3271 | 0.7807 | 0.6812 | 0.7154 | | 0.3002 | 15.19 | 5620 | 0.4985 | 0.6742 | 0.7889 | 0.8645 | 0.9162 | 0.8279 | 0.8530 | 0.4063 | 0.8931 | 0.8420 | 0.7840 | 0.8460 | 0.6346 | 0.7274 | 0.3419 | 0.7774 | 0.6814 | 0.7109 | | 0.1737 | 15.24 | 5640 | 0.4909 | 0.6781 | 0.7953 | 0.8648 | 0.9256 | 0.8263 | 0.8514 | 0.4503 | 0.8787 | 0.8620 | 0.7726 | 0.8446 | 0.6417 | 0.7351 | 0.3517 | 0.7770 | 0.6858 | 0.7109 | | 0.4677 | 15.3 | 5660 | 0.4998 | 0.6785 | 0.7928 | 0.8653 | 0.9249 | 0.7964 | 0.8667 | 0.4439 | 0.8779 | 0.8599 | 0.7800 | 0.8443 | 0.6366 | 0.7375 | 0.3548 | 0.7782 | 0.6893 | 0.7089 | | 0.18 | 15.35 | 5680 | 0.4993 | 0.6834 | 0.7929 | 0.8688 | 0.9293 | 0.8141 | 0.8446 | 0.4348 | 0.8940 | 0.8692 | 0.7643 | 0.8533 | 0.6466 | 0.7362 | 0.3624 | 0.7788 | 0.6836 | 0.7228 | | 0.2046 | 15.41 | 5700 | 0.5077 | 0.6809 | 0.7907 | 0.8668 | 0.9280 | 0.8157 | 0.8260 | 0.4354 | 0.8903 | 0.8592 | 0.7804 | 0.8509 | 0.6412 | 0.7331 | 0.3692 | 0.7760 | 0.6871 | 0.7091 | | 0.3242 | 15.46 | 5720 | 0.5112 | 0.6802 | 0.7967 | 0.8665 | 0.9270 | 0.8207 | 0.8405 | 0.4317 | 0.8703 | 0.8902 | 0.7967 | 0.8542 | 0.6380 | 0.7406 | 0.3624 | 0.7729 | 0.6773 | 0.7159 | | 0.3739 | 15.51 | 5740 | 0.5063 | 0.6813 | 0.7931 | 0.8684 | 0.9286 | 0.8123 | 0.8386 | 0.4300 | 0.8886 | 0.8765 | 0.7769 | 0.8535 | 0.6320 | 0.7431 | 0.3603 | 0.7795 | 0.6847 | 0.7160 | | 0.2666 | 15.57 | 5760 | 0.4717 | 0.6864 | 0.7994 | 0.8710 | 0.9265 | 0.8450 | 0.8283 | 0.4613 | 0.8958 | 0.8273 | 0.8116 | 0.8542 | 0.6258 | 0.7363 | 0.3765 | 0.7835 | 0.6854 | 0.7433 | | 0.7799 | 15.62 | 5780 | 0.4945 | 0.6844 | 0.7885 | 0.8706 | 0.9381 | 0.7950 | 0.8566 | 0.4049 | 0.8864 | 0.8540 | 0.7846 | 0.8519 | 0.6508 | 0.7316 | 0.3453 | 0.7807 | 0.6894 | 0.7410 | | 0.1876 | 15.68 | 5800 | 0.5152 | 0.6771 | 0.7853 | 0.8665 | 0.9328 | 0.7844 | 0.8687 | 0.3990 | 0.8833 | 0.8695 | 0.7596 | 0.8478 | 0.6443 | 0.7298 | 0.3451 | 0.7802 | 0.6746 | 0.7177 | | 0.1649 | 15.73 | 5820 | 0.5039 | 0.6807 | 0.7918 | 0.8689 | 0.9366 | 0.7952 | 0.8548 | 0.4232 | 0.8794 | 0.8828 | 0.7706 | 0.8543 | 0.6376 | 0.7388 | 0.3519 | 0.7820 | 0.6676 | 0.7324 | | 0.1766 | 15.78 | 5840 | 0.4911 | 0.6838 | 0.8026 | 0.8680 | 0.9355 | 0.8092 | 0.8322 | 0.4831 | 0.8594 | 0.8927 | 0.8063 | 0.8525 | 0.6296 | 0.7336 | 0.3748 | 0.7749 | 0.6685 | 0.7526 | | 0.2473 | 15.84 | 5860 | 0.5188 | 0.6789 | 0.7894 | 0.8675 | 0.9466 | 0.8100 | 0.8388 | 0.4420 | 0.8813 | 0.8656 | 0.7415 | 0.8531 | 0.6392 | 0.7344 | 0.3628 | 0.7816 | 0.6610 | 0.7200 | | 0.289 | 15.89 | 5880 | 0.5022 | 0.6749 | 0.7844 | 0.8675 | 0.9353 | 0.7571 | 0.8180 | 0.4601 | 0.8985 | 0.8605 | 0.7614 | 0.8563 | 0.6040 | 0.7332 | 0.3545 | 0.7819 | 0.6636 | 0.7311 | | 0.5168 | 15.95 | 5900 | 0.5095 | 0.6770 | 0.7964 | 0.8659 | 0.9219 | 0.8194 | 0.8637 | 0.4406 | 0.8834 | 0.8862 | 0.7593 | 0.8551 | 0.6415 | 0.7352 | 0.3583 | 0.7803 | 0.6479 | 0.7209 | | 0.2442 | 16.0 | 5920 | 0.4844 | 0.6777 | 0.7875 | 0.8662 | 0.9214 | 0.7834 | 0.8410 | 0.4380 | 0.8973 | 0.8531 | 0.7787 | 0.8530 | 0.6426 | 0.7376 | 0.3594 | 0.7799 | 0.6593 | 0.7118 | | 0.149 | 16.05 | 5940 | 0.4835 | 0.6846 | 0.7981 | 0.8709 | 0.9328 | 0.7926 | 0.8671 | 0.4370 | 0.8748 | 0.8925 | 0.7899 | 0.8608 | 0.6477 | 0.7436 | 0.3550 | 0.7834 | 0.6581 | 0.7438 | | 0.4233 | 16.11 | 5960 | 0.5287 | 0.6761 | 0.7899 | 0.8666 | 0.9340 | 0.7707 | 0.8678 | 0.4285 | 0.8752 | 0.9000 | 0.7533 | 0.8594 | 0.6358 | 0.7414 | 0.3471 | 0.7767 | 0.6480 | 0.7239 | | 0.2474 | 16.16 | 5980 | 0.4975 | 0.6807 | 0.7989 | 0.8678 | 0.9279 | 0.8210 | 0.8633 | 0.4565 | 0.8807 | 0.8738 | 0.7694 | 0.8594 | 0.6435 | 0.7429 | 0.3570 | 0.7782 | 0.6595 | 0.7247 | | 0.9518 | 16.22 | 6000 | 0.4897 | 0.6827 | 0.8002 | 0.8687 | 0.9317 | 0.7875 | 0.8792 | 0.4526 | 0.8642 | 0.9030 | 0.7834 | 0.8582 | 0.6419 | 0.7417 | 0.3634 | 0.7796 | 0.6595 | 0.7350 | | 0.2513 | 16.27 | 6020 | 0.4773 | 0.6805 | 0.7953 | 0.8689 | 0.9289 | 0.7429 | 0.8511 | 0.4985 | 0.8836 | 0.8754 | 0.7870 | 0.8582 | 0.5985 | 0.7464 | 0.3724 | 0.7806 | 0.6781 | 0.7290 | | 0.1251 | 16.32 | 6040 | 0.5102 | 0.6733 | 0.7894 | 0.8649 | 0.9319 | 0.7316 | 0.8592 | 0.4897 | 0.8732 | 0.8606 | 0.7793 | 0.8550 | 0.5949 | 0.7385 | 0.3618 | 0.7740 | 0.6789 | 0.7101 | | 0.2096 | 16.38 | 6060 | 0.5544 | 0.6654 | 0.7734 | 0.8613 | 0.9346 | 0.7286 | 0.8316 | 0.4491 | 0.8952 | 0.8402 | 0.7348 | 0.8490 | 0.5997 | 0.7362 | 0.3508 | 0.7744 | 0.6675 | 0.6800 | | 0.2968 | 16.43 | 6080 | 0.5408 | 0.6708 | 0.7810 | 0.8642 | 0.9319 | 0.7308 | 0.8530 | 0.4436 | 0.8817 | 0.8506 | 0.7752 | 0.8492 | 0.6021 | 0.7360 | 0.3420 | 0.7744 | 0.6818 | 0.7102 | | 0.1925 | 16.49 | 6100 | 0.5234 | 0.6751 | 0.7802 | 0.8655 | 0.9362 | 0.7851 | 0.8293 | 0.4033 | 0.8891 | 0.8507 | 0.7680 | 0.8455 | 0.6390 | 0.7345 | 0.3436 | 0.7800 | 0.6783 | 0.7048 | | 0.1512 | 16.54 | 6120 | 0.5169 | 0.6733 | 0.7879 | 0.8634 | 0.9197 | 0.8116 | 0.8403 | 0.4337 | 0.8938 | 0.8521 | 0.7642 | 0.8466 | 0.6324 | 0.7295 | 0.3554 | 0.7780 | 0.6752 | 0.6960 | | 1.0842 | 16.59 | 6140 | 0.5388 | 0.6687 | 0.7816 | 0.8619 | 0.9273 | 0.8104 | 0.8460 | 0.3814 | 0.8826 | 0.8725 | 0.7509 | 0.8460 | 0.6449 | 0.7241 | 0.3350 | 0.7759 | 0.6668 | 0.6880 | | 0.1614 | 16.65 | 6160 | 0.5187 | 0.6636 | 0.7771 | 0.8618 | 0.9259 | 0.7617 | 0.8386 | 0.4061 | 0.8914 | 0.8633 | 0.7525 | 0.8526 | 0.6064 | 0.7309 | 0.3259 | 0.7757 | 0.6629 | 0.6908 | | 0.1858 | 16.7 | 6180 | 0.5286 | 0.6650 | 0.7822 | 0.8611 | 0.9313 | 0.7921 | 0.8496 | 0.3952 | 0.8735 | 0.8957 | 0.7382 | 0.8523 | 0.6241 | 0.7337 | 0.3299 | 0.7718 | 0.6543 | 0.6887 | | 0.3468 | 16.76 | 6200 | 0.5273 | 0.6678 | 0.7859 | 0.8629 | 0.9267 | 0.7752 | 0.8506 | 0.4243 | 0.8773 | 0.8873 | 0.7601 | 0.8538 | 0.6083 | 0.7321 | 0.3376 | 0.7744 | 0.6689 | 0.6993 | | 0.354 | 16.81 | 6220 | 0.5206 | 0.6757 | 0.7902 | 0.8648 | 0.9230 | 0.8183 | 0.8311 | 0.4240 | 0.8890 | 0.8805 | 0.7657 | 0.8532 | 0.6349 | 0.7324 | 0.3594 | 0.7741 | 0.6757 | 0.7004 | | 2.8871 | 16.86 | 6240 | 0.5194 | 0.6730 | 0.7803 | 0.8664 | 0.9292 | 0.7858 | 0.8634 | 0.3612 | 0.8870 | 0.8517 | 0.7838 | 0.8505 | 0.6421 | 0.7243 | 0.3101 | 0.7781 | 0.6912 | 0.7150 | | 0.1432 | 16.92 | 6260 | 0.5332 | 0.6776 | 0.7969 | 0.8659 | 0.9276 | 0.8357 | 0.8347 | 0.4328 | 0.8681 | 0.8728 | 0.8065 | 0.8490 | 0.6304 | 0.7277 | 0.3565 | 0.7787 | 0.6866 | 0.7143 | | 0.4293 | 16.97 | 6280 | 0.5359 | 0.6743 | 0.7911 | 0.8640 | 0.9263 | 0.8173 | 0.8417 | 0.4337 | 0.8768 | 0.8573 | 0.7848 | 0.8464 | 0.6288 | 0.7288 | 0.3619 | 0.7803 | 0.6743 | 0.6995 | | 0.1615 | 17.03 | 6300 | 0.5312 | 0.6707 | 0.7850 | 0.8631 | 0.9235 | 0.8195 | 0.8376 | 0.3972 | 0.8822 | 0.8427 | 0.7923 | 0.8458 | 0.6318 | 0.7257 | 0.3399 | 0.7763 | 0.6717 | 0.7040 | | 0.3256 | 17.08 | 6320 | 0.5576 | 0.6765 | 0.7988 | 0.8649 | 0.9241 | 0.8049 | 0.8456 | 0.4676 | 0.8607 | 0.8651 | 0.8239 | 0.8499 | 0.6193 | 0.7269 | 0.3615 | 0.7758 | 0.6810 | 0.7214 | | 0.151 | 17.14 | 6340 | 0.5276 | 0.6770 | 0.7981 | 0.8653 | 0.9209 | 0.7924 | 0.8636 | 0.4883 | 0.8718 | 0.8319 | 0.8178 | 0.8506 | 0.6124 | 0.7279 | 0.3667 | 0.7769 | 0.6822 | 0.7221 | | 0.2787 | 17.19 | 6360 | 0.5150 | 0.6654 | 0.7880 | 0.8606 | 0.9278 | 0.7669 | 0.8693 | 0.4623 | 0.8675 | 0.8649 | 0.7572 | 0.8474 | 0.6019 | 0.7234 | 0.3441 | 0.7750 | 0.6662 | 0.7002 | | 0.6129 | 17.24 | 6380 | 0.5554 | 0.6559 | 0.7707 | 0.8571 | 0.9284 | 0.7225 | 0.8456 | 0.4307 | 0.8853 | 0.8551 | 0.7277 | 0.8464 | 0.5879 | 0.7259 | 0.3290 | 0.7711 | 0.6578 | 0.6731 | | 0.3666 | 17.3 | 6400 | 0.5100 | 0.6695 | 0.7746 | 0.8655 | 0.9290 | 0.7164 | 0.8563 | 0.4180 | 0.8972 | 0.8196 | 0.7855 | 0.8501 | 0.5937 | 0.7323 | 0.3277 | 0.7774 | 0.6819 | 0.7233 | | 0.1233 | 17.35 | 6420 | 0.4955 | 0.6726 | 0.7803 | 0.8662 | 0.9277 | 0.7551 | 0.8202 | 0.4411 | 0.9018 | 0.8264 | 0.7897 | 0.8524 | 0.5977 | 0.7293 | 0.3464 | 0.7777 | 0.6796 | 0.7251 | | 0.7043 | 17.41 | 6440 | 0.5055 | 0.6735 | 0.7901 | 0.8654 | 0.9249 | 0.8187 | 0.8239 | 0.4528 | 0.8974 | 0.8461 | 0.7670 | 0.8505 | 0.6076 | 0.7329 | 0.3561 | 0.7815 | 0.6724 | 0.7138 | | 0.3247 | 17.46 | 6460 | 0.4886 | 0.6842 | 0.7946 | 0.8707 | 0.9325 | 0.8308 | 0.8628 | 0.4370 | 0.9001 | 0.8430 | 0.7561 | 0.8576 | 0.6502 | 0.7371 | 0.3639 | 0.7875 | 0.6680 | 0.7249 | | 0.1201 | 17.51 | 6480 | 0.4806 | 0.6831 | 0.8002 | 0.8685 | 0.9306 | 0.8270 | 0.8591 | 0.4705 | 0.8839 | 0.8699 | 0.7606 | 0.8563 | 0.6460 | 0.7360 | 0.3745 | 0.7843 | 0.6700 | 0.7144 | | 0.2859 | 17.57 | 6500 | 0.4819 | 0.6807 | 0.7987 | 0.8674 | 0.9277 | 0.8291 | 0.8295 | 0.4689 | 0.8842 | 0.8757 | 0.7762 | 0.8552 | 0.6415 | 0.7294 | 0.3689 | 0.7825 | 0.6706 | 0.7170 | | 0.85 | 17.62 | 6520 | 0.4951 | 0.6789 | 0.8020 | 0.8657 | 0.9229 | 0.8269 | 0.8442 | 0.4726 | 0.8671 | 0.8716 | 0.8085 | 0.8543 | 0.6410 | 0.7275 | 0.3625 | 0.7776 | 0.6692 | 0.7199 | | 0.2891 | 17.68 | 6540 | 0.5159 | 0.6789 | 0.8060 | 0.8650 | 0.9188 | 0.8347 | 0.8527 | 0.4956 | 0.8656 | 0.8682 | 0.8065 | 0.8534 | 0.6368 | 0.7307 | 0.3709 | 0.7776 | 0.6692 | 0.7134 | | 0.2246 | 17.73 | 6560 | 0.5151 | 0.6783 | 0.8033 | 0.8641 | 0.9213 | 0.8281 | 0.8562 | 0.4880 | 0.8647 | 0.8718 | 0.7927 | 0.8524 | 0.6389 | 0.7344 | 0.3734 | 0.7744 | 0.6724 | 0.7019 | | 0.4184 | 17.78 | 6580 | 0.5202 | 0.6732 | 0.7929 | 0.8631 | 0.9195 | 0.8327 | 0.8393 | 0.4255 | 0.8774 | 0.8691 | 0.7870 | 0.8506 | 0.6369 | 0.7364 | 0.3448 | 0.7731 | 0.6737 | 0.6971 | | 0.2739 | 17.84 | 6600 | 0.5558 | 0.6730 | 0.7846 | 0.8647 | 0.9285 | 0.7919 | 0.8604 | 0.3761 | 0.8708 | 0.8686 | 0.7960 | 0.8504 | 0.6414 | 0.7323 | 0.3235 | 0.7723 | 0.6851 | 0.7062 | | 0.4198 | 17.89 | 6620 | 0.5310 | 0.6773 | 0.7942 | 0.8651 | 0.9198 | 0.8075 | 0.8715 | 0.4232 | 0.8751 | 0.8768 | 0.7859 | 0.8531 | 0.6374 | 0.7361 | 0.3571 | 0.7720 | 0.6824 | 0.7031 | | 0.3448 | 17.95 | 6640 | 0.5310 | 0.6794 | 0.7970 | 0.8665 | 0.9171 | 0.8254 | 0.8586 | 0.4184 | 0.8792 | 0.8831 | 0.7970 | 0.8548 | 0.6355 | 0.7338 | 0.3593 | 0.7738 | 0.6861 | 0.7122 | | 0.3218 | 18.0 | 6660 | 0.5516 | 0.6786 | 0.7982 | 0.8655 | 0.9237 | 0.8256 | 0.8563 | 0.4483 | 0.8752 | 0.8841 | 0.7742 | 0.8532 | 0.6365 | 0.7345 | 0.3675 | 0.7756 | 0.6774 | 0.7056 | | 0.2151 | 18.05 | 6680 | 0.5252 | 0.6805 | 0.7886 | 0.8680 | 0.9241 | 0.8029 | 0.8558 | 0.4180 | 0.8976 | 0.8386 | 0.7830 | 0.8533 | 0.6378 | 0.7335 | 0.3566 | 0.7785 | 0.6948 | 0.7092 | | 0.2831 | 18.11 | 6700 | 0.5185 | 0.6814 | 0.7989 | 0.8675 | 0.9255 | 0.8418 | 0.8253 | 0.4590 | 0.8880 | 0.8788 | 0.7741 | 0.8574 | 0.6273 | 0.7285 | 0.3793 | 0.7750 | 0.6817 | 0.7205 | | 0.6765 | 18.16 | 6720 | 0.5246 | 0.6745 | 0.7953 | 0.8635 | 0.9275 | 0.8244 | 0.8627 | 0.4352 | 0.8681 | 0.8915 | 0.7576 | 0.8551 | 0.6368 | 0.7318 | 0.3662 | 0.7712 | 0.6627 | 0.6978 | | 0.2592 | 18.22 | 6740 | 0.5048 | 0.6786 | 0.7895 | 0.8672 | 0.9331 | 0.7973 | 0.8677 | 0.4404 | 0.8898 | 0.8431 | 0.7551 | 0.8583 | 0.6392 | 0.7339 | 0.3650 | 0.7779 | 0.6711 | 0.7048 | | 0.3397 | 18.27 | 6760 | 0.5005 | 0.6778 | 0.7915 | 0.8671 | 0.9272 | 0.8123 | 0.8553 | 0.4511 | 0.8990 | 0.8458 | 0.7498 | 0.8623 | 0.6305 | 0.7407 | 0.3699 | 0.7777 | 0.6635 | 0.6998 | | 0.276 | 18.32 | 6780 | 0.4965 | 0.6826 | 0.7984 | 0.8687 | 0.9293 | 0.8315 | 0.8583 | 0.4615 | 0.8894 | 0.8546 | 0.7642 | 0.8614 | 0.6394 | 0.7373 | 0.3841 | 0.7811 | 0.6663 | 0.7089 | | 0.5233 | 18.38 | 6800 | 0.5128 | 0.6863 | 0.8032 | 0.8685 | 0.9314 | 0.8102 | 0.8510 | 0.4930 | 0.8696 | 0.8704 | 0.7969 | 0.8544 | 0.6358 | 0.7349 | 0.3946 | 0.7783 | 0.6904 | 0.7159 | | 0.2686 | 18.43 | 6820 | 0.5189 | 0.6843 | 0.8053 | 0.8683 | 0.9253 | 0.8375 | 0.8458 | 0.4728 | 0.8706 | 0.8831 | 0.8023 | 0.8571 | 0.6341 | 0.7365 | 0.3860 | 0.7791 | 0.6814 | 0.7158 | | 0.2907 | 18.49 | 6840 | 0.5356 | 0.6794 | 0.7971 | 0.8664 | 0.9303 | 0.8305 | 0.8627 | 0.4554 | 0.8832 | 0.8779 | 0.7402 | 0.8583 | 0.6444 | 0.7405 | 0.3809 | 0.7801 | 0.6560 | 0.6955 | | 0.511 | 18.54 | 6860 | 0.5090 | 0.6836 | 0.7989 | 0.8695 | 0.9279 | 0.8181 | 0.8743 | 0.4708 | 0.8947 | 0.8545 | 0.7522 | 0.8626 | 0.6412 | 0.7371 | 0.3795 | 0.7818 | 0.6654 | 0.7180 | | 0.2285 | 18.59 | 6880 | 0.5030 | 0.6816 | 0.7943 | 0.8681 | 0.9400 | 0.8199 | 0.8509 | 0.4595 | 0.8834 | 0.8544 | 0.7521 | 0.8595 | 0.6491 | 0.7376 | 0.3711 | 0.7786 | 0.6627 | 0.7125 | | 0.3124 | 18.65 | 6900 | 0.5115 | 0.6826 | 0.8004 | 0.8679 | 0.9301 | 0.8306 | 0.8591 | 0.4934 | 0.8910 | 0.8521 | 0.7467 | 0.8623 | 0.6393 | 0.7413 | 0.3870 | 0.7780 | 0.6632 | 0.7073 | | 0.1733 | 18.7 | 6920 | 0.4880 | 0.6831 | 0.8010 | 0.8680 | 0.9311 | 0.8239 | 0.8513 | 0.4843 | 0.8797 | 0.8642 | 0.7725 | 0.8620 | 0.6415 | 0.7393 | 0.3856 | 0.7775 | 0.6665 | 0.7096 | | 0.2267 | 18.76 | 6940 | 0.5028 | 0.6811 | 0.8005 | 0.8682 | 0.9295 | 0.8470 | 0.8558 | 0.4682 | 0.8901 | 0.8658 | 0.7473 | 0.8633 | 0.6316 | 0.7438 | 0.3772 | 0.7789 | 0.6638 | 0.7091 | | 0.307 | 18.81 | 6960 | 0.5258 | 0.6781 | 0.7975 | 0.8652 | 0.9294 | 0.8300 | 0.8467 | 0.4764 | 0.8834 | 0.8748 | 0.7422 | 0.8596 | 0.6395 | 0.7458 | 0.3798 | 0.7754 | 0.6530 | 0.6935 | | 0.187 | 18.86 | 6980 | 0.5359 | 0.6722 | 0.7894 | 0.8642 | 0.9333 | 0.7634 | 0.8475 | 0.5009 | 0.8879 | 0.8576 | 0.7353 | 0.8598 | 0.5980 | 0.7494 | 0.3770 | 0.7753 | 0.6578 | 0.6880 | | 0.2678 | 18.92 | 7000 | 0.5277 | 0.6793 | 0.7931 | 0.8664 | 0.9326 | 0.7522 | 0.8773 | 0.5069 | 0.8829 | 0.8433 | 0.7565 | 0.8573 | 0.6145 | 0.7548 | 0.3915 | 0.7779 | 0.6649 | 0.6941 | | 0.2436 | 18.97 | 7020 | 0.5311 | 0.6837 | 0.8020 | 0.8661 | 0.9304 | 0.7861 | 0.8661 | 0.5132 | 0.8670 | 0.8816 | 0.7698 | 0.8566 | 0.6426 | 0.7544 | 0.4019 | 0.7765 | 0.6635 | 0.6905 | | 0.2466 | 19.03 | 7040 | 0.5334 | 0.6766 | 0.7972 | 0.8630 | 0.9244 | 0.8066 | 0.8763 | 0.4638 | 0.8672 | 0.8852 | 0.7567 | 0.8567 | 0.6462 | 0.7455 | 0.3825 | 0.7711 | 0.6551 | 0.6793 | | 0.2922 | 19.08 | 7060 | 0.5254 | 0.6785 | 0.7952 | 0.8648 | 0.9341 | 0.7850 | 0.8670 | 0.4755 | 0.8681 | 0.8837 | 0.7529 | 0.8595 | 0.6417 | 0.7414 | 0.3854 | 0.7719 | 0.6543 | 0.6950 | | 0.2851 | 19.14 | 7080 | 0.5448 | 0.6698 | 0.7885 | 0.8618 | 0.9261 | 0.7548 | 0.8677 | 0.5010 | 0.8877 | 0.8572 | 0.7248 | 0.8568 | 0.6070 | 0.7449 | 0.3773 | 0.7730 | 0.6546 | 0.6752 | | 0.3811 | 19.19 | 7100 | 0.5472 | 0.6695 | 0.7851 | 0.8621 | 0.9216 | 0.7501 | 0.8634 | 0.4780 | 0.8930 | 0.8448 | 0.7452 | 0.8550 | 0.6090 | 0.7412 | 0.3704 | 0.7752 | 0.6557 | 0.6797 | | 0.2044 | 19.24 | 7120 | 0.5571 | 0.6715 | 0.7910 | 0.8615 | 0.9348 | 0.8034 | 0.8669 | 0.4702 | 0.8699 | 0.8574 | 0.7340 | 0.8544 | 0.6283 | 0.7410 | 0.3800 | 0.7718 | 0.6573 | 0.6680 | | 0.337 | 19.3 | 7140 | 0.5657 | 0.6727 | 0.7933 | 0.8621 | 0.9304 | 0.8151 | 0.8696 | 0.4737 | 0.8761 | 0.8550 | 0.7328 | 0.8556 | 0.6258 | 0.7406 | 0.3878 | 0.7736 | 0.6547 | 0.6706 | | 0.3188 | 19.35 | 7160 | 0.5480 | 0.6736 | 0.7891 | 0.8631 | 0.9238 | 0.7901 | 0.8765 | 0.4373 | 0.8826 | 0.8698 | 0.7438 | 0.8543 | 0.6365 | 0.7441 | 0.3712 | 0.7755 | 0.6574 | 0.6758 | | 0.1684 | 19.41 | 7180 | 0.5362 | 0.6718 | 0.7808 | 0.8638 | 0.9288 | 0.7782 | 0.8464 | 0.4226 | 0.8991 | 0.8584 | 0.7323 | 0.8537 | 0.6330 | 0.7388 | 0.3572 | 0.7769 | 0.6589 | 0.6844 | | 0.2568 | 19.46 | 7200 | 0.5566 | 0.6741 | 0.7859 | 0.8640 | 0.9279 | 0.7974 | 0.8459 | 0.4424 | 0.8945 | 0.8481 | 0.7448 | 0.8546 | 0.6341 | 0.7413 | 0.3717 | 0.7768 | 0.6596 | 0.6809 | | 0.2017 | 19.51 | 7220 | 0.5375 | 0.6725 | 0.7928 | 0.8617 | 0.9348 | 0.8162 | 0.8171 | 0.4739 | 0.8657 | 0.8791 | 0.7631 | 0.8510 | 0.6289 | 0.7299 | 0.3826 | 0.7745 | 0.6566 | 0.6842 | | 0.3478 | 19.57 | 7240 | 0.5244 | 0.6734 | 0.7913 | 0.8630 | 0.9264 | 0.7568 | 0.8530 | 0.5122 | 0.8852 | 0.8598 | 0.7456 | 0.8544 | 0.6045 | 0.7484 | 0.3926 | 0.7774 | 0.6607 | 0.6754 | | 0.4189 | 19.62 | 7260 | 0.5379 | 0.6772 | 0.7929 | 0.8641 | 0.9304 | 0.7891 | 0.8547 | 0.4839 | 0.8795 | 0.8598 | 0.7525 | 0.8533 | 0.6293 | 0.7462 | 0.3926 | 0.7777 | 0.6636 | 0.6774 | | 0.1435 | 19.68 | 7280 | 0.5324 | 0.6760 | 0.7886 | 0.8652 | 0.9262 | 0.7511 | 0.8580 | 0.4868 | 0.8889 | 0.8336 | 0.7756 | 0.8564 | 0.6086 | 0.7424 | 0.3826 | 0.7762 | 0.6760 | 0.6900 | | 0.3509 | 19.73 | 7300 | 0.5434 | 0.6787 | 0.7927 | 0.8655 | 0.9238 | 0.7719 | 0.8767 | 0.4682 | 0.8793 | 0.8413 | 0.7878 | 0.8562 | 0.6221 | 0.7375 | 0.3817 | 0.7725 | 0.6854 | 0.6953 | | 0.1724 | 19.78 | 7320 | 0.5452 | 0.6691 | 0.7800 | 0.8620 | 0.9331 | 0.7561 | 0.8398 | 0.4562 | 0.8913 | 0.8543 | 0.7292 | 0.8520 | 0.6121 | 0.7362 | 0.3733 | 0.7750 | 0.6626 | 0.6726 | | 1.9144 | 19.84 | 7340 | 0.5713 | 0.6730 | 0.7866 | 0.8628 | 0.9362 | 0.7796 | 0.8558 | 0.4640 | 0.8827 | 0.8719 | 0.7163 | 0.8528 | 0.6390 | 0.7352 | 0.3774 | 0.7772 | 0.6500 | 0.6793 | | 2.2308 | 19.89 | 7360 | 0.5973 | 0.6656 | 0.7805 | 0.8603 | 0.9385 | 0.7490 | 0.8561 | 0.4747 | 0.8820 | 0.8552 | 0.7083 | 0.8494 | 0.6093 | 0.7362 | 0.3655 | 0.7762 | 0.6503 | 0.6721 | | 0.2666 | 19.95 | 7380 | 0.5695 | 0.6628 | 0.7856 | 0.8576 | 0.9229 | 0.7530 | 0.8463 | 0.4889 | 0.8732 | 0.8741 | 0.7408 | 0.8489 | 0.5991 | 0.7358 | 0.3695 | 0.7717 | 0.6487 | 0.6660 | | 0.4097 | 20.0 | 7400 | 0.5781 | 0.6633 | 0.7868 | 0.8579 | 0.9269 | 0.7480 | 0.8447 | 0.5099 | 0.8731 | 0.8752 | 0.7297 | 0.8486 | 0.5977 | 0.7381 | 0.3708 | 0.7735 | 0.6473 | 0.6671 | | 0.2567 | 20.05 | 7420 | 0.5523 | 0.6683 | 0.7907 | 0.8606 | 0.9261 | 0.7528 | 0.8684 | 0.5051 | 0.8702 | 0.8558 | 0.7565 | 0.8495 | 0.6057 | 0.7356 | 0.3699 | 0.7763 | 0.6607 | 0.6805 | | 0.2002 | 20.11 | 7440 | 0.5616 | 0.6696 | 0.7832 | 0.8611 | 0.9256 | 0.7633 | 0.8469 | 0.4735 | 0.8910 | 0.8387 | 0.7434 | 0.8485 | 0.6184 | 0.7368 | 0.3741 | 0.7764 | 0.6634 | 0.6693 | | 0.2807 | 20.16 | 7460 | 0.5567 | 0.6695 | 0.7860 | 0.8619 | 0.9205 | 0.7429 | 0.8393 | 0.4759 | 0.8828 | 0.8626 | 0.7781 | 0.8515 | 0.6024 | 0.7346 | 0.3666 | 0.7743 | 0.6691 | 0.6881 | | 0.1497 | 20.22 | 7480 | 0.5457 | 0.6733 | 0.7861 | 0.8645 | 0.9254 | 0.7311 | 0.8481 | 0.4687 | 0.8832 | 0.8638 | 0.7822 | 0.8510 | 0.6040 | 0.7387 | 0.3629 | 0.7780 | 0.6789 | 0.6997 | | 0.1644 | 20.27 | 7500 | 0.5432 | 0.6769 | 0.7881 | 0.8659 | 0.9245 | 0.7421 | 0.8503 | 0.4678 | 0.8846 | 0.8500 | 0.7976 | 0.8505 | 0.6100 | 0.7347 | 0.3684 | 0.7780 | 0.6871 | 0.7100 | | 0.4763 | 20.32 | 7520 | 0.5587 | 0.6754 | 0.7862 | 0.8654 | 0.9293 | 0.7410 | 0.8392 | 0.4551 | 0.8778 | 0.8623 | 0.7986 | 0.8495 | 0.6106 | 0.7323 | 0.3636 | 0.7781 | 0.6848 | 0.7088 | | 0.2634 | 20.38 | 7540 | 0.5551 | 0.6737 | 0.7856 | 0.8650 | 0.9207 | 0.7427 | 0.8635 | 0.4470 | 0.8886 | 0.8495 | 0.7871 | 0.8495 | 0.6027 | 0.7339 | 0.3573 | 0.7776 | 0.6898 | 0.7055 | | 0.1473 | 20.43 | 7560 | 0.5576 | 0.6766 | 0.7889 | 0.8660 | 0.9287 | 0.7743 | 0.8413 | 0.4375 | 0.8768 | 0.8633 | 0.8001 | 0.8507 | 0.6179 | 0.7313 | 0.3625 | 0.7779 | 0.6879 | 0.7078 | | 0.2638 | 20.49 | 7580 | 0.5454 | 0.6812 | 0.7913 | 0.8674 | 0.9351 | 0.7689 | 0.8607 | 0.4440 | 0.8698 | 0.8677 | 0.7931 | 0.8506 | 0.6343 | 0.7352 | 0.3730 | 0.7800 | 0.6864 | 0.7088 | | 0.1232 | 20.54 | 7600 | 0.5401 | 0.6785 | 0.7961 | 0.8657 | 0.9264 | 0.8068 | 0.8602 | 0.4667 | 0.8789 | 0.8597 | 0.7739 | 0.8527 | 0.6303 | 0.7343 | 0.3779 | 0.7798 | 0.6758 | 0.6989 | | 0.1246 | 20.59 | 7620 | 0.5461 | 0.6756 | 0.7903 | 0.8647 | 0.9375 | 0.7832 | 0.8359 | 0.4673 | 0.8727 | 0.8705 | 0.7653 | 0.8506 | 0.6245 | 0.7347 | 0.3669 | 0.7774 | 0.6747 | 0.7005 | | 0.6392 | 20.65 | 7640 | 0.5528 | 0.6752 | 0.7928 | 0.8642 | 0.9367 | 0.8021 | 0.8405 | 0.4706 | 0.8716 | 0.8741 | 0.7541 | 0.8530 | 0.6282 | 0.7388 | 0.3723 | 0.7772 | 0.6668 | 0.6897 | | 1.7632 | 20.7 | 7660 | 0.5513 | 0.6701 | 0.7884 | 0.8615 | 0.9396 | 0.7580 | 0.8374 | 0.4983 | 0.8685 | 0.8830 | 0.7341 | 0.8517 | 0.6139 | 0.7413 | 0.3739 | 0.7754 | 0.6578 | 0.6770 | | 0.2853 | 20.76 | 7680 | 0.5380 | 0.6719 | 0.7906 | 0.8633 | 0.9323 | 0.7910 | 0.8346 | 0.4673 | 0.8769 | 0.8820 | 0.7498 | 0.8522 | 0.6203 | 0.7382 | 0.3643 | 0.7799 | 0.6614 | 0.6871 | | 1.0247 | 20.81 | 7700 | 0.5586 | 0.6690 | 0.7875 | 0.8621 | 0.9252 | 0.8175 | 0.8317 | 0.4320 | 0.8884 | 0.8797 | 0.7378 | 0.8522 | 0.6269 | 0.7310 | 0.3572 | 0.7791 | 0.6585 | 0.6780 | | 0.3639 | 20.86 | 7720 | 0.5361 | 0.6727 | 0.7909 | 0.8640 | 0.9272 | 0.8209 | 0.8505 | 0.4239 | 0.8809 | 0.8833 | 0.7498 | 0.8531 | 0.6347 | 0.7345 | 0.3582 | 0.7809 | 0.6614 | 0.6860 | | 0.3096 | 20.92 | 7740 | 0.5385 | 0.6741 | 0.7953 | 0.8645 | 0.9254 | 0.8413 | 0.8328 | 0.4470 | 0.8828 | 0.8763 | 0.7616 | 0.8539 | 0.6304 | 0.7345 | 0.3626 | 0.7820 | 0.6622 | 0.6928 | | 0.5695 | 20.97 | 7760 | 0.5202 | 0.6741 | 0.7823 | 0.8657 | 0.9300 | 0.8066 | 0.8373 | 0.4161 | 0.9024 | 0.8247 | 0.7592 | 0.8536 | 0.6361 | 0.7382 | 0.3500 | 0.7803 | 0.6628 | 0.6978 | | 0.4472 | 21.03 | 7780 | 0.5408 | 0.6714 | 0.7812 | 0.8639 | 0.9404 | 0.7837 | 0.8517 | 0.4329 | 0.8818 | 0.8166 | 0.7609 | 0.8478 | 0.6278 | 0.7371 | 0.3502 | 0.7801 | 0.6617 | 0.6950 | | 0.2762 | 21.08 | 7800 | 0.5450 | 0.6753 | 0.7903 | 0.8644 | 0.9293 | 0.7843 | 0.8543 | 0.4647 | 0.8818 | 0.8578 | 0.7599 | 0.8532 | 0.6342 | 0.7370 | 0.3659 | 0.7786 | 0.6680 | 0.6900 | | 0.2919 | 21.14 | 7820 | 0.5823 | 0.6745 | 0.7916 | 0.8637 | 0.9264 | 0.7987 | 0.8634 | 0.4816 | 0.8905 | 0.8437 | 0.7369 | 0.8557 | 0.6340 | 0.7368 | 0.3768 | 0.7777 | 0.6642 | 0.6767 | | 0.1599 | 21.19 | 7840 | 0.5397 | 0.6800 | 0.7975 | 0.8661 | 0.9309 | 0.7898 | 0.8740 | 0.4889 | 0.8725 | 0.8521 | 0.7739 | 0.8560 | 0.6395 | 0.7337 | 0.3786 | 0.7787 | 0.6772 | 0.6964 | | 0.253 | 21.24 | 7860 | 0.5282 | 0.6798 | 0.7967 | 0.8660 | 0.9284 | 0.7940 | 0.8653 | 0.4938 | 0.8840 | 0.8577 | 0.7534 | 0.8571 | 0.6417 | 0.7384 | 0.3821 | 0.7802 | 0.6697 | 0.6894 | | 0.0915 | 21.3 | 7880 | 0.5516 | 0.6781 | 0.7933 | 0.8649 | 0.9220 | 0.7936 | 0.8697 | 0.4776 | 0.8921 | 0.8474 | 0.7508 | 0.8548 | 0.6430 | 0.7365 | 0.3820 | 0.7794 | 0.6676 | 0.6833 | | 0.301 | 21.35 | 7900 | 0.5582 | 0.6754 | 0.7997 | 0.8620 | 0.9207 | 0.8100 | 0.8543 | 0.5104 | 0.8765 | 0.8802 | 0.7456 | 0.8541 | 0.6405 | 0.7353 | 0.3891 | 0.7755 | 0.6584 | 0.6745 | | 0.4519 | 21.41 | 7920 | 0.5619 | 0.6764 | 0.7975 | 0.8637 | 0.9289 | 0.8137 | 0.8374 | 0.5068 | 0.8779 | 0.8584 | 0.7597 | 0.8541 | 0.6330 | 0.7353 | 0.3844 | 0.7789 | 0.6673 | 0.6815 | | 0.2657 | 21.46 | 7940 | 0.5608 | 0.6741 | 0.7839 | 0.8637 | 0.9325 | 0.7527 | 0.8559 | 0.4717 | 0.8917 | 0.8513 | 0.7317 | 0.8525 | 0.6321 | 0.7394 | 0.3778 | 0.7797 | 0.6643 | 0.6727 | | 0.1903 | 21.51 | 7960 | 0.5542 | 0.6749 | 0.7882 | 0.8641 | 0.9340 | 0.7666 | 0.8320 | 0.4951 | 0.8885 | 0.8586 | 0.7422 | 0.8539 | 0.6249 | 0.7400 | 0.3815 | 0.7801 | 0.6645 | 0.6795 | | 0.2253 | 21.57 | 7980 | 0.5599 | 0.6739 | 0.7874 | 0.8638 | 0.9338 | 0.7631 | 0.8466 | 0.4863 | 0.8872 | 0.8604 | 0.7346 | 0.8532 | 0.6221 | 0.7438 | 0.3776 | 0.7797 | 0.6645 | 0.6766 | | 0.3034 | 21.62 | 8000 | 0.5609 | 0.6746 | 0.7904 | 0.8636 | 0.9298 | 0.7917 | 0.8406 | 0.4676 | 0.8829 | 0.8733 | 0.7468 | 0.8535 | 0.6354 | 0.7390 | 0.3740 | 0.7789 | 0.6628 | 0.6787 | | 0.2565 | 21.68 | 8020 | 0.5416 | 0.6797 | 0.7952 | 0.8664 | 0.9332 | 0.7962 | 0.8432 | 0.4772 | 0.8771 | 0.8677 | 0.7718 | 0.8534 | 0.6328 | 0.7389 | 0.3736 | 0.7799 | 0.6794 | 0.6999 | | 0.3258 | 21.73 | 8040 | 0.5454 | 0.6797 | 0.7861 | 0.8679 | 0.9327 | 0.7458 | 0.8366 | 0.4684 | 0.8947 | 0.8472 | 0.7773 | 0.8542 | 0.6185 | 0.7362 | 0.3705 | 0.7804 | 0.6877 | 0.7106 | | 0.6455 | 21.78 | 8060 | 0.5492 | 0.6802 | 0.7929 | 0.8669 | 0.9323 | 0.7892 | 0.8576 | 0.4754 | 0.8877 | 0.8541 | 0.7539 | 0.8542 | 0.6333 | 0.7384 | 0.3770 | 0.7803 | 0.6804 | 0.6976 | | 0.1277 | 21.84 | 8080 | 0.5772 | 0.6765 | 0.7956 | 0.8644 | 0.9262 | 0.7794 | 0.8516 | 0.4935 | 0.8790 | 0.8864 | 0.7532 | 0.8555 | 0.6257 | 0.7374 | 0.3820 | 0.7772 | 0.6646 | 0.6930 | | 0.247 | 21.89 | 8100 | 0.5477 | 0.6818 | 0.8011 | 0.8669 | 0.9248 | 0.8149 | 0.8619 | 0.4743 | 0.8752 | 0.8772 | 0.7796 | 0.8558 | 0.6383 | 0.7351 | 0.3829 | 0.7787 | 0.6757 | 0.7063 | | 0.3894 | 21.95 | 8120 | 0.5328 | 0.6812 | 0.7974 | 0.8668 | 0.9277 | 0.7967 | 0.8662 | 0.4736 | 0.8798 | 0.8727 | 0.7649 | 0.8562 | 0.6393 | 0.7383 | 0.3836 | 0.7797 | 0.6726 | 0.6986 | | 0.2153 | 22.0 | 8140 | 0.5330 | 0.6799 | 0.7979 | 0.8660 | 0.9280 | 0.7928 | 0.8551 | 0.4723 | 0.8707 | 0.8879 | 0.7784 | 0.8571 | 0.6368 | 0.7394 | 0.3831 | 0.7772 | 0.6615 | 0.7043 | | 0.2015 | 22.05 | 8160 | 0.5312 | 0.6781 | 0.8005 | 0.8646 | 0.9267 | 0.8101 | 0.8466 | 0.4925 | 0.8691 | 0.8849 | 0.7733 | 0.8559 | 0.6354 | 0.7396 | 0.3812 | 0.7766 | 0.6610 | 0.6970 | | 0.2168 | 22.11 | 8180 | 0.5503 | 0.6753 | 0.7922 | 0.8637 | 0.9291 | 0.7735 | 0.8590 | 0.4720 | 0.8734 | 0.8825 | 0.7560 | 0.8546 | 0.6354 | 0.7398 | 0.3764 | 0.7763 | 0.6567 | 0.6882 | | 0.4469 | 22.16 | 8200 | 0.5526 | 0.6742 | 0.7972 | 0.8630 | 0.9269 | 0.8248 | 0.8543 | 0.4744 | 0.8733 | 0.8763 | 0.7502 | 0.8546 | 0.6352 | 0.7413 | 0.3739 | 0.7768 | 0.6545 | 0.6829 | | 0.3353 | 22.22 | 8220 | 0.5531 | 0.6742 | 0.7936 | 0.8631 | 0.9229 | 0.8009 | 0.8492 | 0.4790 | 0.8853 | 0.8722 | 0.7460 | 0.8538 | 0.6325 | 0.7421 | 0.3774 | 0.7785 | 0.6558 | 0.6794 | | 0.2552 | 22.27 | 8240 | 0.5338 | 0.6758 | 0.7939 | 0.8647 | 0.9239 | 0.8105 | 0.8462 | 0.4679 | 0.8874 | 0.8620 | 0.7596 | 0.8566 | 0.6329 | 0.7396 | 0.3759 | 0.7795 | 0.6578 | 0.6884 | | 0.1856 | 22.32 | 8260 | 0.5686 | 0.6724 | 0.7918 | 0.8622 | 0.9309 | 0.8019 | 0.8484 | 0.4726 | 0.8775 | 0.8814 | 0.7302 | 0.8546 | 0.6347 | 0.7370 | 0.3787 | 0.7769 | 0.6523 | 0.6728 | | 0.6238 | 22.38 | 8280 | 0.5681 | 0.6689 | 0.7898 | 0.8609 | 0.9231 | 0.7965 | 0.8589 | 0.4665 | 0.8857 | 0.8780 | 0.7197 | 0.8549 | 0.6254 | 0.7344 | 0.3760 | 0.7761 | 0.6488 | 0.6669 | | 0.2235 | 22.43 | 8300 | 0.5510 | 0.6703 | 0.7850 | 0.8636 | 0.9318 | 0.7475 | 0.8484 | 0.4702 | 0.8848 | 0.8658 | 0.7466 | 0.8565 | 0.6071 | 0.7364 | 0.3699 | 0.7793 | 0.6593 | 0.6835 | | 0.178 | 22.49 | 8320 | 0.5297 | 0.6747 | 0.7860 | 0.8657 | 0.9328 | 0.7687 | 0.8615 | 0.4653 | 0.8903 | 0.8184 | 0.7653 | 0.8567 | 0.6149 | 0.7379 | 0.3721 | 0.7785 | 0.6657 | 0.6971 | | 0.2142 | 22.54 | 8340 | 0.5370 | 0.6766 | 0.7931 | 0.8650 | 0.9230 | 0.7937 | 0.8393 | 0.4900 | 0.8953 | 0.8528 | 0.7573 | 0.8569 | 0.6243 | 0.7405 | 0.3810 | 0.7787 | 0.6628 | 0.6918 | | 0.1722 | 22.59 | 8360 | 0.5411 | 0.6771 | 0.7972 | 0.8652 | 0.9300 | 0.8198 | 0.8452 | 0.4812 | 0.8786 | 0.8652 | 0.7602 | 0.8560 | 0.6305 | 0.7395 | 0.3790 | 0.7798 | 0.6626 | 0.6923 | | 0.3379 | 22.65 | 8380 | 0.5338 | 0.6761 | 0.7974 | 0.8644 | 0.9280 | 0.8223 | 0.8480 | 0.4820 | 0.8800 | 0.8725 | 0.7487 | 0.8564 | 0.6327 | 0.7424 | 0.3781 | 0.7789 | 0.6580 | 0.6865 | | 0.234 | 22.7 | 8400 | 0.5411 | 0.6774 | 0.7940 | 0.8654 | 0.9359 | 0.8061 | 0.8398 | 0.4775 | 0.8771 | 0.8633 | 0.7587 | 0.8529 | 0.6325 | 0.7401 | 0.3769 | 0.7819 | 0.6651 | 0.6922 | | 0.1014 | 22.76 | 8420 | 0.5276 | 0.6796 | 0.7998 | 0.8662 | 0.9280 | 0.8193 | 0.8424 | 0.4855 | 0.8786 | 0.8773 | 0.7675 | 0.8563 | 0.6379 | 0.7423 | 0.3790 | 0.7823 | 0.6619 | 0.6976 | | 2.0377 | 22.81 | 8440 | 0.5346 | 0.6794 | 0.7987 | 0.8656 | 0.9341 | 0.8144 | 0.8554 | 0.4889 | 0.8708 | 0.8618 | 0.7654 | 0.8531 | 0.6388 | 0.7410 | 0.3797 | 0.7812 | 0.6687 | 0.6932 | | 0.1084 | 22.86 | 8460 | 0.5164 | 0.6816 | 0.8018 | 0.8670 | 0.9296 | 0.8217 | 0.8593 | 0.4786 | 0.8694 | 0.8676 | 0.7863 | 0.8564 | 0.6392 | 0.7391 | 0.3804 | 0.7805 | 0.6716 | 0.7036 | | 0.5124 | 22.92 | 8480 | 0.5087 | 0.6839 | 0.7976 | 0.8681 | 0.9290 | 0.8007 | 0.8598 | 0.4861 | 0.8864 | 0.8476 | 0.7741 | 0.8558 | 0.6421 | 0.7424 | 0.3888 | 0.7830 | 0.6742 | 0.7012 | | 0.3523 | 22.97 | 8500 | 0.5250 | 0.6822 | 0.7997 | 0.8674 | 0.9294 | 0.8249 | 0.8418 | 0.4816 | 0.8824 | 0.8658 | 0.7718 | 0.8558 | 0.6398 | 0.7406 | 0.3856 | 0.7833 | 0.6699 | 0.7001 | | 1.9236 | 23.03 | 8520 | 0.5523 | 0.6806 | 0.7945 | 0.8662 | 0.9306 | 0.8077 | 0.8416 | 0.4796 | 0.8891 | 0.8612 | 0.7514 | 0.8538 | 0.6425 | 0.7401 | 0.3876 | 0.7820 | 0.6676 | 0.6904 | | 0.5167 | 23.08 | 8540 | 0.5353 | 0.6796 | 0.7950 | 0.8659 | 0.9295 | 0.8207 | 0.8316 | 0.4707 | 0.8868 | 0.8641 | 0.7614 | 0.8535 | 0.6396 | 0.7350 | 0.3856 | 0.7813 | 0.6674 | 0.6948 | | 0.264 | 23.14 | 8560 | 0.5335 | 0.6776 | 0.7923 | 0.8640 | 0.9251 | 0.7984 | 0.8386 | 0.4799 | 0.8911 | 0.8700 | 0.7431 | 0.8533 | 0.6427 | 0.7368 | 0.3883 | 0.7777 | 0.6606 | 0.6837 | | 0.2344 | 23.19 | 8580 | 0.5304 | 0.6826 | 0.8002 | 0.8669 | 0.9323 | 0.8061 | 0.8546 | 0.4979 | 0.8727 | 0.8585 | 0.7789 | 0.8534 | 0.6399 | 0.7379 | 0.3849 | 0.7795 | 0.6777 | 0.7050 | | 0.216 | 23.24 | 8600 | 0.5131 | 0.6822 | 0.7990 | 0.8670 | 0.9278 | 0.8122 | 0.8459 | 0.4937 | 0.8843 | 0.8557 | 0.7731 | 0.8552 | 0.6367 | 0.7396 | 0.3864 | 0.7799 | 0.6742 | 0.7031 | | 0.3375 | 23.3 | 8620 | 0.5380 | 0.6790 | 0.7884 | 0.8663 | 0.9334 | 0.7768 | 0.8409 | 0.4500 | 0.8847 | 0.8676 | 0.7652 | 0.8530 | 0.6391 | 0.7360 | 0.3768 | 0.7804 | 0.6686 | 0.6992 | | 0.2533 | 23.35 | 8640 | 0.5302 | 0.6818 | 0.7982 | 0.8674 | 0.9322 | 0.8078 | 0.8703 | 0.4620 | 0.8698 | 0.8595 | 0.7858 | 0.8536 | 0.6408 | 0.7360 | 0.3718 | 0.7795 | 0.6780 | 0.7130 | | 1.8624 | 23.41 | 8660 | 0.5406 | 0.6754 | 0.7942 | 0.8633 | 0.9336 | 0.7872 | 0.8716 | 0.4791 | 0.8680 | 0.8774 | 0.7422 | 0.8522 | 0.6379 | 0.7375 | 0.3759 | 0.7761 | 0.6616 | 0.6866 | | 1.0204 | 23.46 | 8680 | 0.5445 | 0.6774 | 0.7958 | 0.8640 | 0.9334 | 0.8067 | 0.8618 | 0.4917 | 0.8761 | 0.8620 | 0.7389 | 0.8522 | 0.6411 | 0.7402 | 0.3823 | 0.7776 | 0.6628 | 0.6855 | | 0.4319 | 23.51 | 8700 | 0.5575 | 0.6761 | 0.7842 | 0.8644 | 0.9330 | 0.7870 | 0.8584 | 0.4541 | 0.8983 | 0.8321 | 0.7268 | 0.8515 | 0.6421 | 0.7399 | 0.3800 | 0.7790 | 0.6607 | 0.6794 | | 0.3824 | 23.57 | 8720 | 0.5651 | 0.6789 | 0.7945 | 0.8649 | 0.9265 | 0.8109 | 0.8596 | 0.4808 | 0.8900 | 0.8521 | 0.7418 | 0.8525 | 0.6440 | 0.7408 | 0.3846 | 0.7787 | 0.6645 | 0.6871 | | 0.424 | 23.62 | 8740 | 0.5348 | 0.6799 | 0.8022 | 0.8654 | 0.9314 | 0.8305 | 0.8570 | 0.4871 | 0.8662 | 0.8753 | 0.7680 | 0.8530 | 0.6383 | 0.7385 | 0.3809 | 0.7774 | 0.6690 | 0.7019 | | 0.3484 | 23.68 | 8760 | 0.5246 | 0.6796 | 0.8001 | 0.8651 | 0.9205 | 0.8201 | 0.8626 | 0.4867 | 0.8839 | 0.8672 | 0.7595 | 0.8542 | 0.6413 | 0.7402 | 0.3840 | 0.7786 | 0.6641 | 0.6950 | | 0.2052 | 23.73 | 8780 | 0.5205 | 0.6797 | 0.8006 | 0.8651 | 0.9191 | 0.8256 | 0.8549 | 0.4955 | 0.8879 | 0.8622 | 0.7591 | 0.8543 | 0.6376 | 0.7398 | 0.3860 | 0.7779 | 0.6662 | 0.6959 | | 0.2227 | 23.78 | 8800 | 0.5212 | 0.6831 | 0.7996 | 0.8673 | 0.9257 | 0.8082 | 0.8544 | 0.4907 | 0.8838 | 0.8569 | 0.7775 | 0.8549 | 0.6411 | 0.7400 | 0.3846 | 0.7802 | 0.6750 | 0.7061 | | 0.0855 | 23.84 | 8820 | 0.5288 | 0.6803 | 0.7980 | 0.8660 | 0.9326 | 0.8236 | 0.8414 | 0.4848 | 0.8779 | 0.8591 | 0.7667 | 0.8522 | 0.6365 | 0.7385 | 0.3829 | 0.7805 | 0.6719 | 0.6995 | | 0.1876 | 23.89 | 8840 | 0.5312 | 0.6785 | 0.7938 | 0.8650 | 0.9283 | 0.8211 | 0.8388 | 0.4769 | 0.8919 | 0.8546 | 0.7452 | 0.8527 | 0.6402 | 0.7382 | 0.3865 | 0.7801 | 0.6643 | 0.6877 | | 0.2652 | 23.95 | 8860 | 0.5448 | 0.6765 | 0.7915 | 0.8645 | 0.9260 | 0.8175 | 0.8456 | 0.4434 | 0.8882 | 0.8728 | 0.7470 | 0.8530 | 0.6441 | 0.7365 | 0.3765 | 0.7789 | 0.6590 | 0.6879 | | 0.3136 | 24.0 | 8880 | 0.5504 | 0.6777 | 0.7928 | 0.8645 | 0.9217 | 0.8179 | 0.8489 | 0.4581 | 0.8940 | 0.8609 | 0.7478 | 0.8531 | 0.6439 | 0.7374 | 0.3832 | 0.7781 | 0.6603 | 0.6877 | | 1.1827 | 24.05 | 8900 | 0.5455 | 0.6788 | 0.7935 | 0.8655 | 0.9308 | 0.8150 | 0.8454 | 0.4596 | 0.8826 | 0.8612 | 0.7598 | 0.8526 | 0.6413 | 0.7383 | 0.3798 | 0.7794 | 0.6661 | 0.6938 | | 0.3576 | 24.11 | 8920 | 0.5369 | 0.6771 | 0.7949 | 0.8643 | 0.9274 | 0.8169 | 0.8516 | 0.4640 | 0.8802 | 0.8723 | 0.7520 | 0.8531 | 0.6416 | 0.7382 | 0.3798 | 0.7781 | 0.6598 | 0.6891 | | 0.0951 | 24.16 | 8940 | 0.5345 | 0.6767 | 0.7935 | 0.8640 | 0.9312 | 0.7990 | 0.8618 | 0.4753 | 0.8772 | 0.8644 | 0.7457 | 0.8523 | 0.6414 | 0.7388 | 0.3798 | 0.7776 | 0.6612 | 0.6859 | | 0.1689 | 24.22 | 8960 | 0.5322 | 0.6784 | 0.7976 | 0.8650 | 0.9299 | 0.8143 | 0.8480 | 0.4917 | 0.8778 | 0.8599 | 0.7614 | 0.8536 | 0.6371 | 0.7393 | 0.3800 | 0.7787 | 0.6658 | 0.6942 | | 0.2502 | 24.27 | 8980 | 0.5430 | 0.6770 | 0.7916 | 0.8643 | 0.9306 | 0.7985 | 0.8570 | 0.4779 | 0.8865 | 0.8493 | 0.7415 | 0.8523 | 0.6402 | 0.7394 | 0.3804 | 0.7784 | 0.6642 | 0.6840 | | 0.2338 | 24.32 | 9000 | 0.5284 | 0.6779 | 0.7905 | 0.8651 | 0.9304 | 0.8062 | 0.8482 | 0.4791 | 0.8937 | 0.8213 | 0.7543 | 0.8527 | 0.6374 | 0.7389 | 0.3811 | 0.7784 | 0.6651 | 0.6921 | | 0.0904 | 24.38 | 9020 | 0.5442 | 0.6766 | 0.7928 | 0.8639 | 0.9271 | 0.8030 | 0.8538 | 0.4748 | 0.8864 | 0.8627 | 0.7415 | 0.8528 | 0.6413 | 0.7383 | 0.3794 | 0.7777 | 0.6623 | 0.6841 | | 0.2973 | 24.43 | 9040 | 0.5526 | 0.6772 | 0.7904 | 0.8651 | 0.9353 | 0.8064 | 0.8423 | 0.4479 | 0.8786 | 0.8639 | 0.7586 | 0.8511 | 0.6417 | 0.7349 | 0.3714 | 0.7793 | 0.6672 | 0.6948 | | 0.1973 | 24.49 | 9060 | 0.5450 | 0.6777 | 0.7948 | 0.8644 | 0.9271 | 0.7946 | 0.8472 | 0.4792 | 0.8791 | 0.8783 | 0.7583 | 0.8537 | 0.6423 | 0.7368 | 0.3788 | 0.7776 | 0.6609 | 0.6936 | | 0.2345 | 24.54 | 9080 | 0.5344 | 0.6785 | 0.7948 | 0.8650 | 0.9264 | 0.8065 | 0.8527 | 0.4720 | 0.8835 | 0.8661 | 0.7567 | 0.8532 | 0.6442 | 0.7373 | 0.3773 | 0.7783 | 0.6659 | 0.6929 | | 0.1227 | 24.59 | 9100 | 0.5327 | 0.6777 | 0.7995 | 0.8642 | 0.9193 | 0.8322 | 0.8524 | 0.4890 | 0.8874 | 0.8611 | 0.7552 | 0.8534 | 0.6371 | 0.7376 | 0.3809 | 0.7773 | 0.6654 | 0.6923 | | 0.2269 | 24.65 | 9120 | 0.5482 | 0.6768 | 0.7926 | 0.8646 | 0.9300 | 0.8189 | 0.8392 | 0.4533 | 0.8827 | 0.8705 | 0.7533 | 0.8526 | 0.6424 | 0.7349 | 0.3743 | 0.7785 | 0.6638 | 0.6913 | | 0.5482 | 24.7 | 9140 | 0.5459 | 0.6757 | 0.7918 | 0.8635 | 0.9332 | 0.8076 | 0.8408 | 0.4733 | 0.8814 | 0.8695 | 0.7366 | 0.8519 | 0.6424 | 0.7369 | 0.3779 | 0.7773 | 0.6611 | 0.6824 | | 0.531 | 24.76 | 9160 | 0.5407 | 0.6775 | 0.7892 | 0.8647 | 0.9267 | 0.8065 | 0.8533 | 0.4633 | 0.8974 | 0.8306 | 0.7464 | 0.8525 | 0.6438 | 0.7386 | 0.3777 | 0.7773 | 0.6645 | 0.6878 | | 0.1625 | 24.81 | 9180 | 0.5337 | 0.6775 | 0.7927 | 0.8648 | 0.9252 | 0.8249 | 0.8392 | 0.4683 | 0.8948 | 0.8448 | 0.7518 | 0.8529 | 0.6391 | 0.7366 | 0.3786 | 0.7780 | 0.6666 | 0.6905 | | 0.2802 | 24.86 | 9200 | 0.5346 | 0.6778 | 0.7903 | 0.8651 | 0.9288 | 0.8010 | 0.8471 | 0.4557 | 0.8893 | 0.8583 | 0.7519 | 0.8527 | 0.6444 | 0.7375 | 0.3754 | 0.7789 | 0.6658 | 0.6902 | | 0.189 | 24.92 | 9220 | 0.5548 | 0.6751 | 0.7891 | 0.8638 | 0.9377 | 0.8096 | 0.8332 | 0.4555 | 0.8799 | 0.8674 | 0.7404 | 0.8506 | 0.6400 | 0.7338 | 0.3734 | 0.7786 | 0.6632 | 0.6860 | | 0.1898 | 24.97 | 9240 | 0.5378 | 0.6775 | 0.7925 | 0.8649 | 0.9301 | 0.8078 | 0.8524 | 0.4504 | 0.8800 | 0.8711 | 0.7557 | 0.8527 | 0.6447 | 0.7369 | 0.3725 | 0.7784 | 0.6649 | 0.6925 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

sam1120/parking-terrain

# parking-terrain This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-terrain dataset. It achieves the following results on the evaluation set: - Loss: 0.0226 - Mean Iou: 0.9423 - Mean Accuracy: 0.9658 - Overall Accuracy: 0.9939 - Accuracy Unlabeled: nan - Accuracy Sidewalk: 0.9057 - Accuracy Road: 0.9946 - Accuracy Else: 0.9971 - Iou Unlabeled: nan - Iou Sidewalk: 0.8453 - Iou Road: 0.9880 - Iou Else: 0.9938 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 600 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Sidewalk | Accuracy Road | Accuracy Else | Iou Unlabeled | Iou Sidewalk | Iou Road | Iou Else | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------------:|:-------------:|:-------------:|:-------------:|:------------:|:--------:|:--------:| | 1.0322 | 5.0 | 20 | 1.1061 | 0.4272 | 0.7323 | 0.7757 | nan | 0.5362 | 0.9371 | 0.7236 | 0.0 | 0.4020 | 0.6015 | 0.7052 | | 0.3821 | 10.0 | 40 | 0.3327 | 0.8052 | 0.8879 | 0.9543 | nan | 0.7204 | 0.9958 | 0.9475 | nan | 0.5966 | 0.8762 | 0.9429 | | 0.1146 | 15.0 | 60 | 0.0906 | 0.8490 | 0.8945 | 0.9790 | nan | 0.7050 | 0.9951 | 0.9833 | nan | 0.6242 | 0.9436 | 0.9793 | | 0.0668 | 20.0 | 80 | 0.0558 | 0.8717 | 0.8905 | 0.9852 | nan | 0.6823 | 0.9966 | 0.9925 | nan | 0.6637 | 0.9670 | 0.9844 | | 0.0491 | 25.0 | 100 | 0.0474 | 0.8892 | 0.9372 | 0.9863 | nan | 0.8296 | 0.9916 | 0.9903 | nan | 0.7112 | 0.9708 | 0.9855 | | 0.04 | 30.0 | 120 | 0.0366 | 0.9238 | 0.9542 | 0.9899 | nan | 0.8776 | 0.9914 | 0.9937 | nan | 0.8068 | 0.9755 | 0.9890 | | 0.0339 | 35.0 | 140 | 0.0332 | 0.9263 | 0.9656 | 0.9906 | nan | 0.9130 | 0.9901 | 0.9937 | nan | 0.8096 | 0.9801 | 0.9891 | | 0.0341 | 40.0 | 160 | 0.0310 | 0.9266 | 0.9653 | 0.9905 | nan | 0.9130 | 0.9889 | 0.9941 | nan | 0.8118 | 0.9782 | 0.9897 | | 0.0295 | 45.0 | 180 | 0.0253 | 0.9407 | 0.9675 | 0.9923 | nan | 0.9168 | 0.9893 | 0.9963 | nan | 0.8486 | 0.9822 | 0.9913 | | 0.058 | 50.0 | 200 | 0.0262 | 0.9312 | 0.9645 | 0.9918 | nan | 0.9076 | 0.9902 | 0.9956 | nan | 0.8211 | 0.9809 | 0.9916 | | 0.0242 | 55.0 | 220 | 0.0248 | 0.9377 | 0.9645 | 0.9925 | nan | 0.9051 | 0.9923 | 0.9960 | nan | 0.8376 | 0.9838 | 0.9918 | | 0.0217 | 60.0 | 240 | 0.0250 | 0.9324 | 0.9662 | 0.9920 | nan | 0.9128 | 0.9897 | 0.9960 | nan | 0.8229 | 0.9829 | 0.9915 | | 0.0223 | 65.0 | 260 | 0.0248 | 0.9339 | 0.9598 | 0.9919 | nan | 0.8920 | 0.9916 | 0.9959 | nan | 0.8281 | 0.9826 | 0.9909 | | 0.0206 | 70.0 | 280 | 0.0215 | 0.9411 | 0.9643 | 0.9929 | nan | 0.9038 | 0.9926 | 0.9965 | nan | 0.8466 | 0.9847 | 0.9921 | | 0.0194 | 75.0 | 300 | 0.0226 | 0.9351 | 0.9669 | 0.9924 | nan | 0.9126 | 0.9927 | 0.9954 | nan | 0.8289 | 0.9849 | 0.9915 | | 0.02 | 80.0 | 320 | 0.0216 | 0.9381 | 0.9626 | 0.9927 | nan | 0.8993 | 0.9918 | 0.9967 | nan | 0.8371 | 0.9854 | 0.9917 | | 0.0181 | 85.0 | 340 | 0.0222 | 0.9333 | 0.9653 | 0.9923 | nan | 0.9092 | 0.9907 | 0.9961 | nan | 0.8239 | 0.9846 | 0.9915 | | 0.018 | 90.0 | 360 | 0.0225 | 0.9340 | 0.9624 | 0.9924 | nan | 0.8993 | 0.9914 | 0.9964 | nan | 0.8256 | 0.9848 | 0.9916 | | 0.0169 | 95.0 | 380 | 0.0207 | 0.9361 | 0.9663 | 0.9928 | nan | 0.9099 | 0.9931 | 0.9958 | nan | 0.8306 | 0.9855 | 0.9922 | | 0.0157 | 100.0 | 400 | 0.0209 | 0.9337 | 0.9658 | 0.9926 | nan | 0.9092 | 0.9923 | 0.9960 | nan | 0.8234 | 0.9858 | 0.9921 | | 0.0147 | 105.0 | 420 | 0.0229 | 0.9303 | 0.9663 | 0.9921 | nan | 0.9120 | 0.9914 | 0.9954 | nan | 0.8153 | 0.9836 | 0.9918 | | 0.014 | 110.0 | 440 | 0.0205 | 0.9370 | 0.9658 | 0.9930 | nan | 0.9082 | 0.9930 | 0.9962 | nan | 0.8328 | 0.9857 | 0.9926 | | 0.013 | 115.0 | 460 | 0.0213 | 0.9375 | 0.9613 | 0.9929 | nan | 0.8944 | 0.9928 | 0.9968 | nan | 0.8345 | 0.9857 | 0.9922 | | 0.0146 | 120.0 | 480 | 0.0201 | 0.9409 | 0.9605 | 0.9935 | nan | 0.8914 | 0.9922 | 0.9979 | nan | 0.8432 | 0.9866 | 0.9930 | | 0.0141 | 125.0 | 500 | 0.0206 | 0.9359 | 0.9669 | 0.9930 | nan | 0.9110 | 0.9937 | 0.9959 | nan | 0.8285 | 0.9864 | 0.9926 | | 0.0146 | 130.0 | 520 | 0.0206 | 0.9378 | 0.9629 | 0.9931 | nan | 0.8983 | 0.9942 | 0.9963 | nan | 0.8346 | 0.9863 | 0.9925 | | 0.0132 | 135.0 | 540 | 0.0206 | 0.9354 | 0.9614 | 0.9931 | nan | 0.8931 | 0.9947 | 0.9963 | nan | 0.8268 | 0.9868 | 0.9926 | | 0.0116 | 140.0 | 560 | 0.0191 | 0.9387 | 0.9655 | 0.9934 | nan | 0.9062 | 0.9937 | 0.9966 | nan | 0.8358 | 0.9870 | 0.9931 | | 0.012 | 145.0 | 580 | 0.0206 | 0.9384 | 0.9618 | 0.9933 | nan | 0.8954 | 0.9927 | 0.9973 | nan | 0.8357 | 0.9863 | 0.9930 | | 0.0131 | 150.0 | 600 | 0.0206 | 0.9352 | 0.9666 | 0.9930 | nan | 0.9103 | 0.9937 | 0.9959 | nan | 0.8264 | 0.9866 | 0.9926 | | 0.0126 | 155.0 | 620 | 0.0205 | 0.9371 | 0.9623 | 0.9931 | nan | 0.8968 | 0.9936 | 0.9966 | nan | 0.8327 | 0.9860 | 0.9927 | | 0.011 | 160.0 | 640 | 0.0197 | 0.9389 | 0.9624 | 0.9935 | nan | 0.8958 | 0.9945 | 0.9968 | nan | 0.8367 | 0.9868 | 0.9933 | | 0.0124 | 165.0 | 660 | 0.0198 | 0.9378 | 0.9629 | 0.9934 | nan | 0.8982 | 0.9937 | 0.9970 | nan | 0.8331 | 0.9872 | 0.9931 | | 0.0119 | 170.0 | 680 | 0.0206 | 0.9362 | 0.9648 | 0.9932 | nan | 0.9037 | 0.9943 | 0.9962 | nan | 0.8284 | 0.9872 | 0.9929 | | 0.0121 | 175.0 | 700 | 0.0210 | 0.9360 | 0.9653 | 0.9931 | nan | 0.9064 | 0.9930 | 0.9965 | nan | 0.8285 | 0.9866 | 0.9929 | | 0.0123 | 180.0 | 720 | 0.0213 | 0.9340 | 0.9657 | 0.9930 | nan | 0.9069 | 0.9943 | 0.9958 | nan | 0.8229 | 0.9861 | 0.9929 | | 0.0098 | 185.0 | 740 | 0.0205 | 0.9386 | 0.9644 | 0.9935 | nan | 0.9026 | 0.9936 | 0.9969 | nan | 0.8353 | 0.9872 | 0.9933 | | 0.0112 | 190.0 | 760 | 0.0204 | 0.9385 | 0.9628 | 0.9935 | nan | 0.8974 | 0.9943 | 0.9969 | nan | 0.8350 | 0.9874 | 0.9932 | | 0.0104 | 195.0 | 780 | 0.0206 | 0.9368 | 0.9642 | 0.9932 | nan | 0.9021 | 0.9942 | 0.9963 | nan | 0.8310 | 0.9865 | 0.9930 | | 0.0112 | 200.0 | 800 | 0.0202 | 0.9397 | 0.9647 | 0.9934 | nan | 0.9044 | 0.9926 | 0.9971 | nan | 0.8394 | 0.9867 | 0.9931 | | 0.0109 | 205.0 | 820 | 0.0201 | 0.9389 | 0.9668 | 0.9935 | nan | 0.9099 | 0.9937 | 0.9967 | nan | 0.8361 | 0.9874 | 0.9933 | | 0.0104 | 210.0 | 840 | 0.0204 | 0.9394 | 0.9648 | 0.9934 | nan | 0.9041 | 0.9936 | 0.9968 | nan | 0.8383 | 0.9867 | 0.9932 | | 0.011 | 215.0 | 860 | 0.0204 | 0.9392 | 0.9640 | 0.9935 | nan | 0.9006 | 0.9946 | 0.9967 | nan | 0.8371 | 0.9871 | 0.9934 | | 0.0103 | 220.0 | 880 | 0.0210 | 0.9388 | 0.9642 | 0.9933 | nan | 0.9027 | 0.9929 | 0.9970 | nan | 0.8366 | 0.9867 | 0.9930 | | 0.0091 | 225.0 | 900 | 0.0220 | 0.9364 | 0.9646 | 0.9931 | nan | 0.9044 | 0.9927 | 0.9967 | nan | 0.8300 | 0.9865 | 0.9927 | | 0.0091 | 230.0 | 920 | 0.0194 | 0.9423 | 0.9656 | 0.9938 | nan | 0.9058 | 0.9940 | 0.9971 | nan | 0.8457 | 0.9874 | 0.9937 | | 0.0089 | 235.0 | 940 | 0.0212 | 0.9378 | 0.9646 | 0.9933 | nan | 0.9034 | 0.9937 | 0.9966 | nan | 0.8337 | 0.9868 | 0.9930 | | 0.008 | 240.0 | 960 | 0.0201 | 0.9406 | 0.9665 | 0.9936 | nan | 0.9090 | 0.9933 | 0.9970 | nan | 0.8413 | 0.9869 | 0.9936 | | 0.0094 | 245.0 | 980 | 0.0211 | 0.9374 | 0.9671 | 0.9932 | nan | 0.9124 | 0.9923 | 0.9966 | nan | 0.8325 | 0.9867 | 0.9929 | | 0.0106 | 250.0 | 1000 | 0.0208 | 0.9387 | 0.9669 | 0.9933 | nan | 0.9117 | 0.9921 | 0.9969 | nan | 0.8366 | 0.9864 | 0.9931 | | 0.0088 | 255.0 | 1020 | 0.0220 | 0.9354 | 0.9653 | 0.9929 | nan | 0.9062 | 0.9936 | 0.9960 | nan | 0.8271 | 0.9865 | 0.9925 | | 0.0091 | 260.0 | 1040 | 0.0205 | 0.9419 | 0.9663 | 0.9937 | nan | 0.9089 | 0.9929 | 0.9972 | nan | 0.8453 | 0.9871 | 0.9934 | | 0.0098 | 265.0 | 1060 | 0.0206 | 0.9403 | 0.9647 | 0.9935 | nan | 0.9033 | 0.9943 | 0.9967 | nan | 0.8408 | 0.9870 | 0.9932 | | 0.0105 | 270.0 | 1080 | 0.0203 | 0.9398 | 0.9662 | 0.9935 | nan | 0.9083 | 0.9934 | 0.9968 | nan | 0.8392 | 0.9868 | 0.9933 | | 0.0088 | 275.0 | 1100 | 0.0209 | 0.9392 | 0.9655 | 0.9935 | nan | 0.9057 | 0.9941 | 0.9966 | nan | 0.8373 | 0.9872 | 0.9932 | | 0.0089 | 280.0 | 1120 | 0.0216 | 0.9407 | 0.9659 | 0.9935 | nan | 0.9078 | 0.9928 | 0.9971 | nan | 0.8421 | 0.9867 | 0.9932 | | 0.0088 | 285.0 | 1140 | 0.0204 | 0.9390 | 0.9682 | 0.9934 | nan | 0.9150 | 0.9933 | 0.9964 | nan | 0.8370 | 0.9868 | 0.9931 | | 0.0088 | 290.0 | 1160 | 0.0215 | 0.9373 | 0.9642 | 0.9934 | nan | 0.9013 | 0.9951 | 0.9963 | nan | 0.8311 | 0.9876 | 0.9931 | | 0.0086 | 295.0 | 1180 | 0.0216 | 0.9414 | 0.9648 | 0.9936 | nan | 0.9040 | 0.9933 | 0.9972 | nan | 0.8438 | 0.9869 | 0.9933 | | 0.0081 | 300.0 | 1200 | 0.0207 | 0.9404 | 0.9669 | 0.9935 | nan | 0.9106 | 0.9934 | 0.9968 | nan | 0.8410 | 0.9871 | 0.9933 | | 0.009 | 305.0 | 1220 | 0.0208 | 0.9407 | 0.9660 | 0.9936 | nan | 0.9072 | 0.9939 | 0.9968 | nan | 0.8418 | 0.9872 | 0.9933 | | 0.0083 | 310.0 | 1240 | 0.0210 | 0.9416 | 0.9658 | 0.9936 | nan | 0.9069 | 0.9933 | 0.9971 | nan | 0.8444 | 0.9870 | 0.9934 | | 0.0094 | 315.0 | 1260 | 0.0206 | 0.9417 | 0.9649 | 0.9938 | nan | 0.9031 | 0.9946 | 0.9969 | nan | 0.8441 | 0.9873 | 0.9936 | | 0.0084 | 320.0 | 1280 | 0.0205 | 0.9428 | 0.9645 | 0.9939 | nan | 0.9017 | 0.9946 | 0.9972 | nan | 0.8471 | 0.9875 | 0.9938 | | 0.0085 | 325.0 | 1300 | 0.0218 | 0.9384 | 0.9666 | 0.9934 | nan | 0.9093 | 0.9940 | 0.9964 | nan | 0.8348 | 0.9872 | 0.9931 | | 0.0089 | 330.0 | 1320 | 0.0207 | 0.9419 | 0.9663 | 0.9937 | nan | 0.9079 | 0.9943 | 0.9968 | nan | 0.8444 | 0.9878 | 0.9934 | | 0.008 | 335.0 | 1340 | 0.0212 | 0.9420 | 0.9653 | 0.9938 | nan | 0.9045 | 0.9942 | 0.9971 | nan | 0.8446 | 0.9877 | 0.9936 | | 0.0076 | 340.0 | 1360 | 0.0211 | 0.9428 | 0.9652 | 0.9939 | nan | 0.9041 | 0.9945 | 0.9972 | nan | 0.8470 | 0.9877 | 0.9938 | | 0.0088 | 345.0 | 1380 | 0.0210 | 0.9428 | 0.9654 | 0.9939 | nan | 0.9044 | 0.9948 | 0.9971 | nan | 0.8468 | 0.9880 | 0.9937 | | 0.0084 | 350.0 | 1400 | 0.0213 | 0.9412 | 0.9660 | 0.9937 | nan | 0.9068 | 0.9943 | 0.9968 | nan | 0.8425 | 0.9877 | 0.9934 | | 0.0077 | 355.0 | 1420 | 0.0215 | 0.9400 | 0.9645 | 0.9937 | nan | 0.9017 | 0.9952 | 0.9966 | nan | 0.8389 | 0.9877 | 0.9935 | | 0.0069 | 360.0 | 1440 | 0.0210 | 0.9414 | 0.9664 | 0.9937 | nan | 0.9086 | 0.9936 | 0.9971 | nan | 0.8432 | 0.9874 | 0.9936 | | 0.0071 | 365.0 | 1460 | 0.0204 | 0.9436 | 0.9663 | 0.9939 | nan | 0.9083 | 0.9930 | 0.9975 | nan | 0.8496 | 0.9874 | 0.9937 | | 0.0079 | 370.0 | 1480 | 0.0208 | 0.9425 | 0.9660 | 0.9939 | nan | 0.9072 | 0.9935 | 0.9974 | nan | 0.8462 | 0.9876 | 0.9937 | | 0.0085 | 375.0 | 1500 | 0.0210 | 0.9421 | 0.9661 | 0.9938 | nan | 0.9078 | 0.9934 | 0.9973 | nan | 0.8452 | 0.9875 | 0.9936 | | 0.0086 | 380.0 | 1520 | 0.0208 | 0.9425 | 0.9662 | 0.9939 | nan | 0.9078 | 0.9936 | 0.9973 | nan | 0.8462 | 0.9878 | 0.9936 | | 0.0076 | 385.0 | 1540 | 0.0218 | 0.9409 | 0.9655 | 0.9936 | nan | 0.9062 | 0.9933 | 0.9971 | nan | 0.8420 | 0.9875 | 0.9933 | | 0.0077 | 390.0 | 1560 | 0.0214 | 0.9419 | 0.9656 | 0.9938 | nan | 0.9052 | 0.9945 | 0.9969 | nan | 0.8443 | 0.9879 | 0.9935 | | 0.0077 | 395.0 | 1580 | 0.0216 | 0.9405 | 0.9663 | 0.9937 | nan | 0.9075 | 0.9948 | 0.9966 | nan | 0.8400 | 0.9879 | 0.9935 | | 0.008 | 400.0 | 1600 | 0.0212 | 0.9424 | 0.9658 | 0.9939 | nan | 0.9059 | 0.9945 | 0.9970 | nan | 0.8458 | 0.9879 | 0.9937 | | 0.0071 | 405.0 | 1620 | 0.0213 | 0.9412 | 0.9664 | 0.9938 | nan | 0.9078 | 0.9945 | 0.9968 | nan | 0.8423 | 0.9877 | 0.9936 | | 0.0082 | 410.0 | 1640 | 0.0218 | 0.9419 | 0.9659 | 0.9938 | nan | 0.9064 | 0.9944 | 0.9970 | nan | 0.8444 | 0.9876 | 0.9936 | | 0.0077 | 415.0 | 1660 | 0.0219 | 0.9406 | 0.9664 | 0.9937 | nan | 0.9085 | 0.9937 | 0.9970 | nan | 0.8408 | 0.9875 | 0.9936 | | 0.0065 | 420.0 | 1680 | 0.0216 | 0.9413 | 0.9656 | 0.9938 | nan | 0.9052 | 0.9947 | 0.9969 | nan | 0.8424 | 0.9877 | 0.9937 | | 0.0075 | 425.0 | 1700 | 0.0216 | 0.9417 | 0.9650 | 0.9939 | nan | 0.9028 | 0.9952 | 0.9969 | nan | 0.8434 | 0.9881 | 0.9938 | | 0.0065 | 430.0 | 1720 | 0.0222 | 0.9404 | 0.9662 | 0.9937 | nan | 0.9076 | 0.9941 | 0.9969 | nan | 0.8401 | 0.9877 | 0.9935 | | 0.008 | 435.0 | 1740 | 0.0226 | 0.9396 | 0.9662 | 0.9936 | nan | 0.9076 | 0.9945 | 0.9966 | nan | 0.8374 | 0.9879 | 0.9934 | | 0.0083 | 440.0 | 1760 | 0.0219 | 0.9421 | 0.9659 | 0.9939 | nan | 0.9058 | 0.9949 | 0.9969 | nan | 0.8446 | 0.9879 | 0.9938 | | 0.0072 | 445.0 | 1780 | 0.0220 | 0.9412 | 0.9666 | 0.9938 | nan | 0.9088 | 0.9942 | 0.9969 | nan | 0.8424 | 0.9875 | 0.9937 | | 0.0074 | 450.0 | 1800 | 0.0224 | 0.9411 | 0.9647 | 0.9939 | nan | 0.9021 | 0.9952 | 0.9969 | nan | 0.8418 | 0.9878 | 0.9938 | | 0.0069 | 455.0 | 1820 | 0.0219 | 0.9431 | 0.9662 | 0.9940 | nan | 0.9072 | 0.9944 | 0.9971 | nan | 0.8477 | 0.9877 | 0.9939 | | 0.0072 | 460.0 | 1840 | 0.0221 | 0.9419 | 0.9665 | 0.9938 | nan | 0.9086 | 0.9939 | 0.9970 | nan | 0.8443 | 0.9877 | 0.9936 | | 0.0078 | 465.0 | 1860 | 0.0222 | 0.9429 | 0.9646 | 0.9940 | nan | 0.9019 | 0.9945 | 0.9973 | nan | 0.8472 | 0.9877 | 0.9939 | | 0.0072 | 470.0 | 1880 | 0.0230 | 0.9411 | 0.9655 | 0.9938 | nan | 0.9050 | 0.9946 | 0.9969 | nan | 0.8421 | 0.9876 | 0.9937 | | 0.0076 | 475.0 | 1900 | 0.0223 | 0.9413 | 0.9657 | 0.9938 | nan | 0.9055 | 0.9946 | 0.9968 | nan | 0.8426 | 0.9877 | 0.9936 | | 0.0072 | 480.0 | 1920 | 0.0221 | 0.9413 | 0.9665 | 0.9938 | nan | 0.9081 | 0.9947 | 0.9968 | nan | 0.8425 | 0.9879 | 0.9936 | | 0.0073 | 485.0 | 1940 | 0.0225 | 0.9420 | 0.9664 | 0.9938 | nan | 0.9083 | 0.9936 | 0.9972 | nan | 0.8449 | 0.9875 | 0.9936 | | 0.0079 | 490.0 | 1960 | 0.0226 | 0.9415 | 0.9664 | 0.9937 | nan | 0.9083 | 0.9939 | 0.9969 | nan | 0.8437 | 0.9875 | 0.9934 | | 0.007 | 495.0 | 1980 | 0.0225 | 0.9415 | 0.9657 | 0.9937 | nan | 0.9059 | 0.9941 | 0.9970 | nan | 0.8434 | 0.9875 | 0.9935 | | 0.0072 | 500.0 | 2000 | 0.0224 | 0.9416 | 0.9656 | 0.9938 | nan | 0.9055 | 0.9945 | 0.9969 | nan | 0.8435 | 0.9878 | 0.9935 | | 0.0068 | 505.0 | 2020 | 0.0225 | 0.9413 | 0.9664 | 0.9938 | nan | 0.9081 | 0.9942 | 0.9969 | nan | 0.8428 | 0.9876 | 0.9936 | | 0.0061 | 510.0 | 2040 | 0.0226 | 0.9431 | 0.9658 | 0.9939 | nan | 0.9065 | 0.9937 | 0.9973 | nan | 0.8481 | 0.9874 | 0.9937 | | 0.0066 | 515.0 | 2060 | 0.0225 | 0.9419 | 0.9648 | 0.9939 | nan | 0.9021 | 0.9952 | 0.9969 | nan | 0.8441 | 0.9877 | 0.9937 | | 0.0089 | 520.0 | 2080 | 0.0222 | 0.9433 | 0.9658 | 0.9939 | nan | 0.9059 | 0.9942 | 0.9972 | nan | 0.8486 | 0.9876 | 0.9937 | | 0.0066 | 525.0 | 2100 | 0.0229 | 0.9415 | 0.9662 | 0.9938 | nan | 0.9075 | 0.9940 | 0.9970 | nan | 0.8434 | 0.9875 | 0.9936 | | 0.0075 | 530.0 | 2120 | 0.0233 | 0.9402 | 0.9659 | 0.9937 | nan | 0.9068 | 0.9940 | 0.9969 | nan | 0.8396 | 0.9875 | 0.9935 | | 0.0075 | 535.0 | 2140 | 0.0232 | 0.9407 | 0.9656 | 0.9938 | nan | 0.9054 | 0.9944 | 0.9969 | nan | 0.8409 | 0.9877 | 0.9936 | | 0.007 | 540.0 | 2160 | 0.0229 | 0.9415 | 0.9662 | 0.9938 | nan | 0.9071 | 0.9946 | 0.9969 | nan | 0.8429 | 0.9880 | 0.9936 | | 0.0071 | 545.0 | 2180 | 0.0224 | 0.9424 | 0.9658 | 0.9940 | nan | 0.9055 | 0.9949 | 0.9970 | nan | 0.8451 | 0.9883 | 0.9938 | | 0.0069 | 550.0 | 2200 | 0.0225 | 0.9422 | 0.9663 | 0.9939 | nan | 0.9076 | 0.9941 | 0.9971 | nan | 0.8452 | 0.9878 | 0.9937 | | 0.0067 | 555.0 | 2220 | 0.0223 | 0.9414 | 0.9661 | 0.9938 | nan | 0.9069 | 0.9946 | 0.9969 | nan | 0.8427 | 0.9880 | 0.9936 | | 0.0066 | 560.0 | 2240 | 0.0227 | 0.9420 | 0.9659 | 0.9939 | nan | 0.9058 | 0.9948 | 0.9969 | nan | 0.8441 | 0.9880 | 0.9937 | | 0.0069 | 565.0 | 2260 | 0.0230 | 0.9410 | 0.9660 | 0.9938 | nan | 0.9066 | 0.9945 | 0.9968 | nan | 0.8416 | 0.9878 | 0.9936 | | 0.0065 | 570.0 | 2280 | 0.0227 | 0.9417 | 0.9661 | 0.9939 | nan | 0.9065 | 0.9949 | 0.9969 | nan | 0.8433 | 0.9881 | 0.9937 | | 0.0069 | 575.0 | 2300 | 0.0226 | 0.9424 | 0.9664 | 0.9939 | nan | 0.9076 | 0.9944 | 0.9970 | nan | 0.8455 | 0.9879 | 0.9937 | | 0.0065 | 580.0 | 2320 | 0.0227 | 0.9423 | 0.9661 | 0.9939 | nan | 0.9069 | 0.9945 | 0.9970 | nan | 0.8453 | 0.9880 | 0.9937 | | 0.0069 | 585.0 | 2340 | 0.0226 | 0.9422 | 0.9661 | 0.9939 | nan | 0.9066 | 0.9947 | 0.9970 | nan | 0.8449 | 0.9880 | 0.9937 | | 0.0062 | 590.0 | 2360 | 0.0226 | 0.9422 | 0.9661 | 0.9939 | nan | 0.9066 | 0.9945 | 0.9970 | nan | 0.8449 | 0.9879 | 0.9937 | | 0.0068 | 595.0 | 2380 | 0.0227 | 0.9418 | 0.9660 | 0.9939 | nan | 0.9066 | 0.9944 | 0.9970 | nan | 0.8439 | 0.9879 | 0.9937 | | 0.0073 | 600.0 | 2400 | 0.0226 | 0.9423 | 0.9658 | 0.9939 | nan | 0.9057 | 0.9946 | 0.9971 | nan | 0.8453 | 0.9880 | 0.9938 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "sidewalk", "road", "else" ]

peldrak/segformer-b2-cityscapes-512-512-finetuned-coastTrain

# segformer-b2-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b2-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5021 - Mean Iou: 0.7220 - Mean Accuracy: 0.8156 - Overall Accuracy: 0.8922 - Accuracy Water: 0.9448 - Accuracy Whitewater: 0.8091 - Accuracy Sediment: 0.8790 - Accuracy Other Natural Terrain: 0.4533 - Accuracy Vegetation: 0.9102 - Accuracy Development: 0.8690 - Accuracy Unknown: 0.8436 - Iou Water: 0.8711 - Iou Whitewater: 0.6804 - Iou Sediment: 0.7651 - Iou Other Natural Terrain: 0.3850 - Iou Vegetation: 0.8221 - Iou Development: 0.7272 - Iou Unknown: 0.8031 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.787 | 0.05 | 20 | 1.7451 | 0.2147 | 0.3262 | 0.4777 | 0.6185 | 0.0860 | 0.0846 | 0.1815 | 0.5588 | 0.2875 | 0.4669 | 0.4702 | 0.0506 | 0.0685 | 0.0507 | 0.3787 | 0.1138 | 0.3702 | | 1.7746 | 0.11 | 40 | 1.4436 | 0.2479 | 0.3556 | 0.6014 | 0.7672 | 0.0229 | 0.0875 | 0.0035 | 0.8426 | 0.4389 | 0.3263 | 0.5998 | 0.0222 | 0.0815 | 0.0032 | 0.4996 | 0.2181 | 0.3109 | | 1.2903 | 0.16 | 60 | 1.2979 | 0.2397 | 0.3353 | 0.6007 | 0.6956 | 0.0042 | 0.0077 | 0.0001 | 0.9693 | 0.2685 | 0.4015 | 0.6141 | 0.0042 | 0.0076 | 0.0001 | 0.4672 | 0.1895 | 0.3955 | | 1.0788 | 0.22 | 80 | 1.1042 | 0.2974 | 0.3958 | 0.6652 | 0.8379 | 0.0216 | 0.0421 | 0.0 | 0.9325 | 0.5449 | 0.3915 | 0.6330 | 0.0214 | 0.0399 | 0.0 | 0.5592 | 0.4392 | 0.3888 | | 1.2327 | 0.27 | 100 | 1.0443 | 0.3122 | 0.4319 | 0.6786 | 0.8489 | 0.0051 | 0.0684 | 0.0 | 0.8716 | 0.8082 | 0.4212 | 0.6788 | 0.0051 | 0.0616 | 0.0 | 0.5650 | 0.4600 | 0.4146 | | 0.9743 | 0.32 | 120 | 1.0467 | 0.3086 | 0.4318 | 0.6727 | 0.8729 | 0.0223 | 0.0857 | 0.0 | 0.8210 | 0.8219 | 0.3991 | 0.6638 | 0.0221 | 0.0792 | 0.0 | 0.5609 | 0.4405 | 0.3933 | | 1.3523 | 0.38 | 140 | 0.9977 | 0.3460 | 0.4516 | 0.6927 | 0.8018 | 0.0103 | 0.3251 | 0.0 | 0.9299 | 0.6331 | 0.4607 | 0.6776 | 0.0102 | 0.2816 | 0.0 | 0.5652 | 0.4337 | 0.4534 | | 1.5842 | 0.43 | 160 | 0.9630 | 0.3344 | 0.4364 | 0.6922 | 0.8314 | 0.0160 | 0.1695 | 0.0 | 0.9392 | 0.6437 | 0.4554 | 0.6748 | 0.0160 | 0.1438 | 0.0 | 0.5828 | 0.4745 | 0.4488 | | 1.1495 | 0.49 | 180 | 0.8370 | 0.3836 | 0.4997 | 0.7319 | 0.8836 | 0.0431 | 0.3798 | 0.0 | 0.8787 | 0.8191 | 0.4941 | 0.7014 | 0.0428 | 0.2777 | 0.0 | 0.6720 | 0.5238 | 0.4678 | | 1.0688 | 0.54 | 200 | 0.8153 | 0.4099 | 0.5310 | 0.7431 | 0.8586 | 0.0917 | 0.6160 | 0.0 | 0.8848 | 0.7896 | 0.4762 | 0.7220 | 0.0911 | 0.4075 | 0.0 | 0.6611 | 0.5243 | 0.4633 | | 0.8115 | 0.59 | 220 | 0.7640 | 0.4494 | 0.5609 | 0.7682 | 0.8853 | 0.1835 | 0.7370 | 0.0 | 0.9071 | 0.7441 | 0.4693 | 0.7483 | 0.1812 | 0.4829 | 0.0 | 0.6828 | 0.5894 | 0.4615 | | 1.296 | 0.65 | 240 | 0.7753 | 0.4354 | 0.5612 | 0.7529 | 0.9069 | 0.2031 | 0.6555 | 0.0 | 0.8088 | 0.8634 | 0.4907 | 0.7342 | 0.2009 | 0.4444 | 0.0 | 0.6592 | 0.5287 | 0.4804 | | 0.9301 | 0.7 | 260 | 0.7915 | 0.4242 | 0.5247 | 0.7468 | 0.8905 | 0.2032 | 0.4557 | 0.0 | 0.9058 | 0.7142 | 0.5036 | 0.7008 | 0.1990 | 0.3367 | 0.0 | 0.6721 | 0.5673 | 0.4932 | | 0.8694 | 0.76 | 280 | 0.7250 | 0.4631 | 0.5672 | 0.7750 | 0.8801 | 0.2532 | 0.7476 | 0.0 | 0.9426 | 0.6637 | 0.4828 | 0.7620 | 0.2453 | 0.5060 | 0.0 | 0.6833 | 0.5708 | 0.4742 | | 0.57 | 0.81 | 300 | 0.7457 | 0.4871 | 0.6086 | 0.7749 | 0.9151 | 0.4670 | 0.7303 | 0.0 | 0.8311 | 0.8134 | 0.5031 | 0.7603 | 0.4066 | 0.5297 | 0.0 | 0.6629 | 0.5569 | 0.4936 | | 2.0205 | 0.86 | 320 | 0.7048 | 0.5012 | 0.6004 | 0.7880 | 0.8996 | 0.4775 | 0.6753 | 0.0 | 0.9375 | 0.6951 | 0.5176 | 0.7725 | 0.4315 | 0.5330 | 0.0 | 0.6864 | 0.5824 | 0.5024 | | 0.7253 | 0.92 | 340 | 0.7645 | 0.4800 | 0.6005 | 0.7730 | 0.8667 | 0.4543 | 0.6547 | 0.0 | 0.9061 | 0.8232 | 0.4988 | 0.7446 | 0.3945 | 0.4732 | 0.0 | 0.6931 | 0.5653 | 0.4895 | | 0.663 | 0.97 | 360 | 0.7004 | 0.4942 | 0.6129 | 0.7842 | 0.8888 | 0.4045 | 0.7830 | 0.0 | 0.8770 | 0.8179 | 0.5192 | 0.7763 | 0.3709 | 0.5740 | 0.0 | 0.6760 | 0.5602 | 0.5020 | | 1.0129 | 1.03 | 380 | 0.7058 | 0.5053 | 0.6166 | 0.7896 | 0.8902 | 0.4584 | 0.7792 | 0.0 | 0.9063 | 0.7753 | 0.5066 | 0.7848 | 0.4078 | 0.5645 | 0.0 | 0.6762 | 0.6089 | 0.4952 | | 0.9327 | 1.08 | 400 | 0.6887 | 0.4964 | 0.6035 | 0.7899 | 0.9216 | 0.3947 | 0.7036 | 0.0 | 0.8904 | 0.8048 | 0.5097 | 0.7764 | 0.3729 | 0.5398 | 0.0 | 0.6936 | 0.5932 | 0.4986 | | 0.6272 | 1.14 | 420 | 0.6560 | 0.5223 | 0.6331 | 0.8024 | 0.9212 | 0.4949 | 0.7814 | 0.0 | 0.8861 | 0.8184 | 0.5297 | 0.7897 | 0.4461 | 0.5552 | 0.0 | 0.7105 | 0.6406 | 0.5143 | | 0.5071 | 1.19 | 440 | 0.6601 | 0.5251 | 0.6447 | 0.8041 | 0.9126 | 0.6030 | 0.8146 | 0.0 | 0.9028 | 0.7737 | 0.5062 | 0.8024 | 0.4839 | 0.5625 | 0.0 | 0.7192 | 0.6152 | 0.4930 | | 0.3687 | 1.24 | 460 | 0.6691 | 0.5030 | 0.6082 | 0.7877 | 0.9202 | 0.5073 | 0.6562 | 0.0 | 0.9017 | 0.7859 | 0.4858 | 0.7629 | 0.4445 | 0.5278 | 0.0 | 0.7015 | 0.6369 | 0.4475 | | 0.5507 | 1.3 | 480 | 0.6765 | 0.5274 | 0.6499 | 0.8021 | 0.9022 | 0.6250 | 0.8276 | 0.0 | 0.8970 | 0.7920 | 0.5055 | 0.7987 | 0.4978 | 0.5671 | 0.0 | 0.7131 | 0.6394 | 0.4762 | | 0.9888 | 1.35 | 500 | 0.6409 | 0.5287 | 0.6349 | 0.8067 | 0.9215 | 0.5867 | 0.7872 | 0.0 | 0.9273 | 0.7122 | 0.5095 | 0.8020 | 0.4854 | 0.5973 | 0.0 | 0.7145 | 0.6112 | 0.4905 | | 0.4821 | 1.41 | 520 | 0.6645 | 0.5259 | 0.6548 | 0.8033 | 0.8938 | 0.5723 | 0.8744 | 0.0 | 0.8843 | 0.8459 | 0.5127 | 0.8101 | 0.4667 | 0.5869 | 0.0 | 0.7051 | 0.6129 | 0.4997 | | 0.403 | 1.46 | 540 | 0.6780 | 0.5145 | 0.6179 | 0.7955 | 0.9107 | 0.5659 | 0.6498 | 0.0 | 0.9313 | 0.7441 | 0.5233 | 0.7904 | 0.4691 | 0.5218 | 0.0 | 0.6898 | 0.6216 | 0.5084 | | 0.44 | 1.51 | 560 | 0.6093 | 0.5408 | 0.6661 | 0.8059 | 0.8772 | 0.6819 | 0.8474 | 0.0 | 0.8984 | 0.7658 | 0.5919 | 0.7826 | 0.5138 | 0.5877 | 0.0 | 0.7165 | 0.6415 | 0.5436 | | 0.4709 | 1.57 | 580 | 0.6535 | 0.5384 | 0.6455 | 0.8069 | 0.9184 | 0.6097 | 0.7514 | 0.0 | 0.9075 | 0.8113 | 0.5202 | 0.7923 | 0.5011 | 0.6161 | 0.0 | 0.6991 | 0.6518 | 0.5081 | | 0.6455 | 1.62 | 600 | 0.6673 | 0.5396 | 0.6714 | 0.8101 | 0.9005 | 0.7166 | 0.8494 | 0.0 | 0.8997 | 0.8311 | 0.5026 | 0.8055 | 0.5104 | 0.5743 | 0.0 | 0.7271 | 0.6684 | 0.4917 | | 0.3516 | 1.68 | 620 | 0.6172 | 0.5556 | 0.6779 | 0.8138 | 0.9075 | 0.6987 | 0.8170 | 0.0 | 0.8722 | 0.8718 | 0.5777 | 0.7940 | 0.5400 | 0.6491 | 0.0 | 0.7076 | 0.6536 | 0.5447 | | 0.4514 | 1.73 | 640 | 0.5832 | 0.5600 | 0.6605 | 0.8194 | 0.9098 | 0.6739 | 0.7684 | 0.0 | 0.9331 | 0.7268 | 0.6118 | 0.8019 | 0.5542 | 0.6434 | 0.0 | 0.7165 | 0.6245 | 0.5797 | | 1.1045 | 1.78 | 660 | 0.5980 | 0.5523 | 0.6907 | 0.8158 | 0.8790 | 0.7558 | 0.8415 | 0.0 | 0.8884 | 0.8548 | 0.6153 | 0.8138 | 0.5171 | 0.6138 | 0.0 | 0.7172 | 0.6202 | 0.5841 | | 1.0857 | 1.84 | 680 | 0.5735 | 0.5579 | 0.6732 | 0.8227 | 0.9312 | 0.6579 | 0.7872 | 0.0 | 0.8865 | 0.8613 | 0.5885 | 0.8056 | 0.4950 | 0.6448 | 0.0 | 0.7330 | 0.6704 | 0.5564 | | 0.5061 | 1.89 | 700 | 0.6274 | 0.5665 | 0.6886 | 0.8206 | 0.8722 | 0.6775 | 0.8703 | 0.0 | 0.9003 | 0.8563 | 0.6435 | 0.7985 | 0.5661 | 0.6134 | 0.0 | 0.7288 | 0.6652 | 0.5937 | | 0.7888 | 1.95 | 720 | 0.5690 | 0.5669 | 0.6804 | 0.8229 | 0.8971 | 0.6814 | 0.8073 | 0.0 | 0.9026 | 0.8185 | 0.6561 | 0.7929 | 0.5396 | 0.6278 | 0.0 | 0.7310 | 0.6639 | 0.6129 | | 1.8395 | 2.0 | 740 | 0.6331 | 0.5456 | 0.6792 | 0.8146 | 0.9001 | 0.7465 | 0.7818 | 0.0 | 0.9014 | 0.8823 | 0.5425 | 0.8112 | 0.5072 | 0.6227 | 0.0 | 0.7281 | 0.6350 | 0.5147 | | 0.4154 | 2.05 | 760 | 0.6126 | 0.5365 | 0.6573 | 0.8082 | 0.9036 | 0.6799 | 0.8385 | 0.0 | 0.9220 | 0.7777 | 0.4793 | 0.8001 | 0.5236 | 0.6053 | 0.0 | 0.7250 | 0.6409 | 0.4609 | | 0.5624 | 2.11 | 780 | 0.5930 | 0.5436 | 0.6706 | 0.8127 | 0.9230 | 0.7030 | 0.7669 | 0.0 | 0.8795 | 0.8923 | 0.5295 | 0.8094 | 0.5154 | 0.6514 | 0.0 | 0.7210 | 0.6087 | 0.4996 | | 0.4807 | 2.16 | 800 | 0.5858 | 0.5666 | 0.6818 | 0.8273 | 0.9333 | 0.6743 | 0.8472 | 0.0 | 0.8734 | 0.8049 | 0.6398 | 0.8080 | 0.5238 | 0.6303 | 0.0 | 0.7436 | 0.6695 | 0.5910 | | 1.4391 | 2.22 | 820 | 0.5524 | 0.5733 | 0.6995 | 0.8301 | 0.8987 | 0.8141 | 0.7707 | 0.0 | 0.9143 | 0.8380 | 0.6603 | 0.8248 | 0.5716 | 0.6372 | 0.0 | 0.7438 | 0.6331 | 0.6025 | | 0.3062 | 2.27 | 840 | 0.5916 | 0.5487 | 0.6835 | 0.8193 | 0.9103 | 0.7125 | 0.8533 | 0.0001 | 0.8791 | 0.8389 | 0.5900 | 0.8239 | 0.4652 | 0.6134 | 0.0001 | 0.7317 | 0.6638 | 0.5430 | | 0.7697 | 2.32 | 860 | 0.5773 | 0.5675 | 0.7019 | 0.8266 | 0.9152 | 0.7578 | 0.8611 | 0.0000 | 0.8567 | 0.8792 | 0.6435 | 0.8301 | 0.5682 | 0.6033 | 0.0000 | 0.7393 | 0.6357 | 0.5957 | | 0.2767 | 2.38 | 880 | 0.5867 | 0.5533 | 0.6832 | 0.8213 | 0.9149 | 0.7902 | 0.7978 | 0.0000 | 0.9146 | 0.8276 | 0.5371 | 0.8250 | 0.5195 | 0.6408 | 0.0000 | 0.7350 | 0.6383 | 0.5147 | | 0.893 | 2.43 | 900 | 0.5856 | 0.5741 | 0.6887 | 0.8299 | 0.9008 | 0.6935 | 0.8431 | 0.0000 | 0.9209 | 0.8590 | 0.6033 | 0.8302 | 0.5565 | 0.6647 | 0.0000 | 0.7270 | 0.6621 | 0.5779 | | 1.127 | 2.49 | 920 | 0.5624 | 0.5747 | 0.6871 | 0.8311 | 0.9104 | 0.6452 | 0.8488 | 0.0 | 0.8964 | 0.8526 | 0.6560 | 0.8290 | 0.5516 | 0.6330 | 0.0 | 0.7330 | 0.6755 | 0.6010 | | 0.5106 | 2.54 | 940 | 0.5526 | 0.5947 | 0.7097 | 0.8419 | 0.9227 | 0.7570 | 0.7971 | 0.0 | 0.8821 | 0.8716 | 0.7374 | 0.8343 | 0.6048 | 0.6494 | 0.0 | 0.7507 | 0.6722 | 0.6513 | | 0.5673 | 2.59 | 960 | 0.5808 | 0.5814 | 0.6993 | 0.8307 | 0.9193 | 0.8187 | 0.8230 | 0.0 | 0.9025 | 0.8298 | 0.6018 | 0.8186 | 0.6177 | 0.6727 | 0.0 | 0.7401 | 0.6705 | 0.5505 | | 0.2812 | 2.65 | 980 | 0.5844 | 0.5767 | 0.6963 | 0.8322 | 0.9192 | 0.7772 | 0.8339 | 0.0 | 0.9157 | 0.8657 | 0.5622 | 0.8439 | 0.5988 | 0.6983 | 0.0 | 0.7359 | 0.6178 | 0.5421 | | 0.3997 | 2.7 | 1000 | 0.5592 | 0.5753 | 0.7015 | 0.8336 | 0.9208 | 0.7436 | 0.8771 | 0.0024 | 0.8816 | 0.8458 | 0.6392 | 0.8422 | 0.5628 | 0.6606 | 0.0024 | 0.7434 | 0.6223 | 0.5932 | | 0.4418 | 2.76 | 1020 | 0.5588 | 0.5808 | 0.6974 | 0.8353 | 0.9253 | 0.6771 | 0.8522 | 0.0023 | 0.8698 | 0.8639 | 0.6915 | 0.8175 | 0.5595 | 0.6643 | 0.0023 | 0.7545 | 0.6370 | 0.6305 | | 0.2278 | 2.81 | 1040 | 0.5760 | 0.5741 | 0.6992 | 0.8274 | 0.8871 | 0.6410 | 0.8781 | 0.0004 | 0.8510 | 0.8692 | 0.7677 | 0.8233 | 0.5270 | 0.6855 | 0.0004 | 0.7279 | 0.6705 | 0.5841 | | 0.5887 | 2.86 | 1060 | 0.6881 | 0.5591 | 0.6685 | 0.8232 | 0.9152 | 0.6264 | 0.8586 | 0.0 | 0.9256 | 0.8308 | 0.5227 | 0.8226 | 0.5157 | 0.6556 | 0.0 | 0.7232 | 0.6867 | 0.5095 | | 0.4553 | 2.92 | 1080 | 0.5963 | 0.5627 | 0.6950 | 0.8243 | 0.9335 | 0.8256 | 0.8174 | 0.0000 | 0.8854 | 0.8907 | 0.5122 | 0.8168 | 0.5449 | 0.6832 | 0.0000 | 0.7393 | 0.6600 | 0.4949 | | 0.2984 | 2.97 | 1100 | 0.5930 | 0.5680 | 0.6781 | 0.8260 | 0.9254 | 0.6883 | 0.8650 | 0.0 | 0.9185 | 0.8502 | 0.4995 | 0.8099 | 0.5640 | 0.6698 | 0.0 | 0.7382 | 0.7000 | 0.4940 | | 0.3967 | 3.03 | 1120 | 0.5804 | 0.5839 | 0.7108 | 0.8333 | 0.9254 | 0.8007 | 0.8812 | 0.0129 | 0.8713 | 0.8776 | 0.6068 | 0.8104 | 0.5881 | 0.6580 | 0.0129 | 0.7562 | 0.6913 | 0.5706 | | 1.268 | 3.08 | 1140 | 0.5496 | 0.5890 | 0.6962 | 0.8400 | 0.9202 | 0.6909 | 0.7891 | 0.0 | 0.9068 | 0.8737 | 0.6926 | 0.8248 | 0.5569 | 0.6887 | 0.0 | 0.7468 | 0.6594 | 0.6465 | | 0.6241 | 3.14 | 1160 | 0.5864 | 0.5894 | 0.7051 | 0.8377 | 0.9105 | 0.8164 | 0.8183 | 0.0001 | 0.9309 | 0.8584 | 0.6012 | 0.8392 | 0.6190 | 0.6808 | 0.0001 | 0.7394 | 0.6653 | 0.5819 | | 0.3563 | 3.19 | 1180 | 0.6123 | 0.5754 | 0.6866 | 0.8321 | 0.9313 | 0.6944 | 0.8277 | 0.0001 | 0.9010 | 0.8596 | 0.5919 | 0.8300 | 0.5669 | 0.6401 | 0.0001 | 0.7354 | 0.6819 | 0.5737 | | 0.2633 | 3.24 | 1200 | 0.5683 | 0.5970 | 0.7159 | 0.8408 | 0.9265 | 0.7814 | 0.8266 | 0.0134 | 0.8744 | 0.9090 | 0.6802 | 0.8419 | 0.6303 | 0.6722 | 0.0134 | 0.7409 | 0.6450 | 0.6352 | | 0.4295 | 3.3 | 1220 | 0.5305 | 0.6022 | 0.7131 | 0.8490 | 0.9116 | 0.6722 | 0.8576 | 0.0128 | 0.8965 | 0.8791 | 0.7623 | 0.8398 | 0.5683 | 0.6798 | 0.0128 | 0.7638 | 0.6719 | 0.6791 | | 0.3334 | 3.35 | 1240 | 0.4919 | 0.6127 | 0.7236 | 0.8523 | 0.9158 | 0.7832 | 0.8391 | 0.0239 | 0.9132 | 0.8534 | 0.7368 | 0.8382 | 0.5938 | 0.6918 | 0.0239 | 0.7649 | 0.6929 | 0.6833 | | 0.8576 | 3.41 | 1260 | 0.5363 | 0.6047 | 0.7090 | 0.8475 | 0.9223 | 0.7324 | 0.8359 | 0.0104 | 0.9169 | 0.8586 | 0.6863 | 0.8342 | 0.6118 | 0.6977 | 0.0104 | 0.7595 | 0.6751 | 0.6443 | | 0.6485 | 3.46 | 1280 | 0.5941 | 0.5796 | 0.6994 | 0.8318 | 0.9043 | 0.6889 | 0.8987 | 0.0223 | 0.8900 | 0.8443 | 0.6473 | 0.8264 | 0.5723 | 0.6546 | 0.0222 | 0.7414 | 0.6414 | 0.5985 | | 0.4796 | 3.51 | 1300 | 0.5303 | 0.6263 | 0.7444 | 0.8595 | 0.9162 | 0.7860 | 0.8811 | 0.0254 | 0.8712 | 0.9022 | 0.8287 | 0.8486 | 0.6127 | 0.7157 | 0.0254 | 0.7683 | 0.6806 | 0.7328 | | 0.5067 | 3.57 | 1320 | 0.5371 | 0.6036 | 0.7114 | 0.8453 | 0.9382 | 0.7605 | 0.8227 | 0.0136 | 0.8967 | 0.9103 | 0.6380 | 0.8428 | 0.6297 | 0.6921 | 0.0135 | 0.7449 | 0.6875 | 0.6144 | | 0.5053 | 3.62 | 1340 | 0.5882 | 0.5926 | 0.6828 | 0.8426 | 0.9367 | 0.6589 | 0.8258 | 0.0219 | 0.9429 | 0.7536 | 0.6396 | 0.8276 | 0.5632 | 0.6848 | 0.0218 | 0.7536 | 0.6803 | 0.6171 | | 0.4843 | 3.68 | 1360 | 0.5507 | 0.5897 | 0.7164 | 0.8371 | 0.9244 | 0.8326 | 0.8351 | 0.0263 | 0.8894 | 0.9080 | 0.5991 | 0.8454 | 0.6275 | 0.6905 | 0.0262 | 0.7462 | 0.6206 | 0.5716 | | 0.8689 | 3.73 | 1380 | 0.5376 | 0.5943 | 0.7094 | 0.8400 | 0.9317 | 0.7549 | 0.8565 | 0.0364 | 0.8956 | 0.8851 | 0.6053 | 0.8419 | 0.6162 | 0.6949 | 0.0360 | 0.7504 | 0.6494 | 0.5713 | | 0.3403 | 3.78 | 1400 | 0.5378 | 0.5974 | 0.7130 | 0.8443 | 0.9082 | 0.6849 | 0.8510 | 0.0327 | 0.8935 | 0.8898 | 0.7309 | 0.8454 | 0.5779 | 0.7062 | 0.0323 | 0.7636 | 0.6350 | 0.6216 | | 0.2871 | 3.84 | 1420 | 0.5867 | 0.5853 | 0.7072 | 0.8322 | 0.9207 | 0.7519 | 0.8463 | 0.0362 | 0.8744 | 0.8990 | 0.6220 | 0.8366 | 0.6133 | 0.6878 | 0.0358 | 0.7380 | 0.6280 | 0.5578 | | 0.9867 | 3.89 | 1440 | 0.5237 | 0.6300 | 0.7342 | 0.8620 | 0.9353 | 0.8254 | 0.8431 | 0.0233 | 0.9053 | 0.8190 | 0.7876 | 0.8467 | 0.6401 | 0.7014 | 0.0233 | 0.7768 | 0.6945 | 0.7271 | | 0.9706 | 3.95 | 1460 | 0.5224 | 0.6152 | 0.7165 | 0.8533 | 0.9262 | 0.7196 | 0.8428 | 0.0272 | 0.9121 | 0.8622 | 0.7252 | 0.8476 | 0.5956 | 0.7172 | 0.0269 | 0.7554 | 0.6992 | 0.6644 | | 0.3828 | 4.0 | 1480 | 0.5522 | 0.6025 | 0.7113 | 0.8444 | 0.8774 | 0.6191 | 0.8897 | 0.0274 | 0.9048 | 0.8524 | 0.8081 | 0.8102 | 0.5483 | 0.7127 | 0.0269 | 0.7729 | 0.7045 | 0.6418 | | 0.3948 | 4.05 | 1500 | 0.5806 | 0.5967 | 0.7052 | 0.8401 | 0.9333 | 0.7006 | 0.8889 | 0.0456 | 0.8946 | 0.8704 | 0.6027 | 0.8297 | 0.5863 | 0.6943 | 0.0450 | 0.7459 | 0.6990 | 0.5765 | | 0.2947 | 4.11 | 1520 | 0.5770 | 0.6112 | 0.7208 | 0.8456 | 0.9404 | 0.7523 | 0.8408 | 0.0724 | 0.8768 | 0.8954 | 0.6677 | 0.8236 | 0.6205 | 0.6835 | 0.0694 | 0.7634 | 0.6877 | 0.6303 | | 0.5195 | 4.16 | 1540 | 0.5252 | 0.6303 | 0.7224 | 0.8644 | 0.9284 | 0.7117 | 0.8151 | 0.0433 | 0.9329 | 0.8172 | 0.8084 | 0.8476 | 0.5945 | 0.6907 | 0.0420 | 0.7856 | 0.7130 | 0.7389 | | 0.3633 | 4.22 | 1560 | 0.5587 | 0.6272 | 0.7398 | 0.8585 | 0.9213 | 0.7266 | 0.8699 | 0.0764 | 0.8732 | 0.8881 | 0.8232 | 0.8456 | 0.5813 | 0.7077 | 0.0727 | 0.7739 | 0.7036 | 0.7053 | | 0.9574 | 4.27 | 1580 | 0.5696 | 0.6185 | 0.7273 | 0.8522 | 0.9219 | 0.6968 | 0.8716 | 0.0638 | 0.8787 | 0.8981 | 0.7605 | 0.8418 | 0.5900 | 0.6967 | 0.0609 | 0.7567 | 0.7022 | 0.6815 | | 0.1326 | 4.32 | 1600 | 0.5247 | 0.6255 | 0.7265 | 0.8550 | 0.9344 | 0.7191 | 0.8723 | 0.0888 | 0.9039 | 0.8729 | 0.6940 | 0.8465 | 0.5978 | 0.7157 | 0.0853 | 0.7574 | 0.7166 | 0.6596 | | 0.4631 | 4.38 | 1620 | 0.5271 | 0.6477 | 0.7457 | 0.8600 | 0.9113 | 0.7095 | 0.8641 | 0.2124 | 0.9202 | 0.8359 | 0.7667 | 0.8492 | 0.5950 | 0.7392 | 0.1890 | 0.7620 | 0.7124 | 0.6868 | | 0.3529 | 4.43 | 1640 | 0.4991 | 0.6592 | 0.7500 | 0.8692 | 0.9209 | 0.6656 | 0.8689 | 0.2345 | 0.9237 | 0.8109 | 0.8253 | 0.8525 | 0.5746 | 0.7358 | 0.2240 | 0.7807 | 0.7041 | 0.7424 | | 0.2564 | 4.49 | 1660 | 0.5079 | 0.6458 | 0.7439 | 0.8651 | 0.9281 | 0.7152 | 0.8535 | 0.1515 | 0.9058 | 0.8462 | 0.8069 | 0.8456 | 0.5941 | 0.6887 | 0.1461 | 0.7786 | 0.7032 | 0.7646 | | 0.1471 | 4.54 | 1680 | 0.5641 | 0.6209 | 0.7447 | 0.8526 | 0.9232 | 0.7964 | 0.8833 | 0.0940 | 0.8668 | 0.9092 | 0.7401 | 0.8475 | 0.6357 | 0.6723 | 0.0895 | 0.7793 | 0.6316 | 0.6902 | | 0.1997 | 4.59 | 1700 | 0.4899 | 0.6563 | 0.7565 | 0.8653 | 0.9470 | 0.7244 | 0.8462 | 0.2409 | 0.8728 | 0.8523 | 0.8119 | 0.8438 | 0.6032 | 0.6888 | 0.2184 | 0.7789 | 0.7115 | 0.7494 | | 0.2245 | 4.65 | 1720 | 0.4435 | 0.6780 | 0.7710 | 0.8764 | 0.9280 | 0.7736 | 0.8614 | 0.2390 | 0.9212 | 0.8621 | 0.8117 | 0.8529 | 0.6433 | 0.7457 | 0.2220 | 0.7936 | 0.7105 | 0.7783 | | 0.7756 | 4.7 | 1740 | 0.4811 | 0.6516 | 0.7530 | 0.8696 | 0.9265 | 0.7816 | 0.9056 | 0.1070 | 0.9025 | 0.8191 | 0.8285 | 0.8528 | 0.6400 | 0.6958 | 0.1031 | 0.7889 | 0.7235 | 0.7572 | | 0.307 | 4.76 | 1760 | 0.5266 | 0.6311 | 0.7547 | 0.8565 | 0.9215 | 0.8256 | 0.9053 | 0.1336 | 0.8784 | 0.8872 | 0.7312 | 0.8500 | 0.6479 | 0.6715 | 0.1267 | 0.7882 | 0.6435 | 0.6898 | | 0.4766 | 4.81 | 1780 | 0.4891 | 0.6561 | 0.7619 | 0.8644 | 0.9377 | 0.6778 | 0.8795 | 0.3009 | 0.8784 | 0.8941 | 0.7651 | 0.8480 | 0.5766 | 0.7330 | 0.2586 | 0.7842 | 0.6774 | 0.7148 | | 0.2988 | 4.86 | 1800 | 0.4536 | 0.6566 | 0.7576 | 0.8706 | 0.9316 | 0.7662 | 0.8676 | 0.1472 | 0.8977 | 0.8713 | 0.8213 | 0.8533 | 0.6163 | 0.7200 | 0.1361 | 0.7843 | 0.7173 | 0.7687 | | 1.063 | 4.92 | 1820 | 0.4507 | 0.6729 | 0.7708 | 0.8736 | 0.9221 | 0.7607 | 0.8602 | 0.2617 | 0.9208 | 0.8701 | 0.8002 | 0.8532 | 0.6105 | 0.7336 | 0.2412 | 0.7874 | 0.7052 | 0.7793 | | 0.3698 | 4.97 | 1840 | 0.4328 | 0.6838 | 0.7911 | 0.8733 | 0.9282 | 0.8086 | 0.8443 | 0.3619 | 0.8951 | 0.9032 | 0.7960 | 0.8579 | 0.6388 | 0.7495 | 0.3105 | 0.7860 | 0.6998 | 0.7439 | | 0.2845 | 5.03 | 1860 | 0.4597 | 0.6676 | 0.7699 | 0.8743 | 0.9417 | 0.8318 | 0.8597 | 0.1995 | 0.9069 | 0.8742 | 0.7756 | 0.8582 | 0.6454 | 0.7099 | 0.1795 | 0.7963 | 0.7168 | 0.7668 | | 0.4496 | 5.08 | 1880 | 0.4331 | 0.6861 | 0.7862 | 0.8774 | 0.9382 | 0.8165 | 0.8586 | 0.3196 | 0.9079 | 0.8793 | 0.7832 | 0.8554 | 0.6575 | 0.7385 | 0.2652 | 0.8001 | 0.7212 | 0.7644 | | 0.3292 | 5.14 | 1900 | 0.4828 | 0.6682 | 0.7751 | 0.8693 | 0.9194 | 0.8145 | 0.8619 | 0.2450 | 0.8949 | 0.8620 | 0.8280 | 0.8477 | 0.6438 | 0.7319 | 0.2148 | 0.7890 | 0.7272 | 0.7232 | | 0.2141 | 5.19 | 1920 | 0.4936 | 0.6665 | 0.7758 | 0.8688 | 0.9165 | 0.8014 | 0.8762 | 0.2428 | 0.8913 | 0.8797 | 0.8227 | 0.8475 | 0.6373 | 0.7300 | 0.2112 | 0.7885 | 0.7206 | 0.7302 | | 0.465 | 5.24 | 1940 | 0.4780 | 0.6826 | 0.7880 | 0.8749 | 0.9202 | 0.8143 | 0.8578 | 0.3009 | 0.8973 | 0.8854 | 0.8403 | 0.8528 | 0.6344 | 0.7550 | 0.2764 | 0.7908 | 0.7177 | 0.7511 | | 0.1885 | 5.3 | 1960 | 0.4669 | 0.6728 | 0.7757 | 0.8690 | 0.9265 | 0.7611 | 0.9001 | 0.2881 | 0.8939 | 0.9006 | 0.7596 | 0.8565 | 0.6417 | 0.7504 | 0.2596 | 0.7732 | 0.7176 | 0.7106 | | 0.3611 | 5.35 | 1980 | 0.4535 | 0.6836 | 0.7834 | 0.8767 | 0.9306 | 0.8179 | 0.8958 | 0.2917 | 0.9099 | 0.8356 | 0.8027 | 0.8590 | 0.6464 | 0.7409 | 0.2621 | 0.7902 | 0.7241 | 0.7624 | | 0.25 | 5.41 | 2000 | 0.5061 | 0.6592 | 0.7547 | 0.8691 | 0.9288 | 0.6978 | 0.8452 | 0.2238 | 0.9071 | 0.8599 | 0.8198 | 0.8546 | 0.6031 | 0.7431 | 0.2093 | 0.7872 | 0.6939 | 0.7229 | | 0.7475 | 5.46 | 2020 | 0.5061 | 0.6613 | 0.7687 | 0.8697 | 0.9297 | 0.7892 | 0.8843 | 0.1933 | 0.8793 | 0.8688 | 0.8360 | 0.8525 | 0.6342 | 0.7140 | 0.1712 | 0.7864 | 0.7186 | 0.7524 | | 0.187 | 5.51 | 2040 | 0.4465 | 0.6729 | 0.7742 | 0.8735 | 0.9266 | 0.7831 | 0.8658 | 0.2563 | 0.9069 | 0.8683 | 0.8121 | 0.8547 | 0.6292 | 0.7376 | 0.2335 | 0.7911 | 0.7100 | 0.7543 | | 0.3565 | 5.57 | 2060 | 0.4568 | 0.6656 | 0.7674 | 0.8691 | 0.9399 | 0.7226 | 0.8659 | 0.2747 | 0.8853 | 0.9102 | 0.7734 | 0.8507 | 0.6163 | 0.7186 | 0.2411 | 0.7863 | 0.7030 | 0.7430 | | 0.325 | 5.62 | 2080 | 0.4735 | 0.6740 | 0.7839 | 0.8606 | 0.8804 | 0.7749 | 0.8525 | 0.4185 | 0.9142 | 0.8114 | 0.8357 | 0.8192 | 0.6425 | 0.7423 | 0.3374 | 0.7871 | 0.6979 | 0.6912 | | 0.1944 | 5.68 | 2100 | 0.4866 | 0.6649 | 0.7787 | 0.8632 | 0.8985 | 0.8232 | 0.8408 | 0.2915 | 0.8991 | 0.8778 | 0.8203 | 0.8268 | 0.6249 | 0.7415 | 0.2621 | 0.7905 | 0.7005 | 0.7077 | | 0.164 | 5.73 | 2120 | 0.4597 | 0.6853 | 0.7853 | 0.8760 | 0.9239 | 0.8008 | 0.8658 | 0.3509 | 0.9173 | 0.8076 | 0.8305 | 0.8560 | 0.6401 | 0.7535 | 0.2936 | 0.7944 | 0.6925 | 0.7667 | | 0.4798 | 5.78 | 2140 | 0.5149 | 0.6618 | 0.7591 | 0.8643 | 0.9346 | 0.7675 | 0.8401 | 0.3216 | 0.9315 | 0.8207 | 0.6974 | 0.8552 | 0.6219 | 0.7541 | 0.2708 | 0.7753 | 0.6800 | 0.6751 | | 0.1933 | 5.84 | 2160 | 0.5182 | 0.6699 | 0.7772 | 0.8673 | 0.9487 | 0.7200 | 0.9023 | 0.3454 | 0.8594 | 0.9088 | 0.7555 | 0.8466 | 0.6131 | 0.7301 | 0.2953 | 0.7827 | 0.6851 | 0.7365 | | 0.2195 | 5.89 | 2180 | 0.5167 | 0.6635 | 0.7661 | 0.8644 | 0.9162 | 0.7589 | 0.8719 | 0.3231 | 0.9275 | 0.8388 | 0.7263 | 0.8476 | 0.6111 | 0.7335 | 0.2869 | 0.7785 | 0.6880 | 0.6989 | | 0.3676 | 5.95 | 2200 | 0.4548 | 0.6880 | 0.8003 | 0.8745 | 0.9253 | 0.8300 | 0.8691 | 0.4255 | 0.8987 | 0.8503 | 0.8032 | 0.8582 | 0.6511 | 0.7390 | 0.3305 | 0.7952 | 0.6797 | 0.7621 | | 1.208 | 6.0 | 2220 | 0.4922 | 0.6741 | 0.7848 | 0.8672 | 0.9445 | 0.8033 | 0.8567 | 0.3728 | 0.8709 | 0.8841 | 0.7610 | 0.8474 | 0.6511 | 0.7163 | 0.3135 | 0.7870 | 0.6646 | 0.7390 | | 0.316 | 6.05 | 2240 | 0.4775 | 0.6782 | 0.7781 | 0.8723 | 0.9340 | 0.8023 | 0.8426 | 0.3345 | 0.9132 | 0.8394 | 0.7807 | 0.8543 | 0.6556 | 0.7225 | 0.2905 | 0.7928 | 0.6794 | 0.7523 | | 0.2564 | 6.11 | 2260 | 0.4697 | 0.6825 | 0.7959 | 0.8734 | 0.9304 | 0.8437 | 0.8772 | 0.4049 | 0.9016 | 0.8333 | 0.7801 | 0.8609 | 0.6482 | 0.7323 | 0.3276 | 0.7998 | 0.6648 | 0.7434 | | 0.2638 | 6.16 | 2280 | 0.4605 | 0.6786 | 0.7889 | 0.8721 | 0.9349 | 0.7914 | 0.8772 | 0.3591 | 0.8843 | 0.8955 | 0.7800 | 0.8637 | 0.6505 | 0.7390 | 0.2879 | 0.7880 | 0.6748 | 0.7466 | | 0.3469 | 6.22 | 2300 | 0.4692 | 0.6621 | 0.7767 | 0.8671 | 0.9353 | 0.8310 | 0.8786 | 0.2901 | 0.8922 | 0.8676 | 0.7420 | 0.8584 | 0.6324 | 0.7362 | 0.2502 | 0.7920 | 0.6566 | 0.7088 | | 0.2403 | 6.27 | 2320 | 0.4784 | 0.6668 | 0.7703 | 0.8667 | 0.9451 | 0.8032 | 0.8432 | 0.3370 | 0.9072 | 0.8384 | 0.7180 | 0.8590 | 0.6517 | 0.7333 | 0.2880 | 0.7861 | 0.6552 | 0.6943 | | 0.2333 | 6.32 | 2340 | 0.5160 | 0.6561 | 0.7653 | 0.8577 | 0.9381 | 0.7845 | 0.8454 | 0.3368 | 0.8969 | 0.9095 | 0.6458 | 0.8593 | 0.6594 | 0.7223 | 0.2832 | 0.7619 | 0.6784 | 0.6285 | | 0.2887 | 6.38 | 2360 | 0.4777 | 0.6830 | 0.8061 | 0.8696 | 0.9281 | 0.8454 | 0.8522 | 0.4299 | 0.8610 | 0.9223 | 0.8040 | 0.8627 | 0.6516 | 0.7322 | 0.3358 | 0.7759 | 0.6511 | 0.7718 | | 0.2792 | 6.43 | 2380 | 0.4690 | 0.6982 | 0.8100 | 0.8770 | 0.9419 | 0.8185 | 0.8761 | 0.4700 | 0.8681 | 0.8732 | 0.8220 | 0.8577 | 0.6566 | 0.7328 | 0.3636 | 0.7898 | 0.6983 | 0.7884 | | 0.8269 | 6.49 | 2400 | 0.4992 | 0.6743 | 0.7784 | 0.8622 | 0.9019 | 0.7832 | 0.8803 | 0.3721 | 0.9167 | 0.8506 | 0.7438 | 0.8334 | 0.6590 | 0.7567 | 0.3282 | 0.7803 | 0.7055 | 0.6569 | | 0.2425 | 6.54 | 2420 | 0.4863 | 0.6823 | 0.8024 | 0.8650 | 0.8650 | 0.8212 | 0.8750 | 0.4033 | 0.8974 | 0.8546 | 0.9005 | 0.8145 | 0.6445 | 0.7457 | 0.3422 | 0.8011 | 0.7142 | 0.7141 | | 0.2416 | 6.59 | 2440 | 0.4300 | 0.7009 | 0.7999 | 0.8811 | 0.9379 | 0.7844 | 0.8409 | 0.4298 | 0.8997 | 0.8686 | 0.8378 | 0.8600 | 0.6514 | 0.7503 | 0.3540 | 0.8007 | 0.7090 | 0.7811 | | 0.3013 | 6.65 | 2460 | 0.4562 | 0.6970 | 0.7983 | 0.8794 | 0.9264 | 0.8061 | 0.8855 | 0.3964 | 0.9088 | 0.8433 | 0.8214 | 0.8609 | 0.6628 | 0.7419 | 0.3312 | 0.7952 | 0.6994 | 0.7877 | | 0.1874 | 6.7 | 2480 | 0.4734 | 0.6845 | 0.7999 | 0.8742 | 0.9240 | 0.8594 | 0.8730 | 0.3916 | 0.8978 | 0.8491 | 0.8046 | 0.8566 | 0.6400 | 0.7417 | 0.3000 | 0.7946 | 0.6852 | 0.7732 | | 0.4846 | 6.76 | 2500 | 0.4826 | 0.6884 | 0.7909 | 0.8751 | 0.9291 | 0.7870 | 0.8749 | 0.3714 | 0.8917 | 0.8457 | 0.8362 | 0.8481 | 0.6514 | 0.7483 | 0.3141 | 0.7974 | 0.7031 | 0.7566 | | 0.3205 | 6.81 | 2520 | 0.4955 | 0.6903 | 0.8003 | 0.8751 | 0.9266 | 0.8166 | 0.8752 | 0.4138 | 0.8909 | 0.8610 | 0.8179 | 0.8567 | 0.6509 | 0.7427 | 0.3343 | 0.7937 | 0.6990 | 0.7545 | | 0.1754 | 6.86 | 2540 | 0.4677 | 0.6893 | 0.7897 | 0.8769 | 0.9298 | 0.7852 | 0.8667 | 0.3591 | 0.9014 | 0.8612 | 0.8245 | 0.8567 | 0.6530 | 0.7429 | 0.3109 | 0.7967 | 0.7049 | 0.7599 | | 0.34 | 6.92 | 2560 | 0.4733 | 0.6936 | 0.7990 | 0.8792 | 0.9355 | 0.7980 | 0.8614 | 0.3901 | 0.8887 | 0.8840 | 0.8350 | 0.8573 | 0.6356 | 0.7352 | 0.3258 | 0.7994 | 0.7063 | 0.7956 | | 0.2217 | 6.97 | 2580 | 0.4885 | 0.6884 | 0.7863 | 0.8776 | 0.9377 | 0.7237 | 0.8399 | 0.3762 | 0.8864 | 0.8741 | 0.8662 | 0.8535 | 0.6204 | 0.7384 | 0.3092 | 0.7964 | 0.7122 | 0.7887 | | 0.2033 | 7.03 | 2600 | 0.5131 | 0.6941 | 0.8018 | 0.8774 | 0.9294 | 0.7977 | 0.8625 | 0.4055 | 0.8839 | 0.8979 | 0.8358 | 0.8579 | 0.6471 | 0.7378 | 0.3489 | 0.7963 | 0.7047 | 0.7661 | | 0.8201 | 7.08 | 2620 | 0.4936 | 0.6864 | 0.7953 | 0.8736 | 0.9309 | 0.7983 | 0.8397 | 0.4094 | 0.8888 | 0.8883 | 0.8113 | 0.8563 | 0.6433 | 0.7296 | 0.3416 | 0.7942 | 0.6951 | 0.7446 | | 0.4272 | 7.14 | 2640 | 0.5361 | 0.6850 | 0.7955 | 0.8678 | 0.9086 | 0.7859 | 0.8384 | 0.4533 | 0.8842 | 0.8175 | 0.8806 | 0.8406 | 0.6547 | 0.7357 | 0.3467 | 0.7857 | 0.7081 | 0.7233 | | 0.0863 | 7.19 | 2660 | 0.5271 | 0.6821 | 0.7871 | 0.8763 | 0.9348 | 0.7974 | 0.8287 | 0.3187 | 0.8820 | 0.8684 | 0.8795 | 0.8586 | 0.6474 | 0.7043 | 0.2561 | 0.7939 | 0.7098 | 0.8049 | | 0.3078 | 7.24 | 2680 | 0.4543 | 0.6993 | 0.8030 | 0.8809 | 0.9429 | 0.8195 | 0.8227 | 0.4199 | 0.8901 | 0.8871 | 0.8387 | 0.8605 | 0.6589 | 0.7115 | 0.3357 | 0.7999 | 0.7144 | 0.8146 | | 0.2672 | 7.3 | 2700 | 0.4635 | 0.6909 | 0.8004 | 0.8773 | 0.9323 | 0.8478 | 0.8525 | 0.4242 | 0.9087 | 0.8383 | 0.7988 | 0.8628 | 0.6400 | 0.7396 | 0.3249 | 0.7963 | 0.7002 | 0.7723 | | 0.3206 | 7.35 | 2720 | 0.4961 | 0.6962 | 0.7969 | 0.8790 | 0.9421 | 0.7664 | 0.8547 | 0.4557 | 0.9044 | 0.8666 | 0.7881 | 0.8654 | 0.6668 | 0.7360 | 0.3438 | 0.8016 | 0.6968 | 0.7630 | | 0.2269 | 7.41 | 2740 | 0.4869 | 0.6949 | 0.7983 | 0.8784 | 0.9464 | 0.7969 | 0.8428 | 0.4394 | 0.8939 | 0.8702 | 0.7986 | 0.8614 | 0.6643 | 0.7235 | 0.3415 | 0.8026 | 0.7005 | 0.7704 | | 0.1522 | 7.46 | 2760 | 0.4841 | 0.6827 | 0.7796 | 0.8770 | 0.9350 | 0.8021 | 0.8486 | 0.3287 | 0.9226 | 0.8118 | 0.8084 | 0.8645 | 0.6624 | 0.7199 | 0.2772 | 0.7991 | 0.6772 | 0.7785 | | 0.3704 | 7.51 | 2780 | 0.4861 | 0.6820 | 0.7924 | 0.8738 | 0.9343 | 0.8243 | 0.8631 | 0.3978 | 0.8985 | 0.8323 | 0.7967 | 0.8642 | 0.6591 | 0.7160 | 0.2886 | 0.7947 | 0.6840 | 0.7676 | | 0.2283 | 7.57 | 2800 | 0.5024 | 0.6837 | 0.7968 | 0.8732 | 0.9331 | 0.7887 | 0.8714 | 0.4362 | 0.8919 | 0.8869 | 0.7695 | 0.8635 | 0.6581 | 0.7153 | 0.3259 | 0.7997 | 0.6791 | 0.7443 | | 0.2912 | 7.62 | 2820 | 0.4581 | 0.6902 | 0.7917 | 0.8775 | 0.9425 | 0.8138 | 0.8171 | 0.4273 | 0.9144 | 0.8293 | 0.7977 | 0.8589 | 0.6536 | 0.7195 | 0.3292 | 0.8052 | 0.6930 | 0.7722 | | 0.2928 | 7.68 | 2840 | 0.4653 | 0.6953 | 0.7901 | 0.8794 | 0.9448 | 0.7913 | 0.8257 | 0.4364 | 0.9183 | 0.8002 | 0.8142 | 0.8582 | 0.6606 | 0.7228 | 0.3278 | 0.8032 | 0.7050 | 0.7897 | | 1.2079 | 7.73 | 2860 | 0.5082 | 0.6878 | 0.7947 | 0.8732 | 0.9379 | 0.7891 | 0.8306 | 0.4535 | 0.8880 | 0.8455 | 0.8184 | 0.8511 | 0.6473 | 0.7100 | 0.3573 | 0.7978 | 0.6992 | 0.7521 | | 0.2305 | 7.78 | 2880 | 0.5045 | 0.6832 | 0.7849 | 0.8765 | 0.9395 | 0.8166 | 0.8583 | 0.3214 | 0.9008 | 0.8454 | 0.8122 | 0.8552 | 0.6526 | 0.7174 | 0.2795 | 0.8024 | 0.6991 | 0.7759 | | 0.1923 | 7.84 | 2900 | 0.4671 | 0.6960 | 0.7927 | 0.8801 | 0.9428 | 0.7657 | 0.8484 | 0.3991 | 0.9001 | 0.8771 | 0.8157 | 0.8623 | 0.6601 | 0.7228 | 0.3387 | 0.8019 | 0.7032 | 0.7833 | | 0.0884 | 7.89 | 2920 | 0.4756 | 0.6994 | 0.7993 | 0.8804 | 0.9424 | 0.8137 | 0.8147 | 0.4366 | 0.9057 | 0.8627 | 0.8193 | 0.8602 | 0.6671 | 0.7075 | 0.3561 | 0.8045 | 0.7086 | 0.7916 | | 1.1581 | 7.95 | 2940 | 0.5047 | 0.6833 | 0.7932 | 0.8706 | 0.9147 | 0.8215 | 0.8196 | 0.4138 | 0.9031 | 0.8410 | 0.8388 | 0.8515 | 0.6484 | 0.7252 | 0.3382 | 0.7908 | 0.6985 | 0.7304 | | 0.2062 | 8.0 | 2960 | 0.4640 | 0.6972 | 0.8028 | 0.8779 | 0.9434 | 0.8304 | 0.8385 | 0.4505 | 0.8931 | 0.8623 | 0.8013 | 0.8627 | 0.6645 | 0.7304 | 0.3474 | 0.7922 | 0.7208 | 0.7626 | | 0.2409 | 8.05 | 2980 | 0.4972 | 0.6905 | 0.7884 | 0.8788 | 0.9424 | 0.8082 | 0.8523 | 0.3523 | 0.9043 | 0.8453 | 0.8142 | 0.8603 | 0.6635 | 0.7259 | 0.2845 | 0.7983 | 0.7172 | 0.7836 | | 0.4691 | 8.11 | 3000 | 0.5181 | 0.6798 | 0.7755 | 0.8712 | 0.9409 | 0.7851 | 0.8577 | 0.3463 | 0.9101 | 0.8338 | 0.7548 | 0.8643 | 0.6589 | 0.7370 | 0.3108 | 0.7757 | 0.6896 | 0.7219 | | 0.3217 | 8.16 | 3020 | 0.4938 | 0.6921 | 0.7933 | 0.8795 | 0.9380 | 0.8128 | 0.8620 | 0.3634 | 0.9029 | 0.8572 | 0.8167 | 0.8660 | 0.6668 | 0.7376 | 0.3145 | 0.8010 | 0.6812 | 0.7778 | | 0.7039 | 8.22 | 3040 | 0.5262 | 0.6693 | 0.7753 | 0.8650 | 0.9387 | 0.7820 | 0.8709 | 0.4044 | 0.9083 | 0.8209 | 0.7019 | 0.8593 | 0.6673 | 0.7419 | 0.3084 | 0.7850 | 0.6485 | 0.6748 | | 0.2206 | 8.27 | 3060 | 0.4671 | 0.6996 | 0.8163 | 0.8777 | 0.9339 | 0.8213 | 0.8491 | 0.5524 | 0.8849 | 0.8381 | 0.8345 | 0.8655 | 0.6605 | 0.7366 | 0.3374 | 0.7907 | 0.7119 | 0.7949 | | 0.2536 | 8.32 | 3080 | 0.4789 | 0.7016 | 0.8033 | 0.8796 | 0.9378 | 0.8010 | 0.8652 | 0.4572 | 0.9033 | 0.8687 | 0.7899 | 0.8638 | 0.6582 | 0.7434 | 0.3716 | 0.7946 | 0.7255 | 0.7541 | | 0.1459 | 8.38 | 3100 | 0.5260 | 0.6918 | 0.7923 | 0.8735 | 0.9358 | 0.7879 | 0.8576 | 0.4448 | 0.9093 | 0.8631 | 0.7475 | 0.8630 | 0.6572 | 0.7351 | 0.3809 | 0.7834 | 0.7115 | 0.7116 | | 0.1996 | 8.43 | 3120 | 0.4885 | 0.7027 | 0.8074 | 0.8791 | 0.9355 | 0.8137 | 0.8653 | 0.4694 | 0.8997 | 0.8840 | 0.7843 | 0.8673 | 0.6566 | 0.7400 | 0.3935 | 0.7891 | 0.7193 | 0.7533 | | 1.2932 | 8.49 | 3140 | 0.4849 | 0.7088 | 0.8166 | 0.8837 | 0.9276 | 0.8210 | 0.8675 | 0.4839 | 0.9040 | 0.8860 | 0.8259 | 0.8623 | 0.6561 | 0.7390 | 0.3786 | 0.8083 | 0.7250 | 0.7920 | | 0.2309 | 8.54 | 3160 | 0.4839 | 0.7103 | 0.8158 | 0.8837 | 0.9304 | 0.7955 | 0.8619 | 0.5166 | 0.9025 | 0.8641 | 0.8396 | 0.8628 | 0.6482 | 0.7539 | 0.4022 | 0.8091 | 0.7260 | 0.7695 | | 0.1277 | 8.59 | 3180 | 0.4623 | 0.7092 | 0.8053 | 0.8859 | 0.9371 | 0.7665 | 0.8498 | 0.4618 | 0.9131 | 0.8726 | 0.8361 | 0.8657 | 0.6469 | 0.7472 | 0.3796 | 0.8116 | 0.7229 | 0.7904 | | 0.1891 | 8.65 | 3200 | 0.4874 | 0.6899 | 0.8006 | 0.8720 | 0.9411 | 0.7907 | 0.8834 | 0.4864 | 0.8810 | 0.8632 | 0.7585 | 0.8622 | 0.6472 | 0.7575 | 0.3703 | 0.7815 | 0.7089 | 0.7017 | | 0.4215 | 8.7 | 3220 | 0.5407 | 0.6814 | 0.7962 | 0.8680 | 0.9262 | 0.7819 | 0.8833 | 0.4610 | 0.8837 | 0.8752 | 0.7620 | 0.8633 | 0.6444 | 0.7373 | 0.3273 | 0.7698 | 0.7194 | 0.7085 | | 0.0964 | 8.76 | 3240 | 0.5243 | 0.6975 | 0.8132 | 0.8768 | 0.9226 | 0.8206 | 0.8647 | 0.4870 | 0.8874 | 0.8835 | 0.8268 | 0.8597 | 0.6441 | 0.7417 | 0.3682 | 0.7933 | 0.7146 | 0.7613 | | 0.3112 | 8.81 | 3260 | 0.5140 | 0.7009 | 0.8117 | 0.8789 | 0.9371 | 0.8033 | 0.8468 | 0.4844 | 0.8771 | 0.8980 | 0.8351 | 0.8610 | 0.6481 | 0.7367 | 0.3812 | 0.7963 | 0.7095 | 0.7738 | | 0.1804 | 8.86 | 3280 | 0.5358 | 0.6787 | 0.7932 | 0.8667 | 0.9245 | 0.8110 | 0.8500 | 0.4382 | 0.8916 | 0.8841 | 0.7532 | 0.8554 | 0.6442 | 0.7395 | 0.3437 | 0.7780 | 0.6968 | 0.6934 | | 0.162 | 8.92 | 3300 | 0.5615 | 0.6779 | 0.7816 | 0.8669 | 0.9356 | 0.7653 | 0.8749 | 0.4137 | 0.8933 | 0.8409 | 0.7478 | 0.8561 | 0.6535 | 0.7332 | 0.3199 | 0.7738 | 0.7200 | 0.6891 | | 0.2954 | 8.97 | 3320 | 0.5405 | 0.6800 | 0.7785 | 0.8711 | 0.9368 | 0.7420 | 0.8519 | 0.3711 | 0.8958 | 0.8609 | 0.7913 | 0.8559 | 0.6415 | 0.7322 | 0.3062 | 0.7835 | 0.7174 | 0.7232 | | 0.2251 | 9.03 | 3340 | 0.5231 | 0.6823 | 0.7817 | 0.8721 | 0.9376 | 0.8006 | 0.8690 | 0.3477 | 0.9056 | 0.8592 | 0.7523 | 0.8625 | 0.6695 | 0.7301 | 0.2981 | 0.7801 | 0.7174 | 0.7183 | | 0.1492 | 9.08 | 3360 | 0.5524 | 0.6830 | 0.7802 | 0.8723 | 0.9384 | 0.8037 | 0.8303 | 0.3502 | 0.9118 | 0.8732 | 0.7541 | 0.8606 | 0.6703 | 0.7297 | 0.3037 | 0.7816 | 0.7157 | 0.7194 | | 0.4084 | 9.14 | 3380 | 0.5099 | 0.6922 | 0.7886 | 0.8782 | 0.9351 | 0.8063 | 0.8369 | 0.3770 | 0.9161 | 0.8325 | 0.8166 | 0.8604 | 0.6659 | 0.7240 | 0.3148 | 0.7960 | 0.7057 | 0.7783 | | 0.177 | 9.19 | 3400 | 0.5375 | 0.6737 | 0.7910 | 0.8641 | 0.9304 | 0.8091 | 0.8546 | 0.4812 | 0.9016 | 0.8721 | 0.6878 | 0.8660 | 0.6651 | 0.7381 | 0.3566 | 0.7805 | 0.6565 | 0.6532 | | 0.1287 | 9.24 | 3420 | 0.4985 | 0.6847 | 0.7995 | 0.8701 | 0.9333 | 0.7937 | 0.8793 | 0.4688 | 0.8839 | 0.8917 | 0.7455 | 0.8669 | 0.6661 | 0.7447 | 0.3446 | 0.7805 | 0.6840 | 0.7063 | | 0.3188 | 9.3 | 3440 | 0.5278 | 0.6750 | 0.7774 | 0.8684 | 0.9505 | 0.7705 | 0.8814 | 0.3675 | 0.8858 | 0.8589 | 0.7269 | 0.8585 | 0.6582 | 0.7362 | 0.3023 | 0.7801 | 0.6927 | 0.6967 | | 0.1176 | 9.35 | 3460 | 0.4737 | 0.6951 | 0.7948 | 0.8816 | 0.9394 | 0.8294 | 0.8468 | 0.3509 | 0.9055 | 0.8637 | 0.8280 | 0.8595 | 0.6614 | 0.7384 | 0.2919 | 0.8054 | 0.7143 | 0.7948 | | 0.1442 | 9.41 | 3480 | 0.4640 | 0.7043 | 0.8007 | 0.8835 | 0.9433 | 0.7507 | 0.8450 | 0.4444 | 0.8986 | 0.8909 | 0.8322 | 0.8628 | 0.6551 | 0.7351 | 0.3584 | 0.8074 | 0.7151 | 0.7963 | | 0.2057 | 9.46 | 3500 | 0.4456 | 0.7108 | 0.8099 | 0.8856 | 0.9339 | 0.8121 | 0.8630 | 0.4463 | 0.9093 | 0.8681 | 0.8365 | 0.8642 | 0.6667 | 0.7443 | 0.3710 | 0.8089 | 0.7260 | 0.7943 | | 0.1383 | 9.51 | 3520 | 0.4648 | 0.7068 | 0.8015 | 0.8865 | 0.9442 | 0.7945 | 0.8708 | 0.3776 | 0.8989 | 0.8778 | 0.8463 | 0.8665 | 0.6593 | 0.7467 | 0.3373 | 0.8064 | 0.7260 | 0.8055 | | 0.8526 | 9.57 | 3540 | 0.4724 | 0.7041 | 0.7962 | 0.8863 | 0.9376 | 0.7922 | 0.8762 | 0.3520 | 0.9138 | 0.8568 | 0.8446 | 0.8665 | 0.6591 | 0.7499 | 0.3174 | 0.8064 | 0.7234 | 0.8057 | | 0.2601 | 9.62 | 3560 | 0.4621 | 0.7029 | 0.8037 | 0.8833 | 0.9410 | 0.8284 | 0.8859 | 0.4041 | 0.9024 | 0.8494 | 0.8148 | 0.8622 | 0.6578 | 0.7464 | 0.3361 | 0.8051 | 0.7245 | 0.7879 | | 0.5272 | 9.68 | 3580 | 0.4736 | 0.7113 | 0.8076 | 0.8871 | 0.9428 | 0.8001 | 0.8623 | 0.4696 | 0.9138 | 0.8236 | 0.8409 | 0.8716 | 0.6591 | 0.7511 | 0.3661 | 0.8064 | 0.7159 | 0.8092 | | 0.2255 | 9.73 | 3600 | 0.4674 | 0.7150 | 0.8128 | 0.8876 | 0.9396 | 0.7965 | 0.8718 | 0.4764 | 0.9075 | 0.8620 | 0.8360 | 0.8696 | 0.6640 | 0.7641 | 0.3775 | 0.8074 | 0.7239 | 0.7984 | | 0.1756 | 9.78 | 3620 | 0.4650 | 0.7140 | 0.8155 | 0.8873 | 0.9317 | 0.8197 | 0.8933 | 0.4354 | 0.8996 | 0.8767 | 0.8520 | 0.8686 | 0.6652 | 0.7468 | 0.3794 | 0.8072 | 0.7261 | 0.8044 | | 0.2246 | 9.84 | 3640 | 0.4829 | 0.7076 | 0.8072 | 0.8844 | 0.9350 | 0.8057 | 0.8857 | 0.4116 | 0.8996 | 0.8837 | 0.8291 | 0.8686 | 0.6662 | 0.7433 | 0.3679 | 0.8014 | 0.7183 | 0.7873 | | 0.2526 | 9.89 | 3660 | 0.4565 | 0.7081 | 0.8117 | 0.8844 | 0.9408 | 0.8115 | 0.8607 | 0.4655 | 0.8934 | 0.8682 | 0.8422 | 0.8679 | 0.6568 | 0.7408 | 0.3807 | 0.8050 | 0.7099 | 0.7954 | | 0.2513 | 9.95 | 3680 | 0.5312 | 0.6805 | 0.7825 | 0.8692 | 0.9369 | 0.8147 | 0.8435 | 0.4378 | 0.9196 | 0.7787 | 0.7465 | 0.8650 | 0.6645 | 0.7404 | 0.3291 | 0.7750 | 0.6747 | 0.7149 | | 0.2067 | 10.0 | 3700 | 0.5064 | 0.6961 | 0.8053 | 0.8787 | 0.9327 | 0.8293 | 0.8697 | 0.4054 | 0.8840 | 0.8833 | 0.8328 | 0.8579 | 0.6630 | 0.7329 | 0.3141 | 0.7956 | 0.7107 | 0.7985 | | 0.1119 | 10.05 | 3720 | 0.6097 | 0.6794 | 0.7728 | 0.8715 | 0.9376 | 0.7458 | 0.8727 | 0.3477 | 0.9161 | 0.8475 | 0.7421 | 0.8619 | 0.6494 | 0.7507 | 0.2879 | 0.7771 | 0.7149 | 0.7136 | | 0.1706 | 10.11 | 3740 | 0.5349 | 0.6871 | 0.7875 | 0.8747 | 0.9463 | 0.7887 | 0.8900 | 0.3627 | 0.8887 | 0.8716 | 0.7643 | 0.8621 | 0.6633 | 0.7433 | 0.3037 | 0.7829 | 0.7167 | 0.7378 | | 0.1794 | 10.16 | 3760 | 0.4845 | 0.7029 | 0.7995 | 0.8842 | 0.9414 | 0.8114 | 0.8323 | 0.4113 | 0.9131 | 0.8512 | 0.8360 | 0.8637 | 0.6620 | 0.7432 | 0.3308 | 0.8085 | 0.7117 | 0.8005 | | 0.3997 | 10.22 | 3780 | 0.5357 | 0.6855 | 0.7825 | 0.8724 | 0.9317 | 0.7783 | 0.8743 | 0.3962 | 0.9213 | 0.8323 | 0.7435 | 0.8640 | 0.6691 | 0.7454 | 0.3348 | 0.7827 | 0.6907 | 0.7121 | | 0.2055 | 10.27 | 3800 | 0.4668 | 0.7065 | 0.8061 | 0.8859 | 0.9431 | 0.8221 | 0.8914 | 0.4034 | 0.8990 | 0.8451 | 0.8384 | 0.8701 | 0.6779 | 0.7425 | 0.3217 | 0.8057 | 0.7169 | 0.8110 | | 0.1817 | 10.32 | 3820 | 0.4490 | 0.7071 | 0.8028 | 0.8855 | 0.9397 | 0.7849 | 0.8675 | 0.4276 | 0.9082 | 0.8495 | 0.8420 | 0.8678 | 0.6720 | 0.7466 | 0.3324 | 0.8062 | 0.7218 | 0.8032 | | 0.2673 | 10.38 | 3840 | 0.4567 | 0.7089 | 0.8125 | 0.8851 | 0.9367 | 0.8315 | 0.8545 | 0.4651 | 0.9033 | 0.8475 | 0.8490 | 0.8684 | 0.6710 | 0.7462 | 0.3434 | 0.8043 | 0.7235 | 0.8053 | | 0.1921 | 10.43 | 3860 | 0.4940 | 0.7040 | 0.8135 | 0.8826 | 0.9302 | 0.8354 | 0.8890 | 0.4433 | 0.8924 | 0.8620 | 0.8420 | 0.8688 | 0.6690 | 0.7356 | 0.3268 | 0.7975 | 0.7254 | 0.8047 | | 1.2021 | 10.49 | 3880 | 0.4873 | 0.6979 | 0.8091 | 0.8812 | 0.9309 | 0.8536 | 0.8588 | 0.3919 | 0.8890 | 0.8990 | 0.8404 | 0.8687 | 0.6507 | 0.7367 | 0.3253 | 0.7946 | 0.7054 | 0.8037 | | 0.1324 | 10.54 | 3900 | 0.4591 | 0.7094 | 0.8052 | 0.8867 | 0.9379 | 0.7939 | 0.8697 | 0.4191 | 0.9082 | 0.8608 | 0.8467 | 0.8713 | 0.6760 | 0.7541 | 0.3333 | 0.8045 | 0.7222 | 0.8046 | | 0.1764 | 10.59 | 3920 | 0.4700 | 0.7123 | 0.8100 | 0.8879 | 0.9426 | 0.8090 | 0.8778 | 0.4400 | 0.9042 | 0.8538 | 0.8430 | 0.8709 | 0.6722 | 0.7497 | 0.3571 | 0.8106 | 0.7235 | 0.8024 | | 0.2047 | 10.65 | 3940 | 0.4880 | 0.7121 | 0.8163 | 0.8870 | 0.9337 | 0.8470 | 0.8411 | 0.4600 | 0.9089 | 0.8777 | 0.8458 | 0.8706 | 0.6631 | 0.7512 | 0.3725 | 0.8092 | 0.7147 | 0.8037 | | 0.0832 | 10.7 | 3960 | 0.4832 | 0.7060 | 0.8146 | 0.8849 | 0.9336 | 0.8520 | 0.8737 | 0.4357 | 0.8980 | 0.8652 | 0.8440 | 0.8702 | 0.6615 | 0.7416 | 0.3402 | 0.8055 | 0.7193 | 0.8036 | | 0.17 | 10.76 | 3980 | 0.4948 | 0.7092 | 0.8136 | 0.8857 | 0.9362 | 0.8205 | 0.8864 | 0.4683 | 0.9031 | 0.8409 | 0.8395 | 0.8686 | 0.6627 | 0.7476 | 0.3567 | 0.8086 | 0.7173 | 0.8028 | | 0.1381 | 10.81 | 4000 | 0.4757 | 0.7160 | 0.8188 | 0.8877 | 0.9437 | 0.8104 | 0.8677 | 0.5048 | 0.8976 | 0.8747 | 0.8325 | 0.8686 | 0.6650 | 0.7570 | 0.3844 | 0.8108 | 0.7248 | 0.8014 | | 0.1636 | 10.86 | 4020 | 0.5053 | 0.6931 | 0.7822 | 0.8845 | 0.9510 | 0.7710 | 0.8509 | 0.3063 | 0.9140 | 0.8561 | 0.8262 | 0.8600 | 0.6353 | 0.7470 | 0.2627 | 0.8119 | 0.7326 | 0.8024 | | 0.3358 | 10.92 | 4040 | 0.4766 | 0.7088 | 0.8123 | 0.8858 | 0.9420 | 0.8254 | 0.8712 | 0.4360 | 0.8957 | 0.8917 | 0.8242 | 0.8640 | 0.6648 | 0.7586 | 0.3421 | 0.8120 | 0.7300 | 0.7902 | | 1.1716 | 10.97 | 4060 | 0.4661 | 0.7023 | 0.7916 | 0.8859 | 0.9354 | 0.7758 | 0.8389 | 0.3705 | 0.9232 | 0.8204 | 0.8768 | 0.8684 | 0.6624 | 0.7464 | 0.2951 | 0.8046 | 0.7190 | 0.8199 | | 0.3294 | 11.03 | 4080 | 0.4973 | 0.7082 | 0.8102 | 0.8858 | 0.9344 | 0.7985 | 0.8727 | 0.4402 | 0.8945 | 0.8507 | 0.8806 | 0.8719 | 0.6677 | 0.7507 | 0.3355 | 0.8030 | 0.7285 | 0.8003 | | 0.1403 | 11.08 | 4100 | 0.4867 | 0.7108 | 0.8102 | 0.8860 | 0.9428 | 0.7967 | 0.8484 | 0.4880 | 0.9008 | 0.8291 | 0.8657 | 0.8687 | 0.6572 | 0.7466 | 0.3687 | 0.8048 | 0.7213 | 0.8081 | | 0.0953 | 11.14 | 4120 | 0.4448 | 0.7240 | 0.8148 | 0.8940 | 0.9454 | 0.8071 | 0.8668 | 0.4584 | 0.9140 | 0.8316 | 0.8805 | 0.8780 | 0.6783 | 0.7621 | 0.3662 | 0.8124 | 0.7209 | 0.8503 | | 0.2084 | 11.19 | 4140 | 0.4485 | 0.7226 | 0.8098 | 0.8949 | 0.9496 | 0.8015 | 0.8613 | 0.4058 | 0.9118 | 0.8583 | 0.8800 | 0.8769 | 0.6749 | 0.7610 | 0.3510 | 0.8145 | 0.7288 | 0.8513 | | 0.107 | 11.24 | 4160 | 0.4604 | 0.7245 | 0.8226 | 0.8931 | 0.9515 | 0.8121 | 0.8575 | 0.5024 | 0.8938 | 0.8612 | 0.8796 | 0.8758 | 0.6730 | 0.7575 | 0.3749 | 0.8125 | 0.7289 | 0.8488 | | 0.1789 | 11.3 | 4180 | 0.4496 | 0.7234 | 0.8154 | 0.8934 | 0.9403 | 0.7874 | 0.8697 | 0.4657 | 0.9123 | 0.8476 | 0.8850 | 0.8757 | 0.6681 | 0.7638 | 0.3770 | 0.8140 | 0.7263 | 0.8387 | | 0.3269 | 11.35 | 4200 | 0.4832 | 0.7068 | 0.8045 | 0.8834 | 0.9419 | 0.7919 | 0.8539 | 0.4601 | 0.9095 | 0.8732 | 0.8008 | 0.8663 | 0.6657 | 0.7581 | 0.3742 | 0.8052 | 0.7117 | 0.7661 | | 0.1995 | 11.41 | 4220 | 0.4876 | 0.7072 | 0.8043 | 0.8840 | 0.9454 | 0.7984 | 0.8741 | 0.4500 | 0.9068 | 0.8562 | 0.7992 | 0.8734 | 0.6668 | 0.7540 | 0.3766 | 0.7994 | 0.7131 | 0.7673 | | 0.2468 | 11.46 | 4240 | 0.4966 | 0.7045 | 0.8013 | 0.8811 | 0.9442 | 0.8015 | 0.8684 | 0.4579 | 0.9101 | 0.8479 | 0.7794 | 0.8653 | 0.6705 | 0.7534 | 0.3784 | 0.7992 | 0.7206 | 0.7443 | | 0.3265 | 11.51 | 4260 | 0.4581 | 0.7200 | 0.8182 | 0.8900 | 0.9479 | 0.7873 | 0.8609 | 0.4929 | 0.8890 | 0.8785 | 0.8710 | 0.8696 | 0.6708 | 0.7526 | 0.3783 | 0.8108 | 0.7325 | 0.8254 | | 0.1115 | 11.57 | 4280 | 0.4397 | 0.7170 | 0.8159 | 0.8895 | 0.9415 | 0.7951 | 0.8804 | 0.4772 | 0.9015 | 0.8603 | 0.8552 | 0.8724 | 0.6720 | 0.7481 | 0.3637 | 0.8117 | 0.7321 | 0.8190 | | 0.3223 | 11.62 | 4300 | 0.4616 | 0.7153 | 0.8145 | 0.8884 | 0.9432 | 0.7353 | 0.8623 | 0.5076 | 0.8865 | 0.8830 | 0.8838 | 0.8723 | 0.6493 | 0.7572 | 0.3730 | 0.8052 | 0.7290 | 0.8214 | | 0.127 | 11.68 | 4320 | 0.4661 | 0.7107 | 0.8100 | 0.8862 | 0.9434 | 0.7838 | 0.8511 | 0.4707 | 0.8904 | 0.8463 | 0.8840 | 0.8700 | 0.6676 | 0.7275 | 0.3549 | 0.8030 | 0.7306 | 0.8214 | | 0.1568 | 11.73 | 4340 | 0.4627 | 0.7186 | 0.8220 | 0.8887 | 0.9315 | 0.8178 | 0.8733 | 0.5091 | 0.9021 | 0.8378 | 0.8825 | 0.8739 | 0.6781 | 0.7442 | 0.3705 | 0.8036 | 0.7203 | 0.8396 | | 0.1914 | 11.78 | 4360 | 0.5231 | 0.6972 | 0.8099 | 0.8757 | 0.9435 | 0.8136 | 0.8464 | 0.5429 | 0.8884 | 0.8584 | 0.7758 | 0.8639 | 0.6703 | 0.7378 | 0.3738 | 0.7935 | 0.6990 | 0.7421 | | 0.1151 | 11.84 | 4380 | 0.4781 | 0.7151 | 0.8218 | 0.8864 | 0.9363 | 0.8298 | 0.8763 | 0.5024 | 0.8956 | 0.8765 | 0.8357 | 0.8694 | 0.6724 | 0.7496 | 0.3839 | 0.8059 | 0.7263 | 0.7986 | | 0.271 | 11.89 | 4400 | 0.4960 | 0.7085 | 0.8014 | 0.8881 | 0.9485 | 0.8318 | 0.8756 | 0.3633 | 0.9107 | 0.8553 | 0.8247 | 0.8666 | 0.6652 | 0.7586 | 0.3277 | 0.8119 | 0.7311 | 0.7980 | | 0.1884 | 11.95 | 4420 | 0.4698 | 0.7100 | 0.8121 | 0.8871 | 0.9459 | 0.8386 | 0.8634 | 0.4430 | 0.8995 | 0.8523 | 0.8418 | 0.8717 | 0.6580 | 0.7610 | 0.3340 | 0.8040 | 0.7278 | 0.8136 | | 0.1393 | 12.0 | 4440 | 0.4883 | 0.7086 | 0.8157 | 0.8844 | 0.9539 | 0.8221 | 0.8618 | 0.4991 | 0.8779 | 0.8563 | 0.8388 | 0.8708 | 0.6611 | 0.7556 | 0.3441 | 0.7978 | 0.7197 | 0.8109 | | 0.2581 | 12.05 | 4460 | 0.4901 | 0.7078 | 0.8009 | 0.8859 | 0.9461 | 0.7934 | 0.8456 | 0.4380 | 0.9165 | 0.8450 | 0.8217 | 0.8675 | 0.6724 | 0.7517 | 0.3456 | 0.8104 | 0.7178 | 0.7894 | | 0.2268 | 12.11 | 4480 | 0.5093 | 0.7064 | 0.8047 | 0.8853 | 0.9470 | 0.8187 | 0.8831 | 0.4265 | 0.9063 | 0.8418 | 0.8097 | 0.8681 | 0.6744 | 0.7578 | 0.3349 | 0.8090 | 0.7138 | 0.7869 | | 0.2785 | 12.16 | 4500 | 0.4714 | 0.7145 | 0.8193 | 0.8877 | 0.9462 | 0.8174 | 0.8686 | 0.4913 | 0.8884 | 0.8767 | 0.8463 | 0.8713 | 0.6707 | 0.7615 | 0.3586 | 0.8084 | 0.7211 | 0.8101 | | 0.178 | 12.22 | 4520 | 0.4747 | 0.7133 | 0.8174 | 0.8871 | 0.9287 | 0.8072 | 0.8852 | 0.4749 | 0.9040 | 0.8651 | 0.8565 | 0.8695 | 0.6715 | 0.7584 | 0.3664 | 0.8116 | 0.7171 | 0.7986 | | 0.3183 | 12.27 | 4540 | 0.4831 | 0.7123 | 0.8106 | 0.8879 | 0.9346 | 0.8026 | 0.8651 | 0.4357 | 0.9092 | 0.8767 | 0.8504 | 0.8692 | 0.6741 | 0.7560 | 0.3472 | 0.8124 | 0.7221 | 0.8049 | | 0.2031 | 12.32 | 4560 | 0.4543 | 0.7109 | 0.8165 | 0.8874 | 0.9382 | 0.8309 | 0.8684 | 0.4418 | 0.8906 | 0.8764 | 0.8694 | 0.8721 | 0.6707 | 0.7533 | 0.3197 | 0.8053 | 0.7278 | 0.8278 | | 0.0853 | 12.38 | 4580 | 0.4601 | 0.7148 | 0.8191 | 0.8885 | 0.9354 | 0.8190 | 0.8553 | 0.4688 | 0.8941 | 0.8774 | 0.8840 | 0.8762 | 0.6812 | 0.7558 | 0.3164 | 0.8026 | 0.7289 | 0.8427 | | 0.1152 | 12.43 | 4600 | 0.4739 | 0.7094 | 0.8125 | 0.8875 | 0.9413 | 0.8024 | 0.8838 | 0.4202 | 0.8840 | 0.8812 | 0.8745 | 0.8760 | 0.6765 | 0.7500 | 0.3006 | 0.8023 | 0.7299 | 0.8307 | | 0.135 | 12.49 | 4620 | 0.4775 | 0.7063 | 0.7978 | 0.8868 | 0.9471 | 0.8041 | 0.8801 | 0.3806 | 0.9108 | 0.8241 | 0.8381 | 0.8673 | 0.6847 | 0.7564 | 0.3027 | 0.8104 | 0.7155 | 0.8069 | | 0.2961 | 12.54 | 4640 | 0.4811 | 0.7147 | 0.8172 | 0.8885 | 0.9406 | 0.8214 | 0.8651 | 0.4561 | 0.8910 | 0.8694 | 0.8766 | 0.8727 | 0.6782 | 0.7587 | 0.3238 | 0.8037 | 0.7309 | 0.8348 | | 0.1668 | 12.59 | 4660 | 0.4843 | 0.7079 | 0.8101 | 0.8862 | 0.9345 | 0.7940 | 0.8673 | 0.4272 | 0.8908 | 0.8675 | 0.8894 | 0.8721 | 0.6671 | 0.7586 | 0.2957 | 0.7993 | 0.7300 | 0.8328 | | 0.4382 | 12.65 | 4680 | 0.4710 | 0.7172 | 0.8072 | 0.8927 | 0.9423 | 0.7825 | 0.8650 | 0.3976 | 0.9096 | 0.8657 | 0.8875 | 0.8744 | 0.6743 | 0.7598 | 0.3223 | 0.8134 | 0.7319 | 0.8443 | | 0.1377 | 12.7 | 4700 | 0.4768 | 0.7142 | 0.8122 | 0.8892 | 0.9440 | 0.7817 | 0.8649 | 0.4468 | 0.8898 | 0.8724 | 0.8862 | 0.8738 | 0.6694 | 0.7551 | 0.3254 | 0.8034 | 0.7297 | 0.8430 | | 0.305 | 12.76 | 4720 | 0.4716 | 0.7139 | 0.8122 | 0.8883 | 0.9409 | 0.8115 | 0.8642 | 0.4487 | 0.8998 | 0.8473 | 0.8732 | 0.8712 | 0.6762 | 0.7555 | 0.3285 | 0.8039 | 0.7265 | 0.8353 | | 0.1137 | 12.81 | 4740 | 0.4653 | 0.7179 | 0.8111 | 0.8913 | 0.9414 | 0.8188 | 0.8590 | 0.4164 | 0.9094 | 0.8566 | 0.8758 | 0.8712 | 0.6798 | 0.7508 | 0.3434 | 0.8121 | 0.7316 | 0.8361 | | 0.1439 | 12.86 | 4760 | 0.4665 | 0.7186 | 0.8127 | 0.8919 | 0.9420 | 0.8145 | 0.8826 | 0.4050 | 0.9016 | 0.8648 | 0.8787 | 0.8720 | 0.6819 | 0.7576 | 0.3379 | 0.8123 | 0.7319 | 0.8370 | | 0.2137 | 12.92 | 4780 | 0.5503 | 0.6965 | 0.7969 | 0.8800 | 0.9444 | 0.8055 | 0.8808 | 0.4121 | 0.9061 | 0.8544 | 0.7748 | 0.8632 | 0.6654 | 0.7627 | 0.3464 | 0.8084 | 0.6886 | 0.7409 | | 0.1495 | 12.97 | 4800 | 0.5469 | 0.6840 | 0.7854 | 0.8747 | 0.9418 | 0.7926 | 0.8715 | 0.3728 | 0.9107 | 0.8729 | 0.7353 | 0.8643 | 0.6697 | 0.7596 | 0.3168 | 0.8031 | 0.6750 | 0.6996 | | 0.1402 | 13.03 | 4820 | 0.5277 | 0.6901 | 0.7879 | 0.8782 | 0.9441 | 0.7895 | 0.8889 | 0.3682 | 0.9062 | 0.8395 | 0.7790 | 0.8630 | 0.6716 | 0.7506 | 0.3008 | 0.8022 | 0.6982 | 0.7442 | | 0.2082 | 13.08 | 4840 | 0.5298 | 0.6890 | 0.7906 | 0.8762 | 0.9404 | 0.7967 | 0.8896 | 0.3776 | 0.9030 | 0.8721 | 0.7545 | 0.8638 | 0.6705 | 0.7469 | 0.3141 | 0.7957 | 0.7062 | 0.7257 | | 0.1972 | 13.14 | 4860 | 0.5080 | 0.6998 | 0.7983 | 0.8819 | 0.9469 | 0.8175 | 0.8853 | 0.3865 | 0.9009 | 0.8627 | 0.7886 | 0.8619 | 0.6758 | 0.7471 | 0.3294 | 0.8069 | 0.7145 | 0.7629 | | 0.1264 | 13.19 | 4880 | 0.5050 | 0.7094 | 0.8037 | 0.8863 | 0.9507 | 0.8140 | 0.8681 | 0.4132 | 0.9042 | 0.8631 | 0.8126 | 0.8632 | 0.6771 | 0.7582 | 0.3401 | 0.8113 | 0.7255 | 0.7902 | | 0.3406 | 13.24 | 4900 | 0.4902 | 0.7102 | 0.8064 | 0.8870 | 0.9417 | 0.8255 | 0.8788 | 0.4050 | 0.9098 | 0.8603 | 0.8235 | 0.8651 | 0.6773 | 0.7582 | 0.3434 | 0.8126 | 0.7252 | 0.7898 | | 0.0875 | 13.3 | 4920 | 0.4762 | 0.7124 | 0.8079 | 0.8884 | 0.9457 | 0.8177 | 0.8803 | 0.4098 | 0.9065 | 0.8728 | 0.8225 | 0.8674 | 0.6725 | 0.7666 | 0.3458 | 0.8129 | 0.7264 | 0.7954 | | 0.2548 | 13.35 | 4940 | 0.4781 | 0.7141 | 0.8118 | 0.8899 | 0.9366 | 0.8359 | 0.8867 | 0.3984 | 0.9119 | 0.8706 | 0.8424 | 0.8711 | 0.6731 | 0.7683 | 0.3400 | 0.8138 | 0.7271 | 0.8051 | | 0.3622 | 13.41 | 4960 | 0.5107 | 0.7092 | 0.8109 | 0.8860 | 0.9367 | 0.8108 | 0.8966 | 0.4301 | 0.9019 | 0.8782 | 0.8219 | 0.8710 | 0.6736 | 0.7562 | 0.3528 | 0.8084 | 0.7180 | 0.7844 | | 0.188 | 13.46 | 4980 | 0.4918 | 0.7184 | 0.8172 | 0.8903 | 0.9473 | 0.7991 | 0.8796 | 0.4706 | 0.8956 | 0.8861 | 0.8424 | 0.8745 | 0.6719 | 0.7655 | 0.3655 | 0.8103 | 0.7277 | 0.8137 | | 1.8201 | 13.51 | 5000 | 0.4739 | 0.7154 | 0.8194 | 0.8878 | 0.9491 | 0.8212 | 0.8798 | 0.4885 | 0.8848 | 0.8657 | 0.8470 | 0.8716 | 0.6742 | 0.7547 | 0.3603 | 0.8062 | 0.7239 | 0.8166 | | 0.0946 | 13.57 | 5020 | 0.4812 | 0.7172 | 0.8120 | 0.8903 | 0.9440 | 0.7896 | 0.8820 | 0.4578 | 0.9083 | 0.8581 | 0.8442 | 0.8736 | 0.6751 | 0.7529 | 0.3665 | 0.8141 | 0.7218 | 0.8163 | | 0.1204 | 13.62 | 5040 | 0.4711 | 0.7165 | 0.8066 | 0.8910 | 0.9422 | 0.7665 | 0.8759 | 0.4190 | 0.9083 | 0.8660 | 0.8683 | 0.8698 | 0.6594 | 0.7607 | 0.3613 | 0.8144 | 0.7340 | 0.8158 | | 0.5006 | 13.68 | 5060 | 0.4842 | 0.7187 | 0.8130 | 0.8895 | 0.9404 | 0.7758 | 0.8690 | 0.4649 | 0.8973 | 0.8573 | 0.8861 | 0.8676 | 0.6656 | 0.7648 | 0.3779 | 0.8089 | 0.7329 | 0.8134 | | 0.2097 | 13.73 | 5080 | 0.4818 | 0.7228 | 0.8230 | 0.8903 | 0.9344 | 0.7821 | 0.8793 | 0.5017 | 0.8922 | 0.8877 | 0.8841 | 0.8701 | 0.6635 | 0.7697 | 0.3990 | 0.8086 | 0.7368 | 0.8119 | | 0.2446 | 13.78 | 5100 | 0.5184 | 0.7179 | 0.8179 | 0.8878 | 0.9360 | 0.7845 | 0.8782 | 0.4841 | 0.8901 | 0.8766 | 0.8760 | 0.8654 | 0.6605 | 0.7629 | 0.3935 | 0.8077 | 0.7369 | 0.7983 | | 0.112 | 13.84 | 5120 | 0.5073 | 0.7177 | 0.8138 | 0.8883 | 0.9357 | 0.7713 | 0.8607 | 0.4772 | 0.9005 | 0.8796 | 0.8713 | 0.8659 | 0.6592 | 0.7650 | 0.3938 | 0.8098 | 0.7349 | 0.7955 | | 0.2395 | 13.89 | 5140 | 0.5048 | 0.7150 | 0.8153 | 0.8868 | 0.9375 | 0.7948 | 0.8685 | 0.4947 | 0.8977 | 0.8457 | 0.8682 | 0.8660 | 0.6646 | 0.7617 | 0.3814 | 0.8082 | 0.7282 | 0.7948 | | 0.1023 | 13.95 | 5160 | 0.5182 | 0.7169 | 0.8209 | 0.8870 | 0.9323 | 0.8098 | 0.8682 | 0.5131 | 0.8976 | 0.8552 | 0.8703 | 0.8677 | 0.6644 | 0.7657 | 0.3896 | 0.8066 | 0.7301 | 0.7942 | | 0.1605 | 14.0 | 5180 | 0.4861 | 0.7215 | 0.8249 | 0.8896 | 0.9390 | 0.8381 | 0.8748 | 0.4990 | 0.8970 | 0.8746 | 0.8517 | 0.8717 | 0.6738 | 0.7600 | 0.4024 | 0.8101 | 0.7272 | 0.8050 | | 0.0698 | 14.05 | 5200 | 0.5052 | 0.7221 | 0.8187 | 0.8908 | 0.9402 | 0.8224 | 0.8699 | 0.4767 | 0.9112 | 0.8693 | 0.8411 | 0.8724 | 0.6762 | 0.7588 | 0.4002 | 0.8141 | 0.7277 | 0.8054 | | 1.7048 | 14.11 | 5220 | 0.4823 | 0.7241 | 0.8256 | 0.8907 | 0.9360 | 0.8097 | 0.8815 | 0.5277 | 0.9050 | 0.8675 | 0.8514 | 0.8736 | 0.6801 | 0.7605 | 0.4046 | 0.8134 | 0.7302 | 0.8062 | | 0.2105 | 14.16 | 5240 | 0.5088 | 0.7203 | 0.8241 | 0.8894 | 0.9381 | 0.8185 | 0.8972 | 0.5029 | 0.8968 | 0.8699 | 0.8451 | 0.8705 | 0.6722 | 0.7573 | 0.3966 | 0.8134 | 0.7271 | 0.8051 | | 0.1896 | 14.22 | 5260 | 0.4859 | 0.7171 | 0.8125 | 0.8897 | 0.9422 | 0.8068 | 0.8901 | 0.4520 | 0.9076 | 0.8395 | 0.8494 | 0.8696 | 0.6749 | 0.7564 | 0.3769 | 0.8157 | 0.7209 | 0.8056 | | 0.15 | 14.27 | 5280 | 0.5103 | 0.7205 | 0.8178 | 0.8908 | 0.9419 | 0.8108 | 0.8782 | 0.4734 | 0.9081 | 0.8761 | 0.8363 | 0.8722 | 0.6774 | 0.7622 | 0.3867 | 0.8171 | 0.7252 | 0.8024 | | 0.1501 | 14.32 | 5300 | 0.5179 | 0.7144 | 0.8189 | 0.8862 | 0.9339 | 0.7960 | 0.8793 | 0.4918 | 0.8919 | 0.8864 | 0.8526 | 0.8672 | 0.6671 | 0.7620 | 0.3896 | 0.8102 | 0.7252 | 0.7798 | | 0.2046 | 14.38 | 5320 | 0.5138 | 0.7152 | 0.8106 | 0.8885 | 0.9327 | 0.7902 | 0.8775 | 0.4437 | 0.9108 | 0.8554 | 0.8642 | 0.8664 | 0.6648 | 0.7681 | 0.3711 | 0.8143 | 0.7322 | 0.7893 | | 0.1004 | 14.43 | 5340 | 0.5067 | 0.7136 | 0.8107 | 0.8874 | 0.9382 | 0.7675 | 0.8734 | 0.4567 | 0.8984 | 0.8872 | 0.8536 | 0.8659 | 0.6592 | 0.7642 | 0.3762 | 0.8126 | 0.7320 | 0.7852 | | 0.248 | 14.49 | 5360 | 0.4964 | 0.7199 | 0.8165 | 0.8907 | 0.9399 | 0.7821 | 0.8883 | 0.4783 | 0.9060 | 0.8750 | 0.8459 | 0.8714 | 0.6692 | 0.7647 | 0.3842 | 0.8165 | 0.7313 | 0.8020 | | 0.1567 | 14.54 | 5380 | 0.5045 | 0.7207 | 0.8195 | 0.8904 | 0.9406 | 0.7944 | 0.8943 | 0.4885 | 0.9033 | 0.8805 | 0.8347 | 0.8712 | 0.6736 | 0.7630 | 0.3905 | 0.8163 | 0.7283 | 0.8019 | | 0.1208 | 14.59 | 5400 | 0.5019 | 0.7199 | 0.8179 | 0.8908 | 0.9418 | 0.8139 | 0.8757 | 0.4586 | 0.9039 | 0.8888 | 0.8423 | 0.8715 | 0.6747 | 0.7609 | 0.3837 | 0.8170 | 0.7253 | 0.8061 | | 0.1618 | 14.65 | 5420 | 0.5034 | 0.7131 | 0.8163 | 0.8883 | 0.9413 | 0.8468 | 0.8784 | 0.4386 | 0.8989 | 0.8639 | 0.8460 | 0.8701 | 0.6712 | 0.7529 | 0.3573 | 0.8137 | 0.7202 | 0.8062 | | 0.3646 | 14.7 | 5440 | 0.5121 | 0.7094 | 0.8131 | 0.8865 | 0.9409 | 0.8305 | 0.8685 | 0.4294 | 0.8948 | 0.8901 | 0.8376 | 0.8689 | 0.6709 | 0.7527 | 0.3475 | 0.8108 | 0.7156 | 0.7990 | | 0.2108 | 14.76 | 5460 | 0.4966 | 0.7099 | 0.8037 | 0.8890 | 0.9416 | 0.8142 | 0.8578 | 0.3780 | 0.9146 | 0.8795 | 0.8402 | 0.8689 | 0.6709 | 0.7559 | 0.3311 | 0.8172 | 0.7248 | 0.8005 | | 0.1676 | 14.81 | 5480 | 0.4956 | 0.7139 | 0.8112 | 0.8903 | 0.9377 | 0.8359 | 0.8588 | 0.3965 | 0.9132 | 0.8862 | 0.8498 | 0.8713 | 0.6727 | 0.7592 | 0.3423 | 0.8173 | 0.7267 | 0.8080 | | 0.1959 | 14.86 | 5500 | 0.4886 | 0.7137 | 0.8147 | 0.8887 | 0.9376 | 0.8301 | 0.8736 | 0.4451 | 0.9071 | 0.8578 | 0.8513 | 0.8701 | 0.6715 | 0.7554 | 0.3488 | 0.8138 | 0.7267 | 0.8100 | | 0.5845 | 14.92 | 5520 | 0.5075 | 0.7110 | 0.8179 | 0.8864 | 0.9428 | 0.8419 | 0.8727 | 0.4674 | 0.8898 | 0.8653 | 0.8457 | 0.8686 | 0.6662 | 0.7510 | 0.3510 | 0.8082 | 0.7258 | 0.8060 | | 0.1824 | 14.97 | 5540 | 0.4852 | 0.7141 | 0.8175 | 0.8879 | 0.9412 | 0.8165 | 0.8776 | 0.4698 | 0.8947 | 0.8766 | 0.8460 | 0.8701 | 0.6705 | 0.7571 | 0.3587 | 0.8106 | 0.7242 | 0.8079 | | 0.2716 | 15.03 | 5560 | 0.4705 | 0.7145 | 0.8117 | 0.8895 | 0.9405 | 0.8013 | 0.8827 | 0.4340 | 0.9005 | 0.8498 | 0.8729 | 0.8725 | 0.6756 | 0.7590 | 0.3269 | 0.8076 | 0.7299 | 0.8304 | | 0.2155 | 15.08 | 5580 | 0.4791 | 0.7149 | 0.8179 | 0.8879 | 0.9371 | 0.7929 | 0.8541 | 0.4774 | 0.8879 | 0.8877 | 0.8879 | 0.8710 | 0.6651 | 0.7583 | 0.3551 | 0.8044 | 0.7331 | 0.8176 | | 0.173 | 15.14 | 5600 | 0.4719 | 0.7215 | 0.8143 | 0.8920 | 0.9419 | 0.8102 | 0.8759 | 0.4580 | 0.9159 | 0.8424 | 0.8557 | 0.8707 | 0.6741 | 0.7637 | 0.3775 | 0.8177 | 0.7289 | 0.8180 | | 0.1682 | 15.19 | 5620 | 0.4696 | 0.7243 | 0.8151 | 0.8930 | 0.9416 | 0.7860 | 0.8779 | 0.4770 | 0.9165 | 0.8441 | 0.8625 | 0.8710 | 0.6741 | 0.7654 | 0.3826 | 0.8177 | 0.7332 | 0.8263 | | 0.0967 | 15.24 | 5640 | 0.5111 | 0.7144 | 0.8142 | 0.8875 | 0.9447 | 0.8131 | 0.8902 | 0.4641 | 0.9007 | 0.8714 | 0.8152 | 0.8673 | 0.6747 | 0.7605 | 0.3670 | 0.8120 | 0.7291 | 0.7904 | | 0.2547 | 15.3 | 5660 | 0.4927 | 0.7189 | 0.8097 | 0.8908 | 0.9490 | 0.7976 | 0.8855 | 0.4406 | 0.9102 | 0.8512 | 0.8340 | 0.8651 | 0.6735 | 0.7641 | 0.3670 | 0.8192 | 0.7320 | 0.8114 | | 0.1088 | 15.35 | 5680 | 0.4788 | 0.7217 | 0.8130 | 0.8918 | 0.9434 | 0.7985 | 0.8803 | 0.4511 | 0.9134 | 0.8593 | 0.8454 | 0.8670 | 0.6739 | 0.7681 | 0.3772 | 0.8188 | 0.7308 | 0.8158 | | 0.1235 | 15.41 | 5700 | 0.4757 | 0.7170 | 0.8090 | 0.8898 | 0.9485 | 0.7890 | 0.8613 | 0.4646 | 0.9118 | 0.8496 | 0.8381 | 0.8692 | 0.6721 | 0.7656 | 0.3691 | 0.8151 | 0.7220 | 0.8059 | | 0.233 | 15.46 | 5720 | 0.4648 | 0.7142 | 0.8123 | 0.8882 | 0.9405 | 0.8117 | 0.8675 | 0.4497 | 0.9065 | 0.8711 | 0.8395 | 0.8662 | 0.6718 | 0.7644 | 0.3531 | 0.8141 | 0.7295 | 0.8004 | | 0.1166 | 15.51 | 5740 | 0.4687 | 0.7184 | 0.8138 | 0.8913 | 0.9440 | 0.8138 | 0.8677 | 0.4331 | 0.9049 | 0.8749 | 0.8584 | 0.8696 | 0.6697 | 0.7667 | 0.3547 | 0.8159 | 0.7318 | 0.8206 | | 0.1753 | 15.57 | 5760 | 0.4792 | 0.7265 | 0.8224 | 0.8935 | 0.9344 | 0.8294 | 0.8729 | 0.4727 | 0.9145 | 0.8565 | 0.8762 | 0.8719 | 0.6730 | 0.7691 | 0.3913 | 0.8158 | 0.7335 | 0.8306 | | 0.0638 | 15.62 | 5780 | 0.4769 | 0.7204 | 0.8162 | 0.8909 | 0.9430 | 0.8071 | 0.8765 | 0.4606 | 0.9024 | 0.8606 | 0.8630 | 0.8706 | 0.6746 | 0.7645 | 0.3704 | 0.8119 | 0.7288 | 0.8220 | | 0.1339 | 15.68 | 5800 | 0.5039 | 0.7184 | 0.8160 | 0.8892 | 0.9421 | 0.7959 | 0.8873 | 0.4556 | 0.8952 | 0.8899 | 0.8457 | 0.8694 | 0.6742 | 0.7600 | 0.3825 | 0.8108 | 0.7262 | 0.8055 | | 0.114 | 15.73 | 5820 | 0.5220 | 0.7162 | 0.8087 | 0.8887 | 0.9424 | 0.7852 | 0.8845 | 0.4411 | 0.9105 | 0.8732 | 0.8239 | 0.8660 | 0.6739 | 0.7679 | 0.3818 | 0.8164 | 0.7224 | 0.7853 | | 0.1199 | 15.78 | 5840 | 0.4918 | 0.7166 | 0.8145 | 0.8878 | 0.9397 | 0.8073 | 0.8753 | 0.4782 | 0.9091 | 0.8687 | 0.8234 | 0.8667 | 0.6758 | 0.7663 | 0.3917 | 0.8150 | 0.7181 | 0.7829 | | 0.1442 | 15.84 | 5860 | 0.5162 | 0.7070 | 0.8091 | 0.8827 | 0.9471 | 0.7924 | 0.8817 | 0.4877 | 0.8913 | 0.8520 | 0.8113 | 0.8651 | 0.6745 | 0.7604 | 0.3537 | 0.8018 | 0.7150 | 0.7782 | | 0.2014 | 15.89 | 5880 | 0.5058 | 0.7064 | 0.8097 | 0.8831 | 0.9415 | 0.8117 | 0.8549 | 0.4765 | 0.9003 | 0.8668 | 0.8159 | 0.8662 | 0.6718 | 0.7587 | 0.3532 | 0.8045 | 0.7120 | 0.7786 | | 0.3064 | 15.95 | 5900 | 0.5379 | 0.7058 | 0.8072 | 0.8832 | 0.9373 | 0.8081 | 0.8792 | 0.4548 | 0.9081 | 0.8594 | 0.8037 | 0.8658 | 0.6730 | 0.7573 | 0.3605 | 0.8078 | 0.7069 | 0.7691 | | 0.1464 | 16.0 | 5920 | 0.5124 | 0.7125 | 0.8077 | 0.8877 | 0.9378 | 0.8038 | 0.8838 | 0.4262 | 0.9137 | 0.8586 | 0.8300 | 0.8691 | 0.6749 | 0.7556 | 0.3622 | 0.8118 | 0.7197 | 0.7941 | | 0.1138 | 16.05 | 5940 | 0.4871 | 0.7160 | 0.8148 | 0.8888 | 0.9386 | 0.8072 | 0.8899 | 0.4511 | 0.9029 | 0.8715 | 0.8424 | 0.8715 | 0.6764 | 0.7586 | 0.3685 | 0.8112 | 0.7241 | 0.8021 | | 0.203 | 16.11 | 5960 | 0.5331 | 0.7168 | 0.8156 | 0.8884 | 0.9418 | 0.8023 | 0.8821 | 0.4775 | 0.9046 | 0.8772 | 0.8240 | 0.8720 | 0.6766 | 0.7613 | 0.3879 | 0.8126 | 0.7149 | 0.7921 | | 0.1326 | 16.16 | 5980 | 0.5036 | 0.7200 | 0.8203 | 0.8898 | 0.9390 | 0.8137 | 0.8646 | 0.5058 | 0.9088 | 0.8675 | 0.8427 | 0.8728 | 0.6718 | 0.7606 | 0.3941 | 0.8136 | 0.7217 | 0.8053 | | 0.6346 | 16.22 | 6000 | 0.4958 | 0.7158 | 0.8155 | 0.8882 | 0.9370 | 0.7686 | 0.8929 | 0.4855 | 0.8969 | 0.8705 | 0.8571 | 0.8707 | 0.6594 | 0.7568 | 0.3898 | 0.8109 | 0.7276 | 0.7955 | | 0.1701 | 16.27 | 6020 | 0.4669 | 0.7225 | 0.8212 | 0.8912 | 0.9388 | 0.7986 | 0.8760 | 0.5126 | 0.9096 | 0.8636 | 0.8494 | 0.8731 | 0.6705 | 0.7616 | 0.4002 | 0.8167 | 0.7258 | 0.8095 | | 0.0937 | 16.32 | 6040 | 0.4812 | 0.7160 | 0.8090 | 0.8893 | 0.9437 | 0.7545 | 0.8622 | 0.4912 | 0.9136 | 0.8546 | 0.8434 | 0.8691 | 0.6567 | 0.7515 | 0.3891 | 0.8173 | 0.7226 | 0.8058 | | 0.0752 | 16.38 | 6060 | 0.5483 | 0.7122 | 0.8062 | 0.8859 | 0.9477 | 0.7632 | 0.8402 | 0.5077 | 0.9129 | 0.8573 | 0.8146 | 0.8595 | 0.6576 | 0.7431 | 0.3975 | 0.8186 | 0.7238 | 0.7854 | | 0.195 | 16.43 | 6080 | 0.4914 | 0.7204 | 0.8222 | 0.8895 | 0.9430 | 0.8021 | 0.8803 | 0.5155 | 0.8950 | 0.8712 | 0.8485 | 0.8699 | 0.6738 | 0.7564 | 0.3928 | 0.8138 | 0.7261 | 0.8096 | | 0.2059 | 16.49 | 6100 | 0.5010 | 0.7131 | 0.8116 | 0.8868 | 0.9396 | 0.7868 | 0.8615 | 0.4875 | 0.9049 | 0.8516 | 0.8496 | 0.8661 | 0.6591 | 0.7569 | 0.3841 | 0.8123 | 0.7240 | 0.7894 | | 0.0975 | 16.54 | 6120 | 0.5023 | 0.7144 | 0.8112 | 0.8873 | 0.9335 | 0.7907 | 0.8618 | 0.4762 | 0.9149 | 0.8536 | 0.8475 | 0.8654 | 0.6587 | 0.7542 | 0.3976 | 0.8153 | 0.7241 | 0.7852 | | 0.5277 | 16.59 | 6140 | 0.4895 | 0.7205 | 0.8160 | 0.8914 | 0.9424 | 0.8173 | 0.8680 | 0.4566 | 0.9109 | 0.8723 | 0.8447 | 0.8709 | 0.6706 | 0.7597 | 0.3906 | 0.8191 | 0.7254 | 0.8075 | | 0.116 | 16.65 | 6160 | 0.4841 | 0.7216 | 0.8165 | 0.8917 | 0.9421 | 0.8049 | 0.8669 | 0.4764 | 0.9135 | 0.8656 | 0.8460 | 0.8720 | 0.6720 | 0.7654 | 0.3894 | 0.8186 | 0.7255 | 0.8081 | | 0.0963 | 16.7 | 6180 | 0.5004 | 0.7129 | 0.8130 | 0.8867 | 0.9364 | 0.7966 | 0.8700 | 0.4687 | 0.9018 | 0.8667 | 0.8505 | 0.8661 | 0.6601 | 0.7617 | 0.3801 | 0.8115 | 0.7275 | 0.7834 | | 0.2443 | 16.76 | 6200 | 0.4854 | 0.7182 | 0.8136 | 0.8899 | 0.9352 | 0.7791 | 0.8768 | 0.4604 | 0.9073 | 0.8705 | 0.8658 | 0.8681 | 0.6614 | 0.7668 | 0.3836 | 0.8154 | 0.7330 | 0.7991 | | 0.228 | 16.81 | 6220 | 0.5002 | 0.7166 | 0.8068 | 0.8901 | 0.9429 | 0.8063 | 0.8714 | 0.4225 | 0.9220 | 0.8580 | 0.8246 | 0.8722 | 0.6744 | 0.7658 | 0.3735 | 0.8143 | 0.7253 | 0.7911 | | 2.9355 | 16.86 | 6240 | 0.5272 | 0.7130 | 0.8020 | 0.8898 | 0.9427 | 0.7922 | 0.8933 | 0.3872 | 0.9197 | 0.8501 | 0.8289 | 0.8720 | 0.6742 | 0.7597 | 0.3529 | 0.8145 | 0.7227 | 0.7953 | | 0.0725 | 16.92 | 6260 | 0.4601 | 0.7261 | 0.8233 | 0.8935 | 0.9414 | 0.8286 | 0.8702 | 0.4817 | 0.9078 | 0.8690 | 0.8644 | 0.8732 | 0.6729 | 0.7613 | 0.3998 | 0.8197 | 0.7334 | 0.8221 | | 0.2307 | 16.97 | 6280 | 0.4653 | 0.7304 | 0.8244 | 0.8948 | 0.9398 | 0.8243 | 0.8733 | 0.5085 | 0.9187 | 0.8412 | 0.8650 | 0.8730 | 0.6774 | 0.7696 | 0.4146 | 0.8212 | 0.7284 | 0.8284 | | 0.0948 | 17.03 | 6300 | 0.4963 | 0.7232 | 0.8283 | 0.8899 | 0.9317 | 0.8074 | 0.8688 | 0.5515 | 0.8982 | 0.8537 | 0.8871 | 0.8725 | 0.6697 | 0.7703 | 0.3939 | 0.8083 | 0.7324 | 0.8151 | | 0.154 | 17.08 | 6320 | 0.5090 | 0.7178 | 0.8299 | 0.8867 | 0.9316 | 0.8010 | 0.8740 | 0.5612 | 0.8786 | 0.8721 | 0.8911 | 0.8724 | 0.6673 | 0.7633 | 0.3717 | 0.7987 | 0.7360 | 0.8153 | | 0.0999 | 17.14 | 6340 | 0.5249 | 0.7180 | 0.8192 | 0.8883 | 0.9321 | 0.7863 | 0.8754 | 0.5214 | 0.9016 | 0.8293 | 0.8886 | 0.8706 | 0.6646 | 0.7629 | 0.3805 | 0.8058 | 0.7269 | 0.8147 | | 0.2903 | 17.19 | 6360 | 0.4871 | 0.7162 | 0.8154 | 0.8872 | 0.9390 | 0.8106 | 0.8927 | 0.4715 | 0.9015 | 0.8611 | 0.8317 | 0.8757 | 0.6731 | 0.7605 | 0.3806 | 0.7983 | 0.7374 | 0.7875 | | 1.224 | 17.24 | 6380 | 0.5907 | 0.7052 | 0.7986 | 0.8815 | 0.9445 | 0.7838 | 0.8807 | 0.4403 | 0.9136 | 0.8678 | 0.7596 | 0.8703 | 0.6689 | 0.7646 | 0.3778 | 0.7929 | 0.7314 | 0.7307 | | 0.2381 | 17.3 | 6400 | 0.5664 | 0.7105 | 0.8024 | 0.8836 | 0.9420 | 0.7694 | 0.8849 | 0.4593 | 0.9118 | 0.8606 | 0.7887 | 0.8726 | 0.6702 | 0.7632 | 0.3875 | 0.7920 | 0.7369 | 0.7510 | | 0.0845 | 17.35 | 6420 | 0.5668 | 0.7062 | 0.8011 | 0.8807 | 0.9397 | 0.8049 | 0.8632 | 0.4737 | 0.9215 | 0.8342 | 0.7707 | 0.8711 | 0.6765 | 0.7623 | 0.3950 | 0.7919 | 0.7130 | 0.7339 | | 0.1475 | 17.41 | 6440 | 0.5863 | 0.6993 | 0.7951 | 0.8773 | 0.9402 | 0.8054 | 0.8512 | 0.4704 | 0.9233 | 0.8182 | 0.7569 | 0.8669 | 0.6735 | 0.7547 | 0.3892 | 0.7898 | 0.6999 | 0.7213 | | 0.3795 | 17.46 | 6460 | 0.5513 | 0.7026 | 0.8009 | 0.8793 | 0.9364 | 0.7984 | 0.8791 | 0.4643 | 0.9156 | 0.8463 | 0.7658 | 0.8675 | 0.6757 | 0.7568 | 0.3836 | 0.7940 | 0.7109 | 0.7297 | | 0.0748 | 17.51 | 6480 | 0.4900 | 0.7189 | 0.8162 | 0.8901 | 0.9374 | 0.7962 | 0.8827 | 0.4716 | 0.9093 | 0.8717 | 0.8444 | 0.8705 | 0.6758 | 0.7579 | 0.3871 | 0.8180 | 0.7204 | 0.8028 | | 0.1287 | 17.57 | 6500 | 0.4810 | 0.7235 | 0.8196 | 0.8925 | 0.9419 | 0.7917 | 0.8742 | 0.4932 | 0.9078 | 0.8711 | 0.8576 | 0.8739 | 0.6763 | 0.7601 | 0.3927 | 0.8201 | 0.7232 | 0.8179 | | 0.7152 | 17.62 | 6520 | 0.4926 | 0.7202 | 0.8177 | 0.8891 | 0.9296 | 0.7823 | 0.8685 | 0.5012 | 0.9088 | 0.8549 | 0.8785 | 0.8685 | 0.6654 | 0.7568 | 0.4003 | 0.8106 | 0.7373 | 0.8025 | | 0.1532 | 17.68 | 6540 | 0.5034 | 0.7159 | 0.8145 | 0.8857 | 0.9348 | 0.8097 | 0.8724 | 0.4931 | 0.9103 | 0.8610 | 0.8202 | 0.8739 | 0.6723 | 0.7587 | 0.3998 | 0.7964 | 0.7390 | 0.7710 | | 0.1649 | 17.73 | 6560 | 0.4670 | 0.7259 | 0.8218 | 0.8934 | 0.9407 | 0.8030 | 0.8825 | 0.4877 | 0.9027 | 0.8479 | 0.8883 | 0.8750 | 0.6761 | 0.7645 | 0.3802 | 0.8123 | 0.7316 | 0.8419 | | 0.1646 | 17.78 | 6580 | 0.5055 | 0.7192 | 0.8196 | 0.8899 | 0.9295 | 0.8033 | 0.8782 | 0.4705 | 0.9015 | 0.8639 | 0.8906 | 0.8708 | 0.6645 | 0.7652 | 0.3759 | 0.8091 | 0.7347 | 0.8142 | | 0.2447 | 17.84 | 6600 | 0.5369 | 0.7176 | 0.8118 | 0.8904 | 0.9349 | 0.7812 | 0.8906 | 0.4292 | 0.9041 | 0.8633 | 0.8792 | 0.8718 | 0.6674 | 0.7608 | 0.3681 | 0.8106 | 0.7366 | 0.8080 | | 0.3357 | 17.89 | 6620 | 0.5168 | 0.7158 | 0.8163 | 0.8858 | 0.9313 | 0.8015 | 0.8888 | 0.4898 | 0.9037 | 0.8609 | 0.8382 | 0.8734 | 0.6717 | 0.7664 | 0.3961 | 0.7984 | 0.7348 | 0.7699 | | 0.2158 | 17.95 | 6640 | 0.5156 | 0.7237 | 0.8228 | 0.8920 | 0.9293 | 0.8090 | 0.8892 | 0.4640 | 0.9021 | 0.8753 | 0.8910 | 0.8733 | 0.6701 | 0.7695 | 0.3912 | 0.8128 | 0.7363 | 0.8129 | | 0.2195 | 18.0 | 6660 | 0.5208 | 0.7177 | 0.8163 | 0.8898 | 0.9367 | 0.8113 | 0.8915 | 0.4397 | 0.8995 | 0.8707 | 0.8647 | 0.8695 | 0.6676 | 0.7650 | 0.3749 | 0.8131 | 0.7335 | 0.8002 | | 0.1422 | 18.05 | 6680 | 0.5460 | 0.7209 | 0.8127 | 0.8921 | 0.9338 | 0.7790 | 0.8865 | 0.4382 | 0.9111 | 0.8512 | 0.8890 | 0.8723 | 0.6670 | 0.7721 | 0.3751 | 0.8140 | 0.7323 | 0.8136 | | 0.1344 | 18.11 | 6700 | 0.5421 | 0.7243 | 0.8185 | 0.8931 | 0.9345 | 0.7908 | 0.8685 | 0.4650 | 0.9096 | 0.8719 | 0.8889 | 0.8738 | 0.6668 | 0.7739 | 0.3894 | 0.8161 | 0.7364 | 0.8136 | | 0.3185 | 18.16 | 6720 | 0.5024 | 0.7232 | 0.8163 | 0.8938 | 0.9384 | 0.7816 | 0.8882 | 0.4410 | 0.9054 | 0.8741 | 0.8855 | 0.8757 | 0.6672 | 0.7628 | 0.3759 | 0.8166 | 0.7379 | 0.8261 | | 0.1733 | 18.22 | 6740 | 0.4997 | 0.7170 | 0.8086 | 0.8891 | 0.9436 | 0.7734 | 0.8823 | 0.4638 | 0.9108 | 0.8448 | 0.8414 | 0.8761 | 0.6745 | 0.7609 | 0.3717 | 0.8038 | 0.7308 | 0.8016 | | 1.0091 | 18.27 | 6760 | 0.4827 | 0.7255 | 0.8191 | 0.8935 | 0.9419 | 0.8065 | 0.8618 | 0.4790 | 0.9116 | 0.8613 | 0.8718 | 0.8737 | 0.6793 | 0.7604 | 0.3813 | 0.8171 | 0.7362 | 0.8302 | | 0.172 | 18.32 | 6780 | 0.5162 | 0.7205 | 0.8135 | 0.8914 | 0.9402 | 0.8019 | 0.8811 | 0.4548 | 0.9160 | 0.8538 | 0.8465 | 0.8736 | 0.6789 | 0.7621 | 0.3806 | 0.8161 | 0.7253 | 0.8069 | | 0.261 | 18.38 | 6800 | 0.4987 | 0.7200 | 0.8165 | 0.8906 | 0.9414 | 0.7775 | 0.8845 | 0.4832 | 0.9009 | 0.8657 | 0.8621 | 0.8726 | 0.6660 | 0.7610 | 0.3870 | 0.8133 | 0.7346 | 0.8053 | | 0.2005 | 18.43 | 6820 | 0.5103 | 0.7225 | 0.8209 | 0.8914 | 0.9336 | 0.7976 | 0.8660 | 0.4799 | 0.9015 | 0.8768 | 0.8908 | 0.8733 | 0.6679 | 0.7632 | 0.3901 | 0.8121 | 0.7388 | 0.8122 | | 0.1502 | 18.49 | 6840 | 0.5143 | 0.7209 | 0.8139 | 0.8916 | 0.9373 | 0.7789 | 0.8751 | 0.4525 | 0.9060 | 0.8626 | 0.8851 | 0.8725 | 0.6665 | 0.7651 | 0.3802 | 0.8131 | 0.7362 | 0.8127 | | 0.2716 | 18.54 | 6860 | 0.5131 | 0.7214 | 0.8160 | 0.8914 | 0.9294 | 0.7836 | 0.8841 | 0.4522 | 0.9087 | 0.8620 | 0.8919 | 0.8720 | 0.6689 | 0.7643 | 0.3818 | 0.8121 | 0.7388 | 0.8119 | | 0.1499 | 18.59 | 6880 | 0.4995 | 0.7210 | 0.8155 | 0.8921 | 0.9383 | 0.7958 | 0.8799 | 0.4407 | 0.9049 | 0.8719 | 0.8772 | 0.8741 | 0.6654 | 0.7664 | 0.3739 | 0.8122 | 0.7402 | 0.8146 | | 0.1977 | 18.65 | 6900 | 0.5241 | 0.7109 | 0.8058 | 0.8840 | 0.9351 | 0.7971 | 0.8919 | 0.4488 | 0.9154 | 0.8555 | 0.7970 | 0.8736 | 0.6717 | 0.7641 | 0.3857 | 0.7941 | 0.7360 | 0.7507 | | 0.0914 | 18.7 | 6920 | 0.4901 | 0.7231 | 0.8218 | 0.8911 | 0.9338 | 0.7974 | 0.8833 | 0.4839 | 0.8994 | 0.8729 | 0.8819 | 0.8722 | 0.6711 | 0.7595 | 0.3989 | 0.8125 | 0.7407 | 0.8069 | | 0.1113 | 18.76 | 6940 | 0.5246 | 0.7242 | 0.8227 | 0.8917 | 0.9317 | 0.8017 | 0.8769 | 0.4960 | 0.9055 | 0.8590 | 0.8883 | 0.8736 | 0.6726 | 0.7598 | 0.3986 | 0.8129 | 0.7386 | 0.8132 | | 0.2192 | 18.81 | 6960 | 0.5099 | 0.7243 | 0.8196 | 0.8923 | 0.9356 | 0.7812 | 0.8748 | 0.4857 | 0.9048 | 0.8686 | 0.8866 | 0.8741 | 0.6705 | 0.7633 | 0.3945 | 0.8137 | 0.7402 | 0.8137 | | 0.0997 | 18.86 | 6980 | 0.4966 | 0.7287 | 0.8225 | 0.8951 | 0.9402 | 0.7948 | 0.8713 | 0.4963 | 0.9102 | 0.8586 | 0.8865 | 0.8797 | 0.6698 | 0.7655 | 0.4052 | 0.8158 | 0.7357 | 0.8291 | | 0.1794 | 18.92 | 7000 | 0.4761 | 0.7320 | 0.8238 | 0.8963 | 0.9419 | 0.7979 | 0.8780 | 0.5003 | 0.9140 | 0.8563 | 0.8778 | 0.8773 | 0.6790 | 0.7685 | 0.4129 | 0.8220 | 0.7307 | 0.8332 | | 0.1595 | 18.97 | 7020 | 0.4864 | 0.7297 | 0.8263 | 0.8941 | 0.9413 | 0.8146 | 0.8737 | 0.5188 | 0.9110 | 0.8715 | 0.8534 | 0.8747 | 0.6826 | 0.7665 | 0.4195 | 0.8219 | 0.7283 | 0.8144 | | 0.1712 | 19.03 | 7040 | 0.4738 | 0.7314 | 0.8282 | 0.8948 | 0.9381 | 0.8273 | 0.8774 | 0.5184 | 0.9148 | 0.8627 | 0.8589 | 0.8744 | 0.6817 | 0.7684 | 0.4197 | 0.8217 | 0.7334 | 0.8205 | | 0.1839 | 19.08 | 7060 | 0.4718 | 0.7316 | 0.8263 | 0.8950 | 0.9419 | 0.8065 | 0.8790 | 0.5181 | 0.9099 | 0.8639 | 0.8651 | 0.8742 | 0.6829 | 0.7678 | 0.4154 | 0.8212 | 0.7355 | 0.8240 | | 0.1429 | 19.14 | 7080 | 0.5049 | 0.7163 | 0.8159 | 0.8858 | 0.9400 | 0.8126 | 0.8765 | 0.5226 | 0.9152 | 0.8565 | 0.7878 | 0.8715 | 0.6786 | 0.7686 | 0.4198 | 0.8082 | 0.7149 | 0.7524 | | 0.1981 | 19.19 | 7100 | 0.5005 | 0.7169 | 0.8145 | 0.8883 | 0.9425 | 0.8140 | 0.8756 | 0.4842 | 0.9121 | 0.8547 | 0.8183 | 0.8697 | 0.6766 | 0.7618 | 0.3991 | 0.8168 | 0.7133 | 0.7809 | | 0.1176 | 19.24 | 7120 | 0.5062 | 0.7152 | 0.8132 | 0.8868 | 0.9471 | 0.8165 | 0.8766 | 0.4854 | 0.9063 | 0.8552 | 0.8054 | 0.8700 | 0.6742 | 0.7639 | 0.3957 | 0.8093 | 0.7230 | 0.7703 | | 0.1592 | 19.3 | 7140 | 0.5931 | 0.6982 | 0.8033 | 0.8761 | 0.9442 | 0.8235 | 0.8774 | 0.5020 | 0.9099 | 0.8514 | 0.7150 | 0.8676 | 0.6726 | 0.7691 | 0.4025 | 0.7950 | 0.6973 | 0.6835 | | 0.0978 | 19.35 | 7160 | 0.5407 | 0.7119 | 0.8112 | 0.8847 | 0.9403 | 0.8175 | 0.8824 | 0.4807 | 0.9149 | 0.8672 | 0.7754 | 0.8713 | 0.6737 | 0.7715 | 0.4073 | 0.8077 | 0.7111 | 0.7407 | | 0.0847 | 19.41 | 7180 | 0.5007 | 0.7216 | 0.8164 | 0.8914 | 0.9440 | 0.7998 | 0.8726 | 0.4774 | 0.9117 | 0.8785 | 0.8311 | 0.8715 | 0.6753 | 0.7682 | 0.4018 | 0.8222 | 0.7197 | 0.7926 | | 0.1567 | 19.46 | 7200 | 0.5156 | 0.7247 | 0.8177 | 0.8923 | 0.9403 | 0.7897 | 0.8638 | 0.4891 | 0.9103 | 0.8583 | 0.8722 | 0.8714 | 0.6648 | 0.7679 | 0.4081 | 0.8164 | 0.7375 | 0.8069 | | 0.1307 | 19.51 | 7220 | 0.4998 | 0.7278 | 0.8233 | 0.8940 | 0.9407 | 0.7986 | 0.8597 | 0.4982 | 0.9036 | 0.8740 | 0.8883 | 0.8748 | 0.6657 | 0.7656 | 0.4089 | 0.8167 | 0.7427 | 0.8201 | | 0.0955 | 19.57 | 7240 | 0.5102 | 0.7260 | 0.8203 | 0.8924 | 0.9353 | 0.7892 | 0.8718 | 0.5063 | 0.9115 | 0.8417 | 0.8862 | 0.8729 | 0.6690 | 0.7660 | 0.4140 | 0.8151 | 0.7314 | 0.8138 | | 0.2793 | 19.62 | 7260 | 0.5154 | 0.7261 | 0.8187 | 0.8929 | 0.9351 | 0.7907 | 0.8742 | 0.4823 | 0.9120 | 0.8509 | 0.8861 | 0.8723 | 0.6696 | 0.7647 | 0.4120 | 0.8163 | 0.7347 | 0.8135 | | 0.0813 | 19.68 | 7280 | 0.5210 | 0.7277 | 0.8227 | 0.8931 | 0.9308 | 0.8013 | 0.8769 | 0.4881 | 0.9110 | 0.8600 | 0.8908 | 0.8723 | 0.6709 | 0.7653 | 0.4183 | 0.8169 | 0.7367 | 0.8133 | | 0.2225 | 19.73 | 7300 | 0.5132 | 0.7250 | 0.8206 | 0.8915 | 0.9298 | 0.7887 | 0.8866 | 0.4915 | 0.9103 | 0.8580 | 0.8791 | 0.8732 | 0.6711 | 0.7632 | 0.4147 | 0.8125 | 0.7357 | 0.8043 | | 0.1214 | 19.78 | 7320 | 0.5134 | 0.7261 | 0.8194 | 0.8927 | 0.9386 | 0.7970 | 0.8594 | 0.4894 | 0.9099 | 0.8604 | 0.8811 | 0.8720 | 0.6683 | 0.7650 | 0.4141 | 0.8168 | 0.7361 | 0.8103 | | 1.7701 | 19.84 | 7340 | 0.5098 | 0.7215 | 0.8157 | 0.8900 | 0.9426 | 0.7839 | 0.8759 | 0.4948 | 0.9089 | 0.8699 | 0.8342 | 0.8716 | 0.6651 | 0.7652 | 0.4144 | 0.8128 | 0.7369 | 0.7847 | | 1.7151 | 19.89 | 7360 | 0.5342 | 0.7183 | 0.8155 | 0.8888 | 0.9443 | 0.7815 | 0.8788 | 0.5007 | 0.9030 | 0.8683 | 0.8318 | 0.8682 | 0.6625 | 0.7607 | 0.4110 | 0.8173 | 0.7256 | 0.7826 | | 0.1064 | 19.95 | 7380 | 0.4977 | 0.7214 | 0.8191 | 0.8905 | 0.9375 | 0.7827 | 0.8756 | 0.4947 | 0.9008 | 0.8722 | 0.8705 | 0.8705 | 0.6635 | 0.7585 | 0.3997 | 0.8138 | 0.7389 | 0.8046 | | 0.2402 | 20.0 | 7400 | 0.5230 | 0.7149 | 0.8221 | 0.8863 | 0.9369 | 0.7949 | 0.8742 | 0.5129 | 0.8834 | 0.8912 | 0.8614 | 0.8675 | 0.6614 | 0.7555 | 0.3836 | 0.8072 | 0.7365 | 0.7927 | | 0.1443 | 20.05 | 7420 | 0.5007 | 0.7189 | 0.8163 | 0.8902 | 0.9403 | 0.7789 | 0.8850 | 0.4804 | 0.9001 | 0.8644 | 0.8648 | 0.8712 | 0.6643 | 0.7568 | 0.3796 | 0.8134 | 0.7381 | 0.8086 | | 0.1582 | 20.11 | 7440 | 0.5011 | 0.7223 | 0.8156 | 0.8916 | 0.9431 | 0.7961 | 0.8733 | 0.4812 | 0.9136 | 0.8566 | 0.8456 | 0.8703 | 0.6748 | 0.7613 | 0.3929 | 0.8194 | 0.7303 | 0.8074 | | 0.164 | 20.16 | 7460 | 0.4833 | 0.7243 | 0.8172 | 0.8930 | 0.9387 | 0.7888 | 0.8671 | 0.4763 | 0.9139 | 0.8670 | 0.8685 | 0.8723 | 0.6704 | 0.7628 | 0.3954 | 0.8195 | 0.7342 | 0.8156 | | 0.1043 | 20.22 | 7480 | 0.4934 | 0.7196 | 0.8091 | 0.8920 | 0.9441 | 0.7778 | 0.8774 | 0.4328 | 0.9114 | 0.8591 | 0.8613 | 0.8702 | 0.6688 | 0.7629 | 0.3715 | 0.8187 | 0.7364 | 0.8088 | | 0.0895 | 20.27 | 7500 | 0.5015 | 0.7187 | 0.8118 | 0.8909 | 0.9428 | 0.7912 | 0.8846 | 0.4462 | 0.9084 | 0.8556 | 0.8539 | 0.8697 | 0.6702 | 0.7614 | 0.3773 | 0.8183 | 0.7335 | 0.8009 | | 0.3232 | 20.32 | 7520 | 0.4854 | 0.7267 | 0.8183 | 0.8940 | 0.9438 | 0.8036 | 0.8784 | 0.4660 | 0.9117 | 0.8680 | 0.8568 | 0.8709 | 0.6787 | 0.7671 | 0.3953 | 0.8224 | 0.7371 | 0.8154 | | 0.207 | 20.38 | 7540 | 0.4836 | 0.7306 | 0.8237 | 0.8951 | 0.9382 | 0.8109 | 0.8808 | 0.4959 | 0.9176 | 0.8569 | 0.8654 | 0.8742 | 0.6793 | 0.7686 | 0.4094 | 0.8212 | 0.7370 | 0.8241 | | 0.089 | 20.43 | 7560 | 0.4726 | 0.7301 | 0.8220 | 0.8954 | 0.9405 | 0.8147 | 0.8770 | 0.4784 | 0.9166 | 0.8589 | 0.8680 | 0.8739 | 0.6788 | 0.7699 | 0.4039 | 0.8220 | 0.7378 | 0.8245 | | 0.1336 | 20.49 | 7580 | 0.4796 | 0.7263 | 0.8209 | 0.8936 | 0.9427 | 0.7999 | 0.8861 | 0.4778 | 0.9076 | 0.8826 | 0.8496 | 0.8731 | 0.6763 | 0.7657 | 0.4004 | 0.8212 | 0.7363 | 0.8109 | | 0.055 | 20.54 | 7600 | 0.4904 | 0.7205 | 0.8196 | 0.8903 | 0.9406 | 0.8238 | 0.8846 | 0.4836 | 0.9099 | 0.8683 | 0.8266 | 0.8720 | 0.6755 | 0.7649 | 0.3980 | 0.8176 | 0.7266 | 0.7891 | | 0.0892 | 20.59 | 7620 | 0.5179 | 0.7124 | 0.8098 | 0.8847 | 0.9457 | 0.8056 | 0.8692 | 0.4912 | 0.9113 | 0.8669 | 0.7791 | 0.8703 | 0.6750 | 0.7693 | 0.3946 | 0.8042 | 0.7284 | 0.7453 | | 0.3639 | 20.65 | 7640 | 0.5455 | 0.7083 | 0.8085 | 0.8819 | 0.9420 | 0.8267 | 0.8712 | 0.4769 | 0.9120 | 0.8721 | 0.7583 | 0.8709 | 0.6746 | 0.7687 | 0.3927 | 0.7968 | 0.7311 | 0.7233 | | 1.4236 | 20.7 | 7660 | 0.4975 | 0.7172 | 0.8163 | 0.8878 | 0.9445 | 0.8147 | 0.8750 | 0.4901 | 0.9055 | 0.8750 | 0.8096 | 0.8723 | 0.6772 | 0.7679 | 0.3893 | 0.8089 | 0.7322 | 0.7727 | | 0.1324 | 20.76 | 7680 | 0.5171 | 0.7158 | 0.8130 | 0.8868 | 0.9436 | 0.8140 | 0.8660 | 0.4800 | 0.9099 | 0.8758 | 0.8021 | 0.8723 | 0.6772 | 0.7664 | 0.3936 | 0.8061 | 0.7324 | 0.7623 | | 0.2931 | 20.81 | 7700 | 0.5792 | 0.7071 | 0.8048 | 0.8818 | 0.9421 | 0.8172 | 0.8664 | 0.4589 | 0.9137 | 0.8742 | 0.7614 | 0.8721 | 0.6759 | 0.7648 | 0.3870 | 0.7950 | 0.7299 | 0.7250 | | 0.1604 | 20.86 | 7720 | 0.5350 | 0.7118 | 0.8076 | 0.8854 | 0.9415 | 0.8070 | 0.8780 | 0.4504 | 0.9133 | 0.8725 | 0.7904 | 0.8731 | 0.6768 | 0.7632 | 0.3841 | 0.8026 | 0.7316 | 0.7516 | | 0.1814 | 20.92 | 7740 | 0.5325 | 0.7144 | 0.8133 | 0.8863 | 0.9415 | 0.8162 | 0.8721 | 0.4767 | 0.9094 | 0.8775 | 0.7995 | 0.8735 | 0.6773 | 0.7624 | 0.3901 | 0.8049 | 0.7317 | 0.7608 | | 0.2279 | 20.97 | 7760 | 0.5369 | 0.7071 | 0.8029 | 0.8833 | 0.9423 | 0.8079 | 0.8820 | 0.4398 | 0.9143 | 0.8523 | 0.7820 | 0.8724 | 0.6761 | 0.7612 | 0.3714 | 0.7990 | 0.7259 | 0.7440 | | 0.1487 | 21.03 | 7780 | 0.5375 | 0.7095 | 0.8042 | 0.8849 | 0.9443 | 0.8113 | 0.8846 | 0.4421 | 0.9135 | 0.8349 | 0.7990 | 0.8710 | 0.6749 | 0.7606 | 0.3758 | 0.8035 | 0.7223 | 0.7587 | | 0.1486 | 21.08 | 7800 | 0.5353 | 0.7102 | 0.8066 | 0.8840 | 0.9420 | 0.8015 | 0.8762 | 0.4601 | 0.9115 | 0.8725 | 0.7823 | 0.8728 | 0.6747 | 0.7625 | 0.3891 | 0.7996 | 0.7288 | 0.7438 | | 0.2571 | 21.14 | 7820 | 0.5643 | 0.7084 | 0.8092 | 0.8816 | 0.9424 | 0.8139 | 0.8764 | 0.4938 | 0.9092 | 0.8699 | 0.7586 | 0.8725 | 0.6743 | 0.7638 | 0.4022 | 0.7952 | 0.7273 | 0.7238 | | 0.1137 | 21.19 | 7840 | 0.5104 | 0.7222 | 0.8179 | 0.8905 | 0.9353 | 0.7812 | 0.8811 | 0.4888 | 0.9060 | 0.8659 | 0.8667 | 0.8684 | 0.6672 | 0.7647 | 0.4057 | 0.8164 | 0.7383 | 0.7943 | | 0.1662 | 21.24 | 7860 | 0.5089 | 0.7225 | 0.8195 | 0.8903 | 0.9349 | 0.7819 | 0.8780 | 0.5012 | 0.9055 | 0.8718 | 0.8631 | 0.8681 | 0.6663 | 0.7640 | 0.4125 | 0.8170 | 0.7363 | 0.7934 | | 0.0541 | 21.3 | 7880 | 0.5130 | 0.7236 | 0.8210 | 0.8913 | 0.9388 | 0.7999 | 0.8854 | 0.5034 | 0.9091 | 0.8644 | 0.8461 | 0.8714 | 0.6737 | 0.7601 | 0.4112 | 0.8189 | 0.7274 | 0.8025 | | 0.1648 | 21.35 | 7900 | 0.5118 | 0.7222 | 0.8205 | 0.8908 | 0.9361 | 0.8038 | 0.8838 | 0.4922 | 0.9082 | 0.8687 | 0.8508 | 0.8713 | 0.6720 | 0.7579 | 0.4065 | 0.8173 | 0.7293 | 0.8010 | | 0.304 | 21.41 | 7920 | 0.5105 | 0.7203 | 0.8200 | 0.8897 | 0.9386 | 0.7998 | 0.8662 | 0.5190 | 0.9062 | 0.8483 | 0.8620 | 0.8706 | 0.6623 | 0.7606 | 0.4040 | 0.8145 | 0.7296 | 0.8007 | | 0.1924 | 21.46 | 7940 | 0.5129 | 0.7174 | 0.8059 | 0.8902 | 0.9451 | 0.7547 | 0.8814 | 0.4674 | 0.9161 | 0.8248 | 0.8520 | 0.8698 | 0.6597 | 0.7636 | 0.3912 | 0.8164 | 0.7192 | 0.8022 | | 0.1125 | 21.51 | 7960 | 0.4882 | 0.7224 | 0.8163 | 0.8915 | 0.9396 | 0.7945 | 0.8768 | 0.4828 | 0.9127 | 0.8489 | 0.8591 | 0.8709 | 0.6692 | 0.7636 | 0.4019 | 0.8181 | 0.7306 | 0.8028 | | 0.1268 | 21.57 | 7980 | 0.5003 | 0.7242 | 0.8169 | 0.8926 | 0.9414 | 0.7991 | 0.8820 | 0.4749 | 0.9131 | 0.8491 | 0.8592 | 0.8722 | 0.6727 | 0.7650 | 0.4003 | 0.8192 | 0.7330 | 0.8071 | | 0.0906 | 21.62 | 8000 | 0.5086 | 0.7224 | 0.8173 | 0.8907 | 0.9422 | 0.8051 | 0.8804 | 0.4860 | 0.9130 | 0.8684 | 0.8258 | 0.8716 | 0.6802 | 0.7646 | 0.4035 | 0.8171 | 0.7308 | 0.7890 | | 0.1407 | 21.68 | 8020 | 0.4880 | 0.7252 | 0.8202 | 0.8923 | 0.9442 | 0.8148 | 0.8805 | 0.4872 | 0.9094 | 0.8638 | 0.8411 | 0.8723 | 0.6811 | 0.7668 | 0.4030 | 0.8188 | 0.7344 | 0.7996 | | 0.1863 | 21.73 | 8040 | 0.5065 | 0.7208 | 0.8128 | 0.8896 | 0.9436 | 0.7926 | 0.8758 | 0.4850 | 0.9168 | 0.8583 | 0.8175 | 0.8725 | 0.6783 | 0.7685 | 0.4060 | 0.8126 | 0.7301 | 0.7774 | | 0.264 | 21.78 | 8060 | 0.5151 | 0.7178 | 0.8145 | 0.8872 | 0.9424 | 0.8147 | 0.8772 | 0.4987 | 0.9150 | 0.8555 | 0.7979 | 0.8724 | 0.6794 | 0.7677 | 0.4060 | 0.8073 | 0.7292 | 0.7623 | | 0.0748 | 21.84 | 8080 | 0.5288 | 0.7252 | 0.8244 | 0.8916 | 0.9388 | 0.8132 | 0.8798 | 0.5075 | 0.9074 | 0.8871 | 0.8368 | 0.8735 | 0.6790 | 0.7632 | 0.4120 | 0.8172 | 0.7319 | 0.7992 | | 0.1044 | 21.89 | 8100 | 0.5047 | 0.7279 | 0.8236 | 0.8942 | 0.9392 | 0.8216 | 0.8819 | 0.4761 | 0.9101 | 0.8752 | 0.8613 | 0.8733 | 0.6806 | 0.7627 | 0.4021 | 0.8220 | 0.7366 | 0.8181 | | 0.217 | 21.95 | 8120 | 0.4980 | 0.7225 | 0.8175 | 0.8909 | 0.9414 | 0.8003 | 0.8814 | 0.4869 | 0.9118 | 0.8659 | 0.8348 | 0.8734 | 0.6772 | 0.7652 | 0.3981 | 0.8142 | 0.7354 | 0.7942 | | 0.1532 | 22.0 | 8140 | 0.5042 | 0.7224 | 0.8172 | 0.8920 | 0.9424 | 0.7876 | 0.8739 | 0.4722 | 0.9029 | 0.8727 | 0.8685 | 0.8712 | 0.6670 | 0.7656 | 0.3906 | 0.8180 | 0.7391 | 0.8054 | | 0.1068 | 22.05 | 8160 | 0.4846 | 0.7246 | 0.8222 | 0.8922 | 0.9403 | 0.8012 | 0.8697 | 0.4986 | 0.9040 | 0.8778 | 0.8641 | 0.8723 | 0.6699 | 0.7651 | 0.4029 | 0.8186 | 0.7380 | 0.8051 | | 0.098 | 22.11 | 8180 | 0.4889 | 0.7257 | 0.8174 | 0.8934 | 0.9450 | 0.7790 | 0.8772 | 0.4880 | 0.9101 | 0.8669 | 0.8558 | 0.8727 | 0.6736 | 0.7633 | 0.4016 | 0.8211 | 0.7353 | 0.8122 | | 0.2365 | 22.16 | 8200 | 0.4930 | 0.7268 | 0.8206 | 0.8940 | 0.9419 | 0.8080 | 0.8758 | 0.4753 | 0.9110 | 0.8713 | 0.8606 | 0.8734 | 0.6778 | 0.7653 | 0.3997 | 0.8219 | 0.7365 | 0.8130 | | 0.1832 | 22.22 | 8220 | 0.4950 | 0.7267 | 0.8191 | 0.8937 | 0.9398 | 0.7963 | 0.8735 | 0.4846 | 0.9150 | 0.8583 | 0.8659 | 0.8731 | 0.6745 | 0.7659 | 0.4052 | 0.8206 | 0.7342 | 0.8134 | | 0.1064 | 22.27 | 8240 | 0.4851 | 0.7286 | 0.8208 | 0.8947 | 0.9392 | 0.8114 | 0.8716 | 0.4774 | 0.9176 | 0.8613 | 0.8668 | 0.8736 | 0.6788 | 0.7673 | 0.4049 | 0.8222 | 0.7346 | 0.8187 | | 0.1362 | 22.32 | 8260 | 0.5081 | 0.7262 | 0.8214 | 0.8928 | 0.9425 | 0.7998 | 0.8759 | 0.5016 | 0.9110 | 0.8770 | 0.8421 | 0.8733 | 0.6790 | 0.7661 | 0.4136 | 0.8218 | 0.7265 | 0.8033 | | 0.428 | 22.38 | 8280 | 0.5036 | 0.7230 | 0.8194 | 0.8914 | 0.9414 | 0.7991 | 0.8868 | 0.4910 | 0.9107 | 0.8796 | 0.8273 | 0.8733 | 0.6783 | 0.7652 | 0.4121 | 0.8211 | 0.7198 | 0.7913 | | 0.1478 | 22.43 | 8300 | 0.4875 | 0.7251 | 0.8176 | 0.8924 | 0.9424 | 0.7944 | 0.8773 | 0.4890 | 0.9155 | 0.8643 | 0.8404 | 0.8735 | 0.6781 | 0.7670 | 0.4126 | 0.8198 | 0.7262 | 0.7987 | | 0.1215 | 22.49 | 8320 | 0.4854 | 0.7255 | 0.8180 | 0.8930 | 0.9417 | 0.8034 | 0.8867 | 0.4823 | 0.9162 | 0.8454 | 0.8503 | 0.8741 | 0.6798 | 0.7652 | 0.4053 | 0.8198 | 0.7270 | 0.8074 | | 0.1314 | 22.54 | 8340 | 0.5011 | 0.7260 | 0.8213 | 0.8930 | 0.9398 | 0.8143 | 0.8750 | 0.4942 | 0.9156 | 0.8603 | 0.8502 | 0.8744 | 0.6795 | 0.7651 | 0.4059 | 0.8200 | 0.7284 | 0.8085 | | 0.0794 | 22.59 | 8360 | 0.5000 | 0.7246 | 0.8217 | 0.8924 | 0.9419 | 0.8195 | 0.8763 | 0.4910 | 0.9099 | 0.8669 | 0.8464 | 0.8730 | 0.6792 | 0.7646 | 0.4016 | 0.8207 | 0.7292 | 0.8038 | | 0.1479 | 22.65 | 8380 | 0.5173 | 0.7180 | 0.8167 | 0.8890 | 0.9444 | 0.8143 | 0.8773 | 0.4860 | 0.9085 | 0.8723 | 0.8137 | 0.8708 | 0.6779 | 0.7640 | 0.4016 | 0.8199 | 0.7152 | 0.7768 | | 0.1797 | 22.7 | 8400 | 0.5417 | 0.7125 | 0.8097 | 0.8856 | 0.9467 | 0.8023 | 0.8736 | 0.4824 | 0.9100 | 0.8647 | 0.7882 | 0.8699 | 0.6753 | 0.7637 | 0.4009 | 0.8118 | 0.7142 | 0.7519 | | 0.0471 | 22.76 | 8420 | 0.5251 | 0.7134 | 0.8135 | 0.8854 | 0.9418 | 0.8059 | 0.8730 | 0.4991 | 0.9100 | 0.8786 | 0.7865 | 0.8730 | 0.6767 | 0.7634 | 0.4067 | 0.8084 | 0.7168 | 0.7489 | | 1.8129 | 22.81 | 8440 | 0.5326 | 0.7136 | 0.8113 | 0.8863 | 0.9442 | 0.8157 | 0.8823 | 0.4813 | 0.9131 | 0.8468 | 0.7958 | 0.8704 | 0.6772 | 0.7639 | 0.3959 | 0.8115 | 0.7163 | 0.7601 | | 0.0702 | 22.86 | 8460 | 0.5007 | 0.7205 | 0.8175 | 0.8906 | 0.9434 | 0.8176 | 0.8802 | 0.4793 | 0.9107 | 0.8621 | 0.8293 | 0.8719 | 0.6785 | 0.7646 | 0.3961 | 0.8194 | 0.7236 | 0.7893 | | 0.2248 | 22.92 | 8480 | 0.5076 | 0.7135 | 0.8099 | 0.8859 | 0.9438 | 0.8019 | 0.8837 | 0.4814 | 0.9135 | 0.8566 | 0.7883 | 0.8710 | 0.6780 | 0.7662 | 0.4000 | 0.8098 | 0.7182 | 0.7511 | | 0.2697 | 22.97 | 8500 | 0.4915 | 0.7259 | 0.8197 | 0.8933 | 0.9442 | 0.8122 | 0.8709 | 0.4841 | 0.9132 | 0.8650 | 0.8483 | 0.8728 | 0.6798 | 0.7681 | 0.4009 | 0.8221 | 0.7301 | 0.8074 | | 1.8602 | 23.03 | 8520 | 0.5097 | 0.7245 | 0.8202 | 0.8926 | 0.9433 | 0.8220 | 0.8762 | 0.4851 | 0.9132 | 0.8595 | 0.8423 | 0.8723 | 0.6790 | 0.7668 | 0.4004 | 0.8220 | 0.7252 | 0.8057 | | 0.3626 | 23.08 | 8540 | 0.4995 | 0.7260 | 0.8212 | 0.8934 | 0.9421 | 0.8250 | 0.8667 | 0.4822 | 0.9151 | 0.8693 | 0.8477 | 0.8733 | 0.6768 | 0.7672 | 0.4045 | 0.8223 | 0.7280 | 0.8096 | | 0.2036 | 23.14 | 8560 | 0.5187 | 0.7189 | 0.8157 | 0.8886 | 0.9417 | 0.8033 | 0.8733 | 0.5011 | 0.9159 | 0.8698 | 0.8048 | 0.8731 | 0.6766 | 0.7681 | 0.4126 | 0.8147 | 0.7170 | 0.7704 | | 0.1444 | 23.19 | 8580 | 0.4992 | 0.7250 | 0.8230 | 0.8919 | 0.9413 | 0.8158 | 0.8798 | 0.5103 | 0.9102 | 0.8661 | 0.8377 | 0.8739 | 0.6784 | 0.7676 | 0.4094 | 0.8179 | 0.7304 | 0.7976 | | 0.1331 | 23.24 | 8600 | 0.4921 | 0.7241 | 0.8201 | 0.8913 | 0.9421 | 0.8101 | 0.8725 | 0.5101 | 0.9144 | 0.8586 | 0.8330 | 0.8749 | 0.6773 | 0.7686 | 0.4105 | 0.8148 | 0.7293 | 0.7931 | | 0.254 | 23.3 | 8620 | 0.5117 | 0.7183 | 0.8082 | 0.8893 | 0.9457 | 0.7872 | 0.8693 | 0.4610 | 0.9182 | 0.8596 | 0.8163 | 0.8728 | 0.6749 | 0.7671 | 0.3950 | 0.8112 | 0.7296 | 0.7779 | | 0.12 | 23.35 | 8640 | 0.4869 | 0.7281 | 0.8213 | 0.8948 | 0.9427 | 0.8105 | 0.8855 | 0.4730 | 0.9099 | 0.8586 | 0.8688 | 0.8741 | 0.6810 | 0.7663 | 0.3923 | 0.8207 | 0.7379 | 0.8245 | | 1.7441 | 23.41 | 8660 | 0.5007 | 0.7213 | 0.8187 | 0.8903 | 0.9439 | 0.8053 | 0.8854 | 0.4980 | 0.9084 | 0.8654 | 0.8244 | 0.8721 | 0.6789 | 0.7667 | 0.4032 | 0.8181 | 0.7223 | 0.7878 | | 0.8889 | 23.46 | 8680 | 0.5140 | 0.7173 | 0.8158 | 0.8874 | 0.9437 | 0.8113 | 0.8795 | 0.5094 | 0.9122 | 0.8550 | 0.7996 | 0.8719 | 0.6787 | 0.7683 | 0.4082 | 0.8121 | 0.7177 | 0.7645 | | 0.2187 | 23.51 | 8700 | 0.5315 | 0.7122 | 0.8058 | 0.8852 | 0.9448 | 0.7907 | 0.8827 | 0.4819 | 0.9191 | 0.8391 | 0.7819 | 0.8713 | 0.6767 | 0.7678 | 0.4001 | 0.8068 | 0.7135 | 0.7490 | | 0.1726 | 23.57 | 8720 | 0.5219 | 0.7208 | 0.8176 | 0.8901 | 0.9434 | 0.7990 | 0.8838 | 0.5072 | 0.9121 | 0.8546 | 0.8231 | 0.8733 | 0.6788 | 0.7678 | 0.4022 | 0.8168 | 0.7191 | 0.7874 | | 0.2181 | 23.62 | 8740 | 0.4934 | 0.7272 | 0.8248 | 0.8934 | 0.9440 | 0.8098 | 0.8829 | 0.5101 | 0.9031 | 0.8627 | 0.8611 | 0.8741 | 0.6813 | 0.7682 | 0.3935 | 0.8183 | 0.7354 | 0.8196 | | 0.2565 | 23.68 | 8760 | 0.4912 | 0.7295 | 0.8272 | 0.8944 | 0.9397 | 0.8090 | 0.8814 | 0.5188 | 0.9076 | 0.8659 | 0.8678 | 0.8758 | 0.6817 | 0.7680 | 0.4032 | 0.8195 | 0.7351 | 0.8231 | | 0.1629 | 23.73 | 8780 | 0.4825 | 0.7293 | 0.8280 | 0.8942 | 0.9405 | 0.8171 | 0.8738 | 0.5283 | 0.9092 | 0.8651 | 0.8621 | 0.8760 | 0.6809 | 0.7685 | 0.4066 | 0.8201 | 0.7320 | 0.8209 | | 0.126 | 23.78 | 8800 | 0.4799 | 0.7291 | 0.8251 | 0.8943 | 0.9417 | 0.7994 | 0.8775 | 0.5131 | 0.9056 | 0.8639 | 0.8742 | 0.8756 | 0.6799 | 0.7696 | 0.3994 | 0.8181 | 0.7387 | 0.8223 | | 0.0423 | 23.84 | 8820 | 0.4822 | 0.7267 | 0.8222 | 0.8933 | 0.9449 | 0.8065 | 0.8679 | 0.5014 | 0.9043 | 0.8584 | 0.8718 | 0.8733 | 0.6748 | 0.7684 | 0.3986 | 0.8180 | 0.7380 | 0.8157 | | 0.0722 | 23.89 | 8840 | 0.4846 | 0.7268 | 0.8212 | 0.8935 | 0.9455 | 0.8079 | 0.8682 | 0.4985 | 0.9091 | 0.8593 | 0.8600 | 0.8725 | 0.6769 | 0.7691 | 0.3999 | 0.8207 | 0.7347 | 0.8140 | | 0.1692 | 23.95 | 8860 | 0.4849 | 0.7252 | 0.8165 | 0.8938 | 0.9430 | 0.8004 | 0.8757 | 0.4576 | 0.9146 | 0.8678 | 0.8561 | 0.8731 | 0.6779 | 0.7692 | 0.3907 | 0.8220 | 0.7332 | 0.8105 | | 0.1919 | 24.0 | 8880 | 0.5018 | 0.7242 | 0.8168 | 0.8932 | 0.9440 | 0.8066 | 0.8787 | 0.4622 | 0.9135 | 0.8641 | 0.8486 | 0.8725 | 0.6800 | 0.7669 | 0.3903 | 0.8227 | 0.7285 | 0.8086 | | 0.8679 | 24.05 | 8900 | 0.5028 | 0.7250 | 0.8177 | 0.8936 | 0.9451 | 0.8218 | 0.8705 | 0.4622 | 0.9143 | 0.8568 | 0.8534 | 0.8716 | 0.6796 | 0.7666 | 0.3905 | 0.8231 | 0.7310 | 0.8129 | | 0.2077 | 24.11 | 8920 | 0.4979 | 0.7224 | 0.8162 | 0.8920 | 0.9433 | 0.8163 | 0.8736 | 0.4651 | 0.9154 | 0.8603 | 0.8391 | 0.8725 | 0.6799 | 0.7661 | 0.3927 | 0.8201 | 0.7263 | 0.7994 | | 0.051 | 24.16 | 8940 | 0.4979 | 0.7236 | 0.8172 | 0.8924 | 0.9438 | 0.8072 | 0.8834 | 0.4761 | 0.9134 | 0.8540 | 0.8425 | 0.8723 | 0.6804 | 0.7659 | 0.3957 | 0.8210 | 0.7257 | 0.8040 | | 0.1098 | 24.22 | 8960 | 0.4894 | 0.7265 | 0.8226 | 0.8934 | 0.9418 | 0.8218 | 0.8761 | 0.4941 | 0.9115 | 0.8552 | 0.8575 | 0.8732 | 0.6819 | 0.7674 | 0.3978 | 0.8210 | 0.7304 | 0.8136 | | 0.1552 | 24.27 | 8980 | 0.5022 | 0.7225 | 0.8175 | 0.8917 | 0.9439 | 0.8113 | 0.8826 | 0.4858 | 0.9133 | 0.8456 | 0.8400 | 0.8717 | 0.6807 | 0.7657 | 0.3940 | 0.8205 | 0.7217 | 0.8030 | | 0.1509 | 24.32 | 9000 | 0.4919 | 0.7260 | 0.8194 | 0.8932 | 0.9435 | 0.8137 | 0.8731 | 0.4966 | 0.9159 | 0.8341 | 0.8585 | 0.8724 | 0.6809 | 0.7674 | 0.3984 | 0.8204 | 0.7264 | 0.8160 | | 0.0315 | 24.38 | 9020 | 0.5006 | 0.7228 | 0.8186 | 0.8918 | 0.9434 | 0.8102 | 0.8798 | 0.4842 | 0.9110 | 0.8623 | 0.8395 | 0.8721 | 0.6811 | 0.7655 | 0.3947 | 0.8213 | 0.7231 | 0.8017 | | 0.1435 | 24.43 | 9040 | 0.5141 | 0.7236 | 0.8165 | 0.8929 | 0.9447 | 0.8144 | 0.8749 | 0.4540 | 0.9107 | 0.8627 | 0.8544 | 0.8711 | 0.6802 | 0.7646 | 0.3851 | 0.8219 | 0.7322 | 0.8099 | | 0.1574 | 24.49 | 9060 | 0.4985 | 0.7232 | 0.8187 | 0.8920 | 0.9431 | 0.8081 | 0.8763 | 0.4813 | 0.9105 | 0.8684 | 0.8430 | 0.8722 | 0.6808 | 0.7648 | 0.3958 | 0.8214 | 0.7244 | 0.8028 | | 0.1673 | 24.54 | 9080 | 0.5061 | 0.7248 | 0.8204 | 0.8926 | 0.9406 | 0.8131 | 0.8784 | 0.4885 | 0.9134 | 0.8607 | 0.8484 | 0.8727 | 0.6811 | 0.7651 | 0.3994 | 0.8210 | 0.7274 | 0.8070 | | 0.0692 | 24.59 | 9100 | 0.4877 | 0.7252 | 0.8227 | 0.8925 | 0.9406 | 0.8206 | 0.8784 | 0.5020 | 0.9125 | 0.8570 | 0.8477 | 0.8735 | 0.6820 | 0.7673 | 0.4009 | 0.8206 | 0.7253 | 0.8067 | | 0.1526 | 24.65 | 9120 | 0.5075 | 0.7236 | 0.8160 | 0.8927 | 0.9447 | 0.8006 | 0.8741 | 0.4682 | 0.9130 | 0.8632 | 0.8479 | 0.8717 | 0.6793 | 0.7658 | 0.3914 | 0.8222 | 0.7281 | 0.8064 | | 0.2667 | 24.7 | 9140 | 0.5055 | 0.7221 | 0.8171 | 0.8915 | 0.9465 | 0.8095 | 0.8718 | 0.4824 | 0.9102 | 0.8637 | 0.8354 | 0.8704 | 0.6795 | 0.7656 | 0.3954 | 0.8220 | 0.7233 | 0.7986 | | 0.8373 | 24.76 | 9160 | 0.5134 | 0.7225 | 0.8152 | 0.8921 | 0.9429 | 0.8119 | 0.8808 | 0.4713 | 0.9181 | 0.8359 | 0.8454 | 0.8719 | 0.6805 | 0.7653 | 0.3914 | 0.8205 | 0.7209 | 0.8067 | | 0.0706 | 24.81 | 9180 | 0.5050 | 0.7237 | 0.8180 | 0.8927 | 0.9425 | 0.8175 | 0.8720 | 0.4719 | 0.9151 | 0.8580 | 0.8487 | 0.8723 | 0.6794 | 0.7655 | 0.3925 | 0.8219 | 0.7268 | 0.8076 | | 0.1659 | 24.86 | 9200 | 0.5036 | 0.7233 | 0.8150 | 0.8928 | 0.9441 | 0.8035 | 0.8738 | 0.4605 | 0.9156 | 0.8590 | 0.8483 | 0.8719 | 0.6793 | 0.7661 | 0.3891 | 0.8223 | 0.7273 | 0.8068 | | 0.1071 | 24.92 | 9220 | 0.5101 | 0.7205 | 0.8141 | 0.8910 | 0.9466 | 0.8091 | 0.8670 | 0.4720 | 0.9141 | 0.8596 | 0.8304 | 0.8698 | 0.6786 | 0.7658 | 0.3926 | 0.8221 | 0.7203 | 0.7939 | | 0.1413 | 24.97 | 9240 | 0.5021 | 0.7220 | 0.8156 | 0.8922 | 0.9448 | 0.8091 | 0.8790 | 0.4533 | 0.9102 | 0.8690 | 0.8436 | 0.8711 | 0.6804 | 0.7651 | 0.3850 | 0.8221 | 0.7272 | 0.8031 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b3-cityscapes-512-512-finetuned-coastTrain

# segformer-b3-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b3-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.4888 - Mean Iou: 0.7304 - Mean Accuracy: 0.8267 - Overall Accuracy: 0.8944 - Accuracy Water: 0.9447 - Accuracy Whitewater: 0.8151 - Accuracy Sediment: 0.8756 - Accuracy Other Natural Terrain: 0.5243 - Accuracy Vegetation: 0.9131 - Accuracy Development: 0.8836 - Accuracy Unknown: 0.8307 - Iou Water: 0.8786 - Iou Whitewater: 0.6862 - Iou Sediment: 0.7756 - Iou Other Natural Terrain: 0.4322 - Iou Vegetation: 0.8250 - Iou Development: 0.7213 - Iou Unknown: 0.7937 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7904 | 0.05 | 20 | 1.6507 | 0.1961 | 0.2878 | 0.5264 | 0.6006 | 0.1414 | 0.0010 | 0.0065 | 0.9231 | 0.0433 | 0.2987 | 0.4811 | 0.1296 | 0.0010 | 0.0030 | 0.4222 | 0.0428 | 0.2927 | | 1.6791 | 0.11 | 40 | 1.3550 | 0.1875 | 0.2867 | 0.5746 | 0.8195 | 0.0348 | 0.0106 | 0.0005 | 0.9075 | 0.2328 | 0.0014 | 0.5425 | 0.0346 | 0.0105 | 0.0005 | 0.4971 | 0.2257 | 0.0014 | | 1.3496 | 0.16 | 60 | 1.2091 | 0.2052 | 0.3061 | 0.5861 | 0.7749 | 0.0705 | 0.0071 | 0.0000 | 0.9740 | 0.3137 | 0.0023 | 0.5667 | 0.0700 | 0.0070 | 0.0000 | 0.5004 | 0.2897 | 0.0023 | | 1.0358 | 0.22 | 80 | 1.0742 | 0.2410 | 0.3391 | 0.6320 | 0.8877 | 0.0271 | 0.0137 | 0.0000 | 0.9316 | 0.4350 | 0.0785 | 0.5851 | 0.0270 | 0.0135 | 0.0000 | 0.5773 | 0.4053 | 0.0785 | | 1.1266 | 0.27 | 100 | 1.0193 | 0.3300 | 0.4329 | 0.6869 | 0.8898 | 0.0645 | 0.1276 | 0.0 | 0.8862 | 0.7286 | 0.3335 | 0.6468 | 0.0639 | 0.1090 | 0.0 | 0.6005 | 0.5606 | 0.3291 | | 0.8695 | 0.32 | 120 | 0.9362 | 0.3452 | 0.4440 | 0.7047 | 0.9120 | 0.0357 | 0.1548 | 0.0 | 0.8841 | 0.6873 | 0.4342 | 0.6616 | 0.0357 | 0.1315 | 0.0 | 0.6251 | 0.5342 | 0.4286 | | 1.2565 | 0.38 | 140 | 0.9870 | 0.3429 | 0.4329 | 0.6869 | 0.7836 | 0.0056 | 0.3794 | 0.0 | 0.9753 | 0.4296 | 0.4567 | 0.6823 | 0.0056 | 0.3310 | 0.0 | 0.5374 | 0.3931 | 0.4507 | | 1.3679 | 0.43 | 160 | 0.8931 | 0.3729 | 0.4897 | 0.7180 | 0.9006 | 0.0392 | 0.4117 | 0.0 | 0.8210 | 0.7848 | 0.4704 | 0.7126 | 0.0391 | 0.3469 | 0.0 | 0.5979 | 0.4507 | 0.4633 | | 1.0609 | 0.49 | 180 | 0.8444 | 0.3897 | 0.4977 | 0.7379 | 0.8786 | 0.0116 | 0.4159 | 0.0 | 0.9101 | 0.7734 | 0.4942 | 0.7263 | 0.0116 | 0.3328 | 0.0 | 0.6344 | 0.5438 | 0.4787 | | 0.988 | 0.54 | 200 | 0.8040 | 0.4415 | 0.5765 | 0.7508 | 0.8661 | 0.2453 | 0.7349 | 0.0 | 0.8149 | 0.8760 | 0.4987 | 0.7525 | 0.2407 | 0.5046 | 0.0 | 0.6454 | 0.4613 | 0.4858 | | 0.859 | 0.59 | 220 | 0.7529 | 0.4587 | 0.5614 | 0.7666 | 0.8739 | 0.2374 | 0.6597 | 0.0 | 0.9230 | 0.7393 | 0.4964 | 0.7549 | 0.2312 | 0.5377 | 0.0 | 0.6432 | 0.5563 | 0.4872 | | 1.2341 | 0.65 | 240 | 0.7440 | 0.4487 | 0.5650 | 0.7694 | 0.9095 | 0.1206 | 0.7930 | 0.0 | 0.8479 | 0.7852 | 0.4985 | 0.7466 | 0.1186 | 0.5127 | 0.0 | 0.6717 | 0.6038 | 0.4875 | | 0.8086 | 0.7 | 260 | 0.8151 | 0.4104 | 0.5143 | 0.7408 | 0.9080 | 0.2138 | 0.2823 | 0.0 | 0.8900 | 0.7932 | 0.5127 | 0.6991 | 0.2075 | 0.2369 | 0.0 | 0.6642 | 0.5648 | 0.5000 | | 0.9247 | 0.76 | 280 | 0.7165 | 0.4762 | 0.5819 | 0.7821 | 0.8908 | 0.3229 | 0.8226 | 0.0 | 0.9340 | 0.6057 | 0.4970 | 0.7758 | 0.3117 | 0.5261 | 0.0 | 0.6938 | 0.5396 | 0.4865 | | 0.5895 | 0.81 | 300 | 0.6861 | 0.5050 | 0.6243 | 0.7881 | 0.8896 | 0.4884 | 0.7628 | 0.0 | 0.8836 | 0.8257 | 0.5199 | 0.7917 | 0.4211 | 0.5906 | 0.0 | 0.6710 | 0.5658 | 0.4944 | | 1.8994 | 0.86 | 320 | 0.7095 | 0.4846 | 0.5804 | 0.7783 | 0.9031 | 0.4074 | 0.6645 | 0.0 | 0.9462 | 0.7287 | 0.4128 | 0.7652 | 0.3754 | 0.5614 | 0.0 | 0.6666 | 0.6149 | 0.4089 | | 0.6713 | 0.92 | 340 | 0.6913 | 0.5128 | 0.6352 | 0.7967 | 0.9137 | 0.4842 | 0.8293 | 0.0 | 0.8614 | 0.8425 | 0.5156 | 0.7855 | 0.4104 | 0.6060 | 0.0 | 0.7003 | 0.5854 | 0.5020 | | 0.5565 | 0.97 | 360 | 0.6736 | 0.5170 | 0.6240 | 0.7965 | 0.8940 | 0.4972 | 0.7566 | 0.0 | 0.9197 | 0.7734 | 0.5274 | 0.7909 | 0.4251 | 0.6095 | 0.0 | 0.6806 | 0.6044 | 0.5085 | | 0.7905 | 1.03 | 380 | 0.6451 | 0.5314 | 0.6499 | 0.8050 | 0.8971 | 0.5923 | 0.8343 | 0.0 | 0.9074 | 0.8040 | 0.5141 | 0.8072 | 0.4899 | 0.5962 | 0.0 | 0.7007 | 0.6246 | 0.5013 | | 0.8551 | 1.08 | 400 | 0.6445 | 0.5302 | 0.6450 | 0.8052 | 0.9162 | 0.5942 | 0.8049 | 0.0 | 0.9026 | 0.8016 | 0.4955 | 0.7930 | 0.4930 | 0.6052 | 0.0 | 0.7143 | 0.6218 | 0.4840 | | 0.6385 | 1.14 | 420 | 0.6379 | 0.5256 | 0.6567 | 0.7998 | 0.9217 | 0.5890 | 0.8463 | 0.0 | 0.8272 | 0.8774 | 0.5352 | 0.7935 | 0.4870 | 0.6023 | 0.0 | 0.6998 | 0.5856 | 0.5113 | | 0.4609 | 1.19 | 440 | 0.6235 | 0.5475 | 0.6669 | 0.8135 | 0.9195 | 0.6607 | 0.8375 | 0.0 | 0.8877 | 0.8438 | 0.5191 | 0.8090 | 0.5283 | 0.6509 | 0.0 | 0.7129 | 0.6362 | 0.4954 | | 0.3534 | 1.24 | 460 | 0.6009 | 0.5578 | 0.6690 | 0.8184 | 0.9125 | 0.6689 | 0.8514 | 0.0 | 0.9085 | 0.7859 | 0.5558 | 0.8170 | 0.5672 | 0.6652 | 0.0 | 0.7179 | 0.6253 | 0.5120 | | 0.7522 | 1.3 | 480 | 0.6468 | 0.5417 | 0.6478 | 0.8127 | 0.9309 | 0.6465 | 0.8064 | 0.0 | 0.9218 | 0.7195 | 0.5094 | 0.8088 | 0.5337 | 0.6337 | 0.0 | 0.7196 | 0.6091 | 0.4867 | | 0.8532 | 1.35 | 500 | 0.6074 | 0.5517 | 0.6746 | 0.8168 | 0.9112 | 0.6768 | 0.8506 | 0.0 | 0.8951 | 0.8636 | 0.5247 | 0.8213 | 0.5722 | 0.6382 | 0.0 | 0.7274 | 0.5948 | 0.5080 | | 0.5042 | 1.41 | 520 | 0.6108 | 0.5548 | 0.6795 | 0.8181 | 0.9218 | 0.7476 | 0.8080 | 0.0 | 0.8948 | 0.8704 | 0.5137 | 0.8228 | 0.5715 | 0.6629 | 0.0 | 0.7216 | 0.6029 | 0.5017 | | 0.378 | 1.46 | 540 | 0.6197 | 0.5555 | 0.6718 | 0.8172 | 0.9172 | 0.7386 | 0.7948 | 0.0 | 0.9162 | 0.8226 | 0.5131 | 0.8142 | 0.5862 | 0.6440 | 0.0 | 0.7211 | 0.6225 | 0.5001 | | 0.3847 | 1.51 | 560 | 0.5786 | 0.5589 | 0.6727 | 0.8206 | 0.9183 | 0.6747 | 0.8505 | 0.0 | 0.9033 | 0.8084 | 0.5535 | 0.8114 | 0.5440 | 0.6554 | 0.0 | 0.7242 | 0.6485 | 0.5285 | | 0.4656 | 1.57 | 580 | 0.6244 | 0.5528 | 0.6646 | 0.8145 | 0.9174 | 0.6969 | 0.7974 | 0.0 | 0.9111 | 0.8084 | 0.5211 | 0.8104 | 0.5625 | 0.6425 | 0.0 | 0.7070 | 0.6395 | 0.5074 | | 0.578 | 1.62 | 600 | 0.5941 | 0.5604 | 0.6992 | 0.8217 | 0.9167 | 0.8114 | 0.8891 | 0.0 | 0.8722 | 0.8685 | 0.5364 | 0.8296 | 0.5553 | 0.6390 | 0.0 | 0.7221 | 0.6561 | 0.5207 | | 0.3565 | 1.68 | 620 | 0.5782 | 0.5704 | 0.7035 | 0.8239 | 0.9068 | 0.8019 | 0.8390 | 0.0 | 0.8677 | 0.8986 | 0.6108 | 0.8306 | 0.5881 | 0.6698 | 0.0 | 0.7124 | 0.6180 | 0.5740 | | 0.3954 | 1.73 | 640 | 0.5547 | 0.5815 | 0.6894 | 0.8320 | 0.9106 | 0.7744 | 0.8182 | 0.0 | 0.9288 | 0.7536 | 0.6406 | 0.8327 | 0.6155 | 0.6686 | 0.0 | 0.7259 | 0.6266 | 0.6011 | | 1.2455 | 1.78 | 660 | 0.5603 | 0.5786 | 0.7005 | 0.8297 | 0.9014 | 0.7581 | 0.8468 | 0.0 | 0.8944 | 0.8617 | 0.6410 | 0.8279 | 0.5835 | 0.6685 | 0.0 | 0.7210 | 0.6386 | 0.6111 | | 0.8652 | 1.84 | 680 | 0.5378 | 0.5863 | 0.6959 | 0.8382 | 0.9391 | 0.7241 | 0.8381 | 0.0 | 0.8959 | 0.8562 | 0.6176 | 0.8313 | 0.5784 | 0.6698 | 0.0 | 0.7414 | 0.6823 | 0.6008 | | 0.4393 | 1.89 | 700 | 0.5327 | 0.5910 | 0.7063 | 0.8370 | 0.8984 | 0.7348 | 0.8615 | 0.0 | 0.9026 | 0.8644 | 0.6825 | 0.8308 | 0.5909 | 0.6546 | 0.0 | 0.7304 | 0.6911 | 0.6391 | | 0.7 | 1.95 | 720 | 0.5942 | 0.5673 | 0.6839 | 0.8208 | 0.8793 | 0.7467 | 0.8172 | 0.0012 | 0.9104 | 0.7195 | 0.7128 | 0.8003 | 0.5591 | 0.6482 | 0.0012 | 0.7204 | 0.6380 | 0.6037 | | 1.746 | 2.0 | 740 | 0.7138 | 0.5278 | 0.6732 | 0.8013 | 0.9318 | 0.7955 | 0.8057 | 0.0010 | 0.8537 | 0.9250 | 0.3992 | 0.8048 | 0.5543 | 0.6416 | 0.0010 | 0.7173 | 0.5818 | 0.3940 | | 0.4611 | 2.05 | 760 | 0.6208 | 0.5500 | 0.6593 | 0.8225 | 0.9357 | 0.7112 | 0.8183 | 0.0001 | 0.9431 | 0.6831 | 0.5236 | 0.8292 | 0.5095 | 0.6558 | 0.0001 | 0.7311 | 0.6129 | 0.5114 | | 0.4004 | 2.11 | 780 | 0.5979 | 0.5515 | 0.6926 | 0.8163 | 0.9168 | 0.8219 | 0.8174 | 0.0 | 0.8751 | 0.9105 | 0.5068 | 0.8365 | 0.5725 | 0.6819 | 0.0 | 0.7259 | 0.5607 | 0.4830 | | 0.5163 | 2.16 | 800 | 0.5320 | 0.5910 | 0.7065 | 0.8408 | 0.9288 | 0.7216 | 0.8485 | 0.0100 | 0.8684 | 0.8214 | 0.7465 | 0.8299 | 0.5627 | 0.6998 | 0.0100 | 0.7516 | 0.6414 | 0.6412 | | 1.4139 | 2.22 | 820 | 0.5261 | 0.6052 | 0.7183 | 0.8477 | 0.9241 | 0.7723 | 0.8330 | 0.0437 | 0.8991 | 0.8219 | 0.7339 | 0.8359 | 0.5929 | 0.6965 | 0.0437 | 0.7671 | 0.6399 | 0.6602 | | 0.2512 | 2.27 | 840 | 0.5899 | 0.5621 | 0.7086 | 0.8177 | 0.8722 | 0.7757 | 0.8715 | 0.0130 | 0.8373 | 0.8402 | 0.7501 | 0.8045 | 0.5341 | 0.6345 | 0.0130 | 0.7320 | 0.6304 | 0.5861 | | 0.6579 | 2.32 | 860 | 0.5584 | 0.5662 | 0.7055 | 0.8245 | 0.9188 | 0.8300 | 0.7897 | 0.0336 | 0.8691 | 0.8952 | 0.6022 | 0.8289 | 0.5713 | 0.6508 | 0.0336 | 0.7498 | 0.5764 | 0.5530 | | 0.2589 | 2.38 | 880 | 0.5637 | 0.5679 | 0.6975 | 0.8254 | 0.9144 | 0.8393 | 0.7848 | 0.0476 | 0.9199 | 0.8391 | 0.5375 | 0.8328 | 0.5790 | 0.6544 | 0.0475 | 0.7424 | 0.6048 | 0.5144 | | 0.6649 | 2.43 | 900 | 0.5399 | 0.5848 | 0.6947 | 0.8347 | 0.9131 | 0.7230 | 0.8278 | 0.0293 | 0.9241 | 0.8281 | 0.6172 | 0.8401 | 0.5884 | 0.6777 | 0.0293 | 0.7333 | 0.6394 | 0.5850 | | 1.0592 | 2.49 | 920 | 0.5233 | 0.5952 | 0.7157 | 0.8425 | 0.9191 | 0.7525 | 0.8208 | 0.0256 | 0.8782 | 0.8793 | 0.7347 | 0.8453 | 0.5799 | 0.6614 | 0.0255 | 0.7476 | 0.6589 | 0.6480 | | 0.3802 | 2.54 | 940 | 0.5256 | 0.6019 | 0.7028 | 0.8446 | 0.9399 | 0.7763 | 0.7928 | 0.0539 | 0.9305 | 0.7856 | 0.6404 | 0.8453 | 0.6062 | 0.6787 | 0.0539 | 0.7488 | 0.6760 | 0.6041 | | 0.4936 | 2.59 | 960 | 0.4995 | 0.6090 | 0.7202 | 0.8480 | 0.9330 | 0.8033 | 0.8208 | 0.0502 | 0.8946 | 0.8130 | 0.7266 | 0.8328 | 0.6082 | 0.6709 | 0.0501 | 0.7626 | 0.6726 | 0.6657 | | 0.2547 | 2.65 | 980 | 0.5693 | 0.5816 | 0.7020 | 0.8355 | 0.9288 | 0.7960 | 0.8532 | 0.0162 | 0.9111 | 0.8438 | 0.5646 | 0.8466 | 0.6251 | 0.6982 | 0.0162 | 0.7551 | 0.5815 | 0.5482 | | 0.3966 | 2.7 | 1000 | 0.5405 | 0.5989 | 0.7220 | 0.8440 | 0.9234 | 0.8325 | 0.8774 | 0.0268 | 0.9014 | 0.8649 | 0.6275 | 0.8511 | 0.6307 | 0.6899 | 0.0267 | 0.7566 | 0.6374 | 0.5999 | | 0.3763 | 2.76 | 1020 | 0.5465 | 0.6010 | 0.7212 | 0.8412 | 0.9236 | 0.7869 | 0.8837 | 0.0277 | 0.8688 | 0.8777 | 0.6801 | 0.8198 | 0.6274 | 0.6603 | 0.0277 | 0.7591 | 0.6788 | 0.6338 | | 0.3186 | 2.81 | 1040 | 0.6535 | 0.5532 | 0.6718 | 0.8149 | 0.8839 | 0.5667 | 0.7725 | 0.0258 | 0.8812 | 0.8928 | 0.6797 | 0.8022 | 0.4506 | 0.6641 | 0.0257 | 0.7271 | 0.6862 | 0.5168 | | 0.4744 | 2.86 | 1060 | 0.5521 | 0.6064 | 0.7255 | 0.8447 | 0.9151 | 0.8669 | 0.8614 | 0.0306 | 0.9135 | 0.8533 | 0.6379 | 0.8321 | 0.6276 | 0.6957 | 0.0305 | 0.7567 | 0.7028 | 0.5994 | | 0.4106 | 2.92 | 1080 | 0.5327 | 0.5828 | 0.7096 | 0.8350 | 0.9341 | 0.8627 | 0.8158 | 0.0492 | 0.9125 | 0.8563 | 0.5367 | 0.8246 | 0.5217 | 0.7029 | 0.0490 | 0.7544 | 0.7054 | 0.5218 | | 0.3022 | 2.97 | 1100 | 0.5092 | 0.6074 | 0.7249 | 0.8388 | 0.9335 | 0.7849 | 0.8508 | 0.1168 | 0.8741 | 0.9124 | 0.6017 | 0.8311 | 0.6358 | 0.7039 | 0.1159 | 0.7440 | 0.6517 | 0.5692 | | 0.3841 | 3.03 | 1120 | 0.5060 | 0.6195 | 0.7321 | 0.8532 | 0.9288 | 0.8132 | 0.8910 | 0.0545 | 0.9012 | 0.8518 | 0.6842 | 0.8372 | 0.6251 | 0.7079 | 0.0541 | 0.7711 | 0.6924 | 0.6488 | | 0.5748 | 3.08 | 1140 | 0.5011 | 0.6160 | 0.7312 | 0.8502 | 0.9182 | 0.7347 | 0.8292 | 0.1173 | 0.8926 | 0.8879 | 0.7383 | 0.8378 | 0.5580 | 0.7239 | 0.1162 | 0.7707 | 0.6540 | 0.6516 | | 0.7093 | 3.14 | 1160 | 0.5459 | 0.6043 | 0.7229 | 0.8442 | 0.9093 | 0.8401 | 0.8065 | 0.0764 | 0.9321 | 0.8534 | 0.6426 | 0.8292 | 0.5620 | 0.6926 | 0.0759 | 0.7567 | 0.6839 | 0.6302 | | 0.2525 | 3.19 | 1180 | 0.5292 | 0.6171 | 0.7330 | 0.8468 | 0.9317 | 0.8241 | 0.8576 | 0.1023 | 0.8953 | 0.9069 | 0.6132 | 0.8421 | 0.6480 | 0.7023 | 0.1010 | 0.7519 | 0.6670 | 0.6076 | | 0.2101 | 3.24 | 1200 | 0.4930 | 0.6471 | 0.7484 | 0.8622 | 0.9452 | 0.7725 | 0.8465 | 0.1504 | 0.8878 | 0.9129 | 0.7231 | 0.8438 | 0.6437 | 0.7259 | 0.1483 | 0.7715 | 0.6907 | 0.7056 | | 0.3821 | 3.3 | 1220 | 0.5048 | 0.6427 | 0.7465 | 0.8597 | 0.9158 | 0.7802 | 0.8831 | 0.1459 | 0.9073 | 0.8126 | 0.7805 | 0.8444 | 0.6464 | 0.7044 | 0.1441 | 0.7691 | 0.6742 | 0.7161 | | 0.3041 | 3.35 | 1240 | 0.4916 | 0.6479 | 0.7563 | 0.8601 | 0.9367 | 0.8092 | 0.8307 | 0.2226 | 0.8924 | 0.8646 | 0.7381 | 0.8414 | 0.6030 | 0.7230 | 0.2179 | 0.7742 | 0.6896 | 0.6863 | | 0.877 | 3.41 | 1260 | 0.4969 | 0.6313 | 0.7306 | 0.8542 | 0.9189 | 0.7119 | 0.8496 | 0.1484 | 0.9161 | 0.8405 | 0.7288 | 0.8371 | 0.5931 | 0.6993 | 0.1376 | 0.7579 | 0.6908 | 0.7030 | | 0.5803 | 3.46 | 1280 | 0.4857 | 0.6434 | 0.7548 | 0.8573 | 0.9361 | 0.7455 | 0.8894 | 0.2424 | 0.8761 | 0.8748 | 0.7195 | 0.8475 | 0.6043 | 0.7230 | 0.2192 | 0.7682 | 0.6573 | 0.6844 | | 0.3577 | 3.51 | 1300 | 0.4575 | 0.6801 | 0.7878 | 0.8747 | 0.9237 | 0.8381 | 0.8561 | 0.3108 | 0.9054 | 0.8638 | 0.8165 | 0.8593 | 0.6342 | 0.7421 | 0.2855 | 0.7912 | 0.6722 | 0.7760 | | 0.3857 | 3.57 | 1320 | 0.4992 | 0.6409 | 0.7417 | 0.8528 | 0.9494 | 0.7708 | 0.8397 | 0.2643 | 0.9080 | 0.8469 | 0.6130 | 0.8355 | 0.6430 | 0.7199 | 0.2518 | 0.7739 | 0.6631 | 0.5987 | | 0.4317 | 3.62 | 1340 | 0.5130 | 0.6411 | 0.7393 | 0.8558 | 0.9341 | 0.7172 | 0.8395 | 0.2569 | 0.9212 | 0.8294 | 0.6772 | 0.8565 | 0.6033 | 0.7349 | 0.2306 | 0.7576 | 0.6503 | 0.6544 | | 0.279 | 3.68 | 1360 | 0.5247 | 0.6505 | 0.7680 | 0.8544 | 0.9295 | 0.8210 | 0.8200 | 0.3374 | 0.8926 | 0.9224 | 0.6530 | 0.8584 | 0.6335 | 0.7284 | 0.3043 | 0.7591 | 0.6398 | 0.6300 | | 0.5528 | 3.73 | 1380 | 0.5214 | 0.6524 | 0.7662 | 0.8572 | 0.9401 | 0.8184 | 0.8497 | 0.3197 | 0.8929 | 0.8971 | 0.6452 | 0.8595 | 0.6395 | 0.7348 | 0.2899 | 0.7649 | 0.6529 | 0.6253 | | 0.3221 | 3.78 | 1400 | 0.5247 | 0.6501 | 0.7681 | 0.8528 | 0.9180 | 0.7262 | 0.8485 | 0.4457 | 0.8990 | 0.8556 | 0.6833 | 0.8564 | 0.6046 | 0.7172 | 0.3405 | 0.7634 | 0.6381 | 0.6305 | | 0.257 | 3.84 | 1420 | 0.5622 | 0.6518 | 0.7680 | 0.8516 | 0.9312 | 0.7704 | 0.8379 | 0.4372 | 0.9002 | 0.8928 | 0.6067 | 0.8496 | 0.6256 | 0.7287 | 0.3589 | 0.7632 | 0.6507 | 0.5858 | | 0.6232 | 3.89 | 1440 | 0.5148 | 0.6594 | 0.7713 | 0.8570 | 0.9253 | 0.8351 | 0.8465 | 0.3555 | 0.9045 | 0.8582 | 0.6740 | 0.8460 | 0.6457 | 0.7315 | 0.3327 | 0.7708 | 0.6616 | 0.6273 | | 0.9689 | 3.95 | 1460 | 0.5393 | 0.6573 | 0.7600 | 0.8558 | 0.9216 | 0.7498 | 0.8429 | 0.3396 | 0.9090 | 0.8776 | 0.6793 | 0.8373 | 0.6220 | 0.7368 | 0.3166 | 0.7604 | 0.6821 | 0.6461 | | 0.3059 | 4.0 | 1480 | 0.5314 | 0.6502 | 0.7583 | 0.8511 | 0.8975 | 0.7380 | 0.8691 | 0.3444 | 0.9034 | 0.7944 | 0.7617 | 0.8303 | 0.6097 | 0.7075 | 0.3169 | 0.7587 | 0.6729 | 0.6558 | | 0.2312 | 4.05 | 1500 | 0.4809 | 0.6717 | 0.7782 | 0.8664 | 0.9312 | 0.8285 | 0.8694 | 0.3303 | 0.8959 | 0.8278 | 0.7647 | 0.8463 | 0.6506 | 0.7327 | 0.3003 | 0.7816 | 0.6732 | 0.7172 | | 0.2505 | 4.11 | 1520 | 0.5401 | 0.6736 | 0.7759 | 0.8613 | 0.9490 | 0.7739 | 0.8114 | 0.4408 | 0.8811 | 0.8501 | 0.7251 | 0.8302 | 0.6405 | 0.7154 | 0.3682 | 0.7746 | 0.6800 | 0.7061 | | 0.4578 | 4.16 | 1540 | 0.4937 | 0.6730 | 0.7779 | 0.8668 | 0.9160 | 0.7678 | 0.8327 | 0.3910 | 0.9177 | 0.8404 | 0.7800 | 0.8495 | 0.6076 | 0.7339 | 0.3204 | 0.7757 | 0.6750 | 0.7485 | | 0.3604 | 4.22 | 1560 | 0.5027 | 0.6753 | 0.7973 | 0.8680 | 0.9352 | 0.8633 | 0.8587 | 0.3710 | 0.8543 | 0.8802 | 0.8181 | 0.8538 | 0.6253 | 0.7315 | 0.3190 | 0.7772 | 0.6666 | 0.7539 | | 0.6676 | 4.27 | 1580 | 0.5017 | 0.6788 | 0.7869 | 0.8689 | 0.9267 | 0.8172 | 0.8469 | 0.3701 | 0.8987 | 0.8880 | 0.7608 | 0.8546 | 0.6521 | 0.7304 | 0.3301 | 0.7815 | 0.6783 | 0.7249 | | 0.1231 | 4.32 | 1600 | 0.5008 | 0.6713 | 0.7710 | 0.8664 | 0.9371 | 0.8211 | 0.8457 | 0.3196 | 0.9029 | 0.7992 | 0.7716 | 0.8450 | 0.6524 | 0.7356 | 0.2952 | 0.7786 | 0.6712 | 0.7211 | | 0.3991 | 4.38 | 1620 | 0.6165 | 0.6542 | 0.7692 | 0.8539 | 0.9096 | 0.7636 | 0.8482 | 0.3961 | 0.9117 | 0.8941 | 0.6611 | 0.8521 | 0.6223 | 0.7413 | 0.3299 | 0.7602 | 0.6441 | 0.6299 | | 0.3374 | 4.43 | 1640 | 0.5656 | 0.6503 | 0.7579 | 0.8521 | 0.9218 | 0.7054 | 0.8495 | 0.4547 | 0.9258 | 0.8131 | 0.6349 | 0.8468 | 0.5978 | 0.7480 | 0.3540 | 0.7660 | 0.6454 | 0.5940 | | 0.2853 | 4.49 | 1660 | 0.5989 | 0.6416 | 0.7584 | 0.8473 | 0.9182 | 0.7487 | 0.8607 | 0.4385 | 0.9187 | 0.8241 | 0.5998 | 0.8398 | 0.5995 | 0.7400 | 0.3578 | 0.7700 | 0.6089 | 0.5752 | | 0.1362 | 4.54 | 1680 | 0.5808 | 0.6533 | 0.7805 | 0.8545 | 0.9286 | 0.8281 | 0.8796 | 0.3899 | 0.8687 | 0.8906 | 0.6777 | 0.8500 | 0.6408 | 0.7263 | 0.3331 | 0.7817 | 0.6165 | 0.6247 | | 0.1935 | 4.59 | 1700 | 0.4929 | 0.6909 | 0.8036 | 0.8701 | 0.9285 | 0.7931 | 0.8721 | 0.4901 | 0.8679 | 0.8462 | 0.8274 | 0.8422 | 0.6501 | 0.7307 | 0.3715 | 0.7786 | 0.6794 | 0.7839 | | 0.23 | 4.65 | 1720 | 0.5351 | 0.6558 | 0.7640 | 0.8529 | 0.9163 | 0.7330 | 0.8231 | 0.4532 | 0.9160 | 0.8160 | 0.6904 | 0.8435 | 0.5954 | 0.7369 | 0.3572 | 0.7517 | 0.6459 | 0.6602 | | 0.4055 | 4.7 | 1740 | 0.5457 | 0.6712 | 0.7843 | 0.8613 | 0.9040 | 0.7703 | 0.8824 | 0.3972 | 0.8791 | 0.8235 | 0.8337 | 0.8272 | 0.6273 | 0.7331 | 0.3483 | 0.7824 | 0.6680 | 0.7122 | | 0.2744 | 4.76 | 1760 | 0.6800 | 0.6233 | 0.7548 | 0.8376 | 0.9306 | 0.7361 | 0.8890 | 0.4210 | 0.8727 | 0.9083 | 0.5256 | 0.8451 | 0.6057 | 0.7186 | 0.3316 | 0.7603 | 0.5895 | 0.5122 | | 0.469 | 4.81 | 1780 | 0.6159 | 0.6264 | 0.7628 | 0.8368 | 0.9363 | 0.7177 | 0.8547 | 0.4980 | 0.8503 | 0.9243 | 0.5585 | 0.8540 | 0.5957 | 0.7468 | 0.3247 | 0.7444 | 0.5753 | 0.5438 | | 0.2803 | 4.86 | 1800 | 0.5012 | 0.6601 | 0.7721 | 0.8577 | 0.9490 | 0.7459 | 0.8659 | 0.4695 | 0.8950 | 0.8639 | 0.6157 | 0.8526 | 0.6117 | 0.7482 | 0.3772 | 0.7746 | 0.6526 | 0.6036 | | 0.4582 | 4.92 | 1820 | 0.5956 | 0.6374 | 0.7729 | 0.8381 | 0.8865 | 0.7623 | 0.8605 | 0.5189 | 0.9038 | 0.8988 | 0.5799 | 0.8265 | 0.5897 | 0.7438 | 0.3813 | 0.7539 | 0.6224 | 0.5446 | | 0.4948 | 4.97 | 1840 | 0.5011 | 0.6770 | 0.7975 | 0.8635 | 0.9280 | 0.8081 | 0.8527 | 0.5205 | 0.8942 | 0.8904 | 0.6887 | 0.8618 | 0.6385 | 0.7489 | 0.3947 | 0.7731 | 0.6590 | 0.6628 | | 0.1456 | 5.03 | 1860 | 0.5256 | 0.6611 | 0.7731 | 0.8581 | 0.9506 | 0.7433 | 0.8696 | 0.4652 | 0.8856 | 0.8581 | 0.6394 | 0.8547 | 0.6196 | 0.7380 | 0.3663 | 0.7710 | 0.6615 | 0.6162 | | 0.3301 | 5.08 | 1880 | 0.4919 | 0.6732 | 0.7839 | 0.8653 | 0.9438 | 0.7269 | 0.8244 | 0.5229 | 0.9012 | 0.8771 | 0.6911 | 0.8582 | 0.6066 | 0.7519 | 0.3819 | 0.7859 | 0.6633 | 0.6643 | | 0.299 | 5.14 | 1900 | 0.4769 | 0.6853 | 0.7996 | 0.8716 | 0.9275 | 0.8343 | 0.8666 | 0.4431 | 0.8991 | 0.8692 | 0.7573 | 0.8570 | 0.6412 | 0.7570 | 0.3795 | 0.8006 | 0.6609 | 0.7008 | | 0.2052 | 5.19 | 1920 | 0.4750 | 0.6876 | 0.8037 | 0.8716 | 0.9221 | 0.8353 | 0.8538 | 0.4640 | 0.8972 | 0.8777 | 0.7758 | 0.8599 | 0.6529 | 0.7515 | 0.3792 | 0.7950 | 0.6620 | 0.7128 | | 0.4131 | 5.24 | 1940 | 0.4493 | 0.6933 | 0.8046 | 0.8750 | 0.9245 | 0.8567 | 0.8570 | 0.4241 | 0.8936 | 0.8566 | 0.8198 | 0.8569 | 0.6530 | 0.7519 | 0.3751 | 0.7943 | 0.6738 | 0.7478 | | 0.1709 | 5.3 | 1960 | 0.4802 | 0.6730 | 0.7809 | 0.8673 | 0.9340 | 0.7420 | 0.8846 | 0.4231 | 0.9024 | 0.8664 | 0.7137 | 0.8563 | 0.6168 | 0.7500 | 0.3602 | 0.7925 | 0.6522 | 0.6828 | | 0.2687 | 5.35 | 1980 | 0.4540 | 0.7021 | 0.8019 | 0.8805 | 0.9298 | 0.8179 | 0.8422 | 0.4446 | 0.9221 | 0.8621 | 0.7948 | 0.8594 | 0.6583 | 0.7534 | 0.3840 | 0.8061 | 0.6928 | 0.7607 | | 0.2657 | 5.41 | 2000 | 0.4879 | 0.6708 | 0.7745 | 0.8669 | 0.9376 | 0.7919 | 0.8356 | 0.3863 | 0.9193 | 0.8456 | 0.7048 | 0.8660 | 0.6639 | 0.7518 | 0.3458 | 0.8004 | 0.6207 | 0.6471 | | 0.6565 | 5.46 | 2020 | 0.4412 | 0.6847 | 0.8030 | 0.8724 | 0.9439 | 0.8229 | 0.8794 | 0.4631 | 0.8748 | 0.8805 | 0.7567 | 0.8720 | 0.6563 | 0.7589 | 0.3642 | 0.7981 | 0.6469 | 0.6965 | | 0.1725 | 5.51 | 2040 | 0.4157 | 0.7030 | 0.8073 | 0.8813 | 0.9320 | 0.8220 | 0.8568 | 0.4515 | 0.9105 | 0.8843 | 0.7942 | 0.8642 | 0.6645 | 0.7601 | 0.3817 | 0.8085 | 0.6854 | 0.7568 | | 0.3233 | 5.57 | 2060 | 0.4343 | 0.7010 | 0.7992 | 0.8795 | 0.9450 | 0.7840 | 0.8599 | 0.4533 | 0.8949 | 0.8431 | 0.8141 | 0.8570 | 0.6596 | 0.7507 | 0.3765 | 0.7999 | 0.6931 | 0.7701 | | 0.2919 | 5.62 | 2080 | 0.4530 | 0.6860 | 0.7916 | 0.8724 | 0.9396 | 0.7579 | 0.8412 | 0.5087 | 0.9077 | 0.8191 | 0.7667 | 0.8646 | 0.6289 | 0.7381 | 0.3894 | 0.7896 | 0.6562 | 0.7350 | | 0.2267 | 5.68 | 2100 | 0.4909 | 0.6791 | 0.7877 | 0.8685 | 0.9427 | 0.8439 | 0.8246 | 0.3941 | 0.8916 | 0.8745 | 0.7425 | 0.8645 | 0.6602 | 0.7295 | 0.3639 | 0.7808 | 0.6452 | 0.7097 | | 0.1193 | 5.73 | 2120 | 0.4938 | 0.6811 | 0.7798 | 0.8706 | 0.9315 | 0.8016 | 0.8415 | 0.3974 | 0.9260 | 0.8110 | 0.7495 | 0.8626 | 0.6433 | 0.7518 | 0.3361 | 0.7774 | 0.6829 | 0.7135 | | 0.6777 | 5.78 | 2140 | 0.5045 | 0.6750 | 0.7922 | 0.8651 | 0.9397 | 0.8520 | 0.8463 | 0.4397 | 0.8904 | 0.8903 | 0.6872 | 0.8618 | 0.6612 | 0.7530 | 0.3742 | 0.7887 | 0.6313 | 0.6546 | | 0.1854 | 5.84 | 2160 | 0.5463 | 0.6723 | 0.7785 | 0.8636 | 0.9540 | 0.8106 | 0.8812 | 0.4216 | 0.8990 | 0.8551 | 0.6280 | 0.8494 | 0.6637 | 0.7521 | 0.3749 | 0.7919 | 0.6692 | 0.6052 | | 0.1881 | 5.89 | 2180 | 0.4630 | 0.7064 | 0.8106 | 0.8842 | 0.9362 | 0.8576 | 0.8725 | 0.4282 | 0.9107 | 0.8702 | 0.7986 | 0.8656 | 0.6537 | 0.7518 | 0.3841 | 0.8110 | 0.7091 | 0.7692 | | 0.3118 | 5.95 | 2200 | 0.4420 | 0.7141 | 0.8200 | 0.8850 | 0.9275 | 0.8425 | 0.8546 | 0.5110 | 0.9097 | 0.8499 | 0.8450 | 0.8650 | 0.6661 | 0.7646 | 0.3949 | 0.8043 | 0.7048 | 0.7991 | | 0.205 | 6.0 | 2220 | 0.4587 | 0.7014 | 0.8095 | 0.8774 | 0.9392 | 0.8329 | 0.8618 | 0.4599 | 0.8808 | 0.8941 | 0.7978 | 0.8547 | 0.6674 | 0.7559 | 0.3837 | 0.7946 | 0.6877 | 0.7656 | | 0.2836 | 6.05 | 2240 | 0.4604 | 0.7093 | 0.8103 | 0.8831 | 0.9320 | 0.8135 | 0.8549 | 0.4698 | 0.9098 | 0.8773 | 0.8147 | 0.8659 | 0.6714 | 0.7567 | 0.3899 | 0.8015 | 0.6958 | 0.7842 | | 0.2346 | 6.11 | 2260 | 0.4548 | 0.7058 | 0.8216 | 0.8808 | 0.9392 | 0.8332 | 0.8794 | 0.5435 | 0.8801 | 0.8525 | 0.8233 | 0.8664 | 0.6634 | 0.7501 | 0.3802 | 0.7989 | 0.6977 | 0.7841 | | 0.2304 | 6.16 | 2280 | 0.4675 | 0.6888 | 0.8025 | 0.8740 | 0.9301 | 0.8471 | 0.8687 | 0.4387 | 0.8978 | 0.8612 | 0.7741 | 0.8651 | 0.6603 | 0.7497 | 0.3576 | 0.7941 | 0.6541 | 0.7410 | | 0.2936 | 6.22 | 2300 | 0.4553 | 0.6983 | 0.8042 | 0.8775 | 0.9405 | 0.8216 | 0.8636 | 0.4870 | 0.9001 | 0.8263 | 0.7900 | 0.8662 | 0.6602 | 0.7549 | 0.3741 | 0.7888 | 0.6826 | 0.7615 | | 0.2135 | 6.27 | 2320 | 0.5014 | 0.6795 | 0.7885 | 0.8691 | 0.9494 | 0.7152 | 0.8402 | 0.5288 | 0.8878 | 0.8566 | 0.7418 | 0.8648 | 0.6113 | 0.7424 | 0.3808 | 0.7828 | 0.6661 | 0.7085 | | 0.1978 | 6.32 | 2340 | 0.4746 | 0.6861 | 0.7971 | 0.8720 | 0.9345 | 0.7484 | 0.8656 | 0.5179 | 0.8988 | 0.8601 | 0.7547 | 0.8700 | 0.6211 | 0.7444 | 0.3786 | 0.7815 | 0.6872 | 0.7200 | | 0.2561 | 6.38 | 2360 | 0.4713 | 0.7023 | 0.8146 | 0.8797 | 0.9404 | 0.8607 | 0.8609 | 0.4841 | 0.8902 | 0.8739 | 0.7918 | 0.8653 | 0.6661 | 0.7433 | 0.3860 | 0.8008 | 0.6920 | 0.7623 | | 0.265 | 6.43 | 2380 | 0.4941 | 0.6835 | 0.8008 | 0.8641 | 0.9501 | 0.8349 | 0.8520 | 0.5194 | 0.8607 | 0.8752 | 0.7132 | 0.8551 | 0.6713 | 0.7447 | 0.3982 | 0.7650 | 0.6629 | 0.6874 | | 0.32 | 6.49 | 2400 | 0.4610 | 0.7081 | 0.8196 | 0.8806 | 0.9286 | 0.8512 | 0.8848 | 0.4831 | 0.8865 | 0.8812 | 0.8222 | 0.8675 | 0.6692 | 0.7497 | 0.4099 | 0.7917 | 0.6843 | 0.7846 | | 0.2377 | 6.54 | 2420 | 0.4208 | 0.7134 | 0.8183 | 0.8849 | 0.9296 | 0.8551 | 0.8574 | 0.4912 | 0.9086 | 0.8384 | 0.8476 | 0.8652 | 0.6670 | 0.7500 | 0.4035 | 0.8047 | 0.6998 | 0.8035 | | 0.2178 | 6.59 | 2440 | 0.4318 | 0.7136 | 0.8135 | 0.8852 | 0.9364 | 0.8122 | 0.8575 | 0.5123 | 0.9121 | 0.8275 | 0.8365 | 0.8673 | 0.6648 | 0.7533 | 0.4060 | 0.8042 | 0.6988 | 0.8007 | | 0.2994 | 6.65 | 2460 | 0.4384 | 0.7149 | 0.8159 | 0.8869 | 0.9378 | 0.8006 | 0.8743 | 0.5005 | 0.9062 | 0.8604 | 0.8313 | 0.8736 | 0.6694 | 0.7519 | 0.3945 | 0.8050 | 0.7018 | 0.8085 | | 0.1453 | 6.7 | 2480 | 0.4681 | 0.6962 | 0.8114 | 0.8751 | 0.9301 | 0.8197 | 0.8586 | 0.5348 | 0.8980 | 0.8651 | 0.7732 | 0.8676 | 0.6482 | 0.7511 | 0.3668 | 0.7812 | 0.7043 | 0.7544 | | 0.4144 | 6.76 | 2500 | 0.5016 | 0.6820 | 0.7871 | 0.8690 | 0.9397 | 0.8307 | 0.8773 | 0.4030 | 0.9021 | 0.8416 | 0.7150 | 0.8548 | 0.6659 | 0.7494 | 0.3477 | 0.7813 | 0.6801 | 0.6949 | | 0.3051 | 6.81 | 2520 | 0.5708 | 0.6723 | 0.7962 | 0.8626 | 0.9274 | 0.8137 | 0.8669 | 0.4929 | 0.8884 | 0.9000 | 0.6844 | 0.8593 | 0.6439 | 0.7414 | 0.3789 | 0.7830 | 0.6388 | 0.6610 | | 0.2012 | 6.86 | 2540 | 0.5169 | 0.6803 | 0.7907 | 0.8670 | 0.9484 | 0.8071 | 0.8554 | 0.4894 | 0.8947 | 0.8505 | 0.6896 | 0.8619 | 0.6631 | 0.7501 | 0.3867 | 0.7853 | 0.6479 | 0.6669 | | 0.3411 | 6.92 | 2560 | 0.5019 | 0.6933 | 0.8070 | 0.8723 | 0.9314 | 0.8527 | 0.8582 | 0.4851 | 0.8966 | 0.8849 | 0.7399 | 0.8651 | 0.6719 | 0.7533 | 0.3955 | 0.7839 | 0.6745 | 0.7087 | | 0.2627 | 6.97 | 2580 | 0.4331 | 0.7049 | 0.8045 | 0.8812 | 0.9387 | 0.8024 | 0.8698 | 0.4437 | 0.8887 | 0.8259 | 0.8626 | 0.8603 | 0.6714 | 0.7533 | 0.3689 | 0.7967 | 0.6968 | 0.7869 | | 0.1814 | 7.03 | 2600 | 0.4798 | 0.6998 | 0.8098 | 0.8795 | 0.9294 | 0.7445 | 0.8532 | 0.5032 | 0.8831 | 0.9079 | 0.8474 | 0.8591 | 0.6135 | 0.7563 | 0.3801 | 0.7990 | 0.7132 | 0.7778 | | 0.1949 | 7.08 | 2620 | 0.4401 | 0.7123 | 0.8125 | 0.8855 | 0.9398 | 0.7901 | 0.8464 | 0.5213 | 0.9072 | 0.8378 | 0.8449 | 0.8663 | 0.6504 | 0.7578 | 0.3933 | 0.8050 | 0.7097 | 0.8036 | | 0.9191 | 7.14 | 2640 | 0.4283 | 0.7161 | 0.8189 | 0.8865 | 0.9349 | 0.8279 | 0.8426 | 0.5157 | 0.9032 | 0.8361 | 0.8720 | 0.8661 | 0.6628 | 0.7641 | 0.3880 | 0.8027 | 0.7075 | 0.8214 | | 0.0697 | 7.19 | 2660 | 0.4656 | 0.6975 | 0.8059 | 0.8769 | 0.9399 | 0.7600 | 0.8618 | 0.5274 | 0.8889 | 0.8691 | 0.7939 | 0.8706 | 0.6271 | 0.7655 | 0.3677 | 0.7791 | 0.7173 | 0.7550 | | 0.2438 | 7.24 | 2680 | 0.5148 | 0.6837 | 0.7996 | 0.8677 | 0.9298 | 0.7569 | 0.8776 | 0.5432 | 0.8950 | 0.8857 | 0.7088 | 0.8638 | 0.6286 | 0.7633 | 0.3756 | 0.7724 | 0.7030 | 0.6795 | | 0.2386 | 7.3 | 2700 | 0.4630 | 0.7081 | 0.8087 | 0.8798 | 0.9369 | 0.8512 | 0.8502 | 0.4760 | 0.9090 | 0.8542 | 0.7834 | 0.8651 | 0.6771 | 0.7664 | 0.3964 | 0.7858 | 0.7182 | 0.7480 | | 0.2898 | 7.35 | 2720 | 0.4967 | 0.6884 | 0.7933 | 0.8742 | 0.9363 | 0.7286 | 0.8623 | 0.5093 | 0.9109 | 0.8526 | 0.7535 | 0.8672 | 0.6216 | 0.7613 | 0.3672 | 0.7902 | 0.6913 | 0.7198 | | 0.1998 | 7.41 | 2740 | 0.5332 | 0.6869 | 0.7992 | 0.8684 | 0.9438 | 0.8082 | 0.8374 | 0.5133 | 0.8868 | 0.8941 | 0.7107 | 0.8622 | 0.6691 | 0.7539 | 0.3912 | 0.7794 | 0.6726 | 0.6798 | | 0.1355 | 7.46 | 2760 | 0.5049 | 0.6841 | 0.7927 | 0.8705 | 0.9357 | 0.7665 | 0.8663 | 0.5052 | 0.9105 | 0.8445 | 0.7201 | 0.8653 | 0.6366 | 0.7645 | 0.3842 | 0.7896 | 0.6629 | 0.6854 | | 0.2999 | 7.51 | 2780 | 0.5097 | 0.6883 | 0.7943 | 0.8716 | 0.9361 | 0.8230 | 0.8818 | 0.4548 | 0.9114 | 0.8405 | 0.7125 | 0.8639 | 0.6751 | 0.7616 | 0.3841 | 0.7908 | 0.6623 | 0.6800 | | 0.212 | 7.57 | 2800 | 0.5677 | 0.6757 | 0.7898 | 0.8670 | 0.9366 | 0.7212 | 0.8633 | 0.5259 | 0.8988 | 0.8827 | 0.7001 | 0.8637 | 0.6131 | 0.7452 | 0.3833 | 0.7886 | 0.6632 | 0.6727 | | 0.2469 | 7.62 | 2820 | 0.5099 | 0.6742 | 0.7910 | 0.8653 | 0.9426 | 0.7490 | 0.8571 | 0.5594 | 0.8953 | 0.8319 | 0.7016 | 0.8579 | 0.6145 | 0.7567 | 0.3705 | 0.7872 | 0.6628 | 0.6694 | | 0.1863 | 7.68 | 2840 | 0.5382 | 0.6780 | 0.7864 | 0.8671 | 0.9368 | 0.7580 | 0.8590 | 0.5191 | 0.9193 | 0.8304 | 0.6822 | 0.8572 | 0.6319 | 0.7658 | 0.3787 | 0.7916 | 0.6678 | 0.6533 | | 1.4722 | 7.73 | 2860 | 0.5411 | 0.6839 | 0.7966 | 0.8678 | 0.9463 | 0.8245 | 0.8694 | 0.4979 | 0.8931 | 0.8657 | 0.6791 | 0.8549 | 0.6717 | 0.7682 | 0.3847 | 0.7926 | 0.6614 | 0.6541 | | 0.1961 | 7.78 | 2880 | 0.5241 | 0.6721 | 0.7749 | 0.8664 | 0.9498 | 0.8119 | 0.8907 | 0.3502 | 0.8987 | 0.8442 | 0.6785 | 0.8474 | 0.6786 | 0.7620 | 0.3072 | 0.7955 | 0.6648 | 0.6497 | | 0.1708 | 7.84 | 2900 | 0.5011 | 0.6829 | 0.8066 | 0.8706 | 0.9208 | 0.7905 | 0.8997 | 0.4520 | 0.8622 | 0.9016 | 0.8196 | 0.8656 | 0.6582 | 0.7350 | 0.2982 | 0.7822 | 0.6630 | 0.7781 | | 0.0816 | 7.89 | 2920 | 0.4790 | 0.6876 | 0.8070 | 0.8732 | 0.9372 | 0.7412 | 0.8653 | 0.5503 | 0.8718 | 0.8829 | 0.8001 | 0.8681 | 0.6178 | 0.7608 | 0.3522 | 0.7870 | 0.6624 | 0.7647 | | 1.0574 | 7.95 | 2940 | 0.5601 | 0.6821 | 0.7900 | 0.8714 | 0.9295 | 0.7559 | 0.8607 | 0.4660 | 0.9125 | 0.8635 | 0.7421 | 0.8716 | 0.6233 | 0.7560 | 0.3550 | 0.7822 | 0.6829 | 0.7035 | | 0.1518 | 8.0 | 2960 | 0.5089 | 0.6903 | 0.8073 | 0.8720 | 0.9427 | 0.8368 | 0.8689 | 0.4881 | 0.8727 | 0.8840 | 0.7575 | 0.8659 | 0.6679 | 0.7601 | 0.3500 | 0.7790 | 0.6896 | 0.7194 | | 0.2055 | 8.05 | 2980 | 0.5392 | 0.6919 | 0.7943 | 0.8749 | 0.9361 | 0.8005 | 0.8740 | 0.4283 | 0.9094 | 0.8710 | 0.7409 | 0.8652 | 0.6681 | 0.7604 | 0.3570 | 0.7900 | 0.6931 | 0.7096 | | 0.3339 | 8.11 | 3000 | 0.5170 | 0.6919 | 0.7965 | 0.8740 | 0.9376 | 0.8238 | 0.8608 | 0.4697 | 0.9154 | 0.8341 | 0.7341 | 0.8698 | 0.6769 | 0.7643 | 0.3867 | 0.7921 | 0.6529 | 0.7006 | | 0.3377 | 8.16 | 3020 | 0.5235 | 0.6924 | 0.7999 | 0.8740 | 0.9373 | 0.8454 | 0.8595 | 0.4626 | 0.9107 | 0.8540 | 0.7302 | 0.8678 | 0.6827 | 0.7586 | 0.3868 | 0.7960 | 0.6595 | 0.6952 | | 0.4816 | 8.22 | 3040 | 0.4929 | 0.7076 | 0.8129 | 0.8814 | 0.9416 | 0.8051 | 0.8681 | 0.5256 | 0.9009 | 0.8664 | 0.7826 | 0.8620 | 0.6764 | 0.7682 | 0.3888 | 0.8077 | 0.6970 | 0.7530 | | 0.2001 | 8.27 | 3060 | 0.4784 | 0.7010 | 0.8166 | 0.8770 | 0.9356 | 0.7887 | 0.8533 | 0.5842 | 0.8844 | 0.8617 | 0.8079 | 0.8571 | 0.6650 | 0.7477 | 0.3697 | 0.8002 | 0.6982 | 0.7693 | | 0.2262 | 8.32 | 3080 | 0.5180 | 0.6939 | 0.7955 | 0.8739 | 0.9469 | 0.7936 | 0.8688 | 0.4765 | 0.9053 | 0.8689 | 0.7088 | 0.8611 | 0.6638 | 0.7667 | 0.4030 | 0.7947 | 0.6897 | 0.6783 | | 0.1501 | 8.38 | 3100 | 0.5257 | 0.6937 | 0.8054 | 0.8758 | 0.9313 | 0.7568 | 0.8890 | 0.5093 | 0.8966 | 0.8981 | 0.7567 | 0.8676 | 0.6298 | 0.7535 | 0.3933 | 0.7945 | 0.6957 | 0.7212 | | 0.1749 | 8.43 | 3120 | 0.5309 | 0.6995 | 0.8106 | 0.8755 | 0.9168 | 0.7978 | 0.8713 | 0.5126 | 0.9085 | 0.8997 | 0.7676 | 0.8622 | 0.6627 | 0.7410 | 0.4140 | 0.7943 | 0.6953 | 0.7270 | | 0.4568 | 8.49 | 3140 | 0.4759 | 0.7176 | 0.8208 | 0.8880 | 0.9271 | 0.8391 | 0.8783 | 0.4739 | 0.9108 | 0.8718 | 0.8444 | 0.8689 | 0.6719 | 0.7635 | 0.3881 | 0.8090 | 0.7204 | 0.8015 | | 0.2018 | 8.54 | 3160 | 0.4739 | 0.7112 | 0.8230 | 0.8829 | 0.9354 | 0.8469 | 0.8549 | 0.5386 | 0.8970 | 0.8816 | 0.8069 | 0.8688 | 0.6688 | 0.7644 | 0.3931 | 0.8009 | 0.7165 | 0.7660 | | 0.124 | 8.59 | 3180 | 0.5135 | 0.6952 | 0.8054 | 0.8768 | 0.9337 | 0.7318 | 0.8729 | 0.5478 | 0.9010 | 0.8850 | 0.7658 | 0.8717 | 0.6264 | 0.7740 | 0.3758 | 0.7922 | 0.7036 | 0.7227 | | 0.1762 | 8.65 | 3200 | 0.5125 | 0.6938 | 0.8049 | 0.8737 | 0.9376 | 0.7921 | 0.8716 | 0.5136 | 0.8899 | 0.8727 | 0.7572 | 0.8656 | 0.6387 | 0.7699 | 0.3977 | 0.7829 | 0.6816 | 0.7203 | | 0.4706 | 8.7 | 3220 | 0.5122 | 0.6864 | 0.7990 | 0.8692 | 0.9415 | 0.8153 | 0.8616 | 0.4985 | 0.8870 | 0.8595 | 0.7299 | 0.8667 | 0.6729 | 0.7624 | 0.3591 | 0.7743 | 0.6714 | 0.6981 | | 0.0903 | 8.76 | 3240 | 0.4676 | 0.7101 | 0.8193 | 0.8831 | 0.9252 | 0.8529 | 0.8545 | 0.4965 | 0.9046 | 0.8609 | 0.8406 | 0.8682 | 0.6697 | 0.7542 | 0.3777 | 0.7961 | 0.7036 | 0.8012 | | 0.287 | 8.81 | 3260 | 0.4132 | 0.7188 | 0.8190 | 0.8883 | 0.9428 | 0.8180 | 0.8715 | 0.4571 | 0.8861 | 0.9058 | 0.8519 | 0.8730 | 0.6792 | 0.7626 | 0.4021 | 0.8041 | 0.6983 | 0.8127 | | 0.1618 | 8.86 | 3280 | 0.4648 | 0.6883 | 0.8063 | 0.8708 | 0.9382 | 0.8018 | 0.8765 | 0.5463 | 0.8911 | 0.8772 | 0.7132 | 0.8648 | 0.6429 | 0.7636 | 0.3960 | 0.7876 | 0.6740 | 0.6891 | | 0.1509 | 8.92 | 3300 | 0.4426 | 0.6955 | 0.8082 | 0.8766 | 0.9456 | 0.7607 | 0.8956 | 0.5559 | 0.8821 | 0.8331 | 0.7844 | 0.8641 | 0.6400 | 0.7597 | 0.3742 | 0.7970 | 0.6775 | 0.7558 | | 0.2368 | 8.97 | 3320 | 0.4561 | 0.7039 | 0.8085 | 0.8809 | 0.9502 | 0.7863 | 0.8776 | 0.5092 | 0.8914 | 0.8650 | 0.7795 | 0.8630 | 0.6614 | 0.7638 | 0.3932 | 0.8097 | 0.6903 | 0.7458 | | 0.2234 | 9.03 | 3340 | 0.4336 | 0.7150 | 0.8146 | 0.8878 | 0.9461 | 0.8002 | 0.8794 | 0.4864 | 0.9039 | 0.8784 | 0.8079 | 0.8682 | 0.6633 | 0.7660 | 0.3932 | 0.8165 | 0.7173 | 0.7807 | | 0.1483 | 9.08 | 3360 | 0.4472 | 0.7188 | 0.8215 | 0.8875 | 0.9400 | 0.8120 | 0.8512 | 0.5269 | 0.9026 | 0.8936 | 0.8240 | 0.8675 | 0.6701 | 0.7645 | 0.4040 | 0.8106 | 0.7222 | 0.7925 | | 0.2744 | 9.14 | 3380 | 0.4686 | 0.7170 | 0.8127 | 0.8867 | 0.9417 | 0.8067 | 0.8681 | 0.4995 | 0.9139 | 0.8473 | 0.8120 | 0.8616 | 0.6737 | 0.7632 | 0.4120 | 0.8150 | 0.7170 | 0.7767 | | 0.1425 | 9.19 | 3400 | 0.4754 | 0.6980 | 0.8020 | 0.8751 | 0.9420 | 0.7846 | 0.8599 | 0.5262 | 0.9065 | 0.8656 | 0.7294 | 0.8569 | 0.6522 | 0.7604 | 0.4091 | 0.7952 | 0.7102 | 0.7021 | | 0.1164 | 9.24 | 3420 | 0.4351 | 0.7161 | 0.8224 | 0.8879 | 0.9456 | 0.7896 | 0.8755 | 0.5458 | 0.8949 | 0.8873 | 0.8180 | 0.8689 | 0.6597 | 0.7623 | 0.3967 | 0.8195 | 0.7195 | 0.7864 | | 0.2658 | 9.3 | 3440 | 0.4865 | 0.6946 | 0.7964 | 0.8744 | 0.9560 | 0.7853 | 0.8785 | 0.5134 | 0.9025 | 0.8364 | 0.7025 | 0.8591 | 0.6636 | 0.7638 | 0.4011 | 0.7980 | 0.6940 | 0.6827 | | 0.116 | 9.35 | 3460 | 0.4434 | 0.7177 | 0.8206 | 0.8885 | 0.9439 | 0.8191 | 0.8659 | 0.5081 | 0.9012 | 0.8832 | 0.8226 | 0.8680 | 0.6550 | 0.7624 | 0.4064 | 0.8148 | 0.7161 | 0.8010 | | 0.1327 | 9.41 | 3480 | 0.4668 | 0.7046 | 0.8044 | 0.8847 | 0.9492 | 0.7082 | 0.8741 | 0.5215 | 0.9005 | 0.8663 | 0.8106 | 0.8673 | 0.6195 | 0.7645 | 0.3889 | 0.8166 | 0.6993 | 0.7763 | | 0.1944 | 9.46 | 3500 | 0.4559 | 0.7034 | 0.8089 | 0.8845 | 0.9327 | 0.7475 | 0.8475 | 0.5314 | 0.9178 | 0.8598 | 0.8258 | 0.8723 | 0.6176 | 0.7547 | 0.3800 | 0.8145 | 0.6999 | 0.7849 | | 0.1356 | 9.51 | 3520 | 0.4541 | 0.6971 | 0.7982 | 0.8821 | 0.9441 | 0.7352 | 0.8645 | 0.4764 | 0.9098 | 0.8631 | 0.7940 | 0.8696 | 0.6183 | 0.7550 | 0.3756 | 0.8134 | 0.6906 | 0.7575 | | 1.2019 | 9.57 | 3540 | 0.4935 | 0.6907 | 0.7890 | 0.8784 | 0.9434 | 0.7412 | 0.8817 | 0.4441 | 0.9158 | 0.8304 | 0.7665 | 0.8652 | 0.6218 | 0.7522 | 0.3705 | 0.8064 | 0.6868 | 0.7324 | | 0.2405 | 9.62 | 3560 | 0.5145 | 0.6829 | 0.7959 | 0.8723 | 0.9352 | 0.7712 | 0.8609 | 0.5041 | 0.9129 | 0.8728 | 0.7138 | 0.8655 | 0.6181 | 0.7619 | 0.3665 | 0.8002 | 0.6860 | 0.6824 | | 0.5129 | 9.68 | 3580 | 0.4985 | 0.6830 | 0.7955 | 0.8716 | 0.9356 | 0.7488 | 0.8668 | 0.5537 | 0.9159 | 0.8265 | 0.7216 | 0.8689 | 0.6191 | 0.7649 | 0.3678 | 0.7938 | 0.6772 | 0.6894 | | 0.2311 | 9.73 | 3600 | 0.4891 | 0.6875 | 0.8037 | 0.8734 | 0.9314 | 0.7520 | 0.8752 | 0.5583 | 0.9085 | 0.8760 | 0.7242 | 0.8690 | 0.6255 | 0.7690 | 0.3783 | 0.8000 | 0.6797 | 0.6911 | | 0.1726 | 9.78 | 3620 | 0.4717 | 0.6978 | 0.8147 | 0.8780 | 0.9277 | 0.7774 | 0.8944 | 0.5534 | 0.8974 | 0.8708 | 0.7822 | 0.8617 | 0.6354 | 0.7491 | 0.3916 | 0.8100 | 0.6947 | 0.7418 | | 0.1894 | 9.84 | 3640 | 0.5919 | 0.6738 | 0.7782 | 0.8680 | 0.9416 | 0.7092 | 0.8693 | 0.4757 | 0.9179 | 0.8580 | 0.6755 | 0.8712 | 0.6179 | 0.7536 | 0.3792 | 0.7895 | 0.6551 | 0.6498 | | 0.2567 | 9.89 | 3660 | 0.4845 | 0.6869 | 0.7998 | 0.8711 | 0.9408 | 0.7815 | 0.8661 | 0.5220 | 0.8937 | 0.8674 | 0.7268 | 0.8682 | 0.6483 | 0.7571 | 0.3976 | 0.7908 | 0.6598 | 0.6863 | | 0.2441 | 9.95 | 3680 | 0.5265 | 0.6833 | 0.7961 | 0.8701 | 0.9425 | 0.7661 | 0.8480 | 0.5546 | 0.9054 | 0.8443 | 0.7116 | 0.8689 | 0.6380 | 0.7610 | 0.3727 | 0.7877 | 0.6715 | 0.6830 | | 0.1955 | 10.0 | 3700 | 0.5393 | 0.6749 | 0.8018 | 0.8649 | 0.9356 | 0.7599 | 0.8614 | 0.5662 | 0.8738 | 0.8998 | 0.7156 | 0.8636 | 0.6121 | 0.7627 | 0.3686 | 0.7814 | 0.6519 | 0.6840 | | 0.1065 | 10.05 | 3720 | 0.6142 | 0.6773 | 0.7802 | 0.8685 | 0.9430 | 0.6808 | 0.8799 | 0.5006 | 0.9059 | 0.8437 | 0.7078 | 0.8628 | 0.6052 | 0.7517 | 0.3726 | 0.7829 | 0.6885 | 0.6774 | | 0.1503 | 10.11 | 3740 | 0.5452 | 0.6907 | 0.8022 | 0.8740 | 0.9437 | 0.7243 | 0.8874 | 0.5502 | 0.8866 | 0.8797 | 0.7437 | 0.8653 | 0.6246 | 0.7597 | 0.3886 | 0.7925 | 0.6928 | 0.7117 | | 0.1538 | 10.16 | 3760 | 0.4948 | 0.7078 | 0.8073 | 0.8847 | 0.9471 | 0.7502 | 0.8410 | 0.5321 | 0.9113 | 0.8714 | 0.7983 | 0.8652 | 0.6315 | 0.7657 | 0.4099 | 0.8186 | 0.7021 | 0.7617 | | 0.212 | 10.22 | 3780 | 0.4668 | 0.7134 | 0.8117 | 0.8857 | 0.9375 | 0.7837 | 0.8760 | 0.5092 | 0.9163 | 0.8569 | 0.8023 | 0.8685 | 0.6657 | 0.7673 | 0.4145 | 0.8133 | 0.6996 | 0.7649 | | 0.1462 | 10.27 | 3800 | 0.4617 | 0.7131 | 0.8161 | 0.8850 | 0.9394 | 0.8052 | 0.8811 | 0.5202 | 0.9070 | 0.8606 | 0.7989 | 0.8678 | 0.6743 | 0.7720 | 0.3997 | 0.8112 | 0.7025 | 0.7640 | | 0.1509 | 10.32 | 3820 | 0.4631 | 0.7024 | 0.8135 | 0.8805 | 0.9228 | 0.7383 | 0.8690 | 0.5696 | 0.9088 | 0.8719 | 0.8139 | 0.8595 | 0.6240 | 0.7740 | 0.3867 | 0.8133 | 0.7057 | 0.7534 | | 0.1106 | 10.38 | 3840 | 0.4633 | 0.7071 | 0.8155 | 0.8838 | 0.9373 | 0.7150 | 0.8711 | 0.6031 | 0.9038 | 0.8671 | 0.8112 | 0.8671 | 0.6181 | 0.7789 | 0.3951 | 0.8137 | 0.7070 | 0.7701 | | 0.1689 | 10.43 | 3860 | 0.4888 | 0.6998 | 0.8181 | 0.8781 | 0.9268 | 0.7344 | 0.8888 | 0.6139 | 0.8917 | 0.8683 | 0.8025 | 0.8622 | 0.6231 | 0.7600 | 0.3887 | 0.8031 | 0.7000 | 0.7614 | | 0.986 | 10.49 | 3880 | 0.4773 | 0.7104 | 0.8218 | 0.8823 | 0.9295 | 0.8247 | 0.8756 | 0.5450 | 0.9028 | 0.8777 | 0.7973 | 0.8634 | 0.6577 | 0.7700 | 0.4167 | 0.8079 | 0.6937 | 0.7630 | | 0.1181 | 10.54 | 3900 | 0.4418 | 0.7108 | 0.8142 | 0.8848 | 0.9372 | 0.7416 | 0.8841 | 0.5569 | 0.9061 | 0.8625 | 0.8108 | 0.8672 | 0.6415 | 0.7726 | 0.4102 | 0.8138 | 0.7070 | 0.7633 | | 0.1374 | 10.59 | 3920 | 0.4574 | 0.7150 | 0.8165 | 0.8854 | 0.9348 | 0.7843 | 0.8685 | 0.5491 | 0.9149 | 0.8563 | 0.8074 | 0.8672 | 0.6610 | 0.7734 | 0.4235 | 0.8121 | 0.7073 | 0.7605 | | 0.175 | 10.65 | 3940 | 0.4561 | 0.7203 | 0.8294 | 0.8877 | 0.9258 | 0.8323 | 0.8565 | 0.5547 | 0.9073 | 0.8819 | 0.8477 | 0.8695 | 0.6647 | 0.7673 | 0.4156 | 0.8108 | 0.7234 | 0.7909 | | 0.0805 | 10.7 | 3960 | 0.4652 | 0.7141 | 0.8209 | 0.8846 | 0.9389 | 0.8305 | 0.8795 | 0.5245 | 0.8986 | 0.8705 | 0.8039 | 0.8673 | 0.6770 | 0.7708 | 0.3989 | 0.8072 | 0.7142 | 0.7632 | | 0.1396 | 10.76 | 3980 | 0.4803 | 0.7139 | 0.8137 | 0.8853 | 0.9400 | 0.8224 | 0.8754 | 0.4965 | 0.9122 | 0.8489 | 0.8003 | 0.8652 | 0.6734 | 0.7724 | 0.4065 | 0.8117 | 0.7045 | 0.7638 | | 0.1261 | 10.81 | 4000 | 0.4742 | 0.7103 | 0.8178 | 0.8826 | 0.9456 | 0.8078 | 0.8795 | 0.5307 | 0.8888 | 0.8855 | 0.7867 | 0.8650 | 0.6733 | 0.7680 | 0.3919 | 0.8045 | 0.7097 | 0.7599 | | 0.1406 | 10.86 | 4020 | 0.4877 | 0.7072 | 0.8063 | 0.8838 | 0.9489 | 0.7947 | 0.8658 | 0.4710 | 0.9034 | 0.8743 | 0.7862 | 0.8621 | 0.6560 | 0.7684 | 0.3836 | 0.8130 | 0.7086 | 0.7586 | | 0.3038 | 10.92 | 4040 | 0.4616 | 0.7243 | 0.8275 | 0.8900 | 0.9389 | 0.8352 | 0.8542 | 0.5369 | 0.9035 | 0.8803 | 0.8434 | 0.8708 | 0.6848 | 0.7717 | 0.4005 | 0.8120 | 0.7261 | 0.8044 | | 0.9241 | 10.97 | 4060 | 0.4572 | 0.7195 | 0.8211 | 0.8880 | 0.9339 | 0.8038 | 0.8732 | 0.5411 | 0.9127 | 0.8470 | 0.8362 | 0.8725 | 0.6792 | 0.7673 | 0.3918 | 0.8072 | 0.7166 | 0.8021 | | 0.2285 | 11.03 | 4080 | 0.4664 | 0.7163 | 0.8265 | 0.8859 | 0.9377 | 0.8312 | 0.8673 | 0.5617 | 0.8987 | 0.8708 | 0.8179 | 0.8720 | 0.6835 | 0.7639 | 0.3920 | 0.8086 | 0.7112 | 0.7827 | | 0.1239 | 11.08 | 4100 | 0.4471 | 0.7194 | 0.8266 | 0.8893 | 0.9481 | 0.8495 | 0.8539 | 0.5465 | 0.8987 | 0.8560 | 0.8337 | 0.8761 | 0.6729 | 0.7597 | 0.3931 | 0.8125 | 0.7203 | 0.8013 | | 0.0742 | 11.14 | 4120 | 0.4513 | 0.7231 | 0.8197 | 0.8905 | 0.9421 | 0.8260 | 0.8597 | 0.5005 | 0.9130 | 0.8609 | 0.8357 | 0.8703 | 0.6826 | 0.7677 | 0.4029 | 0.8154 | 0.7231 | 0.8001 | | 0.1861 | 11.19 | 4140 | 0.4522 | 0.7220 | 0.8164 | 0.8913 | 0.9425 | 0.8161 | 0.8642 | 0.4633 | 0.9115 | 0.8749 | 0.8427 | 0.8718 | 0.6794 | 0.7633 | 0.3943 | 0.8167 | 0.7229 | 0.8057 | | 0.0794 | 11.24 | 4160 | 0.4709 | 0.7219 | 0.8258 | 0.8896 | 0.9432 | 0.8393 | 0.8598 | 0.5297 | 0.9005 | 0.8669 | 0.8410 | 0.8705 | 0.6805 | 0.7621 | 0.3984 | 0.8145 | 0.7222 | 0.8049 | | 0.1616 | 11.3 | 4180 | 0.4946 | 0.7039 | 0.8013 | 0.8809 | 0.9357 | 0.7777 | 0.8639 | 0.4778 | 0.9215 | 0.8607 | 0.7715 | 0.8702 | 0.6613 | 0.7655 | 0.3997 | 0.8007 | 0.6951 | 0.7348 | | 0.2923 | 11.35 | 4200 | 0.4866 | 0.7009 | 0.8007 | 0.8795 | 0.9394 | 0.7483 | 0.8629 | 0.5252 | 0.9185 | 0.8486 | 0.7621 | 0.8702 | 0.6403 | 0.7659 | 0.4087 | 0.7988 | 0.6945 | 0.7279 | | 0.1627 | 11.41 | 4220 | 0.4521 | 0.7152 | 0.8235 | 0.8888 | 0.9363 | 0.7641 | 0.8771 | 0.5685 | 0.9020 | 0.8681 | 0.8487 | 0.8729 | 0.6243 | 0.7679 | 0.3929 | 0.8161 | 0.7252 | 0.8068 | | 0.1719 | 11.46 | 4240 | 0.4681 | 0.7174 | 0.8207 | 0.8895 | 0.9373 | 0.7653 | 0.8788 | 0.5549 | 0.9087 | 0.8545 | 0.8456 | 0.8728 | 0.6424 | 0.7709 | 0.3909 | 0.8162 | 0.7249 | 0.8037 | | 0.2675 | 11.51 | 4260 | 0.5033 | 0.7066 | 0.8051 | 0.8813 | 0.9440 | 0.7739 | 0.8806 | 0.5025 | 0.9053 | 0.8487 | 0.7804 | 0.8710 | 0.6578 | 0.7663 | 0.4037 | 0.7939 | 0.7133 | 0.7403 | | 0.1108 | 11.57 | 4280 | 0.4680 | 0.7138 | 0.8164 | 0.8858 | 0.9338 | 0.7772 | 0.8839 | 0.5244 | 0.9098 | 0.8779 | 0.8077 | 0.8735 | 0.6583 | 0.7645 | 0.4067 | 0.8064 | 0.7198 | 0.7676 | | 0.2194 | 11.62 | 4300 | 0.4652 | 0.7107 | 0.8192 | 0.8855 | 0.9438 | 0.7492 | 0.8640 | 0.5798 | 0.8919 | 0.8751 | 0.8307 | 0.8733 | 0.6476 | 0.7666 | 0.3774 | 0.8109 | 0.7116 | 0.7874 | | 0.1106 | 11.68 | 4320 | 0.4775 | 0.7096 | 0.8164 | 0.8826 | 0.9377 | 0.7927 | 0.8621 | 0.5615 | 0.9042 | 0.8516 | 0.8049 | 0.8673 | 0.6761 | 0.7588 | 0.3876 | 0.8065 | 0.7042 | 0.7667 | | 0.158 | 11.73 | 4340 | 0.4871 | 0.7105 | 0.8172 | 0.8822 | 0.9319 | 0.8248 | 0.8622 | 0.5417 | 0.9101 | 0.8460 | 0.8038 | 0.8638 | 0.6827 | 0.7552 | 0.4001 | 0.8067 | 0.7009 | 0.7641 | | 0.163 | 11.78 | 4360 | 0.5091 | 0.7146 | 0.8131 | 0.8850 | 0.9444 | 0.8177 | 0.8572 | 0.5094 | 0.9097 | 0.8536 | 0.7995 | 0.8650 | 0.6877 | 0.7614 | 0.4080 | 0.8119 | 0.7053 | 0.7628 | | 0.1114 | 11.84 | 4380 | 0.4869 | 0.7161 | 0.8221 | 0.8855 | 0.9348 | 0.8450 | 0.8767 | 0.5252 | 0.9073 | 0.8548 | 0.8109 | 0.8660 | 0.6823 | 0.7646 | 0.4086 | 0.8119 | 0.7103 | 0.7688 | | 0.2994 | 11.89 | 4400 | 0.5103 | 0.7133 | 0.8114 | 0.8838 | 0.9459 | 0.8384 | 0.8919 | 0.4736 | 0.9022 | 0.8338 | 0.7940 | 0.8593 | 0.6848 | 0.7636 | 0.4136 | 0.8095 | 0.7020 | 0.7604 | | 0.1622 | 11.95 | 4420 | 0.4914 | 0.7122 | 0.8152 | 0.8835 | 0.9427 | 0.8549 | 0.8816 | 0.4822 | 0.9011 | 0.8503 | 0.7935 | 0.8597 | 0.6797 | 0.7615 | 0.4053 | 0.8098 | 0.7102 | 0.7595 | | 0.1255 | 12.0 | 4440 | 0.4792 | 0.7144 | 0.8228 | 0.8836 | 0.9438 | 0.8124 | 0.8637 | 0.5545 | 0.8867 | 0.8942 | 0.8040 | 0.8662 | 0.6768 | 0.7604 | 0.4174 | 0.8055 | 0.7078 | 0.7670 | | 0.2135 | 12.05 | 4460 | 0.4807 | 0.7121 | 0.8127 | 0.8854 | 0.9312 | 0.7552 | 0.8769 | 0.5448 | 0.9194 | 0.8410 | 0.8203 | 0.8694 | 0.6475 | 0.7606 | 0.4150 | 0.8115 | 0.7014 | 0.7793 | | 0.1955 | 12.11 | 4480 | 0.5035 | 0.7149 | 0.8200 | 0.8846 | 0.9325 | 0.8246 | 0.8859 | 0.5171 | 0.9061 | 0.8724 | 0.8014 | 0.8604 | 0.6796 | 0.7521 | 0.4200 | 0.8161 | 0.7070 | 0.7693 | | 0.2167 | 12.16 | 4500 | 0.4763 | 0.7194 | 0.8257 | 0.8874 | 0.9356 | 0.8337 | 0.8724 | 0.5464 | 0.9074 | 0.8682 | 0.8163 | 0.8661 | 0.6726 | 0.7668 | 0.4262 | 0.8184 | 0.7063 | 0.7796 | | 0.1579 | 12.22 | 4520 | 0.4657 | 0.7177 | 0.8237 | 0.8867 | 0.9368 | 0.8175 | 0.8703 | 0.5574 | 0.9088 | 0.8671 | 0.8078 | 0.8697 | 0.6802 | 0.7633 | 0.4190 | 0.8173 | 0.7071 | 0.7670 | | 0.2283 | 12.27 | 4540 | 0.5004 | 0.7110 | 0.8160 | 0.8841 | 0.9343 | 0.7661 | 0.8655 | 0.5524 | 0.9074 | 0.8792 | 0.8071 | 0.8656 | 0.6547 | 0.7625 | 0.4119 | 0.8136 | 0.7032 | 0.7658 | | 0.1976 | 12.32 | 4560 | 0.4800 | 0.7098 | 0.8224 | 0.8840 | 0.9317 | 0.7796 | 0.8673 | 0.5767 | 0.9015 | 0.8894 | 0.8105 | 0.8676 | 0.6407 | 0.7650 | 0.4060 | 0.8137 | 0.7050 | 0.7709 | | 0.0708 | 12.38 | 4580 | 0.4814 | 0.7175 | 0.8268 | 0.8857 | 0.9324 | 0.8030 | 0.8685 | 0.5721 | 0.8991 | 0.8922 | 0.8204 | 0.8701 | 0.6756 | 0.7664 | 0.4241 | 0.8115 | 0.6960 | 0.7787 | | 0.083 | 12.43 | 4600 | 0.4913 | 0.7198 | 0.8250 | 0.8873 | 0.9328 | 0.8259 | 0.8798 | 0.5362 | 0.9065 | 0.8737 | 0.8204 | 0.8694 | 0.6812 | 0.7649 | 0.4283 | 0.8149 | 0.7037 | 0.7765 | | 0.1268 | 12.49 | 4620 | 0.4745 | 0.7132 | 0.8133 | 0.8852 | 0.9426 | 0.7967 | 0.8799 | 0.5131 | 0.9059 | 0.8451 | 0.8094 | 0.8662 | 0.6782 | 0.7670 | 0.3981 | 0.8126 | 0.7009 | 0.7695 | | 0.2728 | 12.54 | 4640 | 0.5005 | 0.7110 | 0.8214 | 0.8835 | 0.9406 | 0.8310 | 0.8646 | 0.5391 | 0.8927 | 0.8687 | 0.8133 | 0.8684 | 0.6781 | 0.7656 | 0.3807 | 0.8058 | 0.7003 | 0.7781 | | 0.1652 | 12.59 | 4660 | 0.4490 | 0.7244 | 0.8264 | 0.8909 | 0.9373 | 0.8113 | 0.8600 | 0.5563 | 0.9068 | 0.8429 | 0.8706 | 0.8728 | 0.6780 | 0.7709 | 0.3907 | 0.8118 | 0.7160 | 0.8305 | | 0.3775 | 12.65 | 4680 | 0.4482 | 0.7281 | 0.8263 | 0.8930 | 0.9409 | 0.8235 | 0.8679 | 0.5153 | 0.9065 | 0.8707 | 0.8595 | 0.8720 | 0.6841 | 0.7684 | 0.4080 | 0.8185 | 0.7239 | 0.8220 | | 0.1325 | 12.7 | 4700 | 0.4561 | 0.7242 | 0.8265 | 0.8907 | 0.9427 | 0.8141 | 0.8761 | 0.5290 | 0.8979 | 0.8854 | 0.8401 | 0.8737 | 0.6823 | 0.7721 | 0.4114 | 0.8163 | 0.7142 | 0.7994 | | 0.2477 | 12.76 | 4720 | 0.4650 | 0.7206 | 0.8196 | 0.8898 | 0.9362 | 0.8128 | 0.8657 | 0.5048 | 0.9167 | 0.8737 | 0.8272 | 0.8739 | 0.6817 | 0.7673 | 0.4077 | 0.8177 | 0.7052 | 0.7904 | | 0.1046 | 12.81 | 4740 | 0.4666 | 0.7127 | 0.8205 | 0.8842 | 0.9393 | 0.8162 | 0.8727 | 0.5512 | 0.9008 | 0.8569 | 0.8062 | 0.8714 | 0.6797 | 0.7619 | 0.3981 | 0.8060 | 0.7003 | 0.7718 | | 0.1242 | 12.86 | 4760 | 0.4870 | 0.7043 | 0.8156 | 0.8793 | 0.9373 | 0.8145 | 0.8804 | 0.5417 | 0.9008 | 0.8808 | 0.7539 | 0.8741 | 0.6811 | 0.7665 | 0.4029 | 0.8002 | 0.6841 | 0.7210 | | 0.1909 | 12.92 | 4780 | 0.5522 | 0.6987 | 0.8020 | 0.8762 | 0.9426 | 0.8216 | 0.8797 | 0.5001 | 0.9145 | 0.8369 | 0.7186 | 0.8686 | 0.6810 | 0.7737 | 0.4095 | 0.7967 | 0.6737 | 0.6875 | | 0.142 | 12.97 | 4800 | 0.5047 | 0.7038 | 0.8064 | 0.8798 | 0.9394 | 0.8153 | 0.8796 | 0.4926 | 0.9151 | 0.8588 | 0.7438 | 0.8728 | 0.6857 | 0.7735 | 0.4113 | 0.8051 | 0.6706 | 0.7077 | | 0.1242 | 13.03 | 4820 | 0.5378 | 0.6990 | 0.8047 | 0.8773 | 0.9405 | 0.8212 | 0.8890 | 0.4726 | 0.9053 | 0.8772 | 0.7273 | 0.8691 | 0.6843 | 0.7697 | 0.4003 | 0.8026 | 0.6717 | 0.6950 | | 0.202 | 13.08 | 4840 | 0.4988 | 0.7043 | 0.8121 | 0.8798 | 0.9348 | 0.8340 | 0.8864 | 0.5075 | 0.9107 | 0.8537 | 0.7575 | 0.8661 | 0.6832 | 0.7610 | 0.4099 | 0.8097 | 0.6741 | 0.7263 | | 0.1793 | 13.14 | 4860 | 0.4787 | 0.7134 | 0.8156 | 0.8850 | 0.9397 | 0.8351 | 0.8804 | 0.5004 | 0.9086 | 0.8378 | 0.8070 | 0.8650 | 0.6848 | 0.7616 | 0.4041 | 0.8140 | 0.6920 | 0.7721 | | 0.1127 | 13.19 | 4880 | 0.4951 | 0.7127 | 0.8106 | 0.8847 | 0.9419 | 0.8063 | 0.8622 | 0.4947 | 0.9118 | 0.8599 | 0.7972 | 0.8629 | 0.6821 | 0.7566 | 0.4077 | 0.8148 | 0.6976 | 0.7672 | | 0.3186 | 13.24 | 4900 | 0.4851 | 0.7161 | 0.8143 | 0.8865 | 0.9383 | 0.8289 | 0.8699 | 0.4787 | 0.9135 | 0.8621 | 0.8087 | 0.8650 | 0.6865 | 0.7587 | 0.4097 | 0.8164 | 0.7046 | 0.7717 | | 0.0742 | 13.3 | 4920 | 0.4537 | 0.7180 | 0.8222 | 0.8875 | 0.9384 | 0.8105 | 0.8876 | 0.5297 | 0.9011 | 0.8609 | 0.8271 | 0.8679 | 0.6756 | 0.7565 | 0.4170 | 0.8171 | 0.7015 | 0.7904 | | 0.239 | 13.35 | 4940 | 0.4803 | 0.7176 | 0.8244 | 0.8871 | 0.9306 | 0.8286 | 0.8829 | 0.5318 | 0.9103 | 0.8682 | 0.8184 | 0.8675 | 0.6715 | 0.7636 | 0.4206 | 0.8188 | 0.6998 | 0.7814 | | 0.313 | 13.41 | 4960 | 0.5416 | 0.6948 | 0.8065 | 0.8744 | 0.9373 | 0.7847 | 0.8905 | 0.5462 | 0.9027 | 0.8608 | 0.7231 | 0.8646 | 0.6620 | 0.7641 | 0.4123 | 0.8022 | 0.6694 | 0.6894 | | 0.1568 | 13.46 | 4980 | 0.5448 | 0.6918 | 0.7989 | 0.8744 | 0.9489 | 0.7640 | 0.8815 | 0.5194 | 0.8978 | 0.8645 | 0.7165 | 0.8630 | 0.6564 | 0.7647 | 0.3938 | 0.8041 | 0.6744 | 0.6860 | | 1.6999 | 13.51 | 5000 | 0.5304 | 0.6930 | 0.8041 | 0.8738 | 0.9399 | 0.8000 | 0.8815 | 0.5332 | 0.9027 | 0.8460 | 0.7254 | 0.8639 | 0.6642 | 0.7609 | 0.3986 | 0.7992 | 0.6748 | 0.6894 | | 0.0895 | 13.57 | 5020 | 0.5758 | 0.6924 | 0.8062 | 0.8726 | 0.9397 | 0.7865 | 0.8731 | 0.5551 | 0.8960 | 0.8769 | 0.7164 | 0.8653 | 0.6623 | 0.7586 | 0.4020 | 0.7937 | 0.6763 | 0.6887 | | 0.1111 | 13.62 | 5040 | 0.5716 | 0.7012 | 0.8049 | 0.8758 | 0.9305 | 0.8156 | 0.8741 | 0.5043 | 0.9174 | 0.8614 | 0.7307 | 0.8654 | 0.6864 | 0.7529 | 0.4294 | 0.7964 | 0.6820 | 0.6957 | | 0.2358 | 13.68 | 5060 | 0.4927 | 0.7151 | 0.8263 | 0.8831 | 0.9372 | 0.8262 | 0.8733 | 0.5730 | 0.8905 | 0.8771 | 0.8068 | 0.8652 | 0.6864 | 0.7560 | 0.4173 | 0.8054 | 0.7038 | 0.7715 | | 0.2064 | 13.73 | 5080 | 0.5011 | 0.7053 | 0.8176 | 0.8785 | 0.9377 | 0.8290 | 0.8680 | 0.5611 | 0.8998 | 0.8736 | 0.7541 | 0.8681 | 0.6856 | 0.7611 | 0.4249 | 0.8045 | 0.6713 | 0.7213 | | 0.2091 | 13.78 | 5100 | 0.5034 | 0.7112 | 0.8232 | 0.8820 | 0.9343 | 0.8270 | 0.8709 | 0.5490 | 0.8943 | 0.8955 | 0.7910 | 0.8696 | 0.6850 | 0.7554 | 0.4303 | 0.8095 | 0.6797 | 0.7486 | | 0.079 | 13.84 | 5120 | 0.5097 | 0.7037 | 0.8106 | 0.8779 | 0.9405 | 0.8260 | 0.8620 | 0.5184 | 0.9049 | 0.8890 | 0.7336 | 0.8703 | 0.6894 | 0.7646 | 0.4265 | 0.8021 | 0.6758 | 0.6975 | | 0.205 | 13.89 | 5140 | 0.4906 | 0.7016 | 0.8057 | 0.8774 | 0.9455 | 0.8202 | 0.8718 | 0.5209 | 0.9095 | 0.8419 | 0.7298 | 0.8699 | 0.6920 | 0.7652 | 0.4171 | 0.8014 | 0.6707 | 0.6949 | | 0.1016 | 13.95 | 5160 | 0.4983 | 0.7065 | 0.8102 | 0.8801 | 0.9412 | 0.8151 | 0.8751 | 0.5208 | 0.9114 | 0.8660 | 0.7420 | 0.8701 | 0.6917 | 0.7688 | 0.4237 | 0.8085 | 0.6751 | 0.7074 | | 0.1474 | 14.0 | 5180 | 0.4849 | 0.7157 | 0.8210 | 0.8852 | 0.9438 | 0.8319 | 0.8696 | 0.5334 | 0.9001 | 0.8755 | 0.7927 | 0.8671 | 0.6888 | 0.7704 | 0.4120 | 0.8143 | 0.7021 | 0.7548 | | 0.0501 | 14.05 | 5200 | 0.5273 | 0.7015 | 0.8105 | 0.8772 | 0.9407 | 0.8596 | 0.8686 | 0.5113 | 0.9120 | 0.8689 | 0.7124 | 0.8684 | 0.6905 | 0.7701 | 0.4137 | 0.8030 | 0.6788 | 0.6859 | | 1.6024 | 14.11 | 5220 | 0.5348 | 0.7028 | 0.8118 | 0.8769 | 0.9348 | 0.8290 | 0.8883 | 0.5219 | 0.9077 | 0.8815 | 0.7194 | 0.8690 | 0.6911 | 0.7726 | 0.4222 | 0.8000 | 0.6817 | 0.6831 | | 0.175 | 14.16 | 5240 | 0.5391 | 0.7019 | 0.8117 | 0.8769 | 0.9422 | 0.8212 | 0.9006 | 0.5242 | 0.8958 | 0.8726 | 0.7255 | 0.8662 | 0.6841 | 0.7670 | 0.4270 | 0.8036 | 0.6711 | 0.6946 | | 0.1283 | 14.22 | 5260 | 0.5025 | 0.7047 | 0.8106 | 0.8783 | 0.9430 | 0.8315 | 0.8790 | 0.5257 | 0.9080 | 0.8610 | 0.7259 | 0.8686 | 0.6914 | 0.7715 | 0.4289 | 0.8044 | 0.6757 | 0.6926 | | 0.055 | 14.27 | 5280 | 0.5071 | 0.7203 | 0.8201 | 0.8873 | 0.9432 | 0.8248 | 0.8695 | 0.5408 | 0.9146 | 0.8590 | 0.7886 | 0.8705 | 0.6879 | 0.7688 | 0.4319 | 0.8140 | 0.7094 | 0.7599 | | 0.116 | 14.32 | 5300 | 0.4516 | 0.7234 | 0.8328 | 0.8891 | 0.9296 | 0.8452 | 0.8716 | 0.5655 | 0.9098 | 0.8842 | 0.8238 | 0.8742 | 0.6837 | 0.7684 | 0.4236 | 0.8154 | 0.7146 | 0.7839 | | 0.1624 | 14.38 | 5320 | 0.4612 | 0.7211 | 0.8120 | 0.8900 | 0.9402 | 0.8069 | 0.8687 | 0.4762 | 0.9268 | 0.8489 | 0.8163 | 0.8730 | 0.6914 | 0.7692 | 0.4097 | 0.8179 | 0.7093 | 0.7772 | | 0.0905 | 14.43 | 5340 | 0.5054 | 0.7191 | 0.8181 | 0.8875 | 0.9462 | 0.8199 | 0.8706 | 0.4929 | 0.9016 | 0.8985 | 0.7968 | 0.8682 | 0.6911 | 0.7707 | 0.4128 | 0.8151 | 0.7111 | 0.7648 | | 0.1946 | 14.49 | 5360 | 0.4936 | 0.7200 | 0.8254 | 0.8875 | 0.9355 | 0.8464 | 0.8768 | 0.5426 | 0.9139 | 0.8623 | 0.8006 | 0.8690 | 0.6799 | 0.7769 | 0.4180 | 0.8155 | 0.7138 | 0.7668 | | 0.1407 | 14.54 | 5380 | 0.5064 | 0.7184 | 0.8240 | 0.8857 | 0.9375 | 0.8265 | 0.8840 | 0.5519 | 0.9072 | 0.8753 | 0.7853 | 0.8680 | 0.6856 | 0.7731 | 0.4208 | 0.8112 | 0.7133 | 0.7566 | | 0.1457 | 14.59 | 5400 | 0.4936 | 0.7182 | 0.8204 | 0.8860 | 0.9406 | 0.8197 | 0.8767 | 0.5070 | 0.8978 | 0.9005 | 0.8007 | 0.8673 | 0.6899 | 0.7715 | 0.4171 | 0.8102 | 0.7053 | 0.7661 | | 0.1503 | 14.65 | 5420 | 0.5100 | 0.7028 | 0.8093 | 0.8787 | 0.9369 | 0.8380 | 0.8747 | 0.4937 | 0.9112 | 0.8686 | 0.7417 | 0.8708 | 0.6851 | 0.7669 | 0.4009 | 0.7993 | 0.6893 | 0.7073 | | 0.2983 | 14.7 | 5440 | 0.5051 | 0.7028 | 0.8087 | 0.8792 | 0.9361 | 0.8354 | 0.8726 | 0.4787 | 0.9118 | 0.8844 | 0.7421 | 0.8707 | 0.6855 | 0.7640 | 0.3966 | 0.8017 | 0.6924 | 0.7092 | | 0.168 | 14.76 | 5460 | 0.4620 | 0.7229 | 0.8271 | 0.8903 | 0.9376 | 0.8473 | 0.8669 | 0.5054 | 0.9030 | 0.8918 | 0.8374 | 0.8726 | 0.6844 | 0.7665 | 0.4008 | 0.8153 | 0.7217 | 0.7988 | | 0.1338 | 14.81 | 5480 | 0.4887 | 0.7121 | 0.8213 | 0.8835 | 0.9331 | 0.8463 | 0.8525 | 0.5236 | 0.9070 | 0.8965 | 0.7902 | 0.8751 | 0.6859 | 0.7633 | 0.4067 | 0.8042 | 0.6973 | 0.7524 | | 0.1672 | 14.86 | 5500 | 0.5014 | 0.7046 | 0.8138 | 0.8794 | 0.9370 | 0.8247 | 0.8690 | 0.5302 | 0.9075 | 0.8806 | 0.7476 | 0.8744 | 0.6861 | 0.7706 | 0.4044 | 0.8007 | 0.6829 | 0.7134 | | 0.2296 | 14.92 | 5520 | 0.5313 | 0.6963 | 0.8049 | 0.8763 | 0.9432 | 0.7757 | 0.8739 | 0.5365 | 0.9029 | 0.8732 | 0.7293 | 0.8705 | 0.6613 | 0.7686 | 0.3956 | 0.7998 | 0.6819 | 0.6965 | | 0.1513 | 14.97 | 5540 | 0.5274 | 0.6941 | 0.7987 | 0.8768 | 0.9426 | 0.7528 | 0.8702 | 0.5081 | 0.9102 | 0.8770 | 0.7299 | 0.8713 | 0.6469 | 0.7666 | 0.3939 | 0.8019 | 0.6810 | 0.6974 | | 0.252 | 15.03 | 5560 | 0.4824 | 0.7041 | 0.8097 | 0.8837 | 0.9384 | 0.7608 | 0.8776 | 0.5197 | 0.9096 | 0.8647 | 0.7968 | 0.8746 | 0.6408 | 0.7632 | 0.3878 | 0.8126 | 0.6887 | 0.7612 | | 0.1755 | 15.08 | 5580 | 0.4582 | 0.7146 | 0.8126 | 0.8892 | 0.9418 | 0.7445 | 0.8582 | 0.5304 | 0.9142 | 0.8574 | 0.8417 | 0.8759 | 0.6404 | 0.7661 | 0.3923 | 0.8155 | 0.7084 | 0.8036 | | 0.1621 | 15.14 | 5600 | 0.4815 | 0.7000 | 0.7990 | 0.8802 | 0.9382 | 0.7697 | 0.8770 | 0.4916 | 0.9226 | 0.8249 | 0.7691 | 0.8716 | 0.6581 | 0.7659 | 0.3875 | 0.8030 | 0.6794 | 0.7342 | | 0.1574 | 15.19 | 5620 | 0.5001 | 0.6989 | 0.8053 | 0.8775 | 0.9364 | 0.8046 | 0.8812 | 0.5101 | 0.9123 | 0.8438 | 0.7486 | 0.8707 | 0.6735 | 0.7652 | 0.3911 | 0.7981 | 0.6781 | 0.7156 | | 0.0942 | 15.24 | 5640 | 0.5032 | 0.7019 | 0.8079 | 0.8786 | 0.9384 | 0.8194 | 0.8816 | 0.5162 | 0.9137 | 0.8415 | 0.7441 | 0.8737 | 0.6861 | 0.7686 | 0.3967 | 0.7989 | 0.6775 | 0.7122 | | 0.2344 | 15.3 | 5660 | 0.4795 | 0.7205 | 0.8166 | 0.8889 | 0.9418 | 0.8047 | 0.8772 | 0.5131 | 0.9170 | 0.8514 | 0.8111 | 0.8714 | 0.6843 | 0.7691 | 0.4191 | 0.8172 | 0.7055 | 0.7771 | | 0.09 | 15.35 | 5680 | 0.4891 | 0.7194 | 0.8227 | 0.8878 | 0.9383 | 0.7864 | 0.8629 | 0.5659 | 0.9082 | 0.8794 | 0.8174 | 0.8734 | 0.6687 | 0.7713 | 0.4229 | 0.8128 | 0.7053 | 0.7811 | | 0.1229 | 15.41 | 5700 | 0.5433 | 0.6990 | 0.8082 | 0.8765 | 0.9409 | 0.7778 | 0.8542 | 0.5850 | 0.9119 | 0.8596 | 0.7284 | 0.8731 | 0.6594 | 0.7705 | 0.4174 | 0.7977 | 0.6785 | 0.6960 | | 0.1885 | 15.46 | 5720 | 0.4991 | 0.7217 | 0.8241 | 0.8885 | 0.9364 | 0.8245 | 0.8705 | 0.5246 | 0.9090 | 0.8912 | 0.8123 | 0.8718 | 0.6825 | 0.7700 | 0.4259 | 0.8147 | 0.7126 | 0.7743 | | 0.0921 | 15.51 | 5740 | 0.4973 | 0.7201 | 0.8165 | 0.8882 | 0.9431 | 0.8082 | 0.8634 | 0.5052 | 0.9124 | 0.8778 | 0.8052 | 0.8693 | 0.6841 | 0.7673 | 0.4206 | 0.8158 | 0.7145 | 0.7691 | | 0.1609 | 15.57 | 5760 | 0.5065 | 0.7176 | 0.8145 | 0.8868 | 0.9351 | 0.8171 | 0.8477 | 0.5257 | 0.9280 | 0.8355 | 0.8124 | 0.8693 | 0.6749 | 0.7670 | 0.4226 | 0.8118 | 0.7064 | 0.7708 | | 0.0469 | 15.62 | 5780 | 0.4886 | 0.7223 | 0.8205 | 0.8891 | 0.9431 | 0.8182 | 0.8719 | 0.5112 | 0.9095 | 0.8843 | 0.8054 | 0.8697 | 0.6838 | 0.7707 | 0.4291 | 0.8189 | 0.7142 | 0.7694 | | 0.1541 | 15.68 | 5800 | 0.5050 | 0.7189 | 0.8215 | 0.8865 | 0.9426 | 0.8289 | 0.8893 | 0.4996 | 0.8942 | 0.8930 | 0.8031 | 0.8688 | 0.6886 | 0.7723 | 0.4235 | 0.8108 | 0.6986 | 0.7693 | | 0.0944 | 15.73 | 5820 | 0.5343 | 0.7051 | 0.8020 | 0.8814 | 0.9445 | 0.7882 | 0.8862 | 0.4734 | 0.9174 | 0.8670 | 0.7375 | 0.8691 | 0.6804 | 0.7769 | 0.4098 | 0.8117 | 0.6828 | 0.7048 | | 0.1106 | 15.78 | 5840 | 0.4883 | 0.7202 | 0.8240 | 0.8889 | 0.9411 | 0.7954 | 0.8744 | 0.5544 | 0.9068 | 0.8894 | 0.8066 | 0.8721 | 0.6697 | 0.7760 | 0.4254 | 0.8219 | 0.7082 | 0.7680 | | 0.1322 | 15.84 | 5860 | 0.5120 | 0.7151 | 0.8149 | 0.8854 | 0.9485 | 0.7949 | 0.8842 | 0.5345 | 0.9070 | 0.8626 | 0.7725 | 0.8638 | 0.6774 | 0.7749 | 0.4170 | 0.8184 | 0.7093 | 0.7445 | | 0.1645 | 15.89 | 5880 | 0.5088 | 0.7066 | 0.8086 | 0.8809 | 0.9456 | 0.7986 | 0.8496 | 0.5327 | 0.9140 | 0.8764 | 0.7432 | 0.8665 | 0.6763 | 0.7681 | 0.4188 | 0.8115 | 0.6922 | 0.7130 | | 0.2885 | 15.95 | 5900 | 0.5200 | 0.7179 | 0.8232 | 0.8857 | 0.9407 | 0.8060 | 0.8772 | 0.5637 | 0.9043 | 0.8878 | 0.7823 | 0.8667 | 0.6839 | 0.7739 | 0.4213 | 0.8155 | 0.7131 | 0.7507 | | 0.1412 | 16.0 | 5920 | 0.5463 | 0.7049 | 0.8077 | 0.8793 | 0.9383 | 0.7954 | 0.8787 | 0.5323 | 0.9202 | 0.8658 | 0.7232 | 0.8738 | 0.6801 | 0.7722 | 0.4312 | 0.8030 | 0.6820 | 0.6924 | | 0.091 | 16.05 | 5940 | 0.4954 | 0.7081 | 0.8085 | 0.8832 | 0.9418 | 0.7740 | 0.8777 | 0.5227 | 0.9172 | 0.8652 | 0.7610 | 0.8729 | 0.6621 | 0.7751 | 0.4212 | 0.8131 | 0.6871 | 0.7251 | | 0.1643 | 16.11 | 5960 | 0.5759 | 0.7020 | 0.8116 | 0.8775 | 0.9384 | 0.8081 | 0.8759 | 0.5597 | 0.9132 | 0.8721 | 0.7140 | 0.8708 | 0.6669 | 0.7745 | 0.4343 | 0.8033 | 0.6782 | 0.6861 | | 0.1183 | 16.16 | 5980 | 0.5929 | 0.7029 | 0.8172 | 0.8762 | 0.9375 | 0.8448 | 0.8602 | 0.5840 | 0.9079 | 0.8687 | 0.7171 | 0.8702 | 0.6799 | 0.7706 | 0.4386 | 0.7982 | 0.6775 | 0.6855 | | 0.5279 | 16.22 | 6000 | 0.5750 | 0.7054 | 0.8117 | 0.8781 | 0.9403 | 0.8191 | 0.8778 | 0.5382 | 0.9078 | 0.8725 | 0.7263 | 0.8695 | 0.6867 | 0.7687 | 0.4381 | 0.8020 | 0.6813 | 0.6916 | | 0.1544 | 16.27 | 6020 | 0.5374 | 0.7066 | 0.8112 | 0.8791 | 0.9386 | 0.8314 | 0.8604 | 0.5393 | 0.9205 | 0.8662 | 0.7220 | 0.8714 | 0.6868 | 0.7714 | 0.4411 | 0.8042 | 0.6834 | 0.6882 | | 0.0963 | 16.32 | 6040 | 0.5530 | 0.7029 | 0.8069 | 0.8781 | 0.9391 | 0.8075 | 0.8810 | 0.5368 | 0.9208 | 0.8469 | 0.7165 | 0.8704 | 0.6777 | 0.7733 | 0.4323 | 0.8040 | 0.6778 | 0.6846 | | 0.0602 | 16.38 | 6060 | 0.6505 | 0.6977 | 0.8035 | 0.8752 | 0.9470 | 0.8152 | 0.8775 | 0.5288 | 0.9111 | 0.8539 | 0.6914 | 0.8644 | 0.6816 | 0.7699 | 0.4210 | 0.8034 | 0.6758 | 0.6678 | | 0.1542 | 16.43 | 6080 | 0.5294 | 0.7021 | 0.8136 | 0.8781 | 0.9420 | 0.8220 | 0.8912 | 0.5470 | 0.9031 | 0.8654 | 0.7245 | 0.8686 | 0.6810 | 0.7690 | 0.4154 | 0.8080 | 0.6778 | 0.6949 | | 0.137 | 16.49 | 6100 | 0.5182 | 0.7184 | 0.8156 | 0.8872 | 0.9446 | 0.7972 | 0.8600 | 0.5389 | 0.9170 | 0.8595 | 0.7924 | 0.8694 | 0.6816 | 0.7678 | 0.4274 | 0.8172 | 0.7043 | 0.7609 | | 0.0867 | 16.54 | 6120 | 0.5216 | 0.7193 | 0.8213 | 0.8872 | 0.9388 | 0.8108 | 0.8635 | 0.5617 | 0.9165 | 0.8579 | 0.8001 | 0.8691 | 0.6825 | 0.7644 | 0.4288 | 0.8181 | 0.7050 | 0.7670 | | 0.5929 | 16.59 | 6140 | 0.5043 | 0.7233 | 0.8254 | 0.8890 | 0.9393 | 0.8252 | 0.8775 | 0.5460 | 0.9106 | 0.8736 | 0.8058 | 0.8684 | 0.6858 | 0.7662 | 0.4400 | 0.8222 | 0.7103 | 0.7704 | | 0.0974 | 16.65 | 6160 | 0.4912 | 0.7220 | 0.8271 | 0.8891 | 0.9368 | 0.8349 | 0.8698 | 0.5416 | 0.9072 | 0.8742 | 0.8254 | 0.8713 | 0.6870 | 0.7559 | 0.4222 | 0.8194 | 0.7094 | 0.7889 | | 0.095 | 16.7 | 6180 | 0.4927 | 0.7230 | 0.8245 | 0.8901 | 0.9314 | 0.8442 | 0.8709 | 0.5040 | 0.9164 | 0.8689 | 0.8353 | 0.8694 | 0.6868 | 0.7518 | 0.4146 | 0.8196 | 0.7173 | 0.8015 | | 0.1762 | 16.76 | 6200 | 0.4817 | 0.7245 | 0.8222 | 0.8917 | 0.9339 | 0.8061 | 0.8888 | 0.5058 | 0.9154 | 0.8567 | 0.8483 | 0.8709 | 0.6797 | 0.7528 | 0.4135 | 0.8218 | 0.7227 | 0.8098 | | 0.2064 | 16.81 | 6220 | 0.4831 | 0.7223 | 0.8190 | 0.8909 | 0.9332 | 0.8165 | 0.8739 | 0.4928 | 0.9234 | 0.8572 | 0.8358 | 0.8704 | 0.6787 | 0.7542 | 0.4173 | 0.8232 | 0.7128 | 0.7996 | | 2.5722 | 16.86 | 6240 | 0.4929 | 0.7249 | 0.8200 | 0.8922 | 0.9375 | 0.8226 | 0.8883 | 0.4654 | 0.9130 | 0.8658 | 0.8470 | 0.8692 | 0.6880 | 0.7566 | 0.4044 | 0.8224 | 0.7237 | 0.8101 | | 0.0689 | 16.92 | 6260 | 0.4486 | 0.7294 | 0.8316 | 0.8924 | 0.9362 | 0.8250 | 0.8771 | 0.5544 | 0.9072 | 0.8705 | 0.8508 | 0.8704 | 0.6850 | 0.7599 | 0.4309 | 0.8221 | 0.7257 | 0.8117 | | 0.1418 | 16.97 | 6280 | 0.4676 | 0.7265 | 0.8279 | 0.8918 | 0.9324 | 0.8054 | 0.8903 | 0.5608 | 0.9159 | 0.8416 | 0.8491 | 0.8702 | 0.6729 | 0.7592 | 0.4288 | 0.8226 | 0.7200 | 0.8116 | | 0.077 | 17.03 | 6300 | 0.4762 | 0.7229 | 0.8299 | 0.8893 | 0.9258 | 0.8208 | 0.8694 | 0.5676 | 0.9126 | 0.8604 | 0.8527 | 0.8666 | 0.6730 | 0.7488 | 0.4191 | 0.8194 | 0.7247 | 0.8087 | | 0.1309 | 17.08 | 6320 | 0.4832 | 0.7261 | 0.8323 | 0.8912 | 0.9401 | 0.8092 | 0.8773 | 0.5829 | 0.8978 | 0.8661 | 0.8528 | 0.8748 | 0.6809 | 0.7696 | 0.4021 | 0.8146 | 0.7280 | 0.8126 | | 0.0753 | 17.14 | 6340 | 0.4893 | 0.7281 | 0.8320 | 0.8920 | 0.9401 | 0.8229 | 0.8759 | 0.5826 | 0.9065 | 0.8460 | 0.8497 | 0.8754 | 0.6857 | 0.7703 | 0.4125 | 0.8162 | 0.7253 | 0.8112 | | 0.2753 | 17.19 | 6360 | 0.4742 | 0.7226 | 0.8235 | 0.8899 | 0.9404 | 0.8150 | 0.8837 | 0.5345 | 0.9116 | 0.8657 | 0.8138 | 0.8695 | 0.6825 | 0.7733 | 0.4140 | 0.8219 | 0.7176 | 0.7795 | | 1.1311 | 17.24 | 6380 | 0.5416 | 0.7014 | 0.8033 | 0.8793 | 0.9505 | 0.8132 | 0.8690 | 0.5012 | 0.9163 | 0.8656 | 0.7075 | 0.8704 | 0.6818 | 0.7692 | 0.4125 | 0.8123 | 0.6849 | 0.6783 | | 0.1347 | 17.3 | 6400 | 0.5364 | 0.7023 | 0.8065 | 0.8792 | 0.9478 | 0.8087 | 0.8736 | 0.5131 | 0.9112 | 0.8782 | 0.7131 | 0.8724 | 0.6871 | 0.7708 | 0.4117 | 0.8101 | 0.6850 | 0.6792 | | 0.0778 | 17.35 | 6420 | 0.5326 | 0.7016 | 0.8074 | 0.8783 | 0.9428 | 0.8297 | 0.8640 | 0.5127 | 0.9151 | 0.8696 | 0.7180 | 0.8707 | 0.6858 | 0.7702 | 0.4096 | 0.8066 | 0.6851 | 0.6829 | | 0.1207 | 17.41 | 6440 | 0.5027 | 0.7172 | 0.8179 | 0.8874 | 0.9365 | 0.8283 | 0.8666 | 0.5249 | 0.9237 | 0.8417 | 0.8035 | 0.8751 | 0.6841 | 0.7654 | 0.4160 | 0.8147 | 0.7005 | 0.7648 | | 0.2002 | 17.46 | 6460 | 0.5099 | 0.7254 | 0.8218 | 0.8923 | 0.9356 | 0.8219 | 0.8703 | 0.5060 | 0.9239 | 0.8566 | 0.8380 | 0.8749 | 0.6876 | 0.7624 | 0.4139 | 0.8224 | 0.7185 | 0.7981 | | 0.0712 | 17.51 | 6480 | 0.4945 | 0.7244 | 0.8203 | 0.8920 | 0.9424 | 0.8054 | 0.8736 | 0.5065 | 0.9169 | 0.8730 | 0.8239 | 0.8751 | 0.6852 | 0.7693 | 0.4161 | 0.8242 | 0.7160 | 0.7852 | | 0.1096 | 17.57 | 6500 | 0.4888 | 0.7185 | 0.8208 | 0.8877 | 0.9443 | 0.8046 | 0.8595 | 0.5492 | 0.9082 | 0.8775 | 0.8025 | 0.8701 | 0.6775 | 0.7671 | 0.4142 | 0.8186 | 0.7162 | 0.7660 | | 0.4782 | 17.62 | 6520 | 0.4773 | 0.7219 | 0.8221 | 0.8910 | 0.9415 | 0.7918 | 0.8712 | 0.5380 | 0.9107 | 0.8662 | 0.8355 | 0.8774 | 0.6722 | 0.7737 | 0.4023 | 0.8176 | 0.7155 | 0.7946 | | 0.1332 | 17.68 | 6540 | 0.4696 | 0.7275 | 0.8288 | 0.8927 | 0.9381 | 0.8197 | 0.8763 | 0.5248 | 0.9049 | 0.8872 | 0.8505 | 0.8765 | 0.6833 | 0.7746 | 0.4059 | 0.8166 | 0.7283 | 0.8072 | | 0.1496 | 17.73 | 6560 | 0.4684 | 0.7250 | 0.8240 | 0.8922 | 0.9421 | 0.8137 | 0.8870 | 0.5164 | 0.9090 | 0.8635 | 0.8366 | 0.8756 | 0.6816 | 0.7765 | 0.4090 | 0.8206 | 0.7144 | 0.7973 | | 0.149 | 17.78 | 6580 | 0.4651 | 0.7206 | 0.8250 | 0.8907 | 0.9365 | 0.8058 | 0.8748 | 0.5337 | 0.9098 | 0.8794 | 0.8350 | 0.8761 | 0.6598 | 0.7757 | 0.4030 | 0.8186 | 0.7158 | 0.7952 | | 0.1736 | 17.84 | 6600 | 0.5323 | 0.7061 | 0.8092 | 0.8826 | 0.9394 | 0.7930 | 0.8848 | 0.5039 | 0.9150 | 0.8698 | 0.7589 | 0.8767 | 0.6671 | 0.7703 | 0.4086 | 0.8081 | 0.6871 | 0.7249 | | 0.3321 | 17.89 | 6620 | 0.4991 | 0.7120 | 0.8163 | 0.8852 | 0.9406 | 0.8114 | 0.8850 | 0.5254 | 0.9131 | 0.8632 | 0.7755 | 0.8760 | 0.6755 | 0.7732 | 0.4146 | 0.8142 | 0.6902 | 0.7405 | | 0.1987 | 17.95 | 6640 | 0.4752 | 0.7305 | 0.8273 | 0.8946 | 0.9402 | 0.8406 | 0.8792 | 0.4942 | 0.9138 | 0.8805 | 0.8424 | 0.8764 | 0.6892 | 0.7750 | 0.4233 | 0.8244 | 0.7240 | 0.8009 | | 0.1911 | 18.0 | 6660 | 0.5053 | 0.7273 | 0.8273 | 0.8925 | 0.9409 | 0.8458 | 0.8824 | 0.4997 | 0.9088 | 0.8874 | 0.8260 | 0.8740 | 0.6886 | 0.7747 | 0.4249 | 0.8238 | 0.7158 | 0.7889 | | 0.1184 | 18.05 | 6680 | 0.4973 | 0.7249 | 0.8196 | 0.8920 | 0.9404 | 0.8141 | 0.8849 | 0.4833 | 0.9167 | 0.8745 | 0.8231 | 0.8725 | 0.6864 | 0.7727 | 0.4190 | 0.8243 | 0.7156 | 0.7835 | | 0.1047 | 18.11 | 6700 | 0.4979 | 0.7262 | 0.8292 | 0.8912 | 0.9366 | 0.8400 | 0.8689 | 0.5451 | 0.9152 | 0.8805 | 0.8183 | 0.8729 | 0.6811 | 0.7726 | 0.4362 | 0.8231 | 0.7174 | 0.7799 | | 0.2527 | 18.16 | 6720 | 0.5006 | 0.7240 | 0.8239 | 0.8911 | 0.9404 | 0.7979 | 0.8787 | 0.5354 | 0.9117 | 0.8840 | 0.8189 | 0.8740 | 0.6744 | 0.7696 | 0.4286 | 0.8231 | 0.7163 | 0.7821 | | 0.1367 | 18.22 | 6740 | 0.4952 | 0.7191 | 0.8153 | 0.8893 | 0.9470 | 0.7558 | 0.8805 | 0.5440 | 0.9101 | 0.8504 | 0.8193 | 0.8725 | 0.6611 | 0.7628 | 0.4275 | 0.8197 | 0.7093 | 0.7807 | | 0.224 | 18.27 | 6760 | 0.4985 | 0.7188 | 0.8205 | 0.8896 | 0.9382 | 0.7685 | 0.8647 | 0.5672 | 0.9173 | 0.8618 | 0.8259 | 0.8756 | 0.6472 | 0.7652 | 0.4258 | 0.8198 | 0.7112 | 0.7867 | | 0.1453 | 18.32 | 6780 | 0.5145 | 0.7164 | 0.8207 | 0.8884 | 0.9385 | 0.7515 | 0.8721 | 0.5760 | 0.9090 | 0.8736 | 0.8240 | 0.8766 | 0.6500 | 0.7664 | 0.4069 | 0.8158 | 0.7135 | 0.7857 | | 0.2411 | 18.38 | 6800 | 0.4901 | 0.7171 | 0.8238 | 0.8883 | 0.9409 | 0.7708 | 0.8802 | 0.5778 | 0.9017 | 0.8718 | 0.8238 | 0.8760 | 0.6602 | 0.7682 | 0.4008 | 0.8159 | 0.7143 | 0.7846 | | 0.1758 | 18.43 | 6820 | 0.4820 | 0.7228 | 0.8262 | 0.8905 | 0.9429 | 0.8053 | 0.8721 | 0.5507 | 0.9035 | 0.8809 | 0.8281 | 0.8760 | 0.6761 | 0.7709 | 0.4159 | 0.8192 | 0.7151 | 0.7864 | | 0.1194 | 18.49 | 6840 | 0.4806 | 0.7290 | 0.8248 | 0.8937 | 0.9461 | 0.7974 | 0.8768 | 0.5301 | 0.9081 | 0.8744 | 0.8410 | 0.8760 | 0.6793 | 0.7719 | 0.4245 | 0.8212 | 0.7262 | 0.8038 | | 0.225 | 18.54 | 6860 | 0.4762 | 0.7296 | 0.8280 | 0.8937 | 0.9371 | 0.8040 | 0.8766 | 0.5344 | 0.9122 | 0.8834 | 0.8484 | 0.8766 | 0.6792 | 0.7710 | 0.4273 | 0.8207 | 0.7272 | 0.8054 | | 0.1178 | 18.59 | 6880 | 0.4880 | 0.7209 | 0.8179 | 0.8913 | 0.9464 | 0.7552 | 0.8777 | 0.5302 | 0.9084 | 0.8814 | 0.8264 | 0.8757 | 0.6530 | 0.7732 | 0.4189 | 0.8221 | 0.7147 | 0.7888 | | 0.1537 | 18.65 | 6900 | 0.4707 | 0.7277 | 0.8244 | 0.8939 | 0.9367 | 0.7855 | 0.8764 | 0.5479 | 0.9227 | 0.8518 | 0.8499 | 0.8770 | 0.6584 | 0.7744 | 0.4234 | 0.8215 | 0.7285 | 0.8105 | | 0.0794 | 18.7 | 6920 | 0.4622 | 0.7324 | 0.8356 | 0.8943 | 0.9375 | 0.8252 | 0.8802 | 0.5589 | 0.9041 | 0.8894 | 0.8541 | 0.8777 | 0.6824 | 0.7745 | 0.4287 | 0.8195 | 0.7335 | 0.8108 | | 0.0975 | 18.76 | 6940 | 0.4682 | 0.7333 | 0.8342 | 0.8946 | 0.9381 | 0.8358 | 0.8710 | 0.5608 | 0.9126 | 0.8713 | 0.8500 | 0.8776 | 0.6880 | 0.7731 | 0.4301 | 0.8200 | 0.7335 | 0.8106 | | 0.1813 | 18.81 | 6960 | 0.4706 | 0.7343 | 0.8309 | 0.8955 | 0.9429 | 0.8136 | 0.8781 | 0.5481 | 0.9117 | 0.8742 | 0.8473 | 0.8787 | 0.6883 | 0.7750 | 0.4333 | 0.8214 | 0.7336 | 0.8098 | | 0.0857 | 18.86 | 6980 | 0.4844 | 0.7328 | 0.8312 | 0.8947 | 0.9393 | 0.8289 | 0.8654 | 0.5511 | 0.9166 | 0.8695 | 0.8472 | 0.8788 | 0.6865 | 0.7727 | 0.4308 | 0.8195 | 0.7318 | 0.8096 | | 0.1551 | 18.92 | 7000 | 0.4666 | 0.7352 | 0.8309 | 0.8960 | 0.9439 | 0.8132 | 0.8696 | 0.5473 | 0.9124 | 0.8803 | 0.8497 | 0.8788 | 0.6834 | 0.7763 | 0.4410 | 0.8228 | 0.7338 | 0.8102 | | 0.1407 | 18.97 | 7020 | 0.4837 | 0.7310 | 0.8302 | 0.8944 | 0.9437 | 0.7943 | 0.8691 | 0.5775 | 0.9110 | 0.8691 | 0.8466 | 0.8782 | 0.6703 | 0.7739 | 0.4332 | 0.8211 | 0.7309 | 0.8097 | | 0.1402 | 19.03 | 7040 | 0.4735 | 0.7329 | 0.8334 | 0.8946 | 0.9401 | 0.8166 | 0.8735 | 0.5754 | 0.9118 | 0.8694 | 0.8473 | 0.8783 | 0.6798 | 0.7741 | 0.4393 | 0.8206 | 0.7288 | 0.8097 | | 0.1547 | 19.08 | 7060 | 0.4666 | 0.7314 | 0.8330 | 0.8937 | 0.9447 | 0.7889 | 0.8776 | 0.5901 | 0.8997 | 0.8806 | 0.8493 | 0.8780 | 0.6780 | 0.7745 | 0.4320 | 0.8180 | 0.7294 | 0.8099 | | 0.1281 | 19.14 | 7080 | 0.4763 | 0.7312 | 0.8350 | 0.8935 | 0.9366 | 0.8173 | 0.8772 | 0.5880 | 0.9102 | 0.8688 | 0.8471 | 0.8781 | 0.6767 | 0.7767 | 0.4302 | 0.8172 | 0.7301 | 0.8093 | | 0.1814 | 19.19 | 7100 | 0.4838 | 0.7289 | 0.8304 | 0.8928 | 0.9437 | 0.8016 | 0.8739 | 0.5739 | 0.9039 | 0.8732 | 0.8430 | 0.8780 | 0.6782 | 0.7742 | 0.4240 | 0.8166 | 0.7261 | 0.8054 | | 0.0967 | 19.24 | 7120 | 0.4687 | 0.7306 | 0.8317 | 0.8936 | 0.9459 | 0.8151 | 0.8723 | 0.5706 | 0.9037 | 0.8688 | 0.8453 | 0.8772 | 0.6811 | 0.7769 | 0.4217 | 0.8181 | 0.7307 | 0.8086 | | 0.1277 | 19.3 | 7140 | 0.5458 | 0.7056 | 0.8151 | 0.8802 | 0.9436 | 0.8211 | 0.8827 | 0.5622 | 0.9096 | 0.8530 | 0.7332 | 0.8747 | 0.6797 | 0.7771 | 0.4184 | 0.8067 | 0.6792 | 0.7032 | | 0.0862 | 19.35 | 7160 | 0.5271 | 0.7125 | 0.8142 | 0.8846 | 0.9421 | 0.8138 | 0.8758 | 0.5210 | 0.9175 | 0.8712 | 0.7577 | 0.8773 | 0.6780 | 0.7757 | 0.4335 | 0.8123 | 0.6856 | 0.7252 | | 0.0718 | 19.41 | 7180 | 0.4886 | 0.7280 | 0.8239 | 0.8927 | 0.9435 | 0.8049 | 0.8675 | 0.5252 | 0.9139 | 0.8914 | 0.8210 | 0.8780 | 0.6857 | 0.7738 | 0.4394 | 0.8218 | 0.7119 | 0.7851 | | 0.148 | 19.46 | 7200 | 0.5017 | 0.7235 | 0.8215 | 0.8912 | 0.9415 | 0.8003 | 0.8630 | 0.5352 | 0.9192 | 0.8760 | 0.8150 | 0.8787 | 0.6736 | 0.7719 | 0.4328 | 0.8206 | 0.7060 | 0.7806 | | 0.1105 | 19.51 | 7220 | 0.4812 | 0.7233 | 0.8252 | 0.8907 | 0.9455 | 0.8138 | 0.8570 | 0.5550 | 0.9092 | 0.8763 | 0.8199 | 0.8755 | 0.6731 | 0.7720 | 0.4224 | 0.8199 | 0.7142 | 0.7862 | | 0.0709 | 19.57 | 7240 | 0.4805 | 0.7242 | 0.8228 | 0.8907 | 0.9452 | 0.8073 | 0.8717 | 0.5493 | 0.9132 | 0.8554 | 0.8177 | 0.8753 | 0.6825 | 0.7715 | 0.4256 | 0.8186 | 0.7106 | 0.7854 | | 0.1934 | 19.62 | 7260 | 0.4811 | 0.7242 | 0.8220 | 0.8903 | 0.9461 | 0.8242 | 0.8679 | 0.5299 | 0.9131 | 0.8646 | 0.8079 | 0.8732 | 0.6894 | 0.7716 | 0.4273 | 0.8192 | 0.7127 | 0.7756 | | 0.0762 | 19.68 | 7280 | 0.4661 | 0.7280 | 0.8291 | 0.8925 | 0.9392 | 0.8374 | 0.8738 | 0.5377 | 0.9136 | 0.8722 | 0.8299 | 0.8779 | 0.6898 | 0.7735 | 0.4265 | 0.8201 | 0.7151 | 0.7931 | | 0.2017 | 19.73 | 7300 | 0.4777 | 0.7228 | 0.8266 | 0.8899 | 0.9402 | 0.7996 | 0.8826 | 0.5660 | 0.9077 | 0.8744 | 0.8158 | 0.8756 | 0.6788 | 0.7740 | 0.4179 | 0.8175 | 0.7159 | 0.7803 | | 0.1173 | 19.78 | 7320 | 0.4833 | 0.7228 | 0.8261 | 0.8904 | 0.9417 | 0.7978 | 0.8614 | 0.5786 | 0.9123 | 0.8714 | 0.8195 | 0.8777 | 0.6708 | 0.7742 | 0.4182 | 0.8174 | 0.7137 | 0.7874 | | 1.7033 | 19.84 | 7340 | 0.5097 | 0.7215 | 0.8239 | 0.8890 | 0.9449 | 0.7910 | 0.8810 | 0.5681 | 0.9059 | 0.8736 | 0.8032 | 0.8754 | 0.6774 | 0.7740 | 0.4212 | 0.8152 | 0.7143 | 0.7733 | | 1.7523 | 19.89 | 7360 | 0.5358 | 0.7203 | 0.8238 | 0.8886 | 0.9467 | 0.7921 | 0.8760 | 0.5742 | 0.9057 | 0.8758 | 0.7962 | 0.8739 | 0.6713 | 0.7742 | 0.4207 | 0.8173 | 0.7170 | 0.7678 | | 0.0955 | 19.95 | 7380 | 0.4843 | 0.7216 | 0.8243 | 0.8905 | 0.9399 | 0.7800 | 0.8671 | 0.5689 | 0.9132 | 0.8817 | 0.8195 | 0.8776 | 0.6589 | 0.7725 | 0.4203 | 0.8191 | 0.7195 | 0.7836 | | 0.2175 | 20.0 | 7400 | 0.5001 | 0.7194 | 0.8288 | 0.8889 | 0.9424 | 0.7667 | 0.8775 | 0.6093 | 0.8978 | 0.8926 | 0.8152 | 0.8765 | 0.6511 | 0.7753 | 0.4154 | 0.8163 | 0.7196 | 0.7813 | | 0.1156 | 20.05 | 7420 | 0.4869 | 0.7242 | 0.8260 | 0.8913 | 0.9425 | 0.7803 | 0.8851 | 0.5681 | 0.9082 | 0.8777 | 0.8198 | 0.8770 | 0.6640 | 0.7746 | 0.4288 | 0.8201 | 0.7213 | 0.7834 | | 0.128 | 20.11 | 7440 | 0.5023 | 0.7210 | 0.8236 | 0.8894 | 0.9415 | 0.7794 | 0.8686 | 0.5775 | 0.9126 | 0.8808 | 0.8051 | 0.8749 | 0.6573 | 0.7718 | 0.4305 | 0.8177 | 0.7213 | 0.7731 | | 0.1642 | 20.16 | 7460 | 0.4848 | 0.7228 | 0.8234 | 0.8907 | 0.9375 | 0.7764 | 0.8633 | 0.5613 | 0.9161 | 0.8849 | 0.8243 | 0.8774 | 0.6595 | 0.7693 | 0.4291 | 0.8180 | 0.7205 | 0.7857 | | 0.0871 | 20.22 | 7480 | 0.4817 | 0.7226 | 0.8179 | 0.8912 | 0.9426 | 0.7800 | 0.8762 | 0.5262 | 0.9200 | 0.8666 | 0.8139 | 0.8759 | 0.6664 | 0.7724 | 0.4238 | 0.8203 | 0.7195 | 0.7797 | | 0.0701 | 20.27 | 7500 | 0.4760 | 0.7250 | 0.8239 | 0.8924 | 0.9400 | 0.7765 | 0.8865 | 0.5526 | 0.9153 | 0.8666 | 0.8299 | 0.8780 | 0.6647 | 0.7719 | 0.4254 | 0.8215 | 0.7197 | 0.7937 | | 0.275 | 20.32 | 7520 | 0.4720 | 0.7269 | 0.8242 | 0.8926 | 0.9443 | 0.7999 | 0.8789 | 0.5413 | 0.9147 | 0.8698 | 0.8204 | 0.8762 | 0.6776 | 0.7745 | 0.4330 | 0.8236 | 0.7189 | 0.7849 | | 0.1521 | 20.38 | 7540 | 0.4797 | 0.7268 | 0.8258 | 0.8928 | 0.9396 | 0.7946 | 0.8817 | 0.5511 | 0.9176 | 0.8713 | 0.8249 | 0.8780 | 0.6713 | 0.7755 | 0.4297 | 0.8226 | 0.7195 | 0.7907 | | 0.0776 | 20.43 | 7560 | 0.4675 | 0.7252 | 0.8254 | 0.8923 | 0.9413 | 0.8044 | 0.8793 | 0.5346 | 0.9129 | 0.8839 | 0.8217 | 0.8765 | 0.6697 | 0.7745 | 0.4258 | 0.8234 | 0.7197 | 0.7870 | | 0.1081 | 20.49 | 7580 | 0.4725 | 0.7203 | 0.8214 | 0.8905 | 0.9448 | 0.7544 | 0.8850 | 0.5586 | 0.9067 | 0.8879 | 0.8127 | 0.8752 | 0.6520 | 0.7763 | 0.4180 | 0.8222 | 0.7195 | 0.7792 | | 0.0522 | 20.54 | 7600 | 0.4875 | 0.7169 | 0.8190 | 0.8894 | 0.9400 | 0.7647 | 0.8702 | 0.5631 | 0.9187 | 0.8645 | 0.8122 | 0.8755 | 0.6415 | 0.7757 | 0.4101 | 0.8210 | 0.7160 | 0.7781 | | 0.0807 | 20.59 | 7620 | 0.4822 | 0.7175 | 0.8196 | 0.8897 | 0.9458 | 0.7638 | 0.8635 | 0.5698 | 0.9134 | 0.8717 | 0.8093 | 0.8747 | 0.6434 | 0.7768 | 0.4102 | 0.8230 | 0.7172 | 0.7770 | | 0.3588 | 20.65 | 7640 | 0.4908 | 0.7203 | 0.8216 | 0.8909 | 0.9419 | 0.7738 | 0.8696 | 0.5543 | 0.9154 | 0.8814 | 0.8150 | 0.8764 | 0.6487 | 0.7766 | 0.4181 | 0.8236 | 0.7183 | 0.7802 | | 1.3304 | 20.7 | 7660 | 0.4822 | 0.7216 | 0.8231 | 0.8907 | 0.9450 | 0.7617 | 0.8726 | 0.5752 | 0.9096 | 0.8858 | 0.8121 | 0.8766 | 0.6547 | 0.7773 | 0.4245 | 0.8223 | 0.7183 | 0.7774 | | 0.1188 | 20.76 | 7680 | 0.5012 | 0.7243 | 0.8259 | 0.8912 | 0.9419 | 0.7976 | 0.8590 | 0.5690 | 0.9142 | 0.8824 | 0.8174 | 0.8769 | 0.6689 | 0.7719 | 0.4335 | 0.8217 | 0.7169 | 0.7805 | | 0.0712 | 20.81 | 7700 | 0.5107 | 0.7250 | 0.8234 | 0.8913 | 0.9417 | 0.8058 | 0.8690 | 0.5371 | 0.9170 | 0.8851 | 0.8082 | 0.8758 | 0.6779 | 0.7708 | 0.4356 | 0.8219 | 0.7198 | 0.7735 | | 0.15 | 20.86 | 7720 | 0.5057 | 0.7282 | 0.8255 | 0.8923 | 0.9424 | 0.8196 | 0.8810 | 0.5270 | 0.9143 | 0.8807 | 0.8137 | 0.8764 | 0.6907 | 0.7725 | 0.4390 | 0.8220 | 0.7195 | 0.7777 | | 0.1319 | 20.92 | 7740 | 0.4962 | 0.7290 | 0.8296 | 0.8924 | 0.9398 | 0.8344 | 0.8665 | 0.5473 | 0.9143 | 0.8823 | 0.8224 | 0.8775 | 0.6894 | 0.7717 | 0.4404 | 0.8209 | 0.7186 | 0.7843 | | 0.2179 | 20.97 | 7760 | 0.4837 | 0.7290 | 0.8233 | 0.8936 | 0.9413 | 0.8217 | 0.8757 | 0.5049 | 0.9191 | 0.8691 | 0.8315 | 0.8777 | 0.6916 | 0.7719 | 0.4305 | 0.8226 | 0.7170 | 0.7919 | | 0.1186 | 21.03 | 7780 | 0.5011 | 0.7276 | 0.8215 | 0.8927 | 0.9467 | 0.8186 | 0.8792 | 0.5126 | 0.9151 | 0.8528 | 0.8257 | 0.8743 | 0.6893 | 0.7729 | 0.4321 | 0.8231 | 0.7145 | 0.7872 | | 0.121 | 21.08 | 7800 | 0.4848 | 0.7288 | 0.8248 | 0.8929 | 0.9433 | 0.8225 | 0.8702 | 0.5209 | 0.9159 | 0.8791 | 0.8214 | 0.8761 | 0.6904 | 0.7723 | 0.4377 | 0.8232 | 0.7177 | 0.7844 | | 0.165 | 21.14 | 7820 | 0.4982 | 0.7298 | 0.8295 | 0.8931 | 0.9425 | 0.8330 | 0.8767 | 0.5448 | 0.9138 | 0.8752 | 0.8202 | 0.8770 | 0.6885 | 0.7746 | 0.4411 | 0.8233 | 0.7167 | 0.7876 | | 0.1054 | 21.19 | 7840 | 0.4609 | 0.7374 | 0.8338 | 0.8969 | 0.9409 | 0.8280 | 0.8774 | 0.5493 | 0.9150 | 0.8719 | 0.8544 | 0.8781 | 0.6903 | 0.7767 | 0.4416 | 0.8250 | 0.7345 | 0.8155 | | 0.1345 | 21.24 | 7860 | 0.4607 | 0.7363 | 0.8323 | 0.8963 | 0.9408 | 0.8189 | 0.8751 | 0.5512 | 0.9159 | 0.8741 | 0.8501 | 0.8781 | 0.6891 | 0.7752 | 0.4414 | 0.8238 | 0.7337 | 0.8128 | | 0.0448 | 21.3 | 7880 | 0.5015 | 0.7322 | 0.8270 | 0.8944 | 0.9409 | 0.8056 | 0.8779 | 0.5403 | 0.9183 | 0.8708 | 0.8352 | 0.8778 | 0.6876 | 0.7735 | 0.4405 | 0.8224 | 0.7246 | 0.7986 | | 0.1437 | 21.35 | 7900 | 0.4811 | 0.7334 | 0.8297 | 0.8956 | 0.9402 | 0.8099 | 0.8836 | 0.5408 | 0.9160 | 0.8712 | 0.8461 | 0.8787 | 0.6822 | 0.7745 | 0.4352 | 0.8234 | 0.7314 | 0.8087 | | 0.2107 | 21.41 | 7920 | 0.4812 | 0.7352 | 0.8351 | 0.8958 | 0.9421 | 0.8290 | 0.8721 | 0.5611 | 0.9090 | 0.8812 | 0.8513 | 0.8773 | 0.6843 | 0.7756 | 0.4378 | 0.8242 | 0.7360 | 0.8108 | | 0.1664 | 21.46 | 7940 | 0.4943 | 0.7334 | 0.8256 | 0.8957 | 0.9459 | 0.7897 | 0.8795 | 0.5299 | 0.9130 | 0.8733 | 0.8475 | 0.8760 | 0.6830 | 0.7736 | 0.4322 | 0.8247 | 0.7353 | 0.8092 | | 0.1027 | 21.51 | 7960 | 0.4708 | 0.7351 | 0.8332 | 0.8959 | 0.9416 | 0.8249 | 0.8747 | 0.5460 | 0.9107 | 0.8855 | 0.8490 | 0.8774 | 0.6872 | 0.7758 | 0.4372 | 0.8244 | 0.7347 | 0.8092 | | 0.1035 | 21.57 | 7980 | 0.4890 | 0.7339 | 0.8302 | 0.8955 | 0.9440 | 0.8218 | 0.8757 | 0.5384 | 0.9125 | 0.8767 | 0.8424 | 0.8771 | 0.6879 | 0.7760 | 0.4352 | 0.8249 | 0.7314 | 0.8046 | | 0.0801 | 21.62 | 8000 | 0.5082 | 0.7255 | 0.8224 | 0.8914 | 0.9450 | 0.8059 | 0.8670 | 0.5354 | 0.9151 | 0.8770 | 0.8117 | 0.8741 | 0.6811 | 0.7730 | 0.4327 | 0.8227 | 0.7193 | 0.7756 | | 0.1395 | 21.68 | 8020 | 0.4834 | 0.7250 | 0.8249 | 0.8914 | 0.9433 | 0.8098 | 0.8754 | 0.5362 | 0.9110 | 0.8846 | 0.8138 | 0.8743 | 0.6774 | 0.7771 | 0.4282 | 0.8233 | 0.7205 | 0.7741 | | 0.1542 | 21.73 | 8040 | 0.5085 | 0.7223 | 0.8205 | 0.8904 | 0.9430 | 0.7801 | 0.8773 | 0.5407 | 0.9137 | 0.8802 | 0.8083 | 0.8735 | 0.6718 | 0.7751 | 0.4235 | 0.8223 | 0.7205 | 0.7696 | | 0.1969 | 21.78 | 8060 | 0.5139 | 0.7217 | 0.8233 | 0.8899 | 0.9443 | 0.7977 | 0.8750 | 0.5524 | 0.9098 | 0.8786 | 0.8052 | 0.8724 | 0.6703 | 0.7773 | 0.4206 | 0.8221 | 0.7211 | 0.7684 | | 0.0782 | 21.84 | 8080 | 0.5488 | 0.7194 | 0.8238 | 0.8891 | 0.9417 | 0.7647 | 0.8789 | 0.5749 | 0.9056 | 0.8937 | 0.8071 | 0.8738 | 0.6554 | 0.7756 | 0.4218 | 0.8205 | 0.7184 | 0.7704 | | 0.0925 | 21.89 | 8100 | 0.5151 | 0.7236 | 0.8253 | 0.8910 | 0.9399 | 0.7941 | 0.8814 | 0.5522 | 0.9119 | 0.8805 | 0.8169 | 0.8744 | 0.6673 | 0.7755 | 0.4273 | 0.8231 | 0.7209 | 0.7768 | | 0.2007 | 21.95 | 8120 | 0.5069 | 0.7241 | 0.8242 | 0.8914 | 0.9419 | 0.7844 | 0.8809 | 0.5595 | 0.9141 | 0.8731 | 0.8157 | 0.8753 | 0.6674 | 0.7771 | 0.4272 | 0.8236 | 0.7198 | 0.7779 | | 0.1353 | 22.0 | 8140 | 0.4981 | 0.7248 | 0.8228 | 0.8927 | 0.9432 | 0.7742 | 0.8804 | 0.5458 | 0.9141 | 0.8766 | 0.8256 | 0.8767 | 0.6628 | 0.7770 | 0.4257 | 0.8258 | 0.7202 | 0.7855 | | 0.0952 | 22.05 | 8160 | 0.4900 | 0.7222 | 0.8242 | 0.8914 | 0.9411 | 0.7676 | 0.8757 | 0.5723 | 0.9137 | 0.8774 | 0.8214 | 0.8767 | 0.6529 | 0.7776 | 0.4237 | 0.8245 | 0.7186 | 0.7817 | | 0.0638 | 22.11 | 8180 | 0.4970 | 0.7224 | 0.8202 | 0.8915 | 0.9436 | 0.7471 | 0.8805 | 0.5671 | 0.9156 | 0.8679 | 0.8198 | 0.8762 | 0.6555 | 0.7758 | 0.4263 | 0.8240 | 0.7180 | 0.7812 | | 0.1891 | 22.16 | 8200 | 0.4894 | 0.7260 | 0.8262 | 0.8925 | 0.9406 | 0.7966 | 0.8797 | 0.5499 | 0.9142 | 0.8777 | 0.8246 | 0.8770 | 0.6710 | 0.7758 | 0.4298 | 0.8249 | 0.7185 | 0.7848 | | 0.1589 | 22.22 | 8220 | 0.4982 | 0.7266 | 0.8289 | 0.8925 | 0.9389 | 0.7952 | 0.8756 | 0.5674 | 0.9122 | 0.8818 | 0.8310 | 0.8776 | 0.6712 | 0.7757 | 0.4297 | 0.8239 | 0.7176 | 0.7901 | | 0.0954 | 22.27 | 8240 | 0.4850 | 0.7296 | 0.8294 | 0.8934 | 0.9396 | 0.8139 | 0.8746 | 0.5601 | 0.9169 | 0.8702 | 0.8304 | 0.8774 | 0.6825 | 0.7764 | 0.4385 | 0.8255 | 0.7177 | 0.7889 | | 0.122 | 22.32 | 8260 | 0.5113 | 0.7269 | 0.8307 | 0.8915 | 0.9414 | 0.8099 | 0.8763 | 0.5802 | 0.9089 | 0.8824 | 0.8161 | 0.8757 | 0.6823 | 0.7764 | 0.4350 | 0.8234 | 0.7171 | 0.7784 | | 0.9475 | 22.38 | 8280 | 0.5083 | 0.7271 | 0.8291 | 0.8917 | 0.9419 | 0.8128 | 0.8830 | 0.5613 | 0.9101 | 0.8837 | 0.8109 | 0.8762 | 0.6829 | 0.7751 | 0.4383 | 0.8230 | 0.7175 | 0.7764 | | 0.1368 | 22.43 | 8300 | 0.4833 | 0.7275 | 0.8255 | 0.8931 | 0.9407 | 0.7950 | 0.8759 | 0.5505 | 0.9182 | 0.8716 | 0.8262 | 0.8775 | 0.6771 | 0.7757 | 0.4342 | 0.8256 | 0.7168 | 0.7858 | | 0.1054 | 22.49 | 8320 | 0.4837 | 0.7302 | 0.8292 | 0.8939 | 0.9416 | 0.8187 | 0.8878 | 0.5471 | 0.9141 | 0.8648 | 0.8303 | 0.8775 | 0.6858 | 0.7767 | 0.4380 | 0.8260 | 0.7179 | 0.7891 | | 0.1031 | 22.54 | 8340 | 0.5020 | 0.7290 | 0.8293 | 0.8928 | 0.9417 | 0.8192 | 0.8727 | 0.5527 | 0.9119 | 0.8810 | 0.8257 | 0.8772 | 0.6859 | 0.7741 | 0.4378 | 0.8233 | 0.7179 | 0.7865 | | 0.0597 | 22.59 | 8360 | 0.4823 | 0.7300 | 0.8301 | 0.8936 | 0.9436 | 0.8204 | 0.8737 | 0.5578 | 0.9106 | 0.8699 | 0.8348 | 0.8772 | 0.6843 | 0.7756 | 0.4351 | 0.8242 | 0.7203 | 0.7933 | | 0.1235 | 22.65 | 8380 | 0.4940 | 0.7273 | 0.8267 | 0.8921 | 0.9447 | 0.8200 | 0.8729 | 0.5466 | 0.9119 | 0.8732 | 0.8176 | 0.8753 | 0.6841 | 0.7743 | 0.4349 | 0.8234 | 0.7183 | 0.7807 | | 0.1661 | 22.7 | 8400 | 0.5082 | 0.7286 | 0.8279 | 0.8927 | 0.9464 | 0.8178 | 0.8682 | 0.5506 | 0.9087 | 0.8807 | 0.8230 | 0.8756 | 0.6850 | 0.7747 | 0.4365 | 0.8239 | 0.7187 | 0.7859 | | 0.0454 | 22.76 | 8420 | 0.4871 | 0.7287 | 0.8282 | 0.8935 | 0.9414 | 0.7992 | 0.8663 | 0.5585 | 0.9141 | 0.8859 | 0.8318 | 0.8791 | 0.6766 | 0.7742 | 0.4349 | 0.8238 | 0.7197 | 0.7924 | | 1.6658 | 22.81 | 8440 | 0.5005 | 0.7299 | 0.8296 | 0.8936 | 0.9432 | 0.8191 | 0.8819 | 0.5613 | 0.9142 | 0.8590 | 0.8286 | 0.8775 | 0.6844 | 0.7760 | 0.4370 | 0.8249 | 0.7177 | 0.7918 | | 0.0592 | 22.86 | 8460 | 0.4833 | 0.7307 | 0.8297 | 0.8943 | 0.9422 | 0.8234 | 0.8804 | 0.5452 | 0.9140 | 0.8686 | 0.8340 | 0.8779 | 0.6854 | 0.7753 | 0.4354 | 0.8258 | 0.7210 | 0.7940 | | 0.2034 | 22.92 | 8480 | 0.4816 | 0.7297 | 0.8257 | 0.8942 | 0.9430 | 0.8072 | 0.8806 | 0.5360 | 0.9178 | 0.8626 | 0.8324 | 0.8782 | 0.6843 | 0.7752 | 0.4330 | 0.8256 | 0.7187 | 0.7929 | | 0.219 | 22.97 | 8500 | 0.4757 | 0.7320 | 0.8316 | 0.8948 | 0.9415 | 0.8203 | 0.8677 | 0.5598 | 0.9150 | 0.8788 | 0.8384 | 0.8789 | 0.6826 | 0.7760 | 0.4382 | 0.8256 | 0.7246 | 0.7985 | | 1.6245 | 23.03 | 8520 | 0.4976 | 0.7325 | 0.8304 | 0.8949 | 0.9435 | 0.8109 | 0.8732 | 0.5627 | 0.9149 | 0.8692 | 0.8382 | 0.8784 | 0.6823 | 0.7758 | 0.4375 | 0.8245 | 0.7272 | 0.8018 | | 0.3622 | 23.08 | 8540 | 0.5006 | 0.7335 | 0.8298 | 0.8956 | 0.9429 | 0.8151 | 0.8690 | 0.5464 | 0.9161 | 0.8760 | 0.8430 | 0.8783 | 0.6837 | 0.7750 | 0.4366 | 0.8246 | 0.7311 | 0.8054 | | 0.1775 | 23.14 | 8560 | 0.4989 | 0.7307 | 0.8279 | 0.8944 | 0.9419 | 0.8006 | 0.8692 | 0.5572 | 0.9180 | 0.8751 | 0.8335 | 0.8791 | 0.6793 | 0.7748 | 0.4362 | 0.8239 | 0.7239 | 0.7975 | | 0.1161 | 23.19 | 8580 | 0.4835 | 0.7354 | 0.8354 | 0.8962 | 0.9410 | 0.8242 | 0.8795 | 0.5682 | 0.9122 | 0.8730 | 0.8494 | 0.8787 | 0.6832 | 0.7784 | 0.4365 | 0.8250 | 0.7362 | 0.8096 | | 0.115 | 23.24 | 8600 | 0.4783 | 0.7343 | 0.8324 | 0.8958 | 0.9430 | 0.8173 | 0.8665 | 0.5654 | 0.9140 | 0.8709 | 0.8497 | 0.8786 | 0.6811 | 0.7752 | 0.4366 | 0.8238 | 0.7342 | 0.8104 | | 0.1906 | 23.3 | 8620 | 0.4966 | 0.7327 | 0.8234 | 0.8961 | 0.9468 | 0.7885 | 0.8655 | 0.5206 | 0.9170 | 0.8763 | 0.8487 | 0.8778 | 0.6789 | 0.7735 | 0.4286 | 0.8246 | 0.7345 | 0.8109 | | 0.0925 | 23.35 | 8640 | 0.4744 | 0.7358 | 0.8315 | 0.8968 | 0.9425 | 0.8182 | 0.8856 | 0.5370 | 0.9139 | 0.8711 | 0.8520 | 0.8790 | 0.6874 | 0.7776 | 0.4333 | 0.8256 | 0.7360 | 0.8117 | | 1.6185 | 23.41 | 8660 | 0.4855 | 0.7338 | 0.8319 | 0.8956 | 0.9453 | 0.8040 | 0.8841 | 0.5642 | 0.9091 | 0.8741 | 0.8426 | 0.8791 | 0.6829 | 0.7773 | 0.4345 | 0.8241 | 0.7318 | 0.8073 | | 0.3196 | 23.46 | 8680 | 0.4950 | 0.7336 | 0.8319 | 0.8957 | 0.9427 | 0.8137 | 0.8765 | 0.5641 | 0.9153 | 0.8691 | 0.8418 | 0.8792 | 0.6821 | 0.7781 | 0.4344 | 0.8249 | 0.7307 | 0.8062 | | 0.1816 | 23.51 | 8700 | 0.5101 | 0.7298 | 0.8242 | 0.8942 | 0.9456 | 0.7986 | 0.8740 | 0.5440 | 0.9197 | 0.8610 | 0.8267 | 0.8783 | 0.6820 | 0.7757 | 0.4342 | 0.8243 | 0.7197 | 0.7943 | | 0.1225 | 23.57 | 8720 | 0.5229 | 0.7287 | 0.8285 | 0.8933 | 0.9426 | 0.7977 | 0.8747 | 0.5714 | 0.9149 | 0.8725 | 0.8258 | 0.8792 | 0.6790 | 0.7764 | 0.4321 | 0.8229 | 0.7200 | 0.7916 | | 0.1507 | 23.62 | 8740 | 0.4819 | 0.7337 | 0.8348 | 0.8954 | 0.9437 | 0.8198 | 0.8790 | 0.5703 | 0.9077 | 0.8805 | 0.8428 | 0.8794 | 0.6835 | 0.7790 | 0.4328 | 0.8241 | 0.7311 | 0.8058 | | 0.228 | 23.68 | 8760 | 0.4819 | 0.7348 | 0.8339 | 0.8961 | 0.9408 | 0.8189 | 0.8732 | 0.5635 | 0.9139 | 0.8778 | 0.8489 | 0.8797 | 0.6835 | 0.7775 | 0.4338 | 0.8240 | 0.7351 | 0.8102 | | 0.1354 | 23.73 | 8780 | 0.4838 | 0.7341 | 0.8355 | 0.8955 | 0.9397 | 0.8270 | 0.8674 | 0.5729 | 0.9128 | 0.8799 | 0.8490 | 0.8793 | 0.6808 | 0.7763 | 0.4330 | 0.8225 | 0.7357 | 0.8113 | | 0.1018 | 23.78 | 8800 | 0.4698 | 0.7351 | 0.8331 | 0.8964 | 0.9413 | 0.8098 | 0.8744 | 0.5628 | 0.9139 | 0.8773 | 0.8521 | 0.8799 | 0.6823 | 0.7775 | 0.4336 | 0.8243 | 0.7365 | 0.8117 | | 0.0382 | 23.84 | 8820 | 0.4737 | 0.7345 | 0.8335 | 0.8960 | 0.9436 | 0.8198 | 0.8710 | 0.5671 | 0.9123 | 0.8706 | 0.8500 | 0.8793 | 0.6824 | 0.7773 | 0.4326 | 0.8241 | 0.7347 | 0.8110 | | 0.0626 | 23.89 | 8840 | 0.4759 | 0.7320 | 0.8318 | 0.8950 | 0.9447 | 0.8173 | 0.8676 | 0.5704 | 0.9130 | 0.8702 | 0.8396 | 0.8798 | 0.6786 | 0.7773 | 0.4323 | 0.8234 | 0.7274 | 0.8049 | | 0.133 | 23.95 | 8860 | 0.4844 | 0.7316 | 0.8273 | 0.8951 | 0.9413 | 0.8210 | 0.8741 | 0.5234 | 0.9204 | 0.8792 | 0.8315 | 0.8803 | 0.6871 | 0.7768 | 0.4341 | 0.8251 | 0.7220 | 0.7961 | | 0.1631 | 24.0 | 8880 | 0.5030 | 0.7297 | 0.8271 | 0.8937 | 0.9441 | 0.8169 | 0.8721 | 0.5400 | 0.9149 | 0.8749 | 0.8270 | 0.8788 | 0.6863 | 0.7744 | 0.4349 | 0.8233 | 0.7189 | 0.7911 | | 1.1022 | 24.05 | 8900 | 0.4980 | 0.7310 | 0.8303 | 0.8943 | 0.9437 | 0.8310 | 0.8688 | 0.5447 | 0.9131 | 0.8782 | 0.8326 | 0.8786 | 0.6864 | 0.7758 | 0.4353 | 0.8247 | 0.7216 | 0.7949 | | 0.141 | 24.11 | 8920 | 0.4811 | 0.7307 | 0.8295 | 0.8944 | 0.9431 | 0.8174 | 0.8706 | 0.5475 | 0.9136 | 0.8799 | 0.8341 | 0.8793 | 0.6833 | 0.7758 | 0.4344 | 0.8243 | 0.7217 | 0.7961 | | 0.0416 | 24.16 | 8940 | 0.4828 | 0.7298 | 0.8284 | 0.8942 | 0.9434 | 0.8018 | 0.8763 | 0.5577 | 0.9138 | 0.8718 | 0.8341 | 0.8792 | 0.6782 | 0.7767 | 0.4314 | 0.8241 | 0.7216 | 0.7970 | | 0.0939 | 24.22 | 8960 | 0.4767 | 0.7301 | 0.8314 | 0.8942 | 0.9415 | 0.8115 | 0.8711 | 0.5720 | 0.9133 | 0.8714 | 0.8391 | 0.8794 | 0.6773 | 0.7777 | 0.4299 | 0.8240 | 0.7235 | 0.7989 | | 0.1396 | 24.27 | 8980 | 0.4921 | 0.7295 | 0.8288 | 0.8940 | 0.9434 | 0.8037 | 0.8770 | 0.5635 | 0.9144 | 0.8655 | 0.8338 | 0.8791 | 0.6773 | 0.7766 | 0.4295 | 0.8236 | 0.7224 | 0.7983 | | 1.2201 | 24.32 | 9000 | 0.4818 | 0.7291 | 0.8297 | 0.8937 | 0.9426 | 0.8100 | 0.8709 | 0.5747 | 0.9150 | 0.8567 | 0.8380 | 0.8791 | 0.6767 | 0.7765 | 0.4278 | 0.8226 | 0.7210 | 0.8001 | | 0.0287 | 24.38 | 9020 | 0.4900 | 0.7288 | 0.8297 | 0.8935 | 0.9420 | 0.8038 | 0.8780 | 0.5641 | 0.9122 | 0.8790 | 0.8286 | 0.8794 | 0.6783 | 0.7764 | 0.4306 | 0.8234 | 0.7202 | 0.7934 | | 0.1132 | 24.43 | 9040 | 0.4940 | 0.7308 | 0.8282 | 0.8944 | 0.9432 | 0.8193 | 0.8745 | 0.5367 | 0.9149 | 0.8765 | 0.8323 | 0.8784 | 0.6860 | 0.7761 | 0.4339 | 0.8250 | 0.7216 | 0.7946 | | 0.1419 | 24.49 | 9060 | 0.4925 | 0.7294 | 0.8279 | 0.8936 | 0.9440 | 0.8011 | 0.8720 | 0.5558 | 0.9121 | 0.8808 | 0.8297 | 0.8791 | 0.6823 | 0.7745 | 0.4341 | 0.8232 | 0.7194 | 0.7929 | | 0.1347 | 24.54 | 9080 | 0.4996 | 0.7295 | 0.8289 | 0.8936 | 0.9416 | 0.8125 | 0.8720 | 0.5588 | 0.9157 | 0.8714 | 0.8306 | 0.8791 | 0.6829 | 0.7749 | 0.4336 | 0.8231 | 0.7191 | 0.7935 | | 0.0695 | 24.59 | 9100 | 0.4812 | 0.7295 | 0.8315 | 0.8935 | 0.9405 | 0.8235 | 0.8741 | 0.5674 | 0.9144 | 0.8697 | 0.8308 | 0.8795 | 0.6815 | 0.7766 | 0.4332 | 0.8228 | 0.7193 | 0.7936 | | 0.1431 | 24.65 | 9120 | 0.4953 | 0.7301 | 0.8272 | 0.8941 | 0.9448 | 0.8128 | 0.8702 | 0.5408 | 0.9143 | 0.8787 | 0.8290 | 0.8788 | 0.6846 | 0.7753 | 0.4341 | 0.8243 | 0.7203 | 0.7929 | | 0.2409 | 24.7 | 9140 | 0.4958 | 0.7297 | 0.8283 | 0.8937 | 0.9458 | 0.8127 | 0.8679 | 0.5569 | 0.9134 | 0.8756 | 0.8260 | 0.8787 | 0.6829 | 0.7756 | 0.4346 | 0.8240 | 0.7197 | 0.7922 | | 0.2551 | 24.76 | 9160 | 0.5110 | 0.7286 | 0.8247 | 0.8935 | 0.9427 | 0.8118 | 0.8768 | 0.5444 | 0.9213 | 0.8467 | 0.8292 | 0.8786 | 0.6829 | 0.7749 | 0.4336 | 0.8226 | 0.7142 | 0.7937 | | 0.0546 | 24.81 | 9180 | 0.4938 | 0.7298 | 0.8277 | 0.8940 | 0.9434 | 0.8217 | 0.8667 | 0.5422 | 0.9166 | 0.8716 | 0.8314 | 0.8789 | 0.6829 | 0.7742 | 0.4349 | 0.8238 | 0.7197 | 0.7944 | | 0.1439 | 24.86 | 9200 | 0.4937 | 0.7299 | 0.8262 | 0.8942 | 0.9439 | 0.8105 | 0.8724 | 0.5322 | 0.9157 | 0.8771 | 0.8315 | 0.8789 | 0.6840 | 0.7746 | 0.4331 | 0.8242 | 0.7206 | 0.7943 | | 0.0879 | 24.92 | 9220 | 0.5009 | 0.7298 | 0.8271 | 0.8939 | 0.9465 | 0.8115 | 0.8670 | 0.5498 | 0.9146 | 0.8747 | 0.8259 | 0.8784 | 0.6825 | 0.7761 | 0.4348 | 0.8246 | 0.7201 | 0.7919 | | 0.1349 | 24.97 | 9240 | 0.4888 | 0.7304 | 0.8267 | 0.8944 | 0.9447 | 0.8151 | 0.8756 | 0.5243 | 0.9131 | 0.8836 | 0.8307 | 0.8786 | 0.6862 | 0.7756 | 0.4322 | 0.8250 | 0.7213 | 0.7937 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-cityscapes-512-512-finetuned-coastTrain

# segformer-b4-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5730 - Mean Iou: 0.7157 - Mean Accuracy: 0.8145 - Overall Accuracy: 0.8866 - Accuracy Water: 0.9491 - Accuracy Whitewater: 0.8195 - Accuracy Sediment: 0.8684 - Accuracy Other Natural Terrain: 0.5106 - Accuracy Vegetation: 0.9154 - Accuracy Development: 0.8773 - Accuracy Unknown: 0.7612 - Iou Water: 0.8883 - Iou Whitewater: 0.7016 - Iou Sediment: 0.7771 - Iou Other Natural Terrain: 0.4328 - Iou Vegetation: 0.8130 - Iou Development: 0.6795 - Iou Unknown: 0.7176 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.8255 | 0.05 | 20 | 1.7027 | 0.1290 | 0.2258 | 0.4395 | 0.4512 | 0.0062 | 0.0230 | 0.0071 | 0.8969 | 0.1962 | 0.0001 | 0.3734 | 0.0056 | 0.0201 | 0.0061 | 0.3645 | 0.1328 | 0.0001 | | 1.6284 | 0.11 | 40 | 1.3704 | 0.1980 | 0.2989 | 0.5788 | 0.7902 | 0.0050 | 0.0527 | 0.0005 | 0.9144 | 0.2868 | 0.0429 | 0.5340 | 0.0050 | 0.0485 | 0.0005 | 0.5122 | 0.2432 | 0.0428 | | 1.3093 | 0.16 | 60 | 1.2415 | 0.2585 | 0.3548 | 0.6245 | 0.7540 | 0.0105 | 0.0165 | 0.0 | 0.9710 | 0.4103 | 0.3215 | 0.6036 | 0.0104 | 0.0161 | 0.0 | 0.5026 | 0.3555 | 0.3210 | | 1.0099 | 0.22 | 80 | 1.1327 | 0.2676 | 0.3591 | 0.6431 | 0.8175 | 0.0050 | 0.0401 | 0.0 | 0.9532 | 0.3186 | 0.3795 | 0.6247 | 0.0050 | 0.0390 | 0.0 | 0.5219 | 0.3035 | 0.3792 | | 1.1127 | 0.27 | 100 | 1.0871 | 0.3127 | 0.4101 | 0.6672 | 0.8090 | 0.0084 | 0.1632 | 0.0 | 0.9318 | 0.5647 | 0.3937 | 0.6501 | 0.0084 | 0.1461 | 0.0 | 0.5354 | 0.4560 | 0.3931 | | 0.8616 | 0.32 | 120 | 0.9837 | 0.3545 | 0.4519 | 0.7101 | 0.8676 | 0.0024 | 0.3230 | 0.0 | 0.9290 | 0.5953 | 0.4461 | 0.7064 | 0.0024 | 0.2692 | 0.0 | 0.5894 | 0.4795 | 0.4347 | | 1.1509 | 0.38 | 140 | 0.9333 | 0.3801 | 0.4882 | 0.7212 | 0.8515 | 0.0000 | 0.5253 | 0.0 | 0.8948 | 0.6991 | 0.4468 | 0.6908 | 0.0000 | 0.4022 | 0.0 | 0.6143 | 0.5514 | 0.4020 | | 1.3826 | 0.43 | 160 | 0.8626 | 0.3873 | 0.5027 | 0.7342 | 0.9122 | 0.0044 | 0.4573 | 0.0 | 0.8399 | 0.8457 | 0.4594 | 0.7047 | 0.0044 | 0.3826 | 0.0 | 0.6363 | 0.5382 | 0.4451 | | 1.0346 | 0.49 | 180 | 0.8790 | 0.3828 | 0.4928 | 0.7264 | 0.8471 | 0.0000 | 0.4274 | 0.0 | 0.9077 | 0.7813 | 0.4861 | 0.7062 | 0.0000 | 0.3443 | 0.0 | 0.6096 | 0.5432 | 0.4764 | | 1.0385 | 0.54 | 200 | 0.8776 | 0.4044 | 0.5424 | 0.7318 | 0.8723 | 0.0757 | 0.6913 | 0.0 | 0.7709 | 0.8850 | 0.5015 | 0.7417 | 0.0736 | 0.5008 | 0.0 | 0.6157 | 0.4206 | 0.4786 | | 0.9166 | 0.59 | 220 | 0.7701 | 0.4368 | 0.5589 | 0.7637 | 0.8764 | 0.0895 | 0.7560 | 0.0 | 0.8723 | 0.8130 | 0.5050 | 0.7467 | 0.0886 | 0.5264 | 0.0 | 0.6674 | 0.5346 | 0.4938 | | 1.4187 | 0.65 | 240 | 0.7735 | 0.4290 | 0.5393 | 0.7602 | 0.9057 | 0.0370 | 0.7644 | 0.0 | 0.8616 | 0.7105 | 0.4957 | 0.7142 | 0.0368 | 0.5090 | 0.0 | 0.6780 | 0.5785 | 0.4866 | | 0.8127 | 0.7 | 260 | 0.7394 | 0.4581 | 0.5633 | 0.7750 | 0.9069 | 0.1810 | 0.6709 | 0.0 | 0.8976 | 0.7690 | 0.5175 | 0.7359 | 0.1733 | 0.5022 | 0.0 | 0.6971 | 0.5938 | 0.5042 | | 0.8323 | 0.76 | 280 | 0.7582 | 0.4824 | 0.5878 | 0.7812 | 0.8859 | 0.3329 | 0.7904 | 0.0 | 0.9308 | 0.7197 | 0.4552 | 0.7473 | 0.3141 | 0.5890 | 0.0 | 0.6938 | 0.5846 | 0.4479 | | 0.6184 | 0.81 | 300 | 0.7331 | 0.4920 | 0.6193 | 0.7724 | 0.9022 | 0.5065 | 0.7736 | 0.0 | 0.8107 | 0.8244 | 0.5180 | 0.7508 | 0.4264 | 0.5756 | 0.0 | 0.6518 | 0.5494 | 0.4902 | | 2.0827 | 0.86 | 320 | 0.7559 | 0.4796 | 0.5820 | 0.7740 | 0.9007 | 0.4211 | 0.7026 | 0.0 | 0.9247 | 0.7033 | 0.4214 | 0.7534 | 0.3776 | 0.5706 | 0.0 | 0.6708 | 0.5757 | 0.4092 | | 0.748 | 0.92 | 340 | 0.7179 | 0.5110 | 0.6444 | 0.7866 | 0.8798 | 0.5538 | 0.8472 | 0.0 | 0.8461 | 0.8625 | 0.5213 | 0.7634 | 0.4670 | 0.5656 | 0.0 | 0.6901 | 0.5830 | 0.5081 | | 0.5084 | 0.97 | 360 | 0.7135 | 0.5228 | 0.6294 | 0.8001 | 0.9061 | 0.5449 | 0.7269 | 0.0 | 0.9150 | 0.7655 | 0.5472 | 0.7876 | 0.4646 | 0.5806 | 0.0 | 0.6971 | 0.6069 | 0.5232 | | 0.7817 | 1.03 | 380 | 0.6495 | 0.5343 | 0.6487 | 0.8037 | 0.8974 | 0.6201 | 0.8332 | 0.0 | 0.9078 | 0.7533 | 0.5291 | 0.7931 | 0.5062 | 0.6344 | 0.0 | 0.6950 | 0.5964 | 0.5153 | | 1.0043 | 1.08 | 400 | 0.6443 | 0.5413 | 0.6538 | 0.8097 | 0.9058 | 0.6272 | 0.8076 | 0.0 | 0.9135 | 0.7883 | 0.5340 | 0.8026 | 0.5179 | 0.6382 | 0.0 | 0.7066 | 0.6063 | 0.5175 | | 0.7235 | 1.14 | 420 | 0.6647 | 0.5199 | 0.6546 | 0.7918 | 0.9328 | 0.5814 | 0.8595 | 0.0 | 0.7731 | 0.8745 | 0.5611 | 0.7687 | 0.4716 | 0.5782 | 0.0 | 0.6840 | 0.6070 | 0.5295 | | 0.4646 | 1.19 | 440 | 0.6397 | 0.5485 | 0.6677 | 0.8114 | 0.8968 | 0.7575 | 0.8333 | 0.0 | 0.9229 | 0.7192 | 0.5441 | 0.8101 | 0.5574 | 0.6348 | 0.0 | 0.7036 | 0.6153 | 0.5185 | | 0.3387 | 1.24 | 460 | 0.6339 | 0.5459 | 0.6488 | 0.8134 | 0.9239 | 0.6487 | 0.7729 | 0.0 | 0.9299 | 0.7393 | 0.5268 | 0.8161 | 0.5459 | 0.6296 | 0.0 | 0.7084 | 0.6191 | 0.5019 | | 0.4492 | 1.3 | 480 | 0.6280 | 0.5590 | 0.6748 | 0.8210 | 0.9198 | 0.7297 | 0.8350 | 0.0 | 0.9139 | 0.7842 | 0.5409 | 0.8212 | 0.5670 | 0.6290 | 0.0 | 0.7244 | 0.6477 | 0.5236 | | 0.7281 | 1.35 | 500 | 0.6056 | 0.5607 | 0.6783 | 0.8223 | 0.9169 | 0.7259 | 0.8499 | 0.0 | 0.9134 | 0.8056 | 0.5364 | 0.8212 | 0.5672 | 0.6353 | 0.0 | 0.7296 | 0.6536 | 0.5177 | | 0.4626 | 1.41 | 520 | 0.6378 | 0.5516 | 0.6765 | 0.8136 | 0.9113 | 0.7343 | 0.8006 | 0.0001 | 0.8891 | 0.8723 | 0.5278 | 0.8083 | 0.5583 | 0.6237 | 0.0001 | 0.7103 | 0.6468 | 0.5137 | | 0.3665 | 1.46 | 540 | 0.6123 | 0.5573 | 0.6768 | 0.8179 | 0.9093 | 0.7674 | 0.7990 | 0.0 | 0.9153 | 0.7991 | 0.5477 | 0.8177 | 0.5699 | 0.6271 | 0.0 | 0.7142 | 0.6435 | 0.5283 | | 0.3533 | 1.51 | 560 | 0.6079 | 0.5586 | 0.6627 | 0.8206 | 0.9350 | 0.7048 | 0.7373 | 0.0001 | 0.9192 | 0.7832 | 0.5594 | 0.8146 | 0.5719 | 0.6252 | 0.0001 | 0.7216 | 0.6390 | 0.5378 | | 0.3662 | 1.57 | 580 | 0.6387 | 0.5443 | 0.6593 | 0.8103 | 0.9371 | 0.6781 | 0.7947 | 0.0000 | 0.8765 | 0.8076 | 0.5212 | 0.8181 | 0.5589 | 0.6010 | 0.0000 | 0.6942 | 0.6216 | 0.5163 | | 0.5607 | 1.62 | 600 | 0.6234 | 0.5623 | 0.6999 | 0.8215 | 0.9081 | 0.8504 | 0.8616 | 0.0000 | 0.8935 | 0.8640 | 0.5214 | 0.8246 | 0.5843 | 0.6351 | 0.0000 | 0.7276 | 0.6550 | 0.5091 | | 0.3321 | 1.68 | 620 | 0.6355 | 0.5625 | 0.7020 | 0.8178 | 0.9242 | 0.8198 | 0.8432 | 0.0001 | 0.8295 | 0.9079 | 0.5891 | 0.8362 | 0.6050 | 0.6528 | 0.0001 | 0.6967 | 0.5816 | 0.5654 | | 0.4281 | 1.73 | 640 | 0.5823 | 0.5826 | 0.6897 | 0.8327 | 0.9162 | 0.7880 | 0.8567 | 0.0001 | 0.9397 | 0.7525 | 0.5747 | 0.8327 | 0.6281 | 0.6770 | 0.0001 | 0.7332 | 0.6576 | 0.5498 | | 1.1026 | 1.78 | 660 | 0.6229 | 0.5613 | 0.6920 | 0.8202 | 0.8902 | 0.7902 | 0.8338 | 0.0 | 0.9101 | 0.8561 | 0.5637 | 0.8177 | 0.5813 | 0.6500 | 0.0 | 0.7279 | 0.6087 | 0.5433 | | 0.7561 | 1.84 | 680 | 0.5747 | 0.5691 | 0.6735 | 0.8313 | 0.9400 | 0.6768 | 0.8304 | 0.0005 | 0.9305 | 0.8062 | 0.5301 | 0.8284 | 0.5407 | 0.6685 | 0.0005 | 0.7425 | 0.6838 | 0.5195 | | 0.4515 | 1.89 | 700 | 0.5821 | 0.5899 | 0.7094 | 0.8352 | 0.9120 | 0.8155 | 0.8818 | 0.0004 | 0.9025 | 0.8512 | 0.6024 | 0.8364 | 0.6455 | 0.6447 | 0.0004 | 0.7347 | 0.6910 | 0.5768 | | 0.656 | 1.95 | 720 | 0.5716 | 0.5744 | 0.7042 | 0.8273 | 0.9093 | 0.8491 | 0.8100 | 0.0135 | 0.8979 | 0.8535 | 0.5961 | 0.8312 | 0.6026 | 0.6656 | 0.0135 | 0.7323 | 0.6279 | 0.5480 | | 1.8132 | 2.0 | 740 | 0.6120 | 0.5628 | 0.6812 | 0.8240 | 0.9300 | 0.7314 | 0.7887 | 0.0045 | 0.9009 | 0.8757 | 0.5373 | 0.8285 | 0.5719 | 0.6497 | 0.0045 | 0.7315 | 0.6488 | 0.5045 | | 0.3921 | 2.05 | 760 | 0.6014 | 0.5614 | 0.6818 | 0.8244 | 0.9345 | 0.7816 | 0.8711 | 0.0013 | 0.9060 | 0.7507 | 0.5273 | 0.8359 | 0.5958 | 0.6178 | 0.0013 | 0.7377 | 0.6382 | 0.5032 | | 0.3895 | 2.11 | 780 | 0.5443 | 0.5774 | 0.7023 | 0.8314 | 0.9292 | 0.8344 | 0.8295 | 0.0112 | 0.9049 | 0.8754 | 0.5318 | 0.8454 | 0.6221 | 0.6890 | 0.0112 | 0.7366 | 0.6206 | 0.5169 | | 0.4646 | 2.16 | 800 | 0.5058 | 0.6009 | 0.7123 | 0.8419 | 0.9413 | 0.7920 | 0.8638 | 0.0227 | 0.8874 | 0.8643 | 0.6147 | 0.8449 | 0.6440 | 0.7120 | 0.0227 | 0.7376 | 0.6632 | 0.5822 | | 1.5981 | 2.22 | 820 | 0.5296 | 0.5873 | 0.7007 | 0.8341 | 0.9262 | 0.8121 | 0.8398 | 0.0178 | 0.9116 | 0.8115 | 0.5860 | 0.8290 | 0.6369 | 0.7060 | 0.0178 | 0.7434 | 0.6298 | 0.5478 | | 0.2858 | 2.27 | 840 | 0.5685 | 0.5681 | 0.6855 | 0.8217 | 0.9064 | 0.7037 | 0.8602 | 0.0124 | 0.8864 | 0.8159 | 0.6137 | 0.8260 | 0.5791 | 0.6695 | 0.0124 | 0.7102 | 0.6297 | 0.5500 | | 0.6615 | 2.32 | 860 | 0.5751 | 0.5570 | 0.6922 | 0.8197 | 0.9255 | 0.7319 | 0.8747 | 0.0328 | 0.8655 | 0.9026 | 0.5123 | 0.8337 | 0.5578 | 0.6328 | 0.0326 | 0.7287 | 0.6141 | 0.4993 | | 0.2149 | 2.38 | 880 | 0.5294 | 0.5844 | 0.7083 | 0.8302 | 0.9128 | 0.8525 | 0.7967 | 0.0995 | 0.9335 | 0.8352 | 0.5282 | 0.8335 | 0.5610 | 0.7156 | 0.0986 | 0.7350 | 0.6344 | 0.5127 | | 0.576 | 2.43 | 900 | 0.5266 | 0.6100 | 0.7118 | 0.8432 | 0.9210 | 0.7831 | 0.8250 | 0.0737 | 0.9333 | 0.8283 | 0.6183 | 0.8536 | 0.6435 | 0.7215 | 0.0735 | 0.7310 | 0.6642 | 0.5828 | | 1.1175 | 2.49 | 920 | 0.5370 | 0.6007 | 0.7203 | 0.8394 | 0.9294 | 0.8115 | 0.8496 | 0.0324 | 0.8635 | 0.8747 | 0.6810 | 0.8532 | 0.6487 | 0.6791 | 0.0323 | 0.7280 | 0.6755 | 0.5880 | | 0.4719 | 2.54 | 940 | 0.5447 | 0.5940 | 0.7022 | 0.8367 | 0.9405 | 0.7849 | 0.7967 | 0.0279 | 0.8949 | 0.8637 | 0.6066 | 0.8399 | 0.6297 | 0.7051 | 0.0279 | 0.7272 | 0.6622 | 0.5662 | | 0.4847 | 2.59 | 960 | 0.5860 | 0.5878 | 0.7206 | 0.8323 | 0.8983 | 0.8799 | 0.8445 | 0.0374 | 0.8901 | 0.8314 | 0.6622 | 0.8313 | 0.6254 | 0.6237 | 0.0373 | 0.7429 | 0.6653 | 0.5884 | | 0.302 | 2.65 | 980 | 0.5840 | 0.5856 | 0.6936 | 0.8341 | 0.9409 | 0.7526 | 0.8375 | 0.0304 | 0.9118 | 0.8478 | 0.5342 | 0.8369 | 0.6371 | 0.7121 | 0.0302 | 0.7432 | 0.6225 | 0.5167 | | 0.4162 | 2.7 | 1000 | 0.5942 | 0.5833 | 0.7201 | 0.8296 | 0.9197 | 0.8478 | 0.8826 | 0.0437 | 0.8636 | 0.9211 | 0.5621 | 0.8460 | 0.6394 | 0.7000 | 0.0435 | 0.7351 | 0.5969 | 0.5222 | | 0.3414 | 2.76 | 1020 | 0.5377 | 0.6057 | 0.7151 | 0.8433 | 0.9477 | 0.8133 | 0.8716 | 0.0617 | 0.8910 | 0.7917 | 0.6287 | 0.8431 | 0.6460 | 0.6754 | 0.0611 | 0.7427 | 0.6597 | 0.6119 | | 0.2947 | 2.81 | 1040 | 0.4663 | 0.6194 | 0.7372 | 0.8499 | 0.9337 | 0.8449 | 0.8461 | 0.0507 | 0.8663 | 0.8996 | 0.7191 | 0.8582 | 0.6537 | 0.7134 | 0.0504 | 0.7373 | 0.6829 | 0.6398 | | 0.4344 | 2.86 | 1060 | 0.5806 | 0.6026 | 0.7025 | 0.8429 | 0.9336 | 0.7909 | 0.8411 | 0.0344 | 0.9330 | 0.7716 | 0.6131 | 0.8478 | 0.6418 | 0.6993 | 0.0343 | 0.7356 | 0.6656 | 0.5937 | | 0.4233 | 2.92 | 1080 | 0.4980 | 0.5976 | 0.7286 | 0.8404 | 0.9283 | 0.8777 | 0.8380 | 0.0629 | 0.8873 | 0.9085 | 0.5975 | 0.8496 | 0.5984 | 0.6865 | 0.0613 | 0.7413 | 0.6624 | 0.5838 | | 0.2809 | 2.97 | 1100 | 0.4464 | 0.6203 | 0.7265 | 0.8519 | 0.9372 | 0.7880 | 0.8750 | 0.0615 | 0.9051 | 0.8789 | 0.6399 | 0.8554 | 0.6481 | 0.7150 | 0.0607 | 0.7479 | 0.6885 | 0.6265 | | 0.3447 | 3.03 | 1120 | 0.5340 | 0.6096 | 0.7311 | 0.8446 | 0.9362 | 0.8434 | 0.9080 | 0.0769 | 0.8855 | 0.8803 | 0.5874 | 0.8509 | 0.6528 | 0.6686 | 0.0754 | 0.7471 | 0.6900 | 0.5824 | | 0.6117 | 3.08 | 1140 | 0.5048 | 0.6125 | 0.7187 | 0.8489 | 0.9346 | 0.7252 | 0.8101 | 0.0746 | 0.9008 | 0.9181 | 0.6672 | 0.8479 | 0.6072 | 0.6968 | 0.0736 | 0.7532 | 0.6794 | 0.6292 | | 0.6382 | 3.14 | 1160 | 0.5120 | 0.6234 | 0.7304 | 0.8506 | 0.9355 | 0.8197 | 0.8209 | 0.1160 | 0.9205 | 0.8901 | 0.6098 | 0.8504 | 0.6514 | 0.7115 | 0.1151 | 0.7543 | 0.6798 | 0.6014 | | 0.3643 | 3.19 | 1180 | 0.5157 | 0.6176 | 0.7319 | 0.8476 | 0.9328 | 0.8273 | 0.8711 | 0.0748 | 0.8946 | 0.9140 | 0.6090 | 0.8503 | 0.6656 | 0.7162 | 0.0739 | 0.7441 | 0.6719 | 0.6013 | | 0.335 | 3.24 | 1200 | 0.4938 | 0.6277 | 0.7405 | 0.8549 | 0.9294 | 0.8180 | 0.8617 | 0.0679 | 0.8867 | 0.9114 | 0.7081 | 0.8449 | 0.6650 | 0.7021 | 0.0665 | 0.7641 | 0.6626 | 0.6890 | | 0.3088 | 3.3 | 1220 | 0.4818 | 0.6334 | 0.7421 | 0.8592 | 0.9182 | 0.8099 | 0.8625 | 0.0526 | 0.8875 | 0.8356 | 0.8282 | 0.8452 | 0.6720 | 0.6992 | 0.0521 | 0.7738 | 0.6848 | 0.7070 | | 0.3001 | 3.35 | 1240 | 0.4130 | 0.6576 | 0.7557 | 0.8750 | 0.9338 | 0.8285 | 0.8234 | 0.0863 | 0.9177 | 0.8631 | 0.8369 | 0.8570 | 0.6648 | 0.7077 | 0.0845 | 0.7983 | 0.6981 | 0.7925 | | 0.8804 | 3.41 | 1260 | 0.4606 | 0.6584 | 0.7540 | 0.8712 | 0.9287 | 0.8165 | 0.8108 | 0.1195 | 0.9197 | 0.8575 | 0.8252 | 0.8494 | 0.6774 | 0.6906 | 0.1175 | 0.7892 | 0.6961 | 0.7887 | | 0.5654 | 3.46 | 1280 | 0.4339 | 0.6784 | 0.7748 | 0.8766 | 0.9276 | 0.7883 | 0.8747 | 0.2341 | 0.9035 | 0.8320 | 0.8635 | 0.8527 | 0.6715 | 0.7439 | 0.2239 | 0.8017 | 0.6826 | 0.7725 | | 0.4404 | 3.51 | 1300 | 0.4618 | 0.6788 | 0.7941 | 0.8709 | 0.8789 | 0.8413 | 0.8772 | 0.2895 | 0.9032 | 0.8595 | 0.9091 | 0.8389 | 0.6576 | 0.7442 | 0.2706 | 0.7937 | 0.6782 | 0.7682 | | 0.2588 | 3.57 | 1320 | 0.4554 | 0.6466 | 0.7515 | 0.8629 | 0.9428 | 0.8192 | 0.8849 | 0.1429 | 0.8958 | 0.8621 | 0.7131 | 0.8538 | 0.6659 | 0.6922 | 0.1351 | 0.7757 | 0.7061 | 0.6971 | | 0.3708 | 3.62 | 1340 | 0.4490 | 0.6492 | 0.7439 | 0.8677 | 0.9405 | 0.8127 | 0.8779 | 0.1198 | 0.9245 | 0.7643 | 0.7675 | 0.8659 | 0.6714 | 0.7057 | 0.1145 | 0.7774 | 0.6797 | 0.7300 | | 0.2473 | 3.68 | 1360 | 0.4512 | 0.6770 | 0.7850 | 0.8695 | 0.9276 | 0.8334 | 0.8249 | 0.3246 | 0.8914 | 0.8975 | 0.7953 | 0.8627 | 0.6569 | 0.7381 | 0.2889 | 0.7695 | 0.6736 | 0.7495 | | 0.5854 | 3.73 | 1380 | 0.5085 | 0.6547 | 0.7673 | 0.8568 | 0.9400 | 0.8039 | 0.8561 | 0.3414 | 0.8908 | 0.8975 | 0.6413 | 0.8545 | 0.6506 | 0.7473 | 0.2727 | 0.7627 | 0.6719 | 0.6233 | | 0.3184 | 3.78 | 1400 | 0.4128 | 0.7026 | 0.8062 | 0.8809 | 0.9382 | 0.8183 | 0.8458 | 0.4538 | 0.8986 | 0.8688 | 0.8198 | 0.8668 | 0.6766 | 0.7399 | 0.3684 | 0.8005 | 0.6885 | 0.7779 | | 0.2659 | 3.84 | 1420 | 0.4764 | 0.6760 | 0.7831 | 0.8647 | 0.9331 | 0.8080 | 0.8572 | 0.4071 | 0.9059 | 0.8980 | 0.6726 | 0.8548 | 0.6742 | 0.7513 | 0.3663 | 0.7851 | 0.6526 | 0.6474 | | 0.5461 | 3.89 | 1440 | 0.4907 | 0.6658 | 0.7655 | 0.8657 | 0.9465 | 0.8436 | 0.8388 | 0.2799 | 0.9066 | 0.8154 | 0.7277 | 0.8493 | 0.6674 | 0.7187 | 0.2653 | 0.7801 | 0.6828 | 0.6968 | | 0.8689 | 3.95 | 1460 | 0.5126 | 0.6689 | 0.7649 | 0.8665 | 0.9300 | 0.7880 | 0.8115 | 0.2581 | 0.9069 | 0.8927 | 0.7673 | 0.8536 | 0.6609 | 0.7237 | 0.2470 | 0.7633 | 0.7085 | 0.7254 | | 0.3114 | 4.0 | 1480 | 0.4235 | 0.6895 | 0.7862 | 0.8760 | 0.9233 | 0.7425 | 0.9042 | 0.3645 | 0.8984 | 0.8139 | 0.8569 | 0.8617 | 0.6431 | 0.7323 | 0.3351 | 0.7835 | 0.7035 | 0.7672 | | 0.2212 | 4.05 | 1500 | 0.4079 | 0.7026 | 0.8032 | 0.8804 | 0.9379 | 0.8310 | 0.8791 | 0.3948 | 0.8940 | 0.8782 | 0.8071 | 0.8635 | 0.6828 | 0.7379 | 0.3420 | 0.7890 | 0.7159 | 0.7872 | | 0.2255 | 4.11 | 1520 | 0.4434 | 0.6915 | 0.7917 | 0.8725 | 0.9461 | 0.8008 | 0.8509 | 0.4038 | 0.8854 | 0.9057 | 0.7489 | 0.8494 | 0.6724 | 0.7475 | 0.3462 | 0.7813 | 0.7120 | 0.7320 | | 0.4276 | 4.16 | 1540 | 0.4964 | 0.6539 | 0.7529 | 0.8599 | 0.9204 | 0.7102 | 0.7869 | 0.3103 | 0.9190 | 0.8669 | 0.7565 | 0.8426 | 0.5873 | 0.6978 | 0.2811 | 0.7713 | 0.7043 | 0.6927 | | 0.3546 | 4.22 | 1560 | 0.4651 | 0.6833 | 0.7967 | 0.8719 | 0.9391 | 0.8591 | 0.8344 | 0.3577 | 0.8636 | 0.8925 | 0.8305 | 0.8508 | 0.6643 | 0.7106 | 0.3147 | 0.7884 | 0.6734 | 0.7807 | | 0.6319 | 4.27 | 1580 | 0.5045 | 0.6774 | 0.7742 | 0.8705 | 0.9391 | 0.8038 | 0.8128 | 0.3067 | 0.9066 | 0.8871 | 0.7631 | 0.8577 | 0.6715 | 0.7080 | 0.2822 | 0.7769 | 0.7059 | 0.7394 | | 0.1278 | 4.32 | 1600 | 0.4677 | 0.6871 | 0.7975 | 0.8728 | 0.9081 | 0.8464 | 0.8881 | 0.3378 | 0.8858 | 0.8394 | 0.8769 | 0.8455 | 0.6695 | 0.7213 | 0.3104 | 0.7873 | 0.7045 | 0.7714 | | 0.5714 | 4.38 | 1620 | 0.5400 | 0.6707 | 0.7809 | 0.8585 | 0.9036 | 0.8117 | 0.8734 | 0.3903 | 0.9088 | 0.8717 | 0.7069 | 0.8373 | 0.6764 | 0.7166 | 0.3348 | 0.7639 | 0.6929 | 0.6734 | | 0.3133 | 4.43 | 1640 | 0.4833 | 0.6799 | 0.7794 | 0.8662 | 0.9333 | 0.7892 | 0.8423 | 0.4244 | 0.9109 | 0.8198 | 0.7359 | 0.8487 | 0.6663 | 0.7420 | 0.3508 | 0.7801 | 0.6974 | 0.6741 | | 0.3715 | 4.49 | 1660 | 0.5050 | 0.6704 | 0.7804 | 0.8613 | 0.9366 | 0.8461 | 0.8313 | 0.4135 | 0.9013 | 0.8468 | 0.6875 | 0.8484 | 0.6532 | 0.7305 | 0.3480 | 0.7732 | 0.7007 | 0.6392 | | 0.1323 | 4.54 | 1680 | 0.5311 | 0.6734 | 0.7806 | 0.8635 | 0.9393 | 0.7934 | 0.8662 | 0.3869 | 0.8824 | 0.8856 | 0.7102 | 0.8438 | 0.6655 | 0.7268 | 0.3332 | 0.7771 | 0.6867 | 0.6810 | | 0.1881 | 4.59 | 1700 | 0.4877 | 0.6843 | 0.7969 | 0.8674 | 0.9471 | 0.7914 | 0.8588 | 0.5029 | 0.8649 | 0.8440 | 0.7692 | 0.8484 | 0.6692 | 0.7375 | 0.3308 | 0.7776 | 0.6966 | 0.7299 | | 0.2152 | 4.65 | 1720 | 0.4798 | 0.6882 | 0.7839 | 0.8724 | 0.9245 | 0.8341 | 0.8486 | 0.3639 | 0.9262 | 0.8153 | 0.7745 | 0.8580 | 0.6814 | 0.7361 | 0.3281 | 0.7761 | 0.6992 | 0.7385 | | 0.3887 | 4.7 | 1740 | 0.4644 | 0.7012 | 0.8003 | 0.8819 | 0.9379 | 0.8008 | 0.8847 | 0.3497 | 0.8749 | 0.8713 | 0.8825 | 0.8635 | 0.6746 | 0.7379 | 0.3251 | 0.7904 | 0.7130 | 0.8038 | | 0.2631 | 4.76 | 1760 | 0.4940 | 0.6659 | 0.7949 | 0.8606 | 0.9269 | 0.8436 | 0.8987 | 0.4448 | 0.8751 | 0.8829 | 0.6924 | 0.8572 | 0.6441 | 0.7060 | 0.3300 | 0.7757 | 0.6825 | 0.6655 | | 0.4283 | 4.81 | 1780 | 0.4320 | 0.6947 | 0.8103 | 0.8754 | 0.9436 | 0.8065 | 0.8544 | 0.5058 | 0.8668 | 0.8860 | 0.8094 | 0.8621 | 0.6621 | 0.7540 | 0.3441 | 0.7907 | 0.6833 | 0.7664 | | 0.3054 | 4.86 | 1800 | 0.4334 | 0.7004 | 0.7989 | 0.8815 | 0.9294 | 0.7659 | 0.8483 | 0.4166 | 0.8972 | 0.8472 | 0.8873 | 0.8632 | 0.6416 | 0.7601 | 0.3584 | 0.8010 | 0.7122 | 0.7665 | | 0.1428 | 4.92 | 1820 | 0.4784 | 0.6906 | 0.7981 | 0.8694 | 0.8965 | 0.8180 | 0.8675 | 0.4166 | 0.9119 | 0.8736 | 0.8028 | 0.8436 | 0.6657 | 0.7591 | 0.3677 | 0.7810 | 0.7052 | 0.7118 | | 0.3282 | 4.97 | 1840 | 0.5367 | 0.6541 | 0.7560 | 0.8568 | 0.9197 | 0.5980 | 0.8085 | 0.3944 | 0.8714 | 0.8405 | 0.8592 | 0.8507 | 0.5273 | 0.7325 | 0.3621 | 0.7652 | 0.6905 | 0.6502 | | 0.1473 | 5.03 | 1860 | 0.5241 | 0.6629 | 0.7788 | 0.8601 | 0.9506 | 0.8008 | 0.8766 | 0.3883 | 0.8625 | 0.8822 | 0.6903 | 0.8565 | 0.6732 | 0.7043 | 0.2914 | 0.7715 | 0.6797 | 0.6636 | | 0.2876 | 5.08 | 1880 | 0.5098 | 0.6670 | 0.7931 | 0.8575 | 0.9390 | 0.8178 | 0.8405 | 0.5598 | 0.8914 | 0.8885 | 0.6148 | 0.8641 | 0.6641 | 0.7620 | 0.3736 | 0.7730 | 0.6419 | 0.5902 | | 0.3245 | 5.14 | 1900 | 0.4614 | 0.6892 | 0.7963 | 0.8730 | 0.9335 | 0.8429 | 0.8633 | 0.4376 | 0.9102 | 0.8412 | 0.7457 | 0.8608 | 0.6662 | 0.7528 | 0.3396 | 0.7869 | 0.7092 | 0.7089 | | 0.1845 | 5.19 | 1920 | 0.4727 | 0.6916 | 0.8029 | 0.8729 | 0.9283 | 0.8445 | 0.8746 | 0.4636 | 0.9062 | 0.8636 | 0.7394 | 0.8629 | 0.6711 | 0.7548 | 0.3453 | 0.7829 | 0.7166 | 0.7076 | | 0.3778 | 5.24 | 1940 | 0.3897 | 0.7174 | 0.8218 | 0.8870 | 0.9246 | 0.8508 | 0.8721 | 0.4436 | 0.8962 | 0.8946 | 0.8709 | 0.8638 | 0.6841 | 0.7588 | 0.3789 | 0.8043 | 0.7111 | 0.8209 | | 0.1666 | 5.3 | 1960 | 0.5085 | 0.7030 | 0.8168 | 0.8742 | 0.8859 | 0.8128 | 0.8929 | 0.4561 | 0.8893 | 0.8963 | 0.8845 | 0.8337 | 0.6773 | 0.7603 | 0.3874 | 0.7952 | 0.6983 | 0.7688 | | 0.2797 | 5.35 | 1980 | 0.4200 | 0.7082 | 0.8209 | 0.8806 | 0.8983 | 0.8547 | 0.8556 | 0.4783 | 0.9093 | 0.8617 | 0.8883 | 0.8478 | 0.6716 | 0.7616 | 0.3822 | 0.8097 | 0.7045 | 0.7803 | | 0.224 | 5.41 | 2000 | 0.4688 | 0.6861 | 0.7851 | 0.8735 | 0.9341 | 0.8084 | 0.8583 | 0.3831 | 0.9198 | 0.8447 | 0.7475 | 0.8738 | 0.6856 | 0.7582 | 0.3415 | 0.7872 | 0.6484 | 0.7079 | | 0.5611 | 5.46 | 2020 | 0.4441 | 0.6910 | 0.8066 | 0.8761 | 0.9356 | 0.8532 | 0.8875 | 0.4061 | 0.8749 | 0.8800 | 0.8085 | 0.8715 | 0.6672 | 0.7510 | 0.3214 | 0.7862 | 0.6892 | 0.7506 | | 0.1683 | 5.51 | 2040 | 0.3961 | 0.7104 | 0.8077 | 0.8853 | 0.9415 | 0.8228 | 0.8612 | 0.4269 | 0.9047 | 0.8746 | 0.8221 | 0.8766 | 0.6841 | 0.7638 | 0.3432 | 0.7926 | 0.7286 | 0.7838 | | 0.3154 | 5.57 | 2060 | 0.4080 | 0.7152 | 0.8181 | 0.8861 | 0.9464 | 0.7938 | 0.8720 | 0.4826 | 0.8735 | 0.8999 | 0.8581 | 0.8709 | 0.6691 | 0.7536 | 0.3816 | 0.7939 | 0.7150 | 0.8226 | | 0.2562 | 5.62 | 2080 | 0.4422 | 0.6994 | 0.8111 | 0.8763 | 0.9414 | 0.8246 | 0.8581 | 0.5367 | 0.8926 | 0.8574 | 0.7672 | 0.8716 | 0.6805 | 0.7577 | 0.3594 | 0.7838 | 0.7073 | 0.7356 | | 0.1811 | 5.68 | 2100 | 0.4773 | 0.6787 | 0.7844 | 0.8694 | 0.9499 | 0.8335 | 0.8197 | 0.3995 | 0.8987 | 0.8679 | 0.7221 | 0.8664 | 0.6778 | 0.7325 | 0.3394 | 0.7867 | 0.6598 | 0.6884 | | 0.1138 | 5.73 | 2120 | 0.4266 | 0.7052 | 0.8091 | 0.8813 | 0.9388 | 0.8631 | 0.8415 | 0.4379 | 0.9006 | 0.8727 | 0.8090 | 0.8738 | 0.6846 | 0.7567 | 0.3493 | 0.7851 | 0.7140 | 0.7732 | | 0.579 | 5.78 | 2140 | 0.4989 | 0.6872 | 0.7884 | 0.8717 | 0.9399 | 0.7968 | 0.8438 | 0.4222 | 0.9029 | 0.8656 | 0.7476 | 0.8663 | 0.6690 | 0.7555 | 0.3329 | 0.7736 | 0.6991 | 0.7140 | | 0.1794 | 5.84 | 2160 | 0.5081 | 0.6811 | 0.7963 | 0.8677 | 0.9440 | 0.7649 | 0.8931 | 0.5043 | 0.8772 | 0.8830 | 0.7075 | 0.8640 | 0.6566 | 0.7499 | 0.3653 | 0.7819 | 0.6693 | 0.6807 | | 0.1926 | 5.89 | 2180 | 0.5154 | 0.6944 | 0.7977 | 0.8718 | 0.9258 | 0.8272 | 0.8597 | 0.4614 | 0.9156 | 0.8595 | 0.7345 | 0.8614 | 0.6734 | 0.7521 | 0.3866 | 0.7737 | 0.7073 | 0.7064 | | 0.3038 | 5.95 | 2200 | 0.4670 | 0.6979 | 0.8117 | 0.8725 | 0.9245 | 0.8293 | 0.8655 | 0.5393 | 0.8979 | 0.8653 | 0.7598 | 0.8646 | 0.6823 | 0.7638 | 0.3757 | 0.7748 | 0.7063 | 0.7178 | | 0.1976 | 6.0 | 2220 | 0.4768 | 0.6954 | 0.8009 | 0.8741 | 0.9431 | 0.8201 | 0.8658 | 0.4713 | 0.8949 | 0.8725 | 0.7389 | 0.8671 | 0.6891 | 0.7576 | 0.3684 | 0.7826 | 0.6959 | 0.7070 | | 0.2534 | 6.05 | 2240 | 0.5165 | 0.6970 | 0.7963 | 0.8733 | 0.9298 | 0.7971 | 0.8566 | 0.4890 | 0.9202 | 0.8399 | 0.7413 | 0.8660 | 0.6805 | 0.7571 | 0.3885 | 0.7755 | 0.7027 | 0.7089 | | 0.2402 | 6.11 | 2260 | 0.5051 | 0.6957 | 0.7932 | 0.8760 | 0.9516 | 0.7848 | 0.8780 | 0.4310 | 0.8930 | 0.8626 | 0.7512 | 0.8666 | 0.6840 | 0.7517 | 0.3449 | 0.7837 | 0.7232 | 0.7157 | | 0.2262 | 6.16 | 2280 | 0.5177 | 0.6854 | 0.7966 | 0.8700 | 0.9447 | 0.8283 | 0.8758 | 0.4599 | 0.8916 | 0.8737 | 0.7019 | 0.8695 | 0.6826 | 0.7566 | 0.3348 | 0.7770 | 0.7060 | 0.6714 | | 0.2841 | 6.22 | 2300 | 0.5127 | 0.6839 | 0.8061 | 0.8684 | 0.9396 | 0.8420 | 0.8691 | 0.5321 | 0.8822 | 0.8526 | 0.7250 | 0.8687 | 0.6730 | 0.7610 | 0.3082 | 0.7777 | 0.7073 | 0.6914 | | 0.2022 | 6.27 | 2320 | 0.5386 | 0.6777 | 0.7793 | 0.8685 | 0.9408 | 0.7534 | 0.8473 | 0.4556 | 0.9167 | 0.8285 | 0.7132 | 0.8725 | 0.6393 | 0.7588 | 0.3621 | 0.7773 | 0.6558 | 0.6779 | | 0.1901 | 6.32 | 2340 | 0.4924 | 0.6871 | 0.7987 | 0.8710 | 0.9375 | 0.7970 | 0.8885 | 0.4797 | 0.8937 | 0.8756 | 0.7189 | 0.8695 | 0.6687 | 0.7599 | 0.3746 | 0.7853 | 0.6676 | 0.6845 | | 0.2208 | 6.38 | 2360 | 0.5389 | 0.6861 | 0.8009 | 0.8682 | 0.9315 | 0.8403 | 0.8698 | 0.4793 | 0.8963 | 0.8889 | 0.7004 | 0.8597 | 0.6837 | 0.7579 | 0.3689 | 0.7824 | 0.6779 | 0.6720 | | 0.271 | 6.43 | 2380 | 0.5640 | 0.6791 | 0.7982 | 0.8656 | 0.9444 | 0.8256 | 0.8696 | 0.5044 | 0.8835 | 0.8885 | 0.6716 | 0.8593 | 0.6764 | 0.7580 | 0.3823 | 0.7933 | 0.6377 | 0.6468 | | 0.3052 | 6.49 | 2400 | 0.5183 | 0.6923 | 0.8067 | 0.8740 | 0.9172 | 0.8531 | 0.8967 | 0.4502 | 0.9072 | 0.8558 | 0.7670 | 0.8632 | 0.6733 | 0.7492 | 0.3753 | 0.7948 | 0.6692 | 0.7215 | | 0.2231 | 6.54 | 2420 | 0.4668 | 0.7057 | 0.8195 | 0.8806 | 0.9258 | 0.8521 | 0.8744 | 0.5260 | 0.9067 | 0.8522 | 0.7996 | 0.8706 | 0.6697 | 0.7653 | 0.3900 | 0.7994 | 0.6888 | 0.7561 | | 0.1938 | 6.59 | 2440 | 0.4231 | 0.7169 | 0.8120 | 0.8906 | 0.9442 | 0.7319 | 0.8659 | 0.5043 | 0.9025 | 0.8605 | 0.8748 | 0.8697 | 0.6252 | 0.7687 | 0.3992 | 0.8180 | 0.7250 | 0.8123 | | 0.254 | 6.65 | 2460 | 0.4882 | 0.6926 | 0.7963 | 0.8751 | 0.9251 | 0.7666 | 0.8937 | 0.4443 | 0.9112 | 0.8747 | 0.7581 | 0.8661 | 0.6522 | 0.7609 | 0.3719 | 0.7895 | 0.6919 | 0.7157 | | 0.1238 | 6.7 | 2480 | 0.4999 | 0.6924 | 0.8059 | 0.8727 | 0.9324 | 0.8651 | 0.8602 | 0.4791 | 0.9025 | 0.8682 | 0.7340 | 0.8633 | 0.6806 | 0.7667 | 0.3598 | 0.7865 | 0.6862 | 0.7038 | | 0.4076 | 6.76 | 2500 | 0.4681 | 0.7106 | 0.8064 | 0.8827 | 0.9433 | 0.8205 | 0.8791 | 0.4448 | 0.9002 | 0.8515 | 0.8053 | 0.8595 | 0.6908 | 0.7675 | 0.3738 | 0.7989 | 0.7138 | 0.7699 | | 0.2787 | 6.81 | 2520 | 0.5266 | 0.6905 | 0.8069 | 0.8703 | 0.9270 | 0.8405 | 0.8784 | 0.5025 | 0.8978 | 0.8831 | 0.7190 | 0.8610 | 0.6846 | 0.7659 | 0.4059 | 0.7972 | 0.6412 | 0.6779 | | 0.1893 | 6.86 | 2540 | 0.4335 | 0.7157 | 0.8059 | 0.8873 | 0.9430 | 0.7788 | 0.8718 | 0.4508 | 0.9068 | 0.8388 | 0.8515 | 0.8613 | 0.6716 | 0.7709 | 0.3921 | 0.8125 | 0.7100 | 0.7915 | | 0.3215 | 6.92 | 2560 | 0.4307 | 0.7213 | 0.8210 | 0.8907 | 0.9415 | 0.8498 | 0.8715 | 0.4441 | 0.8982 | 0.8899 | 0.8519 | 0.8722 | 0.6850 | 0.7734 | 0.3884 | 0.8140 | 0.7099 | 0.8062 | | 0.2359 | 6.97 | 2580 | 0.3978 | 0.7187 | 0.8141 | 0.8893 | 0.9339 | 0.8156 | 0.8696 | 0.4648 | 0.9135 | 0.8281 | 0.8731 | 0.8706 | 0.6849 | 0.7627 | 0.3884 | 0.8116 | 0.6967 | 0.8162 | | 0.1723 | 7.03 | 2600 | 0.5384 | 0.6821 | 0.7998 | 0.8656 | 0.9334 | 0.8197 | 0.8839 | 0.4736 | 0.8771 | 0.9076 | 0.7034 | 0.8584 | 0.6867 | 0.7449 | 0.3970 | 0.7900 | 0.6248 | 0.6726 | | 0.2198 | 7.08 | 2620 | 0.5005 | 0.6910 | 0.7960 | 0.8729 | 0.9388 | 0.8048 | 0.8743 | 0.4808 | 0.9120 | 0.8466 | 0.7147 | 0.8675 | 0.6817 | 0.7668 | 0.3986 | 0.7977 | 0.6429 | 0.6815 | | 0.6163 | 7.14 | 2640 | 0.4799 | 0.6943 | 0.8060 | 0.8751 | 0.9327 | 0.8127 | 0.8350 | 0.5384 | 0.9133 | 0.8557 | 0.7545 | 0.8726 | 0.6698 | 0.7592 | 0.3937 | 0.7988 | 0.6512 | 0.7148 | | 0.0603 | 7.19 | 2660 | 0.4724 | 0.6998 | 0.8133 | 0.8786 | 0.9442 | 0.8708 | 0.8613 | 0.4953 | 0.8946 | 0.8629 | 0.7644 | 0.8767 | 0.6846 | 0.7633 | 0.3903 | 0.8013 | 0.6581 | 0.7246 | | 0.2466 | 7.24 | 2680 | 0.4975 | 0.7031 | 0.8059 | 0.8791 | 0.9401 | 0.8165 | 0.8756 | 0.4891 | 0.9092 | 0.8555 | 0.7555 | 0.8787 | 0.6972 | 0.7731 | 0.3893 | 0.7929 | 0.6728 | 0.7177 | | 0.2087 | 7.3 | 2700 | 0.4788 | 0.7118 | 0.8103 | 0.8830 | 0.9365 | 0.8503 | 0.8741 | 0.4746 | 0.9179 | 0.8286 | 0.7903 | 0.8748 | 0.6950 | 0.7713 | 0.4020 | 0.7944 | 0.6956 | 0.7496 | | 0.2716 | 7.35 | 2720 | 0.4957 | 0.6940 | 0.8011 | 0.8742 | 0.9388 | 0.8149 | 0.8513 | 0.5038 | 0.9121 | 0.8683 | 0.7187 | 0.8703 | 0.6834 | 0.7586 | 0.4026 | 0.7982 | 0.6622 | 0.6825 | | 0.1851 | 7.41 | 2740 | 0.4543 | 0.7050 | 0.8120 | 0.8802 | 0.9414 | 0.8445 | 0.8650 | 0.4935 | 0.9010 | 0.8670 | 0.7715 | 0.8749 | 0.6802 | 0.7678 | 0.4062 | 0.7976 | 0.6809 | 0.7272 | | 0.1417 | 7.46 | 2760 | 0.4831 | 0.7025 | 0.7985 | 0.8793 | 0.9302 | 0.8298 | 0.8786 | 0.4342 | 0.9250 | 0.8018 | 0.7899 | 0.8739 | 0.6898 | 0.7694 | 0.3831 | 0.7886 | 0.6824 | 0.7308 | | 0.3012 | 7.51 | 2780 | 0.4962 | 0.7097 | 0.8119 | 0.8825 | 0.9359 | 0.8398 | 0.8710 | 0.4752 | 0.9096 | 0.8621 | 0.7895 | 0.8791 | 0.6931 | 0.7672 | 0.3864 | 0.7914 | 0.7086 | 0.7423 | | 0.2088 | 7.57 | 2800 | 0.5037 | 0.7037 | 0.8058 | 0.8798 | 0.9420 | 0.8133 | 0.8885 | 0.4733 | 0.9066 | 0.8682 | 0.7486 | 0.8749 | 0.6862 | 0.7613 | 0.3783 | 0.7918 | 0.7145 | 0.7187 | | 0.2388 | 7.62 | 2820 | 0.5005 | 0.7019 | 0.8039 | 0.8781 | 0.9405 | 0.8312 | 0.8574 | 0.4664 | 0.9079 | 0.8697 | 0.7541 | 0.8686 | 0.6809 | 0.7637 | 0.3752 | 0.7881 | 0.7190 | 0.7179 | | 0.2092 | 7.68 | 2840 | 0.5128 | 0.6989 | 0.7928 | 0.8779 | 0.9497 | 0.7864 | 0.8845 | 0.4461 | 0.9093 | 0.8223 | 0.7514 | 0.8714 | 0.6820 | 0.7611 | 0.3683 | 0.7863 | 0.7057 | 0.7174 | | 1.3557 | 7.73 | 2860 | 0.4480 | 0.7106 | 0.8094 | 0.8838 | 0.9479 | 0.8261 | 0.8706 | 0.4868 | 0.9069 | 0.8359 | 0.7914 | 0.8731 | 0.6923 | 0.7656 | 0.3900 | 0.8021 | 0.6976 | 0.7538 | | 0.1944 | 7.78 | 2880 | 0.4373 | 0.7273 | 0.8192 | 0.8945 | 0.9465 | 0.8154 | 0.8761 | 0.4256 | 0.8945 | 0.8874 | 0.8886 | 0.8724 | 0.6888 | 0.7764 | 0.3780 | 0.8153 | 0.7169 | 0.8432 | | 0.1646 | 7.84 | 2900 | 0.4373 | 0.7199 | 0.8296 | 0.8868 | 0.9281 | 0.8104 | 0.8877 | 0.5164 | 0.8756 | 0.9036 | 0.8855 | 0.8755 | 0.6939 | 0.7610 | 0.3872 | 0.7949 | 0.6832 | 0.8435 | | 0.0828 | 7.89 | 2920 | 0.4548 | 0.7097 | 0.8098 | 0.8818 | 0.9409 | 0.8178 | 0.8686 | 0.4889 | 0.9049 | 0.8610 | 0.7864 | 0.8735 | 0.6895 | 0.7593 | 0.3909 | 0.7907 | 0.7110 | 0.7527 | | 0.1143 | 7.95 | 2940 | 0.5495 | 0.7020 | 0.8016 | 0.8770 | 0.9277 | 0.8212 | 0.8506 | 0.4769 | 0.9255 | 0.8516 | 0.7577 | 0.8701 | 0.6829 | 0.7663 | 0.3880 | 0.7835 | 0.7044 | 0.7187 | | 0.1333 | 8.0 | 2960 | 0.5408 | 0.6945 | 0.8034 | 0.8737 | 0.9387 | 0.8528 | 0.8671 | 0.4790 | 0.9047 | 0.8568 | 0.7246 | 0.8726 | 0.6901 | 0.7684 | 0.3819 | 0.7845 | 0.6774 | 0.6865 | | 0.1862 | 8.05 | 2980 | 0.5236 | 0.7037 | 0.8026 | 0.8786 | 0.9452 | 0.8044 | 0.8722 | 0.4588 | 0.9004 | 0.8903 | 0.7470 | 0.8739 | 0.6928 | 0.7682 | 0.3928 | 0.7867 | 0.6961 | 0.7156 | | 0.3287 | 8.11 | 3000 | 0.5212 | 0.7047 | 0.8057 | 0.8791 | 0.9354 | 0.8289 | 0.8537 | 0.4664 | 0.9134 | 0.8842 | 0.7576 | 0.8788 | 0.6962 | 0.7662 | 0.4043 | 0.7894 | 0.6790 | 0.7192 | | 0.2988 | 8.16 | 3020 | 0.5032 | 0.7043 | 0.8064 | 0.8801 | 0.9440 | 0.8239 | 0.8728 | 0.4639 | 0.9035 | 0.8838 | 0.7530 | 0.8802 | 0.7025 | 0.7636 | 0.3916 | 0.7951 | 0.6832 | 0.7140 | | 1.0718 | 8.22 | 3040 | 0.5665 | 0.6962 | 0.8043 | 0.8724 | 0.9390 | 0.8001 | 0.8733 | 0.5426 | 0.9063 | 0.8779 | 0.6907 | 0.8688 | 0.6925 | 0.7704 | 0.4102 | 0.7866 | 0.6793 | 0.6653 | | 0.2106 | 8.27 | 3060 | 0.5268 | 0.6970 | 0.8074 | 0.8726 | 0.9401 | 0.8282 | 0.8458 | 0.5715 | 0.9076 | 0.8424 | 0.7164 | 0.8712 | 0.6944 | 0.7674 | 0.4069 | 0.7841 | 0.6746 | 0.6803 | | 0.1997 | 8.32 | 3080 | 0.5013 | 0.6975 | 0.8025 | 0.8745 | 0.9455 | 0.8279 | 0.8610 | 0.4855 | 0.8992 | 0.8786 | 0.7196 | 0.8690 | 0.6889 | 0.7681 | 0.4006 | 0.7874 | 0.6832 | 0.6853 | | 0.1327 | 8.38 | 3100 | 0.5208 | 0.6988 | 0.8045 | 0.8761 | 0.9368 | 0.8375 | 0.8737 | 0.4766 | 0.9112 | 0.8718 | 0.7241 | 0.8755 | 0.6972 | 0.7654 | 0.4009 | 0.7923 | 0.6695 | 0.6906 | | 0.1801 | 8.43 | 3120 | 0.5485 | 0.6944 | 0.8047 | 0.8731 | 0.9388 | 0.8313 | 0.8677 | 0.5114 | 0.9079 | 0.8843 | 0.6916 | 0.8770 | 0.6981 | 0.7653 | 0.4234 | 0.7972 | 0.6440 | 0.6559 | | 0.4261 | 8.49 | 3140 | 0.5703 | 0.6891 | 0.8029 | 0.8727 | 0.9392 | 0.8418 | 0.8875 | 0.4915 | 0.9097 | 0.8731 | 0.6777 | 0.8796 | 0.6931 | 0.7751 | 0.4042 | 0.8056 | 0.6218 | 0.6445 | | 0.2176 | 8.54 | 3160 | 0.5483 | 0.6911 | 0.8102 | 0.8701 | 0.9362 | 0.8532 | 0.8700 | 0.5432 | 0.8961 | 0.8827 | 0.6898 | 0.8734 | 0.6968 | 0.7759 | 0.4173 | 0.7955 | 0.6385 | 0.6404 | | 0.1166 | 8.59 | 3180 | 0.5981 | 0.6825 | 0.7929 | 0.8661 | 0.9442 | 0.7995 | 0.8892 | 0.5105 | 0.9017 | 0.8629 | 0.6419 | 0.8664 | 0.6796 | 0.7740 | 0.4026 | 0.7826 | 0.6613 | 0.6113 | | 0.1617 | 8.65 | 3200 | 0.5895 | 0.6850 | 0.7953 | 0.8684 | 0.9415 | 0.8398 | 0.8774 | 0.4802 | 0.9075 | 0.8586 | 0.6623 | 0.8641 | 0.6639 | 0.7741 | 0.3978 | 0.7838 | 0.6783 | 0.6331 | | 0.4853 | 8.7 | 3220 | 0.6131 | 0.6845 | 0.7921 | 0.8675 | 0.9431 | 0.8010 | 0.8777 | 0.4909 | 0.9030 | 0.8641 | 0.6650 | 0.8665 | 0.6774 | 0.7701 | 0.3851 | 0.7774 | 0.6796 | 0.6355 | | 0.0873 | 8.76 | 3240 | 0.5879 | 0.6945 | 0.8076 | 0.8715 | 0.9263 | 0.8492 | 0.8761 | 0.5098 | 0.9085 | 0.8737 | 0.7095 | 0.8708 | 0.6904 | 0.7604 | 0.3977 | 0.7784 | 0.6854 | 0.6782 | | 0.2865 | 8.81 | 3260 | 0.5065 | 0.7087 | 0.8131 | 0.8799 | 0.9493 | 0.8084 | 0.8635 | 0.5394 | 0.8958 | 0.8922 | 0.7430 | 0.8802 | 0.6940 | 0.7734 | 0.4308 | 0.7922 | 0.6798 | 0.7104 | | 0.1574 | 8.86 | 3280 | 0.5478 | 0.6999 | 0.8128 | 0.8753 | 0.9443 | 0.8523 | 0.8829 | 0.5289 | 0.8960 | 0.8805 | 0.7045 | 0.8748 | 0.6873 | 0.7691 | 0.4281 | 0.7924 | 0.6736 | 0.6742 | | 0.1511 | 8.92 | 3300 | 0.5475 | 0.6957 | 0.8082 | 0.8739 | 0.9444 | 0.8209 | 0.8979 | 0.5452 | 0.8977 | 0.8443 | 0.7069 | 0.8774 | 0.6891 | 0.7626 | 0.4038 | 0.7878 | 0.6735 | 0.6756 | | 0.2231 | 8.97 | 3320 | 0.5532 | 0.7005 | 0.8012 | 0.8772 | 0.9505 | 0.8025 | 0.8818 | 0.4998 | 0.9084 | 0.8550 | 0.7100 | 0.8786 | 0.6843 | 0.7674 | 0.4210 | 0.7918 | 0.6848 | 0.6758 | | 0.2062 | 9.03 | 3340 | 0.5598 | 0.7011 | 0.8072 | 0.8758 | 0.9338 | 0.8453 | 0.8817 | 0.4907 | 0.9142 | 0.8748 | 0.7098 | 0.8736 | 0.6909 | 0.7740 | 0.4259 | 0.7908 | 0.6757 | 0.6766 | | 0.1339 | 9.08 | 3360 | 0.5539 | 0.7005 | 0.8029 | 0.8775 | 0.9469 | 0.8267 | 0.8669 | 0.4947 | 0.9142 | 0.8591 | 0.7119 | 0.8770 | 0.6946 | 0.7700 | 0.4109 | 0.7980 | 0.6757 | 0.6771 | | 0.2409 | 9.14 | 3380 | 0.5878 | 0.6978 | 0.8020 | 0.8759 | 0.9449 | 0.8467 | 0.8800 | 0.4797 | 0.9153 | 0.8511 | 0.6961 | 0.8760 | 0.6979 | 0.7691 | 0.4080 | 0.7961 | 0.6742 | 0.6629 | | 0.126 | 9.19 | 3400 | 0.5468 | 0.7010 | 0.8080 | 0.8768 | 0.9434 | 0.8312 | 0.8736 | 0.5210 | 0.9065 | 0.8558 | 0.7249 | 0.8790 | 0.6955 | 0.7707 | 0.4111 | 0.7921 | 0.6756 | 0.6832 | | 0.1114 | 9.24 | 3420 | 0.5470 | 0.6995 | 0.8093 | 0.8753 | 0.9338 | 0.8088 | 0.8763 | 0.5252 | 0.9032 | 0.8904 | 0.7272 | 0.8742 | 0.6859 | 0.7731 | 0.4094 | 0.7900 | 0.6783 | 0.6859 | | 0.2764 | 9.3 | 3440 | 0.5306 | 0.7005 | 0.8029 | 0.8766 | 0.9438 | 0.8092 | 0.8938 | 0.5021 | 0.9078 | 0.8386 | 0.7253 | 0.8726 | 0.6931 | 0.7699 | 0.4084 | 0.7922 | 0.6738 | 0.6933 | | 0.1108 | 9.35 | 3460 | 0.5262 | 0.7115 | 0.8098 | 0.8823 | 0.9416 | 0.8476 | 0.8592 | 0.4824 | 0.9172 | 0.8606 | 0.7602 | 0.8764 | 0.6984 | 0.7720 | 0.4012 | 0.7918 | 0.7117 | 0.7291 | | 0.1205 | 9.41 | 3480 | 0.5267 | 0.7118 | 0.8141 | 0.8825 | 0.9434 | 0.8254 | 0.8708 | 0.4930 | 0.8988 | 0.8958 | 0.7717 | 0.8778 | 0.6977 | 0.7728 | 0.3959 | 0.7916 | 0.7119 | 0.7351 | | 0.1861 | 9.46 | 3500 | 0.5057 | 0.7114 | 0.8078 | 0.8840 | 0.9455 | 0.8284 | 0.8475 | 0.4684 | 0.9141 | 0.8715 | 0.7791 | 0.8807 | 0.6924 | 0.7647 | 0.3923 | 0.7946 | 0.7207 | 0.7347 | | 0.1234 | 9.51 | 3520 | 0.5621 | 0.6939 | 0.7884 | 0.8761 | 0.9414 | 0.7444 | 0.8401 | 0.4622 | 0.9184 | 0.8575 | 0.7549 | 0.8674 | 0.6326 | 0.7638 | 0.3922 | 0.7912 | 0.7196 | 0.6908 | | 0.5423 | 9.57 | 3540 | 0.5721 | 0.6916 | 0.7906 | 0.8740 | 0.9411 | 0.8123 | 0.8781 | 0.4293 | 0.9165 | 0.8375 | 0.7192 | 0.8705 | 0.6879 | 0.7635 | 0.3708 | 0.7891 | 0.6833 | 0.6760 | | 0.2405 | 9.62 | 3560 | 0.5583 | 0.6991 | 0.8101 | 0.8755 | 0.9292 | 0.8411 | 0.8654 | 0.5109 | 0.9101 | 0.8771 | 0.7370 | 0.8767 | 0.6946 | 0.7654 | 0.3852 | 0.7855 | 0.6879 | 0.6987 | | 0.4535 | 9.68 | 3580 | 0.5376 | 0.7052 | 0.8107 | 0.8789 | 0.9331 | 0.8328 | 0.8623 | 0.5248 | 0.9135 | 0.8315 | 0.7768 | 0.8757 | 0.6928 | 0.7614 | 0.3834 | 0.7872 | 0.7062 | 0.7298 | | 0.2397 | 9.73 | 3600 | 0.5768 | 0.6989 | 0.8059 | 0.8766 | 0.9395 | 0.8361 | 0.8707 | 0.5003 | 0.9138 | 0.8660 | 0.7151 | 0.8735 | 0.6935 | 0.7700 | 0.4069 | 0.8007 | 0.6671 | 0.6808 | | 0.1404 | 9.78 | 3620 | 0.5529 | 0.7027 | 0.8105 | 0.8780 | 0.9366 | 0.8407 | 0.8823 | 0.4908 | 0.9040 | 0.8734 | 0.7454 | 0.8788 | 0.6965 | 0.7674 | 0.4182 | 0.7965 | 0.6604 | 0.7012 | | 0.1926 | 9.84 | 3640 | 0.5995 | 0.6965 | 0.7970 | 0.8767 | 0.9377 | 0.8165 | 0.8752 | 0.4468 | 0.9177 | 0.8468 | 0.7379 | 0.8770 | 0.6967 | 0.7674 | 0.3957 | 0.7982 | 0.6480 | 0.6926 | | 0.2463 | 9.89 | 3660 | 0.5295 | 0.6975 | 0.8040 | 0.8775 | 0.9433 | 0.8240 | 0.8744 | 0.4643 | 0.8982 | 0.8695 | 0.7545 | 0.8749 | 0.6976 | 0.7623 | 0.3815 | 0.8015 | 0.6528 | 0.7122 | | 0.2097 | 9.95 | 3680 | 0.5249 | 0.7013 | 0.8106 | 0.8780 | 0.9407 | 0.8411 | 0.8545 | 0.5219 | 0.9058 | 0.8556 | 0.7544 | 0.8727 | 0.6904 | 0.7680 | 0.3781 | 0.7956 | 0.6839 | 0.7204 | | 0.2171 | 10.0 | 3700 | 0.5387 | 0.7062 | 0.8092 | 0.8801 | 0.9392 | 0.8415 | 0.8640 | 0.4984 | 0.9152 | 0.8523 | 0.7540 | 0.8730 | 0.6896 | 0.7747 | 0.3987 | 0.7958 | 0.6907 | 0.7206 | | 0.1083 | 10.05 | 3720 | 0.5688 | 0.6990 | 0.7994 | 0.8769 | 0.9435 | 0.7578 | 0.8806 | 0.4867 | 0.9008 | 0.8881 | 0.7385 | 0.8723 | 0.6761 | 0.7670 | 0.3956 | 0.7903 | 0.6852 | 0.7067 | | 0.1415 | 10.11 | 3740 | 0.5549 | 0.7112 | 0.8166 | 0.8813 | 0.9413 | 0.8001 | 0.8831 | 0.5320 | 0.8926 | 0.8950 | 0.7725 | 0.8802 | 0.6964 | 0.7680 | 0.4117 | 0.7886 | 0.6953 | 0.7385 | | 0.1573 | 10.16 | 3760 | 0.5257 | 0.7071 | 0.8079 | 0.8809 | 0.9473 | 0.8075 | 0.8343 | 0.5126 | 0.9060 | 0.8802 | 0.7679 | 0.8758 | 0.6892 | 0.7649 | 0.4158 | 0.8002 | 0.6728 | 0.7314 | | 0.215 | 10.22 | 3780 | 0.5679 | 0.6982 | 0.8041 | 0.8751 | 0.9341 | 0.8082 | 0.8800 | 0.5118 | 0.9143 | 0.8624 | 0.7182 | 0.8756 | 0.6927 | 0.7713 | 0.4135 | 0.7926 | 0.6580 | 0.6840 | | 0.1497 | 10.27 | 3800 | 0.5854 | 0.6996 | 0.8092 | 0.8759 | 0.9391 | 0.8183 | 0.8768 | 0.5368 | 0.9076 | 0.8725 | 0.7134 | 0.8774 | 0.6949 | 0.7714 | 0.4184 | 0.7968 | 0.6574 | 0.6808 | | 0.148 | 10.32 | 3820 | 0.5874 | 0.6916 | 0.8047 | 0.8727 | 0.9434 | 0.8139 | 0.8618 | 0.5494 | 0.9041 | 0.8556 | 0.7046 | 0.8758 | 0.6898 | 0.7754 | 0.3904 | 0.7965 | 0.6409 | 0.6723 | | 0.1191 | 10.38 | 3840 | 0.5505 | 0.7035 | 0.8101 | 0.8782 | 0.9408 | 0.8230 | 0.8747 | 0.5242 | 0.9071 | 0.8634 | 0.7377 | 0.8797 | 0.7034 | 0.7731 | 0.4193 | 0.7992 | 0.6480 | 0.7021 | | 0.1576 | 10.43 | 3860 | 0.5698 | 0.7026 | 0.8096 | 0.8782 | 0.9362 | 0.8167 | 0.8980 | 0.4979 | 0.9036 | 0.8709 | 0.7442 | 0.8762 | 0.6987 | 0.7720 | 0.4016 | 0.7969 | 0.6586 | 0.7143 | | 0.2652 | 10.49 | 3880 | 0.5395 | 0.7063 | 0.8152 | 0.8797 | 0.9346 | 0.8534 | 0.8747 | 0.5109 | 0.9083 | 0.8707 | 0.7540 | 0.8776 | 0.6944 | 0.7709 | 0.4165 | 0.7971 | 0.6655 | 0.7220 | | 0.1185 | 10.54 | 3900 | 0.4813 | 0.7175 | 0.8197 | 0.8848 | 0.9364 | 0.8232 | 0.8808 | 0.5200 | 0.9057 | 0.8802 | 0.7917 | 0.8812 | 0.7044 | 0.7731 | 0.4237 | 0.7978 | 0.6958 | 0.7465 | | 0.1359 | 10.59 | 3920 | 0.5336 | 0.7115 | 0.8101 | 0.8810 | 0.9387 | 0.8125 | 0.8570 | 0.5197 | 0.9151 | 0.8655 | 0.7622 | 0.8759 | 0.6925 | 0.7724 | 0.4144 | 0.7883 | 0.7171 | 0.7201 | | 0.162 | 10.65 | 3940 | 0.5542 | 0.6990 | 0.8152 | 0.8748 | 0.9318 | 0.8723 | 0.8525 | 0.5301 | 0.9048 | 0.8906 | 0.7247 | 0.8750 | 0.6851 | 0.7662 | 0.4145 | 0.7897 | 0.6773 | 0.6854 | | 0.0826 | 10.7 | 3960 | 0.5254 | 0.7058 | 0.8073 | 0.8798 | 0.9472 | 0.8093 | 0.8746 | 0.5037 | 0.9059 | 0.8755 | 0.7348 | 0.8849 | 0.6986 | 0.7723 | 0.4076 | 0.7887 | 0.6886 | 0.7002 | | 0.1512 | 10.76 | 3980 | 0.5818 | 0.7025 | 0.8067 | 0.8782 | 0.9444 | 0.8431 | 0.8735 | 0.4959 | 0.9145 | 0.8653 | 0.7105 | 0.8797 | 0.6914 | 0.7726 | 0.4169 | 0.7949 | 0.6831 | 0.6787 | | 0.1112 | 10.81 | 4000 | 0.5328 | 0.6989 | 0.8140 | 0.8762 | 0.9506 | 0.8280 | 0.8695 | 0.5660 | 0.8930 | 0.8853 | 0.7052 | 0.8789 | 0.6894 | 0.7686 | 0.4137 | 0.7993 | 0.6667 | 0.6757 | | 0.1365 | 10.86 | 4020 | 0.5622 | 0.7009 | 0.8049 | 0.8792 | 0.9498 | 0.8320 | 0.8619 | 0.4901 | 0.9124 | 0.8737 | 0.7148 | 0.8802 | 0.6866 | 0.7731 | 0.4141 | 0.8052 | 0.6652 | 0.6819 | | 0.2949 | 10.92 | 4040 | 0.4964 | 0.7109 | 0.8212 | 0.8819 | 0.9400 | 0.8522 | 0.8695 | 0.5443 | 0.9028 | 0.8791 | 0.7609 | 0.8767 | 0.6897 | 0.7770 | 0.4151 | 0.8002 | 0.6945 | 0.7235 | | 0.9439 | 10.97 | 4060 | 0.5072 | 0.7214 | 0.8176 | 0.8862 | 0.9299 | 0.8279 | 0.8637 | 0.5209 | 0.9264 | 0.8534 | 0.8009 | 0.8803 | 0.6983 | 0.7747 | 0.4137 | 0.7898 | 0.7274 | 0.7654 | | 0.2403 | 11.03 | 4080 | 0.5490 | 0.7105 | 0.8181 | 0.8822 | 0.9376 | 0.8229 | 0.8739 | 0.5492 | 0.9107 | 0.8741 | 0.7585 | 0.8824 | 0.6969 | 0.7799 | 0.4176 | 0.8026 | 0.6691 | 0.7250 | | 0.1703 | 11.08 | 4100 | 0.5449 | 0.7048 | 0.8114 | 0.8799 | 0.9449 | 0.8294 | 0.8631 | 0.5379 | 0.9095 | 0.8453 | 0.7501 | 0.8791 | 0.6835 | 0.7735 | 0.4089 | 0.7971 | 0.6732 | 0.7184 | | 0.0699 | 11.14 | 4120 | 0.4586 | 0.7194 | 0.8153 | 0.8891 | 0.9490 | 0.8154 | 0.8647 | 0.5070 | 0.9171 | 0.8596 | 0.7940 | 0.8865 | 0.6939 | 0.7765 | 0.4097 | 0.8083 | 0.7011 | 0.7595 | | 0.1628 | 11.19 | 4140 | 0.4187 | 0.7311 | 0.8206 | 0.8977 | 0.9531 | 0.8281 | 0.8786 | 0.4440 | 0.9092 | 0.8631 | 0.8681 | 0.8818 | 0.6975 | 0.7727 | 0.3805 | 0.8234 | 0.7283 | 0.8334 | | 0.0776 | 11.24 | 4160 | 0.4767 | 0.7155 | 0.8168 | 0.8860 | 0.9538 | 0.8447 | 0.8494 | 0.5159 | 0.9056 | 0.8726 | 0.7755 | 0.8818 | 0.6948 | 0.7664 | 0.4064 | 0.8029 | 0.7101 | 0.7463 | | 0.1468 | 11.3 | 4180 | 0.5068 | 0.7191 | 0.8109 | 0.8872 | 0.9429 | 0.8277 | 0.8600 | 0.4666 | 0.9181 | 0.8574 | 0.8034 | 0.8791 | 0.6986 | 0.7703 | 0.4056 | 0.7969 | 0.7197 | 0.7636 | | 0.263 | 11.35 | 4200 | 0.5154 | 0.7106 | 0.8081 | 0.8823 | 0.9453 | 0.8173 | 0.8603 | 0.4935 | 0.9135 | 0.8685 | 0.7581 | 0.8791 | 0.6995 | 0.7721 | 0.4126 | 0.7965 | 0.6920 | 0.7227 | | 0.158 | 11.41 | 4220 | 0.4783 | 0.7111 | 0.8196 | 0.8834 | 0.9409 | 0.8612 | 0.8628 | 0.5107 | 0.9034 | 0.8807 | 0.7778 | 0.8792 | 0.7002 | 0.7671 | 0.4089 | 0.8069 | 0.6750 | 0.7401 | | 0.1783 | 11.46 | 4240 | 0.5335 | 0.7011 | 0.7993 | 0.8795 | 0.9470 | 0.8421 | 0.8594 | 0.4576 | 0.9242 | 0.8360 | 0.7288 | 0.8768 | 0.6950 | 0.7627 | 0.3903 | 0.7996 | 0.6885 | 0.6949 | | 0.2561 | 11.51 | 4260 | 0.5462 | 0.6994 | 0.8050 | 0.8775 | 0.9402 | 0.8519 | 0.8834 | 0.4523 | 0.9086 | 0.8740 | 0.7246 | 0.8741 | 0.6932 | 0.7723 | 0.3841 | 0.7947 | 0.6913 | 0.6865 | | 0.1057 | 11.57 | 4280 | 0.5293 | 0.7015 | 0.8032 | 0.8781 | 0.9352 | 0.8174 | 0.8723 | 0.4752 | 0.9216 | 0.8789 | 0.7216 | 0.8758 | 0.6917 | 0.7754 | 0.3968 | 0.7953 | 0.6881 | 0.6874 | | 0.2336 | 11.62 | 4300 | 0.5145 | 0.7074 | 0.8121 | 0.8813 | 0.9433 | 0.7996 | 0.8912 | 0.5205 | 0.9041 | 0.8794 | 0.7466 | 0.8789 | 0.6942 | 0.7783 | 0.4039 | 0.8019 | 0.6829 | 0.7115 | | 0.1043 | 11.68 | 4320 | 0.5157 | 0.7088 | 0.8135 | 0.8827 | 0.9452 | 0.8270 | 0.8723 | 0.5170 | 0.9089 | 0.8681 | 0.7558 | 0.8828 | 0.6949 | 0.7706 | 0.4052 | 0.8023 | 0.6847 | 0.7210 | | 0.1259 | 11.73 | 4340 | 0.5239 | 0.7089 | 0.8139 | 0.8822 | 0.9417 | 0.8217 | 0.8772 | 0.5369 | 0.9135 | 0.8477 | 0.7587 | 0.8836 | 0.6953 | 0.7746 | 0.4047 | 0.7996 | 0.6816 | 0.7227 | | 0.1687 | 11.78 | 4360 | 0.5391 | 0.7043 | 0.8091 | 0.8792 | 0.9442 | 0.8146 | 0.8660 | 0.5332 | 0.9101 | 0.8533 | 0.7422 | 0.8784 | 0.6928 | 0.7747 | 0.4095 | 0.7977 | 0.6683 | 0.7087 | | 0.1047 | 11.84 | 4380 | 0.4750 | 0.7148 | 0.8203 | 0.8855 | 0.9372 | 0.8505 | 0.8778 | 0.5093 | 0.9110 | 0.8701 | 0.7859 | 0.8746 | 0.6852 | 0.7761 | 0.4141 | 0.8101 | 0.6979 | 0.7456 | | 0.2485 | 11.89 | 4400 | 0.5173 | 0.7093 | 0.8071 | 0.8831 | 0.9554 | 0.8275 | 0.8725 | 0.4746 | 0.9050 | 0.8631 | 0.7517 | 0.8724 | 0.6837 | 0.7699 | 0.4132 | 0.8065 | 0.7013 | 0.7180 | | 0.1506 | 11.95 | 4420 | 0.4751 | 0.7194 | 0.8191 | 0.8886 | 0.9493 | 0.8387 | 0.8728 | 0.5062 | 0.9091 | 0.8656 | 0.7920 | 0.8826 | 0.6917 | 0.7746 | 0.4199 | 0.8108 | 0.7005 | 0.7555 | | 0.1273 | 12.0 | 4440 | 0.4569 | 0.7234 | 0.8220 | 0.8896 | 0.9504 | 0.8180 | 0.8631 | 0.5346 | 0.9041 | 0.8754 | 0.8088 | 0.8831 | 0.6950 | 0.7727 | 0.4262 | 0.8082 | 0.7074 | 0.7710 | | 0.2022 | 12.05 | 4460 | 0.4756 | 0.7224 | 0.8221 | 0.8886 | 0.9465 | 0.8296 | 0.8684 | 0.5373 | 0.9093 | 0.8635 | 0.7999 | 0.8856 | 0.7031 | 0.7763 | 0.4204 | 0.8037 | 0.7078 | 0.7602 | | 0.1816 | 12.11 | 4480 | 0.5084 | 0.7203 | 0.8189 | 0.8881 | 0.9500 | 0.8369 | 0.8727 | 0.5116 | 0.9084 | 0.8650 | 0.7876 | 0.8836 | 0.7005 | 0.7779 | 0.4135 | 0.8041 | 0.7071 | 0.7553 | | 0.1658 | 12.16 | 4500 | 0.5079 | 0.7220 | 0.8206 | 0.8875 | 0.9495 | 0.8525 | 0.8678 | 0.5163 | 0.9056 | 0.8606 | 0.7921 | 0.8798 | 0.6962 | 0.7751 | 0.4180 | 0.7972 | 0.7313 | 0.7566 | | 0.1448 | 12.22 | 4520 | 0.4827 | 0.7244 | 0.8247 | 0.8888 | 0.9404 | 0.8200 | 0.8876 | 0.5318 | 0.9057 | 0.8839 | 0.8036 | 0.8861 | 0.6959 | 0.7765 | 0.4248 | 0.7977 | 0.7281 | 0.7615 | | 0.2206 | 12.27 | 4540 | 0.4846 | 0.7228 | 0.8265 | 0.8885 | 0.9401 | 0.8284 | 0.8699 | 0.5522 | 0.9066 | 0.8814 | 0.8069 | 0.8853 | 0.6984 | 0.7810 | 0.4195 | 0.8034 | 0.7105 | 0.7614 | | 0.1661 | 12.32 | 4560 | 0.5086 | 0.7228 | 0.8260 | 0.8868 | 0.9367 | 0.8356 | 0.8630 | 0.5595 | 0.9095 | 0.8766 | 0.8013 | 0.8802 | 0.6907 | 0.7834 | 0.4237 | 0.7947 | 0.7253 | 0.7614 | | 0.0673 | 12.38 | 4580 | 0.5182 | 0.7216 | 0.8257 | 0.8871 | 0.9367 | 0.8264 | 0.8664 | 0.5596 | 0.9090 | 0.8790 | 0.8028 | 0.8838 | 0.6948 | 0.7829 | 0.4189 | 0.7980 | 0.7140 | 0.7586 | | 0.0807 | 12.43 | 4600 | 0.5639 | 0.7060 | 0.8144 | 0.8819 | 0.9301 | 0.7602 | 0.8665 | 0.5558 | 0.9066 | 0.8759 | 0.8057 | 0.8756 | 0.6320 | 0.7838 | 0.4131 | 0.8029 | 0.7046 | 0.7300 | | 0.1123 | 12.49 | 4620 | 0.5331 | 0.7034 | 0.8012 | 0.8822 | 0.9395 | 0.7271 | 0.8733 | 0.5097 | 0.9122 | 0.8412 | 0.8049 | 0.8781 | 0.6366 | 0.7805 | 0.3934 | 0.7990 | 0.7050 | 0.7313 | | 0.2726 | 12.54 | 4640 | 0.5222 | 0.7156 | 0.8226 | 0.8856 | 0.9491 | 0.8325 | 0.8714 | 0.5528 | 0.8958 | 0.8607 | 0.7958 | 0.8832 | 0.6980 | 0.7764 | 0.3879 | 0.8000 | 0.7037 | 0.7596 | | 0.1614 | 12.59 | 4660 | 0.5256 | 0.7181 | 0.8203 | 0.8857 | 0.9436 | 0.8265 | 0.8479 | 0.5582 | 0.9111 | 0.8627 | 0.7920 | 0.8805 | 0.6962 | 0.7737 | 0.4047 | 0.7979 | 0.7176 | 0.7560 | | 0.3386 | 12.65 | 4680 | 0.5143 | 0.7201 | 0.8216 | 0.8864 | 0.9424 | 0.8322 | 0.8648 | 0.5348 | 0.9066 | 0.8753 | 0.7949 | 0.8814 | 0.6985 | 0.7759 | 0.4044 | 0.7946 | 0.7263 | 0.7596 | | 0.1359 | 12.7 | 4700 | 0.5013 | 0.7232 | 0.8210 | 0.8894 | 0.9484 | 0.8014 | 0.8731 | 0.5343 | 0.9054 | 0.8831 | 0.8012 | 0.8884 | 0.6999 | 0.7804 | 0.4117 | 0.8013 | 0.7212 | 0.7592 | | 0.2407 | 12.76 | 4720 | 0.5207 | 0.7236 | 0.8199 | 0.8886 | 0.9391 | 0.8283 | 0.8725 | 0.5025 | 0.9150 | 0.8822 | 0.7998 | 0.8826 | 0.6979 | 0.7813 | 0.4160 | 0.7977 | 0.7269 | 0.7630 | | 0.0954 | 12.81 | 4740 | 0.5054 | 0.7236 | 0.8256 | 0.8875 | 0.9420 | 0.8355 | 0.8703 | 0.5533 | 0.9064 | 0.8752 | 0.7963 | 0.8803 | 0.6978 | 0.7806 | 0.4233 | 0.7977 | 0.7242 | 0.7613 | | 0.1139 | 12.86 | 4760 | 0.5323 | 0.7228 | 0.8177 | 0.8870 | 0.9448 | 0.8083 | 0.8722 | 0.5354 | 0.9114 | 0.8589 | 0.7932 | 0.8793 | 0.7007 | 0.7795 | 0.4228 | 0.7952 | 0.7234 | 0.7584 | | 0.179 | 12.92 | 4780 | 0.5952 | 0.7058 | 0.8074 | 0.8790 | 0.9434 | 0.8448 | 0.8754 | 0.4989 | 0.9147 | 0.8433 | 0.7314 | 0.8721 | 0.6907 | 0.7763 | 0.4118 | 0.7933 | 0.6972 | 0.6996 | | 0.1331 | 12.97 | 4800 | 0.5669 | 0.7120 | 0.8053 | 0.8826 | 0.9395 | 0.8205 | 0.8760 | 0.4617 | 0.9225 | 0.8632 | 0.7535 | 0.8750 | 0.6991 | 0.7773 | 0.4067 | 0.7943 | 0.7161 | 0.7156 | | 0.1101 | 13.03 | 4820 | 0.5638 | 0.7144 | 0.8127 | 0.8831 | 0.9408 | 0.8402 | 0.8839 | 0.4789 | 0.9109 | 0.8755 | 0.7586 | 0.8734 | 0.6996 | 0.7776 | 0.4104 | 0.7949 | 0.7222 | 0.7226 | | 0.1787 | 13.08 | 4840 | 0.5823 | 0.7128 | 0.8122 | 0.8819 | 0.9405 | 0.8267 | 0.8736 | 0.4990 | 0.9097 | 0.8788 | 0.7568 | 0.8716 | 0.6965 | 0.7683 | 0.4193 | 0.7952 | 0.7153 | 0.7233 | | 0.1737 | 13.14 | 4860 | 0.5370 | 0.7114 | 0.8140 | 0.8825 | 0.9406 | 0.8534 | 0.8880 | 0.4763 | 0.9062 | 0.8707 | 0.7625 | 0.8738 | 0.6951 | 0.7744 | 0.4067 | 0.7975 | 0.7066 | 0.7258 | | 0.1029 | 13.19 | 4880 | 0.5663 | 0.7131 | 0.8103 | 0.8828 | 0.9431 | 0.8236 | 0.8719 | 0.4947 | 0.9153 | 0.8718 | 0.7517 | 0.8748 | 0.6956 | 0.7756 | 0.4226 | 0.7983 | 0.7043 | 0.7203 | | 0.3167 | 13.24 | 4900 | 0.5383 | 0.7108 | 0.8117 | 0.8826 | 0.9394 | 0.8392 | 0.8782 | 0.4870 | 0.9142 | 0.8599 | 0.7643 | 0.8753 | 0.7008 | 0.7733 | 0.4073 | 0.8016 | 0.6900 | 0.7276 | | 0.071 | 13.3 | 4920 | 0.4376 | 0.7246 | 0.8264 | 0.8914 | 0.9485 | 0.8460 | 0.8828 | 0.5167 | 0.9025 | 0.8730 | 0.8158 | 0.8864 | 0.6978 | 0.7821 | 0.4107 | 0.8112 | 0.7066 | 0.7771 | | 0.2235 | 13.35 | 4940 | 0.4993 | 0.7130 | 0.8187 | 0.8838 | 0.9436 | 0.8289 | 0.8909 | 0.5379 | 0.9085 | 0.8700 | 0.7509 | 0.8763 | 0.6922 | 0.7803 | 0.4208 | 0.8095 | 0.6973 | 0.7149 | | 0.2843 | 13.41 | 4960 | 0.5831 | 0.6954 | 0.8099 | 0.8732 | 0.9355 | 0.8110 | 0.8907 | 0.5463 | 0.9006 | 0.8859 | 0.6996 | 0.8702 | 0.6843 | 0.7755 | 0.4208 | 0.7999 | 0.6533 | 0.6640 | | 0.1342 | 13.46 | 4980 | 0.5407 | 0.7054 | 0.8130 | 0.8802 | 0.9525 | 0.8101 | 0.8777 | 0.5310 | 0.8905 | 0.8816 | 0.7476 | 0.8747 | 0.6908 | 0.7755 | 0.3986 | 0.8034 | 0.6838 | 0.7108 | | 1.0814 | 13.51 | 5000 | 0.5384 | 0.7082 | 0.8166 | 0.8821 | 0.9478 | 0.8545 | 0.8912 | 0.5104 | 0.8989 | 0.8607 | 0.7527 | 0.8773 | 0.6916 | 0.7716 | 0.4015 | 0.8034 | 0.6969 | 0.7148 | | 0.0819 | 13.57 | 5020 | 0.5716 | 0.7084 | 0.8188 | 0.8800 | 0.9438 | 0.8412 | 0.8764 | 0.5473 | 0.8958 | 0.8771 | 0.7501 | 0.8749 | 0.6956 | 0.7716 | 0.4121 | 0.7968 | 0.6903 | 0.7173 | | 0.1046 | 13.62 | 5040 | 0.5611 | 0.7148 | 0.8108 | 0.8837 | 0.9407 | 0.8153 | 0.8573 | 0.5236 | 0.9245 | 0.8469 | 0.7671 | 0.8792 | 0.6993 | 0.7707 | 0.4307 | 0.7990 | 0.6931 | 0.7314 | | 0.2022 | 13.68 | 5060 | 0.5357 | 0.7218 | 0.8213 | 0.8879 | 0.9404 | 0.8123 | 0.8587 | 0.5567 | 0.9161 | 0.8599 | 0.8050 | 0.8826 | 0.6976 | 0.7722 | 0.4270 | 0.8042 | 0.7023 | 0.7666 | | 0.1772 | 13.73 | 5080 | 0.5351 | 0.7231 | 0.8275 | 0.8895 | 0.9457 | 0.8259 | 0.8743 | 0.5677 | 0.9056 | 0.8695 | 0.8039 | 0.8880 | 0.6968 | 0.7740 | 0.4274 | 0.8086 | 0.7007 | 0.7665 | | 0.1927 | 13.78 | 5100 | 0.5247 | 0.7178 | 0.8298 | 0.8845 | 0.9375 | 0.8328 | 0.8781 | 0.5797 | 0.8896 | 0.8816 | 0.8092 | 0.8815 | 0.6978 | 0.7772 | 0.4289 | 0.8010 | 0.6971 | 0.7408 | | 0.0898 | 13.84 | 5120 | 0.5092 | 0.7216 | 0.8215 | 0.8884 | 0.9435 | 0.8153 | 0.8644 | 0.5390 | 0.9102 | 0.8730 | 0.8046 | 0.8836 | 0.6992 | 0.7752 | 0.4255 | 0.8081 | 0.6985 | 0.7609 | | 0.2036 | 13.89 | 5140 | 0.5080 | 0.7147 | 0.8174 | 0.8849 | 0.9465 | 0.8024 | 0.8599 | 0.5614 | 0.9098 | 0.8671 | 0.7747 | 0.8864 | 0.6991 | 0.7784 | 0.4173 | 0.8038 | 0.6846 | 0.7331 | | 0.0804 | 13.95 | 5160 | 0.5077 | 0.7170 | 0.8222 | 0.8859 | 0.9437 | 0.8127 | 0.8545 | 0.5719 | 0.9063 | 0.8725 | 0.7939 | 0.8863 | 0.6993 | 0.7745 | 0.4089 | 0.8018 | 0.6977 | 0.7507 | | 0.1414 | 14.0 | 5180 | 0.5017 | 0.7211 | 0.8244 | 0.8876 | 0.9459 | 0.8270 | 0.8675 | 0.5556 | 0.9025 | 0.8688 | 0.8032 | 0.8841 | 0.7019 | 0.7737 | 0.4253 | 0.8049 | 0.7010 | 0.7571 | | 0.0496 | 14.05 | 5200 | 0.5309 | 0.7134 | 0.8151 | 0.8843 | 0.9465 | 0.8348 | 0.8724 | 0.5161 | 0.9133 | 0.8721 | 0.7502 | 0.8856 | 0.7054 | 0.7785 | 0.4288 | 0.8062 | 0.6732 | 0.7158 | | 1.5316 | 14.11 | 5220 | 0.5198 | 0.7137 | 0.8214 | 0.8833 | 0.9376 | 0.8416 | 0.8852 | 0.5400 | 0.9093 | 0.8812 | 0.7546 | 0.8844 | 0.6970 | 0.7795 | 0.4406 | 0.8040 | 0.6799 | 0.7109 | | 0.1592 | 14.16 | 5240 | 0.6018 | 0.7011 | 0.8126 | 0.8769 | 0.9442 | 0.8389 | 0.8970 | 0.5286 | 0.9017 | 0.8797 | 0.6979 | 0.8786 | 0.6960 | 0.7747 | 0.4373 | 0.8050 | 0.6530 | 0.6632 | | 0.1332 | 14.22 | 5260 | 0.5614 | 0.6969 | 0.8030 | 0.8744 | 0.9443 | 0.8343 | 0.8888 | 0.5003 | 0.9095 | 0.8553 | 0.6884 | 0.8720 | 0.6960 | 0.7764 | 0.4299 | 0.8004 | 0.6500 | 0.6537 | | 0.0598 | 14.27 | 5280 | 0.5516 | 0.7114 | 0.8181 | 0.8816 | 0.9363 | 0.8463 | 0.8791 | 0.5307 | 0.9135 | 0.8787 | 0.7418 | 0.8703 | 0.6905 | 0.7743 | 0.4321 | 0.8066 | 0.6964 | 0.7096 | | 0.1074 | 14.32 | 5300 | 0.4560 | 0.7393 | 0.8364 | 0.8971 | 0.9331 | 0.8332 | 0.8744 | 0.5512 | 0.9167 | 0.8719 | 0.8746 | 0.8813 | 0.7050 | 0.7807 | 0.4254 | 0.8174 | 0.7324 | 0.8327 | | 0.177 | 14.38 | 5320 | 0.4475 | 0.7429 | 0.8297 | 0.8996 | 0.9407 | 0.8292 | 0.8672 | 0.4997 | 0.9210 | 0.8657 | 0.8847 | 0.8805 | 0.7083 | 0.7769 | 0.4317 | 0.8204 | 0.7409 | 0.8417 | | 0.0884 | 14.43 | 5340 | 0.4512 | 0.7402 | 0.8307 | 0.8984 | 0.9486 | 0.8233 | 0.8730 | 0.5089 | 0.9055 | 0.8817 | 0.8741 | 0.8809 | 0.7097 | 0.7772 | 0.4262 | 0.8207 | 0.7318 | 0.8347 | | 0.198 | 14.49 | 5360 | 0.4705 | 0.7277 | 0.8308 | 0.8915 | 0.9405 | 0.8401 | 0.8818 | 0.5433 | 0.9063 | 0.8850 | 0.8186 | 0.8832 | 0.7074 | 0.7796 | 0.4278 | 0.8152 | 0.6995 | 0.7815 | | 0.1368 | 14.54 | 5380 | 0.5291 | 0.7053 | 0.8162 | 0.8793 | 0.9444 | 0.8350 | 0.8832 | 0.5546 | 0.9057 | 0.8728 | 0.7174 | 0.8770 | 0.7014 | 0.7774 | 0.4180 | 0.8071 | 0.6673 | 0.6887 | | 0.1021 | 14.59 | 5400 | 0.5344 | 0.7093 | 0.8158 | 0.8804 | 0.9414 | 0.8290 | 0.8627 | 0.5436 | 0.9079 | 0.8897 | 0.7365 | 0.8797 | 0.7064 | 0.7771 | 0.4310 | 0.8018 | 0.6651 | 0.7043 | | 0.1462 | 14.65 | 5420 | 0.5663 | 0.7113 | 0.8151 | 0.8815 | 0.9429 | 0.8510 | 0.8709 | 0.5239 | 0.9118 | 0.8609 | 0.7443 | 0.8807 | 0.7052 | 0.7771 | 0.4325 | 0.7983 | 0.6760 | 0.7094 | | 0.2965 | 14.7 | 5440 | 0.5875 | 0.7073 | 0.8156 | 0.8790 | 0.9399 | 0.8509 | 0.8681 | 0.5267 | 0.9072 | 0.8928 | 0.7235 | 0.8795 | 0.7024 | 0.7781 | 0.4273 | 0.7957 | 0.6788 | 0.6893 | | 0.1584 | 14.76 | 5460 | 0.5612 | 0.7053 | 0.8135 | 0.8781 | 0.9424 | 0.8380 | 0.8634 | 0.5269 | 0.9030 | 0.8996 | 0.7215 | 0.8775 | 0.6992 | 0.7756 | 0.4249 | 0.7962 | 0.6762 | 0.6873 | | 0.1212 | 14.81 | 5480 | 0.5623 | 0.7061 | 0.8160 | 0.8795 | 0.9423 | 0.8549 | 0.8534 | 0.5289 | 0.9072 | 0.9015 | 0.7239 | 0.8828 | 0.7002 | 0.7712 | 0.4230 | 0.7988 | 0.6783 | 0.6886 | | 0.1495 | 14.86 | 5500 | 0.5443 | 0.7135 | 0.8195 | 0.8827 | 0.9362 | 0.8541 | 0.8807 | 0.5252 | 0.9130 | 0.8746 | 0.7530 | 0.8834 | 0.7046 | 0.7787 | 0.4249 | 0.7968 | 0.6901 | 0.7161 | | 0.8258 | 14.92 | 5520 | 0.5720 | 0.7139 | 0.8188 | 0.8827 | 0.9419 | 0.8406 | 0.8718 | 0.5370 | 0.9068 | 0.8757 | 0.7580 | 0.8825 | 0.7053 | 0.7779 | 0.4217 | 0.7949 | 0.6933 | 0.7219 | | 0.1611 | 14.97 | 5540 | 0.5816 | 0.7114 | 0.8148 | 0.8810 | 0.9375 | 0.8299 | 0.8644 | 0.5274 | 0.9128 | 0.8869 | 0.7450 | 0.8804 | 0.7056 | 0.7792 | 0.4318 | 0.7978 | 0.6866 | 0.6983 | | 0.253 | 15.03 | 5560 | 0.5703 | 0.7145 | 0.8170 | 0.8833 | 0.9381 | 0.8431 | 0.8802 | 0.5115 | 0.9129 | 0.8754 | 0.7576 | 0.8795 | 0.7082 | 0.7793 | 0.4310 | 0.8030 | 0.6864 | 0.7138 | | 0.1777 | 15.08 | 5580 | 0.5662 | 0.7173 | 0.8191 | 0.8846 | 0.9434 | 0.8395 | 0.8578 | 0.5418 | 0.9139 | 0.8766 | 0.7605 | 0.8825 | 0.7077 | 0.7775 | 0.4380 | 0.8022 | 0.6871 | 0.7261 | | 0.1439 | 15.14 | 5600 | 0.5368 | 0.7184 | 0.8145 | 0.8844 | 0.9367 | 0.8270 | 0.8799 | 0.5251 | 0.9211 | 0.8265 | 0.7853 | 0.8792 | 0.7061 | 0.7796 | 0.4316 | 0.7949 | 0.7043 | 0.7333 | | 0.1532 | 15.19 | 5620 | 0.5855 | 0.7069 | 0.8091 | 0.8782 | 0.9397 | 0.8313 | 0.8759 | 0.5335 | 0.9190 | 0.8442 | 0.7200 | 0.8787 | 0.7041 | 0.7726 | 0.4293 | 0.7889 | 0.6869 | 0.6878 | | 0.0797 | 15.24 | 5640 | 0.6323 | 0.7071 | 0.8121 | 0.8791 | 0.9391 | 0.8504 | 0.8716 | 0.5204 | 0.9188 | 0.8718 | 0.7126 | 0.8786 | 0.7005 | 0.7771 | 0.4337 | 0.7973 | 0.6811 | 0.6816 | | 0.1549 | 15.3 | 5660 | 0.5341 | 0.7174 | 0.8191 | 0.8860 | 0.9489 | 0.8214 | 0.8724 | 0.5567 | 0.9136 | 0.8658 | 0.7551 | 0.8888 | 0.7043 | 0.7798 | 0.4380 | 0.8064 | 0.6829 | 0.7216 | | 0.0825 | 15.35 | 5680 | 0.5877 | 0.7079 | 0.8141 | 0.8802 | 0.9491 | 0.8225 | 0.8568 | 0.5718 | 0.9117 | 0.8665 | 0.7199 | 0.8835 | 0.6977 | 0.7734 | 0.4385 | 0.8010 | 0.6743 | 0.6872 | | 0.1114 | 15.41 | 5700 | 0.5888 | 0.7071 | 0.8120 | 0.8796 | 0.9490 | 0.8209 | 0.8623 | 0.5668 | 0.9142 | 0.8568 | 0.7138 | 0.8836 | 0.6971 | 0.7758 | 0.4413 | 0.7990 | 0.6717 | 0.6813 | | 0.1845 | 15.46 | 5720 | 0.5980 | 0.7052 | 0.8125 | 0.8789 | 0.9400 | 0.8390 | 0.8840 | 0.5193 | 0.9112 | 0.8786 | 0.7154 | 0.8791 | 0.6993 | 0.7772 | 0.4315 | 0.8021 | 0.6658 | 0.6815 | | 0.0943 | 15.51 | 5740 | 0.5980 | 0.7066 | 0.8108 | 0.8803 | 0.9498 | 0.8326 | 0.8579 | 0.5363 | 0.9148 | 0.8706 | 0.7135 | 0.8836 | 0.6982 | 0.7729 | 0.4341 | 0.8034 | 0.6723 | 0.6815 | | 0.1462 | 15.57 | 5760 | 0.5699 | 0.7114 | 0.8108 | 0.8822 | 0.9451 | 0.8368 | 0.8590 | 0.5318 | 0.9230 | 0.8341 | 0.7458 | 0.8883 | 0.7067 | 0.7726 | 0.4326 | 0.7954 | 0.6805 | 0.7036 | | 0.0397 | 15.62 | 5780 | 0.5557 | 0.7107 | 0.8110 | 0.8827 | 0.9490 | 0.8145 | 0.8635 | 0.5260 | 0.9125 | 0.8647 | 0.7466 | 0.8854 | 0.7017 | 0.7678 | 0.4265 | 0.8016 | 0.6907 | 0.7010 | | 0.1133 | 15.68 | 5800 | 0.5547 | 0.7090 | 0.8149 | 0.8818 | 0.9483 | 0.8205 | 0.8798 | 0.5297 | 0.9009 | 0.8832 | 0.7422 | 0.8845 | 0.6992 | 0.7715 | 0.4242 | 0.8030 | 0.6845 | 0.6964 | | 0.09 | 15.73 | 5820 | 0.5832 | 0.7059 | 0.8089 | 0.8801 | 0.9449 | 0.8349 | 0.8736 | 0.5085 | 0.9165 | 0.8643 | 0.7198 | 0.8807 | 0.6956 | 0.7730 | 0.4238 | 0.8017 | 0.6865 | 0.6800 | | 0.1115 | 15.78 | 5840 | 0.5373 | 0.7007 | 0.8026 | 0.8807 | 0.9453 | 0.7627 | 0.8625 | 0.5072 | 0.9113 | 0.8712 | 0.7579 | 0.8833 | 0.6534 | 0.7736 | 0.4137 | 0.8063 | 0.6814 | 0.6930 | | 0.1302 | 15.84 | 5860 | 0.5311 | 0.7060 | 0.8081 | 0.8820 | 0.9508 | 0.8145 | 0.8773 | 0.4971 | 0.9064 | 0.8618 | 0.7487 | 0.8824 | 0.6973 | 0.7711 | 0.4074 | 0.8079 | 0.6712 | 0.7047 | | 0.1614 | 15.89 | 5880 | 0.5499 | 0.7062 | 0.8077 | 0.8819 | 0.9475 | 0.8109 | 0.8404 | 0.5094 | 0.9142 | 0.8796 | 0.7517 | 0.8847 | 0.6976 | 0.7659 | 0.4121 | 0.8070 | 0.6705 | 0.7059 | | 0.2877 | 15.95 | 5900 | 0.6037 | 0.6983 | 0.8012 | 0.8798 | 0.9440 | 0.7287 | 0.8728 | 0.5228 | 0.9093 | 0.8792 | 0.7514 | 0.8835 | 0.6398 | 0.7745 | 0.4227 | 0.8074 | 0.6709 | 0.6892 | | 0.1544 | 16.0 | 5920 | 0.6054 | 0.6997 | 0.7998 | 0.8805 | 0.9397 | 0.7367 | 0.8742 | 0.5066 | 0.9204 | 0.8718 | 0.7488 | 0.8846 | 0.6425 | 0.7766 | 0.4274 | 0.8084 | 0.6723 | 0.6860 | | 0.0872 | 16.05 | 5940 | 0.5785 | 0.6981 | 0.7984 | 0.8803 | 0.9428 | 0.7402 | 0.8800 | 0.4933 | 0.9170 | 0.8693 | 0.7459 | 0.8844 | 0.6397 | 0.7781 | 0.4226 | 0.8095 | 0.6705 | 0.6819 | | 0.1587 | 16.11 | 5960 | 0.6095 | 0.7112 | 0.8156 | 0.8822 | 0.9476 | 0.8289 | 0.8872 | 0.5422 | 0.9101 | 0.8652 | 0.7279 | 0.8871 | 0.6977 | 0.7752 | 0.4358 | 0.7975 | 0.6868 | 0.6979 | | 0.1156 | 16.16 | 5980 | 0.5631 | 0.7228 | 0.8271 | 0.8878 | 0.9435 | 0.8430 | 0.8641 | 0.5728 | 0.9099 | 0.8648 | 0.7916 | 0.8881 | 0.6966 | 0.7756 | 0.4288 | 0.7981 | 0.7184 | 0.7537 | | 0.5602 | 16.22 | 6000 | 0.6203 | 0.7132 | 0.8063 | 0.8859 | 0.9419 | 0.7312 | 0.8758 | 0.5216 | 0.9165 | 0.8520 | 0.8052 | 0.8842 | 0.6383 | 0.7753 | 0.4332 | 0.7982 | 0.7286 | 0.7345 | | 0.1459 | 16.27 | 6020 | 0.5944 | 0.7127 | 0.8062 | 0.8857 | 0.9413 | 0.7417 | 0.8655 | 0.5203 | 0.9210 | 0.8585 | 0.7955 | 0.8849 | 0.6412 | 0.7771 | 0.4349 | 0.8006 | 0.7241 | 0.7257 | | 0.0815 | 16.32 | 6040 | 0.5909 | 0.7106 | 0.8054 | 0.8846 | 0.9403 | 0.7383 | 0.8767 | 0.5181 | 0.9192 | 0.8559 | 0.7890 | 0.8837 | 0.6412 | 0.7777 | 0.4294 | 0.7992 | 0.7217 | 0.7215 | | 0.0555 | 16.38 | 6060 | 0.6450 | 0.7010 | 0.7965 | 0.8791 | 0.9475 | 0.7309 | 0.8698 | 0.5238 | 0.9174 | 0.8433 | 0.7427 | 0.8749 | 0.6325 | 0.7736 | 0.4255 | 0.7962 | 0.7195 | 0.6847 | | 0.1441 | 16.43 | 6080 | 0.5628 | 0.7094 | 0.8058 | 0.8829 | 0.9398 | 0.7435 | 0.8838 | 0.5203 | 0.9130 | 0.8553 | 0.7848 | 0.8767 | 0.6403 | 0.7787 | 0.4287 | 0.7971 | 0.7249 | 0.7197 | | 0.1232 | 16.49 | 6100 | 0.6332 | 0.7048 | 0.7949 | 0.8809 | 0.9410 | 0.7159 | 0.8585 | 0.5052 | 0.9246 | 0.8475 | 0.7716 | 0.8766 | 0.6354 | 0.7750 | 0.4266 | 0.7925 | 0.7187 | 0.7091 | | 0.0853 | 16.54 | 6120 | 0.6428 | 0.7031 | 0.7959 | 0.8797 | 0.9360 | 0.7306 | 0.8593 | 0.5026 | 0.9271 | 0.8531 | 0.7627 | 0.8752 | 0.6342 | 0.7716 | 0.4257 | 0.7919 | 0.7233 | 0.7000 | | 0.7649 | 16.59 | 6140 | 0.5122 | 0.7155 | 0.8128 | 0.8858 | 0.9417 | 0.7967 | 0.8721 | 0.5045 | 0.9136 | 0.8763 | 0.7849 | 0.8835 | 0.6709 | 0.7748 | 0.4283 | 0.8004 | 0.7250 | 0.7252 | | 0.09 | 16.65 | 6160 | 0.5520 | 0.7133 | 0.8116 | 0.8825 | 0.9419 | 0.8183 | 0.8705 | 0.5052 | 0.9114 | 0.8734 | 0.7608 | 0.8778 | 0.6943 | 0.7728 | 0.4124 | 0.7913 | 0.7264 | 0.7180 | | 0.0908 | 16.7 | 6180 | 0.5755 | 0.7079 | 0.8069 | 0.8830 | 0.9378 | 0.7643 | 0.8731 | 0.4960 | 0.9110 | 0.8767 | 0.7894 | 0.8806 | 0.6437 | 0.7765 | 0.4107 | 0.7947 | 0.7246 | 0.7249 | | 0.1677 | 16.76 | 6200 | 0.5405 | 0.7123 | 0.8083 | 0.8855 | 0.9371 | 0.7522 | 0.8811 | 0.4956 | 0.9134 | 0.8738 | 0.8052 | 0.8814 | 0.6446 | 0.7790 | 0.4156 | 0.7985 | 0.7305 | 0.7368 | | 0.1951 | 16.81 | 6220 | 0.5430 | 0.7116 | 0.8042 | 0.8850 | 0.9369 | 0.7558 | 0.8673 | 0.4940 | 0.9270 | 0.8611 | 0.7871 | 0.8812 | 0.6455 | 0.7812 | 0.4307 | 0.8014 | 0.7181 | 0.7229 | | 2.4185 | 16.86 | 6240 | 0.5116 | 0.7233 | 0.8135 | 0.8942 | 0.9414 | 0.7437 | 0.8883 | 0.4649 | 0.9122 | 0.8772 | 0.8669 | 0.8806 | 0.6438 | 0.7806 | 0.4132 | 0.8204 | 0.7283 | 0.7962 | | 0.0651 | 16.92 | 6260 | 0.5158 | 0.7125 | 0.8141 | 0.8853 | 0.9403 | 0.7532 | 0.8742 | 0.5367 | 0.9043 | 0.8867 | 0.8029 | 0.8820 | 0.6464 | 0.7821 | 0.4335 | 0.8055 | 0.7020 | 0.7358 | | 0.1278 | 16.97 | 6280 | 0.5137 | 0.7215 | 0.8240 | 0.8863 | 0.9382 | 0.8188 | 0.8786 | 0.5701 | 0.9106 | 0.8597 | 0.7923 | 0.8807 | 0.7033 | 0.7833 | 0.4311 | 0.8020 | 0.7094 | 0.7408 | | 0.0665 | 17.03 | 6300 | 0.5100 | 0.7238 | 0.8289 | 0.8877 | 0.9394 | 0.8423 | 0.8729 | 0.5794 | 0.9112 | 0.8654 | 0.7915 | 0.8850 | 0.7046 | 0.7831 | 0.4266 | 0.8007 | 0.7122 | 0.7543 | | 0.1191 | 17.08 | 6320 | 0.4659 | 0.7353 | 0.8338 | 0.8952 | 0.9470 | 0.8215 | 0.8865 | 0.5719 | 0.9055 | 0.8615 | 0.8429 | 0.8900 | 0.7069 | 0.7794 | 0.4308 | 0.8108 | 0.7305 | 0.7990 | | 0.0746 | 17.14 | 6340 | 0.4894 | 0.7308 | 0.8299 | 0.8918 | 0.9455 | 0.8394 | 0.8799 | 0.5718 | 0.9124 | 0.8460 | 0.8142 | 0.8892 | 0.7055 | 0.7774 | 0.4364 | 0.8023 | 0.7291 | 0.7756 | | 0.2034 | 17.19 | 6360 | 0.4699 | 0.7292 | 0.8226 | 0.8923 | 0.9502 | 0.8090 | 0.8897 | 0.5148 | 0.9061 | 0.8729 | 0.8155 | 0.8856 | 0.7053 | 0.7810 | 0.4269 | 0.8092 | 0.7282 | 0.7679 | | 0.7434 | 17.24 | 6380 | 0.5803 | 0.7127 | 0.8102 | 0.8834 | 0.9512 | 0.8200 | 0.8672 | 0.5169 | 0.9177 | 0.8688 | 0.7293 | 0.8867 | 0.7038 | 0.7773 | 0.4297 | 0.7991 | 0.6949 | 0.6977 | | 0.1345 | 17.3 | 6400 | 0.5747 | 0.7115 | 0.8166 | 0.8822 | 0.9477 | 0.8255 | 0.8825 | 0.5463 | 0.9072 | 0.8773 | 0.7297 | 0.8873 | 0.7034 | 0.7768 | 0.4383 | 0.8007 | 0.6783 | 0.6955 | | 0.0724 | 17.35 | 6420 | 0.5721 | 0.7099 | 0.8186 | 0.8816 | 0.9441 | 0.8450 | 0.8664 | 0.5591 | 0.9112 | 0.8699 | 0.7343 | 0.8862 | 0.6991 | 0.7750 | 0.4403 | 0.8036 | 0.6678 | 0.6975 | | 0.1157 | 17.41 | 6440 | 0.5546 | 0.7128 | 0.8164 | 0.8833 | 0.9447 | 0.8381 | 0.8653 | 0.5479 | 0.9179 | 0.8568 | 0.7442 | 0.8868 | 0.7034 | 0.7776 | 0.4376 | 0.8042 | 0.6753 | 0.7051 | | 0.6272 | 17.46 | 6460 | 0.5512 | 0.7149 | 0.8170 | 0.8844 | 0.9441 | 0.8297 | 0.8799 | 0.5351 | 0.9159 | 0.8680 | 0.7463 | 0.8877 | 0.7067 | 0.7774 | 0.4369 | 0.8041 | 0.6810 | 0.7103 | | 0.065 | 17.51 | 6480 | 0.4920 | 0.7197 | 0.8191 | 0.8873 | 0.9372 | 0.8093 | 0.8770 | 0.5159 | 0.9123 | 0.8816 | 0.8003 | 0.8797 | 0.6982 | 0.7814 | 0.4296 | 0.8122 | 0.6940 | 0.7426 | | 0.106 | 17.57 | 6500 | 0.4874 | 0.7222 | 0.8267 | 0.8885 | 0.9392 | 0.8187 | 0.8700 | 0.5456 | 0.8989 | 0.8848 | 0.8299 | 0.8814 | 0.7019 | 0.7773 | 0.4278 | 0.8151 | 0.7016 | 0.7501 | | 0.4623 | 17.62 | 6520 | 0.4663 | 0.7323 | 0.8317 | 0.8947 | 0.9397 | 0.8166 | 0.8638 | 0.5497 | 0.9080 | 0.8808 | 0.8632 | 0.8835 | 0.7045 | 0.7775 | 0.4254 | 0.8228 | 0.7205 | 0.7919 | | 0.1292 | 17.68 | 6540 | 0.4846 | 0.7257 | 0.8269 | 0.8913 | 0.9345 | 0.8034 | 0.8724 | 0.5349 | 0.9066 | 0.8832 | 0.8533 | 0.8797 | 0.6932 | 0.7775 | 0.4186 | 0.8183 | 0.7154 | 0.7773 | | 0.1434 | 17.73 | 6560 | 0.5075 | 0.7200 | 0.8167 | 0.8875 | 0.9376 | 0.8059 | 0.8805 | 0.5128 | 0.9166 | 0.8592 | 0.8045 | 0.8803 | 0.6989 | 0.7812 | 0.4201 | 0.8073 | 0.7048 | 0.7475 | | 0.1434 | 17.78 | 6580 | 0.5273 | 0.7225 | 0.8223 | 0.8885 | 0.9346 | 0.8451 | 0.8727 | 0.5019 | 0.9160 | 0.8788 | 0.8072 | 0.8819 | 0.7040 | 0.7806 | 0.4175 | 0.8056 | 0.7113 | 0.7565 | | 0.1528 | 17.84 | 6600 | 0.5419 | 0.7181 | 0.8155 | 0.8872 | 0.9382 | 0.7992 | 0.8891 | 0.4952 | 0.9111 | 0.8707 | 0.8050 | 0.8804 | 0.6901 | 0.7771 | 0.4133 | 0.8054 | 0.7122 | 0.7480 | | 0.326 | 17.89 | 6620 | 0.4937 | 0.7303 | 0.8299 | 0.8931 | 0.9398 | 0.8346 | 0.8880 | 0.5239 | 0.9072 | 0.8784 | 0.8373 | 0.8837 | 0.7059 | 0.7778 | 0.4200 | 0.8129 | 0.7167 | 0.7948 | | 0.1772 | 17.95 | 6640 | 0.4895 | 0.7400 | 0.8333 | 0.8983 | 0.9359 | 0.8366 | 0.8749 | 0.5061 | 0.9152 | 0.8840 | 0.8803 | 0.8820 | 0.7049 | 0.7798 | 0.4290 | 0.8206 | 0.7382 | 0.8255 | | 0.1841 | 18.0 | 6660 | 0.5031 | 0.7391 | 0.8344 | 0.8978 | 0.9391 | 0.8235 | 0.8797 | 0.5181 | 0.9049 | 0.8902 | 0.8849 | 0.8790 | 0.6979 | 0.7796 | 0.4292 | 0.8224 | 0.7401 | 0.8252 | | 0.1194 | 18.05 | 6680 | 0.5492 | 0.7143 | 0.8059 | 0.8879 | 0.9372 | 0.7420 | 0.8824 | 0.4740 | 0.9203 | 0.8671 | 0.8185 | 0.8793 | 0.6432 | 0.7794 | 0.4175 | 0.8086 | 0.7234 | 0.7489 | | 0.0874 | 18.11 | 6700 | 0.5252 | 0.7216 | 0.8188 | 0.8915 | 0.9353 | 0.7620 | 0.8655 | 0.5191 | 0.9150 | 0.8831 | 0.8515 | 0.8798 | 0.6392 | 0.7790 | 0.4291 | 0.8161 | 0.7295 | 0.7785 | | 0.2507 | 18.16 | 6720 | 0.5484 | 0.7201 | 0.8139 | 0.8907 | 0.9375 | 0.7313 | 0.8781 | 0.5032 | 0.9110 | 0.8897 | 0.8467 | 0.8798 | 0.6401 | 0.7797 | 0.4239 | 0.8122 | 0.7313 | 0.7739 | | 0.1243 | 18.22 | 6740 | 0.5657 | 0.7145 | 0.8065 | 0.8860 | 0.9386 | 0.7248 | 0.8740 | 0.5135 | 0.9162 | 0.8674 | 0.8108 | 0.8806 | 0.6408 | 0.7811 | 0.4245 | 0.7974 | 0.7393 | 0.7375 | | 0.5715 | 18.27 | 6760 | 0.4772 | 0.7355 | 0.8272 | 0.8990 | 0.9431 | 0.7711 | 0.8622 | 0.5217 | 0.9133 | 0.8900 | 0.8889 | 0.8872 | 0.6662 | 0.7794 | 0.4282 | 0.8251 | 0.7468 | 0.8159 | | 0.1517 | 18.32 | 6780 | 0.4804 | 0.7373 | 0.8335 | 0.8981 | 0.9397 | 0.8005 | 0.8741 | 0.5403 | 0.9090 | 0.8902 | 0.8809 | 0.8857 | 0.6945 | 0.7793 | 0.4287 | 0.8253 | 0.7343 | 0.8133 | | 0.2206 | 18.38 | 6800 | 0.4736 | 0.7346 | 0.8290 | 0.8989 | 0.9437 | 0.7558 | 0.8791 | 0.5499 | 0.9095 | 0.8724 | 0.8922 | 0.8871 | 0.6593 | 0.7817 | 0.4248 | 0.8266 | 0.7440 | 0.8187 | | 0.1793 | 18.43 | 6820 | 0.4780 | 0.7342 | 0.8252 | 0.8993 | 0.9450 | 0.7567 | 0.8716 | 0.5234 | 0.9136 | 0.8712 | 0.8946 | 0.8867 | 0.6529 | 0.7802 | 0.4299 | 0.8285 | 0.7438 | 0.8172 | | 0.1145 | 18.49 | 6840 | 0.4977 | 0.7310 | 0.8214 | 0.8983 | 0.9470 | 0.7326 | 0.8756 | 0.5149 | 0.9097 | 0.8840 | 0.8862 | 0.8852 | 0.6395 | 0.7793 | 0.4302 | 0.8278 | 0.7434 | 0.8114 | | 0.1795 | 18.54 | 6860 | 0.5186 | 0.7287 | 0.8220 | 0.8965 | 0.9375 | 0.7385 | 0.8750 | 0.5185 | 0.9131 | 0.8788 | 0.8922 | 0.8835 | 0.6419 | 0.7770 | 0.4282 | 0.8257 | 0.7414 | 0.8030 | | 0.1177 | 18.59 | 6880 | 0.4913 | 0.7308 | 0.8283 | 0.8929 | 0.9455 | 0.8327 | 0.8719 | 0.5425 | 0.9121 | 0.8750 | 0.8183 | 0.8886 | 0.7052 | 0.7812 | 0.4351 | 0.8103 | 0.7250 | 0.7701 | | 0.1396 | 18.65 | 6900 | 0.5047 | 0.7286 | 0.8289 | 0.8917 | 0.9388 | 0.8497 | 0.8785 | 0.5495 | 0.9213 | 0.8569 | 0.8072 | 0.8886 | 0.6988 | 0.7830 | 0.4336 | 0.8079 | 0.7240 | 0.7644 | | 0.074 | 18.7 | 6920 | 0.4698 | 0.7357 | 0.8362 | 0.8962 | 0.9462 | 0.8410 | 0.8769 | 0.5523 | 0.9033 | 0.8837 | 0.8497 | 0.8881 | 0.7053 | 0.7782 | 0.4386 | 0.8201 | 0.7173 | 0.8025 | | 0.0895 | 18.76 | 6940 | 0.5044 | 0.7269 | 0.8271 | 0.8902 | 0.9425 | 0.8348 | 0.8692 | 0.5587 | 0.9155 | 0.8721 | 0.7970 | 0.8874 | 0.7064 | 0.7792 | 0.4347 | 0.8064 | 0.7169 | 0.7575 | | 0.1672 | 18.81 | 6960 | 0.5068 | 0.7274 | 0.8261 | 0.8913 | 0.9472 | 0.8288 | 0.8699 | 0.5518 | 0.9140 | 0.8746 | 0.7965 | 0.8897 | 0.7033 | 0.7798 | 0.4374 | 0.8093 | 0.7149 | 0.7572 | | 0.076 | 18.86 | 6980 | 0.5349 | 0.7284 | 0.8252 | 0.8918 | 0.9483 | 0.8235 | 0.8669 | 0.5465 | 0.9149 | 0.8765 | 0.7995 | 0.8895 | 0.6992 | 0.7787 | 0.4395 | 0.8084 | 0.7205 | 0.7627 | | 0.1471 | 18.92 | 7000 | 0.5228 | 0.7277 | 0.8262 | 0.8901 | 0.9423 | 0.8316 | 0.8715 | 0.5508 | 0.9137 | 0.8700 | 0.8033 | 0.8837 | 0.7009 | 0.7822 | 0.4341 | 0.8035 | 0.7242 | 0.7651 | | 0.1301 | 18.97 | 7020 | 0.5561 | 0.7258 | 0.8245 | 0.8886 | 0.9422 | 0.8108 | 0.8647 | 0.5742 | 0.9134 | 0.8675 | 0.7990 | 0.8830 | 0.6989 | 0.7803 | 0.4329 | 0.7996 | 0.7270 | 0.7591 | | 0.1434 | 19.03 | 7040 | 0.5282 | 0.7269 | 0.8290 | 0.8893 | 0.9404 | 0.8378 | 0.8635 | 0.5689 | 0.9110 | 0.8787 | 0.8030 | 0.8836 | 0.6985 | 0.7812 | 0.4389 | 0.8024 | 0.7189 | 0.7648 | | 0.1616 | 19.08 | 7060 | 0.5171 | 0.7264 | 0.8251 | 0.8892 | 0.9412 | 0.8066 | 0.8744 | 0.5583 | 0.9078 | 0.8763 | 0.8110 | 0.8824 | 0.6981 | 0.7812 | 0.4352 | 0.8022 | 0.7229 | 0.7625 | | 0.1079 | 19.14 | 7080 | 0.5325 | 0.7246 | 0.8213 | 0.8882 | 0.9378 | 0.8086 | 0.8716 | 0.5485 | 0.9182 | 0.8640 | 0.8003 | 0.8805 | 0.6972 | 0.7835 | 0.4347 | 0.8022 | 0.7248 | 0.7493 | | 0.1672 | 19.19 | 7100 | 0.5327 | 0.7273 | 0.8244 | 0.8895 | 0.9422 | 0.8242 | 0.8625 | 0.5552 | 0.9162 | 0.8696 | 0.8007 | 0.8835 | 0.7031 | 0.7800 | 0.4388 | 0.8020 | 0.7211 | 0.7630 | | 0.0963 | 19.24 | 7120 | 0.5136 | 0.7248 | 0.8257 | 0.8888 | 0.9445 | 0.8344 | 0.8709 | 0.5591 | 0.9097 | 0.8625 | 0.7989 | 0.8816 | 0.7031 | 0.7826 | 0.4284 | 0.8054 | 0.7142 | 0.7583 | | 0.1162 | 19.3 | 7140 | 0.5461 | 0.7254 | 0.8259 | 0.8890 | 0.9423 | 0.8372 | 0.8809 | 0.5598 | 0.9136 | 0.8495 | 0.7981 | 0.8832 | 0.7029 | 0.7852 | 0.4180 | 0.8011 | 0.7279 | 0.7599 | | 0.0799 | 19.35 | 7160 | 0.5902 | 0.7158 | 0.8162 | 0.8846 | 0.9396 | 0.8302 | 0.8682 | 0.5226 | 0.9183 | 0.8700 | 0.7646 | 0.8823 | 0.7028 | 0.7797 | 0.4299 | 0.8037 | 0.6904 | 0.7217 | | 0.0701 | 19.41 | 7180 | 0.5926 | 0.7038 | 0.8039 | 0.8813 | 0.9398 | 0.7416 | 0.8608 | 0.5220 | 0.9152 | 0.8830 | 0.7649 | 0.8800 | 0.6510 | 0.7757 | 0.4271 | 0.8067 | 0.6825 | 0.7040 | | 0.1361 | 19.46 | 7200 | 0.6125 | 0.7163 | 0.8163 | 0.8854 | 0.9396 | 0.8311 | 0.8610 | 0.5186 | 0.9208 | 0.8767 | 0.7662 | 0.8833 | 0.7040 | 0.7773 | 0.4328 | 0.8075 | 0.6833 | 0.7261 | | 0.1071 | 19.51 | 7220 | 0.5760 | 0.7155 | 0.8198 | 0.8846 | 0.9441 | 0.8383 | 0.8569 | 0.5451 | 0.9108 | 0.8771 | 0.7661 | 0.8820 | 0.7033 | 0.7776 | 0.4297 | 0.8069 | 0.6812 | 0.7281 | | 0.0699 | 19.57 | 7240 | 0.5775 | 0.7124 | 0.8168 | 0.8831 | 0.9397 | 0.8000 | 0.8649 | 0.5633 | 0.9128 | 0.8719 | 0.7653 | 0.8806 | 0.6935 | 0.7773 | 0.4268 | 0.8061 | 0.6824 | 0.7198 | | 0.1884 | 19.62 | 7260 | 0.5848 | 0.7082 | 0.8115 | 0.8823 | 0.9377 | 0.7771 | 0.8674 | 0.5400 | 0.9142 | 0.8764 | 0.7675 | 0.8801 | 0.6667 | 0.7779 | 0.4339 | 0.8078 | 0.6827 | 0.7083 | | 0.0725 | 19.68 | 7280 | 0.5811 | 0.7066 | 0.8096 | 0.8824 | 0.9352 | 0.7375 | 0.8681 | 0.5562 | 0.9157 | 0.8762 | 0.7785 | 0.8811 | 0.6408 | 0.7795 | 0.4366 | 0.8070 | 0.6909 | 0.7106 | | 0.1746 | 19.73 | 7300 | 0.6009 | 0.7088 | 0.8181 | 0.8815 | 0.9326 | 0.7889 | 0.8763 | 0.5736 | 0.9104 | 0.8801 | 0.7648 | 0.8801 | 0.6746 | 0.7806 | 0.4304 | 0.8057 | 0.6818 | 0.7081 | | 0.1194 | 19.78 | 7320 | 0.6263 | 0.7068 | 0.8107 | 0.8813 | 0.9384 | 0.7763 | 0.8544 | 0.5529 | 0.9164 | 0.8784 | 0.7579 | 0.8797 | 0.6673 | 0.7761 | 0.4356 | 0.8072 | 0.6794 | 0.7022 | | 1.7196 | 19.84 | 7340 | 0.6567 | 0.7014 | 0.8042 | 0.8799 | 0.9420 | 0.7219 | 0.8769 | 0.5483 | 0.9089 | 0.8775 | 0.7536 | 0.8788 | 0.6380 | 0.7781 | 0.4355 | 0.8059 | 0.6798 | 0.6940 | | 1.7015 | 19.89 | 7360 | 0.6426 | 0.7102 | 0.8176 | 0.8811 | 0.9405 | 0.8053 | 0.8776 | 0.5722 | 0.9070 | 0.8731 | 0.7477 | 0.8792 | 0.6927 | 0.7778 | 0.4370 | 0.8043 | 0.6782 | 0.7022 | | 0.0805 | 19.95 | 7380 | 0.5811 | 0.7063 | 0.8137 | 0.8821 | 0.9390 | 0.7647 | 0.8700 | 0.5678 | 0.9105 | 0.8800 | 0.7642 | 0.8840 | 0.6498 | 0.7778 | 0.4389 | 0.8088 | 0.6830 | 0.7021 | | 0.219 | 20.0 | 7400 | 0.6208 | 0.7019 | 0.8119 | 0.8797 | 0.9378 | 0.7344 | 0.8682 | 0.5779 | 0.9011 | 0.9001 | 0.7636 | 0.8811 | 0.6346 | 0.7778 | 0.4365 | 0.8049 | 0.6794 | 0.6991 | | 0.1064 | 20.05 | 7420 | 0.5930 | 0.7050 | 0.8089 | 0.8818 | 0.9378 | 0.7326 | 0.8808 | 0.5498 | 0.9098 | 0.8809 | 0.7706 | 0.8811 | 0.6371 | 0.7809 | 0.4387 | 0.8077 | 0.6850 | 0.7042 | | 0.1225 | 20.11 | 7440 | 0.6141 | 0.7039 | 0.8100 | 0.8809 | 0.9367 | 0.7466 | 0.8674 | 0.5571 | 0.9107 | 0.8868 | 0.7648 | 0.8811 | 0.6392 | 0.7790 | 0.4388 | 0.8068 | 0.6815 | 0.7006 | | 0.1528 | 20.16 | 7460 | 0.6091 | 0.7044 | 0.8081 | 0.8813 | 0.9361 | 0.7457 | 0.8599 | 0.5437 | 0.9140 | 0.8863 | 0.7712 | 0.8815 | 0.6407 | 0.7758 | 0.4383 | 0.8066 | 0.6836 | 0.7041 | | 0.0898 | 20.22 | 7480 | 0.5996 | 0.7033 | 0.8043 | 0.8813 | 0.9391 | 0.7470 | 0.8692 | 0.5258 | 0.9171 | 0.8669 | 0.7647 | 0.8802 | 0.6431 | 0.7788 | 0.4309 | 0.8071 | 0.6815 | 0.7016 | | 0.061 | 20.27 | 7500 | 0.5774 | 0.7044 | 0.8052 | 0.8817 | 0.9372 | 0.7412 | 0.8784 | 0.5365 | 0.9187 | 0.8529 | 0.7717 | 0.8808 | 0.6412 | 0.7802 | 0.4330 | 0.8063 | 0.6827 | 0.7064 | | 0.2588 | 20.32 | 7520 | 0.5633 | 0.7058 | 0.8055 | 0.8833 | 0.9419 | 0.7396 | 0.8736 | 0.5311 | 0.9182 | 0.8636 | 0.7704 | 0.8832 | 0.6404 | 0.7816 | 0.4336 | 0.8113 | 0.6855 | 0.7049 | | 0.1383 | 20.38 | 7540 | 0.5946 | 0.7105 | 0.8138 | 0.8830 | 0.9332 | 0.7809 | 0.8742 | 0.5516 | 0.9208 | 0.8680 | 0.7680 | 0.8812 | 0.6698 | 0.7828 | 0.4335 | 0.8065 | 0.6892 | 0.7105 | | 0.0776 | 20.43 | 7560 | 0.5698 | 0.7064 | 0.8091 | 0.8828 | 0.9362 | 0.7478 | 0.8733 | 0.5394 | 0.9164 | 0.8764 | 0.7743 | 0.8813 | 0.6379 | 0.7835 | 0.4336 | 0.8081 | 0.6912 | 0.7094 | | 0.0881 | 20.49 | 7580 | 0.5651 | 0.7094 | 0.8150 | 0.8828 | 0.9366 | 0.7775 | 0.8798 | 0.5485 | 0.9111 | 0.8873 | 0.7640 | 0.8814 | 0.6707 | 0.7861 | 0.4316 | 0.8100 | 0.6787 | 0.7070 | | 0.0403 | 20.54 | 7600 | 0.5827 | 0.7106 | 0.8128 | 0.8831 | 0.9363 | 0.7902 | 0.8742 | 0.5418 | 0.9200 | 0.8619 | 0.7649 | 0.8813 | 0.6770 | 0.7856 | 0.4309 | 0.8068 | 0.6834 | 0.7090 | | 0.078 | 20.59 | 7620 | 0.5765 | 0.7034 | 0.8061 | 0.8817 | 0.9398 | 0.7406 | 0.8713 | 0.5440 | 0.9161 | 0.8651 | 0.7658 | 0.8804 | 0.6380 | 0.7863 | 0.4266 | 0.8094 | 0.6814 | 0.7018 | | 0.3356 | 20.65 | 7640 | 0.5912 | 0.7061 | 0.8074 | 0.8825 | 0.9351 | 0.7633 | 0.8712 | 0.5214 | 0.9212 | 0.8708 | 0.7688 | 0.8810 | 0.6466 | 0.7851 | 0.4336 | 0.8092 | 0.6836 | 0.7037 | | 1.3171 | 20.7 | 7660 | 0.5602 | 0.7069 | 0.8083 | 0.8832 | 0.9413 | 0.7441 | 0.8743 | 0.5402 | 0.9147 | 0.8756 | 0.7678 | 0.8830 | 0.6496 | 0.7844 | 0.4341 | 0.8118 | 0.6810 | 0.7045 | | 0.0977 | 20.76 | 7680 | 0.5698 | 0.7072 | 0.8097 | 0.8825 | 0.9377 | 0.7633 | 0.8650 | 0.5423 | 0.9169 | 0.8716 | 0.7709 | 0.8809 | 0.6540 | 0.7816 | 0.4357 | 0.8089 | 0.6823 | 0.7073 | | 0.1241 | 20.81 | 7700 | 0.5930 | 0.7128 | 0.8143 | 0.8838 | 0.9368 | 0.8196 | 0.8633 | 0.5272 | 0.9224 | 0.8677 | 0.7632 | 0.8826 | 0.6924 | 0.7804 | 0.4331 | 0.8068 | 0.6794 | 0.7150 | | 0.1504 | 20.86 | 7720 | 0.5620 | 0.7150 | 0.8158 | 0.8847 | 0.9397 | 0.8153 | 0.8756 | 0.5283 | 0.9166 | 0.8664 | 0.7686 | 0.8833 | 0.6988 | 0.7806 | 0.4346 | 0.8073 | 0.6799 | 0.7203 | | 0.1303 | 20.92 | 7740 | 0.5552 | 0.7153 | 0.8169 | 0.8847 | 0.9395 | 0.8212 | 0.8648 | 0.5311 | 0.9158 | 0.8744 | 0.7716 | 0.8826 | 0.6977 | 0.7792 | 0.4361 | 0.8074 | 0.6829 | 0.7215 | | 0.1769 | 20.97 | 7760 | 0.5356 | 0.7134 | 0.8102 | 0.8851 | 0.9392 | 0.8151 | 0.8748 | 0.4775 | 0.9192 | 0.8678 | 0.7780 | 0.8807 | 0.6960 | 0.7808 | 0.4172 | 0.8083 | 0.6865 | 0.7240 | | 0.1076 | 21.03 | 7780 | 0.5276 | 0.7188 | 0.8172 | 0.8874 | 0.9450 | 0.8183 | 0.8750 | 0.5146 | 0.9117 | 0.8648 | 0.7910 | 0.8823 | 0.7001 | 0.7814 | 0.4262 | 0.8108 | 0.6883 | 0.7426 | | 0.1167 | 21.08 | 7800 | 0.5451 | 0.7170 | 0.8193 | 0.8858 | 0.9412 | 0.8274 | 0.8671 | 0.5280 | 0.9127 | 0.8857 | 0.7729 | 0.8844 | 0.7033 | 0.7808 | 0.4294 | 0.8082 | 0.6814 | 0.7314 | | 0.1505 | 21.14 | 7820 | 0.5803 | 0.7127 | 0.8187 | 0.8832 | 0.9381 | 0.8204 | 0.8707 | 0.5503 | 0.9121 | 0.8756 | 0.7634 | 0.8813 | 0.6950 | 0.7812 | 0.4298 | 0.8071 | 0.6792 | 0.7150 | | 0.0978 | 21.19 | 7840 | 0.5547 | 0.7092 | 0.8096 | 0.8844 | 0.9383 | 0.7414 | 0.8759 | 0.5400 | 0.9153 | 0.8644 | 0.7917 | 0.8814 | 0.6410 | 0.7830 | 0.4297 | 0.8081 | 0.6970 | 0.7243 | | 0.1336 | 21.24 | 7860 | 0.5842 | 0.7095 | 0.8124 | 0.8827 | 0.9349 | 0.7769 | 0.8704 | 0.5432 | 0.9180 | 0.8778 | 0.7655 | 0.8821 | 0.6664 | 0.7837 | 0.4352 | 0.8053 | 0.6874 | 0.7065 | | 0.0434 | 21.3 | 7880 | 0.5824 | 0.7172 | 0.8205 | 0.8851 | 0.9390 | 0.8237 | 0.8763 | 0.5484 | 0.9144 | 0.8757 | 0.7663 | 0.8843 | 0.7015 | 0.7813 | 0.4384 | 0.8057 | 0.6847 | 0.7243 | | 0.1369 | 21.35 | 7900 | 0.5607 | 0.7172 | 0.8203 | 0.8853 | 0.9390 | 0.8351 | 0.8760 | 0.5374 | 0.9153 | 0.8710 | 0.7682 | 0.8840 | 0.7032 | 0.7807 | 0.4363 | 0.8061 | 0.6832 | 0.7268 | | 0.1912 | 21.41 | 7920 | 0.5439 | 0.7188 | 0.8225 | 0.8860 | 0.9412 | 0.8383 | 0.8626 | 0.5567 | 0.9149 | 0.8707 | 0.7735 | 0.8836 | 0.7002 | 0.7822 | 0.4392 | 0.8070 | 0.6885 | 0.7313 | | 0.1582 | 21.46 | 7940 | 0.5571 | 0.7187 | 0.8151 | 0.8865 | 0.9447 | 0.8064 | 0.8735 | 0.5326 | 0.9194 | 0.8584 | 0.7709 | 0.8837 | 0.6987 | 0.7832 | 0.4385 | 0.8061 | 0.6871 | 0.7338 | | 0.0929 | 21.51 | 7960 | 0.5337 | 0.7203 | 0.8231 | 0.8872 | 0.9407 | 0.8339 | 0.8734 | 0.5499 | 0.9157 | 0.8705 | 0.7774 | 0.8847 | 0.7018 | 0.7832 | 0.4407 | 0.8099 | 0.6832 | 0.7386 | | 0.1048 | 21.57 | 7980 | 0.5401 | 0.7217 | 0.8233 | 0.8878 | 0.9426 | 0.8309 | 0.8764 | 0.5440 | 0.9125 | 0.8753 | 0.7813 | 0.8846 | 0.7013 | 0.7822 | 0.4391 | 0.8081 | 0.6919 | 0.7445 | | 0.0727 | 21.62 | 8000 | 0.5514 | 0.7187 | 0.8208 | 0.8866 | 0.9422 | 0.8335 | 0.8697 | 0.5334 | 0.9141 | 0.8796 | 0.7729 | 0.8846 | 0.7021 | 0.7798 | 0.4371 | 0.8094 | 0.6822 | 0.7359 | | 0.1216 | 21.68 | 8020 | 0.5111 | 0.7226 | 0.8245 | 0.8889 | 0.9420 | 0.8297 | 0.8737 | 0.5383 | 0.9105 | 0.8795 | 0.7974 | 0.8835 | 0.7019 | 0.7824 | 0.4371 | 0.8148 | 0.6878 | 0.7510 | | 0.1459 | 21.73 | 8040 | 0.5444 | 0.7199 | 0.8168 | 0.8878 | 0.9379 | 0.7841 | 0.8657 | 0.5358 | 0.9194 | 0.8734 | 0.8014 | 0.8822 | 0.6837 | 0.7813 | 0.4348 | 0.8096 | 0.7035 | 0.7441 | | 0.1852 | 21.78 | 8060 | 0.5350 | 0.7223 | 0.8247 | 0.8883 | 0.9412 | 0.8266 | 0.8679 | 0.5547 | 0.9128 | 0.8788 | 0.7905 | 0.8842 | 0.6993 | 0.7834 | 0.4344 | 0.8094 | 0.6983 | 0.7473 | | 0.0647 | 21.84 | 8080 | 0.5759 | 0.7213 | 0.8262 | 0.8876 | 0.9390 | 0.8241 | 0.8713 | 0.5653 | 0.9112 | 0.8879 | 0.7847 | 0.8849 | 0.6995 | 0.7828 | 0.4386 | 0.8101 | 0.6906 | 0.7428 | | 0.0837 | 21.89 | 8100 | 0.5525 | 0.7246 | 0.8235 | 0.8892 | 0.9365 | 0.8146 | 0.8732 | 0.5414 | 0.9164 | 0.8750 | 0.8076 | 0.8825 | 0.6975 | 0.7816 | 0.4392 | 0.8094 | 0.7085 | 0.7536 | | 0.1846 | 21.95 | 8120 | 0.5484 | 0.7272 | 0.8259 | 0.8903 | 0.9411 | 0.8181 | 0.8788 | 0.5542 | 0.9149 | 0.8741 | 0.8000 | 0.8854 | 0.7019 | 0.7838 | 0.4427 | 0.8078 | 0.7078 | 0.7613 | | 0.1278 | 22.0 | 8140 | 0.5386 | 0.7271 | 0.8272 | 0.8903 | 0.9422 | 0.8282 | 0.8812 | 0.5455 | 0.9091 | 0.8811 | 0.8034 | 0.8848 | 0.7038 | 0.7827 | 0.4411 | 0.8086 | 0.7062 | 0.7624 | | 0.0926 | 22.05 | 8160 | 0.5304 | 0.7240 | 0.8272 | 0.8884 | 0.9430 | 0.8241 | 0.8711 | 0.5746 | 0.9093 | 0.8793 | 0.7889 | 0.8853 | 0.7035 | 0.7825 | 0.4416 | 0.8078 | 0.6965 | 0.7508 | | 0.0592 | 22.11 | 8180 | 0.5332 | 0.7264 | 0.8229 | 0.8897 | 0.9448 | 0.7984 | 0.8755 | 0.5636 | 0.9139 | 0.8657 | 0.7982 | 0.8845 | 0.6999 | 0.7810 | 0.4400 | 0.8052 | 0.7133 | 0.7609 | | 0.1817 | 22.16 | 8200 | 0.5291 | 0.7277 | 0.8281 | 0.8906 | 0.9411 | 0.8406 | 0.8751 | 0.5480 | 0.9136 | 0.8761 | 0.8023 | 0.8867 | 0.7046 | 0.7813 | 0.4389 | 0.8071 | 0.7117 | 0.7635 | | 0.1515 | 22.22 | 8220 | 0.5509 | 0.7275 | 0.8269 | 0.8899 | 0.9381 | 0.8363 | 0.8703 | 0.5463 | 0.9162 | 0.8772 | 0.8036 | 0.8853 | 0.7055 | 0.7811 | 0.4376 | 0.8038 | 0.7167 | 0.7626 | | 0.0848 | 22.27 | 8240 | 0.5433 | 0.7264 | 0.8255 | 0.8893 | 0.9358 | 0.8325 | 0.8701 | 0.5449 | 0.9185 | 0.8714 | 0.8053 | 0.8843 | 0.7060 | 0.7813 | 0.4374 | 0.8047 | 0.7139 | 0.7571 | | 0.1139 | 22.32 | 8260 | 0.5632 | 0.7250 | 0.8267 | 0.8885 | 0.9403 | 0.8277 | 0.8736 | 0.5600 | 0.9104 | 0.8801 | 0.7947 | 0.8853 | 0.7076 | 0.7814 | 0.4367 | 0.8042 | 0.7079 | 0.7520 | | 0.5177 | 22.38 | 8280 | 0.5729 | 0.7166 | 0.8211 | 0.8844 | 0.9378 | 0.8310 | 0.8771 | 0.5467 | 0.9130 | 0.8809 | 0.7614 | 0.8841 | 0.7072 | 0.7815 | 0.4379 | 0.8050 | 0.6824 | 0.7180 | | 0.1236 | 22.43 | 8300 | 0.5515 | 0.7227 | 0.8228 | 0.8876 | 0.9373 | 0.8245 | 0.8667 | 0.5507 | 0.9181 | 0.8692 | 0.7929 | 0.8847 | 0.7048 | 0.7820 | 0.4356 | 0.8045 | 0.7037 | 0.7436 | | 0.0984 | 22.49 | 8320 | 0.5298 | 0.7214 | 0.8218 | 0.8873 | 0.9408 | 0.8249 | 0.8826 | 0.5460 | 0.9139 | 0.8556 | 0.7888 | 0.8849 | 0.7065 | 0.7813 | 0.4306 | 0.8041 | 0.7011 | 0.7414 | | 0.1006 | 22.54 | 8340 | 0.5768 | 0.7127 | 0.8163 | 0.8828 | 0.9398 | 0.8122 | 0.8649 | 0.5427 | 0.9112 | 0.8830 | 0.7603 | 0.8829 | 0.6986 | 0.7779 | 0.4356 | 0.8037 | 0.6797 | 0.7106 | | 0.0579 | 22.59 | 8360 | 0.5445 | 0.7139 | 0.8163 | 0.8843 | 0.9388 | 0.7999 | 0.8679 | 0.5413 | 0.9121 | 0.8746 | 0.7797 | 0.8817 | 0.6815 | 0.7797 | 0.4354 | 0.8059 | 0.6923 | 0.7205 | | 0.1172 | 22.65 | 8380 | 0.5767 | 0.7125 | 0.8174 | 0.8829 | 0.9411 | 0.8318 | 0.8663 | 0.5422 | 0.9132 | 0.8758 | 0.7515 | 0.8836 | 0.7009 | 0.7782 | 0.4367 | 0.8055 | 0.6759 | 0.7066 | | 0.1545 | 22.7 | 8400 | 0.5854 | 0.7114 | 0.8146 | 0.8826 | 0.9431 | 0.8138 | 0.8676 | 0.5363 | 0.9106 | 0.8776 | 0.7532 | 0.8817 | 0.6967 | 0.7797 | 0.4359 | 0.8069 | 0.6733 | 0.7054 | | 0.044 | 22.76 | 8420 | 0.5867 | 0.7099 | 0.8126 | 0.8820 | 0.9393 | 0.7963 | 0.8624 | 0.5450 | 0.9164 | 0.8751 | 0.7537 | 0.8821 | 0.6883 | 0.7795 | 0.4381 | 0.8062 | 0.6744 | 0.7010 | | 1.4577 | 22.81 | 8440 | 0.5761 | 0.7130 | 0.8154 | 0.8834 | 0.9432 | 0.8199 | 0.8782 | 0.5466 | 0.9156 | 0.8492 | 0.7549 | 0.8830 | 0.7022 | 0.7797 | 0.4339 | 0.8057 | 0.6749 | 0.7115 | | 0.0514 | 22.86 | 8460 | 0.5602 | 0.7105 | 0.8134 | 0.8827 | 0.9396 | 0.7937 | 0.8748 | 0.5392 | 0.9123 | 0.8670 | 0.7669 | 0.8806 | 0.6785 | 0.7804 | 0.4358 | 0.8063 | 0.6832 | 0.7089 | | 0.1701 | 22.92 | 8480 | 0.5568 | 0.7102 | 0.8095 | 0.8845 | 0.9435 | 0.7661 | 0.8802 | 0.5273 | 0.9157 | 0.8635 | 0.7700 | 0.8852 | 0.6639 | 0.7805 | 0.4355 | 0.8095 | 0.6884 | 0.7085 | | 0.2267 | 22.97 | 8500 | 0.5569 | 0.7140 | 0.8135 | 0.8869 | 0.9431 | 0.7740 | 0.8688 | 0.5302 | 0.9161 | 0.8754 | 0.7872 | 0.8867 | 0.6592 | 0.7804 | 0.4364 | 0.8123 | 0.6997 | 0.7236 | | 1.5935 | 23.03 | 8520 | 0.5874 | 0.7177 | 0.8183 | 0.8870 | 0.9469 | 0.8319 | 0.8723 | 0.5303 | 0.9167 | 0.8651 | 0.7652 | 0.8882 | 0.7028 | 0.7791 | 0.4344 | 0.8107 | 0.6866 | 0.7223 | | 0.6755 | 23.08 | 8540 | 0.5885 | 0.7161 | 0.8164 | 0.8863 | 0.9459 | 0.8387 | 0.8614 | 0.5197 | 0.9204 | 0.8699 | 0.7590 | 0.8881 | 0.7025 | 0.7776 | 0.4350 | 0.8115 | 0.6814 | 0.7165 | | 0.1699 | 23.14 | 8560 | 0.6035 | 0.7135 | 0.8146 | 0.8847 | 0.9442 | 0.8125 | 0.8636 | 0.5385 | 0.9202 | 0.8734 | 0.7500 | 0.8878 | 0.6985 | 0.7782 | 0.4376 | 0.8108 | 0.6770 | 0.7045 | | 0.1138 | 23.19 | 8580 | 0.5666 | 0.7141 | 0.8161 | 0.8854 | 0.9437 | 0.8091 | 0.8734 | 0.5387 | 0.9166 | 0.8676 | 0.7637 | 0.8866 | 0.6898 | 0.7817 | 0.4364 | 0.8126 | 0.6824 | 0.7093 | | 0.1108 | 23.24 | 8600 | 0.5712 | 0.7106 | 0.8111 | 0.8845 | 0.9438 | 0.7839 | 0.8629 | 0.5341 | 0.9185 | 0.8688 | 0.7653 | 0.8860 | 0.6706 | 0.7797 | 0.4363 | 0.8111 | 0.6847 | 0.7060 | | 0.1703 | 23.3 | 8620 | 0.5907 | 0.7072 | 0.8013 | 0.8835 | 0.9442 | 0.7530 | 0.8611 | 0.4989 | 0.9236 | 0.8639 | 0.7644 | 0.8830 | 0.6628 | 0.7778 | 0.4292 | 0.8091 | 0.6837 | 0.7049 | | 0.0848 | 23.35 | 8640 | 0.5342 | 0.7174 | 0.8175 | 0.8870 | 0.9437 | 0.8071 | 0.8808 | 0.5276 | 0.9124 | 0.8675 | 0.7836 | 0.8853 | 0.6915 | 0.7805 | 0.4328 | 0.8114 | 0.6940 | 0.7262 | | 1.6408 | 23.41 | 8660 | 0.5582 | 0.7182 | 0.8200 | 0.8871 | 0.9482 | 0.8185 | 0.8802 | 0.5473 | 0.9122 | 0.8686 | 0.7649 | 0.8895 | 0.7045 | 0.7806 | 0.4331 | 0.8106 | 0.6851 | 0.7238 | | 0.6283 | 23.46 | 8680 | 0.5693 | 0.7172 | 0.8205 | 0.8865 | 0.9473 | 0.8239 | 0.8726 | 0.5542 | 0.9129 | 0.8692 | 0.7630 | 0.8891 | 0.7038 | 0.7793 | 0.4306 | 0.8098 | 0.6865 | 0.7214 | | 0.1606 | 23.51 | 8700 | 0.5917 | 0.7163 | 0.8129 | 0.8864 | 0.9509 | 0.8091 | 0.8720 | 0.5277 | 0.9195 | 0.8548 | 0.7562 | 0.8889 | 0.7031 | 0.7773 | 0.4331 | 0.8082 | 0.6832 | 0.7201 | | 0.1161 | 23.57 | 8720 | 0.6089 | 0.7168 | 0.8195 | 0.8860 | 0.9475 | 0.8214 | 0.8728 | 0.5599 | 0.9157 | 0.8650 | 0.7543 | 0.8904 | 0.7053 | 0.7780 | 0.4349 | 0.8078 | 0.6814 | 0.7196 | | 0.1304 | 23.62 | 8740 | 0.5523 | 0.7186 | 0.8239 | 0.8871 | 0.9478 | 0.8349 | 0.8764 | 0.5601 | 0.9090 | 0.8720 | 0.7670 | 0.8898 | 0.7043 | 0.7802 | 0.4340 | 0.8107 | 0.6829 | 0.7281 | | 0.2109 | 23.68 | 8760 | 0.5618 | 0.7186 | 0.8233 | 0.8871 | 0.9446 | 0.8397 | 0.8707 | 0.5553 | 0.9146 | 0.8713 | 0.7669 | 0.8900 | 0.7040 | 0.7781 | 0.4362 | 0.8101 | 0.6834 | 0.7285 | | 0.1242 | 23.73 | 8780 | 0.5724 | 0.7172 | 0.8240 | 0.8863 | 0.9453 | 0.8427 | 0.8659 | 0.5634 | 0.9120 | 0.8768 | 0.7620 | 0.8901 | 0.7032 | 0.7769 | 0.4348 | 0.8096 | 0.6804 | 0.7255 | | 0.096 | 23.78 | 8800 | 0.5456 | 0.7191 | 0.8223 | 0.8876 | 0.9454 | 0.8300 | 0.8713 | 0.5517 | 0.9142 | 0.8710 | 0.7728 | 0.8903 | 0.7041 | 0.7792 | 0.4345 | 0.8112 | 0.6846 | 0.7300 | | 0.038 | 23.84 | 8820 | 0.5495 | 0.7185 | 0.8226 | 0.8872 | 0.9476 | 0.8372 | 0.8645 | 0.5558 | 0.9120 | 0.8695 | 0.7717 | 0.8894 | 0.7038 | 0.7779 | 0.4326 | 0.8108 | 0.6854 | 0.7294 | | 0.0602 | 23.89 | 8840 | 0.5613 | 0.7167 | 0.8211 | 0.8864 | 0.9478 | 0.8359 | 0.8614 | 0.5557 | 0.9139 | 0.8709 | 0.7617 | 0.8895 | 0.7036 | 0.7775 | 0.4344 | 0.8117 | 0.6782 | 0.7219 | | 0.1238 | 23.95 | 8860 | 0.5696 | 0.7171 | 0.8175 | 0.8871 | 0.9462 | 0.8324 | 0.8678 | 0.5188 | 0.9186 | 0.8775 | 0.7614 | 0.8899 | 0.7057 | 0.7779 | 0.4349 | 0.8139 | 0.6769 | 0.7207 | | 0.1268 | 24.0 | 8880 | 0.5892 | 0.7174 | 0.8176 | 0.8870 | 0.9473 | 0.8282 | 0.8697 | 0.5272 | 0.9173 | 0.8702 | 0.7632 | 0.8899 | 0.7058 | 0.7766 | 0.4351 | 0.8116 | 0.6793 | 0.7234 | | 0.9054 | 24.05 | 8900 | 0.5655 | 0.7181 | 0.8187 | 0.8875 | 0.9479 | 0.8362 | 0.8659 | 0.5280 | 0.9168 | 0.8688 | 0.7676 | 0.8892 | 0.7046 | 0.7777 | 0.4341 | 0.8125 | 0.6826 | 0.7261 | | 0.1283 | 24.11 | 8920 | 0.5632 | 0.7171 | 0.8178 | 0.8869 | 0.9482 | 0.8309 | 0.8656 | 0.5287 | 0.9161 | 0.8735 | 0.7619 | 0.8894 | 0.7046 | 0.7774 | 0.4353 | 0.8122 | 0.6794 | 0.7211 | | 0.0349 | 24.16 | 8940 | 0.5627 | 0.7162 | 0.8183 | 0.8862 | 0.9484 | 0.8265 | 0.8731 | 0.5375 | 0.9129 | 0.8696 | 0.7597 | 0.8889 | 0.7042 | 0.7771 | 0.4342 | 0.8110 | 0.6794 | 0.7187 | | 0.0946 | 24.22 | 8960 | 0.5439 | 0.7179 | 0.8220 | 0.8870 | 0.9458 | 0.8346 | 0.8661 | 0.5505 | 0.9131 | 0.8720 | 0.7716 | 0.8890 | 0.7021 | 0.7783 | 0.4345 | 0.8121 | 0.6837 | 0.7257 | | 0.1334 | 24.27 | 8980 | 0.5707 | 0.7171 | 0.8200 | 0.8866 | 0.9482 | 0.8326 | 0.8735 | 0.5463 | 0.9140 | 0.8660 | 0.7592 | 0.8893 | 0.7041 | 0.7774 | 0.4353 | 0.8106 | 0.6815 | 0.7215 | | 0.2462 | 24.32 | 9000 | 0.5530 | 0.7177 | 0.8201 | 0.8868 | 0.9479 | 0.8347 | 0.8630 | 0.5536 | 0.9169 | 0.8588 | 0.7654 | 0.8892 | 0.7029 | 0.7772 | 0.4349 | 0.8100 | 0.6840 | 0.7255 | | 0.0308 | 24.38 | 9020 | 0.5783 | 0.7160 | 0.8188 | 0.8860 | 0.9486 | 0.8234 | 0.8695 | 0.5480 | 0.9137 | 0.8751 | 0.7531 | 0.8896 | 0.7035 | 0.7776 | 0.4377 | 0.8113 | 0.6764 | 0.7159 | | 0.1121 | 24.43 | 9040 | 0.5726 | 0.7172 | 0.8172 | 0.8870 | 0.9479 | 0.8297 | 0.8665 | 0.5224 | 0.9164 | 0.8729 | 0.7642 | 0.8885 | 0.7033 | 0.7770 | 0.4357 | 0.8128 | 0.6811 | 0.7217 | | 0.1291 | 24.49 | 9060 | 0.5862 | 0.7159 | 0.8174 | 0.8860 | 0.9478 | 0.8177 | 0.8648 | 0.5422 | 0.9146 | 0.8765 | 0.7586 | 0.8892 | 0.7029 | 0.7756 | 0.4369 | 0.8108 | 0.6792 | 0.7167 | | 0.1289 | 24.54 | 9080 | 0.5864 | 0.7164 | 0.8193 | 0.8861 | 0.9460 | 0.8289 | 0.8662 | 0.5458 | 0.9153 | 0.8725 | 0.7606 | 0.8890 | 0.7027 | 0.7759 | 0.4366 | 0.8102 | 0.6818 | 0.7187 | | 0.0567 | 24.59 | 9100 | 0.5724 | 0.7158 | 0.8205 | 0.8859 | 0.9461 | 0.8304 | 0.8682 | 0.5551 | 0.9141 | 0.8710 | 0.7584 | 0.8895 | 0.7022 | 0.7774 | 0.4353 | 0.8110 | 0.6786 | 0.7168 | | 0.1257 | 24.65 | 9120 | 0.5750 | 0.7161 | 0.8160 | 0.8864 | 0.9491 | 0.8211 | 0.8637 | 0.5284 | 0.9160 | 0.8747 | 0.7591 | 0.8888 | 0.7023 | 0.7764 | 0.4366 | 0.8124 | 0.6789 | 0.7172 | | 0.2258 | 24.7 | 9140 | 0.5831 | 0.7155 | 0.8183 | 0.8858 | 0.9494 | 0.8261 | 0.8642 | 0.5451 | 0.9132 | 0.8756 | 0.7542 | 0.8889 | 0.7032 | 0.7765 | 0.4357 | 0.8115 | 0.6774 | 0.7152 | | 0.2915 | 24.76 | 9160 | 0.5914 | 0.7157 | 0.8146 | 0.8859 | 0.9467 | 0.8228 | 0.8711 | 0.5348 | 0.9219 | 0.8440 | 0.7607 | 0.8888 | 0.7030 | 0.7755 | 0.4369 | 0.8080 | 0.6786 | 0.7194 | | 0.0542 | 24.81 | 9180 | 0.5788 | 0.7164 | 0.8172 | 0.8863 | 0.9466 | 0.8288 | 0.8637 | 0.5341 | 0.9183 | 0.8676 | 0.7613 | 0.8887 | 0.7013 | 0.7760 | 0.4378 | 0.8109 | 0.6817 | 0.7182 | | 0.1377 | 24.86 | 9200 | 0.5759 | 0.7158 | 0.8140 | 0.8865 | 0.9482 | 0.8175 | 0.8650 | 0.5166 | 0.9187 | 0.8715 | 0.7605 | 0.8886 | 0.7011 | 0.7763 | 0.4350 | 0.8119 | 0.6806 | 0.7173 | | 0.0852 | 24.92 | 9220 | 0.5892 | 0.7156 | 0.8164 | 0.8862 | 0.9496 | 0.8265 | 0.8628 | 0.5355 | 0.9172 | 0.8691 | 0.7543 | 0.8888 | 0.7034 | 0.7772 | 0.4361 | 0.8126 | 0.6759 | 0.7154 | | 0.1275 | 24.97 | 9240 | 0.5730 | 0.7157 | 0.8145 | 0.8866 | 0.9491 | 0.8195 | 0.8684 | 0.5106 | 0.9154 | 0.8773 | 0.7612 | 0.8883 | 0.7016 | 0.7771 | 0.4328 | 0.8130 | 0.6795 | 0.7176 | ### Framework versions - Transformers 4.33.0 - Pytorch 2.0.0 - Datasets 2.17.1 - Tokenizers 0.13.3

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b5-cityscapes-512-512-finetuned-coastTrain

# segformer-b5-cityscapes-512-512-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5660 - Mean Iou: 0.7096 - Mean Accuracy: 0.8100 - Overall Accuracy: 0.8811 - Accuracy Water: 0.9463 - Accuracy Whitewater: 0.8319 - Accuracy Sediment: 0.8716 - Accuracy Other Natural Terrain: 0.4993 - Accuracy Vegetation: 0.9117 - Accuracy Development: 0.8799 - Accuracy Unknown: 0.7292 - Iou Water: 0.8761 - Iou Whitewater: 0.6987 - Iou Sediment: 0.7692 - Iou Other Natural Terrain: 0.4207 - Iou Vegetation: 0.7986 - Iou Development: 0.7085 - Iou Unknown: 0.6951 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.7869 | 0.05 | 20 | 1.6730 | 0.1897 | 0.2878 | 0.4920 | 0.4899 | 0.0996 | 0.0840 | 0.0003 | 0.8870 | 0.1604 | 0.2934 | 0.3942 | 0.0700 | 0.0763 | 0.0003 | 0.3934 | 0.1353 | 0.2588 | | 1.6865 | 0.11 | 40 | 1.3358 | 0.2144 | 0.3138 | 0.5924 | 0.8243 | 0.0500 | 0.1954 | 0.0 | 0.9079 | 0.2133 | 0.0055 | 0.5716 | 0.0490 | 0.1702 | 0.0 | 0.5077 | 0.1967 | 0.0054 | | 1.3427 | 0.16 | 60 | 1.1694 | 0.1951 | 0.2941 | 0.5962 | 0.8238 | 0.0446 | 0.1368 | 0.0 | 0.9811 | 0.0645 | 0.0082 | 0.6315 | 0.0434 | 0.1184 | 0.0 | 0.5012 | 0.0630 | 0.0082 | | 1.0404 | 0.22 | 80 | 1.0661 | 0.2590 | 0.3583 | 0.6348 | 0.8583 | 0.0471 | 0.2474 | 0.0 | 0.9357 | 0.3876 | 0.0323 | 0.6338 | 0.0470 | 0.1955 | 0.0 | 0.5441 | 0.3600 | 0.0323 | | 1.1422 | 0.27 | 100 | 0.9724 | 0.3304 | 0.4450 | 0.6796 | 0.9034 | 0.1112 | 0.4984 | 0.0 | 0.8486 | 0.6674 | 0.0859 | 0.6511 | 0.1095 | 0.3461 | 0.0 | 0.6009 | 0.5194 | 0.0858 | | 0.8264 | 0.32 | 120 | 0.9459 | 0.3815 | 0.4929 | 0.7111 | 0.9403 | 0.1701 | 0.4503 | 0.0 | 0.7772 | 0.7352 | 0.3774 | 0.6776 | 0.1662 | 0.2944 | 0.0 | 0.6225 | 0.5353 | 0.3745 | | 1.1191 | 0.38 | 140 | 0.8514 | 0.4363 | 0.5460 | 0.7509 | 0.8589 | 0.2009 | 0.7234 | 0.0 | 0.9098 | 0.6862 | 0.4424 | 0.7251 | 0.1965 | 0.5005 | 0.0 | 0.6410 | 0.5498 | 0.4409 | | 1.475 | 0.43 | 160 | 0.8789 | 0.4089 | 0.5258 | 0.7311 | 0.8891 | 0.1992 | 0.4867 | 0.0 | 0.8436 | 0.8382 | 0.4238 | 0.7199 | 0.1934 | 0.3952 | 0.0 | 0.6059 | 0.5276 | 0.4201 | | 1.0117 | 0.49 | 180 | 0.8290 | 0.4342 | 0.5571 | 0.7484 | 0.8451 | 0.1765 | 0.6713 | 0.0 | 0.8673 | 0.8308 | 0.5086 | 0.7556 | 0.1709 | 0.4881 | 0.0 | 0.6128 | 0.5152 | 0.4967 | | 1.0762 | 0.54 | 200 | 0.8169 | 0.4536 | 0.5888 | 0.7423 | 0.8711 | 0.4329 | 0.6116 | 0.0 | 0.7746 | 0.8910 | 0.5402 | 0.7339 | 0.3886 | 0.4601 | 0.0 | 0.6144 | 0.4639 | 0.5143 | | 0.7088 | 0.59 | 220 | 0.7176 | 0.4647 | 0.5823 | 0.7769 | 0.9169 | 0.2060 | 0.7572 | 0.0 | 0.8442 | 0.8346 | 0.5174 | 0.7607 | 0.2002 | 0.5408 | 0.0 | 0.6758 | 0.5697 | 0.5060 | | 1.1673 | 0.65 | 240 | 0.6926 | 0.4668 | 0.5713 | 0.7833 | 0.9110 | 0.1818 | 0.7988 | 0.0 | 0.9077 | 0.6924 | 0.5076 | 0.7630 | 0.1760 | 0.5680 | 0.0 | 0.6926 | 0.5718 | 0.4964 | | 0.819 | 0.7 | 260 | 0.7199 | 0.4893 | 0.6039 | 0.7748 | 0.8856 | 0.4489 | 0.6503 | 0.0 | 0.8669 | 0.8088 | 0.5665 | 0.7523 | 0.4006 | 0.5011 | 0.0 | 0.6593 | 0.5641 | 0.5476 | | 0.8159 | 0.76 | 280 | 0.6450 | 0.5235 | 0.6400 | 0.8043 | 0.8968 | 0.5229 | 0.8479 | 0.0 | 0.9081 | 0.7546 | 0.5495 | 0.8047 | 0.4441 | 0.5845 | 0.0 | 0.7087 | 0.5897 | 0.5331 | | 0.5106 | 0.81 | 300 | 0.6862 | 0.5095 | 0.6144 | 0.7946 | 0.9347 | 0.5246 | 0.7094 | 0.0 | 0.8990 | 0.7324 | 0.5003 | 0.7848 | 0.4317 | 0.5803 | 0.0 | 0.6884 | 0.5845 | 0.4969 | | 1.6295 | 0.86 | 320 | 0.6821 | 0.5166 | 0.6254 | 0.7947 | 0.8721 | 0.5026 | 0.7390 | 0.0 | 0.9247 | 0.7488 | 0.5907 | 0.7971 | 0.4273 | 0.5915 | 0.0 | 0.6711 | 0.5812 | 0.5480 | | 0.6778 | 0.92 | 340 | 0.6748 | 0.5210 | 0.6443 | 0.7985 | 0.8983 | 0.6450 | 0.7436 | 0.0 | 0.9062 | 0.8023 | 0.5145 | 0.8017 | 0.4824 | 0.6097 | 0.0 | 0.6953 | 0.5559 | 0.5024 | | 0.5691 | 0.97 | 360 | 0.6691 | 0.5295 | 0.6392 | 0.8024 | 0.8691 | 0.5215 | 0.8438 | 0.0 | 0.9296 | 0.7270 | 0.5834 | 0.7916 | 0.4530 | 0.6066 | 0.0 | 0.6932 | 0.6162 | 0.5458 | | 0.9304 | 1.03 | 380 | 0.6415 | 0.5412 | 0.6596 | 0.8084 | 0.9091 | 0.6822 | 0.8048 | 0.0 | 0.8998 | 0.7859 | 0.5358 | 0.8024 | 0.5181 | 0.6189 | 0.0 | 0.7024 | 0.6340 | 0.5126 | | 0.8359 | 1.08 | 400 | 0.5973 | 0.5492 | 0.6786 | 0.8158 | 0.9114 | 0.7224 | 0.8266 | 0.0 | 0.8855 | 0.8520 | 0.5523 | 0.8137 | 0.5106 | 0.6352 | 0.0 | 0.7172 | 0.6350 | 0.5328 | | 0.5464 | 1.14 | 420 | 0.5950 | 0.5495 | 0.6740 | 0.8162 | 0.9427 | 0.6262 | 0.8573 | 0.0 | 0.8251 | 0.8593 | 0.6075 | 0.8143 | 0.5062 | 0.6303 | 0.0 | 0.7091 | 0.6116 | 0.5752 | | 0.5086 | 1.19 | 440 | 0.5903 | 0.5626 | 0.6926 | 0.8211 | 0.8905 | 0.7257 | 0.8896 | 0.0 | 0.8747 | 0.8005 | 0.6674 | 0.8174 | 0.5485 | 0.6167 | 0.0 | 0.7214 | 0.6243 | 0.6097 | | 0.4012 | 1.24 | 460 | 0.6441 | 0.5321 | 0.6342 | 0.8101 | 0.9439 | 0.5133 | 0.7812 | 0.0 | 0.8961 | 0.7785 | 0.5265 | 0.8022 | 0.4613 | 0.6239 | 0.0 | 0.7159 | 0.6259 | 0.4956 | | 0.4512 | 1.3 | 480 | 0.6333 | 0.5481 | 0.6693 | 0.8162 | 0.9175 | 0.6760 | 0.8669 | 0.0 | 0.8975 | 0.7990 | 0.5285 | 0.8253 | 0.5312 | 0.6255 | 0.0 | 0.7202 | 0.6388 | 0.4955 | | 0.8906 | 1.35 | 500 | 0.6266 | 0.5488 | 0.6595 | 0.8177 | 0.9284 | 0.6428 | 0.7894 | 0.0 | 0.9110 | 0.8099 | 0.5350 | 0.8301 | 0.5266 | 0.6408 | 0.0 | 0.7109 | 0.6151 | 0.5178 | | 0.4136 | 1.41 | 520 | 0.6275 | 0.5427 | 0.6845 | 0.8122 | 0.8972 | 0.7420 | 0.8417 | 0.0 | 0.8758 | 0.8909 | 0.5435 | 0.8285 | 0.5184 | 0.6443 | 0.0 | 0.7155 | 0.5663 | 0.5261 | | 0.3611 | 1.46 | 540 | 0.5947 | 0.5541 | 0.6597 | 0.8180 | 0.9184 | 0.6808 | 0.7818 | 0.0 | 0.9294 | 0.7481 | 0.5594 | 0.8268 | 0.5360 | 0.6413 | 0.0 | 0.7012 | 0.6337 | 0.5397 | | 0.366 | 1.51 | 560 | 0.5689 | 0.5723 | 0.6776 | 0.8287 | 0.9218 | 0.6805 | 0.7981 | 0.0 | 0.9095 | 0.7920 | 0.6415 | 0.8287 | 0.5634 | 0.6313 | 0.0 | 0.7203 | 0.6591 | 0.6034 | | 0.4422 | 1.57 | 580 | 0.6035 | 0.5652 | 0.6711 | 0.8252 | 0.9345 | 0.6733 | 0.7796 | 0.0 | 0.9083 | 0.8360 | 0.5659 | 0.8251 | 0.5657 | 0.6362 | 0.0 | 0.7209 | 0.6569 | 0.5516 | | 0.5816 | 1.62 | 600 | 0.5651 | 0.5711 | 0.7027 | 0.8290 | 0.9095 | 0.8546 | 0.8309 | 0.0 | 0.9051 | 0.8144 | 0.6046 | 0.8306 | 0.5323 | 0.6547 | 0.0 | 0.7283 | 0.6717 | 0.5805 | | 0.3161 | 1.68 | 620 | 0.5555 | 0.5856 | 0.7112 | 0.8336 | 0.9083 | 0.7695 | 0.8482 | 0.0 | 0.8669 | 0.8936 | 0.6921 | 0.8375 | 0.6016 | 0.6816 | 0.0 | 0.7238 | 0.6212 | 0.6336 | | 0.3963 | 1.73 | 640 | 0.5569 | 0.5856 | 0.6867 | 0.8347 | 0.9131 | 0.6977 | 0.8404 | 0.0 | 0.9279 | 0.7917 | 0.6363 | 0.8328 | 0.5907 | 0.6761 | 0.0 | 0.7235 | 0.6668 | 0.6091 | | 1.1068 | 1.78 | 660 | 0.5667 | 0.5809 | 0.6864 | 0.8324 | 0.9227 | 0.7348 | 0.8057 | 0.0 | 0.9177 | 0.7984 | 0.6257 | 0.8252 | 0.5897 | 0.6634 | 0.0 | 0.7312 | 0.6722 | 0.5848 | | 0.7308 | 1.84 | 680 | 0.5451 | 0.5862 | 0.6841 | 0.8378 | 0.9351 | 0.6702 | 0.8559 | 0.0 | 0.9234 | 0.8136 | 0.5906 | 0.8283 | 0.5761 | 0.6798 | 0.0 | 0.7410 | 0.7028 | 0.5751 | | 0.4504 | 1.89 | 700 | 0.5394 | 0.5997 | 0.7189 | 0.8416 | 0.9008 | 0.7593 | 0.8843 | 0.0000 | 0.8871 | 0.8946 | 0.7062 | 0.8368 | 0.6057 | 0.6815 | 0.0000 | 0.7330 | 0.6887 | 0.6522 | | 0.6723 | 1.95 | 720 | 0.5213 | 0.5949 | 0.6998 | 0.8397 | 0.9075 | 0.7133 | 0.8073 | 0.0 | 0.8971 | 0.7825 | 0.7908 | 0.8201 | 0.6001 | 0.6940 | 0.0 | 0.7525 | 0.6656 | 0.6318 | | 1.8716 | 2.0 | 740 | 0.6752 | 0.5433 | 0.6693 | 0.8077 | 0.9273 | 0.7063 | 0.8397 | 0.0 | 0.8718 | 0.9078 | 0.4322 | 0.8125 | 0.5853 | 0.6515 | 0.0 | 0.7026 | 0.6281 | 0.4233 | | 0.3526 | 2.05 | 760 | 0.6048 | 0.5577 | 0.6633 | 0.8247 | 0.9417 | 0.6346 | 0.8600 | 0.0 | 0.9165 | 0.7746 | 0.5154 | 0.8267 | 0.5156 | 0.6763 | 0.0 | 0.7248 | 0.6524 | 0.5084 | | 0.8143 | 2.11 | 780 | 0.6048 | 0.5571 | 0.6912 | 0.8148 | 0.9058 | 0.8190 | 0.7949 | 0.0 | 0.8850 | 0.9207 | 0.5127 | 0.8236 | 0.6317 | 0.6462 | 0.0 | 0.7180 | 0.5818 | 0.4986 | | 0.4404 | 2.16 | 800 | 0.5332 | 0.5788 | 0.6904 | 0.8313 | 0.9470 | 0.7292 | 0.8590 | 0.0003 | 0.8758 | 0.8384 | 0.5832 | 0.8263 | 0.5831 | 0.6799 | 0.0003 | 0.7289 | 0.6866 | 0.5468 | | 1.5442 | 2.22 | 820 | 0.5527 | 0.5798 | 0.6954 | 0.8336 | 0.9305 | 0.7805 | 0.7921 | 0.0 | 0.9071 | 0.8683 | 0.5894 | 0.8470 | 0.6189 | 0.6843 | 0.0 | 0.7395 | 0.6272 | 0.5417 | | 0.2406 | 2.27 | 840 | 0.5961 | 0.5580 | 0.6800 | 0.8177 | 0.9187 | 0.6968 | 0.8732 | 0.0011 | 0.8778 | 0.8605 | 0.5322 | 0.8270 | 0.5785 | 0.6841 | 0.0011 | 0.7158 | 0.6191 | 0.4805 | | 0.6891 | 2.32 | 860 | 0.5977 | 0.5668 | 0.6984 | 0.8229 | 0.9124 | 0.8123 | 0.8318 | 0.0016 | 0.8878 | 0.9033 | 0.5393 | 0.8295 | 0.6257 | 0.6768 | 0.0016 | 0.7375 | 0.5899 | 0.5065 | | 0.2213 | 2.38 | 880 | 0.5615 | 0.5741 | 0.6977 | 0.8266 | 0.9145 | 0.8230 | 0.8095 | 0.0074 | 0.9108 | 0.8875 | 0.5312 | 0.8322 | 0.6290 | 0.6948 | 0.0074 | 0.7311 | 0.6119 | 0.5124 | | 0.6314 | 2.43 | 900 | 0.5351 | 0.5928 | 0.7070 | 0.8373 | 0.8989 | 0.7600 | 0.8465 | 0.0082 | 0.9130 | 0.8553 | 0.6669 | 0.8319 | 0.6172 | 0.6913 | 0.0082 | 0.7389 | 0.6578 | 0.6041 | | 0.8619 | 2.49 | 920 | 0.5227 | 0.6031 | 0.7266 | 0.8458 | 0.9117 | 0.7834 | 0.8580 | 0.0001 | 0.8652 | 0.8958 | 0.7722 | 0.8407 | 0.6159 | 0.6697 | 0.0001 | 0.7502 | 0.6671 | 0.6780 | | 0.3913 | 2.54 | 940 | 0.5070 | 0.6071 | 0.7143 | 0.8481 | 0.9289 | 0.7794 | 0.8277 | 0.0001 | 0.9008 | 0.8541 | 0.7092 | 0.8462 | 0.6329 | 0.6863 | 0.0001 | 0.7488 | 0.6937 | 0.6419 | | 0.5043 | 2.59 | 960 | 0.5220 | 0.6104 | 0.7180 | 0.8494 | 0.9189 | 0.7882 | 0.8778 | 0.0054 | 0.9049 | 0.7886 | 0.7420 | 0.8397 | 0.6361 | 0.6845 | 0.0054 | 0.7527 | 0.6724 | 0.6819 | | 0.2676 | 2.65 | 980 | 0.5918 | 0.5820 | 0.7055 | 0.8339 | 0.9251 | 0.8134 | 0.8375 | 0.0170 | 0.9065 | 0.8908 | 0.5484 | 0.8475 | 0.6310 | 0.7246 | 0.0169 | 0.7519 | 0.5673 | 0.5348 | | 0.3604 | 2.7 | 1000 | 0.5708 | 0.5853 | 0.7121 | 0.8313 | 0.9282 | 0.8105 | 0.9014 | 0.0143 | 0.8597 | 0.8801 | 0.5910 | 0.8337 | 0.6490 | 0.6808 | 0.0143 | 0.7349 | 0.6457 | 0.5389 | | 0.3495 | 2.76 | 1020 | 0.5675 | 0.5926 | 0.7077 | 0.8369 | 0.9261 | 0.7396 | 0.8907 | 0.0143 | 0.8703 | 0.8490 | 0.6640 | 0.8333 | 0.6066 | 0.6780 | 0.0142 | 0.7313 | 0.6853 | 0.5995 | | 0.3026 | 2.81 | 1040 | 0.5944 | 0.5625 | 0.6806 | 0.8240 | 0.9004 | 0.5326 | 0.8021 | 0.0073 | 0.8453 | 0.8974 | 0.7787 | 0.8228 | 0.4382 | 0.6807 | 0.0073 | 0.7230 | 0.7015 | 0.5642 | | 0.4121 | 2.86 | 1060 | 0.5965 | 0.6026 | 0.7133 | 0.8409 | 0.9177 | 0.8344 | 0.8718 | 0.0022 | 0.9168 | 0.8455 | 0.6044 | 0.8339 | 0.6659 | 0.6983 | 0.0022 | 0.7413 | 0.7092 | 0.5673 | | 0.4115 | 2.92 | 1080 | 0.5514 | 0.5996 | 0.7165 | 0.8416 | 0.9380 | 0.8276 | 0.8579 | 0.0091 | 0.8899 | 0.9083 | 0.5848 | 0.8362 | 0.6393 | 0.6985 | 0.0090 | 0.7445 | 0.7065 | 0.5633 | | 0.2564 | 2.97 | 1100 | 0.5257 | 0.6010 | 0.7095 | 0.8425 | 0.9247 | 0.7582 | 0.8717 | 0.0219 | 0.9129 | 0.8738 | 0.6036 | 0.8385 | 0.6093 | 0.7101 | 0.0218 | 0.7403 | 0.7087 | 0.5785 | | 0.3053 | 3.03 | 1120 | 0.5541 | 0.5943 | 0.7096 | 0.8389 | 0.9208 | 0.7512 | 0.9048 | 0.0216 | 0.8942 | 0.8543 | 0.6205 | 0.8307 | 0.5933 | 0.6821 | 0.0215 | 0.7393 | 0.6973 | 0.5960 | | 0.5715 | 3.08 | 1140 | 0.5467 | 0.5986 | 0.7014 | 0.8466 | 0.9319 | 0.6833 | 0.8590 | 0.0045 | 0.9147 | 0.8670 | 0.6491 | 0.8522 | 0.5739 | 0.6950 | 0.0045 | 0.7406 | 0.6938 | 0.6304 | | 0.6605 | 3.14 | 1160 | 0.5642 | 0.6150 | 0.7266 | 0.8477 | 0.9234 | 0.8324 | 0.8053 | 0.0750 | 0.9218 | 0.9026 | 0.6259 | 0.8481 | 0.6321 | 0.7025 | 0.0747 | 0.7449 | 0.6870 | 0.6156 | | 0.2237 | 3.19 | 1180 | 0.5258 | 0.6121 | 0.7186 | 0.8503 | 0.9331 | 0.7522 | 0.8576 | 0.0267 | 0.9040 | 0.8994 | 0.6572 | 0.8456 | 0.6215 | 0.6982 | 0.0266 | 0.7518 | 0.6973 | 0.6437 | | 0.1796 | 3.24 | 1200 | 0.5549 | 0.6098 | 0.7148 | 0.8447 | 0.9335 | 0.7445 | 0.8377 | 0.0644 | 0.9011 | 0.8913 | 0.6312 | 0.8331 | 0.6119 | 0.7071 | 0.0641 | 0.7411 | 0.6896 | 0.6219 | | 0.2964 | 3.3 | 1220 | 0.5876 | 0.6044 | 0.7270 | 0.8377 | 0.8636 | 0.7857 | 0.8873 | 0.0375 | 0.8912 | 0.8251 | 0.7986 | 0.8023 | 0.6430 | 0.6917 | 0.0373 | 0.7614 | 0.6614 | 0.6338 | | 0.286 | 3.35 | 1240 | 0.4495 | 0.6440 | 0.7510 | 0.8616 | 0.9264 | 0.8400 | 0.8198 | 0.1348 | 0.9017 | 0.8444 | 0.7900 | 0.8425 | 0.6450 | 0.7239 | 0.1329 | 0.7772 | 0.6717 | 0.7149 | | 0.8444 | 3.41 | 1260 | 0.4613 | 0.6452 | 0.7400 | 0.8701 | 0.9422 | 0.7420 | 0.8741 | 0.0752 | 0.9140 | 0.8584 | 0.7743 | 0.8520 | 0.6375 | 0.7142 | 0.0740 | 0.7969 | 0.6907 | 0.7511 | | 0.5691 | 3.46 | 1280 | 0.5630 | 0.6081 | 0.7265 | 0.8389 | 0.8873 | 0.7211 | 0.8961 | 0.0812 | 0.8700 | 0.8608 | 0.7691 | 0.8080 | 0.6057 | 0.7052 | 0.0791 | 0.7575 | 0.6828 | 0.6182 | | 0.3308 | 3.51 | 1300 | 0.5206 | 0.6257 | 0.7368 | 0.8555 | 0.9370 | 0.8242 | 0.8638 | 0.0662 | 0.8908 | 0.8670 | 0.7086 | 0.8516 | 0.6436 | 0.7067 | 0.0646 | 0.7619 | 0.6897 | 0.6616 | | 0.7701 | 3.57 | 1320 | 0.5687 | 0.6105 | 0.7166 | 0.8459 | 0.9465 | 0.7459 | 0.8654 | 0.0651 | 0.8852 | 0.8781 | 0.6300 | 0.8291 | 0.6160 | 0.7030 | 0.0632 | 0.7540 | 0.6928 | 0.6154 | | 0.4416 | 3.62 | 1340 | 0.5212 | 0.6201 | 0.7167 | 0.8521 | 0.9405 | 0.7353 | 0.8704 | 0.0996 | 0.9159 | 0.7603 | 0.6950 | 0.8504 | 0.6206 | 0.7016 | 0.0949 | 0.7540 | 0.6505 | 0.6683 | | 0.3212 | 3.68 | 1360 | 0.4729 | 0.6611 | 0.7719 | 0.8681 | 0.9434 | 0.8136 | 0.8317 | 0.2239 | 0.8668 | 0.9181 | 0.8061 | 0.8643 | 0.6507 | 0.7270 | 0.2105 | 0.7803 | 0.6316 | 0.7631 | | 0.6837 | 3.73 | 1380 | 0.4984 | 0.6387 | 0.7553 | 0.8554 | 0.9424 | 0.7992 | 0.8743 | 0.1861 | 0.8586 | 0.9213 | 0.7053 | 0.8615 | 0.6534 | 0.7161 | 0.1662 | 0.7554 | 0.6381 | 0.6803 | | 0.3388 | 3.78 | 1400 | 0.5311 | 0.6375 | 0.7367 | 0.8524 | 0.9384 | 0.7173 | 0.8529 | 0.2293 | 0.8956 | 0.8298 | 0.6936 | 0.8521 | 0.6171 | 0.7214 | 0.2003 | 0.7477 | 0.6914 | 0.6322 | | 0.2773 | 3.84 | 1420 | 0.5747 | 0.6243 | 0.7436 | 0.8453 | 0.9363 | 0.7845 | 0.8710 | 0.2294 | 0.8854 | 0.9271 | 0.5714 | 0.8566 | 0.6418 | 0.7243 | 0.2034 | 0.7531 | 0.6375 | 0.5531 | | 0.4829 | 3.89 | 1440 | 0.4821 | 0.6605 | 0.7618 | 0.8671 | 0.9341 | 0.8260 | 0.8438 | 0.1967 | 0.8958 | 0.8229 | 0.8130 | 0.8473 | 0.6585 | 0.7319 | 0.1899 | 0.7835 | 0.6993 | 0.7132 | | 1.18 | 3.95 | 1460 | 0.4574 | 0.6715 | 0.7684 | 0.8743 | 0.9277 | 0.8027 | 0.8248 | 0.2032 | 0.9160 | 0.8869 | 0.8175 | 0.8534 | 0.6569 | 0.7413 | 0.1956 | 0.7933 | 0.6982 | 0.7615 | | 0.3137 | 4.0 | 1480 | 0.4898 | 0.6473 | 0.7478 | 0.8580 | 0.9085 | 0.7580 | 0.8810 | 0.1833 | 0.9050 | 0.7966 | 0.8024 | 0.8519 | 0.6395 | 0.7305 | 0.1723 | 0.7507 | 0.6974 | 0.6888 | | 0.2366 | 4.05 | 1500 | 0.4845 | 0.6613 | 0.7691 | 0.8657 | 0.9421 | 0.8300 | 0.8850 | 0.2413 | 0.8918 | 0.8891 | 0.7044 | 0.8533 | 0.6508 | 0.7255 | 0.2265 | 0.7777 | 0.7101 | 0.6850 | | 0.2155 | 4.11 | 1520 | 0.5356 | 0.6608 | 0.7573 | 0.8624 | 0.9468 | 0.7520 | 0.8318 | 0.3049 | 0.9072 | 0.8768 | 0.6818 | 0.8518 | 0.6411 | 0.7173 | 0.2639 | 0.7682 | 0.7176 | 0.6660 | | 0.4067 | 4.16 | 1540 | 0.4990 | 0.6525 | 0.7638 | 0.8604 | 0.9030 | 0.7382 | 0.8150 | 0.2843 | 0.8979 | 0.8790 | 0.8292 | 0.8404 | 0.5873 | 0.7238 | 0.2361 | 0.7784 | 0.6934 | 0.7084 | | 0.354 | 4.22 | 1560 | 0.4710 | 0.6792 | 0.7938 | 0.8716 | 0.9342 | 0.8430 | 0.8744 | 0.3118 | 0.8592 | 0.9052 | 0.8290 | 0.8554 | 0.6524 | 0.7445 | 0.2809 | 0.7815 | 0.6804 | 0.7591 | | 0.6107 | 4.27 | 1580 | 0.4985 | 0.6586 | 0.7645 | 0.8642 | 0.9296 | 0.7848 | 0.8810 | 0.2439 | 0.8969 | 0.8780 | 0.7374 | 0.8603 | 0.6542 | 0.7112 | 0.2198 | 0.7703 | 0.6933 | 0.7011 | | 0.1191 | 4.32 | 1600 | 0.4457 | 0.6820 | 0.7732 | 0.8779 | 0.9401 | 0.7269 | 0.8604 | 0.3259 | 0.9180 | 0.8253 | 0.8157 | 0.8614 | 0.6116 | 0.7353 | 0.2934 | 0.7974 | 0.6989 | 0.7758 | | 0.2567 | 4.38 | 1620 | 0.5391 | 0.6630 | 0.7732 | 0.8601 | 0.9231 | 0.7242 | 0.8487 | 0.4188 | 0.9025 | 0.8982 | 0.6971 | 0.8605 | 0.5984 | 0.7558 | 0.3221 | 0.7578 | 0.6860 | 0.6603 | | 0.3344 | 4.43 | 1640 | 0.4906 | 0.6711 | 0.7675 | 0.8677 | 0.9347 | 0.7109 | 0.8618 | 0.3658 | 0.9040 | 0.8085 | 0.7870 | 0.8503 | 0.5954 | 0.7531 | 0.3287 | 0.7825 | 0.6829 | 0.7048 | | 0.2813 | 4.49 | 1660 | 0.4923 | 0.6738 | 0.7855 | 0.8675 | 0.9185 | 0.7756 | 0.8795 | 0.4014 | 0.9004 | 0.8454 | 0.7778 | 0.8480 | 0.6109 | 0.7452 | 0.3204 | 0.7878 | 0.6893 | 0.7150 | | 0.1327 | 4.54 | 1680 | 0.5320 | 0.6723 | 0.7850 | 0.8666 | 0.9359 | 0.7100 | 0.8961 | 0.4199 | 0.8622 | 0.8862 | 0.7850 | 0.8502 | 0.6091 | 0.7329 | 0.3219 | 0.7831 | 0.6855 | 0.7235 | | 0.1881 | 4.59 | 1700 | 0.5100 | 0.6730 | 0.7826 | 0.8657 | 0.9426 | 0.6979 | 0.8863 | 0.4732 | 0.8779 | 0.8662 | 0.7339 | 0.8577 | 0.6006 | 0.7557 | 0.3216 | 0.7685 | 0.7010 | 0.7057 | | 0.2198 | 4.65 | 1720 | 0.4461 | 0.6873 | 0.7852 | 0.8763 | 0.9287 | 0.7624 | 0.8388 | 0.3827 | 0.9124 | 0.8400 | 0.8314 | 0.8555 | 0.6132 | 0.7548 | 0.3329 | 0.7927 | 0.6880 | 0.7738 | | 0.4457 | 4.7 | 1740 | 0.5282 | 0.6631 | 0.7776 | 0.8616 | 0.9055 | 0.7438 | 0.9051 | 0.3135 | 0.8636 | 0.8570 | 0.8548 | 0.8372 | 0.6150 | 0.7240 | 0.2870 | 0.7778 | 0.6973 | 0.7035 | | 0.2517 | 4.76 | 1760 | 0.5730 | 0.6604 | 0.7729 | 0.8568 | 0.9282 | 0.7986 | 0.9005 | 0.3926 | 0.8986 | 0.8365 | 0.6550 | 0.8489 | 0.6575 | 0.7205 | 0.3227 | 0.7646 | 0.6727 | 0.6361 | | 0.4303 | 4.81 | 1780 | 0.5073 | 0.6640 | 0.7957 | 0.8571 | 0.9337 | 0.7878 | 0.8565 | 0.5059 | 0.8400 | 0.8956 | 0.7504 | 0.8523 | 0.6486 | 0.7298 | 0.2940 | 0.7651 | 0.6432 | 0.7149 | | 0.3944 | 4.86 | 1800 | 0.4867 | 0.6739 | 0.7827 | 0.8659 | 0.9319 | 0.8167 | 0.8735 | 0.3844 | 0.8981 | 0.8448 | 0.7298 | 0.8477 | 0.6506 | 0.7322 | 0.3239 | 0.7819 | 0.6800 | 0.7012 | | 0.6012 | 4.92 | 1820 | 0.4952 | 0.6722 | 0.7807 | 0.8611 | 0.9023 | 0.8245 | 0.8540 | 0.3771 | 0.9178 | 0.8522 | 0.7372 | 0.8335 | 0.6620 | 0.7561 | 0.3362 | 0.7821 | 0.6748 | 0.6605 | | 0.327 | 4.97 | 1840 | 0.4402 | 0.6954 | 0.8006 | 0.8772 | 0.9481 | 0.7937 | 0.8256 | 0.4786 | 0.8959 | 0.8942 | 0.7679 | 0.8635 | 0.6582 | 0.7517 | 0.3682 | 0.8003 | 0.6798 | 0.7459 | | 0.1421 | 5.03 | 1860 | 0.5242 | 0.6746 | 0.7843 | 0.8653 | 0.9526 | 0.7812 | 0.8842 | 0.4337 | 0.8776 | 0.8747 | 0.6859 | 0.8570 | 0.6557 | 0.7540 | 0.3204 | 0.7752 | 0.7005 | 0.6591 | | 0.2281 | 5.08 | 1880 | 0.4724 | 0.6934 | 0.7981 | 0.8739 | 0.9398 | 0.8055 | 0.8379 | 0.4750 | 0.9005 | 0.8682 | 0.7600 | 0.8549 | 0.6556 | 0.7680 | 0.3552 | 0.7883 | 0.7030 | 0.7289 | | 0.2993 | 5.14 | 1900 | 0.4743 | 0.6906 | 0.8048 | 0.8734 | 0.9179 | 0.8497 | 0.8659 | 0.4449 | 0.9038 | 0.8634 | 0.7883 | 0.8530 | 0.6452 | 0.7612 | 0.3450 | 0.7912 | 0.7033 | 0.7355 | | 0.2055 | 5.19 | 1920 | 0.4622 | 0.6946 | 0.8067 | 0.8751 | 0.9235 | 0.8360 | 0.8735 | 0.4365 | 0.8923 | 0.8917 | 0.7937 | 0.8566 | 0.6565 | 0.7676 | 0.3458 | 0.7887 | 0.7110 | 0.7363 | | 0.3412 | 5.24 | 1940 | 0.4457 | 0.6952 | 0.8125 | 0.8759 | 0.9201 | 0.8528 | 0.8940 | 0.4325 | 0.8768 | 0.8663 | 0.8447 | 0.8646 | 0.6578 | 0.7447 | 0.3568 | 0.7844 | 0.6959 | 0.7621 | | 0.151 | 5.3 | 1960 | 0.4514 | 0.6987 | 0.8015 | 0.8788 | 0.9391 | 0.7956 | 0.8804 | 0.3985 | 0.8831 | 0.9117 | 0.8020 | 0.8706 | 0.6685 | 0.7522 | 0.3468 | 0.7816 | 0.6951 | 0.7758 | | 0.2555 | 5.35 | 1980 | 0.4614 | 0.6948 | 0.7889 | 0.8787 | 0.9345 | 0.8141 | 0.8631 | 0.3713 | 0.9240 | 0.8289 | 0.7866 | 0.8607 | 0.6671 | 0.7611 | 0.3365 | 0.7970 | 0.6890 | 0.7519 | | 0.2239 | 5.41 | 2000 | 0.4844 | 0.6866 | 0.7904 | 0.8715 | 0.9036 | 0.7965 | 0.8565 | 0.3857 | 0.9111 | 0.8231 | 0.8560 | 0.8506 | 0.6680 | 0.7614 | 0.3428 | 0.7942 | 0.6705 | 0.7185 | | 0.5612 | 5.46 | 2020 | 0.4714 | 0.6793 | 0.7872 | 0.8700 | 0.9358 | 0.7631 | 0.8837 | 0.4077 | 0.8903 | 0.8830 | 0.7467 | 0.8606 | 0.6458 | 0.7542 | 0.3295 | 0.7872 | 0.6757 | 0.7022 | | 0.1632 | 5.51 | 2040 | 0.4192 | 0.7001 | 0.8006 | 0.8799 | 0.9337 | 0.7906 | 0.8776 | 0.4283 | 0.9040 | 0.8670 | 0.8032 | 0.8620 | 0.6523 | 0.7545 | 0.3565 | 0.7943 | 0.7136 | 0.7676 | | 0.3176 | 5.57 | 2060 | 0.4405 | 0.6961 | 0.8071 | 0.8739 | 0.9055 | 0.7677 | 0.8714 | 0.4748 | 0.8877 | 0.8745 | 0.8681 | 0.8364 | 0.6430 | 0.7630 | 0.3790 | 0.8048 | 0.7027 | 0.7435 | | 0.2527 | 5.62 | 2080 | 0.4809 | 0.6865 | 0.8118 | 0.8643 | 0.8902 | 0.8201 | 0.8365 | 0.5203 | 0.8765 | 0.8821 | 0.8570 | 0.8246 | 0.6589 | 0.7479 | 0.3651 | 0.7878 | 0.6943 | 0.7268 | | 0.1764 | 5.68 | 2100 | 0.5341 | 0.6777 | 0.7883 | 0.8588 | 0.8914 | 0.8190 | 0.8287 | 0.4192 | 0.9007 | 0.8714 | 0.7878 | 0.8238 | 0.6738 | 0.7457 | 0.3683 | 0.7768 | 0.6936 | 0.6617 | | 0.1136 | 5.73 | 2120 | 0.4474 | 0.6963 | 0.7986 | 0.8749 | 0.9295 | 0.8177 | 0.8562 | 0.4604 | 0.9136 | 0.8418 | 0.7708 | 0.8611 | 0.6680 | 0.7516 | 0.3707 | 0.7827 | 0.7011 | 0.7390 | | 0.5141 | 5.78 | 2140 | 0.4665 | 0.6846 | 0.7962 | 0.8712 | 0.9421 | 0.8277 | 0.8321 | 0.4425 | 0.8902 | 0.8964 | 0.7426 | 0.8667 | 0.6649 | 0.7442 | 0.3540 | 0.7868 | 0.6655 | 0.7100 | | 0.174 | 5.84 | 2160 | 0.5218 | 0.6835 | 0.7878 | 0.8690 | 0.9482 | 0.7833 | 0.8772 | 0.4438 | 0.8915 | 0.8688 | 0.7019 | 0.8577 | 0.6668 | 0.7536 | 0.3759 | 0.7872 | 0.6675 | 0.6755 | | 0.188 | 5.89 | 2180 | 0.4522 | 0.7021 | 0.8060 | 0.8802 | 0.9293 | 0.8342 | 0.8655 | 0.4577 | 0.9181 | 0.8512 | 0.7858 | 0.8665 | 0.6660 | 0.7572 | 0.3813 | 0.7996 | 0.6905 | 0.7540 | | 0.3344 | 5.95 | 2200 | 0.4360 | 0.7086 | 0.8142 | 0.8837 | 0.9306 | 0.7532 | 0.8829 | 0.5359 | 0.9002 | 0.8530 | 0.8436 | 0.8695 | 0.6444 | 0.7615 | 0.3880 | 0.8023 | 0.6994 | 0.7950 | | 0.1797 | 6.0 | 2220 | 0.4445 | 0.7060 | 0.8141 | 0.8818 | 0.9441 | 0.8379 | 0.8681 | 0.4773 | 0.8861 | 0.8778 | 0.8078 | 0.8675 | 0.6734 | 0.7598 | 0.3752 | 0.8000 | 0.6887 | 0.7772 | | 0.2774 | 6.05 | 2240 | 0.4818 | 0.6994 | 0.7988 | 0.8768 | 0.9332 | 0.7931 | 0.8432 | 0.4720 | 0.9138 | 0.8620 | 0.7747 | 0.8585 | 0.6726 | 0.7516 | 0.3863 | 0.7948 | 0.6857 | 0.7461 | | 0.2327 | 6.11 | 2260 | 0.4569 | 0.7031 | 0.8161 | 0.8784 | 0.9475 | 0.8025 | 0.8781 | 0.5475 | 0.8725 | 0.8686 | 0.7959 | 0.8673 | 0.6759 | 0.7472 | 0.3821 | 0.7932 | 0.6922 | 0.7639 | | 0.2325 | 6.16 | 2280 | 0.4467 | 0.7008 | 0.8099 | 0.8781 | 0.9340 | 0.8298 | 0.8729 | 0.4840 | 0.8993 | 0.8757 | 0.7738 | 0.8649 | 0.6751 | 0.7579 | 0.3879 | 0.7987 | 0.6742 | 0.7469 | | 0.2765 | 6.22 | 2300 | 0.4697 | 0.7079 | 0.8190 | 0.8814 | 0.9312 | 0.8476 | 0.8850 | 0.4808 | 0.8852 | 0.8712 | 0.8319 | 0.8622 | 0.6748 | 0.7480 | 0.3760 | 0.7963 | 0.7046 | 0.7935 | | 0.2046 | 6.27 | 2320 | 0.4616 | 0.7127 | 0.8109 | 0.8837 | 0.9376 | 0.7920 | 0.8526 | 0.4951 | 0.9013 | 0.8622 | 0.8354 | 0.8613 | 0.6714 | 0.7559 | 0.4065 | 0.8032 | 0.7022 | 0.7887 | | 0.1963 | 6.32 | 2340 | 0.4739 | 0.6945 | 0.8007 | 0.8725 | 0.9310 | 0.8082 | 0.8955 | 0.4643 | 0.8927 | 0.8487 | 0.7645 | 0.8585 | 0.6757 | 0.7448 | 0.3928 | 0.7816 | 0.6807 | 0.7273 | | 0.2361 | 6.38 | 2360 | 0.4741 | 0.7069 | 0.8140 | 0.8802 | 0.9299 | 0.8167 | 0.8707 | 0.4924 | 0.8943 | 0.8771 | 0.8170 | 0.8667 | 0.6784 | 0.7430 | 0.3972 | 0.7933 | 0.6887 | 0.7810 | | 0.2632 | 6.43 | 2380 | 0.4558 | 0.7139 | 0.8155 | 0.8826 | 0.9459 | 0.8249 | 0.8559 | 0.5139 | 0.8881 | 0.8566 | 0.8232 | 0.8579 | 0.6799 | 0.7580 | 0.4103 | 0.7994 | 0.7044 | 0.7875 | | 0.3303 | 6.49 | 2400 | 0.4515 | 0.7168 | 0.8235 | 0.8848 | 0.9259 | 0.8486 | 0.8710 | 0.5175 | 0.9060 | 0.8625 | 0.8334 | 0.8647 | 0.6741 | 0.7653 | 0.4198 | 0.8040 | 0.6994 | 0.7903 | | 0.2302 | 6.54 | 2420 | 0.5023 | 0.7023 | 0.8086 | 0.8749 | 0.9289 | 0.8241 | 0.8668 | 0.5379 | 0.9107 | 0.8341 | 0.7576 | 0.8635 | 0.6727 | 0.7638 | 0.4177 | 0.7813 | 0.7000 | 0.7171 | | 0.1938 | 6.59 | 2440 | 0.4455 | 0.7135 | 0.8184 | 0.8836 | 0.9385 | 0.8023 | 0.8569 | 0.5383 | 0.8913 | 0.8604 | 0.8413 | 0.8639 | 0.6716 | 0.7535 | 0.4012 | 0.7998 | 0.7039 | 0.8004 | | 0.2548 | 6.65 | 2460 | 0.4623 | 0.7105 | 0.8076 | 0.8845 | 0.9245 | 0.8094 | 0.8767 | 0.4464 | 0.9216 | 0.8380 | 0.8362 | 0.8654 | 0.6776 | 0.7547 | 0.3729 | 0.8026 | 0.7027 | 0.7980 | | 0.1381 | 6.7 | 2480 | 0.5230 | 0.6845 | 0.8019 | 0.8681 | 0.9127 | 0.8364 | 0.8695 | 0.4520 | 0.8976 | 0.8859 | 0.7589 | 0.8565 | 0.6653 | 0.7490 | 0.3569 | 0.7795 | 0.6690 | 0.7149 | | 0.3893 | 6.76 | 2500 | 0.5467 | 0.6816 | 0.7832 | 0.8673 | 0.9414 | 0.7916 | 0.8847 | 0.4098 | 0.8943 | 0.8442 | 0.7166 | 0.8537 | 0.6665 | 0.7586 | 0.3393 | 0.7716 | 0.6987 | 0.6825 | | 0.265 | 6.81 | 2520 | 0.5706 | 0.6789 | 0.7995 | 0.8636 | 0.9280 | 0.8522 | 0.8637 | 0.4634 | 0.8812 | 0.9074 | 0.7009 | 0.8567 | 0.6724 | 0.7561 | 0.3618 | 0.7704 | 0.6671 | 0.6675 | | 0.1622 | 6.86 | 2540 | 0.5427 | 0.6803 | 0.7808 | 0.8669 | 0.9521 | 0.8043 | 0.8767 | 0.4134 | 0.8967 | 0.8405 | 0.6822 | 0.8576 | 0.6739 | 0.7517 | 0.3402 | 0.7713 | 0.7081 | 0.6591 | | 0.2996 | 6.92 | 2560 | 0.5518 | 0.6801 | 0.7910 | 0.8658 | 0.9381 | 0.8455 | 0.8768 | 0.4183 | 0.8908 | 0.8771 | 0.6904 | 0.8564 | 0.6737 | 0.7388 | 0.3572 | 0.7725 | 0.6991 | 0.6633 | | 0.2399 | 6.97 | 2580 | 0.4749 | 0.6954 | 0.7948 | 0.8751 | 0.9334 | 0.7980 | 0.8536 | 0.4331 | 0.9032 | 0.8485 | 0.7935 | 0.8499 | 0.6713 | 0.7370 | 0.3594 | 0.7930 | 0.7105 | 0.7464 | | 0.1772 | 7.03 | 2600 | 0.5112 | 0.6882 | 0.8023 | 0.8708 | 0.9248 | 0.8454 | 0.8591 | 0.4283 | 0.8905 | 0.9117 | 0.7567 | 0.8542 | 0.6686 | 0.7392 | 0.3601 | 0.7867 | 0.6899 | 0.7183 | | 0.2108 | 7.08 | 2620 | 0.4926 | 0.7034 | 0.8062 | 0.8795 | 0.9369 | 0.8160 | 0.8563 | 0.4529 | 0.8976 | 0.8882 | 0.7952 | 0.8586 | 0.6741 | 0.7536 | 0.3730 | 0.7979 | 0.7091 | 0.7578 | | 0.2477 | 7.14 | 2640 | 0.4855 | 0.6858 | 0.7974 | 0.8689 | 0.9219 | 0.8176 | 0.8402 | 0.4723 | 0.8969 | 0.8408 | 0.7923 | 0.8523 | 0.6444 | 0.7348 | 0.3680 | 0.7787 | 0.7024 | 0.7202 | | 0.0687 | 7.19 | 2660 | 0.5380 | 0.6873 | 0.8059 | 0.8689 | 0.9022 | 0.8409 | 0.8493 | 0.4224 | 0.8742 | 0.8757 | 0.8762 | 0.8390 | 0.6574 | 0.7325 | 0.3482 | 0.7847 | 0.7071 | 0.7424 | | 0.2234 | 7.24 | 2680 | 0.5683 | 0.6803 | 0.7977 | 0.8611 | 0.9037 | 0.7905 | 0.8715 | 0.4998 | 0.8894 | 0.8721 | 0.7569 | 0.8322 | 0.6649 | 0.7453 | 0.3639 | 0.7774 | 0.7065 | 0.6720 | | 0.2062 | 7.3 | 2700 | 0.5760 | 0.6851 | 0.7858 | 0.8686 | 0.9280 | 0.8046 | 0.8789 | 0.4224 | 0.9189 | 0.8400 | 0.7079 | 0.8576 | 0.6625 | 0.7535 | 0.3691 | 0.7734 | 0.7006 | 0.6792 | | 0.2796 | 7.35 | 2720 | 0.5103 | 0.6942 | 0.8027 | 0.8733 | 0.9303 | 0.7984 | 0.8478 | 0.5072 | 0.9045 | 0.8758 | 0.7552 | 0.8614 | 0.6613 | 0.7566 | 0.3804 | 0.7856 | 0.6955 | 0.7188 | | 0.1884 | 7.41 | 2740 | 0.4969 | 0.6902 | 0.7937 | 0.8736 | 0.9394 | 0.7590 | 0.8406 | 0.4820 | 0.9037 | 0.8801 | 0.7516 | 0.8636 | 0.6399 | 0.7596 | 0.3696 | 0.7853 | 0.6933 | 0.7203 | | 0.1346 | 7.46 | 2760 | 0.4948 | 0.6952 | 0.7930 | 0.8764 | 0.9402 | 0.7778 | 0.8859 | 0.4373 | 0.9071 | 0.8393 | 0.7636 | 0.8660 | 0.6528 | 0.7625 | 0.3671 | 0.7839 | 0.7029 | 0.7311 | | 0.2628 | 7.51 | 2780 | 0.4775 | 0.6991 | 0.8045 | 0.8761 | 0.9337 | 0.8090 | 0.8646 | 0.5064 | 0.9083 | 0.8437 | 0.7661 | 0.8643 | 0.6792 | 0.7563 | 0.3793 | 0.7903 | 0.6919 | 0.7325 | | 0.2086 | 7.57 | 2800 | 0.4892 | 0.6979 | 0.8067 | 0.8773 | 0.9348 | 0.7837 | 0.8824 | 0.4875 | 0.8918 | 0.8865 | 0.7800 | 0.8656 | 0.6634 | 0.7463 | 0.3805 | 0.7959 | 0.6842 | 0.7493 | | 0.2542 | 7.62 | 2820 | 0.5231 | 0.6911 | 0.7874 | 0.8732 | 0.9414 | 0.7914 | 0.8602 | 0.4360 | 0.9169 | 0.8390 | 0.7265 | 0.8632 | 0.6651 | 0.7538 | 0.3766 | 0.7835 | 0.6996 | 0.6957 | | 0.1954 | 7.68 | 2840 | 0.4852 | 0.7024 | 0.7956 | 0.8810 | 0.9451 | 0.7869 | 0.8629 | 0.4326 | 0.9166 | 0.8577 | 0.7673 | 0.8690 | 0.6747 | 0.7620 | 0.3745 | 0.7996 | 0.7029 | 0.7339 | | 1.0273 | 7.73 | 2860 | 0.4596 | 0.7141 | 0.8089 | 0.8882 | 0.9431 | 0.8245 | 0.8802 | 0.4189 | 0.9070 | 0.8486 | 0.8398 | 0.8682 | 0.6845 | 0.7557 | 0.3676 | 0.8126 | 0.7095 | 0.8006 | | 0.1902 | 7.78 | 2880 | 0.4873 | 0.6970 | 0.7940 | 0.8816 | 0.9379 | 0.7967 | 0.8838 | 0.3488 | 0.8978 | 0.8531 | 0.8400 | 0.8573 | 0.6607 | 0.7351 | 0.3182 | 0.8041 | 0.7070 | 0.7968 | | 0.2062 | 7.84 | 2900 | 0.4681 | 0.7058 | 0.8141 | 0.8805 | 0.9318 | 0.7580 | 0.8674 | 0.5270 | 0.8838 | 0.8921 | 0.8389 | 0.8637 | 0.6480 | 0.7286 | 0.3987 | 0.7945 | 0.7032 | 0.8044 | | 0.0755 | 7.89 | 2920 | 0.4817 | 0.6979 | 0.8084 | 0.8775 | 0.9363 | 0.7458 | 0.8554 | 0.5834 | 0.9033 | 0.8523 | 0.7822 | 0.8533 | 0.6161 | 0.7478 | 0.3927 | 0.8073 | 0.7137 | 0.7546 | | 0.1843 | 7.95 | 2940 | 0.4548 | 0.7083 | 0.8167 | 0.8833 | 0.9267 | 0.7871 | 0.8382 | 0.5425 | 0.9080 | 0.8748 | 0.8398 | 0.8663 | 0.6356 | 0.7535 | 0.3897 | 0.8026 | 0.7132 | 0.7975 | | 0.1396 | 8.0 | 2960 | 0.4567 | 0.7076 | 0.8127 | 0.8836 | 0.9436 | 0.8298 | 0.8537 | 0.4647 | 0.8881 | 0.8685 | 0.8408 | 0.8656 | 0.6714 | 0.7452 | 0.3598 | 0.8031 | 0.7129 | 0.7953 | | 0.173 | 8.05 | 2980 | 0.4945 | 0.7061 | 0.8035 | 0.8844 | 0.9451 | 0.7856 | 0.8608 | 0.4255 | 0.8966 | 0.8829 | 0.8280 | 0.8673 | 0.6596 | 0.7561 | 0.3545 | 0.8026 | 0.7114 | 0.7911 | | 0.3093 | 8.11 | 3000 | 0.4823 | 0.7100 | 0.8086 | 0.8866 | 0.9432 | 0.8145 | 0.8652 | 0.4169 | 0.8970 | 0.8789 | 0.8442 | 0.8699 | 0.6677 | 0.7530 | 0.3577 | 0.8058 | 0.7154 | 0.8005 | | 0.2962 | 8.16 | 3020 | 0.4966 | 0.7021 | 0.8003 | 0.8788 | 0.9312 | 0.8020 | 0.8730 | 0.4374 | 0.9119 | 0.8635 | 0.7835 | 0.8661 | 0.6728 | 0.7586 | 0.3732 | 0.7875 | 0.7131 | 0.7433 | | 0.3733 | 8.22 | 3040 | 0.4950 | 0.6958 | 0.7942 | 0.8764 | 0.9414 | 0.7381 | 0.8736 | 0.4837 | 0.9038 | 0.8475 | 0.7713 | 0.8665 | 0.6489 | 0.7507 | 0.3670 | 0.7835 | 0.7111 | 0.7431 | | 0.1865 | 8.27 | 3060 | 0.5472 | 0.6920 | 0.8016 | 0.8710 | 0.9394 | 0.8116 | 0.8359 | 0.5225 | 0.8934 | 0.8568 | 0.7516 | 0.8623 | 0.6671 | 0.7436 | 0.3737 | 0.7752 | 0.7078 | 0.7140 | | 0.2072 | 8.32 | 3080 | 0.6108 | 0.6840 | 0.7919 | 0.8688 | 0.9411 | 0.8302 | 0.8567 | 0.4390 | 0.9008 | 0.8849 | 0.6906 | 0.8617 | 0.6779 | 0.7663 | 0.3816 | 0.7894 | 0.6560 | 0.6554 | | 0.1293 | 8.38 | 3100 | 0.6279 | 0.6843 | 0.7943 | 0.8678 | 0.9376 | 0.8017 | 0.8483 | 0.4900 | 0.9012 | 0.8921 | 0.6894 | 0.8637 | 0.6781 | 0.7502 | 0.4039 | 0.7900 | 0.6513 | 0.6531 | | 0.1629 | 8.43 | 3120 | 0.5999 | 0.6915 | 0.8051 | 0.8707 | 0.9294 | 0.8130 | 0.8717 | 0.5201 | 0.9050 | 0.9022 | 0.6945 | 0.8691 | 0.6780 | 0.7687 | 0.4235 | 0.7937 | 0.6506 | 0.6567 | | 0.3812 | 8.49 | 3140 | 0.5890 | 0.6842 | 0.7996 | 0.8692 | 0.9256 | 0.8259 | 0.8914 | 0.4570 | 0.9037 | 0.9010 | 0.6924 | 0.8683 | 0.6799 | 0.7632 | 0.3861 | 0.7945 | 0.6402 | 0.6573 | | 0.2094 | 8.54 | 3160 | 0.5584 | 0.6824 | 0.8023 | 0.8676 | 0.9451 | 0.8207 | 0.8681 | 0.5136 | 0.8803 | 0.9061 | 0.6824 | 0.8732 | 0.6764 | 0.7650 | 0.3899 | 0.7889 | 0.6352 | 0.6480 | | 0.1628 | 8.59 | 3180 | 0.5262 | 0.6964 | 0.8051 | 0.8744 | 0.9411 | 0.7867 | 0.8729 | 0.5033 | 0.8861 | 0.8976 | 0.7483 | 0.8692 | 0.6749 | 0.7693 | 0.3892 | 0.7865 | 0.6787 | 0.7067 | | 0.1661 | 8.65 | 3200 | 0.5327 | 0.7005 | 0.8050 | 0.8761 | 0.9367 | 0.8371 | 0.8716 | 0.4827 | 0.9058 | 0.8479 | 0.7535 | 0.8629 | 0.6644 | 0.7739 | 0.3909 | 0.7851 | 0.7129 | 0.7131 | | 0.4721 | 8.7 | 3220 | 0.5279 | 0.7002 | 0.8018 | 0.8766 | 0.9359 | 0.8079 | 0.8655 | 0.4743 | 0.9079 | 0.8635 | 0.7576 | 0.8663 | 0.6812 | 0.7605 | 0.3771 | 0.7859 | 0.7115 | 0.7187 | | 0.0703 | 8.76 | 3240 | 0.4664 | 0.7106 | 0.8204 | 0.8825 | 0.9152 | 0.8265 | 0.8478 | 0.5010 | 0.9002 | 0.8785 | 0.8737 | 0.8631 | 0.6731 | 0.7550 | 0.3782 | 0.7990 | 0.7168 | 0.7886 | | 0.2753 | 8.81 | 3260 | 0.4006 | 0.7247 | 0.8180 | 0.8945 | 0.9523 | 0.8096 | 0.8616 | 0.4366 | 0.8913 | 0.8826 | 0.8921 | 0.8811 | 0.6908 | 0.7512 | 0.3619 | 0.8111 | 0.7225 | 0.8542 | | 0.1837 | 8.86 | 3280 | 0.4169 | 0.7180 | 0.8247 | 0.8890 | 0.9497 | 0.8345 | 0.8788 | 0.5008 | 0.8804 | 0.8770 | 0.8518 | 0.8827 | 0.6880 | 0.7510 | 0.3701 | 0.8017 | 0.7074 | 0.8250 | | 0.152 | 8.92 | 3300 | 0.5033 | 0.6876 | 0.8002 | 0.8697 | 0.9498 | 0.8260 | 0.8842 | 0.4980 | 0.8790 | 0.8433 | 0.7209 | 0.8611 | 0.6797 | 0.7366 | 0.3518 | 0.7775 | 0.7075 | 0.6990 | | 0.2573 | 8.97 | 3320 | 0.5029 | 0.7023 | 0.7983 | 0.8805 | 0.9496 | 0.8027 | 0.8716 | 0.4214 | 0.9036 | 0.8821 | 0.7569 | 0.8711 | 0.6779 | 0.7529 | 0.3727 | 0.7932 | 0.7183 | 0.7304 | | 0.2241 | 9.03 | 3340 | 0.4776 | 0.7155 | 0.8199 | 0.8877 | 0.9399 | 0.8379 | 0.8945 | 0.4420 | 0.8887 | 0.9032 | 0.8332 | 0.8734 | 0.6784 | 0.7479 | 0.3828 | 0.8066 | 0.7172 | 0.8023 | | 0.1353 | 9.08 | 3360 | 0.4805 | 0.7122 | 0.8071 | 0.8841 | 0.9435 | 0.8157 | 0.8559 | 0.4643 | 0.9135 | 0.8709 | 0.7856 | 0.8676 | 0.6885 | 0.7606 | 0.3982 | 0.8037 | 0.7092 | 0.7576 | | 0.2888 | 9.14 | 3380 | 0.5065 | 0.7141 | 0.8114 | 0.8861 | 0.9485 | 0.8318 | 0.8524 | 0.4801 | 0.9119 | 0.8649 | 0.7904 | 0.8703 | 0.6904 | 0.7527 | 0.3996 | 0.8124 | 0.7090 | 0.7642 | | 0.1335 | 9.19 | 3400 | 0.4572 | 0.7229 | 0.8273 | 0.8894 | 0.9437 | 0.8470 | 0.8592 | 0.5295 | 0.8975 | 0.8785 | 0.8356 | 0.8735 | 0.6861 | 0.7644 | 0.4015 | 0.8087 | 0.7227 | 0.8030 | | 0.1061 | 9.24 | 3420 | 0.4607 | 0.7189 | 0.8208 | 0.8878 | 0.9453 | 0.8148 | 0.8817 | 0.4944 | 0.8880 | 0.8853 | 0.8359 | 0.8699 | 0.6851 | 0.7572 | 0.3883 | 0.8058 | 0.7238 | 0.8025 | | 0.2501 | 9.3 | 3440 | 0.5414 | 0.6908 | 0.7916 | 0.8713 | 0.9531 | 0.7998 | 0.8756 | 0.4751 | 0.9021 | 0.8557 | 0.6799 | 0.8596 | 0.6792 | 0.7642 | 0.3872 | 0.7858 | 0.6981 | 0.6612 | | 0.1097 | 9.35 | 3460 | 0.5304 | 0.6981 | 0.8068 | 0.8750 | 0.9384 | 0.8401 | 0.8437 | 0.4930 | 0.9012 | 0.8940 | 0.7369 | 0.8648 | 0.6767 | 0.7606 | 0.3942 | 0.7889 | 0.6915 | 0.7097 | | 0.122 | 9.41 | 3480 | 0.4739 | 0.7062 | 0.8067 | 0.8786 | 0.9376 | 0.7564 | 0.8608 | 0.5608 | 0.9094 | 0.8477 | 0.7744 | 0.8608 | 0.6668 | 0.7677 | 0.4176 | 0.7977 | 0.7029 | 0.7301 | | 0.2102 | 9.46 | 3500 | 0.4655 | 0.7113 | 0.8183 | 0.8820 | 0.9350 | 0.8271 | 0.8528 | 0.5288 | 0.9018 | 0.8889 | 0.7934 | 0.8624 | 0.6762 | 0.7652 | 0.4080 | 0.8053 | 0.7126 | 0.7491 | | 0.1169 | 9.51 | 3520 | 0.5201 | 0.7008 | 0.7988 | 0.8758 | 0.9444 | 0.8025 | 0.8559 | 0.5037 | 0.9168 | 0.8519 | 0.7165 | 0.8639 | 0.6781 | 0.7670 | 0.4096 | 0.7894 | 0.7074 | 0.6903 | | 0.6264 | 9.57 | 3540 | 0.5133 | 0.6964 | 0.7993 | 0.8757 | 0.9458 | 0.8025 | 0.8797 | 0.4804 | 0.9068 | 0.8670 | 0.7127 | 0.8682 | 0.6785 | 0.7571 | 0.3860 | 0.7925 | 0.7047 | 0.6875 | | 0.2373 | 9.62 | 3560 | 0.4821 | 0.7022 | 0.8111 | 0.8776 | 0.9360 | 0.8357 | 0.8722 | 0.5095 | 0.9056 | 0.8749 | 0.7435 | 0.8664 | 0.6754 | 0.7664 | 0.3894 | 0.7939 | 0.7136 | 0.7102 | | 0.3805 | 9.68 | 3580 | 0.5108 | 0.6985 | 0.8045 | 0.8757 | 0.9361 | 0.8166 | 0.8450 | 0.5232 | 0.9135 | 0.8485 | 0.7483 | 0.8654 | 0.6738 | 0.7538 | 0.3882 | 0.7917 | 0.7107 | 0.7062 | | 0.237 | 9.73 | 3600 | 0.5523 | 0.6863 | 0.7982 | 0.8681 | 0.9384 | 0.8199 | 0.8666 | 0.5222 | 0.9065 | 0.8604 | 0.6735 | 0.8622 | 0.6765 | 0.7646 | 0.4105 | 0.7899 | 0.6590 | 0.6414 | | 0.1482 | 9.78 | 3620 | 0.5941 | 0.6820 | 0.8039 | 0.8643 | 0.9280 | 0.8276 | 0.8820 | 0.5199 | 0.8856 | 0.9067 | 0.6775 | 0.8624 | 0.6734 | 0.7643 | 0.4165 | 0.7838 | 0.6345 | 0.6393 | | 0.1805 | 9.84 | 3640 | 0.6438 | 0.6796 | 0.7864 | 0.8652 | 0.9350 | 0.7989 | 0.8489 | 0.4813 | 0.9166 | 0.8611 | 0.6631 | 0.8624 | 0.6714 | 0.7556 | 0.4067 | 0.7858 | 0.6458 | 0.6293 | | 0.239 | 9.89 | 3660 | 0.4694 | 0.7002 | 0.8129 | 0.8774 | 0.9367 | 0.8162 | 0.8671 | 0.5162 | 0.8852 | 0.8713 | 0.7978 | 0.8658 | 0.6771 | 0.7579 | 0.3663 | 0.7945 | 0.6914 | 0.7483 | | 0.2104 | 9.95 | 3680 | 0.4891 | 0.7038 | 0.8162 | 0.8789 | 0.9426 | 0.8106 | 0.8472 | 0.5556 | 0.8854 | 0.8730 | 0.7987 | 0.8706 | 0.6809 | 0.7598 | 0.3556 | 0.7913 | 0.7074 | 0.7607 | | 0.1765 | 10.0 | 3700 | 0.5206 | 0.6970 | 0.8066 | 0.8750 | 0.9372 | 0.8411 | 0.8607 | 0.4818 | 0.8967 | 0.8782 | 0.7505 | 0.8660 | 0.6826 | 0.7633 | 0.3571 | 0.7837 | 0.7077 | 0.7183 | | 0.0946 | 10.05 | 3720 | 0.5914 | 0.6823 | 0.7823 | 0.8700 | 0.9417 | 0.7156 | 0.8745 | 0.4482 | 0.9023 | 0.8800 | 0.7136 | 0.8645 | 0.6400 | 0.7556 | 0.3600 | 0.7790 | 0.6934 | 0.6835 | | 0.1405 | 10.11 | 3740 | 0.5498 | 0.6925 | 0.7974 | 0.8749 | 0.9437 | 0.7456 | 0.8604 | 0.4931 | 0.8924 | 0.8882 | 0.7584 | 0.8668 | 0.6513 | 0.7552 | 0.3623 | 0.7877 | 0.6997 | 0.7247 | | 0.1388 | 10.16 | 3760 | 0.5357 | 0.6968 | 0.7967 | 0.8774 | 0.9471 | 0.8022 | 0.8386 | 0.4642 | 0.9113 | 0.8707 | 0.7430 | 0.8712 | 0.6730 | 0.7566 | 0.3697 | 0.7928 | 0.7060 | 0.7084 | | 0.1771 | 10.22 | 3780 | 0.6115 | 0.6831 | 0.7889 | 0.8675 | 0.9348 | 0.8152 | 0.8740 | 0.4634 | 0.9171 | 0.8440 | 0.6736 | 0.8677 | 0.6903 | 0.7642 | 0.3713 | 0.7792 | 0.6652 | 0.6438 | | 0.1444 | 10.27 | 3800 | 0.6109 | 0.6864 | 0.7940 | 0.8691 | 0.9423 | 0.8238 | 0.8708 | 0.4760 | 0.9064 | 0.8655 | 0.6734 | 0.8671 | 0.6874 | 0.7687 | 0.3885 | 0.7852 | 0.6643 | 0.6436 | | 0.1396 | 10.32 | 3820 | 0.5184 | 0.7008 | 0.8145 | 0.8741 | 0.9314 | 0.8091 | 0.8466 | 0.5851 | 0.9004 | 0.8896 | 0.7393 | 0.8691 | 0.6783 | 0.7650 | 0.4179 | 0.7852 | 0.6960 | 0.6940 | | 0.1081 | 10.38 | 3840 | 0.4741 | 0.7096 | 0.8148 | 0.8802 | 0.9375 | 0.8211 | 0.8672 | 0.5263 | 0.9007 | 0.8757 | 0.7750 | 0.8676 | 0.6857 | 0.7702 | 0.4048 | 0.7939 | 0.7166 | 0.7286 | | 0.1524 | 10.43 | 3860 | 0.4823 | 0.7103 | 0.8144 | 0.8825 | 0.9334 | 0.8009 | 0.8934 | 0.4991 | 0.8977 | 0.8631 | 0.8131 | 0.8663 | 0.6799 | 0.7609 | 0.3795 | 0.7978 | 0.7156 | 0.7721 | | 0.9599 | 10.49 | 3880 | 0.4986 | 0.7052 | 0.8120 | 0.8789 | 0.9277 | 0.8567 | 0.8765 | 0.4741 | 0.9100 | 0.8699 | 0.7694 | 0.8619 | 0.6791 | 0.7645 | 0.3910 | 0.7948 | 0.7114 | 0.7337 | | 0.1149 | 10.54 | 3900 | 0.4714 | 0.7129 | 0.8183 | 0.8819 | 0.9337 | 0.8206 | 0.8717 | 0.5011 | 0.8914 | 0.9065 | 0.8033 | 0.8634 | 0.6916 | 0.7739 | 0.3999 | 0.7990 | 0.7125 | 0.7499 | | 0.1256 | 10.59 | 3920 | 0.5573 | 0.6929 | 0.7990 | 0.8698 | 0.9333 | 0.7965 | 0.8690 | 0.5079 | 0.9008 | 0.8673 | 0.7179 | 0.8593 | 0.6822 | 0.7692 | 0.3795 | 0.7751 | 0.7116 | 0.6736 | | 0.158 | 10.65 | 3940 | 0.5614 | 0.6934 | 0.8102 | 0.8707 | 0.9232 | 0.8543 | 0.8500 | 0.5118 | 0.8974 | 0.8908 | 0.7438 | 0.8604 | 0.6705 | 0.7624 | 0.3783 | 0.7776 | 0.7074 | 0.6972 | | 0.0693 | 10.7 | 3960 | 0.5446 | 0.6953 | 0.8007 | 0.8723 | 0.9379 | 0.8160 | 0.8718 | 0.4593 | 0.8911 | 0.8970 | 0.7315 | 0.8591 | 0.6834 | 0.7616 | 0.3788 | 0.7800 | 0.7144 | 0.6895 | | 0.1369 | 10.76 | 3980 | 0.5633 | 0.6895 | 0.7988 | 0.8694 | 0.9320 | 0.8285 | 0.8722 | 0.4870 | 0.9071 | 0.8685 | 0.6962 | 0.8586 | 0.6812 | 0.7700 | 0.3828 | 0.7845 | 0.6935 | 0.6554 | | 0.1034 | 10.81 | 4000 | 0.5001 | 0.7074 | 0.8234 | 0.8781 | 0.9387 | 0.8294 | 0.8683 | 0.5886 | 0.8856 | 0.8867 | 0.7662 | 0.8622 | 0.6791 | 0.7719 | 0.4064 | 0.7969 | 0.7092 | 0.7260 | | 0.1418 | 10.86 | 4020 | 0.5075 | 0.7002 | 0.8130 | 0.8773 | 0.9377 | 0.8373 | 0.8523 | 0.5111 | 0.8922 | 0.8864 | 0.7739 | 0.8618 | 0.6792 | 0.7700 | 0.3629 | 0.7998 | 0.6969 | 0.7309 | | 0.3032 | 10.92 | 4040 | 0.4956 | 0.7048 | 0.8140 | 0.8802 | 0.9397 | 0.8100 | 0.8448 | 0.5330 | 0.8947 | 0.8756 | 0.8001 | 0.8647 | 0.6779 | 0.7694 | 0.3635 | 0.8030 | 0.7010 | 0.7541 | | 0.5018 | 10.97 | 4060 | 0.4593 | 0.7106 | 0.8173 | 0.8836 | 0.9289 | 0.8175 | 0.8638 | 0.5043 | 0.9047 | 0.8772 | 0.8246 | 0.8684 | 0.6841 | 0.7629 | 0.3601 | 0.8030 | 0.7144 | 0.7810 | | 0.2459 | 11.03 | 4080 | 0.4838 | 0.7113 | 0.8166 | 0.8856 | 0.9435 | 0.8489 | 0.8586 | 0.4825 | 0.9041 | 0.8770 | 0.8014 | 0.8714 | 0.6883 | 0.7590 | 0.3663 | 0.8124 | 0.7128 | 0.7691 | | 0.1309 | 11.08 | 4100 | 0.5770 | 0.6777 | 0.7948 | 0.8650 | 0.9474 | 0.8369 | 0.8296 | 0.5281 | 0.8970 | 0.8552 | 0.6696 | 0.8627 | 0.6675 | 0.7578 | 0.3589 | 0.7804 | 0.6718 | 0.6450 | | 0.0667 | 11.14 | 4120 | 0.5862 | 0.6822 | 0.7895 | 0.8669 | 0.9409 | 0.8124 | 0.8650 | 0.4713 | 0.9090 | 0.8675 | 0.6602 | 0.8645 | 0.6809 | 0.7679 | 0.3647 | 0.7775 | 0.6871 | 0.6331 | | 0.1616 | 11.19 | 4140 | 0.4892 | 0.7126 | 0.8063 | 0.8856 | 0.9422 | 0.8165 | 0.8658 | 0.4276 | 0.9103 | 0.8745 | 0.8074 | 0.8644 | 0.6867 | 0.7632 | 0.3770 | 0.8082 | 0.7201 | 0.7689 | | 0.0772 | 11.24 | 4160 | 0.4894 | 0.7117 | 0.8198 | 0.8824 | 0.9428 | 0.8579 | 0.8460 | 0.5232 | 0.8940 | 0.8710 | 0.8033 | 0.8620 | 0.6829 | 0.7607 | 0.3884 | 0.8027 | 0.7202 | 0.7649 | | 0.145 | 11.3 | 4180 | 0.4947 | 0.7079 | 0.8052 | 0.8819 | 0.9416 | 0.7954 | 0.8507 | 0.4770 | 0.9104 | 0.8821 | 0.7794 | 0.8658 | 0.6836 | 0.7666 | 0.3990 | 0.8058 | 0.6937 | 0.7409 | | 0.2545 | 11.35 | 4200 | 0.5643 | 0.6948 | 0.7995 | 0.8729 | 0.9391 | 0.8174 | 0.8499 | 0.5036 | 0.9140 | 0.8680 | 0.7044 | 0.8653 | 0.6851 | 0.7664 | 0.4014 | 0.7906 | 0.6826 | 0.6720 | | 0.1577 | 11.41 | 4220 | 0.5282 | 0.6957 | 0.8024 | 0.8746 | 0.9392 | 0.8311 | 0.8691 | 0.4776 | 0.9048 | 0.8670 | 0.7281 | 0.8645 | 0.6855 | 0.7680 | 0.3843 | 0.7944 | 0.6832 | 0.6901 | | 0.1623 | 11.46 | 4240 | 0.5951 | 0.6843 | 0.7962 | 0.8692 | 0.9421 | 0.8296 | 0.8669 | 0.4804 | 0.9044 | 0.8796 | 0.6704 | 0.8690 | 0.6853 | 0.7667 | 0.3798 | 0.7922 | 0.6597 | 0.6372 | | 0.257 | 11.51 | 4260 | 0.5655 | 0.6858 | 0.7965 | 0.8708 | 0.9448 | 0.8252 | 0.8663 | 0.4579 | 0.8944 | 0.8835 | 0.7034 | 0.8685 | 0.6849 | 0.7679 | 0.3601 | 0.7920 | 0.6661 | 0.6613 | | 0.0991 | 11.57 | 4280 | 0.5676 | 0.6887 | 0.7975 | 0.8704 | 0.9344 | 0.8123 | 0.8720 | 0.4865 | 0.9074 | 0.8677 | 0.7023 | 0.8662 | 0.6827 | 0.7706 | 0.3776 | 0.7864 | 0.6753 | 0.6619 | | 0.2156 | 11.62 | 4300 | 0.4649 | 0.7140 | 0.8241 | 0.8857 | 0.9389 | 0.7820 | 0.8824 | 0.5541 | 0.8847 | 0.8888 | 0.8376 | 0.8728 | 0.6756 | 0.7683 | 0.3768 | 0.8092 | 0.7127 | 0.7826 | | 0.1035 | 11.68 | 4320 | 0.4957 | 0.7082 | 0.8054 | 0.8808 | 0.9357 | 0.8112 | 0.8578 | 0.4838 | 0.9143 | 0.8404 | 0.7946 | 0.8713 | 0.6885 | 0.7577 | 0.3826 | 0.7875 | 0.7215 | 0.7480 | | 0.1514 | 11.73 | 4340 | 0.4930 | 0.7073 | 0.8107 | 0.8792 | 0.9374 | 0.8345 | 0.8629 | 0.5147 | 0.9073 | 0.8414 | 0.7770 | 0.8711 | 0.6904 | 0.7601 | 0.3964 | 0.7871 | 0.7140 | 0.7324 | | 0.1573 | 11.78 | 4360 | 0.5794 | 0.6896 | 0.7959 | 0.8704 | 0.9485 | 0.8130 | 0.8560 | 0.5058 | 0.9057 | 0.8696 | 0.6725 | 0.8680 | 0.6896 | 0.7615 | 0.4024 | 0.7888 | 0.6749 | 0.6422 | | 0.1051 | 11.84 | 4380 | 0.5103 | 0.7027 | 0.8111 | 0.8778 | 0.9386 | 0.8408 | 0.8751 | 0.4967 | 0.9034 | 0.8940 | 0.7294 | 0.8729 | 0.6863 | 0.7694 | 0.4073 | 0.7950 | 0.6985 | 0.6897 | | 0.2098 | 11.89 | 4400 | 0.5512 | 0.7001 | 0.7944 | 0.8772 | 0.9505 | 0.8314 | 0.8697 | 0.4333 | 0.9173 | 0.8512 | 0.7077 | 0.8671 | 0.6847 | 0.7678 | 0.3907 | 0.7905 | 0.7223 | 0.6775 | | 0.1623 | 11.95 | 4420 | 0.5274 | 0.7010 | 0.8061 | 0.8765 | 0.9487 | 0.8456 | 0.8751 | 0.4888 | 0.9004 | 0.8683 | 0.7156 | 0.8693 | 0.6833 | 0.7690 | 0.3990 | 0.7887 | 0.7145 | 0.6832 | | 0.1104 | 12.0 | 4440 | 0.5310 | 0.7025 | 0.8094 | 0.8753 | 0.9391 | 0.8334 | 0.8675 | 0.5172 | 0.9003 | 0.8800 | 0.7280 | 0.8677 | 0.6850 | 0.7711 | 0.4001 | 0.7804 | 0.7222 | 0.6912 | | 0.211 | 12.05 | 4460 | 0.5243 | 0.7053 | 0.8045 | 0.8775 | 0.9370 | 0.8123 | 0.8782 | 0.4890 | 0.9108 | 0.8623 | 0.7422 | 0.8696 | 0.6880 | 0.7698 | 0.4005 | 0.7822 | 0.7243 | 0.7029 | | 0.1944 | 12.11 | 4480 | 0.5550 | 0.7014 | 0.8063 | 0.8744 | 0.9407 | 0.8288 | 0.8712 | 0.5126 | 0.9023 | 0.8725 | 0.7159 | 0.8677 | 0.6898 | 0.7732 | 0.4011 | 0.7779 | 0.7150 | 0.6852 | | 0.1553 | 12.16 | 4500 | 0.5307 | 0.7063 | 0.8118 | 0.8780 | 0.9432 | 0.8511 | 0.8547 | 0.5245 | 0.9070 | 0.8700 | 0.7321 | 0.8710 | 0.6856 | 0.7711 | 0.4126 | 0.7878 | 0.7188 | 0.6971 | | 0.1606 | 12.22 | 4520 | 0.4892 | 0.7123 | 0.8178 | 0.8817 | 0.9317 | 0.8140 | 0.8735 | 0.5241 | 0.9010 | 0.8892 | 0.7915 | 0.8699 | 0.6862 | 0.7664 | 0.4039 | 0.7931 | 0.7198 | 0.7469 | | 0.2076 | 12.27 | 4540 | 0.4659 | 0.7240 | 0.8295 | 0.8892 | 0.9358 | 0.8227 | 0.8704 | 0.5564 | 0.9004 | 0.8795 | 0.8411 | 0.8739 | 0.6929 | 0.7671 | 0.4116 | 0.8116 | 0.7208 | 0.7903 | | 0.1691 | 12.32 | 4560 | 0.4532 | 0.7221 | 0.8269 | 0.8886 | 0.9430 | 0.8278 | 0.8553 | 0.5435 | 0.8952 | 0.8892 | 0.8341 | 0.8734 | 0.6893 | 0.7655 | 0.4137 | 0.8116 | 0.7164 | 0.7852 | | 0.0608 | 12.38 | 4580 | 0.4673 | 0.7258 | 0.8270 | 0.8911 | 0.9378 | 0.8305 | 0.8636 | 0.5196 | 0.9048 | 0.8837 | 0.8490 | 0.8768 | 0.6909 | 0.7660 | 0.4129 | 0.8126 | 0.7219 | 0.7995 | | 0.0709 | 12.43 | 4600 | 0.4770 | 0.7231 | 0.8252 | 0.8896 | 0.9381 | 0.8149 | 0.8688 | 0.5247 | 0.9007 | 0.8877 | 0.8415 | 0.8746 | 0.6857 | 0.7628 | 0.4076 | 0.8100 | 0.7272 | 0.7934 | | 0.1155 | 12.49 | 4620 | 0.4650 | 0.7160 | 0.8185 | 0.8870 | 0.9423 | 0.8251 | 0.8675 | 0.4938 | 0.8978 | 0.8726 | 0.8306 | 0.8729 | 0.6909 | 0.7583 | 0.3734 | 0.8066 | 0.7257 | 0.7843 | | 0.2714 | 12.54 | 4640 | 0.5005 | 0.7109 | 0.8199 | 0.8828 | 0.9338 | 0.8412 | 0.8512 | 0.5115 | 0.8969 | 0.8885 | 0.8164 | 0.8686 | 0.6843 | 0.7655 | 0.3729 | 0.7985 | 0.7102 | 0.7766 | | 0.1586 | 12.59 | 4660 | 0.4738 | 0.7179 | 0.8261 | 0.8871 | 0.9363 | 0.8269 | 0.8478 | 0.5486 | 0.8983 | 0.8830 | 0.8420 | 0.8739 | 0.6801 | 0.7652 | 0.3909 | 0.8062 | 0.7084 | 0.8009 | | 0.3566 | 12.65 | 4680 | 0.4770 | 0.7160 | 0.8213 | 0.8871 | 0.9429 | 0.8264 | 0.8607 | 0.5180 | 0.9007 | 0.8871 | 0.8130 | 0.8751 | 0.6817 | 0.7674 | 0.3938 | 0.8112 | 0.7061 | 0.7767 | | 0.1293 | 12.7 | 4700 | 0.4729 | 0.7157 | 0.8246 | 0.8866 | 0.9413 | 0.8350 | 0.8620 | 0.5194 | 0.8920 | 0.9012 | 0.8213 | 0.8767 | 0.6836 | 0.7690 | 0.3903 | 0.8079 | 0.7029 | 0.7795 | | 0.2317 | 12.76 | 4720 | 0.4741 | 0.7194 | 0.8218 | 0.8872 | 0.9358 | 0.8083 | 0.8612 | 0.5258 | 0.9047 | 0.8948 | 0.8219 | 0.8718 | 0.6812 | 0.7711 | 0.4119 | 0.8078 | 0.7092 | 0.7827 | | 0.1032 | 12.81 | 4740 | 0.4636 | 0.7207 | 0.8248 | 0.8871 | 0.9393 | 0.8171 | 0.8644 | 0.5568 | 0.9019 | 0.8718 | 0.8221 | 0.8707 | 0.6836 | 0.7695 | 0.4159 | 0.8074 | 0.7134 | 0.7844 | | 0.1157 | 12.86 | 4760 | 0.4825 | 0.7105 | 0.8214 | 0.8821 | 0.9385 | 0.8118 | 0.8807 | 0.5477 | 0.8905 | 0.8918 | 0.7886 | 0.8714 | 0.6887 | 0.7697 | 0.4080 | 0.8062 | 0.6768 | 0.7527 | | 0.1749 | 12.92 | 4780 | 0.5870 | 0.6970 | 0.8021 | 0.8747 | 0.9416 | 0.8252 | 0.8663 | 0.5061 | 0.9115 | 0.8480 | 0.7162 | 0.8662 | 0.6841 | 0.7745 | 0.4039 | 0.7947 | 0.6703 | 0.6854 | | 0.1278 | 12.97 | 4800 | 0.5370 | 0.7086 | 0.8091 | 0.8818 | 0.9374 | 0.8212 | 0.8687 | 0.4876 | 0.9147 | 0.8635 | 0.7707 | 0.8682 | 0.6952 | 0.7744 | 0.4023 | 0.8074 | 0.6793 | 0.7336 | | 0.1008 | 13.03 | 4820 | 0.5594 | 0.6944 | 0.8062 | 0.8723 | 0.9373 | 0.8379 | 0.8844 | 0.4923 | 0.8936 | 0.8838 | 0.7142 | 0.8653 | 0.6945 | 0.7722 | 0.3868 | 0.7876 | 0.6721 | 0.6822 | | 0.1732 | 13.08 | 4840 | 0.5512 | 0.6985 | 0.8104 | 0.8740 | 0.9340 | 0.8407 | 0.8845 | 0.5203 | 0.9018 | 0.8753 | 0.7164 | 0.8670 | 0.6923 | 0.7727 | 0.4072 | 0.7908 | 0.6745 | 0.6850 | | 0.1677 | 13.14 | 4860 | 0.5072 | 0.7081 | 0.8136 | 0.8834 | 0.9446 | 0.8437 | 0.8804 | 0.4798 | 0.9025 | 0.8683 | 0.7759 | 0.8742 | 0.6916 | 0.7685 | 0.3934 | 0.8112 | 0.6781 | 0.7398 | | 0.1052 | 13.19 | 4880 | 0.4882 | 0.7192 | 0.8145 | 0.8896 | 0.9517 | 0.8136 | 0.8757 | 0.4702 | 0.9035 | 0.8740 | 0.8130 | 0.8751 | 0.6911 | 0.7729 | 0.3919 | 0.8143 | 0.7094 | 0.7797 | | 0.3023 | 13.24 | 4900 | 0.4847 | 0.7241 | 0.8221 | 0.8918 | 0.9395 | 0.8436 | 0.8724 | 0.4620 | 0.9068 | 0.8812 | 0.8488 | 0.8762 | 0.6909 | 0.7692 | 0.3885 | 0.8118 | 0.7225 | 0.8095 | | 0.0676 | 13.3 | 4920 | 0.4604 | 0.7284 | 0.8260 | 0.8926 | 0.9418 | 0.8318 | 0.8744 | 0.5011 | 0.9048 | 0.8818 | 0.8466 | 0.8747 | 0.6887 | 0.7766 | 0.4114 | 0.8137 | 0.7245 | 0.8092 | | 0.2334 | 13.35 | 4940 | 0.5013 | 0.7271 | 0.8324 | 0.8912 | 0.9322 | 0.8464 | 0.8866 | 0.5178 | 0.9004 | 0.8967 | 0.8464 | 0.8738 | 0.6821 | 0.7749 | 0.4163 | 0.8110 | 0.7241 | 0.8079 | | 0.264 | 13.41 | 4960 | 0.5389 | 0.7004 | 0.8117 | 0.8756 | 0.9371 | 0.8110 | 0.8914 | 0.5436 | 0.8997 | 0.8760 | 0.7228 | 0.8701 | 0.6816 | 0.7743 | 0.4175 | 0.7942 | 0.6752 | 0.6900 | | 0.1266 | 13.46 | 4980 | 0.5829 | 0.6898 | 0.8025 | 0.8698 | 0.9459 | 0.8180 | 0.8711 | 0.5304 | 0.8921 | 0.8749 | 0.6853 | 0.8633 | 0.6867 | 0.7669 | 0.4012 | 0.7904 | 0.6638 | 0.6562 | | 0.9889 | 13.51 | 5000 | 0.5592 | 0.6921 | 0.8041 | 0.8715 | 0.9415 | 0.8460 | 0.8747 | 0.5050 | 0.9013 | 0.8745 | 0.6859 | 0.8654 | 0.6892 | 0.7706 | 0.4058 | 0.7943 | 0.6646 | 0.6549 | | 0.0844 | 13.57 | 5020 | 0.6120 | 0.6885 | 0.8003 | 0.8690 | 0.9420 | 0.8217 | 0.8554 | 0.5179 | 0.9006 | 0.8933 | 0.6711 | 0.8646 | 0.6896 | 0.7622 | 0.4098 | 0.7913 | 0.6582 | 0.6439 | | 0.1035 | 13.62 | 5040 | 0.5904 | 0.7034 | 0.7973 | 0.8764 | 0.9387 | 0.8138 | 0.8376 | 0.4908 | 0.9280 | 0.8430 | 0.7293 | 0.8653 | 0.6911 | 0.7582 | 0.4120 | 0.7863 | 0.7156 | 0.6957 | | 0.1744 | 13.68 | 5060 | 0.4922 | 0.7183 | 0.8213 | 0.8850 | 0.9413 | 0.8252 | 0.8593 | 0.5281 | 0.8953 | 0.8871 | 0.8124 | 0.8650 | 0.6927 | 0.7611 | 0.4027 | 0.8027 | 0.7286 | 0.7751 | | 0.187 | 13.73 | 5080 | 0.4829 | 0.7179 | 0.8169 | 0.8854 | 0.9394 | 0.8254 | 0.8582 | 0.5190 | 0.9115 | 0.8645 | 0.8007 | 0.8654 | 0.6896 | 0.7631 | 0.4069 | 0.8057 | 0.7300 | 0.7649 | | 0.1855 | 13.78 | 5100 | 0.4941 | 0.7183 | 0.8256 | 0.8851 | 0.9316 | 0.8356 | 0.8628 | 0.5307 | 0.8972 | 0.8985 | 0.8224 | 0.8642 | 0.6851 | 0.7642 | 0.4131 | 0.8063 | 0.7216 | 0.7737 | | 0.0794 | 13.84 | 5120 | 0.4800 | 0.7199 | 0.8183 | 0.8868 | 0.9403 | 0.8018 | 0.8669 | 0.5106 | 0.9023 | 0.8917 | 0.8145 | 0.8680 | 0.6885 | 0.7742 | 0.4123 | 0.8075 | 0.7186 | 0.7702 | | 0.1965 | 13.89 | 5140 | 0.4668 | 0.7143 | 0.8158 | 0.8829 | 0.9415 | 0.8281 | 0.8750 | 0.5131 | 0.9015 | 0.8663 | 0.7849 | 0.8671 | 0.6963 | 0.7753 | 0.3950 | 0.7972 | 0.7236 | 0.7455 | | 0.0808 | 13.95 | 5160 | 0.4898 | 0.7116 | 0.8142 | 0.8804 | 0.9359 | 0.8242 | 0.8714 | 0.5208 | 0.9059 | 0.8712 | 0.7697 | 0.8697 | 0.6968 | 0.7718 | 0.4001 | 0.7887 | 0.7242 | 0.7297 | | 0.1323 | 14.0 | 5180 | 0.4871 | 0.7175 | 0.8172 | 0.8843 | 0.9384 | 0.8075 | 0.8845 | 0.5179 | 0.9014 | 0.8702 | 0.8004 | 0.8695 | 0.6942 | 0.7705 | 0.4082 | 0.7967 | 0.7273 | 0.7560 | | 0.052 | 14.05 | 5200 | 0.4886 | 0.7227 | 0.8219 | 0.8886 | 0.9366 | 0.8515 | 0.8754 | 0.4846 | 0.9090 | 0.8740 | 0.8221 | 0.8712 | 0.6937 | 0.7715 | 0.4067 | 0.8059 | 0.7264 | 0.7834 | | 1.5334 | 14.11 | 5220 | 0.4957 | 0.7222 | 0.8195 | 0.8869 | 0.9358 | 0.8362 | 0.8734 | 0.5082 | 0.9151 | 0.8657 | 0.8020 | 0.8719 | 0.7029 | 0.7736 | 0.4188 | 0.8028 | 0.7262 | 0.7592 | | 0.1475 | 14.16 | 5240 | 0.5308 | 0.7140 | 0.8197 | 0.8818 | 0.9361 | 0.8319 | 0.8961 | 0.5282 | 0.9006 | 0.8796 | 0.7653 | 0.8694 | 0.6954 | 0.7721 | 0.4203 | 0.7961 | 0.7159 | 0.7290 | | 0.1126 | 14.22 | 5260 | 0.5163 | 0.7099 | 0.8090 | 0.8804 | 0.9406 | 0.8275 | 0.8881 | 0.4893 | 0.9090 | 0.8539 | 0.7544 | 0.8684 | 0.6979 | 0.7755 | 0.4073 | 0.7937 | 0.7105 | 0.7162 | | 0.0525 | 14.27 | 5280 | 0.6142 | 0.7024 | 0.8039 | 0.8757 | 0.9418 | 0.8341 | 0.8721 | 0.4929 | 0.9109 | 0.8670 | 0.7086 | 0.8672 | 0.6992 | 0.7703 | 0.4105 | 0.7875 | 0.7030 | 0.6793 | | 0.1045 | 14.32 | 5300 | 0.5200 | 0.7119 | 0.8169 | 0.8796 | 0.9341 | 0.8416 | 0.8705 | 0.5419 | 0.9114 | 0.8742 | 0.7447 | 0.8706 | 0.6957 | 0.7718 | 0.4245 | 0.7893 | 0.7229 | 0.7082 | | 0.1537 | 14.38 | 5320 | 0.5363 | 0.7092 | 0.8092 | 0.8790 | 0.9381 | 0.8420 | 0.8620 | 0.5041 | 0.9168 | 0.8662 | 0.7350 | 0.8705 | 0.6993 | 0.7731 | 0.4169 | 0.7890 | 0.7179 | 0.6979 | | 0.0836 | 14.43 | 5340 | 0.5465 | 0.7087 | 0.8097 | 0.8799 | 0.9502 | 0.8128 | 0.8736 | 0.5116 | 0.8995 | 0.8890 | 0.7315 | 0.8736 | 0.6965 | 0.7743 | 0.4144 | 0.7927 | 0.7114 | 0.6980 | | 0.1907 | 14.49 | 5360 | 0.5253 | 0.7122 | 0.8206 | 0.8801 | 0.9358 | 0.8275 | 0.8897 | 0.5488 | 0.8987 | 0.8970 | 0.7466 | 0.8707 | 0.6915 | 0.7763 | 0.4244 | 0.7914 | 0.7185 | 0.7123 | | 0.1354 | 14.54 | 5380 | 0.4917 | 0.7242 | 0.8327 | 0.8873 | 0.9352 | 0.8341 | 0.8768 | 0.5954 | 0.9038 | 0.8809 | 0.8026 | 0.8707 | 0.6870 | 0.7787 | 0.4357 | 0.8082 | 0.7206 | 0.7684 | | 0.0947 | 14.59 | 5400 | 0.4813 | 0.7270 | 0.8290 | 0.8891 | 0.9390 | 0.8270 | 0.8627 | 0.5546 | 0.9021 | 0.8977 | 0.8198 | 0.8724 | 0.6928 | 0.7771 | 0.4387 | 0.8082 | 0.7185 | 0.7811 | | 0.1314 | 14.65 | 5420 | 0.5243 | 0.7067 | 0.8049 | 0.8797 | 0.9416 | 0.8445 | 0.8690 | 0.4635 | 0.9149 | 0.8531 | 0.7475 | 0.8690 | 0.6921 | 0.7716 | 0.4037 | 0.7931 | 0.7061 | 0.7115 | | 0.2984 | 14.7 | 5440 | 0.5308 | 0.7039 | 0.8090 | 0.8778 | 0.9402 | 0.8337 | 0.8739 | 0.4858 | 0.9021 | 0.8947 | 0.7328 | 0.8720 | 0.6960 | 0.7715 | 0.3999 | 0.7905 | 0.6985 | 0.6992 | | 0.1504 | 14.76 | 5460 | 0.5163 | 0.7054 | 0.8012 | 0.8791 | 0.9426 | 0.8090 | 0.8573 | 0.4633 | 0.9135 | 0.8783 | 0.7445 | 0.8692 | 0.6871 | 0.7710 | 0.3978 | 0.7902 | 0.7130 | 0.7094 | | 0.1155 | 14.81 | 5480 | 0.5011 | 0.7114 | 0.8149 | 0.8831 | 0.9414 | 0.8547 | 0.8500 | 0.4774 | 0.9055 | 0.9037 | 0.7716 | 0.8740 | 0.6909 | 0.7686 | 0.4004 | 0.7999 | 0.7127 | 0.7330 | | 0.1482 | 14.86 | 5500 | 0.4876 | 0.7147 | 0.8174 | 0.8846 | 0.9392 | 0.8457 | 0.8705 | 0.4961 | 0.9092 | 0.8821 | 0.7793 | 0.8733 | 0.6949 | 0.7737 | 0.3983 | 0.8031 | 0.7179 | 0.7413 | | 0.9022 | 14.92 | 5520 | 0.5065 | 0.7124 | 0.8168 | 0.8829 | 0.9454 | 0.8380 | 0.8736 | 0.5016 | 0.8934 | 0.8798 | 0.7857 | 0.8710 | 0.6956 | 0.7662 | 0.3930 | 0.7979 | 0.7141 | 0.7489 | | 0.132 | 14.97 | 5540 | 0.5276 | 0.6994 | 0.8104 | 0.8747 | 0.9415 | 0.8438 | 0.8627 | 0.5047 | 0.8918 | 0.9051 | 0.7232 | 0.8697 | 0.6993 | 0.7709 | 0.4005 | 0.7901 | 0.6741 | 0.6909 | | 0.2138 | 15.03 | 5560 | 0.4709 | 0.7129 | 0.8174 | 0.8829 | 0.9378 | 0.8383 | 0.8802 | 0.5150 | 0.9043 | 0.8578 | 0.7881 | 0.8709 | 0.6987 | 0.7695 | 0.3985 | 0.7995 | 0.7014 | 0.7520 | | 0.1711 | 15.08 | 5580 | 0.4906 | 0.7126 | 0.8128 | 0.8826 | 0.9420 | 0.8211 | 0.8596 | 0.5303 | 0.9141 | 0.8521 | 0.7701 | 0.8763 | 0.6950 | 0.7728 | 0.4058 | 0.7939 | 0.7073 | 0.7371 | | 0.1349 | 15.14 | 5600 | 0.4841 | 0.7137 | 0.8141 | 0.8840 | 0.9444 | 0.8316 | 0.8826 | 0.5211 | 0.9142 | 0.8376 | 0.7670 | 0.8796 | 0.6988 | 0.7709 | 0.4039 | 0.7979 | 0.7115 | 0.7333 | | 0.154 | 15.19 | 5620 | 0.4496 | 0.7192 | 0.8222 | 0.8874 | 0.9447 | 0.8265 | 0.8868 | 0.5339 | 0.9028 | 0.8577 | 0.8028 | 0.8784 | 0.6958 | 0.7697 | 0.4051 | 0.8065 | 0.7126 | 0.7662 | | 0.0808 | 15.24 | 5640 | 0.5273 | 0.6967 | 0.8038 | 0.8754 | 0.9464 | 0.8310 | 0.8744 | 0.4998 | 0.9098 | 0.8796 | 0.6856 | 0.8742 | 0.6936 | 0.7745 | 0.4105 | 0.8011 | 0.6670 | 0.6559 | | 0.15 | 15.3 | 5660 | 0.4631 | 0.7201 | 0.8192 | 0.8882 | 0.9455 | 0.8194 | 0.8798 | 0.5255 | 0.9115 | 0.8593 | 0.7937 | 0.8756 | 0.6924 | 0.7739 | 0.4138 | 0.8122 | 0.7136 | 0.7595 | | 0.0762 | 15.35 | 5680 | 0.4700 | 0.7209 | 0.8211 | 0.8887 | 0.9454 | 0.8250 | 0.8680 | 0.5226 | 0.9065 | 0.8694 | 0.8108 | 0.8752 | 0.6929 | 0.7747 | 0.4034 | 0.8113 | 0.7151 | 0.7739 | | 0.1096 | 15.41 | 5700 | 0.4910 | 0.7128 | 0.8142 | 0.8833 | 0.9474 | 0.8293 | 0.8565 | 0.5270 | 0.9101 | 0.8694 | 0.7594 | 0.8742 | 0.6916 | 0.7730 | 0.4100 | 0.8015 | 0.7142 | 0.7254 | | 0.1826 | 15.46 | 5720 | 0.4842 | 0.7179 | 0.8183 | 0.8870 | 0.9435 | 0.8381 | 0.8702 | 0.4942 | 0.9101 | 0.8929 | 0.7793 | 0.8768 | 0.6938 | 0.7755 | 0.4083 | 0.8085 | 0.7193 | 0.7430 | | 0.0888 | 15.51 | 5740 | 0.4808 | 0.7170 | 0.8134 | 0.8869 | 0.9506 | 0.8203 | 0.8591 | 0.4920 | 0.9082 | 0.8774 | 0.7863 | 0.8734 | 0.6953 | 0.7673 | 0.4004 | 0.8097 | 0.7214 | 0.7513 | | 0.1496 | 15.57 | 5760 | 0.4660 | 0.7283 | 0.8264 | 0.8928 | 0.9394 | 0.8520 | 0.8564 | 0.5227 | 0.9193 | 0.8498 | 0.8453 | 0.8783 | 0.6939 | 0.7742 | 0.4172 | 0.8175 | 0.7203 | 0.7966 | | 0.034 | 15.62 | 5780 | 0.4921 | 0.7151 | 0.8128 | 0.8847 | 0.9467 | 0.8223 | 0.8638 | 0.4968 | 0.9092 | 0.8780 | 0.7726 | 0.8719 | 0.6924 | 0.7694 | 0.4120 | 0.8049 | 0.7231 | 0.7323 | | 0.1116 | 15.68 | 5800 | 0.4806 | 0.7192 | 0.8215 | 0.8875 | 0.9442 | 0.8307 | 0.8832 | 0.4967 | 0.8969 | 0.8959 | 0.8025 | 0.8731 | 0.6946 | 0.7701 | 0.4032 | 0.8097 | 0.7209 | 0.7626 | | 0.0909 | 15.73 | 5820 | 0.4786 | 0.7218 | 0.8150 | 0.8898 | 0.9466 | 0.8160 | 0.8693 | 0.4922 | 0.9182 | 0.8575 | 0.8049 | 0.8743 | 0.6967 | 0.7753 | 0.4012 | 0.8152 | 0.7240 | 0.7661 | | 0.1079 | 15.78 | 5840 | 0.4401 | 0.7346 | 0.8346 | 0.8956 | 0.9437 | 0.8306 | 0.8551 | 0.5747 | 0.9119 | 0.8758 | 0.8505 | 0.8800 | 0.6978 | 0.7773 | 0.4291 | 0.8246 | 0.7261 | 0.8076 | | 0.1312 | 15.84 | 5860 | 0.4592 | 0.7239 | 0.8231 | 0.8894 | 0.9526 | 0.8194 | 0.8678 | 0.5472 | 0.9030 | 0.8736 | 0.7979 | 0.8713 | 0.6958 | 0.7777 | 0.4182 | 0.8172 | 0.7215 | 0.7658 | | 0.1523 | 15.89 | 5880 | 0.4761 | 0.7248 | 0.8219 | 0.8905 | 0.9457 | 0.8266 | 0.8337 | 0.5337 | 0.9170 | 0.8853 | 0.8110 | 0.8758 | 0.6967 | 0.7686 | 0.4224 | 0.8175 | 0.7181 | 0.7748 | | 0.2768 | 15.95 | 5900 | 0.5037 | 0.7176 | 0.8158 | 0.8856 | 0.9433 | 0.8239 | 0.8657 | 0.5131 | 0.9150 | 0.8818 | 0.7679 | 0.8746 | 0.6979 | 0.7705 | 0.4203 | 0.8063 | 0.7192 | 0.7344 | | 0.1386 | 16.0 | 5920 | 0.4989 | 0.7149 | 0.8115 | 0.8848 | 0.9427 | 0.8358 | 0.8668 | 0.4808 | 0.9188 | 0.8733 | 0.7626 | 0.8757 | 0.6991 | 0.7674 | 0.4138 | 0.8035 | 0.7165 | 0.7281 | | 0.0866 | 16.05 | 5940 | 0.4779 | 0.7148 | 0.8103 | 0.8855 | 0.9458 | 0.8288 | 0.8719 | 0.4682 | 0.9165 | 0.8795 | 0.7618 | 0.8755 | 0.6978 | 0.7715 | 0.4070 | 0.8062 | 0.7180 | 0.7276 | | 0.1616 | 16.11 | 5960 | 0.5905 | 0.7048 | 0.8052 | 0.8789 | 0.9453 | 0.8243 | 0.8737 | 0.4880 | 0.9148 | 0.8839 | 0.7067 | 0.8730 | 0.6907 | 0.7750 | 0.4145 | 0.7964 | 0.7031 | 0.6811 | | 0.1141 | 16.16 | 5980 | 0.5389 | 0.7077 | 0.8132 | 0.8803 | 0.9437 | 0.8445 | 0.8622 | 0.5056 | 0.9060 | 0.8956 | 0.7347 | 0.8733 | 0.6907 | 0.7747 | 0.4132 | 0.7988 | 0.7013 | 0.7020 | | 0.5809 | 16.22 | 6000 | 0.5397 | 0.7062 | 0.8059 | 0.8798 | 0.9463 | 0.8050 | 0.8765 | 0.4903 | 0.9069 | 0.8849 | 0.7315 | 0.8724 | 0.6922 | 0.7725 | 0.4087 | 0.7974 | 0.7049 | 0.6956 | | 0.1502 | 16.27 | 6020 | 0.5337 | 0.7051 | 0.8056 | 0.8791 | 0.9448 | 0.8178 | 0.8625 | 0.5024 | 0.9157 | 0.8774 | 0.7187 | 0.8723 | 0.6923 | 0.7743 | 0.4184 | 0.8012 | 0.6922 | 0.6849 | | 0.0764 | 16.32 | 6040 | 0.5655 | 0.7079 | 0.8073 | 0.8797 | 0.9433 | 0.8245 | 0.8713 | 0.5061 | 0.9193 | 0.8738 | 0.7129 | 0.8737 | 0.6965 | 0.7791 | 0.4238 | 0.7977 | 0.7029 | 0.6815 | | 0.0561 | 16.38 | 6060 | 0.6671 | 0.7018 | 0.8034 | 0.8763 | 0.9532 | 0.8155 | 0.8667 | 0.5083 | 0.9035 | 0.8813 | 0.6949 | 0.8690 | 0.6926 | 0.7733 | 0.4111 | 0.7916 | 0.7039 | 0.6711 | | 0.1363 | 16.43 | 6080 | 0.5540 | 0.7047 | 0.8098 | 0.8781 | 0.9473 | 0.8302 | 0.8811 | 0.5139 | 0.9031 | 0.8808 | 0.7121 | 0.8723 | 0.6977 | 0.7750 | 0.4095 | 0.7953 | 0.7012 | 0.6821 | | 0.1408 | 16.49 | 6100 | 0.6001 | 0.7058 | 0.8058 | 0.8781 | 0.9473 | 0.8158 | 0.8603 | 0.5305 | 0.9159 | 0.8609 | 0.7102 | 0.8739 | 0.6957 | 0.7757 | 0.4201 | 0.7917 | 0.7023 | 0.6810 | | 0.0844 | 16.54 | 6120 | 0.5692 | 0.7057 | 0.8102 | 0.8782 | 0.9462 | 0.8158 | 0.8603 | 0.5451 | 0.9087 | 0.8795 | 0.7154 | 0.8747 | 0.6935 | 0.7741 | 0.4216 | 0.7944 | 0.6965 | 0.6849 | | 0.6166 | 16.59 | 6140 | 0.5215 | 0.7115 | 0.8146 | 0.8822 | 0.9468 | 0.8382 | 0.8739 | 0.5055 | 0.9028 | 0.8894 | 0.7457 | 0.8739 | 0.6958 | 0.7734 | 0.4119 | 0.7992 | 0.7130 | 0.7134 | | 0.0868 | 16.65 | 6160 | 0.5212 | 0.7093 | 0.8136 | 0.8810 | 0.9439 | 0.8428 | 0.8667 | 0.5176 | 0.9098 | 0.8770 | 0.7374 | 0.8759 | 0.6968 | 0.7706 | 0.4109 | 0.7971 | 0.7089 | 0.7049 | | 0.0933 | 16.7 | 6180 | 0.5656 | 0.7039 | 0.8086 | 0.8766 | 0.9395 | 0.8424 | 0.8725 | 0.5149 | 0.9131 | 0.8680 | 0.7094 | 0.8708 | 0.6959 | 0.7706 | 0.4154 | 0.7888 | 0.7053 | 0.6804 | | 0.1599 | 16.76 | 6200 | 0.5295 | 0.7078 | 0.8083 | 0.8784 | 0.9412 | 0.8144 | 0.8737 | 0.5262 | 0.9125 | 0.8597 | 0.7303 | 0.8703 | 0.6947 | 0.7708 | 0.4198 | 0.7899 | 0.7117 | 0.6975 | | 0.194 | 16.81 | 6220 | 0.5692 | 0.7040 | 0.8062 | 0.8769 | 0.9393 | 0.8272 | 0.8603 | 0.5139 | 0.9169 | 0.8726 | 0.7135 | 0.8693 | 0.6918 | 0.7713 | 0.4191 | 0.7916 | 0.7010 | 0.6838 | | 2.0002 | 16.86 | 6240 | 0.5730 | 0.7020 | 0.8013 | 0.8769 | 0.9429 | 0.8263 | 0.8759 | 0.4654 | 0.9115 | 0.8683 | 0.7190 | 0.8675 | 0.6957 | 0.7702 | 0.3999 | 0.7913 | 0.6999 | 0.6893 | | 0.0626 | 16.92 | 6260 | 0.4793 | 0.7126 | 0.8165 | 0.8826 | 0.9442 | 0.8376 | 0.8666 | 0.5252 | 0.9066 | 0.8816 | 0.7537 | 0.8753 | 0.6957 | 0.7725 | 0.4177 | 0.7999 | 0.7073 | 0.7202 | | 0.1376 | 16.97 | 6280 | 0.5064 | 0.7102 | 0.8151 | 0.8806 | 0.9399 | 0.8344 | 0.8783 | 0.5470 | 0.9139 | 0.8520 | 0.7402 | 0.8733 | 0.6981 | 0.7739 | 0.4154 | 0.7970 | 0.7040 | 0.7096 | | 0.0716 | 17.03 | 6300 | 0.4703 | 0.7176 | 0.8226 | 0.8847 | 0.9421 | 0.8342 | 0.8686 | 0.5637 | 0.9075 | 0.8650 | 0.7768 | 0.8757 | 0.6993 | 0.7757 | 0.4188 | 0.8023 | 0.7087 | 0.7428 | | 0.1183 | 17.08 | 6320 | 0.4537 | 0.7268 | 0.8272 | 0.8908 | 0.9471 | 0.8228 | 0.8720 | 0.5645 | 0.9071 | 0.8600 | 0.8168 | 0.8819 | 0.6999 | 0.7726 | 0.4285 | 0.8115 | 0.7165 | 0.7769 | | 0.0756 | 17.14 | 6340 | 0.5057 | 0.7158 | 0.8177 | 0.8830 | 0.9447 | 0.8341 | 0.8755 | 0.5660 | 0.9143 | 0.8345 | 0.7546 | 0.8760 | 0.6994 | 0.7705 | 0.4280 | 0.7968 | 0.7185 | 0.7212 | | 0.1121 | 17.19 | 6360 | 0.5146 | 0.7133 | 0.8116 | 0.8816 | 0.9511 | 0.8261 | 0.8788 | 0.5182 | 0.9059 | 0.8677 | 0.7334 | 0.8716 | 0.7010 | 0.7681 | 0.4269 | 0.7961 | 0.7253 | 0.7039 | | 0.8812 | 17.24 | 6380 | 0.5779 | 0.6991 | 0.8014 | 0.8751 | 0.9509 | 0.8260 | 0.8680 | 0.5013 | 0.9100 | 0.8768 | 0.6771 | 0.8719 | 0.6979 | 0.7692 | 0.4269 | 0.7953 | 0.6821 | 0.6507 | | 0.1224 | 17.3 | 6400 | 0.6081 | 0.6975 | 0.8002 | 0.8743 | 0.9457 | 0.8119 | 0.8703 | 0.5074 | 0.9152 | 0.8790 | 0.6722 | 0.8739 | 0.6973 | 0.7696 | 0.4294 | 0.7954 | 0.6745 | 0.6426 | | 0.0756 | 17.35 | 6420 | 0.5924 | 0.6984 | 0.8034 | 0.8742 | 0.9438 | 0.8337 | 0.8612 | 0.5196 | 0.9158 | 0.8701 | 0.6797 | 0.8730 | 0.6984 | 0.7679 | 0.4288 | 0.7936 | 0.6795 | 0.6477 | | 0.0989 | 17.41 | 6440 | 0.5463 | 0.7041 | 0.8093 | 0.8774 | 0.9465 | 0.8364 | 0.8611 | 0.5322 | 0.9093 | 0.8687 | 0.7106 | 0.8742 | 0.6969 | 0.7676 | 0.4272 | 0.7956 | 0.6908 | 0.6764 | | 0.2782 | 17.46 | 6460 | 0.5839 | 0.7092 | 0.8070 | 0.8805 | 0.9421 | 0.8236 | 0.8708 | 0.4941 | 0.9181 | 0.8671 | 0.7328 | 0.8759 | 0.7028 | 0.7662 | 0.4183 | 0.7944 | 0.7096 | 0.6975 | | 0.0626 | 17.51 | 6480 | 0.5333 | 0.7105 | 0.8119 | 0.8815 | 0.9456 | 0.8366 | 0.8678 | 0.5003 | 0.9084 | 0.8866 | 0.7379 | 0.8767 | 0.6991 | 0.7686 | 0.4236 | 0.7983 | 0.7061 | 0.7013 | | 0.1027 | 17.57 | 6500 | 0.5370 | 0.7107 | 0.8130 | 0.8806 | 0.9470 | 0.8279 | 0.8627 | 0.5325 | 0.9071 | 0.8817 | 0.7324 | 0.8758 | 0.6951 | 0.7668 | 0.4315 | 0.7946 | 0.7122 | 0.6987 | | 0.5464 | 17.62 | 6520 | 0.5111 | 0.7157 | 0.8163 | 0.8832 | 0.9424 | 0.8294 | 0.8653 | 0.5289 | 0.9104 | 0.8776 | 0.7599 | 0.8771 | 0.6953 | 0.7687 | 0.4300 | 0.7949 | 0.7223 | 0.7220 | | 0.118 | 17.68 | 6540 | 0.5359 | 0.7105 | 0.8124 | 0.8794 | 0.9351 | 0.8242 | 0.8694 | 0.5230 | 0.9131 | 0.8818 | 0.7403 | 0.8720 | 0.6952 | 0.7729 | 0.4260 | 0.7891 | 0.7151 | 0.7036 | | 0.1491 | 17.73 | 6560 | 0.5201 | 0.7045 | 0.8158 | 0.8767 | 0.9395 | 0.8256 | 0.8856 | 0.5546 | 0.8943 | 0.8738 | 0.7371 | 0.8705 | 0.6925 | 0.7732 | 0.4114 | 0.7894 | 0.6923 | 0.7025 | | 0.1414 | 17.78 | 6580 | 0.5441 | 0.7029 | 0.8116 | 0.8770 | 0.9349 | 0.8467 | 0.8683 | 0.5044 | 0.9062 | 0.8868 | 0.7336 | 0.8703 | 0.6898 | 0.7738 | 0.4018 | 0.7912 | 0.6955 | 0.6979 | | 0.147 | 17.84 | 6600 | 0.6016 | 0.7023 | 0.8067 | 0.8768 | 0.9389 | 0.8315 | 0.8824 | 0.4868 | 0.9073 | 0.8782 | 0.7217 | 0.8690 | 0.6917 | 0.7701 | 0.4035 | 0.7913 | 0.7007 | 0.6895 | | 0.3068 | 17.89 | 6620 | 0.5620 | 0.7040 | 0.8117 | 0.8770 | 0.9388 | 0.8389 | 0.8782 | 0.5185 | 0.9049 | 0.8814 | 0.7214 | 0.8696 | 0.6956 | 0.7740 | 0.4102 | 0.7927 | 0.6976 | 0.6887 | | 0.1801 | 17.95 | 6640 | 0.4885 | 0.7204 | 0.8225 | 0.8876 | 0.9360 | 0.8473 | 0.8697 | 0.5022 | 0.9097 | 0.8832 | 0.8093 | 0.8716 | 0.6937 | 0.7719 | 0.4129 | 0.8105 | 0.7139 | 0.7684 | | 0.1804 | 18.0 | 6660 | 0.5110 | 0.7219 | 0.8262 | 0.8881 | 0.9358 | 0.8444 | 0.8673 | 0.5296 | 0.9070 | 0.8819 | 0.8175 | 0.8714 | 0.6929 | 0.7692 | 0.4163 | 0.8118 | 0.7128 | 0.7791 | | 0.1116 | 18.05 | 6680 | 0.5070 | 0.7206 | 0.8138 | 0.8894 | 0.9378 | 0.8169 | 0.8801 | 0.4586 | 0.9176 | 0.8617 | 0.8243 | 0.8715 | 0.6940 | 0.7692 | 0.3995 | 0.8132 | 0.7136 | 0.7833 | | 0.1006 | 18.11 | 6700 | 0.4960 | 0.7241 | 0.8216 | 0.8892 | 0.9401 | 0.8249 | 0.8662 | 0.5111 | 0.9106 | 0.8824 | 0.8156 | 0.8717 | 0.6915 | 0.7716 | 0.4227 | 0.8115 | 0.7237 | 0.7759 | | 0.2359 | 18.16 | 6720 | 0.5146 | 0.7224 | 0.8199 | 0.8878 | 0.9389 | 0.8115 | 0.8748 | 0.5118 | 0.9080 | 0.8876 | 0.8069 | 0.8704 | 0.6938 | 0.7688 | 0.4199 | 0.8074 | 0.7277 | 0.7690 | | 0.1132 | 18.22 | 6740 | 0.5011 | 0.7205 | 0.8157 | 0.8871 | 0.9409 | 0.7965 | 0.8643 | 0.5211 | 0.9115 | 0.8601 | 0.8151 | 0.8681 | 0.6914 | 0.7606 | 0.4174 | 0.8083 | 0.7245 | 0.7733 | | 0.2334 | 18.27 | 6760 | 0.5014 | 0.7203 | 0.8228 | 0.8856 | 0.9371 | 0.8392 | 0.8644 | 0.5331 | 0.9075 | 0.8853 | 0.7931 | 0.8715 | 0.6960 | 0.7711 | 0.4218 | 0.8016 | 0.7262 | 0.7540 | | 0.1462 | 18.32 | 6780 | 0.5624 | 0.7124 | 0.8109 | 0.8816 | 0.9380 | 0.8244 | 0.8777 | 0.4855 | 0.9108 | 0.8844 | 0.7555 | 0.8717 | 0.7002 | 0.7708 | 0.4074 | 0.7919 | 0.7255 | 0.7193 | | 0.2056 | 18.38 | 6800 | 0.5420 | 0.7120 | 0.8147 | 0.8812 | 0.9423 | 0.8275 | 0.8862 | 0.5207 | 0.9056 | 0.8792 | 0.7413 | 0.8755 | 0.6975 | 0.7707 | 0.4154 | 0.7917 | 0.7273 | 0.7058 | | 0.1651 | 18.43 | 6820 | 0.5382 | 0.7110 | 0.8140 | 0.8803 | 0.9388 | 0.8440 | 0.8692 | 0.5121 | 0.9082 | 0.8761 | 0.7495 | 0.8724 | 0.6953 | 0.7692 | 0.4149 | 0.7894 | 0.7248 | 0.7111 | | 0.0992 | 18.49 | 6840 | 0.5620 | 0.7088 | 0.8093 | 0.8790 | 0.9420 | 0.8331 | 0.8753 | 0.5021 | 0.9083 | 0.8684 | 0.7362 | 0.8702 | 0.6949 | 0.7673 | 0.4140 | 0.7876 | 0.7235 | 0.7039 | | 0.1757 | 18.54 | 6860 | 0.5442 | 0.7108 | 0.8150 | 0.8803 | 0.9360 | 0.8308 | 0.8751 | 0.5137 | 0.9033 | 0.8825 | 0.7639 | 0.8719 | 0.6964 | 0.7657 | 0.4081 | 0.7890 | 0.7198 | 0.7248 | | 0.1177 | 18.59 | 6880 | 0.5886 | 0.7041 | 0.8065 | 0.8767 | 0.9395 | 0.8178 | 0.8681 | 0.5125 | 0.9088 | 0.8689 | 0.7302 | 0.8708 | 0.6918 | 0.7697 | 0.4076 | 0.7845 | 0.7084 | 0.6961 | | 0.1385 | 18.65 | 6900 | 0.5821 | 0.7068 | 0.8103 | 0.8775 | 0.9338 | 0.8142 | 0.8833 | 0.5361 | 0.9145 | 0.8609 | 0.7296 | 0.8713 | 0.6881 | 0.7706 | 0.4206 | 0.7861 | 0.7155 | 0.6953 | | 0.0752 | 18.7 | 6920 | 0.5313 | 0.7110 | 0.8164 | 0.8798 | 0.9377 | 0.8312 | 0.8773 | 0.5327 | 0.9023 | 0.8818 | 0.7519 | 0.8714 | 0.6941 | 0.7714 | 0.4151 | 0.7884 | 0.7219 | 0.7144 | | 0.0994 | 18.76 | 6940 | 0.5557 | 0.7074 | 0.8114 | 0.8784 | 0.9387 | 0.8372 | 0.8628 | 0.5177 | 0.9090 | 0.8761 | 0.7384 | 0.8707 | 0.6932 | 0.7722 | 0.4082 | 0.7877 | 0.7151 | 0.7046 | | 0.1765 | 18.81 | 6960 | 0.5659 | 0.7064 | 0.8084 | 0.8781 | 0.9393 | 0.8197 | 0.8669 | 0.5152 | 0.9122 | 0.8764 | 0.7289 | 0.8718 | 0.6949 | 0.7747 | 0.4103 | 0.7892 | 0.7079 | 0.6959 | | 0.0776 | 18.86 | 6980 | 0.5780 | 0.7067 | 0.8135 | 0.8782 | 0.9362 | 0.8413 | 0.8658 | 0.5231 | 0.9094 | 0.8878 | 0.7309 | 0.8722 | 0.6953 | 0.7721 | 0.4183 | 0.7925 | 0.6990 | 0.6973 | | 0.1493 | 18.92 | 7000 | 0.5443 | 0.7038 | 0.8113 | 0.8769 | 0.9407 | 0.8341 | 0.8725 | 0.5199 | 0.9015 | 0.8848 | 0.7255 | 0.8709 | 0.6948 | 0.7726 | 0.4193 | 0.7930 | 0.6851 | 0.6913 | | 0.1297 | 18.97 | 7020 | 0.5767 | 0.6982 | 0.8070 | 0.8735 | 0.9423 | 0.8170 | 0.8655 | 0.5456 | 0.9027 | 0.8751 | 0.7012 | 0.8693 | 0.6915 | 0.7676 | 0.4209 | 0.7898 | 0.6776 | 0.6705 | | 0.1254 | 19.03 | 7040 | 0.5464 | 0.6990 | 0.8106 | 0.8747 | 0.9448 | 0.8353 | 0.8614 | 0.5483 | 0.9022 | 0.8883 | 0.6937 | 0.8739 | 0.6948 | 0.7686 | 0.4258 | 0.7960 | 0.6705 | 0.6633 | | 0.1392 | 19.08 | 7060 | 0.5197 | 0.7054 | 0.8122 | 0.8780 | 0.9463 | 0.8156 | 0.8707 | 0.5498 | 0.9015 | 0.8804 | 0.7214 | 0.8747 | 0.6972 | 0.7697 | 0.4242 | 0.7960 | 0.6885 | 0.6877 | | 0.1098 | 19.14 | 7080 | 0.5556 | 0.7011 | 0.8103 | 0.8760 | 0.9443 | 0.8244 | 0.8687 | 0.5591 | 0.9091 | 0.8681 | 0.6980 | 0.8757 | 0.6964 | 0.7739 | 0.4264 | 0.7976 | 0.6710 | 0.6664 | | 0.1717 | 19.19 | 7100 | 0.5825 | 0.6957 | 0.8024 | 0.8740 | 0.9463 | 0.8181 | 0.8598 | 0.5280 | 0.9115 | 0.8674 | 0.6861 | 0.8745 | 0.6960 | 0.7699 | 0.4194 | 0.7980 | 0.6562 | 0.6558 | | 0.0918 | 19.24 | 7120 | 0.5705 | 0.6960 | 0.8056 | 0.8741 | 0.9499 | 0.8380 | 0.8656 | 0.5248 | 0.9035 | 0.8754 | 0.6821 | 0.8728 | 0.6964 | 0.7716 | 0.4200 | 0.8010 | 0.6572 | 0.6528 | | 0.1239 | 19.3 | 7140 | 0.6309 | 0.6946 | 0.8038 | 0.8735 | 0.9491 | 0.8301 | 0.8817 | 0.5198 | 0.9048 | 0.8699 | 0.6711 | 0.8725 | 0.6945 | 0.7754 | 0.4174 | 0.7989 | 0.6613 | 0.6426 | | 0.0707 | 19.35 | 7160 | 0.6285 | 0.6973 | 0.8068 | 0.8733 | 0.9336 | 0.8444 | 0.8719 | 0.5197 | 0.9156 | 0.8736 | 0.6884 | 0.8690 | 0.6931 | 0.7749 | 0.4198 | 0.7919 | 0.6746 | 0.6580 | | 0.0628 | 19.41 | 7180 | 0.6001 | 0.6988 | 0.8025 | 0.8743 | 0.9391 | 0.8174 | 0.8625 | 0.5177 | 0.9176 | 0.8690 | 0.6938 | 0.8704 | 0.6945 | 0.7740 | 0.4198 | 0.7918 | 0.6786 | 0.6624 | | 0.128 | 19.46 | 7200 | 0.5883 | 0.7000 | 0.8058 | 0.8748 | 0.9390 | 0.8277 | 0.8617 | 0.5227 | 0.9130 | 0.8731 | 0.7031 | 0.8697 | 0.6947 | 0.7717 | 0.4186 | 0.7923 | 0.6820 | 0.6707 | | 0.1079 | 19.51 | 7220 | 0.5329 | 0.7090 | 0.8124 | 0.8797 | 0.9429 | 0.8367 | 0.8552 | 0.5280 | 0.9089 | 0.8720 | 0.7434 | 0.8700 | 0.6940 | 0.7700 | 0.4173 | 0.7957 | 0.7074 | 0.7082 | | 0.0662 | 19.57 | 7240 | 0.5389 | 0.7124 | 0.8122 | 0.8805 | 0.9388 | 0.8218 | 0.8682 | 0.5353 | 0.9156 | 0.8577 | 0.7481 | 0.8700 | 0.6976 | 0.7713 | 0.4253 | 0.7927 | 0.7158 | 0.7143 | | 0.1982 | 19.62 | 7260 | 0.5389 | 0.7124 | 0.8117 | 0.8811 | 0.9399 | 0.8329 | 0.8654 | 0.5114 | 0.9153 | 0.8707 | 0.7463 | 0.8714 | 0.6997 | 0.7691 | 0.4253 | 0.7953 | 0.7141 | 0.7119 | | 0.0693 | 19.68 | 7280 | 0.5139 | 0.7161 | 0.8157 | 0.8842 | 0.9429 | 0.8245 | 0.8727 | 0.5213 | 0.9130 | 0.8789 | 0.7569 | 0.8796 | 0.7020 | 0.7719 | 0.4269 | 0.7996 | 0.7144 | 0.7186 | | 0.1813 | 19.73 | 7300 | 0.5365 | 0.7132 | 0.8171 | 0.8825 | 0.9422 | 0.8286 | 0.8737 | 0.5397 | 0.9098 | 0.8763 | 0.7490 | 0.8799 | 0.6980 | 0.7725 | 0.4196 | 0.7960 | 0.7135 | 0.7128 | | 0.1081 | 19.78 | 7320 | 0.5273 | 0.7126 | 0.8143 | 0.8824 | 0.9462 | 0.8293 | 0.8549 | 0.5354 | 0.9131 | 0.8793 | 0.7416 | 0.8767 | 0.6944 | 0.7703 | 0.4204 | 0.7986 | 0.7191 | 0.7091 | | 1.5546 | 19.84 | 7340 | 0.5608 | 0.7097 | 0.8116 | 0.8805 | 0.9488 | 0.8067 | 0.8780 | 0.5345 | 0.9045 | 0.8835 | 0.7253 | 0.8737 | 0.6930 | 0.7699 | 0.4231 | 0.7971 | 0.7159 | 0.6949 | | 1.4996 | 19.89 | 7360 | 0.6004 | 0.7065 | 0.8139 | 0.8785 | 0.9467 | 0.8240 | 0.8768 | 0.5526 | 0.9046 | 0.8878 | 0.7049 | 0.8741 | 0.6946 | 0.7713 | 0.4285 | 0.7979 | 0.7028 | 0.6765 | | 0.0874 | 19.95 | 7380 | 0.5210 | 0.7112 | 0.8185 | 0.8814 | 0.9440 | 0.8369 | 0.8703 | 0.5430 | 0.9045 | 0.8981 | 0.7327 | 0.8772 | 0.6942 | 0.7713 | 0.4292 | 0.8001 | 0.7076 | 0.6987 | | 0.2072 | 20.0 | 7400 | 0.5481 | 0.7100 | 0.8146 | 0.8807 | 0.9470 | 0.8139 | 0.8698 | 0.5562 | 0.9078 | 0.8855 | 0.7223 | 0.8762 | 0.6906 | 0.7739 | 0.4309 | 0.7991 | 0.7092 | 0.6902 | | 0.1101 | 20.05 | 7420 | 0.5232 | 0.7142 | 0.8139 | 0.8833 | 0.9458 | 0.8184 | 0.8812 | 0.5229 | 0.9121 | 0.8765 | 0.7404 | 0.8762 | 0.6941 | 0.7740 | 0.4271 | 0.8008 | 0.7212 | 0.7064 | | 0.1173 | 20.11 | 7440 | 0.5291 | 0.7127 | 0.8152 | 0.8822 | 0.9455 | 0.8264 | 0.8733 | 0.5350 | 0.9096 | 0.8774 | 0.7389 | 0.8756 | 0.6948 | 0.7710 | 0.4243 | 0.7992 | 0.7182 | 0.7059 | | 0.1554 | 20.16 | 7460 | 0.5416 | 0.7110 | 0.8090 | 0.8820 | 0.9452 | 0.8151 | 0.8670 | 0.5110 | 0.9166 | 0.8661 | 0.7417 | 0.8776 | 0.6956 | 0.7681 | 0.4188 | 0.7969 | 0.7141 | 0.7059 | | 0.0842 | 20.22 | 7480 | 0.5363 | 0.7100 | 0.8069 | 0.8819 | 0.9465 | 0.8148 | 0.8731 | 0.4977 | 0.9176 | 0.8624 | 0.7361 | 0.8759 | 0.6949 | 0.7690 | 0.4134 | 0.7986 | 0.7152 | 0.7032 | | 0.059 | 20.27 | 7500 | 0.5013 | 0.7174 | 0.8156 | 0.8856 | 0.9427 | 0.8188 | 0.8792 | 0.5164 | 0.9152 | 0.8662 | 0.7704 | 0.8763 | 0.6959 | 0.7698 | 0.4198 | 0.8044 | 0.7205 | 0.7349 | | 0.2544 | 20.32 | 7520 | 0.4857 | 0.7240 | 0.8204 | 0.8898 | 0.9451 | 0.8156 | 0.8719 | 0.5201 | 0.9129 | 0.8768 | 0.8006 | 0.8768 | 0.6960 | 0.7726 | 0.4248 | 0.8138 | 0.7223 | 0.7621 | | 0.1371 | 20.38 | 7540 | 0.5108 | 0.7185 | 0.8166 | 0.8849 | 0.9364 | 0.8225 | 0.8757 | 0.5203 | 0.9184 | 0.8686 | 0.7742 | 0.8733 | 0.6958 | 0.7745 | 0.4245 | 0.8003 | 0.7229 | 0.7381 | | 0.074 | 20.43 | 7560 | 0.4800 | 0.7225 | 0.8200 | 0.8889 | 0.9429 | 0.8235 | 0.8771 | 0.5116 | 0.9128 | 0.8764 | 0.7958 | 0.8764 | 0.6945 | 0.7744 | 0.4196 | 0.8100 | 0.7236 | 0.7592 | | 0.0802 | 20.49 | 7580 | 0.4816 | 0.7193 | 0.8192 | 0.8868 | 0.9467 | 0.8058 | 0.8837 | 0.5255 | 0.9042 | 0.8953 | 0.7734 | 0.8798 | 0.6936 | 0.7735 | 0.4210 | 0.8046 | 0.7240 | 0.7383 | | 0.0402 | 20.54 | 7600 | 0.5232 | 0.7147 | 0.8162 | 0.8836 | 0.9437 | 0.8337 | 0.8760 | 0.5226 | 0.9119 | 0.8757 | 0.7495 | 0.8785 | 0.6952 | 0.7744 | 0.4203 | 0.7980 | 0.7220 | 0.7144 | | 0.0726 | 20.59 | 7620 | 0.4981 | 0.7173 | 0.8167 | 0.8854 | 0.9469 | 0.8319 | 0.8703 | 0.5215 | 0.9130 | 0.8762 | 0.7571 | 0.8773 | 0.6951 | 0.7767 | 0.4205 | 0.8034 | 0.7259 | 0.7225 | | 0.3745 | 20.65 | 7640 | 0.5250 | 0.7157 | 0.8151 | 0.8845 | 0.9447 | 0.8437 | 0.8754 | 0.4954 | 0.9123 | 0.8797 | 0.7542 | 0.8776 | 0.6968 | 0.7749 | 0.4198 | 0.8001 | 0.7226 | 0.7178 | | 1.2679 | 20.7 | 7660 | 0.4804 | 0.7208 | 0.8205 | 0.8872 | 0.9480 | 0.8189 | 0.8741 | 0.5276 | 0.9040 | 0.8925 | 0.7782 | 0.8774 | 0.6960 | 0.7746 | 0.4267 | 0.8070 | 0.7219 | 0.7418 | | 0.0966 | 20.76 | 7680 | 0.5085 | 0.7187 | 0.8179 | 0.8859 | 0.9447 | 0.8308 | 0.8638 | 0.5216 | 0.9121 | 0.8817 | 0.7707 | 0.8775 | 0.6975 | 0.7710 | 0.4265 | 0.8039 | 0.7209 | 0.7333 | | 0.1726 | 20.81 | 7700 | 0.5561 | 0.7123 | 0.8114 | 0.8808 | 0.9384 | 0.8226 | 0.8625 | 0.5116 | 0.9149 | 0.8872 | 0.7426 | 0.8712 | 0.6967 | 0.7713 | 0.4261 | 0.7932 | 0.7194 | 0.7085 | | 0.1355 | 20.86 | 7720 | 0.5438 | 0.7146 | 0.8136 | 0.8821 | 0.9390 | 0.8201 | 0.8767 | 0.5170 | 0.9121 | 0.8754 | 0.7546 | 0.8709 | 0.6980 | 0.7702 | 0.4277 | 0.7957 | 0.7214 | 0.7186 | | 0.1081 | 20.92 | 7740 | 0.5306 | 0.7158 | 0.8173 | 0.8826 | 0.9393 | 0.8267 | 0.8674 | 0.5339 | 0.9089 | 0.8833 | 0.7616 | 0.8712 | 0.6975 | 0.7703 | 0.4277 | 0.7967 | 0.7211 | 0.7259 | | 0.1707 | 20.97 | 7760 | 0.5283 | 0.7167 | 0.8143 | 0.8842 | 0.9382 | 0.8324 | 0.8755 | 0.4941 | 0.9148 | 0.8718 | 0.7731 | 0.8711 | 0.6988 | 0.7703 | 0.4199 | 0.8003 | 0.7205 | 0.7362 | | 0.122 | 21.03 | 7780 | 0.5323 | 0.7170 | 0.8137 | 0.8845 | 0.9438 | 0.8208 | 0.8783 | 0.5060 | 0.9096 | 0.8593 | 0.7782 | 0.8686 | 0.6960 | 0.7711 | 0.4208 | 0.8028 | 0.7190 | 0.7409 | | 0.0951 | 21.08 | 7800 | 0.5344 | 0.7142 | 0.8126 | 0.8822 | 0.9388 | 0.8252 | 0.8686 | 0.5019 | 0.9133 | 0.8850 | 0.7549 | 0.8705 | 0.6985 | 0.7699 | 0.4227 | 0.7968 | 0.7215 | 0.7191 | | 0.1561 | 21.14 | 7820 | 0.5678 | 0.7108 | 0.8118 | 0.8800 | 0.9426 | 0.8291 | 0.8740 | 0.5106 | 0.9078 | 0.8872 | 0.7311 | 0.8694 | 0.6975 | 0.7711 | 0.4228 | 0.7935 | 0.7195 | 0.7017 | | 0.0966 | 21.19 | 7840 | 0.4841 | 0.7250 | 0.8224 | 0.8894 | 0.9423 | 0.8323 | 0.8717 | 0.5137 | 0.9106 | 0.8799 | 0.8061 | 0.8741 | 0.7001 | 0.7702 | 0.4264 | 0.8114 | 0.7247 | 0.7682 | | 0.1362 | 21.24 | 7860 | 0.5114 | 0.7173 | 0.8162 | 0.8841 | 0.9388 | 0.8310 | 0.8622 | 0.5194 | 0.9162 | 0.8790 | 0.7667 | 0.8726 | 0.6985 | 0.7671 | 0.4282 | 0.8001 | 0.7228 | 0.7321 | | 0.0383 | 21.3 | 7880 | 0.5743 | 0.7119 | 0.8133 | 0.8804 | 0.9362 | 0.8395 | 0.8661 | 0.5197 | 0.9166 | 0.8721 | 0.7427 | 0.8701 | 0.6988 | 0.7636 | 0.4290 | 0.7944 | 0.7183 | 0.7091 | | 0.1295 | 21.35 | 7900 | 0.5497 | 0.7130 | 0.8135 | 0.8812 | 0.9385 | 0.8287 | 0.8700 | 0.5175 | 0.9127 | 0.8785 | 0.7484 | 0.8711 | 0.6987 | 0.7650 | 0.4274 | 0.7950 | 0.7203 | 0.7137 | | 0.176 | 21.41 | 7920 | 0.5293 | 0.7150 | 0.8149 | 0.8829 | 0.9444 | 0.8322 | 0.8598 | 0.5333 | 0.9126 | 0.8641 | 0.7581 | 0.8729 | 0.6963 | 0.7651 | 0.4290 | 0.7988 | 0.7215 | 0.7217 | | 0.1668 | 21.46 | 7940 | 0.5478 | 0.7130 | 0.8073 | 0.8818 | 0.9461 | 0.7878 | 0.8749 | 0.5211 | 0.9132 | 0.8564 | 0.7517 | 0.8704 | 0.6904 | 0.7706 | 0.4282 | 0.7958 | 0.7187 | 0.7174 | | 0.0873 | 21.51 | 7960 | 0.5093 | 0.7198 | 0.8187 | 0.8859 | 0.9453 | 0.8315 | 0.8734 | 0.5284 | 0.9113 | 0.8729 | 0.7679 | 0.8764 | 0.7006 | 0.7705 | 0.4335 | 0.8041 | 0.7222 | 0.7311 | | 0.1029 | 21.57 | 7980 | 0.5399 | 0.7167 | 0.8150 | 0.8843 | 0.9483 | 0.8273 | 0.8665 | 0.5269 | 0.9118 | 0.8702 | 0.7540 | 0.8761 | 0.6993 | 0.7686 | 0.4308 | 0.8016 | 0.7209 | 0.7193 | | 0.0735 | 21.62 | 8000 | 0.5728 | 0.7106 | 0.8112 | 0.8808 | 0.9464 | 0.8353 | 0.8590 | 0.5218 | 0.9141 | 0.8738 | 0.7282 | 0.8755 | 0.6988 | 0.7652 | 0.4316 | 0.7976 | 0.7112 | 0.6944 | | 0.1241 | 21.68 | 8020 | 0.5378 | 0.7131 | 0.8143 | 0.8822 | 0.9475 | 0.8299 | 0.8678 | 0.5294 | 0.9092 | 0.8786 | 0.7374 | 0.8760 | 0.6979 | 0.7688 | 0.4342 | 0.8001 | 0.7142 | 0.7008 | | 0.1456 | 21.73 | 8040 | 0.5700 | 0.7107 | 0.8099 | 0.8808 | 0.9469 | 0.8073 | 0.8641 | 0.5361 | 0.9134 | 0.8733 | 0.7286 | 0.8754 | 0.6955 | 0.7658 | 0.4338 | 0.7974 | 0.7133 | 0.6936 | | 0.1718 | 21.78 | 8060 | 0.5572 | 0.7102 | 0.8138 | 0.8803 | 0.9475 | 0.8285 | 0.8637 | 0.5474 | 0.9090 | 0.8762 | 0.7241 | 0.8752 | 0.6961 | 0.7669 | 0.4323 | 0.7973 | 0.7120 | 0.6916 | | 0.0592 | 21.84 | 8080 | 0.5832 | 0.7112 | 0.8180 | 0.8807 | 0.9451 | 0.8232 | 0.8658 | 0.5628 | 0.9034 | 0.8929 | 0.7328 | 0.8766 | 0.6951 | 0.7673 | 0.4354 | 0.7979 | 0.7068 | 0.6996 | | 0.0823 | 21.89 | 8100 | 0.5474 | 0.7157 | 0.8173 | 0.8827 | 0.9396 | 0.8341 | 0.8708 | 0.5360 | 0.9118 | 0.8709 | 0.7582 | 0.8738 | 0.6984 | 0.7688 | 0.4339 | 0.7972 | 0.7181 | 0.7201 | | 0.1769 | 21.95 | 8120 | 0.5557 | 0.7126 | 0.8155 | 0.8815 | 0.9433 | 0.8268 | 0.8745 | 0.5414 | 0.9099 | 0.8752 | 0.7377 | 0.8760 | 0.6984 | 0.7706 | 0.4323 | 0.7974 | 0.7110 | 0.7024 | | 0.1213 | 22.0 | 8140 | 0.5464 | 0.7129 | 0.8153 | 0.8814 | 0.9391 | 0.8340 | 0.8662 | 0.5266 | 0.9110 | 0.8792 | 0.7513 | 0.8733 | 0.6999 | 0.7683 | 0.4298 | 0.7974 | 0.7082 | 0.7131 | | 0.086 | 22.05 | 8160 | 0.5355 | 0.7134 | 0.8177 | 0.8814 | 0.9381 | 0.8381 | 0.8604 | 0.5436 | 0.9106 | 0.8789 | 0.7539 | 0.8720 | 0.6987 | 0.7647 | 0.4342 | 0.7983 | 0.7098 | 0.7162 | | 0.0569 | 22.11 | 8180 | 0.5513 | 0.7107 | 0.8095 | 0.8798 | 0.9419 | 0.8049 | 0.8646 | 0.5381 | 0.9142 | 0.8621 | 0.7407 | 0.8697 | 0.6955 | 0.7631 | 0.4341 | 0.7953 | 0.7113 | 0.7056 | | 0.1725 | 22.16 | 8200 | 0.5476 | 0.7114 | 0.8143 | 0.8804 | 0.9412 | 0.8400 | 0.8665 | 0.5273 | 0.9096 | 0.8740 | 0.7418 | 0.8712 | 0.6993 | 0.7641 | 0.4308 | 0.7961 | 0.7128 | 0.7057 | | 0.1424 | 22.22 | 8220 | 0.5766 | 0.7096 | 0.8123 | 0.8792 | 0.9366 | 0.8393 | 0.8607 | 0.5203 | 0.9142 | 0.8767 | 0.7381 | 0.8706 | 0.6995 | 0.7656 | 0.4282 | 0.7935 | 0.7090 | 0.7008 | | 0.0815 | 22.27 | 8240 | 0.5603 | 0.7117 | 0.8106 | 0.8805 | 0.9362 | 0.8323 | 0.8617 | 0.5083 | 0.9189 | 0.8691 | 0.7478 | 0.8712 | 0.7010 | 0.7678 | 0.4260 | 0.7940 | 0.7123 | 0.7095 | | 0.1072 | 22.32 | 8260 | 0.5785 | 0.7106 | 0.8133 | 0.8796 | 0.9399 | 0.8229 | 0.8683 | 0.5322 | 0.9088 | 0.8857 | 0.7354 | 0.8712 | 0.6991 | 0.7697 | 0.4309 | 0.7943 | 0.7082 | 0.7009 | | 0.6081 | 22.38 | 8280 | 0.5738 | 0.7090 | 0.8126 | 0.8789 | 0.9388 | 0.8331 | 0.8765 | 0.5201 | 0.9099 | 0.8851 | 0.7244 | 0.8710 | 0.6988 | 0.7719 | 0.4309 | 0.7941 | 0.7046 | 0.6919 | | 0.1266 | 22.43 | 8300 | 0.5503 | 0.7105 | 0.8116 | 0.8799 | 0.9393 | 0.8274 | 0.8678 | 0.5223 | 0.9141 | 0.8770 | 0.7336 | 0.8717 | 0.6984 | 0.7723 | 0.4306 | 0.7948 | 0.7084 | 0.6975 | | 0.0965 | 22.49 | 8320 | 0.5334 | 0.7118 | 0.8122 | 0.8807 | 0.9405 | 0.8295 | 0.8791 | 0.5216 | 0.9135 | 0.8605 | 0.7410 | 0.8719 | 0.6994 | 0.7727 | 0.4289 | 0.7956 | 0.7101 | 0.7040 | | 0.0954 | 22.54 | 8340 | 0.5871 | 0.7064 | 0.8094 | 0.8776 | 0.9403 | 0.8274 | 0.8615 | 0.5317 | 0.9132 | 0.8697 | 0.7223 | 0.8718 | 0.6974 | 0.7685 | 0.4273 | 0.7916 | 0.6994 | 0.6885 | | 0.0541 | 22.59 | 8360 | 0.5509 | 0.7109 | 0.8137 | 0.8807 | 0.9442 | 0.8316 | 0.8640 | 0.5374 | 0.9097 | 0.8684 | 0.7405 | 0.8743 | 0.6968 | 0.7676 | 0.4267 | 0.7957 | 0.7109 | 0.7042 | | 0.1117 | 22.65 | 8380 | 0.5819 | 0.7039 | 0.8110 | 0.8764 | 0.9404 | 0.8394 | 0.8661 | 0.5365 | 0.9092 | 0.8758 | 0.7098 | 0.8712 | 0.6966 | 0.7682 | 0.4283 | 0.7928 | 0.6925 | 0.6775 | | 0.1635 | 22.7 | 8400 | 0.5829 | 0.7093 | 0.8106 | 0.8794 | 0.9440 | 0.8297 | 0.8635 | 0.5252 | 0.9116 | 0.8737 | 0.7267 | 0.8712 | 0.6976 | 0.7690 | 0.4302 | 0.7953 | 0.7082 | 0.6935 | | 0.0433 | 22.76 | 8420 | 0.5677 | 0.7094 | 0.8125 | 0.8791 | 0.9402 | 0.8238 | 0.8619 | 0.5343 | 0.9099 | 0.8874 | 0.7301 | 0.8714 | 0.6976 | 0.7677 | 0.4326 | 0.7942 | 0.7069 | 0.6958 | | 1.1943 | 22.81 | 8440 | 0.5698 | 0.7098 | 0.8120 | 0.8793 | 0.9427 | 0.8280 | 0.8726 | 0.5379 | 0.9111 | 0.8632 | 0.7286 | 0.8702 | 0.6977 | 0.7698 | 0.4304 | 0.7945 | 0.7097 | 0.6963 | | 0.0504 | 22.86 | 8460 | 0.5308 | 0.7134 | 0.8157 | 0.8817 | 0.9428 | 0.8360 | 0.8711 | 0.5340 | 0.9098 | 0.8711 | 0.7450 | 0.8724 | 0.6987 | 0.7685 | 0.4306 | 0.7979 | 0.7169 | 0.7091 | | 0.1853 | 22.92 | 8480 | 0.5508 | 0.7116 | 0.8122 | 0.8811 | 0.9447 | 0.8256 | 0.8715 | 0.5254 | 0.9111 | 0.8693 | 0.7380 | 0.8740 | 0.6985 | 0.7667 | 0.4287 | 0.7971 | 0.7136 | 0.7026 | | 0.2347 | 22.97 | 8500 | 0.5389 | 0.7132 | 0.8148 | 0.8822 | 0.9450 | 0.8338 | 0.8628 | 0.5267 | 0.9099 | 0.8812 | 0.7446 | 0.8755 | 0.6981 | 0.7677 | 0.4284 | 0.7986 | 0.7159 | 0.7085 | | 1.5401 | 23.03 | 8520 | 0.5766 | 0.7113 | 0.8133 | 0.8813 | 0.9484 | 0.8311 | 0.8695 | 0.5294 | 0.9075 | 0.8728 | 0.7342 | 0.8751 | 0.6969 | 0.7681 | 0.4250 | 0.7970 | 0.7154 | 0.7018 | | 0.2574 | 23.08 | 8540 | 0.5870 | 0.7099 | 0.8104 | 0.8808 | 0.9473 | 0.8340 | 0.8651 | 0.5127 | 0.9115 | 0.8731 | 0.7293 | 0.8750 | 0.6969 | 0.7684 | 0.4232 | 0.7960 | 0.7135 | 0.6964 | | 0.1632 | 23.14 | 8560 | 0.5995 | 0.7083 | 0.8100 | 0.8795 | 0.9457 | 0.8221 | 0.8642 | 0.5330 | 0.9136 | 0.8736 | 0.7176 | 0.8755 | 0.6967 | 0.7674 | 0.4272 | 0.7948 | 0.7099 | 0.6865 | | 0.1034 | 23.19 | 8580 | 0.5488 | 0.7133 | 0.8156 | 0.8824 | 0.9448 | 0.8405 | 0.8758 | 0.5264 | 0.9114 | 0.8710 | 0.7392 | 0.8765 | 0.6986 | 0.7710 | 0.4270 | 0.7994 | 0.7167 | 0.7038 | | 0.1135 | 23.24 | 8600 | 0.5597 | 0.7119 | 0.8128 | 0.8817 | 0.9456 | 0.8379 | 0.8639 | 0.5206 | 0.9129 | 0.8706 | 0.7384 | 0.8764 | 0.6979 | 0.7679 | 0.4248 | 0.7968 | 0.7160 | 0.7031 | | 0.1802 | 23.3 | 8620 | 0.5903 | 0.7094 | 0.8045 | 0.8809 | 0.9467 | 0.8124 | 0.8603 | 0.4947 | 0.9187 | 0.8655 | 0.7330 | 0.8748 | 0.6971 | 0.7671 | 0.4196 | 0.7955 | 0.7127 | 0.6988 | | 0.0857 | 23.35 | 8640 | 0.5284 | 0.7150 | 0.8147 | 0.8834 | 0.9431 | 0.8353 | 0.8775 | 0.5122 | 0.9120 | 0.8673 | 0.7555 | 0.8756 | 0.7001 | 0.7708 | 0.4235 | 0.7985 | 0.7187 | 0.7179 | | 1.4639 | 23.41 | 8660 | 0.5624 | 0.7108 | 0.8139 | 0.8804 | 0.9453 | 0.8230 | 0.8743 | 0.5360 | 0.9051 | 0.8793 | 0.7341 | 0.8740 | 0.6983 | 0.7689 | 0.4263 | 0.7950 | 0.7119 | 0.7009 | | 0.4716 | 23.46 | 8680 | 0.5759 | 0.7098 | 0.8134 | 0.8801 | 0.9459 | 0.8281 | 0.8704 | 0.5395 | 0.9076 | 0.8741 | 0.7281 | 0.8750 | 0.6982 | 0.7684 | 0.4264 | 0.7953 | 0.7093 | 0.6959 | | 0.1424 | 23.51 | 8700 | 0.6016 | 0.7062 | 0.8049 | 0.8788 | 0.9469 | 0.8120 | 0.8714 | 0.5144 | 0.9158 | 0.8582 | 0.7152 | 0.8741 | 0.6969 | 0.7665 | 0.4238 | 0.7943 | 0.7033 | 0.6847 | | 0.1204 | 23.57 | 8720 | 0.6076 | 0.7072 | 0.8103 | 0.8789 | 0.9448 | 0.8232 | 0.8670 | 0.5388 | 0.9134 | 0.8683 | 0.7164 | 0.8756 | 0.6981 | 0.7662 | 0.4271 | 0.7952 | 0.7032 | 0.6852 | | 0.1257 | 23.62 | 8740 | 0.5440 | 0.7118 | 0.8154 | 0.8816 | 0.9464 | 0.8338 | 0.8716 | 0.5362 | 0.9076 | 0.8754 | 0.7370 | 0.8763 | 0.6987 | 0.7684 | 0.4260 | 0.7991 | 0.7114 | 0.7024 | | 0.2179 | 23.68 | 8760 | 0.5609 | 0.7106 | 0.8135 | 0.8809 | 0.9429 | 0.8358 | 0.8679 | 0.5310 | 0.9139 | 0.8695 | 0.7332 | 0.8768 | 0.6992 | 0.7676 | 0.4268 | 0.7969 | 0.7092 | 0.6980 | | 0.1164 | 23.73 | 8780 | 0.5748 | 0.7090 | 0.8135 | 0.8799 | 0.9431 | 0.8425 | 0.8606 | 0.5360 | 0.9132 | 0.8718 | 0.7273 | 0.8765 | 0.6977 | 0.7664 | 0.4264 | 0.7954 | 0.7075 | 0.6934 | | 0.0919 | 23.78 | 8800 | 0.5438 | 0.7120 | 0.8140 | 0.8817 | 0.9438 | 0.8326 | 0.8649 | 0.5313 | 0.9132 | 0.8716 | 0.7405 | 0.8772 | 0.6997 | 0.7671 | 0.4264 | 0.7978 | 0.7122 | 0.7037 | | 0.036 | 23.84 | 8820 | 0.5488 | 0.7113 | 0.8134 | 0.8815 | 0.9468 | 0.8407 | 0.8598 | 0.5294 | 0.9115 | 0.8660 | 0.7398 | 0.8756 | 0.6982 | 0.7662 | 0.4246 | 0.7984 | 0.7125 | 0.7040 | | 0.0586 | 23.89 | 8840 | 0.5605 | 0.7089 | 0.8111 | 0.8801 | 0.9475 | 0.8407 | 0.8589 | 0.5258 | 0.9123 | 0.8676 | 0.7253 | 0.8744 | 0.6974 | 0.7655 | 0.4257 | 0.7973 | 0.7088 | 0.6929 | | 0.1225 | 23.95 | 8860 | 0.5631 | 0.7091 | 0.8081 | 0.8809 | 0.9451 | 0.8345 | 0.8627 | 0.4950 | 0.9178 | 0.8749 | 0.7264 | 0.8754 | 0.6995 | 0.7662 | 0.4214 | 0.7991 | 0.7094 | 0.6931 | | 0.1302 | 24.0 | 8880 | 0.5985 | 0.7087 | 0.8087 | 0.8802 | 0.9450 | 0.8338 | 0.8645 | 0.5075 | 0.9158 | 0.8683 | 0.7257 | 0.8750 | 0.6995 | 0.7656 | 0.4231 | 0.7962 | 0.7092 | 0.6923 | | 0.7791 | 24.05 | 8900 | 0.5912 | 0.7091 | 0.8098 | 0.8807 | 0.9460 | 0.8422 | 0.8633 | 0.5032 | 0.9138 | 0.8694 | 0.7308 | 0.8748 | 0.6979 | 0.7666 | 0.4216 | 0.7979 | 0.7092 | 0.6959 | | 0.1207 | 24.11 | 8920 | 0.5727 | 0.7082 | 0.8106 | 0.8799 | 0.9446 | 0.8382 | 0.8673 | 0.5120 | 0.9128 | 0.8760 | 0.7230 | 0.8758 | 0.6990 | 0.7691 | 0.4249 | 0.7975 | 0.7022 | 0.6887 | | 0.0369 | 24.16 | 8940 | 0.5716 | 0.7093 | 0.8109 | 0.8804 | 0.9444 | 0.8315 | 0.8750 | 0.5187 | 0.9134 | 0.8677 | 0.7257 | 0.8759 | 0.6986 | 0.7696 | 0.4261 | 0.7970 | 0.7058 | 0.6919 | | 0.0854 | 24.22 | 8960 | 0.5496 | 0.7112 | 0.8143 | 0.8813 | 0.9435 | 0.8420 | 0.8665 | 0.5268 | 0.9129 | 0.8729 | 0.7352 | 0.8764 | 0.6979 | 0.7705 | 0.4279 | 0.7986 | 0.7091 | 0.6981 | | 0.1296 | 24.27 | 8980 | 0.5903 | 0.7087 | 0.8103 | 0.8799 | 0.9462 | 0.8319 | 0.8728 | 0.5222 | 0.9121 | 0.8647 | 0.7225 | 0.8748 | 0.6977 | 0.7694 | 0.4250 | 0.7958 | 0.7077 | 0.6903 | | 0.1722 | 24.32 | 9000 | 0.5730 | 0.7099 | 0.8103 | 0.8804 | 0.9451 | 0.8336 | 0.8667 | 0.5284 | 0.9172 | 0.8509 | 0.7299 | 0.8752 | 0.6975 | 0.7696 | 0.4260 | 0.7955 | 0.7092 | 0.6958 | | 0.0266 | 24.38 | 9020 | 0.5943 | 0.7062 | 0.8093 | 0.8786 | 0.9450 | 0.8267 | 0.8686 | 0.5267 | 0.9130 | 0.8748 | 0.7102 | 0.8754 | 0.6975 | 0.7694 | 0.4279 | 0.7962 | 0.6978 | 0.6789 | | 0.1113 | 24.43 | 9040 | 0.5776 | 0.7099 | 0.8101 | 0.8812 | 0.9459 | 0.8356 | 0.8658 | 0.5062 | 0.9147 | 0.8743 | 0.7284 | 0.8763 | 0.6986 | 0.7697 | 0.4238 | 0.7989 | 0.7078 | 0.6940 | | 0.1312 | 24.49 | 9060 | 0.5847 | 0.7080 | 0.8101 | 0.8797 | 0.9460 | 0.8215 | 0.8657 | 0.5264 | 0.9114 | 0.8790 | 0.7209 | 0.8768 | 0.6978 | 0.7679 | 0.4274 | 0.7964 | 0.7026 | 0.6871 | | 0.1281 | 24.54 | 9080 | 0.5907 | 0.7089 | 0.8114 | 0.8800 | 0.9439 | 0.8333 | 0.8674 | 0.5263 | 0.9140 | 0.8707 | 0.7244 | 0.8766 | 0.6981 | 0.7680 | 0.4269 | 0.7958 | 0.7064 | 0.6905 | | 0.0558 | 24.59 | 9100 | 0.5632 | 0.7092 | 0.8133 | 0.8802 | 0.9445 | 0.8376 | 0.8700 | 0.5320 | 0.9116 | 0.8731 | 0.7241 | 0.8770 | 0.6975 | 0.7694 | 0.4278 | 0.7969 | 0.7056 | 0.6903 | | 0.1248 | 24.65 | 9120 | 0.5770 | 0.7087 | 0.8098 | 0.8804 | 0.9466 | 0.8291 | 0.8648 | 0.5126 | 0.9122 | 0.8794 | 0.7238 | 0.8763 | 0.6983 | 0.7686 | 0.4240 | 0.7976 | 0.7057 | 0.6905 | | 0.2245 | 24.7 | 9140 | 0.5899 | 0.7070 | 0.8098 | 0.8793 | 0.9484 | 0.8299 | 0.8632 | 0.5259 | 0.9098 | 0.8753 | 0.7162 | 0.8754 | 0.6968 | 0.7679 | 0.4243 | 0.7963 | 0.7035 | 0.6849 | | 0.1617 | 24.76 | 9160 | 0.6000 | 0.7088 | 0.8076 | 0.8800 | 0.9442 | 0.8312 | 0.8732 | 0.5157 | 0.9204 | 0.8421 | 0.7261 | 0.8753 | 0.6984 | 0.7675 | 0.4236 | 0.7939 | 0.7093 | 0.6937 | | 0.0511 | 24.81 | 9180 | 0.5836 | 0.7091 | 0.8110 | 0.8803 | 0.9449 | 0.8414 | 0.8621 | 0.5167 | 0.9140 | 0.8690 | 0.7288 | 0.8758 | 0.6965 | 0.7671 | 0.4239 | 0.7958 | 0.7093 | 0.6949 | | 0.1321 | 24.86 | 9200 | 0.5826 | 0.7092 | 0.8090 | 0.8807 | 0.9465 | 0.8284 | 0.8660 | 0.5077 | 0.9136 | 0.8724 | 0.7283 | 0.8759 | 0.6984 | 0.7679 | 0.4227 | 0.7969 | 0.7082 | 0.6944 | | 0.0827 | 24.92 | 9220 | 0.5856 | 0.7073 | 0.8091 | 0.8796 | 0.9482 | 0.8329 | 0.8612 | 0.5195 | 0.9127 | 0.8731 | 0.7164 | 0.8752 | 0.6969 | 0.7681 | 0.4244 | 0.7976 | 0.7039 | 0.6852 | | 0.131 | 24.97 | 9240 | 0.5660 | 0.7096 | 0.8100 | 0.8811 | 0.9463 | 0.8319 | 0.8716 | 0.4993 | 0.9117 | 0.8799 | 0.7292 | 0.8761 | 0.6987 | 0.7692 | 0.4207 | 0.7986 | 0.7085 | 0.6951 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512

# segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512 This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2343 - Mean Iou: 0.7550 - Mean Accuracy: 0.8157 - Overall Accuracy: 0.9435 - Accuracy Water: 0.9775 - Accuracy Whitewater: 0.2651 - Accuracy Sediment: 0.9504 - Accuracy Other Natural Terrain: 0.8170 - Accuracy Vegetation: 0.8956 - Accuracy Development: 0.8082 - Accuracy Unknown: 0.9956 - Iou Water: 0.9507 - Iou Whitewater: 0.2519 - Iou Sediment: 0.8719 - Iou Other Natural Terrain: 0.7298 - Iou Vegetation: 0.7848 - Iou Development: 0.7015 - Iou Unknown: 0.9946 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.3152 | 0.24 | 20 | 1.1371 | 0.3592 | 0.4647 | 0.7315 | 0.9430 | 0.0 | 0.2992 | 0.0547 | 0.7991 | 0.1760 | 0.9809 | 0.6706 | 0.0 | 0.2742 | 0.0502 | 0.4041 | 0.1413 | 0.9741 | | 1.2237 | 0.49 | 40 | 0.7602 | 0.4366 | 0.5444 | 0.8084 | 0.9568 | 0.0 | 0.8684 | 0.0674 | 0.8738 | 0.0645 | 0.9803 | 0.8767 | 0.0 | 0.5931 | 0.0668 | 0.4759 | 0.0643 | 0.9792 | | 0.8849 | 0.73 | 60 | 0.5319 | 0.5122 | 0.6082 | 0.8591 | 0.9603 | 0.0 | 0.9492 | 0.3503 | 0.9236 | 0.0824 | 0.9915 | 0.9197 | 0.0 | 0.6535 | 0.3355 | 0.6080 | 0.0822 | 0.9867 | | 0.7138 | 0.98 | 80 | 0.4433 | 0.5645 | 0.6474 | 0.8886 | 0.9732 | 0.0 | 0.9297 | 0.6001 | 0.9305 | 0.1018 | 0.9962 | 0.9208 | 0.0 | 0.7143 | 0.5271 | 0.7005 | 0.1015 | 0.9872 | | 0.4057 | 1.22 | 100 | 0.3726 | 0.6034 | 0.6801 | 0.9021 | 0.9746 | 0.0 | 0.9397 | 0.6993 | 0.8983 | 0.2557 | 0.9930 | 0.9325 | 0.0 | 0.7428 | 0.6061 | 0.7024 | 0.2508 | 0.9894 | | 0.5947 | 1.46 | 120 | 0.3407 | 0.6003 | 0.6767 | 0.9043 | 0.9809 | 0.0 | 0.9493 | 0.7424 | 0.8936 | 0.1789 | 0.9916 | 0.9264 | 0.0 | 0.7549 | 0.6223 | 0.7327 | 0.1776 | 0.9881 | | 0.324 | 1.71 | 140 | 0.3482 | 0.6087 | 0.6906 | 0.8992 | 0.9661 | 0.0 | 0.9787 | 0.8298 | 0.7234 | 0.3403 | 0.9958 | 0.9342 | 0.0 | 0.6806 | 0.6506 | 0.6853 | 0.3202 | 0.9901 | | 0.5283 | 1.95 | 160 | 0.2851 | 0.6729 | 0.7389 | 0.9265 | 0.9757 | 0.0 | 0.9427 | 0.8225 | 0.8647 | 0.5717 | 0.9954 | 0.9346 | 0.0 | 0.8134 | 0.7038 | 0.7573 | 0.5116 | 0.9895 | | 0.4225 | 2.2 | 180 | 0.2628 | 0.6674 | 0.7330 | 0.9232 | 0.9642 | 0.0 | 0.9175 | 0.8301 | 0.9002 | 0.5261 | 0.9928 | 0.9183 | 0.0 | 0.8127 | 0.7082 | 0.7438 | 0.4982 | 0.9904 | | 0.2334 | 2.44 | 200 | 0.2544 | 0.6811 | 0.7448 | 0.9282 | 0.9783 | 0.0 | 0.9488 | 0.7218 | 0.9115 | 0.6576 | 0.9956 | 0.9326 | 0.0 | 0.8252 | 0.6780 | 0.7556 | 0.5856 | 0.9905 | | 0.3386 | 2.68 | 220 | 0.2385 | 0.6844 | 0.7511 | 0.9279 | 0.9773 | 0.0 | 0.9358 | 0.7831 | 0.8913 | 0.6838 | 0.9864 | 0.9298 | 0.0 | 0.8409 | 0.6831 | 0.7590 | 0.5939 | 0.9845 | | 0.2847 | 2.93 | 240 | 0.2321 | 0.6817 | 0.7530 | 0.9275 | 0.9694 | 0.0 | 0.9472 | 0.8888 | 0.7828 | 0.6848 | 0.9980 | 0.9334 | 0.0 | 0.8187 | 0.7156 | 0.7399 | 0.5752 | 0.9895 | | 0.6314 | 3.17 | 260 | 0.2118 | 0.6995 | 0.7630 | 0.9362 | 0.9725 | 0.0 | 0.9494 | 0.8463 | 0.8667 | 0.7094 | 0.9965 | 0.9404 | 0.0 | 0.8324 | 0.7431 | 0.7783 | 0.6104 | 0.9916 | | 0.2687 | 3.41 | 280 | 0.2140 | 0.6992 | 0.7599 | 0.9359 | 0.9739 | 0.0 | 0.9480 | 0.8333 | 0.8776 | 0.6886 | 0.9976 | 0.9348 | 0.0 | 0.8242 | 0.7413 | 0.7869 | 0.6166 | 0.9908 | | 0.4188 | 3.66 | 300 | 0.2088 | 0.7045 | 0.7646 | 0.9382 | 0.9743 | 0.0 | 0.9594 | 0.8251 | 0.8940 | 0.7055 | 0.9936 | 0.9368 | 0.0 | 0.8483 | 0.7412 | 0.7886 | 0.6260 | 0.9909 | | 0.1609 | 3.9 | 320 | 0.1991 | 0.7059 | 0.7740 | 0.9372 | 0.9758 | 0.0 | 0.9463 | 0.8677 | 0.8325 | 0.8036 | 0.9923 | 0.9388 | 0.0 | 0.8620 | 0.7343 | 0.7721 | 0.6440 | 0.9900 | | 0.1591 | 4.15 | 340 | 0.2563 | 0.6544 | 0.7303 | 0.9157 | 0.9718 | 0.0 | 0.9700 | 0.8359 | 0.7659 | 0.5772 | 0.9915 | 0.9427 | 0.0 | 0.7907 | 0.6447 | 0.6947 | 0.5180 | 0.9901 | | 0.4456 | 4.39 | 360 | 0.2374 | 0.6846 | 0.7496 | 0.9283 | 0.9789 | 0.0 | 0.9396 | 0.7259 | 0.8976 | 0.7094 | 0.9956 | 0.9436 | 0.0 | 0.8668 | 0.6313 | 0.7349 | 0.6230 | 0.9928 | | 0.1556 | 4.63 | 380 | 0.2165 | 0.6871 | 0.7568 | 0.9294 | 0.9701 | 0.0 | 0.9681 | 0.8800 | 0.7831 | 0.6998 | 0.9963 | 0.9401 | 0.0 | 0.8319 | 0.7082 | 0.7283 | 0.6095 | 0.9918 | | 0.3269 | 4.88 | 400 | 0.2230 | 0.6995 | 0.7612 | 0.9340 | 0.9709 | 0.0 | 0.9544 | 0.7420 | 0.9106 | 0.7533 | 0.9969 | 0.9432 | 0.0 | 0.8551 | 0.6806 | 0.7497 | 0.6751 | 0.9929 | | 0.2006 | 5.12 | 420 | 0.2233 | 0.6884 | 0.7545 | 0.9303 | 0.9727 | 0.0 | 0.9573 | 0.8825 | 0.8049 | 0.6679 | 0.9960 | 0.9405 | 0.0 | 0.8366 | 0.7042 | 0.7340 | 0.6110 | 0.9929 | | 0.1007 | 5.37 | 440 | 0.2047 | 0.7084 | 0.7769 | 0.9383 | 0.9683 | 0.0 | 0.9583 | 0.8657 | 0.8279 | 0.8214 | 0.9966 | 0.9428 | 0.0 | 0.8463 | 0.7494 | 0.7689 | 0.6592 | 0.9921 | | 0.1391 | 5.61 | 460 | 0.2110 | 0.7102 | 0.7698 | 0.9386 | 0.9775 | 0.0 | 0.9289 | 0.8196 | 0.9082 | 0.7632 | 0.9914 | 0.9384 | 0.0 | 0.8686 | 0.7287 | 0.7739 | 0.6716 | 0.9899 | | 0.1582 | 5.85 | 480 | 0.1974 | 0.7070 | 0.7756 | 0.9371 | 0.9688 | 0.0 | 0.9503 | 0.7850 | 0.8715 | 0.8567 | 0.9971 | 0.9420 | 0.0 | 0.8565 | 0.7161 | 0.7626 | 0.6792 | 0.9928 | | 0.118 | 6.1 | 500 | 0.2184 | 0.6937 | 0.7602 | 0.9312 | 0.9800 | 0.0 | 0.9321 | 0.8670 | 0.8032 | 0.7424 | 0.9969 | 0.9372 | 0.0 | 0.8535 | 0.6900 | 0.7355 | 0.6468 | 0.9929 | | 0.1206 | 6.34 | 520 | 0.2585 | 0.6906 | 0.7549 | 0.9312 | 0.9766 | 0.0 | 0.9652 | 0.7906 | 0.8669 | 0.6927 | 0.9922 | 0.9364 | 0.0 | 0.8134 | 0.7155 | 0.7562 | 0.6218 | 0.9910 | | 0.1531 | 6.59 | 540 | 0.2177 | 0.7048 | 0.7699 | 0.9370 | 0.9788 | 0.0 | 0.9361 | 0.8889 | 0.8270 | 0.7644 | 0.9944 | 0.9426 | 0.0 | 0.8647 | 0.7215 | 0.7629 | 0.6492 | 0.9926 | | 0.141 | 6.83 | 560 | 0.2271 | 0.7014 | 0.7655 | 0.9362 | 0.9625 | 0.0 | 0.9726 | 0.8432 | 0.8655 | 0.7186 | 0.9957 | 0.9403 | 0.0 | 0.8254 | 0.7420 | 0.7758 | 0.6330 | 0.9931 | | 0.1233 | 7.07 | 580 | 0.2128 | 0.7108 | 0.7723 | 0.9398 | 0.9739 | 0.0 | 0.9529 | 0.8535 | 0.8659 | 0.7646 | 0.9954 | 0.9430 | 0.0 | 0.8579 | 0.7390 | 0.7766 | 0.6661 | 0.9932 | | 0.0518 | 7.32 | 600 | 0.2460 | 0.6911 | 0.7617 | 0.9304 | 0.9659 | 0.0 | 0.9711 | 0.8530 | 0.7962 | 0.7486 | 0.9969 | 0.9426 | 0.0 | 0.8348 | 0.6982 | 0.7278 | 0.6405 | 0.9941 | | 0.1164 | 7.56 | 620 | 0.2446 | 0.6992 | 0.7670 | 0.9337 | 0.9747 | 0.0 | 0.9534 | 0.8651 | 0.8042 | 0.7752 | 0.9963 | 0.9432 | 0.0 | 0.8550 | 0.7027 | 0.7379 | 0.6615 | 0.9941 | | 0.1448 | 7.8 | 640 | 0.2159 | 0.7115 | 0.7726 | 0.9394 | 0.9771 | 0.0 | 0.9510 | 0.8102 | 0.8822 | 0.7928 | 0.9952 | 0.9435 | 0.0 | 0.8560 | 0.7265 | 0.7725 | 0.6886 | 0.9932 | | 0.4327 | 8.05 | 660 | 0.2056 | 0.7150 | 0.7766 | 0.9418 | 0.9736 | 0.0 | 0.9551 | 0.8341 | 0.8786 | 0.7980 | 0.9966 | 0.9443 | 0.0 | 0.8579 | 0.7494 | 0.7862 | 0.6734 | 0.9935 | | 0.1197 | 8.29 | 680 | 0.2153 | 0.7068 | 0.7647 | 0.9389 | 0.9767 | 0.0 | 0.9434 | 0.8219 | 0.9024 | 0.7126 | 0.9963 | 0.9417 | 0.0 | 0.8681 | 0.7183 | 0.7794 | 0.6469 | 0.9935 | | 0.1376 | 8.54 | 700 | 0.2252 | 0.7069 | 0.7755 | 0.9375 | 0.9676 | 0.0 | 0.9668 | 0.8520 | 0.8228 | 0.8217 | 0.9977 | 0.9441 | 0.0 | 0.8448 | 0.7397 | 0.7594 | 0.6667 | 0.9934 | | 0.3054 | 8.78 | 720 | 0.2291 | 0.7079 | 0.7708 | 0.9382 | 0.9773 | 0.0 | 0.9544 | 0.8451 | 0.8599 | 0.7667 | 0.9924 | 0.9404 | 0.0 | 0.8559 | 0.7306 | 0.7749 | 0.6626 | 0.9912 | | 0.1884 | 9.02 | 740 | 0.2077 | 0.7194 | 0.7823 | 0.9422 | 0.9733 | 0.0 | 0.9366 | 0.8561 | 0.8671 | 0.8472 | 0.9957 | 0.9449 | 0.0 | 0.8750 | 0.7354 | 0.7776 | 0.7092 | 0.9936 | | 0.0987 | 9.27 | 760 | 0.2207 | 0.7112 | 0.7780 | 0.9385 | 0.9753 | 0.0 | 0.9640 | 0.8870 | 0.8026 | 0.8232 | 0.9938 | 0.9414 | 0.0 | 0.8349 | 0.7599 | 0.7583 | 0.6912 | 0.9924 | | 0.1062 | 9.51 | 780 | 0.2697 | 0.6999 | 0.7640 | 0.9335 | 0.9747 | 0.0 | 0.9493 | 0.7366 | 0.8967 | 0.7950 | 0.9957 | 0.9429 | 0.0 | 0.8455 | 0.6892 | 0.7403 | 0.6884 | 0.9932 | | 0.1437 | 9.76 | 800 | 0.2240 | 0.7069 | 0.7715 | 0.9380 | 0.9692 | 0.0 | 0.9578 | 0.8028 | 0.8838 | 0.7906 | 0.9960 | 0.9451 | 0.0 | 0.8487 | 0.7271 | 0.7701 | 0.6635 | 0.9935 | | 0.0806 | 10.0 | 820 | 0.2262 | 0.7068 | 0.7692 | 0.9388 | 0.9788 | 0.0 | 0.9596 | 0.8313 | 0.8618 | 0.7573 | 0.9960 | 0.9447 | 0.0 | 0.8471 | 0.7398 | 0.7748 | 0.6479 | 0.9934 | | 0.1172 | 10.24 | 840 | 0.2594 | 0.6971 | 0.7598 | 0.9336 | 0.9751 | 0.0 | 0.9497 | 0.7498 | 0.8983 | 0.7482 | 0.9975 | 0.9432 | 0.0 | 0.8596 | 0.6762 | 0.7500 | 0.6570 | 0.9934 | | 0.3204 | 10.49 | 860 | 0.2114 | 0.7167 | 0.7775 | 0.9417 | 0.9735 | 0.0 | 0.9405 | 0.8401 | 0.8791 | 0.8117 | 0.9977 | 0.9440 | 0.0 | 0.8751 | 0.7310 | 0.7812 | 0.6925 | 0.9933 | | 0.18 | 10.73 | 880 | 0.2234 | 0.7163 | 0.7774 | 0.9415 | 0.9708 | 0.0 | 0.9606 | 0.8125 | 0.8921 | 0.8111 | 0.9950 | 0.9458 | 0.0 | 0.8635 | 0.7310 | 0.7799 | 0.7000 | 0.9937 | | 0.1388 | 10.98 | 900 | 0.2211 | 0.7231 | 0.7820 | 0.9435 | 0.9745 | 0.0 | 0.9282 | 0.8094 | 0.9115 | 0.8533 | 0.9971 | 0.9442 | 0.0 | 0.8842 | 0.7275 | 0.7822 | 0.7296 | 0.9942 | | 0.3495 | 11.22 | 920 | 0.2246 | 0.7172 | 0.7803 | 0.9420 | 0.9735 | 0.0 | 0.9535 | 0.8467 | 0.8540 | 0.8361 | 0.9985 | 0.9443 | 0.0 | 0.8700 | 0.7384 | 0.7796 | 0.6941 | 0.9940 | | 0.1129 | 11.46 | 940 | 0.2116 | 0.7187 | 0.7770 | 0.9431 | 0.9764 | 0.0 | 0.9480 | 0.8252 | 0.9009 | 0.7927 | 0.9954 | 0.9460 | 0.0 | 0.8772 | 0.7303 | 0.7890 | 0.6944 | 0.9941 | | 0.1725 | 11.71 | 960 | 0.2028 | 0.7199 | 0.7820 | 0.9432 | 0.9799 | 0.0 | 0.9457 | 0.8285 | 0.8723 | 0.8515 | 0.9962 | 0.9442 | 0.0 | 0.8773 | 0.7348 | 0.7872 | 0.7019 | 0.9941 | | 0.1882 | 11.95 | 980 | 0.2180 | 0.7168 | 0.7759 | 0.9422 | 0.9743 | 0.0 | 0.9556 | 0.8052 | 0.8990 | 0.7998 | 0.9974 | 0.9460 | 0.0 | 0.8570 | 0.7326 | 0.7887 | 0.6984 | 0.9945 | | 0.1523 | 12.2 | 1000 | 0.2185 | 0.7172 | 0.7792 | 0.9416 | 0.9750 | 0.0000 | 0.9527 | 0.8253 | 0.8779 | 0.8287 | 0.9947 | 0.9444 | 0.0000 | 0.8701 | 0.7322 | 0.7781 | 0.7019 | 0.9936 | | 0.0959 | 12.44 | 1020 | 0.2232 | 0.7192 | 0.7806 | 0.9424 | 0.9781 | 0.0 | 0.9452 | 0.8150 | 0.8840 | 0.8469 | 0.9953 | 0.9444 | 0.0 | 0.8769 | 0.7281 | 0.7792 | 0.7115 | 0.9941 | | 0.0786 | 12.68 | 1040 | 0.2383 | 0.7129 | 0.7741 | 0.9403 | 0.9771 | 0.0001 | 0.9592 | 0.8173 | 0.8741 | 0.7949 | 0.9956 | 0.9449 | 0.0001 | 0.8567 | 0.7321 | 0.7734 | 0.6892 | 0.9942 | | 0.1079 | 12.93 | 1060 | 0.2410 | 0.7144 | 0.7772 | 0.9401 | 0.9786 | 0.0040 | 0.9510 | 0.7919 | 0.8845 | 0.8357 | 0.9945 | 0.9451 | 0.0040 | 0.8585 | 0.7261 | 0.7709 | 0.7030 | 0.9933 | | 0.1476 | 13.17 | 1080 | 0.2192 | 0.7130 | 0.7782 | 0.9403 | 0.9718 | 0.0008 | 0.9582 | 0.8334 | 0.8548 | 0.8309 | 0.9975 | 0.9458 | 0.0008 | 0.8536 | 0.7367 | 0.7733 | 0.6859 | 0.9950 | | 0.1231 | 13.41 | 1100 | 0.2260 | 0.7157 | 0.7790 | 0.9417 | 0.9800 | 0.0002 | 0.9430 | 0.8018 | 0.8889 | 0.8443 | 0.9951 | 0.9456 | 0.0002 | 0.8722 | 0.7265 | 0.7836 | 0.6882 | 0.9939 | | 0.0879 | 13.66 | 1120 | 0.2403 | 0.7133 | 0.7767 | 0.9407 | 0.9709 | 0.0 | 0.9670 | 0.8450 | 0.8523 | 0.8043 | 0.9974 | 0.9472 | 0.0 | 0.8539 | 0.7357 | 0.7748 | 0.6864 | 0.9951 | | 0.116 | 13.9 | 1140 | 0.2334 | 0.7191 | 0.7810 | 0.9425 | 0.9767 | 0.0165 | 0.9465 | 0.8118 | 0.8896 | 0.8284 | 0.9974 | 0.9471 | 0.0164 | 0.8677 | 0.7354 | 0.7863 | 0.6862 | 0.9946 | | 0.1264 | 14.15 | 1160 | 0.2366 | 0.7162 | 0.7765 | 0.9414 | 0.9789 | 0.0146 | 0.9504 | 0.8165 | 0.8936 | 0.7870 | 0.9943 | 0.9462 | 0.0145 | 0.8657 | 0.7314 | 0.7849 | 0.6774 | 0.9934 | | 0.0761 | 14.39 | 1180 | 0.2227 | 0.7198 | 0.7792 | 0.9427 | 0.9789 | 0.0180 | 0.9509 | 0.8127 | 0.8924 | 0.8044 | 0.9968 | 0.9469 | 0.0179 | 0.8670 | 0.7339 | 0.7858 | 0.6921 | 0.9948 | | 0.0437 | 14.63 | 1200 | 0.2192 | 0.7188 | 0.7819 | 0.9415 | 0.9769 | 0.0248 | 0.9490 | 0.8470 | 0.8566 | 0.8219 | 0.9970 | 0.9466 | 0.0246 | 0.8645 | 0.7379 | 0.7761 | 0.6873 | 0.9948 | | 0.0732 | 14.88 | 1220 | 0.2396 | 0.7289 | 0.7897 | 0.9421 | 0.9760 | 0.0861 | 0.9477 | 0.8180 | 0.8934 | 0.8121 | 0.9948 | 0.9465 | 0.0849 | 0.8654 | 0.7368 | 0.7824 | 0.6923 | 0.9936 | | 0.1376 | 15.12 | 1240 | 0.2280 | 0.7314 | 0.7915 | 0.9430 | 0.9753 | 0.0944 | 0.9480 | 0.8444 | 0.8766 | 0.8039 | 0.9976 | 0.9469 | 0.0925 | 0.8660 | 0.7413 | 0.7854 | 0.6934 | 0.9946 | | 0.0518 | 15.37 | 1260 | 0.2378 | 0.7289 | 0.7880 | 0.9422 | 0.9746 | 0.0885 | 0.9501 | 0.8424 | 0.8832 | 0.7807 | 0.9963 | 0.9460 | 0.0864 | 0.8661 | 0.7345 | 0.7828 | 0.6920 | 0.9946 | | 0.0599 | 15.61 | 1280 | 0.2288 | 0.7242 | 0.7848 | 0.9418 | 0.9784 | 0.0559 | 0.9443 | 0.8397 | 0.8761 | 0.8037 | 0.9952 | 0.9468 | 0.0555 | 0.8645 | 0.7356 | 0.7789 | 0.6943 | 0.9939 | | 0.0967 | 15.85 | 1300 | 0.2416 | 0.7301 | 0.7939 | 0.9413 | 0.9749 | 0.1088 | 0.9523 | 0.8402 | 0.8542 | 0.8291 | 0.9979 | 0.9493 | 0.1074 | 0.8613 | 0.7326 | 0.7718 | 0.6933 | 0.9952 | | 0.0593 | 16.1 | 1320 | 0.2691 | 0.7212 | 0.7812 | 0.9396 | 0.9777 | 0.0661 | 0.9444 | 0.7484 | 0.9244 | 0.8117 | 0.9958 | 0.9483 | 0.0651 | 0.8732 | 0.6970 | 0.7657 | 0.7051 | 0.9944 | | 0.2264 | 16.34 | 1340 | 0.2362 | 0.7237 | 0.7854 | 0.9420 | 0.9756 | 0.0505 | 0.9512 | 0.8124 | 0.8846 | 0.8266 | 0.9969 | 0.9469 | 0.0499 | 0.8610 | 0.7362 | 0.7802 | 0.6966 | 0.9948 | | 0.0592 | 16.59 | 1360 | 0.2423 | 0.7367 | 0.8007 | 0.9391 | 0.9729 | 0.1878 | 0.9486 | 0.8662 | 0.8410 | 0.7923 | 0.9964 | 0.9477 | 0.1838 | 0.8581 | 0.7238 | 0.7609 | 0.6875 | 0.9951 | | 0.1125 | 16.83 | 1380 | 0.2339 | 0.7527 | 0.8150 | 0.9431 | 0.9762 | 0.2572 | 0.9448 | 0.8334 | 0.8824 | 0.8143 | 0.9969 | 0.9485 | 0.2431 | 0.8608 | 0.7434 | 0.7846 | 0.6934 | 0.9951 | | 0.0603 | 17.07 | 1400 | 0.2270 | 0.7406 | 0.8004 | 0.9417 | 0.9753 | 0.1855 | 0.9417 | 0.8159 | 0.8973 | 0.7897 | 0.9975 | 0.9475 | 0.1795 | 0.8640 | 0.7270 | 0.7791 | 0.6921 | 0.9951 | | 0.0519 | 17.32 | 1420 | 0.2306 | 0.7467 | 0.8067 | 0.9430 | 0.9751 | 0.2083 | 0.9472 | 0.8316 | 0.8892 | 0.7984 | 0.9969 | 0.9491 | 0.2023 | 0.8660 | 0.7348 | 0.7845 | 0.6952 | 0.9950 | | 0.0604 | 17.56 | 1440 | 0.2442 | 0.7355 | 0.7969 | 0.9424 | 0.9799 | 0.1369 | 0.9507 | 0.8123 | 0.8850 | 0.8175 | 0.9956 | 0.9483 | 0.1337 | 0.8670 | 0.7313 | 0.7826 | 0.6911 | 0.9945 | | 0.0938 | 17.8 | 1460 | 0.2359 | 0.7392 | 0.7993 | 0.9422 | 0.9726 | 0.1637 | 0.9542 | 0.8012 | 0.8966 | 0.8084 | 0.9987 | 0.9483 | 0.1598 | 0.8663 | 0.7251 | 0.7808 | 0.6992 | 0.9947 | | 0.1024 | 18.05 | 1480 | 0.2377 | 0.7305 | 0.7902 | 0.9418 | 0.9811 | 0.1062 | 0.9475 | 0.8259 | 0.8784 | 0.7962 | 0.9960 | 0.9482 | 0.1042 | 0.8690 | 0.7262 | 0.7776 | 0.6936 | 0.9946 | | 0.0536 | 18.29 | 1500 | 0.2309 | 0.7358 | 0.7961 | 0.9424 | 0.9756 | 0.1348 | 0.9526 | 0.8292 | 0.8784 | 0.8046 | 0.9975 | 0.9502 | 0.1325 | 0.8695 | 0.7282 | 0.7786 | 0.6971 | 0.9948 | | 0.07 | 18.54 | 1520 | 0.2380 | 0.7507 | 0.8127 | 0.9428 | 0.9747 | 0.2410 | 0.9478 | 0.8254 | 0.8836 | 0.8191 | 0.9971 | 0.9503 | 0.2312 | 0.8708 | 0.7276 | 0.7799 | 0.7001 | 0.9951 | | 0.0692 | 18.78 | 1540 | 0.2429 | 0.7478 | 0.8104 | 0.9420 | 0.9745 | 0.2285 | 0.9462 | 0.8139 | 0.8853 | 0.8269 | 0.9973 | 0.9502 | 0.2198 | 0.8739 | 0.7180 | 0.7755 | 0.7018 | 0.9952 | | 0.0673 | 19.02 | 1560 | 0.2288 | 0.7352 | 0.7966 | 0.9409 | 0.9769 | 0.1525 | 0.9459 | 0.8163 | 0.8795 | 0.8081 | 0.9974 | 0.9470 | 0.1472 | 0.8681 | 0.7192 | 0.7749 | 0.6955 | 0.9945 | | 0.0406 | 19.27 | 1580 | 0.2302 | 0.7484 | 0.8096 | 0.9426 | 0.9757 | 0.2222 | 0.9442 | 0.8234 | 0.8849 | 0.8196 | 0.9974 | 0.9493 | 0.2126 | 0.8746 | 0.7252 | 0.7781 | 0.7042 | 0.9945 | | 0.0686 | 19.51 | 1600 | 0.2228 | 0.7421 | 0.8031 | 0.9432 | 0.9755 | 0.1643 | 0.9524 | 0.8481 | 0.8669 | 0.8176 | 0.9970 | 0.9496 | 0.1599 | 0.8718 | 0.7337 | 0.7808 | 0.7039 | 0.9950 | | 0.0559 | 19.76 | 1620 | 0.2335 | 0.7497 | 0.8141 | 0.9422 | 0.9753 | 0.2443 | 0.9511 | 0.8181 | 0.8749 | 0.8382 | 0.9967 | 0.9497 | 0.2320 | 0.8723 | 0.7237 | 0.7767 | 0.6985 | 0.9949 | | 0.0726 | 20.0 | 1640 | 0.2381 | 0.7439 | 0.8067 | 0.9417 | 0.9796 | 0.2054 | 0.9492 | 0.8341 | 0.8658 | 0.8182 | 0.9949 | 0.9484 | 0.1952 | 0.8690 | 0.7270 | 0.7748 | 0.6985 | 0.9941 | | 0.0381 | 20.24 | 1660 | 0.2289 | 0.7603 | 0.8246 | 0.9425 | 0.9763 | 0.3250 | 0.9474 | 0.8232 | 0.8778 | 0.8261 | 0.9967 | 0.9506 | 0.3039 | 0.8722 | 0.7244 | 0.7768 | 0.6991 | 0.9951 | | 0.1459 | 20.49 | 1680 | 0.2320 | 0.7435 | 0.8034 | 0.9422 | 0.9795 | 0.2004 | 0.9497 | 0.8294 | 0.8781 | 0.7897 | 0.9967 | 0.9500 | 0.1939 | 0.8711 | 0.7228 | 0.7781 | 0.6936 | 0.9950 | | 0.0515 | 20.73 | 1700 | 0.2366 | 0.7584 | 0.8212 | 0.9425 | 0.9772 | 0.3128 | 0.9445 | 0.8043 | 0.8924 | 0.8189 | 0.9980 | 0.9504 | 0.2910 | 0.8743 | 0.7188 | 0.7777 | 0.7017 | 0.9951 | | 0.1066 | 20.98 | 1720 | 0.2450 | 0.7615 | 0.8249 | 0.9420 | 0.9723 | 0.3449 | 0.9531 | 0.8283 | 0.8804 | 0.7978 | 0.9973 | 0.9506 | 0.3225 | 0.8704 | 0.7218 | 0.7762 | 0.6941 | 0.9950 | | 0.0677 | 21.22 | 1740 | 0.2302 | 0.7512 | 0.8141 | 0.9424 | 0.9777 | 0.2553 | 0.9465 | 0.8569 | 0.8526 | 0.8115 | 0.9982 | 0.9502 | 0.2412 | 0.8731 | 0.7264 | 0.7766 | 0.6954 | 0.9953 | | 0.0745 | 21.46 | 1760 | 0.2343 | 0.7389 | 0.7999 | 0.9420 | 0.9807 | 0.1705 | 0.9453 | 0.8517 | 0.8613 | 0.7930 | 0.9966 | 0.9486 | 0.1644 | 0.8710 | 0.7263 | 0.7792 | 0.6877 | 0.9950 | | 0.1053 | 21.71 | 1780 | 0.2453 | 0.7591 | 0.8219 | 0.9426 | 0.9747 | 0.3127 | 0.9517 | 0.8279 | 0.8834 | 0.8070 | 0.9958 | 0.9511 | 0.2943 | 0.8705 | 0.7253 | 0.7796 | 0.6977 | 0.9948 | | 0.0898 | 21.95 | 1800 | 0.2224 | 0.7525 | 0.8145 | 0.9435 | 0.9767 | 0.2480 | 0.9498 | 0.8216 | 0.8848 | 0.8237 | 0.9972 | 0.9501 | 0.2357 | 0.8693 | 0.7325 | 0.7856 | 0.6988 | 0.9953 | | 0.1724 | 22.2 | 1820 | 0.2210 | 0.7390 | 0.7982 | 0.9430 | 0.9795 | 0.1569 | 0.9503 | 0.8319 | 0.8831 | 0.7889 | 0.9966 | 0.9499 | 0.1527 | 0.8697 | 0.7298 | 0.7853 | 0.6903 | 0.9950 | | 0.1683 | 22.44 | 1840 | 0.2362 | 0.7629 | 0.8257 | 0.9439 | 0.9774 | 0.3265 | 0.9405 | 0.8187 | 0.8975 | 0.8231 | 0.9966 | 0.9514 | 0.3020 | 0.8741 | 0.7299 | 0.7861 | 0.7016 | 0.9951 | | 0.0613 | 22.68 | 1860 | 0.2266 | 0.7634 | 0.8267 | 0.9441 | 0.9769 | 0.3291 | 0.9418 | 0.8187 | 0.8939 | 0.8291 | 0.9974 | 0.9511 | 0.3024 | 0.8750 | 0.7301 | 0.7864 | 0.7032 | 0.9953 | | 0.0638 | 22.93 | 1880 | 0.2321 | 0.7650 | 0.8286 | 0.9438 | 0.9755 | 0.3469 | 0.9500 | 0.8305 | 0.8831 | 0.8173 | 0.9972 | 0.9519 | 0.3208 | 0.8735 | 0.7297 | 0.7852 | 0.6986 | 0.9953 | | 0.0865 | 23.17 | 1900 | 0.2402 | 0.7476 | 0.8078 | 0.9434 | 0.9773 | 0.2115 | 0.9529 | 0.8024 | 0.9005 | 0.8132 | 0.9965 | 0.9502 | 0.2039 | 0.8688 | 0.7291 | 0.7860 | 0.7006 | 0.9950 | | 0.183 | 23.41 | 1920 | 0.2340 | 0.7545 | 0.8155 | 0.9437 | 0.9757 | 0.2616 | 0.9551 | 0.8198 | 0.8879 | 0.8106 | 0.9975 | 0.9512 | 0.2492 | 0.8685 | 0.7321 | 0.7853 | 0.7000 | 0.9953 | | 0.0665 | 23.66 | 1940 | 0.2250 | 0.7580 | 0.8206 | 0.9439 | 0.9756 | 0.2861 | 0.9518 | 0.8188 | 0.8857 | 0.8279 | 0.9979 | 0.9513 | 0.2691 | 0.8718 | 0.7316 | 0.7853 | 0.7015 | 0.9953 | | 0.0783 | 23.9 | 1960 | 0.2271 | 0.7541 | 0.8161 | 0.9435 | 0.9773 | 0.2581 | 0.9518 | 0.8318 | 0.8773 | 0.8199 | 0.9966 | 0.9511 | 0.2452 | 0.8718 | 0.7308 | 0.7832 | 0.7017 | 0.9952 | | 0.0767 | 24.15 | 1980 | 0.2246 | 0.7616 | 0.8247 | 0.9438 | 0.9765 | 0.3151 | 0.9509 | 0.8143 | 0.8912 | 0.8285 | 0.9964 | 0.9515 | 0.2948 | 0.8724 | 0.7301 | 0.7856 | 0.7014 | 0.9951 | | 0.112 | 24.39 | 2000 | 0.2314 | 0.7669 | 0.8310 | 0.9438 | 0.9743 | 0.3599 | 0.9503 | 0.8198 | 0.8892 | 0.8259 | 0.9972 | 0.9520 | 0.3326 | 0.8731 | 0.7290 | 0.7844 | 0.7016 | 0.9953 | | 0.074 | 24.63 | 2020 | 0.2291 | 0.7603 | 0.8235 | 0.9437 | 0.9770 | 0.3074 | 0.9499 | 0.8136 | 0.8901 | 0.8296 | 0.9966 | 0.9513 | 0.2874 | 0.8723 | 0.7293 | 0.7851 | 0.7014 | 0.9951 | | 0.0684 | 24.88 | 2040 | 0.2343 | 0.7550 | 0.8157 | 0.9435 | 0.9775 | 0.2651 | 0.9504 | 0.8170 | 0.8956 | 0.8082 | 0.9956 | 0.9507 | 0.2519 | 0.8719 | 0.7298 | 0.7848 | 0.7015 | 0.9946 | ### Framework versions - Transformers 4.35.0 - Pytorch 2.0.0 - Datasets 2.1.0 - Tokenizers 0.14.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline

# segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b3-ade-512-512-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b3-ade-512-512-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2531 - Mean Iou: 0.7677 - Mean Accuracy: 0.8502 - Overall Accuracy: 0.9340 - Accuracy Water: 0.9810 - Accuracy Whitewater: 0.5654 - Accuracy Sediment: 0.8995 - Accuracy Other Natural Terrain: 0.7891 - Accuracy Vegetation: 0.8969 - Accuracy Development: 0.8221 - Accuracy Unknown: 0.9974 - Iou Water: 0.9535 - Iou Whitewater: 0.4217 - Iou Sediment: 0.8288 - Iou Other Natural Terrain: 0.6339 - Iou Vegetation: 0.8151 - Iou Development: 0.7244 - Iou Unknown: 0.9964 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 25 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.2485 | 0.24 | 20 | 0.4622 | 0.5668 | 0.6676 | 0.8536 | 0.9523 | 0.2722 | 0.9426 | 0.0 | 0.9170 | 0.5995 | 0.9897 | 0.9004 | 0.2295 | 0.6418 | 0.0 | 0.6785 | 0.5280 | 0.9890 | | 0.4894 | 0.49 | 40 | 0.3645 | 0.6103 | 0.7022 | 0.8775 | 0.9738 | 0.2414 | 0.9207 | 0.1627 | 0.9260 | 0.6974 | 0.9932 | 0.9318 | 0.2117 | 0.6742 | 0.1589 | 0.7242 | 0.5807 | 0.9904 | | 0.4931 | 0.73 | 60 | 0.3257 | 0.6374 | 0.7168 | 0.8940 | 0.9790 | 0.1616 | 0.8723 | 0.2837 | 0.9522 | 0.7731 | 0.9955 | 0.9359 | 0.1529 | 0.7241 | 0.2724 | 0.7487 | 0.6360 | 0.9920 | | 0.1766 | 0.98 | 80 | 0.2769 | 0.6970 | 0.7755 | 0.9123 | 0.9726 | 0.3993 | 0.9157 | 0.6302 | 0.9080 | 0.6049 | 0.9976 | 0.9443 | 0.3230 | 0.7710 | 0.5134 | 0.7866 | 0.5485 | 0.9921 | | 0.6156 | 1.22 | 100 | 0.2895 | 0.6691 | 0.7372 | 0.9115 | 0.9696 | 0.1418 | 0.9271 | 0.5343 | 0.9293 | 0.6601 | 0.9981 | 0.9435 | 0.1371 | 0.7252 | 0.4855 | 0.7931 | 0.6066 | 0.9929 | | 0.4116 | 1.46 | 120 | 0.2715 | 0.7026 | 0.7775 | 0.9135 | 0.9521 | 0.2680 | 0.9245 | 0.6565 | 0.8937 | 0.7554 | 0.9922 | 0.9225 | 0.2401 | 0.7913 | 0.5413 | 0.7691 | 0.6637 | 0.9905 | | 0.261 | 1.71 | 140 | 0.2459 | 0.7193 | 0.8036 | 0.9186 | 0.9770 | 0.3963 | 0.8738 | 0.6637 | 0.8956 | 0.8211 | 0.9973 | 0.9387 | 0.3074 | 0.7904 | 0.5513 | 0.7829 | 0.6708 | 0.9933 | | 0.2603 | 1.95 | 160 | 0.2538 | 0.7189 | 0.7987 | 0.9159 | 0.9752 | 0.3829 | 0.9032 | 0.7231 | 0.8610 | 0.7478 | 0.9975 | 0.9288 | 0.3082 | 0.7996 | 0.5457 | 0.7713 | 0.6843 | 0.9943 | | 0.3266 | 2.2 | 180 | 0.2468 | 0.7232 | 0.8227 | 0.9118 | 0.9734 | 0.4478 | 0.9127 | 0.8202 | 0.7856 | 0.8226 | 0.9967 | 0.9337 | 0.3322 | 0.8097 | 0.5550 | 0.7399 | 0.6988 | 0.9936 | | 0.1754 | 2.44 | 200 | 0.2850 | 0.7269 | 0.8031 | 0.9209 | 0.9764 | 0.3942 | 0.8998 | 0.6822 | 0.8980 | 0.7752 | 0.9957 | 0.9300 | 0.3147 | 0.8116 | 0.5579 | 0.7858 | 0.6944 | 0.9937 | | 0.1391 | 2.68 | 220 | 0.2787 | 0.7316 | 0.8041 | 0.9264 | 0.9678 | 0.4164 | 0.9050 | 0.6179 | 0.9497 | 0.7737 | 0.9982 | 0.9474 | 0.3268 | 0.8058 | 0.5714 | 0.8035 | 0.6720 | 0.9946 | | 0.1294 | 2.93 | 240 | 0.2869 | 0.7176 | 0.8170 | 0.9100 | 0.9752 | 0.4576 | 0.9232 | 0.9012 | 0.7608 | 0.7034 | 0.9976 | 0.9455 | 0.3430 | 0.7795 | 0.5795 | 0.7315 | 0.6496 | 0.9948 | | 0.3478 | 3.17 | 260 | 0.2799 | 0.7348 | 0.8127 | 0.9238 | 0.9792 | 0.4352 | 0.8693 | 0.6888 | 0.9183 | 0.8048 | 0.9935 | 0.9461 | 0.3369 | 0.8102 | 0.5753 | 0.7904 | 0.6923 | 0.9926 | | 0.1053 | 3.41 | 280 | 0.2963 | 0.7227 | 0.7986 | 0.9234 | 0.9837 | 0.4045 | 0.8366 | 0.5931 | 0.9610 | 0.8150 | 0.9966 | 0.9409 | 0.3144 | 0.7928 | 0.5578 | 0.8011 | 0.6577 | 0.9939 | | 0.3786 | 3.66 | 300 | 0.2416 | 0.7282 | 0.8228 | 0.9137 | 0.9689 | 0.4874 | 0.9182 | 0.8059 | 0.8081 | 0.7729 | 0.9984 | 0.9455 | 0.3525 | 0.8143 | 0.5534 | 0.7431 | 0.6944 | 0.9937 | | 0.3046 | 3.9 | 320 | 0.2374 | 0.7406 | 0.8148 | 0.9279 | 0.9820 | 0.3912 | 0.8961 | 0.7267 | 0.8996 | 0.8111 | 0.9966 | 0.9438 | 0.3180 | 0.8193 | 0.5968 | 0.8014 | 0.7111 | 0.9940 | | 0.1098 | 4.15 | 340 | 0.2479 | 0.7278 | 0.8012 | 0.9258 | 0.9816 | 0.2957 | 0.8885 | 0.7045 | 0.8956 | 0.8445 | 0.9977 | 0.9488 | 0.2557 | 0.8194 | 0.5799 | 0.7923 | 0.7036 | 0.9948 | | 0.1654 | 4.39 | 360 | 0.2757 | 0.7484 | 0.8304 | 0.9290 | 0.9751 | 0.4714 | 0.8718 | 0.7298 | 0.9119 | 0.8562 | 0.9965 | 0.9508 | 0.3615 | 0.8222 | 0.6089 | 0.8021 | 0.6989 | 0.9944 | | 0.1079 | 4.63 | 380 | 0.2821 | 0.7171 | 0.8052 | 0.9095 | 0.9789 | 0.3882 | 0.9159 | 0.8147 | 0.7865 | 0.7563 | 0.9959 | 0.9358 | 0.3245 | 0.7857 | 0.5545 | 0.7318 | 0.6930 | 0.9942 | | 0.1849 | 4.88 | 400 | 0.2637 | 0.7398 | 0.8191 | 0.9250 | 0.9773 | 0.4225 | 0.8793 | 0.6972 | 0.9008 | 0.8600 | 0.9967 | 0.9472 | 0.3367 | 0.8212 | 0.5715 | 0.7886 | 0.7189 | 0.9946 | | 0.1643 | 5.12 | 420 | 0.3350 | 0.7221 | 0.7861 | 0.9244 | 0.9782 | 0.3296 | 0.9235 | 0.5713 | 0.9536 | 0.7526 | 0.9939 | 0.9458 | 0.2901 | 0.7973 | 0.5429 | 0.8014 | 0.6843 | 0.9927 | | 0.1595 | 5.37 | 440 | 0.2582 | 0.7366 | 0.8255 | 0.9196 | 0.9769 | 0.4560 | 0.8771 | 0.7617 | 0.8518 | 0.8582 | 0.9965 | 0.9464 | 0.3440 | 0.8231 | 0.5601 | 0.7647 | 0.7237 | 0.9946 | | 0.3171 | 5.61 | 460 | 0.2579 | 0.7433 | 0.8317 | 0.9261 | 0.9681 | 0.5031 | 0.9291 | 0.7243 | 0.8871 | 0.8137 | 0.9965 | 0.9506 | 0.3517 | 0.8177 | 0.5841 | 0.7930 | 0.7112 | 0.9950 | | 0.2955 | 5.85 | 480 | 0.2975 | 0.7288 | 0.8072 | 0.9226 | 0.9758 | 0.4648 | 0.9149 | 0.6695 | 0.9146 | 0.7139 | 0.9967 | 0.9498 | 0.3452 | 0.7954 | 0.5683 | 0.7901 | 0.6579 | 0.9948 | | 0.0857 | 6.1 | 500 | 0.2707 | 0.7307 | 0.8236 | 0.9194 | 0.9792 | 0.5026 | 0.9181 | 0.7281 | 0.8591 | 0.7821 | 0.9957 | 0.9512 | 0.3523 | 0.8017 | 0.5624 | 0.7724 | 0.6806 | 0.9944 | | 0.109 | 6.34 | 520 | 0.2674 | 0.7488 | 0.8316 | 0.9312 | 0.9738 | 0.5295 | 0.9087 | 0.6734 | 0.9363 | 0.8021 | 0.9977 | 0.9524 | 0.3633 | 0.8258 | 0.5984 | 0.8127 | 0.6945 | 0.9948 | | 0.0593 | 6.59 | 540 | 0.2806 | 0.7376 | 0.8273 | 0.9204 | 0.9756 | 0.4729 | 0.9084 | 0.8021 | 0.8373 | 0.7988 | 0.9962 | 0.9491 | 0.3463 | 0.8215 | 0.5723 | 0.7676 | 0.7121 | 0.9947 | | 0.099 | 6.83 | 560 | 0.2874 | 0.7421 | 0.8331 | 0.9237 | 0.9626 | 0.4619 | 0.9334 | 0.7321 | 0.8586 | 0.8852 | 0.9982 | 0.9486 | 0.3640 | 0.8238 | 0.5798 | 0.7802 | 0.7024 | 0.9957 | | 0.0665 | 7.07 | 580 | 0.2642 | 0.7462 | 0.8177 | 0.9291 | 0.9780 | 0.5176 | 0.8784 | 0.6685 | 0.9544 | 0.7287 | 0.9983 | 0.9493 | 0.3841 | 0.8119 | 0.5980 | 0.8057 | 0.6788 | 0.9953 | | 0.1285 | 7.32 | 600 | 0.2347 | 0.7495 | 0.8500 | 0.9236 | 0.9799 | 0.5332 | 0.8905 | 0.8549 | 0.8181 | 0.8766 | 0.9968 | 0.9483 | 0.3906 | 0.8197 | 0.6088 | 0.7745 | 0.7102 | 0.9946 | | 0.1299 | 7.56 | 620 | 0.2630 | 0.7506 | 0.8232 | 0.9311 | 0.9751 | 0.4683 | 0.9292 | 0.6923 | 0.9228 | 0.7773 | 0.9976 | 0.9489 | 0.3754 | 0.8070 | 0.6084 | 0.8172 | 0.7028 | 0.9948 | | 0.0504 | 7.8 | 640 | 0.2964 | 0.7358 | 0.8238 | 0.9172 | 0.9790 | 0.4852 | 0.9113 | 0.7586 | 0.8335 | 0.8016 | 0.9976 | 0.9481 | 0.3776 | 0.8139 | 0.5465 | 0.7591 | 0.7105 | 0.9953 | | 0.0795 | 8.05 | 660 | 0.2654 | 0.7443 | 0.8427 | 0.9198 | 0.9764 | 0.5517 | 0.9103 | 0.8286 | 0.8150 | 0.8193 | 0.9978 | 0.9506 | 0.3918 | 0.8173 | 0.5768 | 0.7619 | 0.7163 | 0.9953 | | 0.0614 | 8.29 | 680 | 0.2904 | 0.7452 | 0.8165 | 0.9303 | 0.9763 | 0.4578 | 0.8990 | 0.6315 | 0.9536 | 0.8003 | 0.9973 | 0.9496 | 0.3518 | 0.8172 | 0.5805 | 0.8118 | 0.7105 | 0.9951 | | 0.1476 | 8.54 | 700 | 0.2814 | 0.7498 | 0.8324 | 0.9276 | 0.9785 | 0.5138 | 0.9093 | 0.7335 | 0.8910 | 0.8028 | 0.9979 | 0.9489 | 0.3821 | 0.8168 | 0.5909 | 0.7981 | 0.7165 | 0.9956 | | 0.0669 | 8.78 | 720 | 0.2774 | 0.7483 | 0.8374 | 0.9250 | 0.9741 | 0.5476 | 0.9217 | 0.7477 | 0.8710 | 0.8020 | 0.9980 | 0.9313 | 0.3931 | 0.8220 | 0.5795 | 0.7975 | 0.7196 | 0.9953 | | 0.142 | 9.02 | 740 | 0.2362 | 0.7624 | 0.8555 | 0.9327 | 0.9784 | 0.6280 | 0.8959 | 0.7341 | 0.9111 | 0.8425 | 0.9983 | 0.9516 | 0.4124 | 0.8211 | 0.6182 | 0.8158 | 0.7224 | 0.9952 | | 0.1258 | 9.27 | 760 | 0.2666 | 0.7597 | 0.8357 | 0.9329 | 0.9762 | 0.4810 | 0.9161 | 0.7439 | 0.9043 | 0.8311 | 0.9975 | 0.9554 | 0.3793 | 0.8262 | 0.6165 | 0.8111 | 0.7338 | 0.9954 | | 0.1541 | 9.51 | 780 | 0.2484 | 0.7630 | 0.8423 | 0.9334 | 0.9797 | 0.5260 | 0.9084 | 0.7548 | 0.9043 | 0.8259 | 0.9973 | 0.9543 | 0.3991 | 0.8244 | 0.6228 | 0.8147 | 0.7307 | 0.9953 | | 0.1689 | 9.76 | 800 | 0.2151 | 0.7710 | 0.8619 | 0.9341 | 0.9747 | 0.6199 | 0.9143 | 0.8381 | 0.8751 | 0.8127 | 0.9985 | 0.9553 | 0.4257 | 0.8333 | 0.6421 | 0.8117 | 0.7341 | 0.9952 | | 0.0931 | 10.0 | 820 | 0.2422 | 0.7506 | 0.8239 | 0.9325 | 0.9783 | 0.4062 | 0.9162 | 0.7139 | 0.9116 | 0.8443 | 0.9969 | 0.9528 | 0.3324 | 0.8236 | 0.6103 | 0.8137 | 0.7265 | 0.9953 | | 0.1109 | 10.24 | 840 | 0.2336 | 0.7522 | 0.8271 | 0.9321 | 0.9774 | 0.4327 | 0.9191 | 0.7334 | 0.9027 | 0.8263 | 0.9981 | 0.9530 | 0.3442 | 0.8194 | 0.6136 | 0.8110 | 0.7283 | 0.9960 | | 0.0561 | 10.49 | 860 | 0.2991 | 0.7572 | 0.8445 | 0.9284 | 0.9743 | 0.5846 | 0.9094 | 0.7471 | 0.8933 | 0.8066 | 0.9966 | 0.9514 | 0.4134 | 0.8200 | 0.5952 | 0.7985 | 0.7261 | 0.9955 | | 0.0701 | 10.73 | 880 | 0.2647 | 0.7554 | 0.8481 | 0.9286 | 0.9774 | 0.6203 | 0.9098 | 0.7382 | 0.8929 | 0.7991 | 0.9990 | 0.9534 | 0.4082 | 0.8163 | 0.5967 | 0.8006 | 0.7175 | 0.9951 | | 0.1528 | 10.98 | 900 | 0.2988 | 0.7626 | 0.8573 | 0.9310 | 0.9713 | 0.6322 | 0.9123 | 0.7464 | 0.8980 | 0.8442 | 0.9969 | 0.9548 | 0.4138 | 0.8368 | 0.6036 | 0.8022 | 0.7317 | 0.9956 | | 0.0514 | 11.22 | 920 | 0.2537 | 0.7528 | 0.8314 | 0.9302 | 0.9749 | 0.4371 | 0.9270 | 0.8595 | 0.8548 | 0.7694 | 0.9970 | 0.9527 | 0.3550 | 0.8248 | 0.6354 | 0.8004 | 0.7063 | 0.9951 | | 0.0959 | 11.46 | 940 | 0.2897 | 0.7458 | 0.8233 | 0.9279 | 0.9835 | 0.4569 | 0.8963 | 0.7962 | 0.8808 | 0.7523 | 0.9974 | 0.9499 | 0.3569 | 0.8096 | 0.6191 | 0.7974 | 0.6918 | 0.9958 | | 0.1997 | 11.71 | 960 | 0.3142 | 0.7512 | 0.8251 | 0.9295 | 0.9745 | 0.5071 | 0.9290 | 0.6819 | 0.9251 | 0.7615 | 0.9964 | 0.9537 | 0.3946 | 0.8181 | 0.5902 | 0.8052 | 0.7017 | 0.9953 | | 0.0724 | 11.95 | 980 | 0.2794 | 0.7525 | 0.8318 | 0.9290 | 0.9822 | 0.4696 | 0.9038 | 0.7310 | 0.8897 | 0.8489 | 0.9973 | 0.9557 | 0.3727 | 0.8276 | 0.5890 | 0.7970 | 0.7299 | 0.9957 | | 0.0668 | 12.2 | 1000 | 0.2911 | 0.7447 | 0.8175 | 0.9321 | 0.9844 | 0.3514 | 0.9008 | 0.7032 | 0.9105 | 0.8749 | 0.9970 | 0.9500 | 0.2946 | 0.8281 | 0.6032 | 0.8126 | 0.7290 | 0.9953 | | 0.0574 | 12.44 | 1020 | 0.2565 | 0.7619 | 0.8407 | 0.9330 | 0.9797 | 0.5386 | 0.9173 | 0.7298 | 0.9096 | 0.8120 | 0.9982 | 0.9545 | 0.3984 | 0.8306 | 0.6073 | 0.8131 | 0.7338 | 0.9956 | | 0.0696 | 12.68 | 1040 | 0.2657 | 0.7595 | 0.8366 | 0.9339 | 0.9808 | 0.4966 | 0.9101 | 0.7057 | 0.9197 | 0.8458 | 0.9979 | 0.9520 | 0.3767 | 0.8308 | 0.6096 | 0.8173 | 0.7345 | 0.9956 | | 0.3274 | 12.93 | 1060 | 0.2586 | 0.7465 | 0.8222 | 0.9297 | 0.9793 | 0.3965 | 0.9265 | 0.7214 | 0.8877 | 0.8457 | 0.9983 | 0.9539 | 0.3307 | 0.8268 | 0.5935 | 0.8017 | 0.7235 | 0.9953 | | 0.0817 | 13.17 | 1080 | 0.2783 | 0.7569 | 0.8496 | 0.9265 | 0.9772 | 0.5303 | 0.9224 | 0.8566 | 0.8235 | 0.8395 | 0.9975 | 0.9548 | 0.4030 | 0.8286 | 0.6126 | 0.7783 | 0.7250 | 0.9963 | | 0.0787 | 13.41 | 1100 | 0.2517 | 0.7489 | 0.8218 | 0.9294 | 0.9802 | 0.4487 | 0.9232 | 0.7094 | 0.9058 | 0.7883 | 0.9968 | 0.9527 | 0.3654 | 0.8222 | 0.5939 | 0.8027 | 0.7105 | 0.9951 | | 0.1024 | 13.66 | 1120 | 0.2590 | 0.7569 | 0.8290 | 0.9327 | 0.9812 | 0.4873 | 0.9080 | 0.7041 | 0.9259 | 0.7986 | 0.9977 | 0.9543 | 0.3833 | 0.8266 | 0.6094 | 0.8118 | 0.7171 | 0.9960 | | 0.0888 | 13.9 | 1140 | 0.2647 | 0.7489 | 0.8352 | 0.9228 | 0.9812 | 0.5251 | 0.9169 | 0.7856 | 0.8447 | 0.7955 | 0.9973 | 0.9491 | 0.4024 | 0.8276 | 0.5748 | 0.7738 | 0.7184 | 0.9958 | | 0.0946 | 14.15 | 1160 | 0.2453 | 0.7571 | 0.8370 | 0.9298 | 0.9823 | 0.5318 | 0.9002 | 0.7619 | 0.8942 | 0.7913 | 0.9973 | 0.9531 | 0.4046 | 0.8240 | 0.6086 | 0.8008 | 0.7125 | 0.9960 | | 0.0529 | 14.39 | 1180 | 0.2514 | 0.7596 | 0.8460 | 0.9298 | 0.9808 | 0.5804 | 0.9014 | 0.7354 | 0.8979 | 0.8289 | 0.9970 | 0.9559 | 0.4197 | 0.8307 | 0.5978 | 0.7990 | 0.7183 | 0.9958 | | 0.0495 | 14.63 | 1200 | 0.2323 | 0.7634 | 0.8491 | 0.9324 | 0.9790 | 0.5831 | 0.9267 | 0.7848 | 0.8862 | 0.7861 | 0.9977 | 0.9550 | 0.4175 | 0.8280 | 0.6217 | 0.8103 | 0.7151 | 0.9962 | | 0.0401 | 14.88 | 1220 | 0.2248 | 0.7677 | 0.8467 | 0.9366 | 0.9796 | 0.5337 | 0.9256 | 0.8125 | 0.8943 | 0.7834 | 0.9981 | 0.9524 | 0.4037 | 0.8250 | 0.6561 | 0.8282 | 0.7126 | 0.9961 | | 0.053 | 15.12 | 1240 | 0.2280 | 0.7701 | 0.8541 | 0.9362 | 0.9805 | 0.5488 | 0.9155 | 0.8259 | 0.8830 | 0.8280 | 0.9974 | 0.9542 | 0.4107 | 0.8259 | 0.6577 | 0.8224 | 0.7233 | 0.9961 | | 0.0764 | 15.37 | 1260 | 0.2350 | 0.7741 | 0.8577 | 0.9370 | 0.9777 | 0.5690 | 0.9145 | 0.8514 | 0.8825 | 0.8119 | 0.9972 | 0.9574 | 0.4265 | 0.8296 | 0.6666 | 0.8216 | 0.7212 | 0.9962 | | 0.0568 | 15.61 | 1280 | 0.2420 | 0.7629 | 0.8407 | 0.9343 | 0.9813 | 0.5093 | 0.9057 | 0.8360 | 0.8871 | 0.7680 | 0.9973 | 0.9560 | 0.3937 | 0.8246 | 0.6536 | 0.8142 | 0.7025 | 0.9960 | | 0.1199 | 15.85 | 1300 | 0.2545 | 0.7620 | 0.8463 | 0.9321 | 0.9752 | 0.5904 | 0.9180 | 0.7196 | 0.9135 | 0.8090 | 0.9981 | 0.9557 | 0.4209 | 0.8276 | 0.6064 | 0.8098 | 0.7171 | 0.9964 | | 0.7094 | 16.1 | 1320 | 0.2446 | 0.7584 | 0.8409 | 0.9314 | 0.9790 | 0.5580 | 0.9151 | 0.7301 | 0.9070 | 0.7993 | 0.9979 | 0.9542 | 0.4042 | 0.8218 | 0.6091 | 0.8088 | 0.7145 | 0.9963 | | 0.0321 | 16.34 | 1340 | 0.2652 | 0.7585 | 0.8329 | 0.9340 | 0.9787 | 0.5076 | 0.9089 | 0.6924 | 0.9365 | 0.8091 | 0.9974 | 0.9538 | 0.3925 | 0.8214 | 0.6173 | 0.8211 | 0.7075 | 0.9962 | | 0.1328 | 16.59 | 1360 | 0.2322 | 0.7587 | 0.8403 | 0.9327 | 0.9805 | 0.5174 | 0.9092 | 0.7077 | 0.9123 | 0.8570 | 0.9977 | 0.9558 | 0.3966 | 0.8276 | 0.6071 | 0.8146 | 0.7132 | 0.9959 | | 0.0637 | 16.83 | 1380 | 0.2331 | 0.7615 | 0.8441 | 0.9322 | 0.9831 | 0.5529 | 0.8983 | 0.7412 | 0.9048 | 0.8305 | 0.9976 | 0.9530 | 0.4111 | 0.8243 | 0.6155 | 0.8104 | 0.7201 | 0.9961 | | 0.3028 | 17.07 | 1400 | 0.2446 | 0.7572 | 0.8367 | 0.9312 | 0.9804 | 0.5135 | 0.9061 | 0.7279 | 0.9044 | 0.8263 | 0.9981 | 0.9548 | 0.3970 | 0.8212 | 0.6048 | 0.8084 | 0.7181 | 0.9962 | | 0.0479 | 17.32 | 1420 | 0.2556 | 0.7609 | 0.8506 | 0.9295 | 0.9778 | 0.6127 | 0.9095 | 0.7802 | 0.8835 | 0.7929 | 0.9974 | 0.9556 | 0.4318 | 0.8241 | 0.6105 | 0.7988 | 0.7095 | 0.9963 | | 0.0645 | 17.56 | 1440 | 0.2530 | 0.7587 | 0.8480 | 0.9283 | 0.9769 | 0.5933 | 0.9080 | 0.7729 | 0.8775 | 0.8091 | 0.9985 | 0.9543 | 0.4244 | 0.8268 | 0.5993 | 0.7945 | 0.7155 | 0.9962 | | 0.0513 | 17.8 | 1460 | 0.2451 | 0.7598 | 0.8467 | 0.9306 | 0.9794 | 0.5549 | 0.9064 | 0.7567 | 0.8863 | 0.8448 | 0.9985 | 0.9547 | 0.4093 | 0.8259 | 0.6076 | 0.8039 | 0.7214 | 0.9961 | | 0.0387 | 18.05 | 1480 | 0.2374 | 0.7625 | 0.8446 | 0.9344 | 0.9810 | 0.5392 | 0.9007 | 0.7115 | 0.9214 | 0.8609 | 0.9975 | 0.9539 | 0.4025 | 0.8249 | 0.6196 | 0.8218 | 0.7193 | 0.9958 | | 0.0903 | 18.29 | 1500 | 0.2353 | 0.7662 | 0.8468 | 0.9351 | 0.9820 | 0.5342 | 0.9097 | 0.8100 | 0.8918 | 0.8030 | 0.9971 | 0.9549 | 0.4053 | 0.8261 | 0.6487 | 0.8190 | 0.7130 | 0.9961 | | 0.0832 | 18.54 | 1520 | 0.2372 | 0.7677 | 0.8428 | 0.9375 | 0.9807 | 0.5172 | 0.9098 | 0.7757 | 0.9184 | 0.8007 | 0.9970 | 0.9563 | 0.3981 | 0.8264 | 0.6574 | 0.8284 | 0.7113 | 0.9961 | | 0.0601 | 18.78 | 1540 | 0.2473 | 0.7741 | 0.8607 | 0.9366 | 0.9771 | 0.6169 | 0.9135 | 0.8532 | 0.8866 | 0.7798 | 0.9976 | 0.9559 | 0.4365 | 0.8295 | 0.6630 | 0.8221 | 0.7154 | 0.9965 | | 0.0516 | 19.02 | 1560 | 0.2363 | 0.7731 | 0.8556 | 0.9369 | 0.9792 | 0.5591 | 0.9075 | 0.8329 | 0.8883 | 0.8243 | 0.9981 | 0.9563 | 0.4189 | 0.8305 | 0.6623 | 0.8215 | 0.7256 | 0.9964 | | 0.0782 | 19.27 | 1580 | 0.2454 | 0.7651 | 0.8426 | 0.9341 | 0.9813 | 0.5266 | 0.9008 | 0.7847 | 0.9005 | 0.8059 | 0.9981 | 0.9543 | 0.4057 | 0.8280 | 0.6356 | 0.8141 | 0.7217 | 0.9961 | | 0.0221 | 19.51 | 1600 | 0.2540 | 0.7660 | 0.8474 | 0.9333 | 0.9785 | 0.5946 | 0.9085 | 0.7579 | 0.9117 | 0.7828 | 0.9976 | 0.9543 | 0.4320 | 0.8265 | 0.6259 | 0.8134 | 0.7131 | 0.9964 | | 0.0283 | 19.76 | 1620 | 0.2623 | 0.7662 | 0.8588 | 0.9320 | 0.9750 | 0.6488 | 0.9141 | 0.7503 | 0.8988 | 0.8266 | 0.9981 | 0.9549 | 0.4395 | 0.8271 | 0.6123 | 0.8092 | 0.7240 | 0.9964 | | 0.1029 | 20.0 | 1640 | 0.2747 | 0.7633 | 0.8522 | 0.9299 | 0.9767 | 0.6031 | 0.9118 | 0.7738 | 0.8809 | 0.8213 | 0.9981 | 0.9539 | 0.4336 | 0.8317 | 0.6053 | 0.7991 | 0.7235 | 0.9962 | | 0.0731 | 20.24 | 1660 | 0.2650 | 0.7621 | 0.8529 | 0.9294 | 0.9794 | 0.6019 | 0.9106 | 0.7555 | 0.8790 | 0.8453 | 0.9983 | 0.9552 | 0.4310 | 0.8288 | 0.5977 | 0.7971 | 0.7288 | 0.9963 | | 0.2587 | 20.49 | 1680 | 0.2767 | 0.7602 | 0.8430 | 0.9311 | 0.9794 | 0.5600 | 0.9158 | 0.7217 | 0.9023 | 0.8234 | 0.9985 | 0.9552 | 0.4160 | 0.8239 | 0.5994 | 0.8073 | 0.7237 | 0.9961 | | 0.1071 | 20.73 | 1700 | 0.2826 | 0.7607 | 0.8443 | 0.9311 | 0.9805 | 0.5820 | 0.9125 | 0.7122 | 0.9091 | 0.8156 | 0.9980 | 0.9548 | 0.4239 | 0.8225 | 0.5976 | 0.8080 | 0.7220 | 0.9963 | | 0.0323 | 20.98 | 1720 | 0.2620 | 0.7621 | 0.8522 | 0.9293 | 0.9801 | 0.6139 | 0.9065 | 0.7633 | 0.8829 | 0.8215 | 0.9975 | 0.9551 | 0.4342 | 0.8296 | 0.5996 | 0.7968 | 0.7231 | 0.9963 | | 0.1072 | 21.22 | 1740 | 0.2592 | 0.7614 | 0.8426 | 0.9315 | 0.9824 | 0.5483 | 0.9094 | 0.7402 | 0.8997 | 0.8211 | 0.9974 | 0.9546 | 0.4149 | 0.8257 | 0.6074 | 0.8078 | 0.7230 | 0.9961 | | 0.0732 | 21.46 | 1760 | 0.2598 | 0.7654 | 0.8497 | 0.9327 | 0.9795 | 0.5819 | 0.9130 | 0.7528 | 0.8994 | 0.8240 | 0.9976 | 0.9557 | 0.4265 | 0.8275 | 0.6163 | 0.8106 | 0.7248 | 0.9963 | | 0.0603 | 21.71 | 1780 | 0.2581 | 0.7650 | 0.8503 | 0.9320 | 0.9790 | 0.5874 | 0.9130 | 0.7452 | 0.8984 | 0.8315 | 0.9974 | 0.9556 | 0.4282 | 0.8302 | 0.6095 | 0.8070 | 0.7280 | 0.9963 | | 0.0548 | 21.95 | 1800 | 0.2520 | 0.7649 | 0.8598 | 0.9300 | 0.9747 | 0.6344 | 0.9218 | 0.7885 | 0.8683 | 0.8322 | 0.9988 | 0.9560 | 0.4352 | 0.8339 | 0.6082 | 0.7956 | 0.7291 | 0.9963 | | 0.0503 | 22.2 | 1820 | 0.2521 | 0.7657 | 0.8528 | 0.9317 | 0.9799 | 0.6030 | 0.9077 | 0.7726 | 0.8890 | 0.8193 | 0.9983 | 0.9558 | 0.4312 | 0.8324 | 0.6150 | 0.8034 | 0.7257 | 0.9964 | | 0.0356 | 22.44 | 1840 | 0.2491 | 0.7669 | 0.8551 | 0.9328 | 0.9783 | 0.6119 | 0.9086 | 0.7470 | 0.9004 | 0.8412 | 0.9983 | 0.9568 | 0.4338 | 0.8310 | 0.6140 | 0.8091 | 0.7271 | 0.9966 | | 0.0381 | 22.68 | 1860 | 0.2660 | 0.7644 | 0.8458 | 0.9330 | 0.9805 | 0.5651 | 0.9095 | 0.7344 | 0.9094 | 0.8242 | 0.9973 | 0.9559 | 0.4213 | 0.8289 | 0.6129 | 0.8116 | 0.7240 | 0.9964 | | 0.0671 | 22.93 | 1880 | 0.2633 | 0.7664 | 0.8517 | 0.9332 | 0.9787 | 0.5970 | 0.9067 | 0.7371 | 0.9083 | 0.8360 | 0.9982 | 0.9559 | 0.4307 | 0.8286 | 0.6140 | 0.8129 | 0.7261 | 0.9966 | | 0.1123 | 23.17 | 1900 | 0.2462 | 0.7659 | 0.8489 | 0.9337 | 0.9790 | 0.5848 | 0.9088 | 0.7332 | 0.9121 | 0.8253 | 0.9987 | 0.9556 | 0.4257 | 0.8275 | 0.6161 | 0.8154 | 0.7251 | 0.9963 | | 0.0476 | 23.41 | 1920 | 0.2498 | 0.7665 | 0.8490 | 0.9336 | 0.9789 | 0.5651 | 0.9133 | 0.7813 | 0.8942 | 0.8124 | 0.9978 | 0.9557 | 0.4204 | 0.8297 | 0.6267 | 0.8128 | 0.7238 | 0.9966 | | 0.0999 | 23.66 | 1940 | 0.2556 | 0.7678 | 0.8539 | 0.9335 | 0.9779 | 0.6072 | 0.9123 | 0.7735 | 0.8972 | 0.8109 | 0.9985 | 0.9561 | 0.4335 | 0.8291 | 0.6245 | 0.8127 | 0.7223 | 0.9966 | | 0.0639 | 23.9 | 1960 | 0.2467 | 0.7659 | 0.8480 | 0.9337 | 0.9799 | 0.5431 | 0.9126 | 0.8278 | 0.8777 | 0.7960 | 0.9987 | 0.9547 | 0.4119 | 0.8279 | 0.6398 | 0.8137 | 0.7167 | 0.9964 | | 0.0718 | 24.15 | 1980 | 0.2469 | 0.7667 | 0.8484 | 0.9341 | 0.9804 | 0.5609 | 0.9068 | 0.7785 | 0.8983 | 0.8160 | 0.9982 | 0.9546 | 0.4190 | 0.8271 | 0.6306 | 0.8159 | 0.7232 | 0.9965 | | 0.0578 | 24.39 | 2000 | 0.2466 | 0.7668 | 0.8490 | 0.9339 | 0.9795 | 0.5737 | 0.9089 | 0.7591 | 0.9041 | 0.8194 | 0.9983 | 0.9551 | 0.4249 | 0.8271 | 0.6246 | 0.8155 | 0.7241 | 0.9965 | | 0.0664 | 24.63 | 2020 | 0.2530 | 0.7640 | 0.8449 | 0.9328 | 0.9784 | 0.5888 | 0.9101 | 0.7452 | 0.9125 | 0.7808 | 0.9987 | 0.9549 | 0.4305 | 0.8255 | 0.6185 | 0.8132 | 0.7088 | 0.9963 | | 0.7601 | 24.88 | 2040 | 0.2531 | 0.7677 | 0.8502 | 0.9340 | 0.9810 | 0.5654 | 0.8995 | 0.7891 | 0.8969 | 0.8221 | 0.9974 | 0.9535 | 0.4217 | 0.8288 | 0.6339 | 0.8151 | 0.7244 | 0.9964 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-ade-finetuned-512-512-finetuned-grCoastline_512

# segformer-b4-ade-finetuned-512-512-finetuned-grCoastline_512 This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.3485 - Mean Iou: 0.7745 - Mean Accuracy: 0.8460 - Overall Accuracy: 0.9397 - Accuracy Water: 0.9854 - Accuracy Whitewater: 0.5267 - Accuracy Sediment: 0.9100 - Accuracy Other Natural Terrain: 0.7714 - Accuracy Vegetation: 0.9143 - Accuracy Development: 0.8156 - Accuracy Unknown: 0.9987 - Iou Water: 0.9657 - Iou Whitewater: 0.4461 - Iou Sediment: 0.8412 - Iou Other Natural Terrain: 0.6769 - Iou Vegetation: 0.7892 - Iou Development: 0.7052 - Iou Unknown: 0.9973 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 40 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.4715 | 0.24 | 20 | 1.3366 | 0.4971 | 0.6028 | 0.8289 | 0.8428 | 0.0 | 0.7635 | 0.5946 | 0.8680 | 0.1720 | 0.9787 | 0.7080 | 0.0 | 0.5497 | 0.5015 | 0.5871 | 0.1572 | 0.9761 | | 1.0643 | 0.49 | 40 | 0.8194 | 0.5046 | 0.6044 | 0.8506 | 0.9722 | 0.0 | 0.8982 | 0.4334 | 0.8951 | 0.0386 | 0.9935 | 0.7889 | 0.0 | 0.7048 | 0.3646 | 0.6444 | 0.0384 | 0.9912 | | 1.1372 | 0.73 | 60 | 0.6288 | 0.5104 | 0.6150 | 0.8513 | 0.9722 | 0.0 | 0.9217 | 0.4078 | 0.8554 | 0.1517 | 0.9959 | 0.7840 | 0.0 | 0.5960 | 0.3498 | 0.7041 | 0.1494 | 0.9897 | | 1.2667 | 0.98 | 80 | 0.4994 | 0.5638 | 0.6526 | 0.8825 | 0.9793 | 0.0 | 0.9053 | 0.5839 | 0.9205 | 0.1807 | 0.9984 | 0.8893 | 0.0 | 0.6812 | 0.5051 | 0.7026 | 0.1783 | 0.9903 | | 0.8003 | 1.22 | 100 | 0.4520 | 0.5522 | 0.6421 | 0.8767 | 0.9719 | 0.0 | 0.9220 | 0.5197 | 0.9549 | 0.1324 | 0.9942 | 0.9218 | 0.0 | 0.7007 | 0.4562 | 0.6631 | 0.1315 | 0.9917 | | 0.6688 | 1.46 | 120 | 0.4432 | 0.5528 | 0.6399 | 0.8774 | 0.9726 | 0.0 | 0.8860 | 0.5450 | 0.9650 | 0.1153 | 0.9955 | 0.9121 | 0.0 | 0.7111 | 0.4820 | 0.6572 | 0.1149 | 0.9921 | | 0.7934 | 1.71 | 140 | 0.3905 | 0.6088 | 0.6882 | 0.8968 | 0.9406 | 0.0 | 0.7654 | 0.8742 | 0.8782 | 0.3614 | 0.9979 | 0.8728 | 0.0 | 0.7087 | 0.6021 | 0.7469 | 0.3397 | 0.9914 | | 0.6258 | 1.95 | 160 | 0.3358 | 0.6410 | 0.7105 | 0.9126 | 0.9753 | 0.0 | 0.8484 | 0.7994 | 0.9134 | 0.4395 | 0.9977 | 0.9140 | 0.0 | 0.7937 | 0.6252 | 0.7544 | 0.4076 | 0.9924 | | 0.4741 | 2.2 | 180 | 0.3298 | 0.6339 | 0.7070 | 0.9115 | 0.9715 | 0.0 | 0.9195 | 0.7328 | 0.9316 | 0.3962 | 0.9971 | 0.9326 | 0.0 | 0.7588 | 0.6403 | 0.7344 | 0.3787 | 0.9926 | | 1.1083 | 2.44 | 200 | 0.2815 | 0.6686 | 0.7348 | 0.9217 | 0.9554 | 0.0 | 0.8974 | 0.7519 | 0.9370 | 0.6029 | 0.9990 | 0.9269 | 0.0 | 0.8030 | 0.6504 | 0.7567 | 0.5518 | 0.9912 | | 0.2948 | 2.68 | 220 | 0.3011 | 0.6636 | 0.7362 | 0.9187 | 0.9852 | 0.0 | 0.7992 | 0.7347 | 0.9271 | 0.7136 | 0.9935 | 0.9241 | 0.0 | 0.7458 | 0.6579 | 0.7534 | 0.5726 | 0.9914 | | 0.2183 | 2.93 | 240 | 0.2771 | 0.6775 | 0.7451 | 0.9235 | 0.9840 | 0.0 | 0.8966 | 0.6596 | 0.9337 | 0.7454 | 0.9966 | 0.9334 | 0.0 | 0.7904 | 0.6217 | 0.7482 | 0.6564 | 0.9922 | | 0.1911 | 3.17 | 260 | 0.2561 | 0.6791 | 0.7506 | 0.9240 | 0.9807 | 0.0 | 0.8817 | 0.8266 | 0.8373 | 0.7304 | 0.9974 | 0.9228 | 0.0 | 0.8090 | 0.6484 | 0.7604 | 0.6190 | 0.9944 | | 0.3457 | 3.41 | 280 | 0.2194 | 0.6919 | 0.7642 | 0.9311 | 0.9774 | 0.0 | 0.8939 | 0.9032 | 0.8159 | 0.7615 | 0.9975 | 0.9484 | 0.0 | 0.8097 | 0.7083 | 0.7685 | 0.6141 | 0.9942 | | 0.2098 | 3.66 | 300 | 0.2858 | 0.6620 | 0.7319 | 0.9185 | 0.9742 | 0.0 | 0.9149 | 0.6644 | 0.9326 | 0.6386 | 0.9985 | 0.9503 | 0.0 | 0.7779 | 0.5936 | 0.7397 | 0.5780 | 0.9942 | | 0.6556 | 3.9 | 320 | 0.2265 | 0.6824 | 0.7512 | 0.9263 | 0.9779 | 0.0 | 0.9237 | 0.8318 | 0.8446 | 0.6831 | 0.9971 | 0.9465 | 0.0 | 0.8176 | 0.6572 | 0.7500 | 0.6113 | 0.9940 | | 0.4157 | 4.15 | 340 | 0.2339 | 0.6836 | 0.7573 | 0.9252 | 0.9802 | 0.0 | 0.9133 | 0.7874 | 0.8292 | 0.7922 | 0.9984 | 0.9434 | 0.0 | 0.8170 | 0.6560 | 0.7348 | 0.6417 | 0.9924 | | 0.4104 | 4.39 | 360 | 0.2441 | 0.6896 | 0.7593 | 0.9293 | 0.9763 | 0.0 | 0.9323 | 0.7923 | 0.8774 | 0.7438 | 0.9930 | 0.9313 | 0.0 | 0.8156 | 0.6714 | 0.7766 | 0.6404 | 0.9921 | | 0.2119 | 4.63 | 380 | 0.2272 | 0.6863 | 0.7540 | 0.9291 | 0.9842 | 0.0 | 0.9231 | 0.7755 | 0.8810 | 0.7168 | 0.9977 | 0.9304 | 0.0 | 0.8128 | 0.6666 | 0.7776 | 0.6220 | 0.9944 | | 0.3009 | 4.88 | 400 | 0.2231 | 0.6931 | 0.7598 | 0.9314 | 0.9807 | 0.0 | 0.9065 | 0.7653 | 0.8970 | 0.7710 | 0.9979 | 0.9526 | 0.0 | 0.8193 | 0.6725 | 0.7653 | 0.6477 | 0.9943 | | 0.1716 | 5.12 | 420 | 0.2095 | 0.6985 | 0.7675 | 0.9342 | 0.9757 | 0.0 | 0.8680 | 0.8194 | 0.8927 | 0.8204 | 0.9965 | 0.9522 | 0.0 | 0.7944 | 0.7061 | 0.7876 | 0.6548 | 0.9943 | | 0.1558 | 5.37 | 440 | 0.2252 | 0.6895 | 0.7561 | 0.9312 | 0.9824 | 0.0 | 0.8594 | 0.8082 | 0.9130 | 0.7348 | 0.9951 | 0.9245 | 0.0 | 0.8017 | 0.6848 | 0.8102 | 0.6118 | 0.9935 | | 0.1676 | 5.61 | 460 | 0.2248 | 0.6910 | 0.7673 | 0.9309 | 0.9748 | 0.0 | 0.8889 | 0.8280 | 0.8465 | 0.8361 | 0.9971 | 0.9442 | 0.0 | 0.7857 | 0.7080 | 0.7802 | 0.6238 | 0.9950 | | 0.1709 | 5.85 | 480 | 0.2455 | 0.6937 | 0.7573 | 0.9327 | 0.9739 | 0.0 | 0.9177 | 0.7953 | 0.9107 | 0.7058 | 0.9975 | 0.9538 | 0.0 | 0.8189 | 0.6807 | 0.7747 | 0.6323 | 0.9956 | | 0.3403 | 6.1 | 500 | 0.2661 | 0.6862 | 0.7528 | 0.9298 | 0.9821 | 0.0 | 0.9366 | 0.7061 | 0.9308 | 0.7172 | 0.9967 | 0.9161 | 0.0 | 0.8040 | 0.6597 | 0.7971 | 0.6315 | 0.9948 | | 0.2134 | 6.34 | 520 | 0.2447 | 0.6857 | 0.7522 | 0.9310 | 0.9757 | 0.0 | 0.9248 | 0.8739 | 0.8677 | 0.6256 | 0.9977 | 0.9368 | 0.0 | 0.8059 | 0.6996 | 0.7921 | 0.5703 | 0.9953 | | 0.2108 | 6.59 | 540 | 0.2575 | 0.6868 | 0.7574 | 0.9277 | 0.9824 | 0.0 | 0.9024 | 0.7638 | 0.8811 | 0.7776 | 0.9946 | 0.9476 | 0.0 | 0.8100 | 0.6565 | 0.7566 | 0.6439 | 0.9931 | | 0.2009 | 6.83 | 560 | 0.2191 | 0.7008 | 0.7625 | 0.9362 | 0.9839 | 0.0 | 0.8759 | 0.8257 | 0.9155 | 0.7399 | 0.9967 | 0.9362 | 0.0 | 0.8088 | 0.7217 | 0.8005 | 0.6438 | 0.9946 | | 0.1056 | 7.07 | 580 | 0.2391 | 0.6950 | 0.7571 | 0.9339 | 0.9793 | 0.0 | 0.9294 | 0.7612 | 0.9302 | 0.7020 | 0.9974 | 0.9495 | 0.0 | 0.8024 | 0.6891 | 0.7857 | 0.6439 | 0.9947 | | 0.1038 | 7.32 | 600 | 0.2415 | 0.6921 | 0.7598 | 0.9311 | 0.9821 | 0.0 | 0.9165 | 0.7571 | 0.8915 | 0.7730 | 0.9982 | 0.9450 | 0.0 | 0.8143 | 0.6651 | 0.7725 | 0.6526 | 0.9950 | | 0.4394 | 7.56 | 620 | 0.2763 | 0.6891 | 0.7597 | 0.9281 | 0.9686 | 0.0 | 0.8743 | 0.7862 | 0.8842 | 0.8074 | 0.9970 | 0.9424 | 0.0 | 0.8110 | 0.6664 | 0.7543 | 0.6549 | 0.9950 | | 0.2996 | 7.8 | 640 | 0.2946 | 0.7019 | 0.7650 | 0.9346 | 0.9868 | 0.0 | 0.8923 | 0.7386 | 0.9290 | 0.8131 | 0.9953 | 0.9532 | 0.0 | 0.8276 | 0.6724 | 0.7729 | 0.6929 | 0.9943 | | 0.1253 | 8.05 | 660 | 0.2495 | 0.7061 | 0.7659 | 0.9381 | 0.9803 | 0.0 | 0.9227 | 0.7637 | 0.9341 | 0.7618 | 0.9985 | 0.9558 | 0.0 | 0.8267 | 0.6985 | 0.7890 | 0.6769 | 0.9959 | | 0.1667 | 8.29 | 680 | 0.2619 | 0.7000 | 0.7624 | 0.9356 | 0.9870 | 0.0 | 0.9419 | 0.7868 | 0.9021 | 0.7228 | 0.9965 | 0.9519 | 0.0 | 0.8224 | 0.6895 | 0.7855 | 0.6554 | 0.9954 | | 0.2411 | 8.54 | 700 | 0.2650 | 0.6945 | 0.7599 | 0.9319 | 0.9841 | 0.0 | 0.9103 | 0.7808 | 0.8906 | 0.7563 | 0.9971 | 0.9538 | 0.0 | 0.8257 | 0.6670 | 0.7658 | 0.6537 | 0.9953 | | 0.0618 | 8.78 | 720 | 0.2791 | 0.6958 | 0.7612 | 0.9323 | 0.9846 | 0.0 | 0.9110 | 0.7900 | 0.8929 | 0.7549 | 0.9947 | 0.9507 | 0.0 | 0.8265 | 0.6742 | 0.7708 | 0.6544 | 0.9938 | | 0.3955 | 9.02 | 740 | 0.2605 | 0.6973 | 0.7678 | 0.9329 | 0.9833 | 0.0 | 0.8551 | 0.7686 | 0.8970 | 0.8734 | 0.9972 | 0.9309 | 0.0 | 0.8111 | 0.6795 | 0.7933 | 0.6713 | 0.9952 | | 0.1222 | 9.27 | 760 | 0.3107 | 0.6889 | 0.7515 | 0.9302 | 0.9839 | 0.0 | 0.9143 | 0.7856 | 0.9042 | 0.6760 | 0.9968 | 0.9551 | 0.0 | 0.8226 | 0.6597 | 0.7625 | 0.6266 | 0.9955 | | 0.1179 | 9.51 | 780 | 0.2867 | 0.6988 | 0.7651 | 0.9329 | 0.9810 | 0.0 | 0.9059 | 0.7761 | 0.8890 | 0.8069 | 0.9969 | 0.9544 | 0.0 | 0.8335 | 0.6615 | 0.7678 | 0.6791 | 0.9955 | | 0.1552 | 9.76 | 800 | 0.2837 | 0.6905 | 0.7528 | 0.9313 | 0.9863 | 0.0 | 0.9165 | 0.7775 | 0.9105 | 0.6815 | 0.9970 | 0.9520 | 0.0 | 0.8224 | 0.6600 | 0.7745 | 0.6299 | 0.9949 | | 0.0762 | 10.0 | 820 | 0.2756 | 0.7050 | 0.7682 | 0.9361 | 0.9786 | 0.0 | 0.9304 | 0.7674 | 0.9024 | 0.8000 | 0.9984 | 0.9552 | 0.0 | 0.8306 | 0.6760 | 0.7779 | 0.6998 | 0.9954 | | 0.0641 | 10.24 | 840 | 0.2555 | 0.7081 | 0.7697 | 0.9373 | 0.9786 | 0.0 | 0.9068 | 0.7760 | 0.9134 | 0.8147 | 0.9983 | 0.9544 | 0.0 | 0.8366 | 0.6825 | 0.7816 | 0.7059 | 0.9957 | | 0.1294 | 10.49 | 860 | 0.2671 | 0.6987 | 0.7599 | 0.9336 | 0.9865 | 0.0 | 0.8976 | 0.7942 | 0.9003 | 0.7429 | 0.9978 | 0.9498 | 0.0 | 0.8382 | 0.6635 | 0.7767 | 0.6669 | 0.9958 | | 0.0948 | 10.73 | 880 | 0.2697 | 0.6969 | 0.7693 | 0.9318 | 0.9753 | 0.0 | 0.9242 | 0.7797 | 0.8536 | 0.8534 | 0.9987 | 0.9501 | 0.0 | 0.8246 | 0.6679 | 0.7616 | 0.6787 | 0.9956 | | 0.1013 | 10.98 | 900 | 0.2956 | 0.6931 | 0.7573 | 0.9321 | 0.9885 | 0.0 | 0.9132 | 0.8039 | 0.8866 | 0.7121 | 0.9966 | 0.9519 | 0.0 | 0.8242 | 0.6681 | 0.7760 | 0.6357 | 0.9956 | | 0.1085 | 11.22 | 920 | 0.2849 | 0.7058 | 0.7714 | 0.9359 | 0.9893 | 0.0 | 0.8995 | 0.7545 | 0.8977 | 0.8616 | 0.9969 | 0.9556 | 0.0 | 0.8445 | 0.6664 | 0.7752 | 0.7033 | 0.9956 | | 0.0805 | 11.46 | 940 | 0.3072 | 0.6998 | 0.7662 | 0.9333 | 0.9777 | 0.0 | 0.8816 | 0.7738 | 0.9020 | 0.8309 | 0.9973 | 0.9570 | 0.0 | 0.8242 | 0.6621 | 0.7718 | 0.6877 | 0.9957 | | 0.1627 | 11.71 | 960 | 0.2815 | 0.7008 | 0.7608 | 0.9346 | 0.9895 | 0.0 | 0.9083 | 0.7872 | 0.9032 | 0.7397 | 0.9976 | 0.9534 | 0.0 | 0.8419 | 0.6661 | 0.7739 | 0.6743 | 0.9960 | | 0.0728 | 11.95 | 980 | 0.3182 | 0.6968 | 0.7611 | 0.9325 | 0.9789 | 0.0 | 0.9230 | 0.7933 | 0.8883 | 0.7476 | 0.9969 | 0.9570 | 0.0 | 0.8308 | 0.6558 | 0.7697 | 0.6684 | 0.9961 | | 0.078 | 12.2 | 1000 | 0.2794 | 0.7036 | 0.7688 | 0.9349 | 0.9842 | 0.0 | 0.9117 | 0.7724 | 0.8858 | 0.8290 | 0.9983 | 0.9538 | 0.0 | 0.8378 | 0.6639 | 0.7725 | 0.7010 | 0.9962 | | 0.0962 | 12.44 | 1020 | 0.2778 | 0.7023 | 0.7618 | 0.9357 | 0.9830 | 0.0016 | 0.9060 | 0.7851 | 0.9184 | 0.7402 | 0.9985 | 0.9533 | 0.0016 | 0.8370 | 0.6728 | 0.7826 | 0.6724 | 0.9965 | | 0.0621 | 12.68 | 1040 | 0.2452 | 0.7029 | 0.7639 | 0.9360 | 0.9855 | 0.0 | 0.9187 | 0.8156 | 0.8879 | 0.7406 | 0.9988 | 0.9538 | 0.0 | 0.8374 | 0.6806 | 0.7827 | 0.6695 | 0.9961 | | 0.114 | 12.93 | 1060 | 0.2496 | 0.7090 | 0.7703 | 0.9390 | 0.9852 | 0.0 | 0.9259 | 0.7787 | 0.9130 | 0.7912 | 0.9979 | 0.9554 | 0.0 | 0.8333 | 0.6915 | 0.7959 | 0.6904 | 0.9962 | | 0.0747 | 13.17 | 1080 | 0.2531 | 0.7038 | 0.7656 | 0.9369 | 0.9820 | 0.0 | 0.9245 | 0.8319 | 0.8851 | 0.7371 | 0.9985 | 0.9543 | 0.0 | 0.8339 | 0.6898 | 0.7919 | 0.6609 | 0.9957 | | 0.0535 | 13.41 | 1100 | 0.2763 | 0.7113 | 0.7728 | 0.9391 | 0.9832 | 0.0 | 0.9017 | 0.7641 | 0.9231 | 0.8398 | 0.9978 | 0.9549 | 0.0 | 0.8403 | 0.6872 | 0.7908 | 0.7099 | 0.9959 | | 0.0538 | 13.66 | 1120 | 0.2819 | 0.7020 | 0.7662 | 0.9355 | 0.9854 | 0.0 | 0.9113 | 0.7951 | 0.8927 | 0.7817 | 0.9971 | 0.9505 | 0.0 | 0.8276 | 0.6783 | 0.7863 | 0.6752 | 0.9962 | | 0.0953 | 13.9 | 1140 | 0.2945 | 0.7000 | 0.7616 | 0.9347 | 0.9839 | 0.0 | 0.9208 | 0.7676 | 0.9141 | 0.7474 | 0.9975 | 0.9556 | 0.0 | 0.8339 | 0.6660 | 0.7777 | 0.6703 | 0.9963 | | 0.1052 | 14.15 | 1160 | 0.3095 | 0.6944 | 0.7566 | 0.9331 | 0.9859 | 0.0000 | 0.9257 | 0.7770 | 0.9067 | 0.7023 | 0.9982 | 0.9564 | 0.0000 | 0.8287 | 0.6599 | 0.7790 | 0.6406 | 0.9963 | | 0.0879 | 14.39 | 1180 | 0.2800 | 0.7084 | 0.7724 | 0.9372 | 0.9864 | 0.0006 | 0.9166 | 0.7625 | 0.8991 | 0.8443 | 0.9973 | 0.9561 | 0.0006 | 0.8483 | 0.6707 | 0.7806 | 0.7064 | 0.9958 | | 0.1387 | 14.63 | 1200 | 0.2951 | 0.7115 | 0.7741 | 0.9363 | 0.9825 | 0.0384 | 0.9211 | 0.7941 | 0.8873 | 0.7972 | 0.9982 | 0.9595 | 0.0383 | 0.8431 | 0.6666 | 0.7776 | 0.6990 | 0.9963 | | 0.2297 | 14.88 | 1220 | 0.3029 | 0.7035 | 0.7635 | 0.9363 | 0.9882 | 0.0009 | 0.9185 | 0.7519 | 0.9243 | 0.7628 | 0.9981 | 0.9537 | 0.0009 | 0.8377 | 0.6681 | 0.7840 | 0.6838 | 0.9963 | | 0.0713 | 15.12 | 1240 | 0.2940 | 0.7232 | 0.7852 | 0.9380 | 0.9879 | 0.1042 | 0.8996 | 0.7752 | 0.9104 | 0.8218 | 0.9974 | 0.9600 | 0.1029 | 0.8405 | 0.6757 | 0.7867 | 0.7003 | 0.9962 | | 0.0909 | 15.37 | 1260 | 0.2922 | 0.7233 | 0.7846 | 0.9371 | 0.9820 | 0.1383 | 0.9264 | 0.7661 | 0.9219 | 0.7598 | 0.9981 | 0.9589 | 0.1356 | 0.8298 | 0.6753 | 0.7886 | 0.6786 | 0.9966 | | 0.0336 | 15.61 | 1280 | 0.2995 | 0.7155 | 0.7758 | 0.9367 | 0.9891 | 0.0878 | 0.9176 | 0.7913 | 0.9071 | 0.7396 | 0.9979 | 0.9565 | 0.0854 | 0.8376 | 0.6727 | 0.7890 | 0.6709 | 0.9964 | | 0.1919 | 15.85 | 1300 | 0.2794 | 0.7271 | 0.7880 | 0.9393 | 0.9827 | 0.1148 | 0.9229 | 0.7685 | 0.9148 | 0.8133 | 0.9988 | 0.9577 | 0.1123 | 0.8422 | 0.6828 | 0.7899 | 0.7087 | 0.9963 | | 0.1494 | 16.1 | 1320 | 0.3131 | 0.7285 | 0.7895 | 0.9375 | 0.9858 | 0.1660 | 0.9179 | 0.7783 | 0.9150 | 0.7654 | 0.9978 | 0.9603 | 0.1615 | 0.8331 | 0.6788 | 0.7865 | 0.6827 | 0.9965 | | 0.0559 | 16.34 | 1340 | 0.3163 | 0.7314 | 0.7925 | 0.9376 | 0.9834 | 0.1874 | 0.9244 | 0.7683 | 0.9205 | 0.7657 | 0.9981 | 0.9597 | 0.1813 | 0.8335 | 0.6762 | 0.7878 | 0.6846 | 0.9967 | | 0.0675 | 16.59 | 1360 | 0.3053 | 0.7238 | 0.7866 | 0.9356 | 0.9866 | 0.1591 | 0.9287 | 0.8038 | 0.8834 | 0.7465 | 0.9983 | 0.9593 | 0.1527 | 0.8366 | 0.6695 | 0.7782 | 0.6733 | 0.9969 | | 0.0999 | 16.83 | 1380 | 0.2811 | 0.7283 | 0.7878 | 0.9390 | 0.9841 | 0.1288 | 0.9217 | 0.7675 | 0.9173 | 0.7957 | 0.9994 | 0.9592 | 0.1254 | 0.8404 | 0.6818 | 0.7867 | 0.7083 | 0.9961 | | 0.0321 | 17.07 | 1400 | 0.3063 | 0.7335 | 0.7965 | 0.9373 | 0.9857 | 0.1924 | 0.9164 | 0.7917 | 0.8896 | 0.8007 | 0.9988 | 0.9599 | 0.1806 | 0.8428 | 0.6686 | 0.7805 | 0.7052 | 0.9969 | | 0.1219 | 17.32 | 1420 | 0.3262 | 0.7209 | 0.7820 | 0.9354 | 0.9855 | 0.1616 | 0.9346 | 0.7688 | 0.9175 | 0.7074 | 0.9985 | 0.9587 | 0.1578 | 0.8217 | 0.6706 | 0.7852 | 0.6552 | 0.9969 | | 0.0637 | 17.56 | 1440 | 0.3415 | 0.7331 | 0.7938 | 0.9379 | 0.9874 | 0.1945 | 0.9184 | 0.7516 | 0.9269 | 0.7789 | 0.9985 | 0.9607 | 0.1848 | 0.8401 | 0.6685 | 0.7870 | 0.6937 | 0.9968 | | 0.183 | 17.8 | 1460 | 0.3183 | 0.7403 | 0.8019 | 0.9381 | 0.9842 | 0.2370 | 0.9312 | 0.7719 | 0.9064 | 0.7836 | 0.9991 | 0.9626 | 0.2256 | 0.8413 | 0.6737 | 0.7818 | 0.7009 | 0.9965 | | 0.0783 | 18.05 | 1480 | 0.3003 | 0.7481 | 0.8096 | 0.9396 | 0.9827 | 0.2663 | 0.9208 | 0.7452 | 0.9282 | 0.8255 | 0.9986 | 0.9648 | 0.2526 | 0.8468 | 0.6734 | 0.7831 | 0.7192 | 0.9970 | | 0.1254 | 18.29 | 1500 | 0.3088 | 0.7317 | 0.7921 | 0.9373 | 0.9880 | 0.2074 | 0.9196 | 0.7615 | 0.9285 | 0.7413 | 0.9984 | 0.9628 | 0.1987 | 0.8281 | 0.6746 | 0.7877 | 0.6736 | 0.9968 | | 0.0438 | 18.54 | 1520 | 0.3166 | 0.7430 | 0.8087 | 0.9373 | 0.9827 | 0.2761 | 0.8887 | 0.7908 | 0.9066 | 0.8186 | 0.9976 | 0.9639 | 0.2588 | 0.8243 | 0.6753 | 0.7890 | 0.6931 | 0.9966 | | 0.06 | 18.78 | 1540 | 0.3152 | 0.7472 | 0.8138 | 0.9371 | 0.9862 | 0.3188 | 0.8854 | 0.7848 | 0.9059 | 0.8171 | 0.9981 | 0.9626 | 0.2963 | 0.8203 | 0.6789 | 0.7871 | 0.6883 | 0.9968 | | 0.0426 | 19.02 | 1560 | 0.3289 | 0.7438 | 0.8098 | 0.9362 | 0.9830 | 0.3040 | 0.8962 | 0.7911 | 0.9009 | 0.7953 | 0.9981 | 0.9639 | 0.2836 | 0.8180 | 0.6722 | 0.7831 | 0.6885 | 0.9972 | | 0.0333 | 19.27 | 1580 | 0.3027 | 0.7387 | 0.8038 | 0.9375 | 0.9842 | 0.2482 | 0.8965 | 0.7879 | 0.9063 | 0.8050 | 0.9983 | 0.9625 | 0.2332 | 0.8212 | 0.6809 | 0.7886 | 0.6868 | 0.9973 | | 0.044 | 19.51 | 1600 | 0.3048 | 0.7386 | 0.8002 | 0.9387 | 0.9865 | 0.2334 | 0.9183 | 0.7811 | 0.9175 | 0.7664 | 0.9983 | 0.9607 | 0.2165 | 0.8341 | 0.6816 | 0.7914 | 0.6890 | 0.9971 | | 0.0876 | 19.76 | 1620 | 0.2864 | 0.7563 | 0.8204 | 0.9401 | 0.9835 | 0.3356 | 0.9230 | 0.7849 | 0.9065 | 0.8113 | 0.9985 | 0.9645 | 0.3109 | 0.8376 | 0.6865 | 0.7905 | 0.7072 | 0.9971 | | 0.0432 | 20.0 | 1640 | 0.3037 | 0.7480 | 0.8111 | 0.9382 | 0.9856 | 0.3087 | 0.9147 | 0.7628 | 0.9219 | 0.7857 | 0.9984 | 0.9637 | 0.2853 | 0.8319 | 0.6757 | 0.7849 | 0.6977 | 0.9972 | | 0.1937 | 20.24 | 1660 | 0.3050 | 0.7495 | 0.8149 | 0.9368 | 0.9852 | 0.3424 | 0.9162 | 0.7638 | 0.9086 | 0.7893 | 0.9989 | 0.9630 | 0.3114 | 0.8323 | 0.6671 | 0.7782 | 0.6978 | 0.9969 | | 0.0361 | 20.49 | 1680 | 0.3204 | 0.7553 | 0.8221 | 0.9380 | 0.9846 | 0.3646 | 0.9083 | 0.7738 | 0.9064 | 0.8188 | 0.9979 | 0.9636 | 0.3276 | 0.8381 | 0.6715 | 0.7813 | 0.7085 | 0.9970 | | 0.1199 | 20.73 | 1700 | 0.3165 | 0.7572 | 0.8218 | 0.9400 | 0.9873 | 0.3352 | 0.9105 | 0.7428 | 0.9204 | 0.8581 | 0.9986 | 0.9642 | 0.3088 | 0.8400 | 0.6760 | 0.7842 | 0.7302 | 0.9971 | | 0.0564 | 20.98 | 1720 | 0.3132 | 0.7561 | 0.8199 | 0.9397 | 0.9821 | 0.3483 | 0.9140 | 0.7492 | 0.9344 | 0.8129 | 0.9986 | 0.9631 | 0.3137 | 0.8348 | 0.6799 | 0.7879 | 0.7164 | 0.9971 | | 0.0598 | 21.22 | 1740 | 0.3061 | 0.7511 | 0.8144 | 0.9399 | 0.9889 | 0.3005 | 0.9115 | 0.7575 | 0.9219 | 0.8219 | 0.9984 | 0.9630 | 0.2700 | 0.8384 | 0.6792 | 0.7874 | 0.7228 | 0.9971 | | 0.046 | 21.46 | 1760 | 0.3253 | 0.7429 | 0.8072 | 0.9359 | 0.9847 | 0.3337 | 0.9198 | 0.7560 | 0.9298 | 0.7273 | 0.9987 | 0.9630 | 0.3009 | 0.8273 | 0.6668 | 0.7833 | 0.6625 | 0.9968 | | 0.0445 | 21.71 | 1780 | 0.3066 | 0.7553 | 0.8234 | 0.9377 | 0.9840 | 0.3722 | 0.9179 | 0.7741 | 0.9034 | 0.8151 | 0.9970 | 0.9637 | 0.3362 | 0.8364 | 0.6700 | 0.7859 | 0.6981 | 0.9964 | | 0.0319 | 21.95 | 1800 | 0.2987 | 0.7557 | 0.8219 | 0.9383 | 0.9826 | 0.3776 | 0.9244 | 0.7681 | 0.9151 | 0.7867 | 0.9984 | 0.9653 | 0.3414 | 0.8323 | 0.6704 | 0.7900 | 0.6936 | 0.9972 | | 0.0618 | 22.2 | 1820 | 0.3117 | 0.7561 | 0.8216 | 0.9393 | 0.9881 | 0.3721 | 0.9045 | 0.7756 | 0.9193 | 0.7927 | 0.9986 | 0.9647 | 0.3263 | 0.8346 | 0.6793 | 0.7907 | 0.6997 | 0.9972 | | 0.0648 | 22.44 | 1840 | 0.3060 | 0.7560 | 0.8229 | 0.9388 | 0.9856 | 0.3763 | 0.9219 | 0.7655 | 0.9124 | 0.8000 | 0.9988 | 0.9639 | 0.3345 | 0.8326 | 0.6758 | 0.7895 | 0.6985 | 0.9973 | | 0.0797 | 22.68 | 1860 | 0.3263 | 0.7554 | 0.8208 | 0.9377 | 0.9827 | 0.3870 | 0.9216 | 0.7785 | 0.9135 | 0.7631 | 0.9987 | 0.9627 | 0.3487 | 0.8298 | 0.6744 | 0.7863 | 0.6886 | 0.9974 | | 0.1237 | 22.93 | 1880 | 0.3307 | 0.7485 | 0.8114 | 0.9392 | 0.9884 | 0.3037 | 0.9067 | 0.7530 | 0.9316 | 0.7979 | 0.9987 | 0.9618 | 0.2721 | 0.8339 | 0.6789 | 0.7890 | 0.7067 | 0.9970 | | 0.1067 | 23.17 | 1900 | 0.3474 | 0.7529 | 0.8184 | 0.9373 | 0.9817 | 0.3705 | 0.9195 | 0.7855 | 0.9099 | 0.7639 | 0.9982 | 0.9632 | 0.3348 | 0.8316 | 0.6730 | 0.7849 | 0.6853 | 0.9972 | | 0.0712 | 23.41 | 1920 | 0.3343 | 0.7541 | 0.8183 | 0.9385 | 0.9859 | 0.3507 | 0.9117 | 0.7823 | 0.9149 | 0.7855 | 0.9970 | 0.9633 | 0.3194 | 0.8392 | 0.6755 | 0.7876 | 0.6974 | 0.9965 | | 0.0899 | 23.66 | 1940 | 0.3323 | 0.7533 | 0.8188 | 0.9389 | 0.9847 | 0.3440 | 0.9164 | 0.7552 | 0.9246 | 0.8087 | 0.9978 | 0.9628 | 0.3066 | 0.8374 | 0.6754 | 0.7868 | 0.7075 | 0.9969 | | 0.0317 | 23.9 | 1960 | 0.3198 | 0.7618 | 0.8313 | 0.9374 | 0.9849 | 0.4468 | 0.9193 | 0.7863 | 0.8964 | 0.7872 | 0.9984 | 0.9644 | 0.3890 | 0.8393 | 0.6682 | 0.7815 | 0.6928 | 0.9973 | | 0.0285 | 24.15 | 1980 | 0.3128 | 0.7596 | 0.8264 | 0.9378 | 0.9851 | 0.4220 | 0.9104 | 0.7717 | 0.9158 | 0.7810 | 0.9986 | 0.9640 | 0.3708 | 0.8387 | 0.6694 | 0.7830 | 0.6944 | 0.9971 | | 0.0486 | 24.39 | 2000 | 0.3437 | 0.7630 | 0.8306 | 0.9386 | 0.9822 | 0.4286 | 0.9020 | 0.7792 | 0.9146 | 0.8095 | 0.9984 | 0.9642 | 0.3776 | 0.8381 | 0.6761 | 0.7856 | 0.7021 | 0.9971 | | 0.0316 | 24.63 | 2020 | 0.3405 | 0.7544 | 0.8216 | 0.9370 | 0.9844 | 0.3825 | 0.9102 | 0.7801 | 0.9019 | 0.7935 | 0.9987 | 0.9634 | 0.3421 | 0.8381 | 0.6681 | 0.7806 | 0.6912 | 0.9970 | | 0.0578 | 24.88 | 2040 | 0.3236 | 0.7546 | 0.8199 | 0.9375 | 0.9852 | 0.3842 | 0.9154 | 0.7651 | 0.9180 | 0.7719 | 0.9992 | 0.9628 | 0.3424 | 0.8374 | 0.6677 | 0.7841 | 0.6912 | 0.9969 | | 0.0508 | 25.12 | 2060 | 0.3100 | 0.7602 | 0.8293 | 0.9381 | 0.9860 | 0.4213 | 0.9127 | 0.7742 | 0.9023 | 0.8093 | 0.9991 | 0.9647 | 0.3667 | 0.8409 | 0.6696 | 0.7843 | 0.6979 | 0.9970 | | 0.1105 | 25.37 | 2080 | 0.3355 | 0.7627 | 0.8309 | 0.9385 | 0.9833 | 0.4328 | 0.9249 | 0.7711 | 0.9098 | 0.7957 | 0.9983 | 0.9647 | 0.3824 | 0.8389 | 0.6719 | 0.7872 | 0.6967 | 0.9971 | | 0.0606 | 25.61 | 2100 | 0.3244 | 0.7614 | 0.8294 | 0.9383 | 0.9857 | 0.4365 | 0.9214 | 0.7704 | 0.9122 | 0.7807 | 0.9989 | 0.9642 | 0.3811 | 0.8372 | 0.6716 | 0.7884 | 0.6905 | 0.9968 | | 0.0617 | 25.85 | 2120 | 0.3365 | 0.7631 | 0.8326 | 0.9379 | 0.9844 | 0.4610 | 0.9217 | 0.7764 | 0.9067 | 0.7792 | 0.9989 | 0.9646 | 0.4002 | 0.8362 | 0.6713 | 0.7871 | 0.6853 | 0.9968 | | 0.0475 | 26.1 | 2140 | 0.3276 | 0.7625 | 0.8293 | 0.9389 | 0.9836 | 0.4334 | 0.9154 | 0.7779 | 0.9191 | 0.7777 | 0.9984 | 0.9635 | 0.3804 | 0.8365 | 0.6807 | 0.7890 | 0.6902 | 0.9970 | | 0.0273 | 26.34 | 2160 | 0.3273 | 0.7619 | 0.8280 | 0.9395 | 0.9861 | 0.4197 | 0.9042 | 0.7734 | 0.9250 | 0.7885 | 0.9989 | 0.9625 | 0.3677 | 0.8352 | 0.6845 | 0.7922 | 0.6943 | 0.9968 | | 0.032 | 26.59 | 2180 | 0.3212 | 0.7663 | 0.8346 | 0.9389 | 0.9860 | 0.4738 | 0.9158 | 0.7828 | 0.9155 | 0.7700 | 0.9983 | 0.9636 | 0.4117 | 0.8346 | 0.6795 | 0.7925 | 0.6848 | 0.9971 | | 0.0506 | 26.83 | 2200 | 0.3258 | 0.7628 | 0.8333 | 0.9381 | 0.9853 | 0.4548 | 0.9100 | 0.7921 | 0.9009 | 0.7919 | 0.9981 | 0.9641 | 0.3927 | 0.8347 | 0.6766 | 0.7885 | 0.6862 | 0.9970 | | 0.0514 | 27.07 | 2220 | 0.3247 | 0.7611 | 0.8285 | 0.9381 | 0.9859 | 0.4388 | 0.9098 | 0.7799 | 0.9138 | 0.7724 | 0.9990 | 0.9636 | 0.3842 | 0.8339 | 0.6749 | 0.7888 | 0.6857 | 0.9969 | | 0.0586 | 27.32 | 2240 | 0.3425 | 0.7694 | 0.8395 | 0.9383 | 0.9817 | 0.5045 | 0.9230 | 0.7765 | 0.9132 | 0.7790 | 0.9983 | 0.9647 | 0.4356 | 0.8357 | 0.6748 | 0.7871 | 0.6906 | 0.9971 | | 0.0358 | 27.56 | 2260 | 0.3287 | 0.7649 | 0.8334 | 0.9387 | 0.9853 | 0.4549 | 0.9222 | 0.7742 | 0.9103 | 0.7880 | 0.9986 | 0.9651 | 0.3982 | 0.8369 | 0.6744 | 0.7883 | 0.6941 | 0.9973 | | 0.081 | 27.8 | 2280 | 0.3187 | 0.7564 | 0.8199 | 0.9394 | 0.9879 | 0.3687 | 0.9101 | 0.7757 | 0.9257 | 0.7730 | 0.9979 | 0.9634 | 0.3317 | 0.8395 | 0.6810 | 0.7917 | 0.6905 | 0.9971 | | 0.0626 | 28.05 | 2300 | 0.3303 | 0.7624 | 0.8294 | 0.9383 | 0.9846 | 0.4509 | 0.9207 | 0.7909 | 0.9108 | 0.7493 | 0.9988 | 0.9647 | 0.3953 | 0.8379 | 0.6762 | 0.7896 | 0.6763 | 0.9971 | | 0.0348 | 28.29 | 2320 | 0.3290 | 0.7726 | 0.8442 | 0.9384 | 0.9813 | 0.5497 | 0.9144 | 0.7723 | 0.9233 | 0.7689 | 0.9991 | 0.9648 | 0.4603 | 0.8368 | 0.6741 | 0.7889 | 0.6864 | 0.9968 | | 0.0613 | 28.54 | 2340 | 0.3243 | 0.7716 | 0.8412 | 0.9390 | 0.9845 | 0.5196 | 0.9183 | 0.7645 | 0.9230 | 0.7797 | 0.9990 | 0.9648 | 0.4432 | 0.8364 | 0.6745 | 0.7894 | 0.6961 | 0.9970 | | 0.0561 | 28.78 | 2360 | 0.3364 | 0.7712 | 0.8417 | 0.9384 | 0.9854 | 0.5267 | 0.9070 | 0.7671 | 0.9243 | 0.7833 | 0.9981 | 0.9648 | 0.4469 | 0.8355 | 0.6727 | 0.7872 | 0.6941 | 0.9972 | | 0.051 | 29.02 | 2380 | 0.3470 | 0.7779 | 0.8563 | 0.9375 | 0.9825 | 0.6252 | 0.9132 | 0.7795 | 0.9038 | 0.7915 | 0.9986 | 0.9655 | 0.5035 | 0.8367 | 0.6669 | 0.7830 | 0.6923 | 0.9972 | | 0.0249 | 29.27 | 2400 | 0.3659 | 0.7658 | 0.8363 | 0.9376 | 0.9860 | 0.4942 | 0.9175 | 0.7694 | 0.9121 | 0.7767 | 0.9985 | 0.9646 | 0.4209 | 0.8363 | 0.6672 | 0.7842 | 0.6901 | 0.9971 | | 0.0322 | 29.51 | 2420 | 0.3596 | 0.7666 | 0.8374 | 0.9378 | 0.9819 | 0.4925 | 0.9202 | 0.7731 | 0.9110 | 0.7850 | 0.9984 | 0.9644 | 0.4217 | 0.8361 | 0.6686 | 0.7850 | 0.6932 | 0.9973 | | 0.0473 | 29.76 | 2440 | 0.3501 | 0.7664 | 0.8363 | 0.9384 | 0.9861 | 0.4770 | 0.9151 | 0.7702 | 0.9121 | 0.7954 | 0.9981 | 0.9644 | 0.4089 | 0.8377 | 0.6714 | 0.7849 | 0.7002 | 0.9973 | | 0.0373 | 30.0 | 2460 | 0.3375 | 0.7571 | 0.8235 | 0.9378 | 0.9867 | 0.4027 | 0.9193 | 0.7815 | 0.9091 | 0.7668 | 0.9981 | 0.9630 | 0.3564 | 0.8380 | 0.6714 | 0.7861 | 0.6875 | 0.9972 | | 0.0415 | 30.24 | 2480 | 0.3230 | 0.7695 | 0.8391 | 0.9394 | 0.9865 | 0.4905 | 0.9062 | 0.7704 | 0.9173 | 0.8038 | 0.9992 | 0.9646 | 0.4169 | 0.8398 | 0.6773 | 0.7892 | 0.7018 | 0.9969 | | 0.023 | 30.49 | 2500 | 0.3284 | 0.7734 | 0.8448 | 0.9403 | 0.9865 | 0.4943 | 0.9014 | 0.7698 | 0.9117 | 0.8511 | 0.9984 | 0.9647 | 0.4229 | 0.8395 | 0.6835 | 0.7889 | 0.7173 | 0.9973 | | 0.0746 | 30.73 | 2520 | 0.3388 | 0.7713 | 0.8415 | 0.9398 | 0.9838 | 0.4801 | 0.9121 | 0.7629 | 0.9142 | 0.8387 | 0.9986 | 0.9644 | 0.4167 | 0.8402 | 0.6782 | 0.7883 | 0.7140 | 0.9973 | | 0.0468 | 30.98 | 2540 | 0.3446 | 0.7756 | 0.8479 | 0.9389 | 0.9833 | 0.5564 | 0.9096 | 0.7794 | 0.9148 | 0.7935 | 0.9985 | 0.9656 | 0.4674 | 0.8403 | 0.6732 | 0.7888 | 0.6969 | 0.9973 | | 0.0257 | 31.22 | 2560 | 0.3663 | 0.7678 | 0.8371 | 0.9380 | 0.9836 | 0.5014 | 0.9126 | 0.7739 | 0.9198 | 0.7705 | 0.9982 | 0.9653 | 0.4311 | 0.8394 | 0.6693 | 0.7859 | 0.6862 | 0.9973 | | 0.1516 | 31.46 | 2580 | 0.3418 | 0.7661 | 0.8338 | 0.9392 | 0.9865 | 0.4536 | 0.9081 | 0.7723 | 0.9184 | 0.7998 | 0.9982 | 0.9648 | 0.3961 | 0.8399 | 0.6758 | 0.7888 | 0.7002 | 0.9973 | | 0.1241 | 31.71 | 2600 | 0.3424 | 0.7699 | 0.8384 | 0.9392 | 0.9853 | 0.5002 | 0.9148 | 0.7822 | 0.9176 | 0.7698 | 0.9988 | 0.9655 | 0.4294 | 0.8400 | 0.6772 | 0.7908 | 0.6887 | 0.9973 | | 0.0768 | 31.95 | 2620 | 0.3201 | 0.7747 | 0.8469 | 0.9396 | 0.9860 | 0.5485 | 0.9095 | 0.7722 | 0.9192 | 0.7940 | 0.9991 | 0.9659 | 0.4546 | 0.8402 | 0.6769 | 0.7908 | 0.6975 | 0.9971 | | 0.0675 | 32.2 | 2640 | 0.3314 | 0.7741 | 0.8464 | 0.9388 | 0.9852 | 0.5593 | 0.9178 | 0.7701 | 0.9193 | 0.7744 | 0.9987 | 0.9656 | 0.4658 | 0.8366 | 0.6715 | 0.7904 | 0.6914 | 0.9972 | | 0.0597 | 32.44 | 2660 | 0.3408 | 0.7713 | 0.8443 | 0.9380 | 0.9845 | 0.5475 | 0.9203 | 0.7840 | 0.9053 | 0.7698 | 0.9990 | 0.9659 | 0.4557 | 0.8393 | 0.6696 | 0.7871 | 0.6842 | 0.9971 | | 0.0284 | 32.68 | 2680 | 0.3684 | 0.7701 | 0.8421 | 0.9382 | 0.9845 | 0.5241 | 0.9118 | 0.7772 | 0.9147 | 0.7849 | 0.9977 | 0.9651 | 0.4414 | 0.8362 | 0.6732 | 0.7872 | 0.6904 | 0.9971 | | 0.1271 | 32.93 | 2700 | 0.3431 | 0.7724 | 0.8467 | 0.9383 | 0.9835 | 0.5404 | 0.9117 | 0.7855 | 0.8996 | 0.8079 | 0.9986 | 0.9658 | 0.4524 | 0.8362 | 0.6742 | 0.7846 | 0.6964 | 0.9975 | | 0.0555 | 33.17 | 2720 | 0.3386 | 0.7752 | 0.8499 | 0.9386 | 0.9842 | 0.5763 | 0.8996 | 0.7841 | 0.9127 | 0.7935 | 0.9991 | 0.9656 | 0.4722 | 0.8328 | 0.6773 | 0.7881 | 0.6931 | 0.9973 | | 0.0462 | 33.41 | 2740 | 0.3433 | 0.7714 | 0.8416 | 0.9392 | 0.9854 | 0.5143 | 0.9154 | 0.7865 | 0.9101 | 0.7807 | 0.9988 | 0.9658 | 0.4387 | 0.8367 | 0.6789 | 0.7898 | 0.6922 | 0.9975 | | 0.0603 | 33.66 | 2760 | 0.3408 | 0.7767 | 0.8502 | 0.9390 | 0.9834 | 0.5767 | 0.9157 | 0.7825 | 0.9118 | 0.7823 | 0.9990 | 0.9661 | 0.4786 | 0.8374 | 0.6763 | 0.7891 | 0.6922 | 0.9974 | | 0.0315 | 33.9 | 2780 | 0.3349 | 0.7717 | 0.8432 | 0.9386 | 0.9857 | 0.5284 | 0.9087 | 0.7813 | 0.9108 | 0.7890 | 0.9985 | 0.9655 | 0.4475 | 0.8373 | 0.6741 | 0.7875 | 0.6924 | 0.9973 | | 0.1076 | 34.15 | 2800 | 0.3251 | 0.7679 | 0.8382 | 0.9387 | 0.9859 | 0.4756 | 0.9135 | 0.7862 | 0.8993 | 0.8085 | 0.9982 | 0.9653 | 0.4124 | 0.8401 | 0.6741 | 0.7854 | 0.7010 | 0.9973 | | 0.0482 | 34.39 | 2820 | 0.3239 | 0.7676 | 0.8374 | 0.9388 | 0.9874 | 0.4803 | 0.9072 | 0.7828 | 0.9067 | 0.7987 | 0.9986 | 0.9653 | 0.4128 | 0.8395 | 0.6736 | 0.7868 | 0.6979 | 0.9976 | | 0.1525 | 34.63 | 2840 | 0.3541 | 0.7625 | 0.8297 | 0.9383 | 0.9882 | 0.4431 | 0.9115 | 0.7750 | 0.9137 | 0.7779 | 0.9986 | 0.9640 | 0.3867 | 0.8389 | 0.6731 | 0.7854 | 0.6919 | 0.9973 | | 0.0616 | 34.88 | 2860 | 0.3402 | 0.7664 | 0.8364 | 0.9377 | 0.9877 | 0.4787 | 0.9077 | 0.7727 | 0.9042 | 0.8050 | 0.9986 | 0.9640 | 0.4145 | 0.8395 | 0.6692 | 0.7799 | 0.7008 | 0.9972 | | 0.0271 | 35.12 | 2880 | 0.3425 | 0.7775 | 0.8553 | 0.9376 | 0.9838 | 0.6081 | 0.9064 | 0.7798 | 0.8996 | 0.8104 | 0.9987 | 0.9660 | 0.4933 | 0.8408 | 0.6664 | 0.7792 | 0.6993 | 0.9974 | | 0.1006 | 35.37 | 2900 | 0.3457 | 0.7764 | 0.8499 | 0.9388 | 0.9842 | 0.5641 | 0.9209 | 0.7709 | 0.9068 | 0.8030 | 0.9990 | 0.9656 | 0.4715 | 0.8439 | 0.6709 | 0.7837 | 0.7022 | 0.9972 | | 0.0644 | 35.61 | 2920 | 0.3366 | 0.7728 | 0.8433 | 0.9395 | 0.9867 | 0.5212 | 0.9161 | 0.7713 | 0.9154 | 0.7938 | 0.9989 | 0.9655 | 0.4395 | 0.8438 | 0.6758 | 0.7876 | 0.7000 | 0.9973 | | 0.1789 | 35.85 | 2940 | 0.3341 | 0.7747 | 0.8462 | 0.9396 | 0.9870 | 0.5396 | 0.9129 | 0.7713 | 0.9183 | 0.7964 | 0.9981 | 0.9658 | 0.4523 | 0.8430 | 0.6768 | 0.7882 | 0.6994 | 0.9974 | | 0.0253 | 36.1 | 2960 | 0.3389 | 0.7769 | 0.8515 | 0.9386 | 0.9834 | 0.5893 | 0.9061 | 0.7757 | 0.9157 | 0.7912 | 0.9992 | 0.9661 | 0.4828 | 0.8401 | 0.6729 | 0.7860 | 0.6935 | 0.9972 | | 0.0542 | 36.34 | 2980 | 0.3422 | 0.7758 | 0.8501 | 0.9382 | 0.9838 | 0.5750 | 0.9163 | 0.7807 | 0.9059 | 0.7904 | 0.9983 | 0.9661 | 0.4789 | 0.8418 | 0.6700 | 0.7841 | 0.6921 | 0.9975 | | 0.0217 | 36.59 | 3000 | 0.3516 | 0.7750 | 0.8485 | 0.9381 | 0.9850 | 0.5718 | 0.9154 | 0.7808 | 0.9093 | 0.7792 | 0.9980 | 0.9661 | 0.4767 | 0.8420 | 0.6687 | 0.7850 | 0.6894 | 0.9973 | | 0.0374 | 36.83 | 3020 | 0.3425 | 0.7814 | 0.8568 | 0.9395 | 0.9830 | 0.6156 | 0.9201 | 0.7733 | 0.9167 | 0.7906 | 0.9985 | 0.9667 | 0.5020 | 0.8429 | 0.6745 | 0.7883 | 0.6981 | 0.9976 | | 0.0426 | 37.07 | 3040 | 0.3436 | 0.7764 | 0.8476 | 0.9399 | 0.9836 | 0.5385 | 0.9183 | 0.7688 | 0.9154 | 0.8098 | 0.9991 | 0.9660 | 0.4570 | 0.8428 | 0.6772 | 0.7891 | 0.7053 | 0.9973 | | 0.0192 | 37.32 | 3060 | 0.3413 | 0.7791 | 0.8553 | 0.9388 | 0.9822 | 0.6076 | 0.9145 | 0.7757 | 0.9120 | 0.7964 | 0.9990 | 0.9662 | 0.4941 | 0.8409 | 0.6722 | 0.7871 | 0.6956 | 0.9975 | | 0.0654 | 37.56 | 3080 | 0.3456 | 0.7780 | 0.8529 | 0.9392 | 0.9845 | 0.5859 | 0.9168 | 0.7745 | 0.9102 | 0.7994 | 0.9990 | 0.9664 | 0.4809 | 0.8411 | 0.6737 | 0.7873 | 0.6990 | 0.9975 | | 0.0387 | 37.8 | 3100 | 0.3460 | 0.7758 | 0.8496 | 0.9389 | 0.9849 | 0.5651 | 0.9166 | 0.7760 | 0.9078 | 0.7979 | 0.9991 | 0.9661 | 0.4685 | 0.8413 | 0.6729 | 0.7866 | 0.6980 | 0.9973 | | 0.0312 | 38.05 | 3120 | 0.3362 | 0.7752 | 0.8494 | 0.9384 | 0.9834 | 0.5731 | 0.9147 | 0.7806 | 0.9064 | 0.7881 | 0.9995 | 0.9654 | 0.4732 | 0.8406 | 0.6713 | 0.7864 | 0.6928 | 0.9968 | | 0.023 | 38.29 | 3140 | 0.3474 | 0.7786 | 0.8549 | 0.9387 | 0.9826 | 0.6057 | 0.9138 | 0.7812 | 0.9092 | 0.7931 | 0.9989 | 0.9661 | 0.4926 | 0.8401 | 0.6728 | 0.7879 | 0.6938 | 0.9974 | | 0.0204 | 38.54 | 3160 | 0.3287 | 0.7759 | 0.8489 | 0.9393 | 0.9849 | 0.5570 | 0.9121 | 0.7799 | 0.9096 | 0.7997 | 0.9990 | 0.9660 | 0.4643 | 0.8407 | 0.6753 | 0.7887 | 0.6991 | 0.9973 | | 0.0676 | 38.78 | 3180 | 0.3485 | 0.7717 | 0.8417 | 0.9396 | 0.9868 | 0.5033 | 0.9104 | 0.7705 | 0.9171 | 0.8056 | 0.9986 | 0.9654 | 0.4285 | 0.8405 | 0.6769 | 0.7895 | 0.7040 | 0.9972 | | 0.0312 | 39.02 | 3200 | 0.3597 | 0.7787 | 0.8529 | 0.9393 | 0.9830 | 0.5874 | 0.9159 | 0.7752 | 0.9152 | 0.7951 | 0.9987 | 0.9662 | 0.4840 | 0.8413 | 0.6747 | 0.7886 | 0.6988 | 0.9973 | | 0.0392 | 39.27 | 3220 | 0.3508 | 0.7762 | 0.8490 | 0.9390 | 0.9843 | 0.5641 | 0.9162 | 0.7803 | 0.9107 | 0.7887 | 0.9987 | 0.9662 | 0.4712 | 0.8415 | 0.6732 | 0.7884 | 0.6958 | 0.9973 | | 0.027 | 39.51 | 3240 | 0.3385 | 0.7775 | 0.8510 | 0.9399 | 0.9853 | 0.5561 | 0.9128 | 0.7709 | 0.9115 | 0.8212 | 0.9990 | 0.9659 | 0.4629 | 0.8420 | 0.6781 | 0.7893 | 0.7074 | 0.9971 | | 0.0287 | 39.76 | 3260 | 0.3301 | 0.7703 | 0.8404 | 0.9392 | 0.9867 | 0.4985 | 0.9117 | 0.7794 | 0.9087 | 0.7985 | 0.9989 | 0.9653 | 0.4252 | 0.8413 | 0.6749 | 0.7884 | 0.6995 | 0.9971 | | 0.0608 | 40.0 | 3280 | 0.3485 | 0.7745 | 0.8460 | 0.9397 | 0.9854 | 0.5267 | 0.9100 | 0.7714 | 0.9143 | 0.8156 | 0.9987 | 0.9657 | 0.4461 | 0.8412 | 0.6769 | 0.7892 | 0.7052 | 0.9973 | ### Framework versions - Transformers 4.35.0 - Pytorch 2.0.0 - Datasets 2.1.0 - Tokenizers 0.14.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline

# segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b4-ade-512-512-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-ade-512-512-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.1900 - Mean Iou: 0.8129 - Mean Accuracy: 0.8809 - Overall Accuracy: 0.9540 - Accuracy Water: 0.9875 - Accuracy Whitewater: 0.6312 - Accuracy Sediment: 0.9541 - Accuracy Other Natural Terrain: 0.8566 - Accuracy Vegetation: 0.8860 - Accuracy Development: 0.8526 - Accuracy Unknown: 0.9984 - Iou Water: 0.9631 - Iou Whitewater: 0.5490 - Iou Sediment: 0.8864 - Iou Other Natural Terrain: 0.7326 - Iou Vegetation: 0.8448 - Iou Development: 0.7176 - Iou Unknown: 0.9972 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 40 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 0.3829 | 0.24 | 20 | 0.4153 | 0.5484 | 0.6468 | 0.8693 | 0.9547 | 0.2281 | 0.9398 | 0.0617 | 0.9459 | 0.4008 | 0.9963 | 0.9176 | 0.1120 | 0.7770 | 0.0612 | 0.6193 | 0.3634 | 0.9882 | | 2.0682 | 0.49 | 40 | 0.2991 | 0.6099 | 0.6956 | 0.8939 | 0.9735 | 0.1187 | 0.9464 | 0.3054 | 0.8869 | 0.6447 | 0.9938 | 0.9316 | 0.1123 | 0.7992 | 0.2941 | 0.6709 | 0.4733 | 0.9879 | | 0.5418 | 0.73 | 60 | 0.2615 | 0.6607 | 0.7312 | 0.9192 | 0.9684 | 0.0686 | 0.9512 | 0.7257 | 0.8597 | 0.5526 | 0.9920 | 0.9252 | 0.0665 | 0.7986 | 0.6036 | 0.7632 | 0.4800 | 0.9881 | | 0.4389 | 0.98 | 80 | 0.2421 | 0.6515 | 0.7159 | 0.9201 | 0.9756 | 0.0911 | 0.9662 | 0.6066 | 0.9156 | 0.4593 | 0.9971 | 0.9426 | 0.0898 | 0.7943 | 0.5455 | 0.7796 | 0.4163 | 0.9926 | | 0.3756 | 1.22 | 100 | 0.2204 | 0.7025 | 0.7747 | 0.9295 | 0.9931 | 0.1656 | 0.9258 | 0.8460 | 0.8142 | 0.6870 | 0.9912 | 0.9124 | 0.1560 | 0.8274 | 0.7147 | 0.7806 | 0.5365 | 0.9896 | | 0.7675 | 1.46 | 120 | 0.2169 | 0.7061 | 0.7876 | 0.9184 | 0.9774 | 0.4127 | 0.9614 | 0.8133 | 0.7635 | 0.5874 | 0.9976 | 0.9489 | 0.3887 | 0.8088 | 0.5972 | 0.7210 | 0.4855 | 0.9928 | | 0.5434 | 1.71 | 140 | 0.2232 | 0.7104 | 0.7782 | 0.9308 | 0.9820 | 0.2467 | 0.9620 | 0.6425 | 0.8970 | 0.7228 | 0.9943 | 0.9529 | 0.2410 | 0.8545 | 0.5718 | 0.7752 | 0.5848 | 0.9925 | | 0.8975 | 1.95 | 160 | 0.2187 | 0.7209 | 0.8231 | 0.9231 | 0.9757 | 0.3658 | 0.8885 | 0.8665 | 0.7545 | 0.9165 | 0.9945 | 0.9473 | 0.3471 | 0.8241 | 0.6442 | 0.7331 | 0.5589 | 0.9917 | | 0.2799 | 2.2 | 180 | 0.1662 | 0.7404 | 0.8029 | 0.9418 | 0.9706 | 0.3506 | 0.9555 | 0.9022 | 0.8947 | 0.5523 | 0.9946 | 0.9425 | 0.3293 | 0.8567 | 0.7286 | 0.8378 | 0.4949 | 0.9928 | | 0.2132 | 2.44 | 200 | 0.1616 | 0.7714 | 0.8442 | 0.9443 | 0.9777 | 0.4621 | 0.9536 | 0.7886 | 0.8819 | 0.8492 | 0.9963 | 0.9435 | 0.4076 | 0.8578 | 0.7267 | 0.8215 | 0.6498 | 0.9930 | | 0.3068 | 2.68 | 220 | 0.2055 | 0.7345 | 0.8090 | 0.9318 | 0.9870 | 0.4136 | 0.9517 | 0.8730 | 0.8080 | 0.6367 | 0.9931 | 0.9370 | 0.3753 | 0.8034 | 0.7027 | 0.7935 | 0.5387 | 0.9909 | | 0.1822 | 2.93 | 240 | 0.1367 | 0.7984 | 0.8640 | 0.9531 | 0.9886 | 0.5028 | 0.9106 | 0.8899 | 0.8992 | 0.8593 | 0.9977 | 0.9499 | 0.4617 | 0.8667 | 0.7874 | 0.8617 | 0.6675 | 0.9937 | | 0.1504 | 3.17 | 260 | 0.1548 | 0.7794 | 0.8446 | 0.9471 | 0.9830 | 0.4763 | 0.9544 | 0.8496 | 0.8731 | 0.7774 | 0.9983 | 0.9482 | 0.4416 | 0.8516 | 0.7572 | 0.8427 | 0.6226 | 0.9917 | | 0.2699 | 3.41 | 280 | 0.1543 | 0.7508 | 0.8024 | 0.9475 | 0.9889 | 0.2791 | 0.9421 | 0.8336 | 0.9211 | 0.6552 | 0.9967 | 0.9484 | 0.2719 | 0.8647 | 0.7216 | 0.8500 | 0.6056 | 0.9938 | | 0.2272 | 3.66 | 300 | 0.1547 | 0.7618 | 0.8232 | 0.9490 | 0.9868 | 0.2820 | 0.9403 | 0.7567 | 0.9193 | 0.8808 | 0.9963 | 0.9565 | 0.2766 | 0.8735 | 0.7173 | 0.8339 | 0.6810 | 0.9938 | | 0.0938 | 3.9 | 320 | 0.1776 | 0.7615 | 0.8290 | 0.9415 | 0.9889 | 0.4229 | 0.9468 | 0.7605 | 0.8807 | 0.8081 | 0.9953 | 0.9545 | 0.3961 | 0.8519 | 0.6753 | 0.8080 | 0.6522 | 0.9929 | | 0.129 | 4.15 | 340 | 0.1708 | 0.7606 | 0.8281 | 0.9404 | 0.9839 | 0.5055 | 0.9591 | 0.8675 | 0.8540 | 0.6292 | 0.9977 | 0.9548 | 0.4638 | 0.8605 | 0.6874 | 0.8105 | 0.5533 | 0.9935 | | 0.1929 | 4.39 | 360 | 0.1504 | 0.7864 | 0.8456 | 0.9493 | 0.9832 | 0.4961 | 0.9428 | 0.8054 | 0.9216 | 0.7725 | 0.9976 | 0.9551 | 0.4630 | 0.8737 | 0.7149 | 0.8442 | 0.6605 | 0.9936 | | 0.1933 | 4.63 | 380 | 0.1572 | 0.7887 | 0.8610 | 0.9475 | 0.9875 | 0.4972 | 0.9328 | 0.8885 | 0.8523 | 0.8746 | 0.9939 | 0.9520 | 0.4646 | 0.8696 | 0.7369 | 0.8259 | 0.6796 | 0.9925 | | 0.0642 | 4.88 | 400 | 0.1759 | 0.7988 | 0.8631 | 0.9504 | 0.9839 | 0.5690 | 0.9449 | 0.7954 | 0.9159 | 0.8352 | 0.9971 | 0.9585 | 0.5125 | 0.8850 | 0.7171 | 0.8326 | 0.6917 | 0.9943 | | 0.1118 | 5.12 | 420 | 0.1461 | 0.8027 | 0.8728 | 0.9524 | 0.9854 | 0.5667 | 0.9487 | 0.8658 | 0.8783 | 0.8670 | 0.9973 | 0.9592 | 0.4847 | 0.8653 | 0.7586 | 0.8420 | 0.7145 | 0.9944 | | 0.1145 | 5.37 | 440 | 0.1437 | 0.7884 | 0.8471 | 0.9517 | 0.9806 | 0.4749 | 0.9560 | 0.9182 | 0.8870 | 0.7163 | 0.9969 | 0.9578 | 0.4510 | 0.8813 | 0.7459 | 0.8526 | 0.6354 | 0.9947 | | 0.2373 | 5.61 | 460 | 0.1429 | 0.8081 | 0.8807 | 0.9539 | 0.9875 | 0.6424 | 0.9413 | 0.8411 | 0.9063 | 0.8488 | 0.9976 | 0.9526 | 0.5048 | 0.8671 | 0.7674 | 0.8562 | 0.7140 | 0.9950 | | 0.0863 | 5.85 | 480 | 0.1620 | 0.7747 | 0.8317 | 0.9497 | 0.9872 | 0.3768 | 0.9531 | 0.8926 | 0.8780 | 0.7383 | 0.9957 | 0.9520 | 0.3645 | 0.8553 | 0.7583 | 0.8462 | 0.6527 | 0.9942 | | 0.1391 | 6.1 | 500 | 0.1639 | 0.7719 | 0.8332 | 0.9476 | 0.9856 | 0.3736 | 0.9277 | 0.7736 | 0.9158 | 0.8580 | 0.9980 | 0.9536 | 0.3623 | 0.8647 | 0.7044 | 0.8334 | 0.6903 | 0.9945 | | 0.0976 | 6.34 | 520 | 0.1893 | 0.7449 | 0.8043 | 0.9405 | 0.9883 | 0.3225 | 0.9467 | 0.8313 | 0.8733 | 0.6724 | 0.9955 | 0.9496 | 0.3151 | 0.8619 | 0.6690 | 0.8097 | 0.6149 | 0.9938 | | 0.1592 | 6.59 | 540 | 0.1842 | 0.7557 | 0.8210 | 0.9436 | 0.9888 | 0.3033 | 0.9475 | 0.8408 | 0.8482 | 0.8224 | 0.9958 | 0.9522 | 0.2846 | 0.8585 | 0.7011 | 0.8012 | 0.6982 | 0.9940 | | 0.2569 | 6.83 | 560 | 0.1531 | 0.7984 | 0.8686 | 0.9495 | 0.9863 | 0.5709 | 0.9457 | 0.8419 | 0.8783 | 0.8619 | 0.9955 | 0.9554 | 0.5058 | 0.8757 | 0.7338 | 0.8258 | 0.6986 | 0.9940 | | 0.1064 | 7.07 | 580 | 0.1944 | 0.7784 | 0.8474 | 0.9420 | 0.9895 | 0.5455 | 0.9459 | 0.7592 | 0.8764 | 0.8178 | 0.9975 | 0.9534 | 0.5047 | 0.8475 | 0.6847 | 0.8063 | 0.6572 | 0.9949 | | 0.0979 | 7.32 | 600 | 0.1581 | 0.7959 | 0.8574 | 0.9508 | 0.9869 | 0.5223 | 0.9399 | 0.8773 | 0.8874 | 0.7912 | 0.9968 | 0.9522 | 0.4766 | 0.8740 | 0.7516 | 0.8359 | 0.6865 | 0.9945 | | 0.045 | 7.56 | 620 | 0.1962 | 0.7990 | 0.8655 | 0.9479 | 0.9801 | 0.5896 | 0.9347 | 0.7952 | 0.9054 | 0.8546 | 0.9988 | 0.9485 | 0.5253 | 0.8764 | 0.7167 | 0.8204 | 0.7117 | 0.9938 | | 0.0495 | 7.8 | 640 | 0.2135 | 0.7824 | 0.8541 | 0.9428 | 0.9834 | 0.5986 | 0.9555 | 0.8005 | 0.8692 | 0.7725 | 0.9987 | 0.9550 | 0.5221 | 0.8447 | 0.7026 | 0.8075 | 0.6500 | 0.9949 | | 0.0389 | 8.05 | 660 | 0.1860 | 0.7856 | 0.8503 | 0.9469 | 0.9809 | 0.4908 | 0.9358 | 0.7910 | 0.9012 | 0.8538 | 0.9985 | 0.9547 | 0.4522 | 0.8837 | 0.6847 | 0.8158 | 0.7134 | 0.9946 | | 0.177 | 8.29 | 680 | 0.2002 | 0.7719 | 0.8338 | 0.9478 | 0.9871 | 0.3745 | 0.9462 | 0.7507 | 0.9147 | 0.8683 | 0.9951 | 0.9535 | 0.3584 | 0.8738 | 0.7041 | 0.8278 | 0.6920 | 0.9937 | | 0.0522 | 8.54 | 700 | 0.1619 | 0.7917 | 0.8564 | 0.9481 | 0.9875 | 0.5765 | 0.9388 | 0.8643 | 0.8908 | 0.7403 | 0.9963 | 0.9568 | 0.5202 | 0.8813 | 0.7152 | 0.8297 | 0.6440 | 0.9945 | | 0.066 | 8.78 | 720 | 0.1800 | 0.7782 | 0.8539 | 0.9451 | 0.9850 | 0.4766 | 0.9503 | 0.8770 | 0.8304 | 0.8615 | 0.9963 | 0.9597 | 0.4398 | 0.8674 | 0.7291 | 0.7992 | 0.6581 | 0.9945 | | 0.1114 | 9.02 | 740 | 0.1692 | 0.7867 | 0.8517 | 0.9476 | 0.9880 | 0.5068 | 0.9485 | 0.8157 | 0.8789 | 0.8257 | 0.9982 | 0.9569 | 0.4758 | 0.8787 | 0.7079 | 0.8205 | 0.6723 | 0.9951 | | 0.1906 | 9.27 | 760 | 0.1724 | 0.7929 | 0.8617 | 0.9490 | 0.9820 | 0.5359 | 0.9464 | 0.8073 | 0.8928 | 0.8697 | 0.9978 | 0.9572 | 0.4821 | 0.8714 | 0.7178 | 0.8284 | 0.6980 | 0.9956 | | 0.0562 | 9.51 | 780 | 0.1984 | 0.7811 | 0.8494 | 0.9449 | 0.9807 | 0.5865 | 0.9549 | 0.8392 | 0.8888 | 0.6984 | 0.9969 | 0.9569 | 0.5050 | 0.8750 | 0.6786 | 0.8232 | 0.6337 | 0.9952 | | 0.1104 | 9.76 | 800 | 0.1972 | 0.7978 | 0.8687 | 0.9469 | 0.9855 | 0.5906 | 0.9419 | 0.7758 | 0.8914 | 0.9000 | 0.9955 | 0.9556 | 0.5334 | 0.8733 | 0.6863 | 0.8178 | 0.7237 | 0.9945 | | 0.0451 | 10.0 | 820 | 0.2123 | 0.7769 | 0.8455 | 0.9415 | 0.9821 | 0.5810 | 0.9500 | 0.8132 | 0.8747 | 0.7191 | 0.9984 | 0.9537 | 0.5241 | 0.8658 | 0.6691 | 0.8074 | 0.6231 | 0.9949 | | 0.1426 | 10.24 | 840 | 0.2210 | 0.7989 | 0.8745 | 0.9465 | 0.9800 | 0.6316 | 0.9435 | 0.7712 | 0.8897 | 0.9072 | 0.9983 | 0.9562 | 0.5525 | 0.8783 | 0.6823 | 0.8131 | 0.7147 | 0.9951 | | 0.0683 | 10.49 | 860 | 0.2162 | 0.7964 | 0.8677 | 0.9473 | 0.9802 | 0.5774 | 0.9515 | 0.7715 | 0.8902 | 0.9058 | 0.9974 | 0.9549 | 0.5202 | 0.8777 | 0.6901 | 0.8156 | 0.7210 | 0.9954 | | 0.0758 | 10.73 | 880 | 0.1898 | 0.8005 | 0.8774 | 0.9468 | 0.9863 | 0.6471 | 0.9326 | 0.8057 | 0.8757 | 0.8960 | 0.9984 | 0.9595 | 0.5466 | 0.8796 | 0.6810 | 0.8067 | 0.7347 | 0.9957 | | 0.0496 | 10.98 | 900 | 0.1919 | 0.8019 | 0.8738 | 0.9469 | 0.9794 | 0.6404 | 0.9636 | 0.8149 | 0.8670 | 0.8526 | 0.9984 | 0.9598 | 0.5598 | 0.8726 | 0.6949 | 0.8065 | 0.7236 | 0.9959 | | 0.0329 | 11.22 | 920 | 0.1862 | 0.8004 | 0.8689 | 0.9469 | 0.9891 | 0.5888 | 0.9460 | 0.8303 | 0.8556 | 0.8746 | 0.9977 | 0.9594 | 0.5378 | 0.8816 | 0.6882 | 0.8003 | 0.7395 | 0.9957 | | 0.0808 | 11.46 | 940 | 0.2000 | 0.8016 | 0.8730 | 0.9485 | 0.9868 | 0.6599 | 0.9461 | 0.7912 | 0.8998 | 0.8292 | 0.9977 | 0.9617 | 0.5578 | 0.8811 | 0.6872 | 0.8208 | 0.7070 | 0.9960 | | 0.0492 | 11.71 | 960 | 0.2148 | 0.7983 | 0.8672 | 0.9466 | 0.9895 | 0.6154 | 0.9459 | 0.8051 | 0.8765 | 0.8410 | 0.9968 | 0.9589 | 0.5439 | 0.8735 | 0.6870 | 0.8079 | 0.7210 | 0.9959 | | 0.0629 | 11.95 | 980 | 0.2277 | 0.7941 | 0.8637 | 0.9456 | 0.9842 | 0.5803 | 0.9556 | 0.7909 | 0.8695 | 0.8680 | 0.9973 | 0.9604 | 0.5260 | 0.8744 | 0.6751 | 0.8009 | 0.7260 | 0.9958 | | 0.1419 | 12.2 | 1000 | 0.2076 | 0.7977 | 0.8623 | 0.9483 | 0.9868 | 0.5485 | 0.9413 | 0.8046 | 0.8865 | 0.8710 | 0.9977 | 0.9584 | 0.5079 | 0.8817 | 0.6928 | 0.8139 | 0.7335 | 0.9957 | | 0.153 | 12.44 | 1020 | 0.1835 | 0.7986 | 0.8608 | 0.9494 | 0.9833 | 0.5284 | 0.9457 | 0.8415 | 0.8814 | 0.8475 | 0.9979 | 0.9600 | 0.4923 | 0.8840 | 0.6992 | 0.8185 | 0.7404 | 0.9957 | | 0.0377 | 12.68 | 1040 | 0.2033 | 0.7894 | 0.8567 | 0.9476 | 0.9826 | 0.4861 | 0.9596 | 0.8731 | 0.8436 | 0.8548 | 0.9971 | 0.9603 | 0.4626 | 0.8669 | 0.7198 | 0.8113 | 0.7089 | 0.9957 | | 0.0474 | 12.93 | 1060 | 0.2220 | 0.7935 | 0.8586 | 0.9464 | 0.9890 | 0.5751 | 0.9476 | 0.7947 | 0.8835 | 0.8229 | 0.9974 | 0.9577 | 0.5129 | 0.8731 | 0.6790 | 0.8098 | 0.7261 | 0.9959 | | 1.1161 | 13.17 | 1080 | 0.2110 | 0.7992 | 0.8716 | 0.9463 | 0.9821 | 0.6330 | 0.9614 | 0.8127 | 0.8632 | 0.8502 | 0.9983 | 0.9585 | 0.5585 | 0.8827 | 0.6897 | 0.8012 | 0.7076 | 0.9962 | | 0.099 | 13.41 | 1100 | 0.2123 | 0.7984 | 0.8743 | 0.9472 | 0.9868 | 0.6128 | 0.9379 | 0.8127 | 0.8678 | 0.9040 | 0.9983 | 0.9570 | 0.5382 | 0.8878 | 0.6926 | 0.8075 | 0.7095 | 0.9962 | | 0.0588 | 13.66 | 1120 | 0.1905 | 0.8032 | 0.8784 | 0.9485 | 0.9814 | 0.6312 | 0.9540 | 0.8039 | 0.8745 | 0.9050 | 0.9984 | 0.9603 | 0.5530 | 0.8902 | 0.6977 | 0.8097 | 0.7157 | 0.9961 | | 0.0769 | 13.9 | 1140 | 0.1758 | 0.8017 | 0.8647 | 0.9500 | 0.9864 | 0.5469 | 0.9429 | 0.8562 | 0.8735 | 0.8484 | 0.9985 | 0.9568 | 0.5034 | 0.8897 | 0.7119 | 0.8164 | 0.7372 | 0.9962 | | 0.121 | 14.15 | 1160 | 0.1858 | 0.8027 | 0.8701 | 0.9499 | 0.9816 | 0.5560 | 0.9518 | 0.8267 | 0.8789 | 0.8986 | 0.9969 | 0.9578 | 0.5182 | 0.8862 | 0.7072 | 0.8231 | 0.7310 | 0.9956 | | 0.0663 | 14.39 | 1180 | 0.2045 | 0.7889 | 0.8640 | 0.9451 | 0.9897 | 0.5519 | 0.9317 | 0.8208 | 0.8533 | 0.9023 | 0.9981 | 0.9563 | 0.4946 | 0.8742 | 0.6857 | 0.8016 | 0.7136 | 0.9960 | | 0.0254 | 14.63 | 1200 | 0.2105 | 0.8003 | 0.8676 | 0.9474 | 0.9816 | 0.6103 | 0.9605 | 0.8074 | 0.8776 | 0.8377 | 0.9982 | 0.9611 | 0.5442 | 0.8794 | 0.6838 | 0.8091 | 0.7281 | 0.9962 | | 0.1533 | 14.88 | 1220 | 0.2133 | 0.7973 | 0.8680 | 0.9470 | 0.9870 | 0.6039 | 0.9465 | 0.8942 | 0.8418 | 0.8046 | 0.9985 | 0.9606 | 0.5294 | 0.8828 | 0.6974 | 0.8046 | 0.7100 | 0.9962 | | 0.0389 | 15.12 | 1240 | 0.1854 | 0.8032 | 0.8722 | 0.9489 | 0.9893 | 0.6311 | 0.9484 | 0.8297 | 0.8745 | 0.8342 | 0.9984 | 0.9600 | 0.5509 | 0.8777 | 0.7049 | 0.8183 | 0.7145 | 0.9962 | | 0.0361 | 15.37 | 1260 | 0.1864 | 0.7939 | 0.8565 | 0.9493 | 0.9896 | 0.5175 | 0.9430 | 0.8092 | 0.8878 | 0.8494 | 0.9990 | 0.9588 | 0.4678 | 0.8842 | 0.6940 | 0.8197 | 0.7371 | 0.9958 | | 0.0211 | 15.61 | 1280 | 0.2172 | 0.7962 | 0.8720 | 0.9454 | 0.9853 | 0.5900 | 0.9531 | 0.8542 | 0.8295 | 0.8943 | 0.9973 | 0.9621 | 0.5328 | 0.8799 | 0.6886 | 0.7885 | 0.7253 | 0.9963 | | 0.1093 | 15.85 | 1300 | 0.1688 | 0.8111 | 0.8728 | 0.9531 | 0.9880 | 0.5895 | 0.9482 | 0.8217 | 0.9014 | 0.8627 | 0.9979 | 0.9620 | 0.5364 | 0.8934 | 0.7190 | 0.8316 | 0.7392 | 0.9965 | | 0.0733 | 16.1 | 1320 | 0.1827 | 0.8126 | 0.8845 | 0.9515 | 0.9869 | 0.6553 | 0.9503 | 0.8784 | 0.8587 | 0.8627 | 0.9990 | 0.9608 | 0.5654 | 0.8826 | 0.7278 | 0.8258 | 0.7300 | 0.9960 | | 0.0708 | 16.34 | 1340 | 0.1822 | 0.8101 | 0.8783 | 0.9527 | 0.9896 | 0.6199 | 0.9476 | 0.8128 | 0.8992 | 0.8827 | 0.9967 | 0.9598 | 0.5407 | 0.8858 | 0.7244 | 0.8394 | 0.7250 | 0.9955 | | 0.0522 | 16.59 | 1360 | 0.1780 | 0.8087 | 0.8748 | 0.9518 | 0.9864 | 0.5917 | 0.9509 | 0.8650 | 0.8725 | 0.8599 | 0.9974 | 0.9615 | 0.5372 | 0.8861 | 0.7247 | 0.8282 | 0.7270 | 0.9959 | | 0.0453 | 16.83 | 1380 | 0.1880 | 0.8020 | 0.8735 | 0.9486 | 0.9891 | 0.5987 | 0.9476 | 0.8654 | 0.8475 | 0.8680 | 0.9983 | 0.9611 | 0.5376 | 0.8809 | 0.7100 | 0.8114 | 0.7165 | 0.9962 | | 0.0351 | 17.07 | 1400 | 0.1885 | 0.8045 | 0.8758 | 0.9502 | 0.9880 | 0.5929 | 0.9435 | 0.8644 | 0.8591 | 0.8846 | 0.9982 | 0.9608 | 0.5261 | 0.8841 | 0.7161 | 0.8189 | 0.7295 | 0.9962 | | 0.0629 | 17.32 | 1420 | 0.1721 | 0.8132 | 0.8780 | 0.9536 | 0.9840 | 0.6104 | 0.9586 | 0.8472 | 0.8888 | 0.8590 | 0.9982 | 0.9627 | 0.5470 | 0.8839 | 0.7381 | 0.8383 | 0.7260 | 0.9962 | | 0.0547 | 17.56 | 1440 | 0.1993 | 0.8025 | 0.8734 | 0.9478 | 0.9877 | 0.6203 | 0.9555 | 0.8655 | 0.8430 | 0.8431 | 0.9987 | 0.9599 | 0.5544 | 0.8666 | 0.7186 | 0.8101 | 0.7115 | 0.9963 | | 0.081 | 17.8 | 1460 | 0.2054 | 0.8034 | 0.8702 | 0.9493 | 0.9892 | 0.6097 | 0.9505 | 0.8118 | 0.8823 | 0.8502 | 0.9976 | 0.9603 | 0.5416 | 0.8769 | 0.6996 | 0.8204 | 0.7283 | 0.9964 | | 0.04 | 18.05 | 1480 | 0.2196 | 0.7915 | 0.8572 | 0.9459 | 0.9893 | 0.5738 | 0.9500 | 0.8183 | 0.8706 | 0.8003 | 0.9979 | 0.9586 | 0.5216 | 0.8679 | 0.6870 | 0.8109 | 0.6976 | 0.9966 | | 0.1213 | 18.29 | 1500 | 0.2320 | 0.7920 | 0.8620 | 0.9461 | 0.9850 | 0.5770 | 0.9594 | 0.8126 | 0.8628 | 0.8395 | 0.9980 | 0.9609 | 0.5168 | 0.8688 | 0.6891 | 0.8062 | 0.7053 | 0.9966 | | 0.0496 | 18.54 | 1520 | 0.1928 | 0.8065 | 0.8745 | 0.9503 | 0.9842 | 0.6020 | 0.9449 | 0.8562 | 0.8736 | 0.8619 | 0.9984 | 0.9612 | 0.5367 | 0.8886 | 0.7098 | 0.8177 | 0.7348 | 0.9966 | | 0.045 | 18.78 | 1540 | 0.2075 | 0.7988 | 0.8787 | 0.9460 | 0.9839 | 0.6246 | 0.9374 | 0.8428 | 0.8457 | 0.9183 | 0.9984 | 0.9607 | 0.5522 | 0.8790 | 0.6941 | 0.7982 | 0.7107 | 0.9968 | | 0.0317 | 19.02 | 1560 | 0.1938 | 0.8051 | 0.8715 | 0.9505 | 0.9892 | 0.5835 | 0.9426 | 0.8278 | 0.8810 | 0.8782 | 0.9980 | 0.9598 | 0.5248 | 0.8878 | 0.7125 | 0.8174 | 0.7364 | 0.9967 | | 0.0489 | 19.27 | 1580 | 0.1844 | 0.8074 | 0.8792 | 0.9500 | 0.9847 | 0.6251 | 0.9529 | 0.8445 | 0.8628 | 0.8855 | 0.9991 | 0.9613 | 0.5493 | 0.8817 | 0.7121 | 0.8174 | 0.7331 | 0.9966 | | 0.091 | 19.51 | 1600 | 0.1976 | 0.7907 | 0.8478 | 0.9495 | 0.9910 | 0.5186 | 0.9449 | 0.8258 | 0.9006 | 0.7553 | 0.9986 | 0.9563 | 0.4818 | 0.8703 | 0.7123 | 0.8358 | 0.6818 | 0.9967 | | 0.0308 | 19.76 | 1620 | 0.1722 | 0.8076 | 0.8722 | 0.9518 | 0.9861 | 0.5906 | 0.9516 | 0.8461 | 0.8820 | 0.8503 | 0.9987 | 0.9612 | 0.5347 | 0.8842 | 0.7192 | 0.8309 | 0.7259 | 0.9968 | | 0.231 | 20.0 | 1640 | 0.1774 | 0.8073 | 0.8726 | 0.9523 | 0.9912 | 0.5837 | 0.9329 | 0.8215 | 0.8979 | 0.8822 | 0.9988 | 0.9554 | 0.5183 | 0.8759 | 0.7299 | 0.8404 | 0.7343 | 0.9966 | | 0.0407 | 20.24 | 1660 | 0.2232 | 0.7988 | 0.8750 | 0.9464 | 0.9844 | 0.6060 | 0.9575 | 0.8624 | 0.8267 | 0.8891 | 0.9989 | 0.9609 | 0.5377 | 0.8691 | 0.7052 | 0.7968 | 0.7252 | 0.9964 | | 0.0303 | 20.49 | 1680 | 0.2146 | 0.8002 | 0.8709 | 0.9479 | 0.9872 | 0.5865 | 0.9498 | 0.8449 | 0.8528 | 0.8774 | 0.9979 | 0.9612 | 0.5307 | 0.8760 | 0.7040 | 0.8067 | 0.7260 | 0.9965 | | 0.0398 | 20.73 | 1700 | 0.2119 | 0.7977 | 0.8754 | 0.9465 | 0.9858 | 0.6453 | 0.9460 | 0.8314 | 0.8575 | 0.8631 | 0.9989 | 0.9632 | 0.5460 | 0.8824 | 0.6865 | 0.8007 | 0.7087 | 0.9967 | | 0.6198 | 20.98 | 1720 | 0.2056 | 0.7992 | 0.8731 | 0.9472 | 0.9852 | 0.6495 | 0.9462 | 0.8761 | 0.8560 | 0.8006 | 0.9982 | 0.9628 | 0.5610 | 0.8854 | 0.6941 | 0.8091 | 0.6852 | 0.9969 | | 0.0428 | 21.22 | 1740 | 0.1978 | 0.7970 | 0.8670 | 0.9483 | 0.9843 | 0.6512 | 0.9546 | 0.8829 | 0.8734 | 0.7246 | 0.9979 | 0.9629 | 0.5622 | 0.8830 | 0.7036 | 0.8269 | 0.6435 | 0.9967 | | 0.04 | 21.46 | 1760 | 0.1939 | 0.7945 | 0.8675 | 0.9469 | 0.9860 | 0.6371 | 0.9491 | 0.8376 | 0.8718 | 0.7922 | 0.9988 | 0.9619 | 0.5536 | 0.8799 | 0.6914 | 0.8183 | 0.6592 | 0.9968 | | 0.0279 | 21.71 | 1780 | 0.2210 | 0.7852 | 0.8516 | 0.9464 | 0.9866 | 0.5663 | 0.9519 | 0.8814 | 0.8654 | 0.7116 | 0.9979 | 0.9611 | 0.5143 | 0.8860 | 0.6954 | 0.8175 | 0.6253 | 0.9966 | | 0.0619 | 21.95 | 1800 | 0.1971 | 0.7930 | 0.8654 | 0.9484 | 0.9867 | 0.6116 | 0.9498 | 0.8739 | 0.8676 | 0.7698 | 0.9981 | 0.9627 | 0.5353 | 0.8885 | 0.7080 | 0.8258 | 0.6342 | 0.9967 | | 0.0203 | 22.2 | 1820 | 0.1964 | 0.7926 | 0.8679 | 0.9464 | 0.9832 | 0.6733 | 0.9576 | 0.8433 | 0.8750 | 0.7447 | 0.9984 | 0.9631 | 0.5685 | 0.8830 | 0.6827 | 0.8230 | 0.6308 | 0.9969 | | 0.0907 | 22.44 | 1840 | 0.2107 | 0.7875 | 0.8587 | 0.9458 | 0.9896 | 0.5721 | 0.9506 | 0.8118 | 0.8643 | 0.8239 | 0.9988 | 0.9596 | 0.5017 | 0.8729 | 0.6816 | 0.8105 | 0.6896 | 0.9969 | | 0.0378 | 22.68 | 1860 | 0.2036 | 0.8053 | 0.8807 | 0.9492 | 0.9850 | 0.6530 | 0.9489 | 0.8037 | 0.8791 | 0.8962 | 0.9989 | 0.9615 | 0.5578 | 0.8828 | 0.6954 | 0.8183 | 0.7247 | 0.9967 | | 0.081 | 22.93 | 1880 | 0.2039 | 0.7989 | 0.8683 | 0.9488 | 0.9908 | 0.5842 | 0.9388 | 0.8415 | 0.8693 | 0.8548 | 0.9982 | 0.9593 | 0.5193 | 0.8801 | 0.7000 | 0.8198 | 0.7170 | 0.9969 | | 0.0237 | 23.17 | 1900 | 0.2002 | 0.7899 | 0.8571 | 0.9471 | 0.9876 | 0.5706 | 0.9510 | 0.8307 | 0.8760 | 0.7854 | 0.9982 | 0.9612 | 0.5203 | 0.8814 | 0.6841 | 0.8224 | 0.6634 | 0.9968 | | 0.0528 | 23.41 | 1920 | 0.2114 | 0.7850 | 0.8538 | 0.9461 | 0.9886 | 0.5398 | 0.9524 | 0.8423 | 0.8587 | 0.7965 | 0.9982 | 0.9603 | 0.4920 | 0.8728 | 0.6905 | 0.8156 | 0.6667 | 0.9970 | | 0.0793 | 23.66 | 1940 | 0.1825 | 0.8003 | 0.8694 | 0.9498 | 0.9888 | 0.6138 | 0.9454 | 0.8474 | 0.8786 | 0.8130 | 0.9990 | 0.9604 | 0.5439 | 0.8800 | 0.7102 | 0.8346 | 0.6757 | 0.9969 | | 0.0288 | 23.9 | 1960 | 0.1854 | 0.8051 | 0.8705 | 0.9520 | 0.9893 | 0.6176 | 0.9509 | 0.8519 | 0.8913 | 0.7944 | 0.9979 | 0.9608 | 0.5530 | 0.8781 | 0.7302 | 0.8473 | 0.6693 | 0.9968 | | 0.0525 | 24.15 | 1980 | 0.1603 | 0.8141 | 0.8846 | 0.9550 | 0.9864 | 0.6848 | 0.9472 | 0.8581 | 0.9083 | 0.8084 | 0.9990 | 0.9620 | 0.5691 | 0.8876 | 0.7440 | 0.8616 | 0.6776 | 0.9966 | | 0.026 | 24.39 | 2000 | 0.1684 | 0.8068 | 0.8752 | 0.9532 | 0.9877 | 0.6538 | 0.9479 | 0.8936 | 0.8893 | 0.7554 | 0.9989 | 0.9616 | 0.5547 | 0.8856 | 0.7362 | 0.8538 | 0.6586 | 0.9969 | | 0.0397 | 24.63 | 2020 | 0.1692 | 0.8121 | 0.8760 | 0.9542 | 0.9870 | 0.5916 | 0.9529 | 0.8621 | 0.8871 | 0.8535 | 0.9979 | 0.9616 | 0.5381 | 0.8834 | 0.7400 | 0.8478 | 0.7173 | 0.9968 | | 0.4272 | 24.88 | 2040 | 0.1785 | 0.8101 | 0.8749 | 0.9535 | 0.9868 | 0.5751 | 0.9539 | 0.8895 | 0.8697 | 0.8520 | 0.9975 | 0.9633 | 0.5204 | 0.8832 | 0.7380 | 0.8374 | 0.7316 | 0.9966 | | 0.0399 | 25.12 | 2060 | 0.1765 | 0.8070 | 0.8682 | 0.9532 | 0.9885 | 0.5755 | 0.9559 | 0.8543 | 0.8893 | 0.8154 | 0.9983 | 0.9615 | 0.5252 | 0.8758 | 0.7359 | 0.8473 | 0.7064 | 0.9968 | | 0.0456 | 25.37 | 2080 | 0.1777 | 0.8060 | 0.8668 | 0.9535 | 0.9900 | 0.5873 | 0.9487 | 0.8418 | 0.9061 | 0.7955 | 0.9983 | 0.9605 | 0.5270 | 0.8821 | 0.7299 | 0.8526 | 0.6928 | 0.9969 | | 0.0414 | 25.61 | 2100 | 0.1844 | 0.8132 | 0.8847 | 0.9531 | 0.9864 | 0.6789 | 0.9515 | 0.8486 | 0.8916 | 0.8373 | 0.9984 | 0.9623 | 0.5671 | 0.8849 | 0.7266 | 0.8418 | 0.7130 | 0.9970 | | 0.0925 | 25.85 | 2120 | 0.2120 | 0.8035 | 0.8663 | 0.9521 | 0.9886 | 0.5885 | 0.9500 | 0.8118 | 0.9077 | 0.8193 | 0.9982 | 0.9607 | 0.5215 | 0.8832 | 0.7125 | 0.8402 | 0.7097 | 0.9970 | | 0.0443 | 26.1 | 2140 | 0.1615 | 0.8151 | 0.8790 | 0.9555 | 0.9882 | 0.5945 | 0.9449 | 0.8779 | 0.8874 | 0.8610 | 0.9992 | 0.9603 | 0.5309 | 0.8871 | 0.7511 | 0.8517 | 0.7281 | 0.9964 | | 0.0728 | 26.34 | 2160 | 0.1701 | 0.8091 | 0.8771 | 0.9534 | 0.9872 | 0.6244 | 0.9493 | 0.8818 | 0.8816 | 0.8164 | 0.9989 | 0.9624 | 0.5469 | 0.8858 | 0.7362 | 0.8478 | 0.6876 | 0.9968 | | 0.0484 | 26.59 | 2180 | 0.1720 | 0.8061 | 0.8707 | 0.9530 | 0.9895 | 0.6110 | 0.9487 | 0.8831 | 0.8852 | 0.7787 | 0.9987 | 0.9615 | 0.5429 | 0.8814 | 0.7374 | 0.8496 | 0.6727 | 0.9969 | | 0.027 | 26.83 | 2200 | 0.1728 | 0.8060 | 0.8754 | 0.9525 | 0.9879 | 0.6263 | 0.9498 | 0.8718 | 0.8823 | 0.8111 | 0.9983 | 0.9620 | 0.5489 | 0.8825 | 0.7351 | 0.8472 | 0.6694 | 0.9970 | | 0.0465 | 27.07 | 2220 | 0.1763 | 0.8075 | 0.8751 | 0.9534 | 0.9875 | 0.6402 | 0.9496 | 0.8776 | 0.8938 | 0.7791 | 0.9981 | 0.9623 | 0.5514 | 0.8842 | 0.7366 | 0.8533 | 0.6675 | 0.9970 | | 0.0213 | 27.32 | 2240 | 0.1740 | 0.8085 | 0.8743 | 0.9538 | 0.9869 | 0.6184 | 0.9501 | 0.8787 | 0.8917 | 0.7963 | 0.9983 | 0.9632 | 0.5446 | 0.8852 | 0.7370 | 0.8523 | 0.6799 | 0.9971 | | 0.022 | 27.56 | 2260 | 0.1923 | 0.7998 | 0.8675 | 0.9508 | 0.9863 | 0.5850 | 0.9506 | 0.8669 | 0.8777 | 0.8084 | 0.9979 | 0.9613 | 0.5253 | 0.8839 | 0.7155 | 0.8387 | 0.6769 | 0.9970 | | 0.0311 | 27.8 | 2280 | 0.1871 | 0.8005 | 0.8657 | 0.9518 | 0.9877 | 0.5896 | 0.9482 | 0.8699 | 0.8900 | 0.7763 | 0.9980 | 0.9612 | 0.5235 | 0.8837 | 0.7229 | 0.8452 | 0.6701 | 0.9970 | | 0.0281 | 28.05 | 2300 | 0.1984 | 0.7970 | 0.8665 | 0.9490 | 0.9881 | 0.6233 | 0.9441 | 0.9007 | 0.8659 | 0.7451 | 0.9984 | 0.9614 | 0.5465 | 0.8850 | 0.7081 | 0.8310 | 0.6496 | 0.9971 | | 0.029 | 28.29 | 2320 | 0.1929 | 0.8018 | 0.8684 | 0.9508 | 0.9890 | 0.6266 | 0.9484 | 0.8783 | 0.8813 | 0.7572 | 0.9981 | 0.9612 | 0.5522 | 0.8820 | 0.7180 | 0.8409 | 0.6616 | 0.9970 | | 0.0205 | 28.54 | 2340 | 0.1939 | 0.8127 | 0.8877 | 0.9536 | 0.9857 | 0.6927 | 0.9459 | 0.8321 | 0.9031 | 0.8553 | 0.9989 | 0.9628 | 0.5574 | 0.8940 | 0.7233 | 0.8410 | 0.7133 | 0.9969 | | 0.1185 | 28.78 | 2360 | 0.2147 | 0.7963 | 0.8662 | 0.9476 | 0.9888 | 0.5806 | 0.9517 | 0.8657 | 0.8458 | 0.8323 | 0.9987 | 0.9615 | 0.5186 | 0.8772 | 0.6987 | 0.8088 | 0.7122 | 0.9971 | | 0.0848 | 29.02 | 2380 | 0.1978 | 0.8047 | 0.8712 | 0.9510 | 0.9884 | 0.5966 | 0.9504 | 0.8398 | 0.8784 | 0.8459 | 0.9988 | 0.9618 | 0.5329 | 0.8799 | 0.7125 | 0.8299 | 0.7184 | 0.9972 | | 0.028 | 29.27 | 2400 | 0.2065 | 0.8000 | 0.8675 | 0.9497 | 0.9878 | 0.6095 | 0.9561 | 0.8780 | 0.8647 | 0.7781 | 0.9983 | 0.9629 | 0.5428 | 0.8784 | 0.7121 | 0.8296 | 0.6767 | 0.9973 | | 0.0232 | 29.51 | 2420 | 0.1912 | 0.8063 | 0.8750 | 0.9520 | 0.9887 | 0.6177 | 0.9491 | 0.8746 | 0.8742 | 0.8221 | 0.9983 | 0.9631 | 0.5401 | 0.8824 | 0.7242 | 0.8371 | 0.7000 | 0.9973 | | 0.0241 | 29.76 | 2440 | 0.1768 | 0.8095 | 0.8797 | 0.9525 | 0.9871 | 0.6426 | 0.9506 | 0.8691 | 0.8781 | 0.8319 | 0.9986 | 0.9637 | 0.5552 | 0.8871 | 0.7228 | 0.8388 | 0.7015 | 0.9971 | | 0.0249 | 30.0 | 2460 | 0.1885 | 0.8051 | 0.8734 | 0.9518 | 0.9885 | 0.6096 | 0.9517 | 0.8740 | 0.8714 | 0.8203 | 0.9986 | 0.9631 | 0.5348 | 0.8836 | 0.7230 | 0.8353 | 0.6989 | 0.9970 | | 0.0314 | 30.24 | 2480 | 0.1853 | 0.8046 | 0.8698 | 0.9521 | 0.9882 | 0.6049 | 0.9524 | 0.8782 | 0.8786 | 0.7873 | 0.9989 | 0.9630 | 0.5373 | 0.8846 | 0.7241 | 0.8409 | 0.6853 | 0.9968 | | 0.045 | 30.49 | 2500 | 0.1810 | 0.8134 | 0.8792 | 0.9542 | 0.9871 | 0.6099 | 0.9502 | 0.8672 | 0.8840 | 0.8573 | 0.9986 | 0.9621 | 0.5421 | 0.8876 | 0.7371 | 0.8430 | 0.7251 | 0.9971 | | 0.0261 | 30.73 | 2520 | 0.1893 | 0.8172 | 0.8897 | 0.9548 | 0.9847 | 0.6630 | 0.9480 | 0.8516 | 0.8922 | 0.8897 | 0.9988 | 0.9619 | 0.5530 | 0.8890 | 0.7377 | 0.8441 | 0.7375 | 0.9972 | | 0.0175 | 30.98 | 2540 | 0.1904 | 0.8155 | 0.8830 | 0.9553 | 0.9866 | 0.6192 | 0.9535 | 0.8526 | 0.8915 | 0.8791 | 0.9983 | 0.9635 | 0.5371 | 0.8874 | 0.7404 | 0.8472 | 0.7359 | 0.9972 | | 0.0326 | 31.22 | 2560 | 0.1888 | 0.8126 | 0.8811 | 0.9535 | 0.9875 | 0.6216 | 0.9501 | 0.8821 | 0.8722 | 0.8559 | 0.9985 | 0.9627 | 0.5421 | 0.8861 | 0.7326 | 0.8392 | 0.7283 | 0.9970 | | 0.0854 | 31.46 | 2580 | 0.1981 | 0.8043 | 0.8676 | 0.9523 | 0.9893 | 0.5619 | 0.9525 | 0.8688 | 0.8749 | 0.8275 | 0.9983 | 0.9613 | 0.5166 | 0.8798 | 0.7305 | 0.8396 | 0.7054 | 0.9969 | | 0.0313 | 31.71 | 2600 | 0.2039 | 0.8109 | 0.8805 | 0.9522 | 0.9873 | 0.6476 | 0.9539 | 0.8586 | 0.8781 | 0.8404 | 0.9978 | 0.9621 | 0.5616 | 0.8829 | 0.7235 | 0.8372 | 0.7118 | 0.9968 | | 0.0228 | 31.95 | 2620 | 0.2029 | 0.8079 | 0.8795 | 0.9515 | 0.9876 | 0.6392 | 0.9510 | 0.8668 | 0.8685 | 0.8450 | 0.9988 | 0.9620 | 0.5487 | 0.8832 | 0.7207 | 0.8320 | 0.7118 | 0.9970 | | 0.0301 | 32.2 | 2640 | 0.2147 | 0.8037 | 0.8739 | 0.9499 | 0.9872 | 0.6339 | 0.9546 | 0.8759 | 0.8607 | 0.8062 | 0.9988 | 0.9620 | 0.5508 | 0.8801 | 0.7129 | 0.8259 | 0.6974 | 0.9971 | | 0.0312 | 32.44 | 2660 | 0.2114 | 0.8016 | 0.8718 | 0.9496 | 0.9876 | 0.6201 | 0.9532 | 0.8755 | 0.8584 | 0.8090 | 0.9990 | 0.9616 | 0.5405 | 0.8791 | 0.7107 | 0.8252 | 0.6969 | 0.9969 | | 0.0427 | 32.68 | 2680 | 0.2085 | 0.8015 | 0.8694 | 0.9506 | 0.9873 | 0.6277 | 0.9543 | 0.8743 | 0.8767 | 0.7668 | 0.9986 | 0.9622 | 0.5421 | 0.8828 | 0.7131 | 0.8356 | 0.6777 | 0.9970 | | 0.0398 | 32.93 | 2700 | 0.2139 | 0.8062 | 0.8766 | 0.9507 | 0.9850 | 0.6461 | 0.9581 | 0.8557 | 0.8761 | 0.8176 | 0.9976 | 0.9612 | 0.5560 | 0.8817 | 0.7157 | 0.8308 | 0.7017 | 0.9967 | | 0.0274 | 33.17 | 2720 | 0.2093 | 0.8094 | 0.8806 | 0.9516 | 0.9847 | 0.6481 | 0.9555 | 0.8572 | 0.8764 | 0.8440 | 0.9980 | 0.9615 | 0.5583 | 0.8860 | 0.7187 | 0.8323 | 0.7124 | 0.9969 | | 0.0309 | 33.41 | 2740 | 0.2170 | 0.8068 | 0.8833 | 0.9505 | 0.9840 | 0.6723 | 0.9536 | 0.8855 | 0.8602 | 0.8290 | 0.9984 | 0.9632 | 0.5588 | 0.8902 | 0.7108 | 0.8261 | 0.7013 | 0.9969 | | 0.0395 | 33.66 | 2760 | 0.2031 | 0.8060 | 0.8787 | 0.9513 | 0.9879 | 0.6361 | 0.9472 | 0.8725 | 0.8689 | 0.8401 | 0.9986 | 0.9624 | 0.5421 | 0.8871 | 0.7157 | 0.8327 | 0.7048 | 0.9970 | | 0.0298 | 33.9 | 2780 | 0.1892 | 0.8082 | 0.8804 | 0.9522 | 0.9868 | 0.6612 | 0.9493 | 0.8657 | 0.8823 | 0.8189 | 0.9987 | 0.9630 | 0.5586 | 0.8887 | 0.7184 | 0.8409 | 0.6906 | 0.9970 | | 0.0313 | 34.15 | 2800 | 0.1960 | 0.8064 | 0.8772 | 0.9522 | 0.9881 | 0.6294 | 0.9442 | 0.8685 | 0.8810 | 0.8310 | 0.9984 | 0.9623 | 0.5435 | 0.8893 | 0.7198 | 0.8407 | 0.6925 | 0.9970 | | 0.0249 | 34.39 | 2820 | 0.1958 | 0.8086 | 0.8772 | 0.9527 | 0.9879 | 0.6079 | 0.9521 | 0.8570 | 0.8777 | 0.8597 | 0.9980 | 0.9625 | 0.5362 | 0.8852 | 0.7255 | 0.8383 | 0.7154 | 0.9969 | | 0.0959 | 34.63 | 2840 | 0.2022 | 0.8077 | 0.8757 | 0.9520 | 0.9877 | 0.6105 | 0.9548 | 0.8691 | 0.8697 | 0.8401 | 0.9981 | 0.9627 | 0.5434 | 0.8838 | 0.7228 | 0.8347 | 0.7099 | 0.9969 | | 0.0195 | 34.88 | 2860 | 0.1878 | 0.8089 | 0.8758 | 0.9526 | 0.9884 | 0.6187 | 0.9483 | 0.8695 | 0.8809 | 0.8262 | 0.9985 | 0.9624 | 0.5476 | 0.8880 | 0.7218 | 0.8411 | 0.7046 | 0.9969 | | 0.0144 | 35.12 | 2880 | 0.1991 | 0.8099 | 0.8809 | 0.9523 | 0.9851 | 0.6489 | 0.9545 | 0.8723 | 0.8751 | 0.8324 | 0.9984 | 0.9637 | 0.5606 | 0.8891 | 0.7197 | 0.8377 | 0.7017 | 0.9969 | | 0.0316 | 35.37 | 2900 | 0.2001 | 0.8057 | 0.8747 | 0.9515 | 0.9883 | 0.6212 | 0.9501 | 0.8815 | 0.8704 | 0.8137 | 0.9979 | 0.9625 | 0.5443 | 0.8877 | 0.7179 | 0.8351 | 0.6955 | 0.9968 | | 0.0363 | 35.61 | 2920 | 0.2015 | 0.8048 | 0.8718 | 0.9516 | 0.9887 | 0.6135 | 0.9523 | 0.8771 | 0.8752 | 0.7983 | 0.9977 | 0.9624 | 0.5432 | 0.8856 | 0.7195 | 0.8383 | 0.6878 | 0.9968 | | 0.1011 | 35.85 | 2940 | 0.1922 | 0.8089 | 0.8777 | 0.9529 | 0.9882 | 0.6236 | 0.9487 | 0.8627 | 0.8810 | 0.8407 | 0.9989 | 0.9621 | 0.5429 | 0.8874 | 0.7256 | 0.8414 | 0.7057 | 0.9970 | | 0.0455 | 36.1 | 2960 | 0.2002 | 0.8059 | 0.8733 | 0.9519 | 0.9888 | 0.6067 | 0.9517 | 0.8642 | 0.8746 | 0.8285 | 0.9986 | 0.9621 | 0.5401 | 0.8853 | 0.7211 | 0.8371 | 0.6988 | 0.9970 | | 0.0289 | 36.34 | 2980 | 0.1995 | 0.8096 | 0.8805 | 0.9521 | 0.9879 | 0.6477 | 0.9501 | 0.8688 | 0.8739 | 0.8365 | 0.9985 | 0.9625 | 0.5577 | 0.8869 | 0.7201 | 0.8362 | 0.7069 | 0.9971 | | 0.091 | 36.59 | 3000 | 0.1941 | 0.8124 | 0.8867 | 0.9529 | 0.9882 | 0.6654 | 0.9482 | 0.8641 | 0.8745 | 0.8678 | 0.9987 | 0.9627 | 0.5555 | 0.8877 | 0.7251 | 0.8370 | 0.7217 | 0.9972 | | 0.0635 | 36.83 | 3020 | 0.1858 | 0.8132 | 0.8837 | 0.9535 | 0.9875 | 0.6478 | 0.9525 | 0.8476 | 0.8842 | 0.8673 | 0.9988 | 0.9632 | 0.5549 | 0.8876 | 0.7265 | 0.8408 | 0.7220 | 0.9972 | | 0.0244 | 37.07 | 3040 | 0.1862 | 0.8109 | 0.8797 | 0.9533 | 0.9875 | 0.6420 | 0.9502 | 0.8755 | 0.8815 | 0.8221 | 0.9987 | 0.9633 | 0.5540 | 0.8906 | 0.7254 | 0.8422 | 0.7034 | 0.9972 | | 0.0265 | 37.32 | 3060 | 0.1864 | 0.8146 | 0.8844 | 0.9543 | 0.9867 | 0.6543 | 0.9477 | 0.8679 | 0.8891 | 0.8461 | 0.9987 | 0.9633 | 0.5578 | 0.8936 | 0.7306 | 0.8449 | 0.7146 | 0.9972 | | 0.0344 | 37.56 | 3080 | 0.1838 | 0.8162 | 0.8873 | 0.9547 | 0.9862 | 0.6641 | 0.9524 | 0.8551 | 0.8905 | 0.8644 | 0.9988 | 0.9636 | 0.5604 | 0.8903 | 0.7340 | 0.8471 | 0.7211 | 0.9972 | | 0.0267 | 37.8 | 3100 | 0.1903 | 0.8137 | 0.8841 | 0.9540 | 0.9870 | 0.6543 | 0.9499 | 0.8745 | 0.8841 | 0.8409 | 0.9983 | 0.9633 | 0.5565 | 0.8921 | 0.7309 | 0.8444 | 0.7119 | 0.9971 | | 0.3041 | 38.05 | 3120 | 0.1891 | 0.8051 | 0.8701 | 0.9526 | 0.9903 | 0.5815 | 0.9478 | 0.8685 | 0.8792 | 0.8248 | 0.9985 | 0.9604 | 0.5197 | 0.8850 | 0.7270 | 0.8415 | 0.7051 | 0.9969 | | 0.0272 | 38.29 | 3140 | 0.1971 | 0.8077 | 0.8754 | 0.9522 | 0.9877 | 0.6189 | 0.9552 | 0.8747 | 0.8726 | 0.8205 | 0.9983 | 0.9628 | 0.5447 | 0.8851 | 0.7236 | 0.8373 | 0.7036 | 0.9971 | | 0.063 | 38.54 | 3160 | 0.1888 | 0.8125 | 0.8786 | 0.9542 | 0.9881 | 0.6109 | 0.9529 | 0.8503 | 0.8879 | 0.8613 | 0.9986 | 0.9625 | 0.5407 | 0.8857 | 0.7339 | 0.8452 | 0.7224 | 0.9971 | | 0.0527 | 38.78 | 3180 | 0.1899 | 0.8121 | 0.8842 | 0.9531 | 0.9865 | 0.6598 | 0.9521 | 0.8748 | 0.8761 | 0.8415 | 0.9986 | 0.9634 | 0.5575 | 0.8896 | 0.7261 | 0.8392 | 0.7117 | 0.9972 | | 0.0465 | 39.02 | 3200 | 0.1947 | 0.8108 | 0.8793 | 0.9532 | 0.9881 | 0.6358 | 0.9517 | 0.8722 | 0.8808 | 0.8284 | 0.9979 | 0.9626 | 0.5509 | 0.8879 | 0.7275 | 0.8422 | 0.7075 | 0.9970 | | 0.0305 | 39.27 | 3220 | 0.1884 | 0.8118 | 0.8806 | 0.9538 | 0.9888 | 0.6265 | 0.9468 | 0.8655 | 0.8838 | 0.8547 | 0.9983 | 0.9620 | 0.5422 | 0.8885 | 0.7313 | 0.8439 | 0.7177 | 0.9971 | | 0.0167 | 39.51 | 3240 | 0.1935 | 0.8111 | 0.8805 | 0.9533 | 0.9879 | 0.6352 | 0.9505 | 0.8737 | 0.8794 | 0.8383 | 0.9981 | 0.9629 | 0.5473 | 0.8891 | 0.7279 | 0.8414 | 0.7120 | 0.9971 | | 0.0507 | 39.76 | 3260 | 0.1888 | 0.8109 | 0.8783 | 0.9535 | 0.9883 | 0.6259 | 0.9528 | 0.8630 | 0.8829 | 0.8363 | 0.9986 | 0.9625 | 0.5459 | 0.8854 | 0.7306 | 0.8435 | 0.7110 | 0.9971 | | 0.0354 | 40.0 | 3280 | 0.1900 | 0.8129 | 0.8809 | 0.9540 | 0.9875 | 0.6312 | 0.9541 | 0.8566 | 0.8860 | 0.8526 | 0.9984 | 0.9631 | 0.5490 | 0.8864 | 0.7326 | 0.8448 | 0.7176 | 0.9972 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b3-cityscapes-512-512-finetuned-coastTrain_50epochs

# segformer-b3-cityscapes-512-512-finetuned-coastTrain_50epochs This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b3-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set: - Loss: 0.5328 - Mean Iou: 0.7402 - Mean Accuracy: 0.8345 - Overall Accuracy: 0.8995 - Accuracy Water: 0.9472 - Accuracy Whitewater: 0.8139 - Accuracy Sediment: 0.8796 - Accuracy Other Natural Terrain: 0.5587 - Accuracy Vegetation: 0.9175 - Accuracy Development: 0.8744 - Accuracy Unknown: 0.8503 - Iou Water: 0.8830 - Iou Whitewater: 0.6854 - Iou Sediment: 0.7777 - Iou Other Natural Terrain: 0.4534 - Iou Vegetation: 0.8340 - Iou Development: 0.7384 - Iou Unknown: 0.8091 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 40 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:| | 1.819 | 0.05 | 20 | 1.6652 | 0.1742 | 0.2778 | 0.4848 | 0.5623 | 0.0179 | 0.3709 | 0.0031 | 0.8151 | 0.1633 | 0.0121 | 0.3821 | 0.0134 | 0.2639 | 0.0029 | 0.4354 | 0.1100 | 0.0116 | | 1.7261 | 0.11 | 40 | 1.3937 | 0.2544 | 0.3553 | 0.6008 | 0.7592 | 0.0293 | 0.1060 | 0.0001 | 0.8580 | 0.4454 | 0.2892 | 0.5488 | 0.0283 | 0.0911 | 0.0001 | 0.4885 | 0.3368 | 0.2871 | | 1.2623 | 0.16 | 60 | 1.2644 | 0.2652 | 0.3629 | 0.6090 | 0.6938 | 0.0572 | 0.0832 | 0.0000 | 0.9639 | 0.4355 | 0.3063 | 0.5505 | 0.0565 | 0.0759 | 0.0000 | 0.4960 | 0.3729 | 0.3048 | | 1.0987 | 0.22 | 80 | 1.1180 | 0.2889 | 0.3841 | 0.6546 | 0.7972 | 0.0001 | 0.0538 | 0.0 | 0.9640 | 0.4985 | 0.3754 | 0.6099 | 0.0001 | 0.0520 | 0.0 | 0.5473 | 0.4394 | 0.3734 | | 1.1484 | 0.27 | 100 | 1.0266 | 0.3212 | 0.4211 | 0.6828 | 0.8465 | 0.0015 | 0.1904 | 0.0 | 0.9195 | 0.5661 | 0.4237 | 0.6575 | 0.0015 | 0.1690 | 0.0 | 0.5755 | 0.4459 | 0.3990 | | 0.8779 | 0.32 | 120 | 0.9490 | 0.3473 | 0.4439 | 0.7077 | 0.8838 | 0.0 | 0.3156 | 0.0 | 0.9316 | 0.5962 | 0.3798 | 0.6657 | 0.0 | 0.2738 | 0.0 | 0.6232 | 0.4931 | 0.3751 | | 1.103 | 0.38 | 140 | 0.8613 | 0.3941 | 0.5050 | 0.7409 | 0.8917 | 0.0 | 0.5959 | 0.0 | 0.8945 | 0.7355 | 0.4175 | 0.7125 | 0.0 | 0.4510 | 0.0 | 0.6530 | 0.5313 | 0.4111 | | 1.4642 | 0.43 | 160 | 0.8631 | 0.3867 | 0.5084 | 0.7286 | 0.8705 | 0.0007 | 0.5328 | 0.0 | 0.8461 | 0.8428 | 0.4660 | 0.6951 | 0.0007 | 0.4323 | 0.0 | 0.6318 | 0.5188 | 0.4284 | | 1.058 | 0.49 | 180 | 0.8220 | 0.4019 | 0.5133 | 0.7434 | 0.8719 | 0.0000 | 0.5454 | 0.0 | 0.8929 | 0.7774 | 0.5052 | 0.7278 | 0.0000 | 0.4200 | 0.0 | 0.6344 | 0.5595 | 0.4717 | | 1.0423 | 0.54 | 200 | 0.8452 | 0.3867 | 0.5301 | 0.7195 | 0.8196 | 0.0104 | 0.6703 | 0.0 | 0.7908 | 0.8796 | 0.5399 | 0.7352 | 0.0104 | 0.4538 | 0.0 | 0.6000 | 0.4181 | 0.4894 | | 0.8507 | 0.59 | 220 | 0.7354 | 0.4301 | 0.5454 | 0.7661 | 0.9063 | 0.0308 | 0.7024 | 0.0 | 0.8734 | 0.8135 | 0.4916 | 0.7511 | 0.0307 | 0.5356 | 0.0 | 0.6695 | 0.5479 | 0.4758 | | 1.304 | 0.65 | 240 | 0.7374 | 0.4177 | 0.5408 | 0.7606 | 0.8990 | 0.0030 | 0.8217 | 0.0 | 0.8734 | 0.7723 | 0.4161 | 0.7410 | 0.0030 | 0.4974 | 0.0 | 0.6902 | 0.5776 | 0.4146 | | 0.7238 | 0.7 | 260 | 0.7586 | 0.4108 | 0.5126 | 0.7530 | 0.9048 | 0.0271 | 0.5367 | 0.0 | 0.9085 | 0.7206 | 0.4905 | 0.7142 | 0.0270 | 0.3574 | 0.0 | 0.6964 | 0.5990 | 0.4819 | | 0.9137 | 0.76 | 280 | 0.6967 | 0.4678 | 0.5741 | 0.7804 | 0.8805 | 0.2221 | 0.8397 | 0.0 | 0.9340 | 0.6376 | 0.5046 | 0.7705 | 0.2139 | 0.5748 | 0.0 | 0.6791 | 0.5415 | 0.4949 | | 0.5555 | 0.81 | 300 | 0.6864 | 0.4752 | 0.5933 | 0.7788 | 0.9220 | 0.2630 | 0.8194 | 0.0 | 0.8287 | 0.8053 | 0.5147 | 0.7723 | 0.2512 | 0.6276 | 0.0 | 0.6633 | 0.5219 | 0.4899 | | 1.7594 | 0.86 | 320 | 0.6829 | 0.5031 | 0.6023 | 0.7944 | 0.8926 | 0.3306 | 0.7444 | 0.0 | 0.9259 | 0.7647 | 0.5581 | 0.7768 | 0.3155 | 0.5980 | 0.0 | 0.6855 | 0.6226 | 0.5237 | | 0.7284 | 0.92 | 340 | 0.6587 | 0.5048 | 0.6187 | 0.8047 | 0.9176 | 0.3054 | 0.8405 | 0.0 | 0.8949 | 0.8480 | 0.5245 | 0.8080 | 0.2814 | 0.6013 | 0.0 | 0.7106 | 0.6180 | 0.5140 | | 0.5838 | 0.97 | 360 | 0.6600 | 0.5134 | 0.6207 | 0.7979 | 0.8778 | 0.3782 | 0.8248 | 0.0 | 0.9162 | 0.7745 | 0.5737 | 0.7797 | 0.3487 | 0.6325 | 0.0 | 0.6911 | 0.6161 | 0.5257 | | 0.9766 | 1.03 | 380 | 0.6475 | 0.5219 | 0.6364 | 0.8039 | 0.8934 | 0.4583 | 0.8557 | 0.0 | 0.9113 | 0.8205 | 0.5153 | 0.7982 | 0.3948 | 0.6072 | 0.0 | 0.7020 | 0.6485 | 0.5029 | | 0.8671 | 1.08 | 400 | 0.6275 | 0.5254 | 0.6242 | 0.8089 | 0.9260 | 0.4626 | 0.7961 | 0.0 | 0.9307 | 0.7423 | 0.5118 | 0.8011 | 0.4163 | 0.6109 | 0.0 | 0.7127 | 0.6299 | 0.5066 | | 0.7227 | 1.14 | 420 | 0.6668 | 0.4999 | 0.6444 | 0.7820 | 0.9362 | 0.4977 | 0.8845 | 0.0 | 0.7314 | 0.9097 | 0.5511 | 0.7992 | 0.4354 | 0.5505 | 0.0 | 0.6543 | 0.5328 | 0.5270 | | 0.4667 | 1.19 | 440 | 0.6013 | 0.5509 | 0.6651 | 0.8174 | 0.9204 | 0.6158 | 0.8319 | 0.0 | 0.8903 | 0.8318 | 0.5657 | 0.8193 | 0.5118 | 0.6563 | 0.0 | 0.7104 | 0.6220 | 0.5369 | | 0.3519 | 1.24 | 460 | 0.6313 | 0.5253 | 0.6338 | 0.8098 | 0.9256 | 0.4552 | 0.8406 | 0.0 | 0.9058 | 0.7953 | 0.5140 | 0.8129 | 0.4100 | 0.6318 | 0.0 | 0.7163 | 0.6222 | 0.4837 | | 0.4907 | 1.3 | 480 | 0.6214 | 0.5544 | 0.6702 | 0.8179 | 0.9216 | 0.6888 | 0.8569 | 0.0 | 0.9036 | 0.8041 | 0.5162 | 0.8214 | 0.5469 | 0.6614 | 0.0 | 0.7144 | 0.6474 | 0.4895 | | 0.8349 | 1.35 | 500 | 0.5884 | 0.5525 | 0.6684 | 0.8200 | 0.9304 | 0.6519 | 0.7855 | 0.0 | 0.8966 | 0.8772 | 0.5371 | 0.8157 | 0.5241 | 0.6454 | 0.0 | 0.7289 | 0.6336 | 0.5200 | | 0.466 | 1.41 | 520 | 0.5810 | 0.5584 | 0.6869 | 0.8223 | 0.9170 | 0.7382 | 0.8488 | 0.0 | 0.8946 | 0.8842 | 0.5251 | 0.8226 | 0.5444 | 0.6739 | 0.0 | 0.7328 | 0.6228 | 0.5122 | | 0.3783 | 1.46 | 540 | 0.5925 | 0.5628 | 0.6718 | 0.8224 | 0.9208 | 0.7262 | 0.8069 | 0.0 | 0.9286 | 0.7863 | 0.5338 | 0.8273 | 0.5618 | 0.6620 | 0.0 | 0.7098 | 0.6503 | 0.5284 | | 0.3865 | 1.51 | 560 | 0.5658 | 0.5667 | 0.6738 | 0.8245 | 0.9307 | 0.6871 | 0.8258 | 0.0 | 0.9056 | 0.8081 | 0.5596 | 0.8241 | 0.5652 | 0.6655 | 0.0 | 0.7164 | 0.6599 | 0.5357 | | 0.4578 | 1.57 | 580 | 0.6584 | 0.5512 | 0.6699 | 0.8128 | 0.8999 | 0.6886 | 0.8235 | 0.0 | 0.9096 | 0.8558 | 0.5117 | 0.8117 | 0.5384 | 0.6498 | 0.0 | 0.6981 | 0.6603 | 0.5003 | | 0.6526 | 1.62 | 600 | 0.5924 | 0.5548 | 0.6852 | 0.8195 | 0.9181 | 0.8340 | 0.8738 | 0.0 | 0.9148 | 0.7688 | 0.4867 | 0.8145 | 0.5239 | 0.6711 | 0.0 | 0.7293 | 0.6684 | 0.4765 | | 0.3538 | 1.68 | 620 | 0.5656 | 0.5771 | 0.7144 | 0.8238 | 0.9087 | 0.7954 | 0.8683 | 0.0 | 0.8171 | 0.9212 | 0.6899 | 0.8350 | 0.6169 | 0.6723 | 0.0 | 0.6950 | 0.5883 | 0.6322 | | 0.4446 | 1.73 | 640 | 0.5482 | 0.5792 | 0.6772 | 0.8344 | 0.9201 | 0.6804 | 0.8613 | 0.0 | 0.9421 | 0.7160 | 0.6204 | 0.8385 | 0.5755 | 0.6636 | 0.0 | 0.7278 | 0.6486 | 0.6006 | | 1.166 | 1.78 | 660 | 0.5782 | 0.5635 | 0.6885 | 0.8219 | 0.9064 | 0.7127 | 0.8046 | 0.0 | 0.8803 | 0.9036 | 0.6116 | 0.8288 | 0.5596 | 0.6522 | 0.0 | 0.7119 | 0.6053 | 0.5867 | | 0.884 | 1.84 | 680 | 0.5683 | 0.5736 | 0.6866 | 0.8288 | 0.9399 | 0.7292 | 0.8414 | 0.0 | 0.8930 | 0.8646 | 0.5378 | 0.8202 | 0.5786 | 0.6709 | 0.0 | 0.7343 | 0.6961 | 0.5153 | | 0.4581 | 1.89 | 700 | 0.5838 | 0.5806 | 0.7038 | 0.8293 | 0.8860 | 0.7218 | 0.8881 | 0.0004 | 0.8881 | 0.8782 | 0.6638 | 0.8220 | 0.5841 | 0.6273 | 0.0004 | 0.7226 | 0.6812 | 0.6264 | | 0.6757 | 1.95 | 720 | 0.5951 | 0.5691 | 0.6813 | 0.8251 | 0.8657 | 0.6365 | 0.8109 | 0.0003 | 0.9162 | 0.7627 | 0.7766 | 0.7896 | 0.5237 | 0.6350 | 0.0003 | 0.7493 | 0.6716 | 0.6142 | | 1.8545 | 2.0 | 740 | 0.6812 | 0.5417 | 0.6664 | 0.8110 | 0.9312 | 0.6934 | 0.8289 | 0.0001 | 0.8877 | 0.8927 | 0.4311 | 0.8070 | 0.5438 | 0.6569 | 0.0001 | 0.7201 | 0.6370 | 0.4271 | | 0.4047 | 2.05 | 760 | 0.6205 | 0.5462 | 0.6655 | 0.8142 | 0.9071 | 0.7238 | 0.8775 | 0.0003 | 0.9271 | 0.7154 | 0.5073 | 0.8065 | 0.5525 | 0.5943 | 0.0003 | 0.7338 | 0.6352 | 0.5008 | | 0.4515 | 2.11 | 780 | 0.6132 | 0.5336 | 0.6761 | 0.8040 | 0.9321 | 0.8235 | 0.7424 | 0.0024 | 0.8579 | 0.9264 | 0.4481 | 0.8100 | 0.5738 | 0.6352 | 0.0024 | 0.7222 | 0.5543 | 0.4370 | | 0.5024 | 2.16 | 800 | 0.5489 | 0.5850 | 0.6942 | 0.8366 | 0.9482 | 0.6629 | 0.8108 | 0.0243 | 0.8626 | 0.8734 | 0.6769 | 0.8162 | 0.5509 | 0.6876 | 0.0243 | 0.7615 | 0.6729 | 0.5819 | | 1.6373 | 2.22 | 820 | 0.5656 | 0.5826 | 0.6976 | 0.8340 | 0.9300 | 0.7296 | 0.8727 | 0.0192 | 0.8916 | 0.8391 | 0.6010 | 0.8099 | 0.5747 | 0.6903 | 0.0192 | 0.7676 | 0.6776 | 0.5386 | | 0.281 | 2.27 | 840 | 0.5156 | 0.6001 | 0.7189 | 0.8436 | 0.9102 | 0.7545 | 0.8683 | 0.0227 | 0.8791 | 0.8366 | 0.7610 | 0.8331 | 0.5925 | 0.6534 | 0.0226 | 0.7548 | 0.6809 | 0.6633 | | 0.579 | 2.32 | 860 | 0.5796 | 0.5517 | 0.6869 | 0.8157 | 0.9329 | 0.7382 | 0.8211 | 0.0321 | 0.8545 | 0.9163 | 0.5132 | 0.8326 | 0.5684 | 0.6283 | 0.0319 | 0.7276 | 0.5904 | 0.4827 | | 0.2339 | 2.38 | 880 | 0.5204 | 0.5813 | 0.7008 | 0.8328 | 0.9224 | 0.8078 | 0.8093 | 0.0844 | 0.9376 | 0.8072 | 0.5366 | 0.8388 | 0.5544 | 0.6906 | 0.0840 | 0.7456 | 0.6362 | 0.5193 | | 0.7328 | 2.43 | 900 | 0.5233 | 0.6044 | 0.7107 | 0.8414 | 0.9138 | 0.7215 | 0.8202 | 0.0809 | 0.9137 | 0.8555 | 0.6694 | 0.8436 | 0.5932 | 0.6987 | 0.0803 | 0.7384 | 0.6870 | 0.5898 | | 0.9982 | 2.49 | 920 | 0.5630 | 0.5893 | 0.7151 | 0.8309 | 0.9000 | 0.7179 | 0.8320 | 0.0853 | 0.8590 | 0.8913 | 0.7203 | 0.8372 | 0.5638 | 0.6829 | 0.0850 | 0.7223 | 0.6385 | 0.5955 | | 0.3926 | 2.54 | 940 | 0.5589 | 0.5858 | 0.6842 | 0.8358 | 0.9225 | 0.6172 | 0.8171 | 0.0327 | 0.9131 | 0.8245 | 0.6622 | 0.8345 | 0.5369 | 0.6959 | 0.0325 | 0.7336 | 0.6944 | 0.5729 | | 0.5018 | 2.59 | 960 | 0.5172 | 0.6177 | 0.7248 | 0.8581 | 0.9236 | 0.6985 | 0.8513 | 0.0383 | 0.8975 | 0.8602 | 0.8042 | 0.8494 | 0.5810 | 0.6725 | 0.0380 | 0.7836 | 0.7077 | 0.6915 | | 0.2735 | 2.65 | 980 | 0.5515 | 0.5864 | 0.6963 | 0.8387 | 0.9344 | 0.7383 | 0.8665 | 0.0379 | 0.9330 | 0.8329 | 0.5309 | 0.8461 | 0.5993 | 0.7137 | 0.0375 | 0.7541 | 0.6296 | 0.5248 | | 0.3839 | 2.7 | 1000 | 0.5652 | 0.5803 | 0.7092 | 0.8326 | 0.9161 | 0.7864 | 0.8964 | 0.0354 | 0.8980 | 0.8822 | 0.5497 | 0.8380 | 0.6092 | 0.6727 | 0.0352 | 0.7549 | 0.6311 | 0.5212 | | 0.3531 | 2.76 | 1020 | 0.5669 | 0.5816 | 0.6981 | 0.8334 | 0.9352 | 0.7396 | 0.8690 | 0.0381 | 0.8979 | 0.8546 | 0.5521 | 0.8383 | 0.6134 | 0.6611 | 0.0379 | 0.7476 | 0.6373 | 0.5354 | | 0.2312 | 2.81 | 1040 | 0.5318 | 0.6043 | 0.7191 | 0.8460 | 0.9259 | 0.7778 | 0.8476 | 0.0471 | 0.9046 | 0.8812 | 0.6496 | 0.8397 | 0.5853 | 0.6739 | 0.0466 | 0.7573 | 0.7163 | 0.6112 | | 0.5955 | 2.86 | 1060 | 0.5730 | 0.5972 | 0.7101 | 0.8395 | 0.9149 | 0.8154 | 0.8389 | 0.0332 | 0.9251 | 0.8266 | 0.6164 | 0.8400 | 0.6176 | 0.6864 | 0.0330 | 0.7414 | 0.6908 | 0.5712 | | 0.4457 | 2.92 | 1080 | 0.4992 | 0.6089 | 0.7267 | 0.8455 | 0.9262 | 0.8220 | 0.8642 | 0.0595 | 0.8999 | 0.8946 | 0.6206 | 0.8421 | 0.6105 | 0.6996 | 0.0571 | 0.7504 | 0.7132 | 0.5892 | | 0.2825 | 2.97 | 1100 | 0.5145 | 0.6007 | 0.7105 | 0.8398 | 0.9360 | 0.7366 | 0.8729 | 0.0694 | 0.8921 | 0.8717 | 0.5949 | 0.8487 | 0.6017 | 0.7048 | 0.0661 | 0.7303 | 0.6948 | 0.5583 | | 0.3274 | 3.03 | 1120 | 0.5493 | 0.6054 | 0.7231 | 0.8404 | 0.9359 | 0.7684 | 0.8952 | 0.1101 | 0.8797 | 0.8864 | 0.5857 | 0.8487 | 0.6156 | 0.6978 | 0.1036 | 0.7379 | 0.6797 | 0.5544 | | 0.8034 | 3.08 | 1140 | 0.5433 | 0.6114 | 0.7238 | 0.8446 | 0.9268 | 0.7549 | 0.8444 | 0.0928 | 0.8886 | 0.8996 | 0.6598 | 0.8461 | 0.6118 | 0.7035 | 0.0899 | 0.7415 | 0.6758 | 0.6111 | | 0.5863 | 3.14 | 1160 | 0.5395 | 0.6096 | 0.7286 | 0.8430 | 0.9193 | 0.8539 | 0.8307 | 0.0950 | 0.9129 | 0.8827 | 0.6058 | 0.8445 | 0.6220 | 0.7115 | 0.0936 | 0.7445 | 0.6776 | 0.5734 | | 0.2249 | 3.19 | 1180 | 0.5066 | 0.6122 | 0.7183 | 0.8485 | 0.9421 | 0.7691 | 0.8629 | 0.0716 | 0.9124 | 0.8727 | 0.5972 | 0.8503 | 0.6324 | 0.7082 | 0.0700 | 0.7552 | 0.6834 | 0.5855 | | 0.2115 | 3.24 | 1200 | 0.5109 | 0.6203 | 0.7304 | 0.8464 | 0.9371 | 0.8116 | 0.8596 | 0.1329 | 0.9039 | 0.8805 | 0.5874 | 0.8511 | 0.6471 | 0.7280 | 0.1271 | 0.7420 | 0.6726 | 0.5740 | | 0.3939 | 3.3 | 1220 | 0.5001 | 0.6297 | 0.7418 | 0.8542 | 0.9117 | 0.7707 | 0.8710 | 0.1207 | 0.8892 | 0.8420 | 0.7873 | 0.8468 | 0.6324 | 0.7056 | 0.1168 | 0.7677 | 0.6723 | 0.6662 | | 0.3146 | 3.35 | 1240 | 0.4795 | 0.6310 | 0.7451 | 0.8530 | 0.9185 | 0.8271 | 0.8393 | 0.1369 | 0.8968 | 0.8735 | 0.7238 | 0.8391 | 0.6344 | 0.7031 | 0.1302 | 0.7666 | 0.6911 | 0.6527 | | 1.0368 | 3.41 | 1260 | 0.4918 | 0.6261 | 0.7292 | 0.8565 | 0.9118 | 0.6879 | 0.8536 | 0.1286 | 0.9225 | 0.8397 | 0.7607 | 0.8381 | 0.5896 | 0.6575 | 0.1200 | 0.7852 | 0.6613 | 0.7312 | | 0.5795 | 3.46 | 1280 | 0.6112 | 0.6323 | 0.7602 | 0.8406 | 0.8351 | 0.7382 | 0.9195 | 0.2488 | 0.8829 | 0.8442 | 0.8526 | 0.7706 | 0.6128 | 0.6311 | 0.2293 | 0.7889 | 0.6936 | 0.6997 | | 0.3686 | 3.51 | 1300 | 0.4967 | 0.6613 | 0.7782 | 0.8612 | 0.8786 | 0.8180 | 0.8636 | 0.2660 | 0.9012 | 0.8664 | 0.8536 | 0.8298 | 0.6318 | 0.7420 | 0.2460 | 0.7798 | 0.6828 | 0.7166 | | 0.2349 | 3.57 | 1320 | 0.4953 | 0.6342 | 0.7357 | 0.8544 | 0.9391 | 0.7633 | 0.8615 | 0.1727 | 0.9151 | 0.8668 | 0.6312 | 0.8478 | 0.6300 | 0.7239 | 0.1561 | 0.7633 | 0.7080 | 0.6104 | | 0.4217 | 3.62 | 1340 | 0.4766 | 0.6516 | 0.7475 | 0.8632 | 0.9384 | 0.7338 | 0.8651 | 0.2318 | 0.9191 | 0.8396 | 0.7048 | 0.8575 | 0.6185 | 0.7234 | 0.2089 | 0.7709 | 0.7040 | 0.6780 | | 0.2898 | 3.68 | 1360 | 0.4637 | 0.6722 | 0.7814 | 0.8661 | 0.9278 | 0.8127 | 0.8470 | 0.3403 | 0.8946 | 0.9104 | 0.7372 | 0.8580 | 0.6420 | 0.7329 | 0.3011 | 0.7670 | 0.6921 | 0.7123 | | 0.5545 | 3.73 | 1380 | 0.4646 | 0.6755 | 0.7825 | 0.8681 | 0.9449 | 0.8086 | 0.8611 | 0.3592 | 0.8876 | 0.9017 | 0.7146 | 0.8599 | 0.6513 | 0.7467 | 0.3089 | 0.7765 | 0.7021 | 0.6829 | | 0.31 | 3.78 | 1400 | 0.4794 | 0.6748 | 0.7882 | 0.8650 | 0.9185 | 0.7609 | 0.8412 | 0.4449 | 0.8881 | 0.8753 | 0.7886 | 0.8540 | 0.6263 | 0.7287 | 0.3347 | 0.7736 | 0.7031 | 0.7030 | | 0.2665 | 3.84 | 1420 | 0.5223 | 0.6480 | 0.7634 | 0.8498 | 0.9196 | 0.7413 | 0.8567 | 0.3999 | 0.8926 | 0.8812 | 0.6523 | 0.8493 | 0.6271 | 0.7190 | 0.3217 | 0.7562 | 0.6703 | 0.5921 | | 0.5818 | 3.89 | 1440 | 0.5043 | 0.6629 | 0.7642 | 0.8661 | 0.9377 | 0.8163 | 0.8686 | 0.2610 | 0.9064 | 0.8081 | 0.7512 | 0.8516 | 0.6515 | 0.7271 | 0.2454 | 0.7841 | 0.6935 | 0.6869 | | 1.2037 | 3.95 | 1460 | 0.5396 | 0.6400 | 0.7395 | 0.8563 | 0.9248 | 0.6675 | 0.8409 | 0.2370 | 0.9066 | 0.8677 | 0.7322 | 0.8536 | 0.5725 | 0.7438 | 0.2230 | 0.7626 | 0.6881 | 0.6363 | | 0.317 | 4.0 | 1480 | 0.5300 | 0.6343 | 0.7373 | 0.8508 | 0.9009 | 0.6888 | 0.8873 | 0.2465 | 0.9246 | 0.7886 | 0.7244 | 0.8342 | 0.5893 | 0.7064 | 0.2198 | 0.7699 | 0.6932 | 0.6275 | | 0.2423 | 4.05 | 1500 | 0.4636 | 0.6769 | 0.7843 | 0.8695 | 0.9377 | 0.8186 | 0.8722 | 0.3433 | 0.8857 | 0.8647 | 0.7680 | 0.8525 | 0.6555 | 0.7449 | 0.2920 | 0.7846 | 0.6902 | 0.7185 | | 0.2467 | 4.11 | 1520 | 0.5415 | 0.6571 | 0.7648 | 0.8559 | 0.9488 | 0.7661 | 0.8346 | 0.4329 | 0.9052 | 0.8605 | 0.6053 | 0.8432 | 0.6481 | 0.7337 | 0.3121 | 0.7753 | 0.6935 | 0.5938 | | 0.4379 | 4.16 | 1540 | 0.4933 | 0.6634 | 0.7775 | 0.8623 | 0.9158 | 0.6951 | 0.8217 | 0.4249 | 0.8799 | 0.8754 | 0.8299 | 0.8526 | 0.5809 | 0.7307 | 0.3199 | 0.7743 | 0.6682 | 0.7170 | | 0.3536 | 4.22 | 1560 | 0.4949 | 0.6745 | 0.7931 | 0.8676 | 0.9322 | 0.8047 | 0.8617 | 0.3888 | 0.8572 | 0.8813 | 0.8260 | 0.8556 | 0.6337 | 0.7269 | 0.3072 | 0.7806 | 0.6859 | 0.7315 | | 0.6592 | 4.27 | 1580 | 0.4814 | 0.6780 | 0.7867 | 0.8706 | 0.9250 | 0.7844 | 0.8565 | 0.3672 | 0.8897 | 0.8674 | 0.8165 | 0.8577 | 0.6410 | 0.7296 | 0.3088 | 0.7861 | 0.6844 | 0.7382 | | 0.1168 | 4.32 | 1600 | 0.4972 | 0.6820 | 0.7779 | 0.8739 | 0.9281 | 0.7759 | 0.8545 | 0.3401 | 0.9138 | 0.8035 | 0.8295 | 0.8549 | 0.6408 | 0.7396 | 0.3046 | 0.7934 | 0.7084 | 0.7320 | | 0.5383 | 4.38 | 1620 | 0.5760 | 0.6567 | 0.7759 | 0.8517 | 0.9037 | 0.7389 | 0.8502 | 0.4652 | 0.8966 | 0.8831 | 0.6934 | 0.8432 | 0.6143 | 0.7389 | 0.3270 | 0.7522 | 0.6894 | 0.6318 | | 0.3261 | 4.43 | 1640 | 0.4663 | 0.6973 | 0.8008 | 0.8775 | 0.9392 | 0.7674 | 0.8570 | 0.4915 | 0.8951 | 0.8439 | 0.8115 | 0.8614 | 0.6479 | 0.7551 | 0.3742 | 0.7961 | 0.6990 | 0.7474 | | 0.2648 | 4.49 | 1660 | 0.4805 | 0.6741 | 0.7917 | 0.8662 | 0.9199 | 0.8188 | 0.8600 | 0.4445 | 0.9023 | 0.8431 | 0.7536 | 0.8604 | 0.6421 | 0.7428 | 0.3165 | 0.7821 | 0.6823 | 0.6924 | | 0.1427 | 4.54 | 1680 | 0.5141 | 0.6563 | 0.7721 | 0.8577 | 0.9476 | 0.7653 | 0.8602 | 0.4278 | 0.8899 | 0.8945 | 0.6194 | 0.8543 | 0.6368 | 0.7375 | 0.3273 | 0.7831 | 0.6539 | 0.6008 | | 0.1841 | 4.59 | 1700 | 0.4819 | 0.6703 | 0.7890 | 0.8629 | 0.9453 | 0.7390 | 0.8606 | 0.5217 | 0.8662 | 0.8509 | 0.7390 | 0.8563 | 0.6235 | 0.7461 | 0.2843 | 0.7751 | 0.7058 | 0.7009 | | 0.2197 | 4.65 | 1720 | 0.4670 | 0.6841 | 0.7855 | 0.8723 | 0.9391 | 0.7990 | 0.8506 | 0.4233 | 0.9181 | 0.8333 | 0.7349 | 0.8618 | 0.6491 | 0.7432 | 0.3381 | 0.7882 | 0.7047 | 0.7035 | | 0.3657 | 4.7 | 1740 | 0.4965 | 0.6677 | 0.7736 | 0.8663 | 0.9329 | 0.7896 | 0.8883 | 0.3171 | 0.8923 | 0.8300 | 0.7653 | 0.8587 | 0.6569 | 0.7141 | 0.2648 | 0.7806 | 0.7081 | 0.6907 | | 0.2839 | 4.76 | 1760 | 0.5082 | 0.6600 | 0.7796 | 0.8537 | 0.9354 | 0.8088 | 0.8800 | 0.4487 | 0.8839 | 0.8953 | 0.6054 | 0.8483 | 0.6592 | 0.7410 | 0.3760 | 0.7684 | 0.6376 | 0.5897 | | 0.5087 | 4.81 | 1780 | 0.4551 | 0.6947 | 0.8116 | 0.8746 | 0.9369 | 0.7739 | 0.8744 | 0.5254 | 0.8626 | 0.8863 | 0.8220 | 0.8595 | 0.6513 | 0.7324 | 0.3658 | 0.7883 | 0.6789 | 0.7869 | | 0.3757 | 4.86 | 1800 | 0.4415 | 0.6921 | 0.7932 | 0.8753 | 0.9337 | 0.8234 | 0.8570 | 0.4325 | 0.9221 | 0.8316 | 0.7524 | 0.8551 | 0.6557 | 0.7466 | 0.3492 | 0.7967 | 0.7233 | 0.7182 | | 0.4985 | 4.92 | 1820 | 0.4335 | 0.6991 | 0.8034 | 0.8790 | 0.9233 | 0.8422 | 0.8633 | 0.4008 | 0.9103 | 0.8772 | 0.8069 | 0.8529 | 0.6560 | 0.7576 | 0.3556 | 0.8018 | 0.7081 | 0.7615 | | 0.3946 | 4.97 | 1840 | 0.4248 | 0.7033 | 0.8104 | 0.8801 | 0.9262 | 0.8356 | 0.8432 | 0.4626 | 0.9059 | 0.8822 | 0.8168 | 0.8575 | 0.6567 | 0.7521 | 0.3797 | 0.8042 | 0.7187 | 0.7541 | | 0.1543 | 5.03 | 1860 | 0.4983 | 0.6654 | 0.7719 | 0.8651 | 0.9455 | 0.7695 | 0.8847 | 0.3822 | 0.9096 | 0.8585 | 0.6536 | 0.8525 | 0.6534 | 0.7317 | 0.2814 | 0.7991 | 0.7079 | 0.6315 | | 0.3259 | 5.08 | 1880 | 0.4685 | 0.6825 | 0.7957 | 0.8669 | 0.9465 | 0.7994 | 0.8415 | 0.5036 | 0.8811 | 0.8888 | 0.7091 | 0.8534 | 0.6490 | 0.7638 | 0.3841 | 0.7871 | 0.6831 | 0.6568 | | 0.2935 | 5.14 | 1900 | 0.4701 | 0.6867 | 0.7948 | 0.8708 | 0.9327 | 0.8312 | 0.8561 | 0.4515 | 0.9053 | 0.8376 | 0.7495 | 0.8512 | 0.6527 | 0.7666 | 0.3557 | 0.7929 | 0.6987 | 0.6889 | | 0.2034 | 5.19 | 1920 | 0.4550 | 0.7051 | 0.8169 | 0.8801 | 0.9276 | 0.8185 | 0.8720 | 0.5048 | 0.8895 | 0.8739 | 0.8320 | 0.8621 | 0.6570 | 0.7717 | 0.3746 | 0.7978 | 0.7094 | 0.7630 | | 0.4657 | 5.24 | 1940 | 0.5338 | 0.7000 | 0.8168 | 0.8738 | 0.9080 | 0.8181 | 0.8832 | 0.4949 | 0.8719 | 0.8608 | 0.8806 | 0.8537 | 0.6541 | 0.7400 | 0.4127 | 0.7836 | 0.7099 | 0.7462 | | 0.1772 | 5.3 | 1960 | 0.4634 | 0.6831 | 0.7860 | 0.8715 | 0.9208 | 0.7300 | 0.8915 | 0.4096 | 0.9065 | 0.8675 | 0.7758 | 0.8557 | 0.6223 | 0.7291 | 0.3492 | 0.7842 | 0.7078 | 0.7337 | | 0.2717 | 5.35 | 1980 | 0.4557 | 0.6976 | 0.7962 | 0.8799 | 0.9285 | 0.8214 | 0.8495 | 0.4140 | 0.9293 | 0.8366 | 0.7942 | 0.8591 | 0.6529 | 0.7577 | 0.3605 | 0.8069 | 0.6974 | 0.7490 | | 0.2144 | 5.41 | 2000 | 0.4535 | 0.6935 | 0.7926 | 0.8789 | 0.9360 | 0.8037 | 0.8675 | 0.3906 | 0.9112 | 0.8323 | 0.8070 | 0.8659 | 0.6591 | 0.7570 | 0.3530 | 0.8043 | 0.6809 | 0.7344 | | 0.5953 | 5.46 | 2020 | 0.4030 | 0.6948 | 0.7992 | 0.8787 | 0.9225 | 0.7925 | 0.8888 | 0.4236 | 0.9128 | 0.8392 | 0.8153 | 0.8673 | 0.6526 | 0.7638 | 0.3220 | 0.7958 | 0.7158 | 0.7464 | | 0.1702 | 5.51 | 2040 | 0.4188 | 0.6918 | 0.8004 | 0.8737 | 0.9093 | 0.8090 | 0.8767 | 0.4469 | 0.9199 | 0.8595 | 0.7816 | 0.8508 | 0.6627 | 0.7596 | 0.3438 | 0.8016 | 0.7211 | 0.7027 | | 0.2988 | 5.57 | 2060 | 0.5301 | 0.6836 | 0.7995 | 0.8633 | 0.8811 | 0.7637 | 0.8819 | 0.4693 | 0.8899 | 0.8596 | 0.8512 | 0.8094 | 0.6496 | 0.7485 | 0.3617 | 0.8092 | 0.7299 | 0.6772 | | 0.2987 | 5.62 | 2080 | 0.5280 | 0.6882 | 0.8027 | 0.8667 | 0.8863 | 0.7609 | 0.8462 | 0.5201 | 0.9077 | 0.8618 | 0.8360 | 0.8202 | 0.6382 | 0.7361 | 0.3991 | 0.8130 | 0.7273 | 0.6835 | | 0.1692 | 5.68 | 2100 | 0.5307 | 0.6851 | 0.7984 | 0.8670 | 0.8890 | 0.8436 | 0.8368 | 0.4040 | 0.9087 | 0.8793 | 0.8274 | 0.8159 | 0.6591 | 0.7381 | 0.3551 | 0.8176 | 0.7318 | 0.6780 | | 0.1263 | 5.73 | 2120 | 0.5442 | 0.6841 | 0.8038 | 0.8647 | 0.8565 | 0.8307 | 0.8781 | 0.4069 | 0.9090 | 0.8600 | 0.8851 | 0.8045 | 0.6518 | 0.7452 | 0.3355 | 0.8125 | 0.7468 | 0.6922 | | 0.5408 | 5.78 | 2140 | 0.4202 | 0.7017 | 0.8039 | 0.8818 | 0.9431 | 0.8012 | 0.8548 | 0.4229 | 0.8897 | 0.8906 | 0.8247 | 0.8623 | 0.6651 | 0.7599 | 0.3469 | 0.8051 | 0.6877 | 0.7845 | | 0.1841 | 5.84 | 2160 | 0.4853 | 0.6824 | 0.7780 | 0.8735 | 0.9525 | 0.7711 | 0.8728 | 0.3869 | 0.9176 | 0.8479 | 0.6972 | 0.8512 | 0.6538 | 0.7573 | 0.3085 | 0.8079 | 0.7262 | 0.6717 | | 0.1868 | 5.89 | 2180 | 0.5027 | 0.6762 | 0.7934 | 0.8686 | 0.9317 | 0.8252 | 0.8990 | 0.4336 | 0.9004 | 0.8540 | 0.7094 | 0.8648 | 0.6659 | 0.7207 | 0.3175 | 0.7932 | 0.6882 | 0.6827 | | 0.3223 | 5.95 | 2200 | 0.4496 | 0.7057 | 0.8101 | 0.8814 | 0.9262 | 0.7889 | 0.8571 | 0.4803 | 0.9010 | 0.8744 | 0.8427 | 0.8649 | 0.6600 | 0.7623 | 0.3747 | 0.7966 | 0.6841 | 0.7972 | | 0.1825 | 6.0 | 2220 | 0.4498 | 0.6969 | 0.7993 | 0.8779 | 0.9383 | 0.8241 | 0.8505 | 0.4503 | 0.9135 | 0.8471 | 0.7711 | 0.8625 | 0.6702 | 0.7520 | 0.3455 | 0.7973 | 0.7126 | 0.7380 | | 0.2738 | 6.05 | 2240 | 0.4840 | 0.6939 | 0.7944 | 0.8776 | 0.9366 | 0.8067 | 0.8489 | 0.4348 | 0.9244 | 0.8633 | 0.7459 | 0.8695 | 0.6675 | 0.7544 | 0.3469 | 0.7966 | 0.7043 | 0.7182 | | 0.2593 | 6.11 | 2260 | 0.5049 | 0.6699 | 0.7827 | 0.8660 | 0.9539 | 0.8025 | 0.8898 | 0.4326 | 0.8854 | 0.8144 | 0.7004 | 0.8615 | 0.6719 | 0.7159 | 0.2738 | 0.7929 | 0.6975 | 0.6757 | | 0.2305 | 6.16 | 2280 | 0.4865 | 0.6783 | 0.7893 | 0.8698 | 0.9378 | 0.8271 | 0.8663 | 0.4137 | 0.9061 | 0.8663 | 0.7076 | 0.8691 | 0.6749 | 0.7235 | 0.3301 | 0.7894 | 0.6759 | 0.6856 | | 0.3543 | 6.22 | 2300 | 0.5069 | 0.6821 | 0.7860 | 0.8720 | 0.9367 | 0.8107 | 0.8649 | 0.4387 | 0.9259 | 0.7976 | 0.7276 | 0.8603 | 0.6628 | 0.7296 | 0.3114 | 0.7960 | 0.7074 | 0.7072 | | 0.2266 | 6.27 | 2320 | 0.4808 | 0.6838 | 0.7911 | 0.8722 | 0.9515 | 0.7631 | 0.8498 | 0.4984 | 0.8985 | 0.8467 | 0.7296 | 0.8694 | 0.6478 | 0.7449 | 0.3663 | 0.7935 | 0.6558 | 0.7090 | | 0.2134 | 6.32 | 2340 | 0.4706 | 0.6736 | 0.7848 | 0.8685 | 0.9396 | 0.7247 | 0.9010 | 0.4622 | 0.8905 | 0.8326 | 0.7428 | 0.8673 | 0.6160 | 0.7185 | 0.3517 | 0.7866 | 0.6614 | 0.7134 | | 0.2823 | 6.38 | 2360 | 0.4619 | 0.6921 | 0.7957 | 0.8773 | 0.9422 | 0.8285 | 0.8589 | 0.4346 | 0.9187 | 0.8503 | 0.7367 | 0.8714 | 0.6754 | 0.7431 | 0.3636 | 0.8037 | 0.6763 | 0.7115 | | 0.2696 | 6.43 | 2380 | 0.4805 | 0.6892 | 0.8042 | 0.8720 | 0.9538 | 0.8098 | 0.8575 | 0.5327 | 0.8805 | 0.8762 | 0.7191 | 0.8677 | 0.6756 | 0.7480 | 0.3915 | 0.7976 | 0.6524 | 0.6915 | | 0.3536 | 6.49 | 2400 | 0.4269 | 0.7014 | 0.8034 | 0.8808 | 0.9368 | 0.8231 | 0.8803 | 0.4420 | 0.9091 | 0.8352 | 0.7972 | 0.8708 | 0.6696 | 0.7408 | 0.3771 | 0.7981 | 0.6910 | 0.7625 | | 0.2242 | 6.54 | 2420 | 0.4132 | 0.6971 | 0.8080 | 0.8786 | 0.9399 | 0.8311 | 0.8764 | 0.4806 | 0.8960 | 0.8431 | 0.7889 | 0.8710 | 0.6565 | 0.7415 | 0.3596 | 0.7952 | 0.6992 | 0.7563 | | 0.2066 | 6.59 | 2440 | 0.4250 | 0.6984 | 0.7891 | 0.8821 | 0.9443 | 0.7366 | 0.8550 | 0.4531 | 0.9274 | 0.8033 | 0.8036 | 0.8595 | 0.6264 | 0.7442 | 0.3773 | 0.8165 | 0.7104 | 0.7542 | | 0.3392 | 6.65 | 2460 | 0.4451 | 0.7069 | 0.8068 | 0.8826 | 0.9344 | 0.7984 | 0.8709 | 0.4868 | 0.9166 | 0.8370 | 0.8034 | 0.8621 | 0.6675 | 0.7526 | 0.3907 | 0.8134 | 0.7178 | 0.7439 | | 0.157 | 6.7 | 2480 | 0.4524 | 0.6997 | 0.8127 | 0.8789 | 0.9376 | 0.8584 | 0.8853 | 0.4565 | 0.8887 | 0.8806 | 0.7816 | 0.8628 | 0.6606 | 0.7511 | 0.3643 | 0.7975 | 0.7006 | 0.7612 | | 0.372 | 6.76 | 2500 | 0.4940 | 0.6909 | 0.7882 | 0.8735 | 0.9448 | 0.7823 | 0.8675 | 0.4468 | 0.9153 | 0.8503 | 0.7101 | 0.8591 | 0.6557 | 0.7605 | 0.3728 | 0.7878 | 0.7093 | 0.6912 | | 0.3178 | 6.81 | 2520 | 0.4903 | 0.6930 | 0.8142 | 0.8717 | 0.9423 | 0.8331 | 0.8682 | 0.5512 | 0.8773 | 0.9142 | 0.7134 | 0.8683 | 0.6637 | 0.7577 | 0.4163 | 0.7872 | 0.6649 | 0.6930 | | 0.215 | 6.86 | 2540 | 0.4637 | 0.6972 | 0.7998 | 0.8757 | 0.9532 | 0.8119 | 0.8633 | 0.4540 | 0.8857 | 0.8881 | 0.7424 | 0.8646 | 0.6725 | 0.7560 | 0.3920 | 0.7871 | 0.6898 | 0.7182 | | 0.3213 | 6.92 | 2560 | 0.4628 | 0.6959 | 0.8036 | 0.8743 | 0.9387 | 0.8257 | 0.8729 | 0.4564 | 0.8865 | 0.8796 | 0.7655 | 0.8649 | 0.6665 | 0.7610 | 0.3949 | 0.7854 | 0.6949 | 0.7040 | | 0.2527 | 6.97 | 2580 | 0.4482 | 0.7161 | 0.8130 | 0.8883 | 0.9407 | 0.7845 | 0.8738 | 0.4884 | 0.9042 | 0.8376 | 0.8616 | 0.8654 | 0.6612 | 0.7485 | 0.3966 | 0.8198 | 0.7400 | 0.7813 | | 0.1728 | 7.03 | 2600 | 0.5057 | 0.6812 | 0.7963 | 0.8684 | 0.9445 | 0.8226 | 0.8590 | 0.4278 | 0.8697 | 0.9191 | 0.7313 | 0.8649 | 0.6499 | 0.7537 | 0.3764 | 0.7808 | 0.6370 | 0.7060 | | 0.2091 | 7.08 | 2620 | 0.4663 | 0.6976 | 0.7985 | 0.8776 | 0.9460 | 0.8091 | 0.8621 | 0.4714 | 0.9128 | 0.8510 | 0.7370 | 0.8651 | 0.6651 | 0.7630 | 0.3829 | 0.7992 | 0.7020 | 0.7062 | | 0.2555 | 7.14 | 2640 | 0.4451 | 0.6965 | 0.8166 | 0.8746 | 0.9317 | 0.8049 | 0.8471 | 0.5562 | 0.8739 | 0.8891 | 0.8131 | 0.8724 | 0.6473 | 0.7589 | 0.3731 | 0.7762 | 0.6921 | 0.7555 | | 0.0762 | 7.19 | 2660 | 0.5804 | 0.6913 | 0.8124 | 0.8693 | 0.8979 | 0.8372 | 0.8690 | 0.4670 | 0.8733 | 0.8620 | 0.8803 | 0.8319 | 0.6566 | 0.7501 | 0.3740 | 0.7960 | 0.6973 | 0.7335 | | 0.2356 | 7.24 | 2680 | 0.5501 | 0.6870 | 0.8061 | 0.8653 | 0.9067 | 0.8089 | 0.8826 | 0.5069 | 0.8836 | 0.8740 | 0.7798 | 0.8436 | 0.6681 | 0.7500 | 0.3888 | 0.7794 | 0.6888 | 0.6903 | | 0.229 | 7.3 | 2700 | 0.4246 | 0.7151 | 0.8166 | 0.8857 | 0.9342 | 0.8390 | 0.8546 | 0.4949 | 0.9131 | 0.8574 | 0.8230 | 0.8709 | 0.6682 | 0.7535 | 0.4107 | 0.8030 | 0.7215 | 0.7781 | | 0.287 | 7.35 | 2720 | 0.4747 | 0.6925 | 0.7956 | 0.8747 | 0.9487 | 0.7590 | 0.8601 | 0.5028 | 0.9007 | 0.8641 | 0.7335 | 0.8688 | 0.6575 | 0.7474 | 0.3801 | 0.7887 | 0.6922 | 0.7126 | | 0.1907 | 7.41 | 2740 | 0.4474 | 0.7047 | 0.8106 | 0.8794 | 0.9501 | 0.8078 | 0.8484 | 0.5106 | 0.8832 | 0.8878 | 0.7866 | 0.8644 | 0.6592 | 0.7515 | 0.4136 | 0.7961 | 0.6971 | 0.7511 | | 0.1433 | 7.46 | 2760 | 0.4735 | 0.6826 | 0.7862 | 0.8733 | 0.9403 | 0.7459 | 0.8884 | 0.4500 | 0.9126 | 0.8334 | 0.7329 | 0.8710 | 0.6268 | 0.7086 | 0.3855 | 0.7979 | 0.6869 | 0.7014 | | 0.2798 | 7.51 | 2780 | 0.4645 | 0.6950 | 0.8059 | 0.8744 | 0.9293 | 0.7871 | 0.8788 | 0.5225 | 0.9041 | 0.8737 | 0.7459 | 0.8671 | 0.6606 | 0.7271 | 0.4156 | 0.7951 | 0.6873 | 0.7119 | | 0.2179 | 7.57 | 2800 | 0.4856 | 0.6790 | 0.8021 | 0.8667 | 0.9389 | 0.7727 | 0.8977 | 0.5403 | 0.8740 | 0.8819 | 0.7091 | 0.8642 | 0.6515 | 0.7139 | 0.3837 | 0.7894 | 0.6674 | 0.6829 | | 0.2489 | 7.62 | 2820 | 0.4813 | 0.6997 | 0.7979 | 0.8781 | 0.9422 | 0.8197 | 0.8659 | 0.4907 | 0.9300 | 0.8034 | 0.7334 | 0.8636 | 0.6674 | 0.7461 | 0.4032 | 0.8033 | 0.7118 | 0.7026 | | 0.2088 | 7.68 | 2840 | 0.4967 | 0.6967 | 0.7868 | 0.8772 | 0.9448 | 0.7841 | 0.8710 | 0.4438 | 0.9314 | 0.7981 | 0.7347 | 0.8633 | 0.6679 | 0.7616 | 0.3802 | 0.7950 | 0.7054 | 0.7036 | | 1.4943 | 7.73 | 2860 | 0.4650 | 0.7076 | 0.8172 | 0.8822 | 0.9453 | 0.8504 | 0.8745 | 0.5019 | 0.8875 | 0.8525 | 0.8084 | 0.8626 | 0.6716 | 0.7564 | 0.3858 | 0.8073 | 0.6949 | 0.7744 | | 0.1842 | 7.78 | 2880 | 0.4890 | 0.6962 | 0.8026 | 0.8771 | 0.9433 | 0.8371 | 0.8870 | 0.4157 | 0.8845 | 0.8691 | 0.7817 | 0.8619 | 0.6745 | 0.7458 | 0.3593 | 0.7933 | 0.6917 | 0.7467 | | 0.1736 | 7.84 | 2900 | 0.5137 | 0.6846 | 0.7997 | 0.8686 | 0.9294 | 0.7906 | 0.8846 | 0.5005 | 0.8908 | 0.8688 | 0.7333 | 0.8614 | 0.6727 | 0.7363 | 0.3548 | 0.7818 | 0.6848 | 0.7007 | | 0.0741 | 7.89 | 2920 | 0.4894 | 0.6865 | 0.8048 | 0.8674 | 0.9449 | 0.7941 | 0.8550 | 0.5675 | 0.8726 | 0.8752 | 0.7243 | 0.8600 | 0.6575 | 0.7549 | 0.3885 | 0.7768 | 0.6912 | 0.6768 | | 1.0211 | 7.95 | 2940 | 0.5253 | 0.6995 | 0.8028 | 0.8746 | 0.9249 | 0.8094 | 0.8542 | 0.5138 | 0.9180 | 0.8269 | 0.7723 | 0.8553 | 0.6635 | 0.7638 | 0.3970 | 0.7927 | 0.7299 | 0.6947 | | 0.1533 | 8.0 | 2960 | 0.5440 | 0.6866 | 0.7910 | 0.8704 | 0.9378 | 0.8262 | 0.8675 | 0.4365 | 0.9073 | 0.8407 | 0.7210 | 0.8520 | 0.6734 | 0.7407 | 0.3410 | 0.7870 | 0.7222 | 0.6895 | | 0.1831 | 8.05 | 2980 | 0.5731 | 0.6853 | 0.7804 | 0.8715 | 0.9367 | 0.8117 | 0.8719 | 0.3778 | 0.9262 | 0.8276 | 0.7109 | 0.8510 | 0.6730 | 0.7480 | 0.3358 | 0.7907 | 0.7154 | 0.6831 | | 0.3096 | 8.11 | 3000 | 0.5337 | 0.6960 | 0.8019 | 0.8745 | 0.9299 | 0.8336 | 0.8758 | 0.4576 | 0.9075 | 0.8535 | 0.7552 | 0.8623 | 0.6744 | 0.7461 | 0.3805 | 0.7856 | 0.7046 | 0.7188 | | 0.3453 | 8.16 | 3020 | 0.5051 | 0.6937 | 0.8006 | 0.8764 | 0.9358 | 0.8207 | 0.8646 | 0.4590 | 0.9096 | 0.8591 | 0.7555 | 0.8666 | 0.6735 | 0.7450 | 0.3479 | 0.7970 | 0.7071 | 0.7190 | | 0.428 | 8.22 | 3040 | 0.5491 | 0.6820 | 0.7859 | 0.8701 | 0.9395 | 0.7986 | 0.8750 | 0.4329 | 0.9168 | 0.8531 | 0.6857 | 0.8624 | 0.6737 | 0.7670 | 0.3504 | 0.7928 | 0.6666 | 0.6612 | | 0.1888 | 8.27 | 3060 | 0.4946 | 0.6962 | 0.8192 | 0.8740 | 0.9356 | 0.8465 | 0.8509 | 0.5832 | 0.8872 | 0.8772 | 0.7539 | 0.8663 | 0.6706 | 0.7675 | 0.3718 | 0.7924 | 0.6868 | 0.7177 | | 0.2311 | 8.32 | 3080 | 0.5046 | 0.6989 | 0.7946 | 0.8786 | 0.9458 | 0.8213 | 0.8475 | 0.4273 | 0.9177 | 0.8529 | 0.7496 | 0.8630 | 0.6715 | 0.7560 | 0.3647 | 0.7967 | 0.7241 | 0.7164 | | 0.1286 | 8.38 | 3100 | 0.4906 | 0.7030 | 0.8158 | 0.8783 | 0.9350 | 0.8164 | 0.8721 | 0.5063 | 0.8831 | 0.9105 | 0.7871 | 0.8723 | 0.6683 | 0.7490 | 0.3971 | 0.7875 | 0.6949 | 0.7517 | | 0.1767 | 8.43 | 3120 | 0.4789 | 0.7067 | 0.8089 | 0.8809 | 0.9405 | 0.8015 | 0.8749 | 0.4939 | 0.9045 | 0.8813 | 0.7658 | 0.8747 | 0.6714 | 0.7694 | 0.4011 | 0.7926 | 0.7091 | 0.7283 | | 0.5431 | 8.49 | 3140 | 0.4786 | 0.7144 | 0.8228 | 0.8871 | 0.9264 | 0.8328 | 0.8910 | 0.4969 | 0.9077 | 0.8680 | 0.8366 | 0.8681 | 0.6637 | 0.7535 | 0.3921 | 0.8163 | 0.7153 | 0.7920 | | 0.2099 | 8.54 | 3160 | 0.5180 | 0.6947 | 0.8019 | 0.8811 | 0.9422 | 0.7051 | 0.8342 | 0.5563 | 0.9031 | 0.8332 | 0.8388 | 0.8704 | 0.5818 | 0.7568 | 0.3983 | 0.8201 | 0.7068 | 0.7289 | | 0.1189 | 8.59 | 3180 | 0.5339 | 0.6887 | 0.7862 | 0.8776 | 0.9371 | 0.6831 | 0.8428 | 0.5067 | 0.9287 | 0.8210 | 0.7839 | 0.8641 | 0.5771 | 0.7609 | 0.4034 | 0.8181 | 0.7125 | 0.6848 | | 0.1711 | 8.65 | 3200 | 0.4568 | 0.7076 | 0.8186 | 0.8815 | 0.9402 | 0.8317 | 0.8801 | 0.5157 | 0.8889 | 0.8824 | 0.7913 | 0.8634 | 0.6597 | 0.7560 | 0.4045 | 0.8055 | 0.7136 | 0.7504 | | 0.4557 | 8.7 | 3220 | 0.4799 | 0.7026 | 0.8016 | 0.8804 | 0.9429 | 0.7953 | 0.8625 | 0.5141 | 0.9288 | 0.8274 | 0.7403 | 0.8661 | 0.6632 | 0.7647 | 0.3778 | 0.8067 | 0.7320 | 0.7080 | | 0.0809 | 8.76 | 3240 | 0.4545 | 0.7083 | 0.8234 | 0.8828 | 0.9278 | 0.8408 | 0.8498 | 0.5388 | 0.8994 | 0.8765 | 0.8307 | 0.8632 | 0.6602 | 0.7456 | 0.3742 | 0.8094 | 0.7143 | 0.7912 | | 0.3028 | 8.81 | 3260 | 0.4539 | 0.7080 | 0.8173 | 0.8816 | 0.9341 | 0.8255 | 0.8772 | 0.4574 | 0.8749 | 0.9142 | 0.8375 | 0.8643 | 0.6664 | 0.7585 | 0.3924 | 0.7956 | 0.6847 | 0.7942 | | 0.1655 | 8.86 | 3280 | 0.4907 | 0.6963 | 0.8062 | 0.8735 | 0.9288 | 0.8218 | 0.8937 | 0.4723 | 0.8922 | 0.8776 | 0.7567 | 0.8547 | 0.6615 | 0.7491 | 0.3940 | 0.7861 | 0.7087 | 0.7202 | | 0.1474 | 8.92 | 3300 | 0.4925 | 0.6946 | 0.7979 | 0.8742 | 0.9385 | 0.7808 | 0.8937 | 0.4789 | 0.8996 | 0.8447 | 0.7491 | 0.8613 | 0.6665 | 0.7515 | 0.3747 | 0.7863 | 0.7087 | 0.7131 | | 0.2676 | 8.97 | 3320 | 0.4975 | 0.6919 | 0.7928 | 0.8743 | 0.9380 | 0.7615 | 0.8646 | 0.4503 | 0.9011 | 0.8725 | 0.7616 | 0.8644 | 0.6462 | 0.7436 | 0.3796 | 0.7843 | 0.7028 | 0.7222 | | 0.2192 | 9.03 | 3340 | 0.4962 | 0.6924 | 0.8058 | 0.8731 | 0.9363 | 0.8380 | 0.8852 | 0.4848 | 0.8976 | 0.8827 | 0.7157 | 0.8631 | 0.6732 | 0.7456 | 0.3940 | 0.7961 | 0.6920 | 0.6828 | | 0.129 | 9.08 | 3360 | 0.5087 | 0.6918 | 0.8104 | 0.8718 | 0.9374 | 0.8291 | 0.8529 | 0.5362 | 0.8866 | 0.9010 | 0.7299 | 0.8701 | 0.6697 | 0.7518 | 0.4011 | 0.7874 | 0.6680 | 0.6942 | | 0.3131 | 9.14 | 3380 | 0.5127 | 0.6957 | 0.8021 | 0.8755 | 0.9415 | 0.8215 | 0.8676 | 0.4862 | 0.9016 | 0.8421 | 0.7542 | 0.8712 | 0.6718 | 0.7484 | 0.3893 | 0.7890 | 0.6962 | 0.7042 | | 0.1653 | 9.19 | 3400 | 0.5100 | 0.6953 | 0.8066 | 0.8742 | 0.9307 | 0.8402 | 0.8666 | 0.4884 | 0.9027 | 0.8658 | 0.7519 | 0.8632 | 0.6682 | 0.7573 | 0.3721 | 0.7861 | 0.7025 | 0.7180 | | 0.1177 | 9.24 | 3420 | 0.5000 | 0.6961 | 0.8144 | 0.8721 | 0.9385 | 0.8095 | 0.8727 | 0.5329 | 0.8629 | 0.9219 | 0.7625 | 0.8683 | 0.6730 | 0.7652 | 0.4048 | 0.7772 | 0.6588 | 0.7252 | | 0.2833 | 9.3 | 3440 | 0.5003 | 0.6958 | 0.7989 | 0.8763 | 0.9486 | 0.7977 | 0.8871 | 0.4846 | 0.9005 | 0.8292 | 0.7448 | 0.8662 | 0.6713 | 0.7553 | 0.3793 | 0.7951 | 0.6911 | 0.7122 | | 0.1196 | 9.35 | 3460 | 0.4964 | 0.7008 | 0.8040 | 0.8783 | 0.9370 | 0.8310 | 0.8412 | 0.4814 | 0.9168 | 0.8609 | 0.7596 | 0.8665 | 0.6737 | 0.7514 | 0.3896 | 0.7974 | 0.7002 | 0.7270 | | 0.1224 | 9.41 | 3480 | 0.4281 | 0.7204 | 0.8176 | 0.8908 | 0.9484 | 0.7883 | 0.8413 | 0.5106 | 0.9017 | 0.8722 | 0.8605 | 0.8751 | 0.6751 | 0.7600 | 0.3813 | 0.8148 | 0.7261 | 0.8109 | | 0.1925 | 9.46 | 3500 | 0.4850 | 0.7002 | 0.8030 | 0.8784 | 0.9448 | 0.7955 | 0.8373 | 0.4988 | 0.9062 | 0.8798 | 0.7583 | 0.8721 | 0.6740 | 0.7508 | 0.3798 | 0.7936 | 0.7082 | 0.7229 | | 0.142 | 9.51 | 3520 | 0.5039 | 0.6978 | 0.8018 | 0.8774 | 0.9440 | 0.7854 | 0.8683 | 0.4771 | 0.8981 | 0.8884 | 0.7512 | 0.8694 | 0.6588 | 0.7567 | 0.3832 | 0.7916 | 0.7074 | 0.7178 | | 0.5374 | 9.57 | 3540 | 0.5199 | 0.6821 | 0.7807 | 0.8729 | 0.9427 | 0.8054 | 0.8801 | 0.3721 | 0.9214 | 0.8339 | 0.7094 | 0.8598 | 0.6709 | 0.7452 | 0.3113 | 0.7986 | 0.7131 | 0.6757 | | 0.2482 | 9.62 | 3560 | 0.4652 | 0.7054 | 0.8188 | 0.8799 | 0.9334 | 0.8055 | 0.8482 | 0.5406 | 0.8845 | 0.8975 | 0.8222 | 0.8757 | 0.6677 | 0.7649 | 0.3855 | 0.7887 | 0.6870 | 0.7683 | | 0.3794 | 9.68 | 3580 | 0.5039 | 0.7044 | 0.8126 | 0.8771 | 0.9348 | 0.8018 | 0.8510 | 0.5782 | 0.9002 | 0.8226 | 0.7999 | 0.8747 | 0.6650 | 0.7700 | 0.4059 | 0.7765 | 0.6935 | 0.7449 | | 0.2213 | 9.73 | 3600 | 0.5238 | 0.7036 | 0.8106 | 0.8774 | 0.9399 | 0.8302 | 0.8701 | 0.5202 | 0.9010 | 0.8593 | 0.7531 | 0.8737 | 0.6708 | 0.7721 | 0.4098 | 0.7819 | 0.6973 | 0.7199 | | 0.1819 | 9.78 | 3620 | 0.5291 | 0.6917 | 0.8056 | 0.8703 | 0.9396 | 0.8039 | 0.8937 | 0.5011 | 0.8715 | 0.8905 | 0.7392 | 0.8687 | 0.6748 | 0.7572 | 0.3994 | 0.7727 | 0.6679 | 0.7012 | | 0.2002 | 9.84 | 3640 | 0.5531 | 0.6887 | 0.7981 | 0.8701 | 0.9399 | 0.8237 | 0.8655 | 0.4788 | 0.8985 | 0.8792 | 0.7009 | 0.8656 | 0.6756 | 0.7512 | 0.4131 | 0.7882 | 0.6575 | 0.6698 | | 0.2655 | 9.89 | 3660 | 0.5161 | 0.6868 | 0.7972 | 0.8697 | 0.9528 | 0.8048 | 0.8700 | 0.4986 | 0.8833 | 0.8687 | 0.7019 | 0.8657 | 0.6752 | 0.7501 | 0.4023 | 0.7894 | 0.6584 | 0.6664 | | 0.2477 | 9.95 | 3680 | 0.4836 | 0.7019 | 0.8157 | 0.8778 | 0.9377 | 0.8214 | 0.8407 | 0.5560 | 0.8883 | 0.8538 | 0.8120 | 0.8664 | 0.6647 | 0.7536 | 0.3846 | 0.7933 | 0.6922 | 0.7582 | | 0.2156 | 10.0 | 3700 | 0.5079 | 0.7042 | 0.8164 | 0.8776 | 0.9386 | 0.8435 | 0.8767 | 0.4869 | 0.8729 | 0.9000 | 0.7964 | 0.8623 | 0.6719 | 0.7603 | 0.4014 | 0.7876 | 0.6827 | 0.7632 | | 0.0994 | 10.05 | 3720 | 0.5784 | 0.6926 | 0.7874 | 0.8742 | 0.9424 | 0.7519 | 0.8636 | 0.4772 | 0.9168 | 0.8107 | 0.7495 | 0.8682 | 0.6584 | 0.7501 | 0.3895 | 0.7820 | 0.6815 | 0.7182 | | 0.1422 | 10.11 | 3740 | 0.5004 | 0.7091 | 0.8216 | 0.8814 | 0.9440 | 0.7910 | 0.8762 | 0.5485 | 0.8660 | 0.8898 | 0.8353 | 0.8682 | 0.6705 | 0.7480 | 0.3998 | 0.7958 | 0.6824 | 0.7992 | | 0.1474 | 10.16 | 3760 | 0.5008 | 0.7061 | 0.8078 | 0.8804 | 0.9431 | 0.7985 | 0.8427 | 0.5068 | 0.8977 | 0.8594 | 0.8067 | 0.8678 | 0.6611 | 0.7675 | 0.4087 | 0.7956 | 0.6944 | 0.7476 | | 0.2039 | 10.22 | 3780 | 0.5088 | 0.7041 | 0.8036 | 0.8811 | 0.9412 | 0.7889 | 0.8745 | 0.4763 | 0.9135 | 0.8749 | 0.7559 | 0.8732 | 0.6680 | 0.7655 | 0.4085 | 0.8037 | 0.6881 | 0.7214 | | 0.1457 | 10.27 | 3800 | 0.5180 | 0.7033 | 0.8146 | 0.8783 | 0.9297 | 0.8361 | 0.8904 | 0.5206 | 0.9080 | 0.8667 | 0.7508 | 0.8675 | 0.6729 | 0.7511 | 0.4191 | 0.8009 | 0.6947 | 0.7172 | | 0.1477 | 10.32 | 3820 | 0.4620 | 0.7121 | 0.8255 | 0.8826 | 0.9348 | 0.8237 | 0.8810 | 0.5393 | 0.8774 | 0.8847 | 0.8373 | 0.8675 | 0.6712 | 0.7525 | 0.4031 | 0.7975 | 0.7074 | 0.7858 | | 0.1087 | 10.38 | 3840 | 0.4719 | 0.7157 | 0.8136 | 0.8848 | 0.9431 | 0.7906 | 0.8557 | 0.5369 | 0.9109 | 0.8630 | 0.7948 | 0.8692 | 0.6764 | 0.7595 | 0.4215 | 0.8049 | 0.7220 | 0.7561 | | 0.1731 | 10.43 | 3860 | 0.5375 | 0.7051 | 0.8194 | 0.8777 | 0.9247 | 0.7931 | 0.8780 | 0.5654 | 0.8817 | 0.8487 | 0.8444 | 0.8601 | 0.6704 | 0.7528 | 0.3970 | 0.7964 | 0.7141 | 0.7448 | | 0.9982 | 10.49 | 3880 | 0.5151 | 0.7084 | 0.8219 | 0.8807 | 0.9291 | 0.8161 | 0.8619 | 0.5430 | 0.8842 | 0.8760 | 0.8427 | 0.8632 | 0.6665 | 0.7463 | 0.4091 | 0.8008 | 0.6999 | 0.7732 | | 0.12 | 10.54 | 3900 | 0.5254 | 0.7133 | 0.8260 | 0.8821 | 0.9079 | 0.7965 | 0.8753 | 0.5491 | 0.8964 | 0.8801 | 0.8766 | 0.8599 | 0.6681 | 0.7574 | 0.4149 | 0.8056 | 0.7233 | 0.7636 | | 0.133 | 10.59 | 3920 | 0.4950 | 0.7072 | 0.8103 | 0.8799 | 0.9350 | 0.8045 | 0.8757 | 0.5162 | 0.9102 | 0.8673 | 0.7634 | 0.8666 | 0.6727 | 0.7653 | 0.4189 | 0.8004 | 0.7115 | 0.7148 | | 0.1647 | 10.65 | 3940 | 0.5245 | 0.7083 | 0.8167 | 0.8809 | 0.9372 | 0.8487 | 0.8663 | 0.5098 | 0.9043 | 0.8909 | 0.7597 | 0.8698 | 0.6721 | 0.7643 | 0.4243 | 0.8019 | 0.7053 | 0.7201 | | 0.065 | 10.7 | 3960 | 0.5537 | 0.7011 | 0.8036 | 0.8774 | 0.9363 | 0.8164 | 0.8801 | 0.4670 | 0.9108 | 0.8814 | 0.7334 | 0.8625 | 0.6689 | 0.7544 | 0.4066 | 0.7976 | 0.7204 | 0.6977 | | 0.1435 | 10.76 | 3980 | 0.5455 | 0.7012 | 0.8083 | 0.8774 | 0.9263 | 0.8519 | 0.8807 | 0.4865 | 0.9244 | 0.8542 | 0.7340 | 0.8584 | 0.6684 | 0.7582 | 0.4070 | 0.8057 | 0.7154 | 0.6953 | | 0.13 | 10.81 | 4000 | 0.5234 | 0.7007 | 0.8093 | 0.8769 | 0.9446 | 0.8018 | 0.8865 | 0.5326 | 0.8979 | 0.8787 | 0.7231 | 0.8625 | 0.6785 | 0.7539 | 0.4086 | 0.8056 | 0.7043 | 0.6916 | | 0.1456 | 10.86 | 4020 | 0.5219 | 0.7034 | 0.8128 | 0.8768 | 0.9475 | 0.8208 | 0.8543 | 0.5534 | 0.8943 | 0.8907 | 0.7284 | 0.8647 | 0.6690 | 0.7711 | 0.4412 | 0.8021 | 0.6951 | 0.6809 | | 0.3105 | 10.92 | 4040 | 0.4999 | 0.7120 | 0.8296 | 0.8815 | 0.9333 | 0.8162 | 0.8473 | 0.6054 | 0.8790 | 0.8849 | 0.8409 | 0.8690 | 0.6639 | 0.7584 | 0.4195 | 0.7986 | 0.7170 | 0.7575 | | 0.5743 | 10.97 | 4060 | 0.5080 | 0.6985 | 0.8198 | 0.8729 | 0.9211 | 0.7929 | 0.8758 | 0.6033 | 0.8810 | 0.8614 | 0.8029 | 0.8644 | 0.6694 | 0.7446 | 0.4020 | 0.7849 | 0.7067 | 0.7175 | | 0.2954 | 11.03 | 4080 | 0.5080 | 0.7015 | 0.8152 | 0.8777 | 0.9313 | 0.8277 | 0.8680 | 0.5415 | 0.9046 | 0.8758 | 0.7578 | 0.8688 | 0.6716 | 0.7464 | 0.4125 | 0.8016 | 0.6860 | 0.7235 | | 0.1178 | 11.08 | 4100 | 0.5030 | 0.6969 | 0.8111 | 0.8777 | 0.9442 | 0.8384 | 0.8498 | 0.5436 | 0.9088 | 0.8641 | 0.7289 | 0.8691 | 0.6678 | 0.7462 | 0.3998 | 0.8139 | 0.6839 | 0.6976 | | 0.0749 | 11.14 | 4120 | 0.4972 | 0.7041 | 0.8051 | 0.8824 | 0.9416 | 0.8187 | 0.8661 | 0.4901 | 0.9275 | 0.8424 | 0.7494 | 0.8699 | 0.6804 | 0.7500 | 0.3903 | 0.8180 | 0.7050 | 0.7154 | | 0.1806 | 11.19 | 4140 | 0.4569 | 0.7187 | 0.8138 | 0.8919 | 0.9445 | 0.8277 | 0.8578 | 0.4420 | 0.9154 | 0.8618 | 0.8476 | 0.8677 | 0.6729 | 0.7428 | 0.3778 | 0.8314 | 0.7438 | 0.7945 | | 0.0825 | 11.24 | 4160 | 0.4618 | 0.7209 | 0.8263 | 0.8900 | 0.9348 | 0.8510 | 0.8607 | 0.5235 | 0.9125 | 0.8587 | 0.8425 | 0.8667 | 0.6719 | 0.7405 | 0.4026 | 0.8256 | 0.7454 | 0.7936 | | 0.167 | 11.3 | 4180 | 0.5092 | 0.7084 | 0.7979 | 0.8838 | 0.9347 | 0.7767 | 0.8705 | 0.4397 | 0.9360 | 0.8595 | 0.7682 | 0.8674 | 0.6710 | 0.7533 | 0.3887 | 0.8072 | 0.7399 | 0.7315 | | 0.2843 | 11.35 | 4200 | 0.4910 | 0.7010 | 0.8009 | 0.8794 | 0.9315 | 0.7853 | 0.8640 | 0.4931 | 0.9287 | 0.8426 | 0.7608 | 0.8638 | 0.6709 | 0.7455 | 0.3723 | 0.8053 | 0.7218 | 0.7270 | | 0.1661 | 11.41 | 4220 | 0.4854 | 0.7004 | 0.8171 | 0.8778 | 0.9279 | 0.8398 | 0.8774 | 0.5295 | 0.9025 | 0.8774 | 0.7649 | 0.8669 | 0.6667 | 0.7501 | 0.3953 | 0.8044 | 0.7029 | 0.7167 | | 0.177 | 11.46 | 4240 | 0.5016 | 0.7037 | 0.8149 | 0.8788 | 0.9345 | 0.8183 | 0.8682 | 0.5585 | 0.9094 | 0.8605 | 0.7550 | 0.8696 | 0.6801 | 0.7589 | 0.3955 | 0.8022 | 0.7029 | 0.7167 | | 0.2762 | 11.51 | 4260 | 0.5231 | 0.7084 | 0.8047 | 0.8815 | 0.9408 | 0.8002 | 0.8848 | 0.4725 | 0.9131 | 0.8584 | 0.7629 | 0.8670 | 0.6771 | 0.7589 | 0.4082 | 0.7999 | 0.7243 | 0.7233 | | 0.1087 | 11.57 | 4280 | 0.5379 | 0.7061 | 0.8148 | 0.8798 | 0.9270 | 0.8000 | 0.8900 | 0.5315 | 0.9111 | 0.8854 | 0.7588 | 0.8675 | 0.6656 | 0.7573 | 0.4241 | 0.8042 | 0.7035 | 0.7203 | | 0.2151 | 11.62 | 4300 | 0.5152 | 0.7013 | 0.8163 | 0.8753 | 0.9364 | 0.8048 | 0.8762 | 0.5824 | 0.8941 | 0.8891 | 0.7313 | 0.8642 | 0.6766 | 0.7707 | 0.4216 | 0.7996 | 0.6874 | 0.6887 | | 0.109 | 11.68 | 4320 | 0.5020 | 0.7061 | 0.8112 | 0.8797 | 0.9462 | 0.8171 | 0.8883 | 0.5476 | 0.9131 | 0.8507 | 0.7152 | 0.8697 | 0.6804 | 0.7691 | 0.4209 | 0.8057 | 0.7149 | 0.6817 | | 0.1346 | 11.73 | 4340 | 0.5073 | 0.6993 | 0.8117 | 0.8727 | 0.9377 | 0.8015 | 0.8631 | 0.5994 | 0.8975 | 0.8537 | 0.7288 | 0.8630 | 0.6737 | 0.7727 | 0.4217 | 0.7864 | 0.6963 | 0.6810 | | 0.1628 | 11.78 | 4360 | 0.5946 | 0.6996 | 0.8040 | 0.8743 | 0.9444 | 0.8009 | 0.8730 | 0.5260 | 0.9015 | 0.8713 | 0.7108 | 0.8636 | 0.6801 | 0.7713 | 0.4340 | 0.7941 | 0.6759 | 0.6784 | | 0.1078 | 11.84 | 4380 | 0.5358 | 0.7136 | 0.8209 | 0.8817 | 0.9332 | 0.8559 | 0.8716 | 0.5406 | 0.9118 | 0.8742 | 0.7593 | 0.8690 | 0.6697 | 0.7717 | 0.4453 | 0.7988 | 0.7219 | 0.7184 | | 0.2878 | 11.89 | 4400 | 0.5400 | 0.7119 | 0.8061 | 0.8816 | 0.9484 | 0.8077 | 0.8697 | 0.5038 | 0.9133 | 0.8506 | 0.7493 | 0.8681 | 0.6690 | 0.7695 | 0.4398 | 0.7947 | 0.7247 | 0.7178 | | 0.163 | 11.95 | 4420 | 0.4955 | 0.7137 | 0.8150 | 0.8834 | 0.9442 | 0.8292 | 0.8819 | 0.5228 | 0.9066 | 0.8425 | 0.7777 | 0.8653 | 0.6670 | 0.7683 | 0.4287 | 0.8033 | 0.7205 | 0.7428 | | 0.1191 | 12.0 | 4440 | 0.4637 | 0.7248 | 0.8333 | 0.8877 | 0.9429 | 0.8129 | 0.8597 | 0.5923 | 0.8803 | 0.8988 | 0.8463 | 0.8701 | 0.6726 | 0.7732 | 0.4433 | 0.8032 | 0.7082 | 0.8032 | | 0.2084 | 12.05 | 4460 | 0.5186 | 0.7122 | 0.8122 | 0.8814 | 0.9342 | 0.8089 | 0.8732 | 0.5363 | 0.9210 | 0.8534 | 0.7581 | 0.8728 | 0.6772 | 0.7707 | 0.4206 | 0.7911 | 0.7312 | 0.7215 | | 0.1854 | 12.11 | 4480 | 0.5230 | 0.7061 | 0.8127 | 0.8792 | 0.9359 | 0.8309 | 0.8947 | 0.5021 | 0.9033 | 0.8697 | 0.7521 | 0.8673 | 0.6797 | 0.7500 | 0.4015 | 0.7938 | 0.7296 | 0.7206 | | 0.1889 | 12.16 | 4500 | 0.4837 | 0.7133 | 0.8171 | 0.8825 | 0.9415 | 0.8475 | 0.8773 | 0.5297 | 0.9081 | 0.8471 | 0.7688 | 0.8708 | 0.6769 | 0.7718 | 0.4255 | 0.7964 | 0.7211 | 0.7310 | | 0.153 | 12.22 | 4520 | 0.4712 | 0.7156 | 0.8198 | 0.8839 | 0.9316 | 0.7986 | 0.8801 | 0.5659 | 0.9121 | 0.8510 | 0.7995 | 0.8707 | 0.6732 | 0.7598 | 0.4311 | 0.8026 | 0.7179 | 0.7541 | | 0.2379 | 12.27 | 4540 | 0.5025 | 0.7170 | 0.8201 | 0.8842 | 0.9323 | 0.8009 | 0.8691 | 0.5711 | 0.9166 | 0.8629 | 0.7875 | 0.8708 | 0.6748 | 0.7623 | 0.4388 | 0.8034 | 0.7225 | 0.7464 | | 0.1759 | 12.32 | 4560 | 0.4684 | 0.7206 | 0.8304 | 0.8866 | 0.9355 | 0.8413 | 0.8658 | 0.5680 | 0.9002 | 0.8947 | 0.8073 | 0.8724 | 0.6724 | 0.7693 | 0.4344 | 0.8064 | 0.7223 | 0.7673 | | 0.0683 | 12.38 | 4580 | 0.4606 | 0.7299 | 0.8333 | 0.8927 | 0.9351 | 0.8210 | 0.8745 | 0.5662 | 0.9084 | 0.8799 | 0.8479 | 0.8744 | 0.6810 | 0.7725 | 0.4329 | 0.8203 | 0.7247 | 0.8037 | | 0.1155 | 12.43 | 4600 | 0.4529 | 0.7329 | 0.8351 | 0.8962 | 0.9433 | 0.8439 | 0.8791 | 0.5437 | 0.9085 | 0.8782 | 0.8491 | 0.8791 | 0.6827 | 0.7695 | 0.4273 | 0.8305 | 0.7390 | 0.8022 | | 0.1194 | 12.49 | 4620 | 0.5244 | 0.7090 | 0.8053 | 0.8809 | 0.9429 | 0.8129 | 0.8577 | 0.5343 | 0.9300 | 0.8144 | 0.7449 | 0.8675 | 0.6849 | 0.7715 | 0.4072 | 0.8011 | 0.7237 | 0.7073 | | 0.2681 | 12.54 | 4640 | 0.5301 | 0.7105 | 0.8124 | 0.8828 | 0.9404 | 0.8324 | 0.8551 | 0.5272 | 0.9215 | 0.8453 | 0.7652 | 0.8713 | 0.6805 | 0.7576 | 0.3970 | 0.8032 | 0.7332 | 0.7306 | | 0.173 | 12.59 | 4660 | 0.5097 | 0.7125 | 0.8096 | 0.8844 | 0.9421 | 0.8165 | 0.8539 | 0.5362 | 0.9330 | 0.8189 | 0.7666 | 0.8741 | 0.6824 | 0.7576 | 0.4051 | 0.8070 | 0.7302 | 0.7314 | | 0.3458 | 12.65 | 4680 | 0.4965 | 0.7078 | 0.8089 | 0.8813 | 0.9473 | 0.7956 | 0.8637 | 0.5241 | 0.9076 | 0.8714 | 0.7527 | 0.8705 | 0.6782 | 0.7559 | 0.4082 | 0.8022 | 0.7203 | 0.7193 | | 0.1284 | 12.7 | 4700 | 0.4673 | 0.7267 | 0.8249 | 0.8904 | 0.9401 | 0.8143 | 0.8712 | 0.5281 | 0.9047 | 0.8795 | 0.8362 | 0.8742 | 0.6845 | 0.7703 | 0.4401 | 0.8114 | 0.7173 | 0.7891 | | 0.2377 | 12.76 | 4720 | 0.4589 | 0.7292 | 0.8209 | 0.8931 | 0.9397 | 0.7997 | 0.8709 | 0.5099 | 0.9186 | 0.8616 | 0.8461 | 0.8739 | 0.6842 | 0.7705 | 0.4338 | 0.8185 | 0.7183 | 0.8054 | | 0.1044 | 12.81 | 4740 | 0.5093 | 0.7087 | 0.8126 | 0.8812 | 0.9413 | 0.8186 | 0.8831 | 0.5200 | 0.9077 | 0.8606 | 0.7569 | 0.8702 | 0.6835 | 0.7631 | 0.3993 | 0.7989 | 0.7215 | 0.7244 | | 0.1222 | 12.86 | 4760 | 0.5286 | 0.7017 | 0.8075 | 0.8792 | 0.9358 | 0.8207 | 0.8939 | 0.4502 | 0.9008 | 0.8964 | 0.7550 | 0.8687 | 0.6875 | 0.7484 | 0.3913 | 0.8030 | 0.6905 | 0.7223 | | 0.1819 | 12.92 | 4780 | 0.5473 | 0.6993 | 0.8006 | 0.8783 | 0.9441 | 0.8377 | 0.8787 | 0.4731 | 0.9219 | 0.8221 | 0.7264 | 0.8682 | 0.6807 | 0.7669 | 0.4151 | 0.8093 | 0.6595 | 0.6955 | | 0.1422 | 12.97 | 4800 | 0.5042 | 0.7089 | 0.8038 | 0.8846 | 0.9478 | 0.8060 | 0.8793 | 0.4616 | 0.9224 | 0.8596 | 0.7501 | 0.8807 | 0.6850 | 0.7750 | 0.4121 | 0.8116 | 0.6843 | 0.7136 | | 0.1449 | 13.03 | 4820 | 0.5165 | 0.7113 | 0.8117 | 0.8838 | 0.9430 | 0.8128 | 0.8994 | 0.4908 | 0.9097 | 0.8670 | 0.7594 | 0.8753 | 0.6866 | 0.7620 | 0.4304 | 0.8104 | 0.6897 | 0.7246 | | 0.1895 | 13.08 | 4840 | 0.4997 | 0.7116 | 0.8156 | 0.8838 | 0.9402 | 0.8201 | 0.8990 | 0.5111 | 0.9079 | 0.8612 | 0.7695 | 0.8752 | 0.6873 | 0.7613 | 0.4137 | 0.8068 | 0.7013 | 0.7355 | | 0.1773 | 13.14 | 4860 | 0.4964 | 0.7134 | 0.8159 | 0.8853 | 0.9392 | 0.8523 | 0.8867 | 0.4908 | 0.9131 | 0.8315 | 0.7975 | 0.8720 | 0.6819 | 0.7579 | 0.4004 | 0.8071 | 0.7142 | 0.7601 | | 0.1133 | 13.19 | 4880 | 0.4879 | 0.7209 | 0.8143 | 0.8892 | 0.9500 | 0.8025 | 0.8596 | 0.5030 | 0.9112 | 0.8609 | 0.8127 | 0.8726 | 0.6828 | 0.7623 | 0.4216 | 0.8141 | 0.7138 | 0.7792 | | 0.3126 | 13.24 | 4900 | 0.4768 | 0.7280 | 0.8242 | 0.8943 | 0.9430 | 0.8414 | 0.8803 | 0.4860 | 0.9146 | 0.8581 | 0.8457 | 0.8785 | 0.6857 | 0.7674 | 0.4185 | 0.8228 | 0.7173 | 0.8061 | | 0.0713 | 13.3 | 4920 | 0.4557 | 0.7221 | 0.8182 | 0.8892 | 0.9449 | 0.8233 | 0.8910 | 0.5045 | 0.9109 | 0.8382 | 0.8144 | 0.8719 | 0.6798 | 0.7649 | 0.4317 | 0.8131 | 0.7138 | 0.7794 | | 0.2414 | 13.35 | 4940 | 0.5193 | 0.7164 | 0.8193 | 0.8850 | 0.9397 | 0.8366 | 0.8864 | 0.5090 | 0.9068 | 0.8800 | 0.7763 | 0.8758 | 0.6879 | 0.7636 | 0.4349 | 0.8051 | 0.7064 | 0.7408 | | 0.3379 | 13.41 | 4960 | 0.5566 | 0.7060 | 0.8104 | 0.8801 | 0.9431 | 0.7932 | 0.8922 | 0.5346 | 0.9052 | 0.8554 | 0.7491 | 0.8748 | 0.6793 | 0.7603 | 0.4312 | 0.8025 | 0.6797 | 0.7142 | | 0.1459 | 13.46 | 4980 | 0.5457 | 0.7069 | 0.8116 | 0.8791 | 0.9499 | 0.7954 | 0.8754 | 0.5687 | 0.9017 | 0.8567 | 0.7333 | 0.8681 | 0.6779 | 0.7643 | 0.4273 | 0.8002 | 0.7124 | 0.6983 | | 1.3247 | 13.51 | 5000 | 0.5213 | 0.7102 | 0.8104 | 0.8826 | 0.9481 | 0.8174 | 0.8809 | 0.5285 | 0.9128 | 0.8244 | 0.7607 | 0.8744 | 0.6857 | 0.7585 | 0.4298 | 0.8059 | 0.6946 | 0.7226 | | 0.0945 | 13.57 | 5020 | 0.5877 | 0.7072 | 0.8020 | 0.8808 | 0.9502 | 0.7836 | 0.8803 | 0.4946 | 0.9134 | 0.8600 | 0.7316 | 0.8705 | 0.6829 | 0.7679 | 0.4203 | 0.8015 | 0.7075 | 0.6995 | | 0.1065 | 13.62 | 5040 | 0.5420 | 0.7147 | 0.8126 | 0.8850 | 0.9467 | 0.8265 | 0.8727 | 0.4935 | 0.9141 | 0.8791 | 0.7556 | 0.8802 | 0.6870 | 0.7716 | 0.4257 | 0.8024 | 0.7165 | 0.7196 | | 0.226 | 13.68 | 5060 | 0.5306 | 0.7122 | 0.8149 | 0.8837 | 0.9501 | 0.8042 | 0.8731 | 0.5303 | 0.9014 | 0.8893 | 0.7562 | 0.8806 | 0.6831 | 0.7733 | 0.4246 | 0.8020 | 0.6988 | 0.7231 | | 0.2018 | 13.73 | 5080 | 0.5174 | 0.7051 | 0.8066 | 0.8804 | 0.9459 | 0.7958 | 0.8441 | 0.5164 | 0.9092 | 0.8776 | 0.7574 | 0.8729 | 0.6732 | 0.7581 | 0.4096 | 0.8001 | 0.6977 | 0.7238 | | 0.1974 | 13.78 | 5100 | 0.4997 | 0.7140 | 0.8193 | 0.8848 | 0.9456 | 0.8214 | 0.8686 | 0.5417 | 0.9056 | 0.8859 | 0.7660 | 0.8790 | 0.6791 | 0.7627 | 0.4327 | 0.8085 | 0.7099 | 0.7259 | | 0.0747 | 13.84 | 5120 | 0.5084 | 0.7104 | 0.8162 | 0.8831 | 0.9407 | 0.8148 | 0.8771 | 0.5148 | 0.9045 | 0.8993 | 0.7620 | 0.8749 | 0.6827 | 0.7573 | 0.4234 | 0.8101 | 0.7011 | 0.7234 | | 0.1863 | 13.89 | 5140 | 0.4846 | 0.7132 | 0.8131 | 0.8851 | 0.9435 | 0.8225 | 0.8763 | 0.5215 | 0.9223 | 0.8435 | 0.7626 | 0.8754 | 0.6874 | 0.7607 | 0.4122 | 0.8121 | 0.7200 | 0.7247 | | 0.1009 | 13.95 | 5160 | 0.4980 | 0.7127 | 0.8124 | 0.8849 | 0.9432 | 0.8048 | 0.8786 | 0.5179 | 0.9185 | 0.8623 | 0.7616 | 0.8754 | 0.6867 | 0.7677 | 0.4094 | 0.8115 | 0.7132 | 0.7250 | | 0.1497 | 14.0 | 5180 | 0.4876 | 0.7174 | 0.8167 | 0.8871 | 0.9474 | 0.8119 | 0.8701 | 0.5091 | 0.9042 | 0.8754 | 0.7985 | 0.8746 | 0.6890 | 0.7656 | 0.4012 | 0.8090 | 0.7248 | 0.7579 | | 0.0537 | 14.05 | 5200 | 0.5260 | 0.7166 | 0.8159 | 0.8876 | 0.9395 | 0.8478 | 0.8777 | 0.4773 | 0.9223 | 0.8665 | 0.7802 | 0.8755 | 0.6866 | 0.7588 | 0.4029 | 0.8130 | 0.7341 | 0.7456 | | 1.577 | 14.11 | 5220 | 0.5184 | 0.7170 | 0.8182 | 0.8868 | 0.9386 | 0.8285 | 0.8968 | 0.5057 | 0.9143 | 0.8580 | 0.7856 | 0.8747 | 0.6852 | 0.7578 | 0.4133 | 0.8114 | 0.7333 | 0.7433 | | 0.1555 | 14.16 | 5240 | 0.5294 | 0.7118 | 0.8167 | 0.8833 | 0.9445 | 0.8181 | 0.9006 | 0.5216 | 0.9003 | 0.8680 | 0.7638 | 0.8744 | 0.6851 | 0.7624 | 0.4156 | 0.8043 | 0.7154 | 0.7256 | | 0.1409 | 14.22 | 5260 | 0.5103 | 0.7094 | 0.8106 | 0.8825 | 0.9487 | 0.8167 | 0.8786 | 0.5029 | 0.9044 | 0.8622 | 0.7607 | 0.8762 | 0.6880 | 0.7732 | 0.4084 | 0.8036 | 0.7067 | 0.7096 | | 0.0525 | 14.27 | 5280 | 0.5201 | 0.7205 | 0.8239 | 0.8895 | 0.9428 | 0.8287 | 0.8798 | 0.5095 | 0.8975 | 0.8714 | 0.8376 | 0.8778 | 0.6814 | 0.7685 | 0.4138 | 0.8158 | 0.7183 | 0.7678 | | 0.1194 | 14.32 | 5300 | 0.5412 | 0.7159 | 0.8292 | 0.8846 | 0.9259 | 0.8145 | 0.8835 | 0.5631 | 0.8893 | 0.8789 | 0.8495 | 0.8710 | 0.6724 | 0.7624 | 0.4242 | 0.8097 | 0.7220 | 0.7498 | | 0.161 | 14.38 | 5320 | 0.4771 | 0.7223 | 0.8160 | 0.8907 | 0.9417 | 0.8029 | 0.8723 | 0.4857 | 0.9153 | 0.8615 | 0.8330 | 0.8762 | 0.6862 | 0.7692 | 0.4117 | 0.8178 | 0.7245 | 0.7704 | | 0.0956 | 14.43 | 5340 | 0.4874 | 0.7289 | 0.8257 | 0.8929 | 0.9517 | 0.8107 | 0.8780 | 0.5159 | 0.8961 | 0.8973 | 0.8304 | 0.8754 | 0.6903 | 0.7736 | 0.4321 | 0.8216 | 0.7228 | 0.7863 | | 0.2009 | 14.49 | 5360 | 0.5104 | 0.7230 | 0.8288 | 0.8895 | 0.9319 | 0.8522 | 0.8916 | 0.5216 | 0.9051 | 0.8548 | 0.8442 | 0.8736 | 0.6803 | 0.7655 | 0.4261 | 0.8161 | 0.7255 | 0.7739 | | 0.1389 | 14.54 | 5380 | 0.5389 | 0.7100 | 0.8149 | 0.8802 | 0.9451 | 0.8162 | 0.8875 | 0.5532 | 0.9051 | 0.8674 | 0.7299 | 0.8694 | 0.6863 | 0.7588 | 0.4304 | 0.7993 | 0.7244 | 0.7014 | | 0.113 | 14.59 | 5400 | 0.5308 | 0.7129 | 0.8127 | 0.8843 | 0.9455 | 0.8141 | 0.8665 | 0.4971 | 0.9079 | 0.8915 | 0.7665 | 0.8802 | 0.6843 | 0.7596 | 0.4138 | 0.7984 | 0.7216 | 0.7324 | | 0.1371 | 14.65 | 5420 | 0.5215 | 0.7049 | 0.8004 | 0.8832 | 0.9513 | 0.8307 | 0.8734 | 0.4225 | 0.9123 | 0.8422 | 0.7706 | 0.8758 | 0.6785 | 0.7591 | 0.3686 | 0.7989 | 0.7192 | 0.7343 | | 0.3141 | 14.7 | 5440 | 0.5218 | 0.7074 | 0.8086 | 0.8841 | 0.9417 | 0.8431 | 0.8839 | 0.4166 | 0.9078 | 0.8989 | 0.7681 | 0.8791 | 0.6841 | 0.7610 | 0.3773 | 0.8015 | 0.7162 | 0.7323 | | 0.1709 | 14.76 | 5460 | 0.4785 | 0.7180 | 0.8145 | 0.8884 | 0.9507 | 0.8185 | 0.8664 | 0.4890 | 0.9110 | 0.8789 | 0.7870 | 0.8803 | 0.6828 | 0.7678 | 0.4081 | 0.8093 | 0.7288 | 0.7491 | | 0.1482 | 14.81 | 5480 | 0.4938 | 0.7181 | 0.8246 | 0.8870 | 0.9412 | 0.8479 | 0.8573 | 0.5339 | 0.9079 | 0.8986 | 0.7853 | 0.8802 | 0.6792 | 0.7679 | 0.4275 | 0.8084 | 0.7177 | 0.7458 | | 0.1614 | 14.86 | 5500 | 0.4950 | 0.7201 | 0.8244 | 0.8881 | 0.9428 | 0.8397 | 0.8713 | 0.5426 | 0.9109 | 0.8743 | 0.7891 | 0.8791 | 0.6815 | 0.7697 | 0.4200 | 0.8099 | 0.7285 | 0.7520 | | 0.9558 | 14.92 | 5520 | 0.4832 | 0.7250 | 0.8235 | 0.8908 | 0.9528 | 0.8248 | 0.8712 | 0.5252 | 0.9005 | 0.8763 | 0.8140 | 0.8778 | 0.6849 | 0.7681 | 0.4287 | 0.8141 | 0.7253 | 0.7760 | | 0.1639 | 14.97 | 5540 | 0.4675 | 0.7237 | 0.8223 | 0.8900 | 0.9493 | 0.8379 | 0.8569 | 0.5267 | 0.9136 | 0.8845 | 0.7875 | 0.8788 | 0.6820 | 0.7721 | 0.4330 | 0.8138 | 0.7322 | 0.7539 | | 0.2244 | 15.03 | 5560 | 0.4465 | 0.7242 | 0.8188 | 0.8913 | 0.9494 | 0.8069 | 0.8736 | 0.5314 | 0.9218 | 0.8570 | 0.7915 | 0.8778 | 0.6772 | 0.7719 | 0.4264 | 0.8195 | 0.7391 | 0.7573 | | 0.1792 | 15.08 | 5580 | 0.4587 | 0.7288 | 0.8168 | 0.8937 | 0.9528 | 0.7940 | 0.8580 | 0.5126 | 0.9221 | 0.8627 | 0.8152 | 0.8767 | 0.6833 | 0.7738 | 0.4250 | 0.8207 | 0.7437 | 0.7785 | | 0.1632 | 15.14 | 5600 | 0.4949 | 0.7247 | 0.8112 | 0.8912 | 0.9464 | 0.8191 | 0.8799 | 0.4828 | 0.9362 | 0.8244 | 0.7895 | 0.8750 | 0.6915 | 0.7770 | 0.4215 | 0.8169 | 0.7372 | 0.7541 | | 0.1682 | 15.19 | 5620 | 0.4614 | 0.7352 | 0.8293 | 0.8963 | 0.9456 | 0.8247 | 0.8888 | 0.5385 | 0.9194 | 0.8586 | 0.8294 | 0.8743 | 0.6888 | 0.7706 | 0.4456 | 0.8324 | 0.7414 | 0.7936 | | 0.0872 | 15.24 | 5640 | 0.4925 | 0.7254 | 0.8245 | 0.8910 | 0.9493 | 0.8148 | 0.8935 | 0.5297 | 0.8996 | 0.8640 | 0.8208 | 0.8722 | 0.6820 | 0.7673 | 0.4316 | 0.8197 | 0.7191 | 0.7859 | | 0.1775 | 15.3 | 5660 | 0.5081 | 0.7243 | 0.8243 | 0.8899 | 0.9489 | 0.8139 | 0.8769 | 0.5402 | 0.8986 | 0.8709 | 0.8208 | 0.8734 | 0.6832 | 0.7708 | 0.4370 | 0.8161 | 0.7028 | 0.7869 | | 0.0841 | 15.35 | 5680 | 0.5488 | 0.7109 | 0.8155 | 0.8808 | 0.9515 | 0.8092 | 0.8628 | 0.5433 | 0.8878 | 0.8921 | 0.7621 | 0.8709 | 0.6787 | 0.7674 | 0.4393 | 0.7958 | 0.6944 | 0.7297 | | 0.1122 | 15.41 | 5700 | 0.5543 | 0.7054 | 0.8061 | 0.8805 | 0.9511 | 0.8116 | 0.8649 | 0.5180 | 0.9127 | 0.8522 | 0.7325 | 0.8724 | 0.6796 | 0.7698 | 0.4223 | 0.8059 | 0.6868 | 0.7009 | | 0.1993 | 15.46 | 5720 | 0.5177 | 0.7158 | 0.8148 | 0.8845 | 0.9460 | 0.8084 | 0.8672 | 0.5195 | 0.9054 | 0.8827 | 0.7748 | 0.8746 | 0.6815 | 0.7720 | 0.4406 | 0.8033 | 0.6999 | 0.7390 | | 0.0915 | 15.51 | 5740 | 0.4926 | 0.7269 | 0.8195 | 0.8926 | 0.9543 | 0.8048 | 0.8721 | 0.5067 | 0.9070 | 0.8705 | 0.8209 | 0.8722 | 0.6812 | 0.7736 | 0.4339 | 0.8245 | 0.7194 | 0.7840 | | 0.1622 | 15.57 | 5760 | 0.4791 | 0.7249 | 0.8201 | 0.8926 | 0.9443 | 0.8324 | 0.8663 | 0.4911 | 0.9170 | 0.8504 | 0.8394 | 0.8724 | 0.6812 | 0.7699 | 0.4131 | 0.8251 | 0.7191 | 0.7935 | | 0.0614 | 15.62 | 5780 | 0.4569 | 0.7331 | 0.8331 | 0.8950 | 0.9436 | 0.8198 | 0.8807 | 0.5573 | 0.9056 | 0.8760 | 0.8489 | 0.8775 | 0.6837 | 0.7662 | 0.4476 | 0.8260 | 0.7218 | 0.8086 | | 0.1372 | 15.68 | 5800 | 0.5126 | 0.7160 | 0.8237 | 0.8824 | 0.9411 | 0.8218 | 0.8873 | 0.5416 | 0.8821 | 0.8988 | 0.7929 | 0.8731 | 0.6832 | 0.7698 | 0.4406 | 0.7900 | 0.6973 | 0.7580 | | 0.1055 | 15.73 | 5820 | 0.5358 | 0.7106 | 0.8066 | 0.8831 | 0.9504 | 0.7913 | 0.8835 | 0.4953 | 0.9073 | 0.8540 | 0.7643 | 0.8777 | 0.6850 | 0.7731 | 0.4257 | 0.8016 | 0.6824 | 0.7286 | | 0.1022 | 15.78 | 5840 | 0.5055 | 0.7157 | 0.8227 | 0.8847 | 0.9451 | 0.8186 | 0.8651 | 0.5727 | 0.8983 | 0.8611 | 0.7978 | 0.8791 | 0.6862 | 0.7720 | 0.4170 | 0.8008 | 0.6971 | 0.7577 | | 0.1283 | 15.84 | 5860 | 0.4868 | 0.7249 | 0.8213 | 0.8912 | 0.9564 | 0.7839 | 0.8817 | 0.5548 | 0.8999 | 0.8506 | 0.8218 | 0.8767 | 0.6824 | 0.7717 | 0.4232 | 0.8163 | 0.7153 | 0.7886 | | 0.1489 | 15.89 | 5880 | 0.4910 | 0.7252 | 0.8211 | 0.8910 | 0.9491 | 0.8177 | 0.8487 | 0.5199 | 0.9098 | 0.8839 | 0.8183 | 0.8814 | 0.6875 | 0.7682 | 0.4325 | 0.8119 | 0.7123 | 0.7822 | | 0.2806 | 15.95 | 5900 | 0.4945 | 0.7297 | 0.8298 | 0.8933 | 0.9473 | 0.8097 | 0.8824 | 0.5494 | 0.8988 | 0.8796 | 0.8414 | 0.8799 | 0.6878 | 0.7684 | 0.4345 | 0.8182 | 0.7140 | 0.8054 | | 0.1371 | 16.0 | 5920 | 0.5251 | 0.7197 | 0.8139 | 0.8887 | 0.9426 | 0.8010 | 0.8877 | 0.4943 | 0.9202 | 0.8620 | 0.7895 | 0.8796 | 0.6862 | 0.7629 | 0.4191 | 0.8097 | 0.7264 | 0.7541 | | 0.0901 | 16.05 | 5940 | 0.4934 | 0.7210 | 0.8157 | 0.8892 | 0.9472 | 0.8042 | 0.8829 | 0.5010 | 0.9141 | 0.8691 | 0.7911 | 0.8806 | 0.6862 | 0.7677 | 0.4226 | 0.8096 | 0.7254 | 0.7548 | | 0.1659 | 16.11 | 5960 | 0.5388 | 0.7135 | 0.8112 | 0.8853 | 0.9461 | 0.8085 | 0.8836 | 0.4980 | 0.9167 | 0.8690 | 0.7566 | 0.8772 | 0.6831 | 0.7642 | 0.4175 | 0.8082 | 0.7187 | 0.7255 | | 0.1072 | 16.16 | 5980 | 0.5588 | 0.7167 | 0.8174 | 0.8839 | 0.9342 | 0.8372 | 0.8710 | 0.5212 | 0.9190 | 0.8699 | 0.7694 | 0.8747 | 0.6831 | 0.7671 | 0.4372 | 0.7971 | 0.7244 | 0.7334 | | 0.6106 | 16.22 | 6000 | 0.5587 | 0.7181 | 0.8198 | 0.8845 | 0.9434 | 0.8296 | 0.8722 | 0.5424 | 0.9078 | 0.8786 | 0.7648 | 0.8786 | 0.6844 | 0.7671 | 0.4477 | 0.7972 | 0.7247 | 0.7266 | | 0.1578 | 16.27 | 6020 | 0.5023 | 0.7234 | 0.8220 | 0.8891 | 0.9409 | 0.8351 | 0.8720 | 0.5270 | 0.9195 | 0.8711 | 0.7885 | 0.8785 | 0.6842 | 0.7670 | 0.4469 | 0.8123 | 0.7247 | 0.7502 | | 0.0939 | 16.32 | 6040 | 0.5277 | 0.7183 | 0.8133 | 0.8870 | 0.9397 | 0.8046 | 0.8750 | 0.5381 | 0.9354 | 0.8350 | 0.7648 | 0.8789 | 0.6819 | 0.7673 | 0.4435 | 0.8116 | 0.7149 | 0.7299 | | 0.0552 | 16.38 | 6060 | 0.5900 | 0.7183 | 0.8119 | 0.8867 | 0.9528 | 0.7929 | 0.8738 | 0.5445 | 0.9230 | 0.8467 | 0.7495 | 0.8734 | 0.6803 | 0.7708 | 0.4422 | 0.8140 | 0.7257 | 0.7216 | | 0.156 | 16.43 | 6080 | 0.5169 | 0.7219 | 0.8231 | 0.8887 | 0.9471 | 0.8251 | 0.8793 | 0.5582 | 0.9132 | 0.8552 | 0.7836 | 0.8762 | 0.6823 | 0.7677 | 0.4377 | 0.8157 | 0.7242 | 0.7494 | | 0.1466 | 16.49 | 6100 | 0.5293 | 0.7191 | 0.8131 | 0.8874 | 0.9439 | 0.7994 | 0.8523 | 0.5236 | 0.9240 | 0.8622 | 0.7863 | 0.8729 | 0.6835 | 0.7682 | 0.4200 | 0.8108 | 0.7252 | 0.7531 | | 0.0852 | 16.54 | 6120 | 0.5317 | 0.7181 | 0.8130 | 0.8870 | 0.9379 | 0.8027 | 0.8648 | 0.5091 | 0.9258 | 0.8599 | 0.7908 | 0.8729 | 0.6826 | 0.7639 | 0.4151 | 0.8087 | 0.7277 | 0.7560 | | 0.4519 | 16.59 | 6140 | 0.5177 | 0.7214 | 0.8213 | 0.8892 | 0.9425 | 0.8270 | 0.8827 | 0.5092 | 0.9116 | 0.8816 | 0.7944 | 0.8768 | 0.6819 | 0.7646 | 0.4260 | 0.8139 | 0.7273 | 0.7592 | | 0.0944 | 16.65 | 6160 | 0.5116 | 0.7197 | 0.8169 | 0.8884 | 0.9431 | 0.8113 | 0.8838 | 0.5071 | 0.9154 | 0.8653 | 0.7923 | 0.8761 | 0.6829 | 0.7623 | 0.4193 | 0.8116 | 0.7286 | 0.7574 | | 0.0866 | 16.7 | 6180 | 0.5518 | 0.7121 | 0.8173 | 0.8824 | 0.9349 | 0.8215 | 0.8803 | 0.5341 | 0.9130 | 0.8797 | 0.7574 | 0.8735 | 0.6830 | 0.7632 | 0.4301 | 0.8022 | 0.7068 | 0.7263 | | 0.1709 | 16.76 | 6200 | 0.5418 | 0.7124 | 0.8147 | 0.8834 | 0.9373 | 0.8074 | 0.8946 | 0.5317 | 0.9159 | 0.8523 | 0.7637 | 0.8738 | 0.6838 | 0.7671 | 0.4277 | 0.8068 | 0.6988 | 0.7286 | | 0.1937 | 16.81 | 6220 | 0.5486 | 0.7134 | 0.8134 | 0.8843 | 0.9376 | 0.8241 | 0.8861 | 0.5029 | 0.9209 | 0.8619 | 0.7600 | 0.8735 | 0.6849 | 0.7700 | 0.4306 | 0.8101 | 0.6983 | 0.7264 | | 2.8929 | 16.86 | 6240 | 0.5439 | 0.7128 | 0.8114 | 0.8842 | 0.9407 | 0.8229 | 0.8945 | 0.4935 | 0.9189 | 0.8496 | 0.7597 | 0.8731 | 0.6855 | 0.7738 | 0.4234 | 0.8083 | 0.7000 | 0.7255 | | 0.0648 | 16.92 | 6260 | 0.4885 | 0.7168 | 0.8199 | 0.8846 | 0.9396 | 0.8333 | 0.8732 | 0.5511 | 0.9166 | 0.8625 | 0.7629 | 0.8735 | 0.6843 | 0.7725 | 0.4493 | 0.8092 | 0.7019 | 0.7271 | | 0.1542 | 16.97 | 6280 | 0.5452 | 0.7158 | 0.8174 | 0.8834 | 0.9369 | 0.8164 | 0.8900 | 0.5580 | 0.9196 | 0.8416 | 0.7590 | 0.8737 | 0.6874 | 0.7707 | 0.4474 | 0.8033 | 0.7025 | 0.7255 | | 0.0902 | 17.03 | 6300 | 0.5273 | 0.7207 | 0.8175 | 0.8859 | 0.9384 | 0.8322 | 0.8773 | 0.5288 | 0.9223 | 0.8490 | 0.7743 | 0.8735 | 0.6886 | 0.7738 | 0.4484 | 0.8033 | 0.7189 | 0.7383 | | 0.1217 | 17.08 | 6320 | 0.4770 | 0.7303 | 0.8247 | 0.8930 | 0.9520 | 0.8060 | 0.8844 | 0.5436 | 0.9072 | 0.8574 | 0.8222 | 0.8776 | 0.6872 | 0.7754 | 0.4432 | 0.8183 | 0.7297 | 0.7811 | | 0.0718 | 17.14 | 6340 | 0.4914 | 0.7325 | 0.8319 | 0.8942 | 0.9450 | 0.8564 | 0.8866 | 0.5467 | 0.9128 | 0.8454 | 0.8305 | 0.8794 | 0.6865 | 0.7745 | 0.4518 | 0.8209 | 0.7239 | 0.7906 | | 0.2373 | 17.19 | 6360 | 0.5114 | 0.7229 | 0.8156 | 0.8895 | 0.9504 | 0.8186 | 0.8944 | 0.4887 | 0.9133 | 0.8611 | 0.7828 | 0.8782 | 0.6909 | 0.7748 | 0.4303 | 0.8105 | 0.7273 | 0.7484 | | 0.7583 | 17.24 | 6380 | 0.5510 | 0.7158 | 0.8129 | 0.8861 | 0.9501 | 0.8350 | 0.8750 | 0.4921 | 0.9151 | 0.8634 | 0.7598 | 0.8797 | 0.6886 | 0.7707 | 0.4283 | 0.8077 | 0.7103 | 0.7253 | | 0.1402 | 17.3 | 6400 | 0.5501 | 0.7149 | 0.8142 | 0.8850 | 0.9456 | 0.8124 | 0.8784 | 0.5115 | 0.9104 | 0.8760 | 0.7648 | 0.8792 | 0.6885 | 0.7677 | 0.4378 | 0.8073 | 0.6987 | 0.7254 | | 0.0813 | 17.35 | 6420 | 0.5124 | 0.7195 | 0.8216 | 0.8861 | 0.9435 | 0.8357 | 0.8774 | 0.5315 | 0.9048 | 0.8732 | 0.7853 | 0.8788 | 0.6874 | 0.7696 | 0.4431 | 0.8025 | 0.7107 | 0.7446 | | 0.1085 | 17.41 | 6440 | 0.4813 | 0.7305 | 0.8236 | 0.8939 | 0.9471 | 0.8276 | 0.8798 | 0.5244 | 0.9222 | 0.8503 | 0.8138 | 0.8796 | 0.6875 | 0.7734 | 0.4411 | 0.8217 | 0.7377 | 0.7727 | | 0.1439 | 17.46 | 6460 | 0.5327 | 0.7248 | 0.8146 | 0.8911 | 0.9400 | 0.8298 | 0.8716 | 0.4727 | 0.9351 | 0.8639 | 0.7888 | 0.8763 | 0.6880 | 0.7723 | 0.4196 | 0.8154 | 0.7514 | 0.7505 | | 0.0652 | 17.51 | 6480 | 0.4739 | 0.7331 | 0.8298 | 0.8935 | 0.9517 | 0.8073 | 0.8871 | 0.5477 | 0.8962 | 0.8921 | 0.8267 | 0.8786 | 0.6847 | 0.7770 | 0.4611 | 0.8168 | 0.7270 | 0.7864 | | 0.1091 | 17.57 | 6500 | 0.4763 | 0.7287 | 0.8306 | 0.8907 | 0.9489 | 0.8213 | 0.8759 | 0.5751 | 0.8972 | 0.8800 | 0.8160 | 0.8811 | 0.6868 | 0.7772 | 0.4570 | 0.8092 | 0.7115 | 0.7779 | | 0.4689 | 17.62 | 6520 | 0.4656 | 0.7248 | 0.8241 | 0.8897 | 0.9414 | 0.8117 | 0.8613 | 0.5546 | 0.9115 | 0.8665 | 0.8218 | 0.8764 | 0.6897 | 0.7702 | 0.4206 | 0.8104 | 0.7284 | 0.7778 | | 0.126 | 17.68 | 6540 | 0.4826 | 0.7219 | 0.8210 | 0.8898 | 0.9419 | 0.8082 | 0.8646 | 0.5306 | 0.9128 | 0.8680 | 0.8207 | 0.8767 | 0.6899 | 0.7575 | 0.4034 | 0.8148 | 0.7357 | 0.7754 | | 0.1497 | 17.73 | 6560 | 0.5100 | 0.7211 | 0.8117 | 0.8894 | 0.9488 | 0.8191 | 0.8843 | 0.4794 | 0.9243 | 0.8461 | 0.7800 | 0.8769 | 0.6926 | 0.7741 | 0.4011 | 0.8110 | 0.7498 | 0.7419 | | 0.1546 | 17.78 | 6580 | 0.4865 | 0.7209 | 0.8199 | 0.8887 | 0.9426 | 0.8249 | 0.8755 | 0.5045 | 0.9116 | 0.8858 | 0.7945 | 0.8804 | 0.6906 | 0.7710 | 0.4120 | 0.8074 | 0.7293 | 0.7560 | | 0.1639 | 17.84 | 6600 | 0.5077 | 0.7254 | 0.8190 | 0.8932 | 0.9488 | 0.8178 | 0.8878 | 0.4842 | 0.9149 | 0.8586 | 0.8208 | 0.8801 | 0.6900 | 0.7609 | 0.4069 | 0.8209 | 0.7346 | 0.7841 | | 0.3673 | 17.89 | 6620 | 0.5128 | 0.7242 | 0.8186 | 0.8915 | 0.9463 | 0.8168 | 0.8871 | 0.5067 | 0.9217 | 0.8563 | 0.7954 | 0.8810 | 0.6900 | 0.7684 | 0.4188 | 0.8171 | 0.7352 | 0.7591 | | 0.1978 | 17.95 | 6640 | 0.5142 | 0.7217 | 0.8170 | 0.8893 | 0.9472 | 0.8285 | 0.8718 | 0.4931 | 0.9168 | 0.8795 | 0.7824 | 0.8788 | 0.6864 | 0.7676 | 0.4239 | 0.8117 | 0.7397 | 0.7434 | | 0.1925 | 18.0 | 6660 | 0.5152 | 0.7298 | 0.8267 | 0.8925 | 0.9490 | 0.8242 | 0.8814 | 0.5430 | 0.9099 | 0.8722 | 0.8072 | 0.8773 | 0.6874 | 0.7708 | 0.4438 | 0.8181 | 0.7407 | 0.7707 | | 0.1153 | 18.05 | 6680 | 0.4866 | 0.7342 | 0.8234 | 0.8971 | 0.9492 | 0.7931 | 0.8895 | 0.5085 | 0.9157 | 0.8595 | 0.8483 | 0.8780 | 0.6837 | 0.7701 | 0.4364 | 0.8295 | 0.7339 | 0.8075 | | 0.0899 | 18.11 | 6700 | 0.4887 | 0.7338 | 0.8318 | 0.8960 | 0.9459 | 0.8300 | 0.8650 | 0.5456 | 0.9127 | 0.8827 | 0.8406 | 0.8802 | 0.6827 | 0.7705 | 0.4455 | 0.8274 | 0.7293 | 0.8008 | | 0.2589 | 18.16 | 6720 | 0.4892 | 0.7323 | 0.8291 | 0.8945 | 0.9486 | 0.8144 | 0.8825 | 0.5375 | 0.9046 | 0.8833 | 0.8332 | 0.8810 | 0.6896 | 0.7695 | 0.4447 | 0.8210 | 0.7255 | 0.7944 | | 0.1197 | 18.22 | 6740 | 0.5024 | 0.7249 | 0.8207 | 0.8899 | 0.9513 | 0.8139 | 0.8668 | 0.5448 | 0.9104 | 0.8543 | 0.8037 | 0.8796 | 0.6902 | 0.7629 | 0.4414 | 0.8111 | 0.7264 | 0.7629 | | 0.1703 | 18.27 | 6760 | 0.5068 | 0.7253 | 0.8255 | 0.8890 | 0.9485 | 0.8050 | 0.8485 | 0.5965 | 0.9106 | 0.8742 | 0.7949 | 0.8806 | 0.6880 | 0.7666 | 0.4513 | 0.8089 | 0.7253 | 0.7563 | | 0.1416 | 18.32 | 6780 | 0.5116 | 0.7238 | 0.8234 | 0.8890 | 0.9468 | 0.8031 | 0.8735 | 0.5668 | 0.9109 | 0.8755 | 0.7871 | 0.8816 | 0.6887 | 0.7692 | 0.4442 | 0.8105 | 0.7240 | 0.7484 | | 0.2357 | 18.38 | 6800 | 0.4785 | 0.7263 | 0.8257 | 0.8907 | 0.9481 | 0.8063 | 0.8624 | 0.5775 | 0.9122 | 0.8718 | 0.8016 | 0.8816 | 0.6879 | 0.7647 | 0.4400 | 0.8146 | 0.7345 | 0.7604 | | 0.1692 | 18.43 | 6820 | 0.4507 | 0.7336 | 0.8321 | 0.8952 | 0.9472 | 0.8108 | 0.8720 | 0.5805 | 0.9127 | 0.8687 | 0.8325 | 0.8811 | 0.6865 | 0.7715 | 0.4468 | 0.8257 | 0.7338 | 0.7898 | | 0.1097 | 18.49 | 6840 | 0.4794 | 0.7333 | 0.8299 | 0.8953 | 0.9486 | 0.7926 | 0.8754 | 0.5718 | 0.9088 | 0.8714 | 0.8407 | 0.8762 | 0.6819 | 0.7697 | 0.4426 | 0.8279 | 0.7329 | 0.8021 | | 0.1896 | 18.54 | 6860 | 0.5163 | 0.7141 | 0.8230 | 0.8832 | 0.9360 | 0.7966 | 0.8850 | 0.5660 | 0.8949 | 0.8898 | 0.7928 | 0.8737 | 0.6814 | 0.7653 | 0.4298 | 0.8035 | 0.7004 | 0.7450 | | 0.1161 | 18.59 | 6880 | 0.5188 | 0.7164 | 0.8111 | 0.8873 | 0.9524 | 0.7999 | 0.8748 | 0.5150 | 0.9185 | 0.8481 | 0.7693 | 0.8763 | 0.6808 | 0.7721 | 0.4248 | 0.8156 | 0.7120 | 0.7332 | | 0.1457 | 18.65 | 6900 | 0.5094 | 0.7163 | 0.8214 | 0.8858 | 0.9379 | 0.8260 | 0.8810 | 0.5706 | 0.9231 | 0.8455 | 0.7658 | 0.8780 | 0.6832 | 0.7630 | 0.4432 | 0.8157 | 0.7021 | 0.7291 | | 0.074 | 18.7 | 6920 | 0.5089 | 0.7152 | 0.8230 | 0.8845 | 0.9461 | 0.8254 | 0.8721 | 0.5581 | 0.8992 | 0.8954 | 0.7646 | 0.8793 | 0.6885 | 0.7624 | 0.4443 | 0.8106 | 0.6965 | 0.7247 | | 0.0944 | 18.76 | 6940 | 0.5005 | 0.7185 | 0.8221 | 0.8853 | 0.9334 | 0.8362 | 0.8707 | 0.5501 | 0.9182 | 0.8642 | 0.7822 | 0.8718 | 0.6885 | 0.7623 | 0.4349 | 0.8074 | 0.7200 | 0.7444 | | 0.1743 | 18.81 | 6960 | 0.5052 | 0.7221 | 0.8193 | 0.8884 | 0.9463 | 0.8099 | 0.8844 | 0.5297 | 0.9108 | 0.8656 | 0.7886 | 0.8747 | 0.6858 | 0.7627 | 0.4372 | 0.8120 | 0.7296 | 0.7527 | | 0.0786 | 18.86 | 6980 | 0.5417 | 0.7102 | 0.8172 | 0.8817 | 0.9322 | 0.8292 | 0.8613 | 0.5575 | 0.9211 | 0.8579 | 0.7613 | 0.8718 | 0.6816 | 0.7575 | 0.4297 | 0.8062 | 0.6984 | 0.7265 | | 0.1497 | 18.92 | 7000 | 0.4958 | 0.7216 | 0.8254 | 0.8864 | 0.9435 | 0.8290 | 0.8716 | 0.5538 | 0.8988 | 0.8889 | 0.7922 | 0.8717 | 0.6840 | 0.7687 | 0.4485 | 0.8067 | 0.7188 | 0.7530 | | 0.1378 | 18.97 | 7020 | 0.5228 | 0.7259 | 0.8238 | 0.8902 | 0.9509 | 0.8141 | 0.8692 | 0.5612 | 0.9107 | 0.8689 | 0.7917 | 0.8786 | 0.6847 | 0.7734 | 0.4483 | 0.8139 | 0.7239 | 0.7587 | | 0.1311 | 19.03 | 7040 | 0.4866 | 0.7274 | 0.8310 | 0.8900 | 0.9439 | 0.8333 | 0.8735 | 0.5742 | 0.9005 | 0.8708 | 0.8211 | 0.8732 | 0.6860 | 0.7738 | 0.4400 | 0.8116 | 0.7229 | 0.7844 | | 0.1454 | 19.08 | 7060 | 0.4845 | 0.7317 | 0.8286 | 0.8929 | 0.9456 | 0.8190 | 0.8716 | 0.5517 | 0.9063 | 0.8684 | 0.8378 | 0.8727 | 0.6878 | 0.7746 | 0.4425 | 0.8183 | 0.7280 | 0.7979 | | 0.1215 | 19.14 | 7080 | 0.5578 | 0.7173 | 0.8215 | 0.8844 | 0.9362 | 0.8271 | 0.8733 | 0.5648 | 0.9180 | 0.8708 | 0.7605 | 0.8748 | 0.6848 | 0.7757 | 0.4526 | 0.8074 | 0.7023 | 0.7238 | | 0.1733 | 19.19 | 7100 | 0.5758 | 0.7151 | 0.8126 | 0.8840 | 0.9434 | 0.8032 | 0.8686 | 0.5321 | 0.9184 | 0.8657 | 0.7569 | 0.8735 | 0.6836 | 0.7695 | 0.4483 | 0.8074 | 0.7009 | 0.7227 | | 0.0956 | 19.24 | 7120 | 0.5478 | 0.7163 | 0.8184 | 0.8849 | 0.9477 | 0.8340 | 0.8616 | 0.5424 | 0.9115 | 0.8760 | 0.7557 | 0.8757 | 0.6866 | 0.7741 | 0.4477 | 0.8107 | 0.6961 | 0.7229 | | 0.1144 | 19.3 | 7140 | 0.5789 | 0.7141 | 0.8140 | 0.8856 | 0.9517 | 0.8162 | 0.8838 | 0.5168 | 0.9127 | 0.8732 | 0.7437 | 0.8764 | 0.6866 | 0.7756 | 0.4273 | 0.8163 | 0.7046 | 0.7121 | | 0.0828 | 19.35 | 7160 | 0.5795 | 0.7170 | 0.8156 | 0.8876 | 0.9472 | 0.8291 | 0.8759 | 0.5119 | 0.9226 | 0.8665 | 0.7564 | 0.8813 | 0.6862 | 0.7769 | 0.4294 | 0.8160 | 0.7058 | 0.7231 | | 0.0687 | 19.41 | 7180 | 0.5686 | 0.7154 | 0.8117 | 0.8865 | 0.9477 | 0.7988 | 0.8613 | 0.5266 | 0.9248 | 0.8658 | 0.7568 | 0.8813 | 0.6824 | 0.7724 | 0.4327 | 0.8126 | 0.7030 | 0.7233 | | 0.1395 | 19.46 | 7200 | 0.5835 | 0.7151 | 0.8160 | 0.8849 | 0.9492 | 0.8137 | 0.8674 | 0.5327 | 0.9087 | 0.8845 | 0.7556 | 0.8781 | 0.6850 | 0.7740 | 0.4411 | 0.8095 | 0.6974 | 0.7206 | | 0.1072 | 19.51 | 7220 | 0.5384 | 0.7129 | 0.8160 | 0.8842 | 0.9497 | 0.8382 | 0.8495 | 0.5469 | 0.9164 | 0.8634 | 0.7483 | 0.8757 | 0.6841 | 0.7732 | 0.4277 | 0.8118 | 0.7020 | 0.7156 | | 0.0705 | 19.57 | 7240 | 0.5240 | 0.7166 | 0.8148 | 0.8862 | 0.9510 | 0.8087 | 0.8751 | 0.5294 | 0.9124 | 0.8659 | 0.7612 | 0.8788 | 0.6908 | 0.7709 | 0.4341 | 0.8119 | 0.7011 | 0.7285 | | 0.1924 | 19.62 | 7260 | 0.5222 | 0.7182 | 0.8179 | 0.8869 | 0.9494 | 0.8363 | 0.8751 | 0.5218 | 0.9142 | 0.8682 | 0.7605 | 0.8798 | 0.6900 | 0.7724 | 0.4420 | 0.8130 | 0.7035 | 0.7267 | | 0.0711 | 19.68 | 7280 | 0.5092 | 0.7208 | 0.8212 | 0.8879 | 0.9444 | 0.8343 | 0.8651 | 0.5372 | 0.9173 | 0.8744 | 0.7753 | 0.8823 | 0.6886 | 0.7731 | 0.4464 | 0.8114 | 0.7062 | 0.7378 | | 0.1801 | 19.73 | 7300 | 0.4822 | 0.7299 | 0.8289 | 0.8926 | 0.9455 | 0.8012 | 0.8879 | 0.5815 | 0.9108 | 0.8541 | 0.8213 | 0.8809 | 0.6865 | 0.7735 | 0.4426 | 0.8163 | 0.7270 | 0.7827 | | 0.1059 | 19.78 | 7320 | 0.4786 | 0.7355 | 0.8341 | 0.8964 | 0.9465 | 0.8363 | 0.8677 | 0.5692 | 0.9157 | 0.8635 | 0.8394 | 0.8792 | 0.6817 | 0.7738 | 0.4513 | 0.8289 | 0.7307 | 0.8030 | | 1.8411 | 19.84 | 7340 | 0.5175 | 0.7341 | 0.8313 | 0.8952 | 0.9529 | 0.8020 | 0.8914 | 0.5669 | 0.9008 | 0.8711 | 0.8339 | 0.8795 | 0.6810 | 0.7727 | 0.4574 | 0.8237 | 0.7244 | 0.7998 | | 1.7101 | 19.89 | 7360 | 0.5295 | 0.7327 | 0.8368 | 0.8942 | 0.9439 | 0.8316 | 0.8818 | 0.5814 | 0.9034 | 0.8815 | 0.8340 | 0.8802 | 0.6786 | 0.7720 | 0.4525 | 0.8207 | 0.7249 | 0.8003 | | 0.089 | 19.95 | 7380 | 0.4847 | 0.7316 | 0.8318 | 0.8943 | 0.9423 | 0.7977 | 0.8840 | 0.5653 | 0.9044 | 0.8823 | 0.8468 | 0.8800 | 0.6732 | 0.7581 | 0.4550 | 0.8217 | 0.7251 | 0.8079 | | 0.2122 | 20.0 | 7400 | 0.4957 | 0.7262 | 0.8322 | 0.8912 | 0.9466 | 0.7874 | 0.8737 | 0.6017 | 0.8921 | 0.8826 | 0.8415 | 0.8802 | 0.6705 | 0.7617 | 0.4411 | 0.8144 | 0.7114 | 0.8046 | | 0.1163 | 20.05 | 7420 | 0.4751 | 0.7302 | 0.8361 | 0.8931 | 0.9460 | 0.8175 | 0.8749 | 0.5942 | 0.8950 | 0.8753 | 0.8495 | 0.8800 | 0.6827 | 0.7634 | 0.4388 | 0.8189 | 0.7180 | 0.8099 | | 0.1322 | 20.11 | 7440 | 0.4809 | 0.7343 | 0.8363 | 0.8949 | 0.9439 | 0.8231 | 0.8823 | 0.5715 | 0.9006 | 0.8841 | 0.8487 | 0.8793 | 0.6789 | 0.7647 | 0.4623 | 0.8228 | 0.7209 | 0.8108 | | 0.163 | 20.16 | 7460 | 0.4699 | 0.7318 | 0.8255 | 0.8947 | 0.9435 | 0.7919 | 0.8711 | 0.5605 | 0.9224 | 0.8536 | 0.8358 | 0.8808 | 0.6741 | 0.7648 | 0.4605 | 0.8241 | 0.7274 | 0.7912 | | 0.0845 | 20.22 | 7480 | 0.4678 | 0.7330 | 0.8274 | 0.8957 | 0.9472 | 0.8095 | 0.8836 | 0.5501 | 0.9185 | 0.8492 | 0.8339 | 0.8821 | 0.6801 | 0.7699 | 0.4498 | 0.8245 | 0.7279 | 0.7967 | | 0.066 | 20.27 | 7500 | 0.4627 | 0.7390 | 0.8320 | 0.8987 | 0.9465 | 0.7927 | 0.8875 | 0.5570 | 0.9104 | 0.8529 | 0.8768 | 0.8846 | 0.6828 | 0.7732 | 0.4529 | 0.8257 | 0.7332 | 0.8208 | | 0.2855 | 20.32 | 7520 | 0.4541 | 0.7441 | 0.8336 | 0.9017 | 0.9494 | 0.8038 | 0.8756 | 0.5441 | 0.9161 | 0.8675 | 0.8787 | 0.8845 | 0.6878 | 0.7759 | 0.4540 | 0.8331 | 0.7373 | 0.8360 | | 0.1623 | 20.38 | 7540 | 0.4726 | 0.7357 | 0.8248 | 0.8983 | 0.9451 | 0.8020 | 0.8860 | 0.5050 | 0.9240 | 0.8613 | 0.8501 | 0.8830 | 0.6824 | 0.7736 | 0.4379 | 0.8286 | 0.7315 | 0.8126 | | 0.0805 | 20.43 | 7560 | 0.4518 | 0.7355 | 0.8309 | 0.8982 | 0.9473 | 0.8429 | 0.8821 | 0.5069 | 0.9125 | 0.8675 | 0.8574 | 0.8834 | 0.6829 | 0.7742 | 0.4322 | 0.8270 | 0.7295 | 0.8195 | | 0.0892 | 20.49 | 7580 | 0.4647 | 0.7269 | 0.8204 | 0.8926 | 0.9485 | 0.7750 | 0.8801 | 0.5361 | 0.9138 | 0.8776 | 0.8120 | 0.8845 | 0.6764 | 0.7730 | 0.4364 | 0.8140 | 0.7282 | 0.7756 | | 0.0479 | 20.54 | 7600 | 0.4994 | 0.7207 | 0.8179 | 0.8888 | 0.9431 | 0.7955 | 0.8775 | 0.5400 | 0.9193 | 0.8557 | 0.7943 | 0.8803 | 0.6697 | 0.7697 | 0.4320 | 0.8091 | 0.7286 | 0.7554 | | 0.0717 | 20.59 | 7620 | 0.4951 | 0.7279 | 0.8261 | 0.8926 | 0.9488 | 0.8292 | 0.8698 | 0.5462 | 0.9146 | 0.8661 | 0.8081 | 0.8810 | 0.6859 | 0.7741 | 0.4324 | 0.8186 | 0.7327 | 0.7705 | | 0.4134 | 20.65 | 7640 | 0.5497 | 0.7189 | 0.8202 | 0.8875 | 0.9474 | 0.8428 | 0.8764 | 0.5258 | 0.9155 | 0.8723 | 0.7611 | 0.8812 | 0.6859 | 0.7786 | 0.4465 | 0.8147 | 0.6999 | 0.7256 | | 1.3472 | 20.7 | 7660 | 0.5462 | 0.7156 | 0.8162 | 0.8852 | 0.9531 | 0.7985 | 0.8820 | 0.5465 | 0.9061 | 0.8840 | 0.7435 | 0.8804 | 0.6862 | 0.7779 | 0.4522 | 0.8126 | 0.6903 | 0.7097 | | 0.1087 | 20.76 | 7680 | 0.5607 | 0.7188 | 0.8218 | 0.8866 | 0.9443 | 0.8418 | 0.8655 | 0.5463 | 0.9164 | 0.8772 | 0.7607 | 0.8812 | 0.6848 | 0.7749 | 0.4559 | 0.8126 | 0.6976 | 0.7243 | | 0.0687 | 20.81 | 7700 | 0.5686 | 0.7147 | 0.8184 | 0.8846 | 0.9454 | 0.8356 | 0.8812 | 0.5270 | 0.9111 | 0.8838 | 0.7445 | 0.8796 | 0.6874 | 0.7739 | 0.4499 | 0.8118 | 0.6902 | 0.7102 | | 0.1466 | 20.86 | 7720 | 0.5114 | 0.7294 | 0.8251 | 0.8930 | 0.9485 | 0.8343 | 0.8852 | 0.5219 | 0.9128 | 0.8603 | 0.8128 | 0.8810 | 0.6882 | 0.7740 | 0.4464 | 0.8180 | 0.7238 | 0.7742 | | 0.1206 | 20.92 | 7740 | 0.4843 | 0.7334 | 0.8314 | 0.8953 | 0.9473 | 0.8198 | 0.8793 | 0.5627 | 0.9114 | 0.8636 | 0.8355 | 0.8820 | 0.6848 | 0.7750 | 0.4489 | 0.8235 | 0.7251 | 0.7947 | | 0.2114 | 20.97 | 7760 | 0.4590 | 0.7344 | 0.8253 | 0.8974 | 0.9516 | 0.8009 | 0.8882 | 0.5215 | 0.9138 | 0.8504 | 0.8506 | 0.8810 | 0.6843 | 0.7767 | 0.4363 | 0.8288 | 0.7240 | 0.8093 | | 0.1077 | 21.03 | 7780 | 0.4746 | 0.7342 | 0.8265 | 0.8976 | 0.9494 | 0.8226 | 0.8748 | 0.5081 | 0.9160 | 0.8608 | 0.8537 | 0.8809 | 0.6863 | 0.7763 | 0.4303 | 0.8306 | 0.7256 | 0.8096 | | 0.1077 | 21.08 | 7800 | 0.4745 | 0.7311 | 0.8242 | 0.8961 | 0.9476 | 0.8301 | 0.8801 | 0.4826 | 0.9151 | 0.8762 | 0.8378 | 0.8810 | 0.6883 | 0.7719 | 0.4254 | 0.8270 | 0.7257 | 0.7984 | | 0.1559 | 21.14 | 7820 | 0.5023 | 0.7318 | 0.8280 | 0.8947 | 0.9495 | 0.8289 | 0.8806 | 0.5277 | 0.9099 | 0.8731 | 0.8260 | 0.8812 | 0.6861 | 0.7727 | 0.4480 | 0.8230 | 0.7207 | 0.7907 | | 0.1022 | 21.19 | 7840 | 0.4712 | 0.7370 | 0.8337 | 0.8973 | 0.9458 | 0.8162 | 0.8607 | 0.5465 | 0.9025 | 0.8809 | 0.8833 | 0.8847 | 0.6849 | 0.7667 | 0.4551 | 0.8237 | 0.7311 | 0.8129 | | 0.1382 | 21.24 | 7860 | 0.5166 | 0.7272 | 0.8274 | 0.8935 | 0.9405 | 0.7601 | 0.8616 | 0.5688 | 0.9002 | 0.8737 | 0.8868 | 0.8843 | 0.6504 | 0.7605 | 0.4541 | 0.8203 | 0.7298 | 0.7908 | | 0.0495 | 21.3 | 7880 | 0.4990 | 0.7369 | 0.8308 | 0.8973 | 0.9487 | 0.8126 | 0.8728 | 0.5573 | 0.9147 | 0.8584 | 0.8513 | 0.8814 | 0.6874 | 0.7736 | 0.4531 | 0.8279 | 0.7242 | 0.8110 | | 0.1309 | 21.35 | 7900 | 0.4653 | 0.7381 | 0.8351 | 0.8976 | 0.9481 | 0.8190 | 0.8834 | 0.5699 | 0.9090 | 0.8629 | 0.8532 | 0.8817 | 0.6906 | 0.7731 | 0.4505 | 0.8276 | 0.7302 | 0.8131 | | 0.2034 | 21.41 | 7920 | 0.4758 | 0.7366 | 0.8351 | 0.8974 | 0.9500 | 0.8361 | 0.8535 | 0.5739 | 0.9116 | 0.8660 | 0.8544 | 0.8817 | 0.6902 | 0.7708 | 0.4376 | 0.8287 | 0.7333 | 0.8137 | | 0.1587 | 21.46 | 7940 | 0.5065 | 0.7307 | 0.8212 | 0.8946 | 0.9437 | 0.8057 | 0.8684 | 0.4995 | 0.9178 | 0.8615 | 0.8518 | 0.8720 | 0.6906 | 0.7699 | 0.4165 | 0.8246 | 0.7335 | 0.8082 | | 0.0888 | 21.51 | 7960 | 0.4859 | 0.7338 | 0.8299 | 0.8955 | 0.9436 | 0.8250 | 0.8752 | 0.5298 | 0.9110 | 0.8749 | 0.8498 | 0.8767 | 0.6903 | 0.7732 | 0.4290 | 0.8233 | 0.7330 | 0.8110 | | 0.0978 | 21.57 | 7980 | 0.4848 | 0.7359 | 0.8304 | 0.8978 | 0.9515 | 0.8059 | 0.8657 | 0.5750 | 0.9189 | 0.8503 | 0.8455 | 0.8824 | 0.6873 | 0.7733 | 0.4339 | 0.8311 | 0.7345 | 0.8089 | | 0.0727 | 21.62 | 8000 | 0.4940 | 0.7323 | 0.8296 | 0.8940 | 0.9436 | 0.8231 | 0.8738 | 0.5583 | 0.9166 | 0.8654 | 0.8261 | 0.8786 | 0.6888 | 0.7712 | 0.4435 | 0.8212 | 0.7337 | 0.7888 | | 0.1287 | 21.68 | 8020 | 0.4959 | 0.7303 | 0.8277 | 0.8932 | 0.9487 | 0.8190 | 0.8762 | 0.5403 | 0.9082 | 0.8895 | 0.8121 | 0.8815 | 0.6877 | 0.7773 | 0.4434 | 0.8181 | 0.7307 | 0.7734 | | 0.1429 | 21.73 | 8040 | 0.5274 | 0.7235 | 0.8189 | 0.8896 | 0.9513 | 0.8038 | 0.8817 | 0.5183 | 0.9073 | 0.8827 | 0.7872 | 0.8769 | 0.6856 | 0.7755 | 0.4339 | 0.8130 | 0.7287 | 0.7506 | | 0.1819 | 21.78 | 8060 | 0.5184 | 0.7263 | 0.8218 | 0.8910 | 0.9511 | 0.8180 | 0.8602 | 0.5402 | 0.9152 | 0.8762 | 0.7918 | 0.8794 | 0.6872 | 0.7768 | 0.4386 | 0.8150 | 0.7319 | 0.7554 | | 0.0709 | 21.84 | 8080 | 0.5355 | 0.7296 | 0.8309 | 0.8923 | 0.9489 | 0.8168 | 0.8815 | 0.5756 | 0.9042 | 0.8791 | 0.8099 | 0.8817 | 0.6847 | 0.7772 | 0.4445 | 0.8156 | 0.7308 | 0.7727 | | 0.0816 | 21.89 | 8100 | 0.5323 | 0.7296 | 0.8238 | 0.8923 | 0.9496 | 0.8143 | 0.8752 | 0.5390 | 0.9141 | 0.8707 | 0.8034 | 0.8808 | 0.6859 | 0.7751 | 0.4512 | 0.8144 | 0.7340 | 0.7659 | | 0.1847 | 21.95 | 8120 | 0.5215 | 0.7275 | 0.8262 | 0.8911 | 0.9489 | 0.8174 | 0.8788 | 0.5486 | 0.9071 | 0.8862 | 0.7963 | 0.8817 | 0.6863 | 0.7767 | 0.4441 | 0.8117 | 0.7327 | 0.7591 | | 0.1339 | 22.0 | 8140 | 0.5006 | 0.7283 | 0.8253 | 0.8921 | 0.9512 | 0.8137 | 0.8821 | 0.5339 | 0.9030 | 0.8784 | 0.8145 | 0.8812 | 0.6868 | 0.7751 | 0.4375 | 0.8135 | 0.7309 | 0.7728 | | 0.0847 | 22.05 | 8160 | 0.4968 | 0.7298 | 0.8271 | 0.8924 | 0.9460 | 0.8266 | 0.8722 | 0.5422 | 0.9123 | 0.8792 | 0.8115 | 0.8821 | 0.6888 | 0.7764 | 0.4448 | 0.8138 | 0.7306 | 0.7720 | | 0.0571 | 22.11 | 8180 | 0.4889 | 0.7311 | 0.8259 | 0.8939 | 0.9491 | 0.8004 | 0.8833 | 0.5535 | 0.9120 | 0.8564 | 0.8265 | 0.8802 | 0.6874 | 0.7744 | 0.4399 | 0.8190 | 0.7283 | 0.7888 | | 0.1909 | 22.16 | 8200 | 0.4716 | 0.7357 | 0.8323 | 0.8961 | 0.9433 | 0.8261 | 0.8848 | 0.5429 | 0.9104 | 0.8654 | 0.8531 | 0.8780 | 0.6900 | 0.7768 | 0.4410 | 0.8239 | 0.7298 | 0.8108 | | 0.1584 | 22.22 | 8220 | 0.4890 | 0.7345 | 0.8322 | 0.8965 | 0.9470 | 0.8401 | 0.8787 | 0.5238 | 0.9065 | 0.8783 | 0.8510 | 0.8799 | 0.6863 | 0.7761 | 0.4362 | 0.8256 | 0.7287 | 0.8089 | | 0.0863 | 22.27 | 8240 | 0.4794 | 0.7362 | 0.8298 | 0.8971 | 0.9443 | 0.8112 | 0.8771 | 0.5387 | 0.9171 | 0.8710 | 0.8490 | 0.8813 | 0.6875 | 0.7766 | 0.4446 | 0.8262 | 0.7294 | 0.8079 | | 0.1098 | 22.32 | 8260 | 0.4889 | 0.7358 | 0.8326 | 0.8969 | 0.9479 | 0.8067 | 0.8873 | 0.5532 | 0.9065 | 0.8787 | 0.8480 | 0.8827 | 0.6879 | 0.7747 | 0.4424 | 0.8263 | 0.7292 | 0.8073 | | 0.6616 | 22.38 | 8280 | 0.4827 | 0.7333 | 0.8269 | 0.8959 | 0.9451 | 0.8194 | 0.8780 | 0.5096 | 0.9140 | 0.8795 | 0.8425 | 0.8791 | 0.6864 | 0.7750 | 0.4354 | 0.8244 | 0.7290 | 0.8041 | | 0.1257 | 22.43 | 8300 | 0.4592 | 0.7347 | 0.8258 | 0.8973 | 0.9443 | 0.8158 | 0.8731 | 0.5141 | 0.9235 | 0.8590 | 0.8504 | 0.8826 | 0.6868 | 0.7757 | 0.4375 | 0.8268 | 0.7287 | 0.8049 | | 0.1024 | 22.49 | 8320 | 0.4701 | 0.7340 | 0.8343 | 0.8961 | 0.9460 | 0.8369 | 0.8847 | 0.5437 | 0.9043 | 0.8733 | 0.8511 | 0.8798 | 0.6822 | 0.7749 | 0.4400 | 0.8263 | 0.7303 | 0.8047 | | 0.1011 | 22.54 | 8340 | 0.4936 | 0.7335 | 0.8309 | 0.8959 | 0.9481 | 0.8337 | 0.8731 | 0.5376 | 0.9093 | 0.8683 | 0.8464 | 0.8797 | 0.6857 | 0.7738 | 0.4346 | 0.8251 | 0.7298 | 0.8059 | | 0.0516 | 22.59 | 8360 | 0.4869 | 0.7326 | 0.8288 | 0.8961 | 0.9448 | 0.8347 | 0.8800 | 0.5264 | 0.9161 | 0.8491 | 0.8507 | 0.8789 | 0.6832 | 0.7724 | 0.4310 | 0.8275 | 0.7308 | 0.8042 | | 0.1104 | 22.65 | 8380 | 0.4936 | 0.7317 | 0.8298 | 0.8952 | 0.9483 | 0.8160 | 0.8723 | 0.5306 | 0.9029 | 0.8937 | 0.8448 | 0.8789 | 0.6822 | 0.7650 | 0.4344 | 0.8252 | 0.7303 | 0.8058 | | 0.1515 | 22.7 | 8400 | 0.5197 | 0.7314 | 0.8288 | 0.8948 | 0.9487 | 0.8178 | 0.8653 | 0.5395 | 0.9061 | 0.8781 | 0.8458 | 0.8766 | 0.6829 | 0.7636 | 0.4360 | 0.8260 | 0.7312 | 0.8038 | | 0.0403 | 22.76 | 8420 | 0.4937 | 0.7347 | 0.8305 | 0.8969 | 0.9452 | 0.8229 | 0.8638 | 0.5490 | 0.9198 | 0.8681 | 0.8451 | 0.8807 | 0.6794 | 0.7733 | 0.4430 | 0.8290 | 0.7304 | 0.8070 | | 1.5074 | 22.81 | 8440 | 0.5201 | 0.7332 | 0.8294 | 0.8962 | 0.9507 | 0.8137 | 0.8889 | 0.5541 | 0.9109 | 0.8433 | 0.8445 | 0.8806 | 0.6811 | 0.7740 | 0.4368 | 0.8266 | 0.7263 | 0.8072 | | 0.0575 | 22.86 | 8460 | 0.4946 | 0.7356 | 0.8293 | 0.8978 | 0.9470 | 0.8177 | 0.8777 | 0.5362 | 0.9193 | 0.8592 | 0.8478 | 0.8826 | 0.6831 | 0.7778 | 0.4380 | 0.8289 | 0.7305 | 0.8080 | | 0.1483 | 22.92 | 8480 | 0.4933 | 0.7365 | 0.8306 | 0.8981 | 0.9493 | 0.8194 | 0.8779 | 0.5361 | 0.9146 | 0.8672 | 0.8493 | 0.8827 | 0.6838 | 0.7815 | 0.4397 | 0.8293 | 0.7306 | 0.8081 | | 0.2198 | 22.97 | 8500 | 0.4894 | 0.7346 | 0.8313 | 0.8973 | 0.9471 | 0.8354 | 0.8829 | 0.5255 | 0.9126 | 0.8680 | 0.8479 | 0.8822 | 0.6844 | 0.7811 | 0.4307 | 0.8278 | 0.7287 | 0.8074 | | 1.6629 | 23.03 | 8520 | 0.5074 | 0.7312 | 0.8291 | 0.8957 | 0.9494 | 0.8407 | 0.8781 | 0.5232 | 0.9102 | 0.8602 | 0.8420 | 0.8799 | 0.6816 | 0.7784 | 0.4224 | 0.8257 | 0.7245 | 0.8059 | | 0.3469 | 23.08 | 8540 | 0.5050 | 0.7338 | 0.8314 | 0.8964 | 0.9476 | 0.8351 | 0.8707 | 0.5335 | 0.9105 | 0.8780 | 0.8448 | 0.8807 | 0.6820 | 0.7786 | 0.4365 | 0.8265 | 0.7256 | 0.8069 | | 0.1627 | 23.14 | 8560 | 0.5105 | 0.7361 | 0.8327 | 0.8973 | 0.9436 | 0.8144 | 0.8788 | 0.5583 | 0.9182 | 0.8719 | 0.8435 | 0.8836 | 0.6845 | 0.7798 | 0.4444 | 0.8275 | 0.7269 | 0.8060 | | 0.1096 | 23.19 | 8580 | 0.4955 | 0.7355 | 0.8314 | 0.8973 | 0.9506 | 0.8110 | 0.8726 | 0.5601 | 0.9119 | 0.8669 | 0.8469 | 0.8834 | 0.6862 | 0.7785 | 0.4377 | 0.8279 | 0.7282 | 0.8066 | | 0.1026 | 23.24 | 8600 | 0.4955 | 0.7323 | 0.8300 | 0.8956 | 0.9497 | 0.8230 | 0.8783 | 0.5401 | 0.9076 | 0.8714 | 0.8396 | 0.8816 | 0.6843 | 0.7779 | 0.4314 | 0.8238 | 0.7269 | 0.8006 | | 0.1823 | 23.3 | 8620 | 0.5105 | 0.7319 | 0.8229 | 0.8964 | 0.9527 | 0.7888 | 0.8684 | 0.5296 | 0.9149 | 0.8600 | 0.8461 | 0.8811 | 0.6804 | 0.7747 | 0.4278 | 0.8266 | 0.7248 | 0.8077 | | 0.0839 | 23.35 | 8640 | 0.4857 | 0.7369 | 0.8322 | 0.8980 | 0.9513 | 0.8202 | 0.8842 | 0.5373 | 0.9076 | 0.8783 | 0.8469 | 0.8820 | 0.6850 | 0.7779 | 0.4430 | 0.8295 | 0.7327 | 0.8081 | | 1.5986 | 23.41 | 8660 | 0.4855 | 0.7366 | 0.8314 | 0.8975 | 0.9477 | 0.8023 | 0.8785 | 0.5457 | 0.9107 | 0.8914 | 0.8435 | 0.8843 | 0.6836 | 0.7773 | 0.4484 | 0.8254 | 0.7304 | 0.8067 | | 0.3694 | 23.46 | 8680 | 0.4914 | 0.7356 | 0.8303 | 0.8969 | 0.9478 | 0.8157 | 0.8679 | 0.5481 | 0.9151 | 0.8726 | 0.8448 | 0.8812 | 0.6850 | 0.7763 | 0.4425 | 0.8267 | 0.7301 | 0.8072 | | 0.1776 | 23.51 | 8700 | 0.5106 | 0.7317 | 0.8257 | 0.8954 | 0.9507 | 0.8110 | 0.8780 | 0.5400 | 0.9166 | 0.8563 | 0.8271 | 0.8811 | 0.6848 | 0.7756 | 0.4359 | 0.8254 | 0.7271 | 0.7919 | | 0.1083 | 23.57 | 8720 | 0.5244 | 0.7330 | 0.8318 | 0.8963 | 0.9504 | 0.8067 | 0.8760 | 0.5720 | 0.9094 | 0.8689 | 0.8395 | 0.8833 | 0.6826 | 0.7735 | 0.4324 | 0.8277 | 0.7296 | 0.8021 | | 0.1172 | 23.62 | 8740 | 0.5029 | 0.7349 | 0.8349 | 0.8971 | 0.9455 | 0.8120 | 0.8856 | 0.5657 | 0.9091 | 0.8821 | 0.8445 | 0.8829 | 0.6789 | 0.7751 | 0.4414 | 0.8296 | 0.7314 | 0.8050 | | 0.2092 | 23.68 | 8760 | 0.5062 | 0.7345 | 0.8291 | 0.8976 | 0.9482 | 0.8254 | 0.8779 | 0.5158 | 0.9140 | 0.8749 | 0.8475 | 0.8816 | 0.6852 | 0.7748 | 0.4316 | 0.8303 | 0.7315 | 0.8066 | | 0.1303 | 23.73 | 8780 | 0.4917 | 0.7335 | 0.8269 | 0.8972 | 0.9493 | 0.8173 | 0.8772 | 0.5136 | 0.9143 | 0.8688 | 0.8482 | 0.8813 | 0.6854 | 0.7736 | 0.4270 | 0.8292 | 0.7312 | 0.8071 | | 0.0973 | 23.78 | 8800 | 0.4735 | 0.7328 | 0.8246 | 0.8971 | 0.9486 | 0.7994 | 0.8713 | 0.5178 | 0.9174 | 0.8675 | 0.8503 | 0.8823 | 0.6831 | 0.7696 | 0.4276 | 0.8286 | 0.7307 | 0.8078 | | 0.0345 | 23.84 | 8820 | 0.4864 | 0.7340 | 0.8307 | 0.8968 | 0.9461 | 0.8355 | 0.8764 | 0.5321 | 0.9152 | 0.8630 | 0.8469 | 0.8813 | 0.6850 | 0.7722 | 0.4350 | 0.8281 | 0.7284 | 0.8077 | | 0.0633 | 23.89 | 8840 | 0.4794 | 0.7348 | 0.8293 | 0.8973 | 0.9488 | 0.8196 | 0.8739 | 0.5386 | 0.9163 | 0.8619 | 0.8460 | 0.8820 | 0.6875 | 0.7748 | 0.4346 | 0.8291 | 0.7282 | 0.8073 | | 0.1221 | 23.95 | 8860 | 0.4854 | 0.7341 | 0.8276 | 0.8977 | 0.9455 | 0.8285 | 0.8740 | 0.4943 | 0.9175 | 0.8860 | 0.8473 | 0.8828 | 0.6871 | 0.7735 | 0.4274 | 0.8292 | 0.7313 | 0.8076 | | 0.1367 | 24.0 | 8880 | 0.4951 | 0.7319 | 0.8221 | 0.8973 | 0.9494 | 0.8125 | 0.8741 | 0.4871 | 0.9196 | 0.8641 | 0.8477 | 0.8805 | 0.6860 | 0.7715 | 0.4154 | 0.8301 | 0.7340 | 0.8062 | | 0.7502 | 24.05 | 8900 | 0.4909 | 0.7298 | 0.8320 | 0.8932 | 0.9460 | 0.8350 | 0.8674 | 0.5635 | 0.9059 | 0.8742 | 0.8320 | 0.8790 | 0.6863 | 0.7723 | 0.4320 | 0.8199 | 0.7291 | 0.7903 | | 0.1402 | 24.11 | 8920 | 0.5295 | 0.7170 | 0.8211 | 0.8855 | 0.9478 | 0.8153 | 0.8786 | 0.5625 | 0.9056 | 0.8744 | 0.7637 | 0.8800 | 0.6860 | 0.7711 | 0.4365 | 0.8068 | 0.7109 | 0.7279 | | 0.038 | 24.16 | 8940 | 0.5261 | 0.7264 | 0.8230 | 0.8903 | 0.9474 | 0.8263 | 0.8773 | 0.5298 | 0.9129 | 0.8793 | 0.7880 | 0.8805 | 0.6871 | 0.7726 | 0.4501 | 0.8106 | 0.7320 | 0.7522 | | 0.0857 | 24.22 | 8960 | 0.4790 | 0.7347 | 0.8318 | 0.8958 | 0.9465 | 0.8269 | 0.8683 | 0.5592 | 0.9147 | 0.8729 | 0.8343 | 0.8811 | 0.6869 | 0.7735 | 0.4499 | 0.8252 | 0.7321 | 0.7940 | | 0.1291 | 24.27 | 8980 | 0.4926 | 0.7368 | 0.8317 | 0.8976 | 0.9499 | 0.8217 | 0.8780 | 0.5478 | 0.9128 | 0.8668 | 0.8449 | 0.8820 | 0.6877 | 0.7725 | 0.4458 | 0.8285 | 0.7337 | 0.8073 | | 0.5901 | 24.32 | 9000 | 0.4822 | 0.7359 | 0.8317 | 0.8971 | 0.9479 | 0.8328 | 0.8767 | 0.5522 | 0.9177 | 0.8523 | 0.8421 | 0.8824 | 0.6872 | 0.7758 | 0.4428 | 0.8272 | 0.7337 | 0.8025 | | 0.0284 | 24.38 | 9020 | 0.4928 | 0.7332 | 0.8271 | 0.8960 | 0.9467 | 0.8120 | 0.8768 | 0.5385 | 0.9202 | 0.8661 | 0.8294 | 0.8826 | 0.6865 | 0.7743 | 0.4377 | 0.8248 | 0.7344 | 0.7923 | | 0.122 | 24.43 | 9040 | 0.5095 | 0.7350 | 0.8300 | 0.8972 | 0.9482 | 0.8393 | 0.8769 | 0.5131 | 0.9118 | 0.8714 | 0.8491 | 0.8791 | 0.6875 | 0.7734 | 0.4324 | 0.8282 | 0.7349 | 0.8097 | | 0.1368 | 24.49 | 9060 | 0.4887 | 0.7373 | 0.8310 | 0.8979 | 0.9509 | 0.8169 | 0.8671 | 0.5441 | 0.9120 | 0.8758 | 0.8502 | 0.8806 | 0.6863 | 0.7738 | 0.4473 | 0.8297 | 0.7335 | 0.8101 | | 0.1202 | 24.54 | 9080 | 0.4913 | 0.7367 | 0.8323 | 0.8976 | 0.9497 | 0.8238 | 0.8740 | 0.5362 | 0.9076 | 0.8838 | 0.8511 | 0.8816 | 0.6876 | 0.7730 | 0.4440 | 0.8280 | 0.7331 | 0.8097 | | 0.0629 | 24.59 | 9100 | 0.4795 | 0.7346 | 0.8270 | 0.8968 | 0.9497 | 0.8101 | 0.8770 | 0.5290 | 0.9164 | 0.8715 | 0.8351 | 0.8835 | 0.6851 | 0.7746 | 0.4420 | 0.8248 | 0.7346 | 0.7978 | | 0.1315 | 24.65 | 9120 | 0.4952 | 0.7325 | 0.8224 | 0.8966 | 0.9506 | 0.8099 | 0.8813 | 0.4923 | 0.9164 | 0.8667 | 0.8395 | 0.8824 | 0.6846 | 0.7745 | 0.4277 | 0.8242 | 0.7342 | 0.7997 | | 0.2129 | 24.7 | 9140 | 0.4968 | 0.7344 | 0.8271 | 0.8974 | 0.9510 | 0.8294 | 0.8779 | 0.5091 | 0.9141 | 0.8605 | 0.8475 | 0.8810 | 0.6840 | 0.7730 | 0.4351 | 0.8280 | 0.7314 | 0.8082 | | 0.168 | 24.76 | 9160 | 0.5137 | 0.7335 | 0.8262 | 0.8968 | 0.9461 | 0.8301 | 0.8856 | 0.5063 | 0.9198 | 0.8505 | 0.8447 | 0.8820 | 0.6847 | 0.7697 | 0.4364 | 0.8256 | 0.7288 | 0.8075 | | 0.0502 | 24.81 | 9180 | 0.5090 | 0.7350 | 0.8312 | 0.8970 | 0.9469 | 0.8356 | 0.8721 | 0.5278 | 0.9132 | 0.8773 | 0.8452 | 0.8811 | 0.6841 | 0.7701 | 0.4437 | 0.8279 | 0.7315 | 0.8068 | | 0.1378 | 24.86 | 9200 | 0.5121 | 0.7337 | 0.8257 | 0.8957 | 0.9476 | 0.8067 | 0.8751 | 0.5338 | 0.9187 | 0.8660 | 0.8318 | 0.8803 | 0.6835 | 0.7748 | 0.4488 | 0.8244 | 0.7315 | 0.7927 | | 0.0819 | 24.92 | 9220 | 0.5272 | 0.7319 | 0.8235 | 0.8944 | 0.9514 | 0.7968 | 0.8776 | 0.5372 | 0.9139 | 0.8639 | 0.8234 | 0.8793 | 0.6825 | 0.7770 | 0.4485 | 0.8209 | 0.7290 | 0.7861 | | 0.1277 | 24.97 | 9240 | 0.5132 | 0.7352 | 0.8280 | 0.8964 | 0.9473 | 0.8034 | 0.8822 | 0.5324 | 0.9123 | 0.8748 | 0.8435 | 0.8793 | 0.6836 | 0.7767 | 0.4514 | 0.8267 | 0.7296 | 0.7991 | | 0.087 | 25.03 | 9260 | 0.5033 | 0.7351 | 0.8330 | 0.8962 | 0.9439 | 0.8327 | 0.8671 | 0.5619 | 0.9165 | 0.8616 | 0.8473 | 0.8787 | 0.6847 | 0.7770 | 0.4503 | 0.8294 | 0.7284 | 0.7975 | | 0.0817 | 25.08 | 9280 | 0.5268 | 0.7354 | 0.8276 | 0.8965 | 0.9438 | 0.8128 | 0.8767 | 0.5291 | 0.9204 | 0.8709 | 0.8398 | 0.8803 | 0.6882 | 0.7790 | 0.4510 | 0.8271 | 0.7277 | 0.7946 | | 0.0905 | 25.14 | 9300 | 0.5198 | 0.7356 | 0.8287 | 0.8963 | 0.9433 | 0.8233 | 0.8811 | 0.5311 | 0.9191 | 0.8581 | 0.8446 | 0.8787 | 0.6891 | 0.7795 | 0.4521 | 0.8269 | 0.7267 | 0.7961 | | 0.1844 | 25.19 | 9320 | 0.5282 | 0.7317 | 0.8267 | 0.8937 | 0.9456 | 0.8367 | 0.8760 | 0.5267 | 0.9169 | 0.8679 | 0.8172 | 0.8791 | 0.6878 | 0.7793 | 0.4516 | 0.8199 | 0.7301 | 0.7742 | | 0.159 | 25.24 | 9340 | 0.5340 | 0.7282 | 0.8215 | 0.8916 | 0.9480 | 0.8135 | 0.8779 | 0.5142 | 0.9118 | 0.8787 | 0.8061 | 0.8781 | 0.6852 | 0.7796 | 0.4499 | 0.8154 | 0.7303 | 0.7589 | | 0.1232 | 25.3 | 9360 | 0.5288 | 0.7300 | 0.8225 | 0.8928 | 0.9471 | 0.8042 | 0.8742 | 0.5269 | 0.9153 | 0.8757 | 0.8143 | 0.8789 | 0.6842 | 0.7784 | 0.4525 | 0.8183 | 0.7307 | 0.7671 | | 0.134 | 25.35 | 9380 | 0.5272 | 0.7337 | 0.8308 | 0.8954 | 0.9429 | 0.7984 | 0.8807 | 0.5682 | 0.9131 | 0.8641 | 0.8481 | 0.8780 | 0.6811 | 0.7769 | 0.4453 | 0.8269 | 0.7283 | 0.7992 | | 0.1115 | 25.41 | 9400 | 0.5284 | 0.7337 | 0.8310 | 0.8958 | 0.9434 | 0.8257 | 0.8750 | 0.5312 | 0.9109 | 0.8840 | 0.8469 | 0.8798 | 0.6814 | 0.7714 | 0.4502 | 0.8275 | 0.7278 | 0.7974 | | 0.1082 | 25.46 | 9420 | 0.5300 | 0.7355 | 0.8303 | 0.8968 | 0.9486 | 0.8197 | 0.8826 | 0.5354 | 0.9105 | 0.8704 | 0.8451 | 0.8800 | 0.6830 | 0.7702 | 0.4484 | 0.8271 | 0.7333 | 0.8064 | | 0.1735 | 25.51 | 9440 | 0.5159 | 0.7269 | 0.8239 | 0.8919 | 0.9422 | 0.7854 | 0.8821 | 0.5519 | 0.9150 | 0.8762 | 0.8148 | 0.8806 | 0.6676 | 0.7643 | 0.4498 | 0.8155 | 0.7345 | 0.7758 | | 0.1475 | 25.57 | 9460 | 0.5141 | 0.7288 | 0.8240 | 0.8940 | 0.9425 | 0.7976 | 0.8767 | 0.5369 | 0.9214 | 0.8673 | 0.8258 | 0.8811 | 0.6659 | 0.7633 | 0.4448 | 0.8214 | 0.7357 | 0.7892 | | 0.2059 | 25.62 | 9480 | 0.4976 | 0.7280 | 0.8187 | 0.8951 | 0.9471 | 0.7547 | 0.8860 | 0.5232 | 0.9192 | 0.8627 | 0.8376 | 0.8813 | 0.6513 | 0.7632 | 0.4429 | 0.8244 | 0.7344 | 0.7987 | | 0.0858 | 25.68 | 9500 | 0.5191 | 0.7331 | 0.8287 | 0.8965 | 0.9468 | 0.8149 | 0.8746 | 0.5336 | 0.9144 | 0.8707 | 0.8457 | 0.8809 | 0.6759 | 0.7698 | 0.4395 | 0.8272 | 0.7309 | 0.8076 | | 0.1239 | 25.73 | 9520 | 0.5073 | 0.7358 | 0.8287 | 0.8978 | 0.9476 | 0.8182 | 0.8683 | 0.5369 | 0.9213 | 0.8617 | 0.8467 | 0.8812 | 0.6814 | 0.7744 | 0.4447 | 0.8308 | 0.7315 | 0.8068 | | 0.0731 | 25.78 | 9540 | 0.5301 | 0.7362 | 0.8323 | 0.8972 | 0.9520 | 0.8311 | 0.8612 | 0.5475 | 0.9093 | 0.8804 | 0.8445 | 0.8796 | 0.6829 | 0.7744 | 0.4499 | 0.8296 | 0.7303 | 0.8064 | | 0.1221 | 25.84 | 9560 | 0.5168 | 0.7358 | 0.8271 | 0.8976 | 0.9454 | 0.8153 | 0.8718 | 0.5303 | 0.9263 | 0.8611 | 0.8397 | 0.8825 | 0.6843 | 0.7747 | 0.4438 | 0.8287 | 0.7332 | 0.8031 | | 0.2079 | 25.89 | 9580 | 0.5148 | 0.7365 | 0.8298 | 0.8978 | 0.9511 | 0.8079 | 0.8728 | 0.5490 | 0.9148 | 0.8696 | 0.8437 | 0.8813 | 0.6823 | 0.7759 | 0.4464 | 0.8303 | 0.7331 | 0.8059 | | 0.1294 | 25.95 | 9600 | 0.5026 | 0.7351 | 0.8264 | 0.8978 | 0.9497 | 0.8114 | 0.8611 | 0.5264 | 0.9206 | 0.8689 | 0.8466 | 0.8814 | 0.6857 | 0.7719 | 0.4366 | 0.8311 | 0.7312 | 0.8075 | | 0.1027 | 26.0 | 9620 | 0.5231 | 0.7341 | 0.8257 | 0.8976 | 0.9492 | 0.7996 | 0.8804 | 0.5122 | 0.9146 | 0.8743 | 0.8493 | 0.8812 | 0.6800 | 0.7725 | 0.4334 | 0.8300 | 0.7339 | 0.8074 | | 0.0546 | 26.05 | 9640 | 0.5029 | 0.7376 | 0.8316 | 0.8984 | 0.9471 | 0.8256 | 0.8740 | 0.5308 | 0.9159 | 0.8789 | 0.8492 | 0.8811 | 0.6865 | 0.7731 | 0.4460 | 0.8318 | 0.7365 | 0.8080 | | 0.0587 | 26.11 | 9660 | 0.5070 | 0.7373 | 0.8302 | 0.8988 | 0.9468 | 0.8372 | 0.8647 | 0.5219 | 0.9237 | 0.8715 | 0.8453 | 0.8818 | 0.6877 | 0.7727 | 0.4414 | 0.8334 | 0.7372 | 0.8072 | | 0.1074 | 26.16 | 9680 | 0.5161 | 0.7367 | 0.8284 | 0.8985 | 0.9501 | 0.8170 | 0.8809 | 0.5162 | 0.9160 | 0.8729 | 0.8460 | 0.8818 | 0.6870 | 0.7750 | 0.4401 | 0.8320 | 0.7341 | 0.8071 | | 0.1067 | 26.22 | 9700 | 0.5173 | 0.7376 | 0.8322 | 0.8984 | 0.9481 | 0.8180 | 0.8779 | 0.5397 | 0.9136 | 0.8810 | 0.8473 | 0.8821 | 0.6848 | 0.7745 | 0.4487 | 0.8319 | 0.7339 | 0.8071 | | 0.1986 | 26.27 | 9720 | 0.5081 | 0.7350 | 0.8281 | 0.8976 | 0.9482 | 0.8121 | 0.8605 | 0.5314 | 0.9178 | 0.8766 | 0.8499 | 0.8815 | 0.6832 | 0.7678 | 0.4463 | 0.8327 | 0.7329 | 0.8009 | | 0.1617 | 26.32 | 9740 | 0.5211 | 0.7385 | 0.8321 | 0.8988 | 0.9521 | 0.8121 | 0.8831 | 0.5440 | 0.9110 | 0.8767 | 0.8458 | 0.8827 | 0.6871 | 0.7760 | 0.4498 | 0.8324 | 0.7343 | 0.8072 | | 0.0795 | 26.38 | 9760 | 0.5301 | 0.7383 | 0.8341 | 0.8987 | 0.9469 | 0.8397 | 0.8710 | 0.5431 | 0.9190 | 0.8748 | 0.8438 | 0.8834 | 0.6844 | 0.7765 | 0.4521 | 0.8324 | 0.7333 | 0.8060 | | 0.1803 | 26.43 | 9780 | 0.5257 | 0.7361 | 0.8295 | 0.8975 | 0.9495 | 0.8117 | 0.8800 | 0.5346 | 0.9147 | 0.8800 | 0.8361 | 0.8829 | 0.6848 | 0.7753 | 0.4501 | 0.8293 | 0.7337 | 0.7966 | | 0.0867 | 26.49 | 9800 | 0.5289 | 0.7328 | 0.8277 | 0.8952 | 0.9472 | 0.8110 | 0.8788 | 0.5548 | 0.9198 | 0.8596 | 0.8224 | 0.8819 | 0.6828 | 0.7728 | 0.4491 | 0.8248 | 0.7345 | 0.7838 | | 0.1211 | 26.54 | 9820 | 0.5161 | 0.7339 | 0.8285 | 0.8959 | 0.9488 | 0.8200 | 0.8818 | 0.5393 | 0.9150 | 0.8626 | 0.8317 | 0.8805 | 0.6848 | 0.7715 | 0.4479 | 0.8264 | 0.7329 | 0.7934 | | 0.1379 | 26.59 | 9840 | 0.5011 | 0.7326 | 0.8262 | 0.8952 | 0.9479 | 0.8231 | 0.8711 | 0.5379 | 0.9216 | 0.8606 | 0.8210 | 0.8812 | 0.6865 | 0.7724 | 0.4467 | 0.8245 | 0.7352 | 0.7818 | | 0.1061 | 26.65 | 9860 | 0.5189 | 0.7372 | 0.8294 | 0.8982 | 0.9471 | 0.8104 | 0.8816 | 0.5375 | 0.9204 | 0.8652 | 0.8436 | 0.8816 | 0.6863 | 0.7703 | 0.4495 | 0.8323 | 0.7355 | 0.8048 | | 0.139 | 26.7 | 9880 | 0.4868 | 0.7371 | 0.8308 | 0.8982 | 0.9514 | 0.8217 | 0.8705 | 0.5445 | 0.9155 | 0.8650 | 0.8466 | 0.8808 | 0.6873 | 0.7666 | 0.4478 | 0.8342 | 0.7388 | 0.8041 | | 0.1702 | 26.76 | 9900 | 0.5116 | 0.7351 | 0.8251 | 0.8973 | 0.9502 | 0.7995 | 0.8598 | 0.5465 | 0.9247 | 0.8526 | 0.8424 | 0.8799 | 0.6828 | 0.7610 | 0.4553 | 0.8347 | 0.7375 | 0.7943 | | 0.1081 | 26.81 | 9920 | 0.5044 | 0.7349 | 0.8282 | 0.8969 | 0.9419 | 0.7919 | 0.8615 | 0.5540 | 0.9228 | 0.8725 | 0.8531 | 0.8808 | 0.6802 | 0.7617 | 0.4570 | 0.8337 | 0.7391 | 0.7916 | | 0.1345 | 26.86 | 9940 | 0.4901 | 0.7391 | 0.8286 | 0.8994 | 0.9501 | 0.8222 | 0.8787 | 0.5168 | 0.9210 | 0.8635 | 0.8475 | 0.8815 | 0.6888 | 0.7741 | 0.4503 | 0.8340 | 0.7379 | 0.8070 | | 0.114 | 26.92 | 9960 | 0.4875 | 0.7385 | 0.8271 | 0.8992 | 0.9513 | 0.7924 | 0.8798 | 0.5379 | 0.9220 | 0.8652 | 0.8414 | 0.8826 | 0.6847 | 0.7763 | 0.4510 | 0.8333 | 0.7376 | 0.8044 | | 0.1922 | 26.97 | 9980 | 0.4993 | 0.7388 | 0.8329 | 0.8991 | 0.9487 | 0.8103 | 0.8764 | 0.5558 | 0.9176 | 0.8760 | 0.8456 | 0.8837 | 0.6851 | 0.7752 | 0.4488 | 0.8334 | 0.7387 | 0.8068 | | 0.1303 | 27.03 | 10000 | 0.5065 | 0.7384 | 0.8337 | 0.8989 | 0.9510 | 0.8211 | 0.8756 | 0.5511 | 0.9129 | 0.8800 | 0.8443 | 0.8826 | 0.6868 | 0.7757 | 0.4441 | 0.8333 | 0.7395 | 0.8065 | | 0.0619 | 27.08 | 10020 | 0.5091 | 0.7391 | 0.8296 | 0.8999 | 0.9461 | 0.8242 | 0.8800 | 0.5231 | 0.9290 | 0.8626 | 0.8424 | 0.8833 | 0.6889 | 0.7785 | 0.4408 | 0.8354 | 0.7414 | 0.8058 | | 0.0805 | 27.14 | 10040 | 0.5210 | 0.7397 | 0.8326 | 0.8997 | 0.9500 | 0.8180 | 0.8742 | 0.5458 | 0.9189 | 0.8760 | 0.8453 | 0.8835 | 0.6883 | 0.7763 | 0.4459 | 0.8348 | 0.7412 | 0.8076 | | 0.2213 | 27.19 | 10060 | 0.5177 | 0.7379 | 0.8293 | 0.8988 | 0.9537 | 0.8017 | 0.8765 | 0.5352 | 0.9113 | 0.8780 | 0.8485 | 0.8819 | 0.6866 | 0.7755 | 0.4449 | 0.8322 | 0.7365 | 0.8075 | | 0.1811 | 27.24 | 10080 | 0.5258 | 0.7398 | 0.8333 | 0.8990 | 0.9490 | 0.8217 | 0.8714 | 0.5409 | 0.9137 | 0.8881 | 0.8484 | 0.8839 | 0.6890 | 0.7756 | 0.4572 | 0.8306 | 0.7338 | 0.8081 | | 0.6655 | 27.3 | 10100 | 0.5268 | 0.7389 | 0.8316 | 0.8987 | 0.9495 | 0.8248 | 0.8726 | 0.5327 | 0.9156 | 0.8809 | 0.8452 | 0.8842 | 0.6880 | 0.7746 | 0.4548 | 0.8293 | 0.7341 | 0.8071 | | 0.1579 | 27.35 | 10120 | 0.5147 | 0.7381 | 0.8296 | 0.8987 | 0.9483 | 0.8243 | 0.8675 | 0.5196 | 0.9187 | 0.8809 | 0.8480 | 0.8840 | 0.6876 | 0.7736 | 0.4492 | 0.8295 | 0.7355 | 0.8071 | | 0.5273 | 27.41 | 10140 | 0.5186 | 0.7369 | 0.8294 | 0.8977 | 0.9473 | 0.8009 | 0.8701 | 0.5472 | 0.9178 | 0.8754 | 0.8471 | 0.8834 | 0.6814 | 0.7726 | 0.4553 | 0.8276 | 0.7322 | 0.8060 | | 0.1196 | 27.46 | 10160 | 0.5318 | 0.7356 | 0.8309 | 0.8970 | 0.9497 | 0.7965 | 0.8818 | 0.5611 | 0.9106 | 0.8761 | 0.8403 | 0.8821 | 0.6788 | 0.7703 | 0.4550 | 0.8280 | 0.7308 | 0.8045 | | 0.108 | 27.51 | 10180 | 0.5292 | 0.7354 | 0.8273 | 0.8971 | 0.9462 | 0.7953 | 0.8793 | 0.5411 | 0.9200 | 0.8675 | 0.8417 | 0.8826 | 0.6789 | 0.7699 | 0.4533 | 0.8272 | 0.7306 | 0.8050 | | 0.1212 | 27.57 | 10200 | 0.5117 | 0.7372 | 0.8316 | 0.8975 | 0.9457 | 0.8175 | 0.8854 | 0.5309 | 0.9114 | 0.8811 | 0.8494 | 0.8808 | 0.6855 | 0.7677 | 0.4564 | 0.8293 | 0.7334 | 0.8072 | | 0.0762 | 27.62 | 10220 | 0.5245 | 0.7373 | 0.8284 | 0.8980 | 0.9487 | 0.8041 | 0.8775 | 0.5279 | 0.9154 | 0.8784 | 0.8470 | 0.8815 | 0.6849 | 0.7697 | 0.4555 | 0.8304 | 0.7328 | 0.8065 | | 0.1431 | 27.68 | 10240 | 0.5074 | 0.7373 | 0.8373 | 0.8972 | 0.9448 | 0.8280 | 0.8723 | 0.5691 | 0.9080 | 0.8889 | 0.8503 | 0.8807 | 0.6861 | 0.7689 | 0.4562 | 0.8304 | 0.7309 | 0.8080 | | 0.0977 | 27.73 | 10260 | 0.4905 | 0.7374 | 0.8312 | 0.8980 | 0.9463 | 0.8013 | 0.8798 | 0.5569 | 0.9174 | 0.8681 | 0.8490 | 0.8806 | 0.6843 | 0.7701 | 0.4504 | 0.8324 | 0.7355 | 0.8085 | | 0.0907 | 27.78 | 10280 | 0.5180 | 0.7376 | 0.8284 | 0.8987 | 0.9501 | 0.8142 | 0.8802 | 0.5167 | 0.9164 | 0.8756 | 0.8457 | 0.8813 | 0.6881 | 0.7719 | 0.4447 | 0.8324 | 0.7380 | 0.8068 | | 0.0557 | 27.84 | 10300 | 0.5174 | 0.7372 | 0.8309 | 0.8982 | 0.9471 | 0.8304 | 0.8776 | 0.5271 | 0.9178 | 0.8689 | 0.8470 | 0.8810 | 0.6863 | 0.7715 | 0.4454 | 0.8315 | 0.7377 | 0.8069 | | 0.0937 | 27.89 | 10320 | 0.5085 | 0.7360 | 0.8260 | 0.8973 | 0.9505 | 0.8049 | 0.8751 | 0.5249 | 0.9183 | 0.8739 | 0.8343 | 0.8817 | 0.6877 | 0.7741 | 0.4474 | 0.8278 | 0.7395 | 0.7936 | | 0.228 | 27.95 | 10340 | 0.5105 | 0.7377 | 0.8325 | 0.8980 | 0.9485 | 0.8262 | 0.8819 | 0.5283 | 0.9106 | 0.8910 | 0.8410 | 0.8828 | 0.6890 | 0.7758 | 0.4509 | 0.8292 | 0.7344 | 0.8016 | | 0.0727 | 28.0 | 10360 | 0.5217 | 0.7350 | 0.8302 | 0.8961 | 0.9454 | 0.8205 | 0.8783 | 0.5401 | 0.9158 | 0.8810 | 0.8304 | 0.8824 | 0.6883 | 0.7751 | 0.4506 | 0.8248 | 0.7360 | 0.7879 | | 0.1394 | 28.05 | 10380 | 0.5540 | 0.7310 | 0.8262 | 0.8939 | 0.9478 | 0.8225 | 0.8790 | 0.5230 | 0.9133 | 0.8870 | 0.8109 | 0.8819 | 0.6884 | 0.7749 | 0.4443 | 0.8197 | 0.7351 | 0.7725 | | 0.1959 | 28.11 | 10400 | 0.5680 | 0.7282 | 0.8241 | 0.8919 | 0.9460 | 0.8195 | 0.8781 | 0.5323 | 0.9171 | 0.8811 | 0.7947 | 0.8815 | 0.6856 | 0.7757 | 0.4482 | 0.8162 | 0.7345 | 0.7559 | | 0.0682 | 28.16 | 10420 | 0.5632 | 0.7286 | 0.8259 | 0.8918 | 0.9475 | 0.8259 | 0.8832 | 0.5388 | 0.9135 | 0.8815 | 0.7907 | 0.8826 | 0.6877 | 0.7753 | 0.4524 | 0.8150 | 0.7329 | 0.7542 | | 0.1156 | 28.22 | 10440 | 0.5140 | 0.7347 | 0.8316 | 0.8957 | 0.9471 | 0.8257 | 0.8749 | 0.5484 | 0.9126 | 0.8868 | 0.8258 | 0.8833 | 0.6877 | 0.7757 | 0.4534 | 0.8238 | 0.7318 | 0.7870 | | 0.1874 | 28.27 | 10460 | 0.5246 | 0.7352 | 0.8281 | 0.8968 | 0.9506 | 0.8033 | 0.8802 | 0.5364 | 0.9131 | 0.8808 | 0.8322 | 0.8828 | 0.6850 | 0.7739 | 0.4491 | 0.8264 | 0.7351 | 0.7943 | | 0.1189 | 28.32 | 10480 | 0.5064 | 0.7375 | 0.8320 | 0.8976 | 0.9552 | 0.8172 | 0.8735 | 0.5404 | 0.9022 | 0.8901 | 0.8454 | 0.8809 | 0.6879 | 0.7758 | 0.4522 | 0.8283 | 0.7306 | 0.8069 | | 0.0943 | 28.38 | 10500 | 0.4890 | 0.7394 | 0.8322 | 0.8989 | 0.9503 | 0.8122 | 0.8806 | 0.5486 | 0.9140 | 0.8699 | 0.8497 | 0.8833 | 0.6874 | 0.7768 | 0.4554 | 0.8308 | 0.7340 | 0.8078 | | 0.0755 | 28.43 | 10520 | 0.5101 | 0.7389 | 0.8329 | 0.8984 | 0.9478 | 0.8138 | 0.8846 | 0.5489 | 0.9140 | 0.8745 | 0.8466 | 0.8833 | 0.6869 | 0.7765 | 0.4561 | 0.8297 | 0.7348 | 0.8050 | | 0.0791 | 28.49 | 10540 | 0.5065 | 0.7374 | 0.8293 | 0.8976 | 0.9479 | 0.8110 | 0.8706 | 0.5481 | 0.9208 | 0.8684 | 0.8386 | 0.8828 | 0.6881 | 0.7749 | 0.4556 | 0.8284 | 0.7349 | 0.7970 | | 0.1102 | 28.54 | 10560 | 0.5250 | 0.7382 | 0.8308 | 0.8984 | 0.9456 | 0.8251 | 0.8808 | 0.5276 | 0.9201 | 0.8731 | 0.8432 | 0.8823 | 0.6884 | 0.7736 | 0.4523 | 0.8301 | 0.7352 | 0.8058 | | 0.0966 | 28.59 | 10580 | 0.5121 | 0.7383 | 0.8300 | 0.8988 | 0.9495 | 0.8170 | 0.8716 | 0.5289 | 0.9173 | 0.8790 | 0.8467 | 0.8828 | 0.6866 | 0.7739 | 0.4510 | 0.8313 | 0.7361 | 0.8067 | | 0.0983 | 28.65 | 10600 | 0.5138 | 0.7373 | 0.8314 | 0.8979 | 0.9517 | 0.8232 | 0.8747 | 0.5292 | 0.9075 | 0.8836 | 0.8498 | 0.8825 | 0.6879 | 0.7754 | 0.4499 | 0.8285 | 0.7291 | 0.8079 | | 0.1172 | 28.7 | 10620 | 0.5070 | 0.7353 | 0.8305 | 0.8965 | 0.9486 | 0.8033 | 0.8627 | 0.5559 | 0.9095 | 0.8822 | 0.8511 | 0.8816 | 0.6849 | 0.7678 | 0.4554 | 0.8281 | 0.7283 | 0.8007 | | 0.0848 | 28.76 | 10640 | 0.5343 | 0.7349 | 0.8277 | 0.8966 | 0.9473 | 0.8163 | 0.8639 | 0.5377 | 0.9189 | 0.8646 | 0.8449 | 0.8804 | 0.6878 | 0.7648 | 0.4513 | 0.8291 | 0.7315 | 0.7992 | | 0.0883 | 28.81 | 10660 | 0.5272 | 0.7328 | 0.8273 | 0.8958 | 0.9458 | 0.8120 | 0.8575 | 0.5372 | 0.9160 | 0.8721 | 0.8501 | 0.8804 | 0.6831 | 0.7607 | 0.4502 | 0.8295 | 0.7346 | 0.7910 | | 0.0658 | 28.86 | 10680 | 0.4960 | 0.7376 | 0.8344 | 0.8975 | 0.9476 | 0.8178 | 0.8731 | 0.5653 | 0.9108 | 0.8765 | 0.8496 | 0.8823 | 0.6899 | 0.7722 | 0.4532 | 0.8293 | 0.7336 | 0.8029 | | 0.1813 | 28.92 | 10700 | 0.4870 | 0.7373 | 0.8351 | 0.8972 | 0.9463 | 0.8145 | 0.8781 | 0.5677 | 0.9079 | 0.8770 | 0.8539 | 0.8821 | 0.6908 | 0.7763 | 0.4499 | 0.8282 | 0.7317 | 0.8023 | | 0.0801 | 28.97 | 10720 | 0.5059 | 0.7395 | 0.8358 | 0.8987 | 0.9490 | 0.8290 | 0.8881 | 0.5531 | 0.9100 | 0.8734 | 0.8478 | 0.8833 | 0.6922 | 0.7757 | 0.4509 | 0.8306 | 0.7363 | 0.8072 | | 0.1161 | 29.03 | 10740 | 0.4992 | 0.7385 | 0.8267 | 0.8996 | 0.9506 | 0.8039 | 0.8764 | 0.5176 | 0.9227 | 0.8709 | 0.8448 | 0.8834 | 0.6889 | 0.7763 | 0.4424 | 0.8332 | 0.7387 | 0.8068 | | 0.102 | 29.08 | 10760 | 0.4972 | 0.7395 | 0.8333 | 0.8990 | 0.9481 | 0.8239 | 0.8832 | 0.5419 | 0.9151 | 0.8723 | 0.8489 | 0.8835 | 0.6906 | 0.7747 | 0.4518 | 0.8309 | 0.7373 | 0.8080 | | 0.0575 | 29.14 | 10780 | 0.4989 | 0.7384 | 0.8356 | 0.8978 | 0.9496 | 0.8199 | 0.8850 | 0.5567 | 0.9047 | 0.8864 | 0.8469 | 0.8826 | 0.6898 | 0.7748 | 0.4529 | 0.8281 | 0.7331 | 0.8076 | | 0.2291 | 29.19 | 10800 | 0.5068 | 0.7395 | 0.8337 | 0.8989 | 0.9509 | 0.8265 | 0.8804 | 0.5405 | 0.9111 | 0.8807 | 0.8460 | 0.8827 | 0.6904 | 0.7779 | 0.4512 | 0.8310 | 0.7357 | 0.8079 | | 0.1433 | 29.24 | 10820 | 0.5152 | 0.7379 | 0.8321 | 0.8982 | 0.9523 | 0.8245 | 0.8827 | 0.5227 | 0.9048 | 0.8912 | 0.8469 | 0.8821 | 0.6901 | 0.7780 | 0.4470 | 0.8290 | 0.7316 | 0.8077 | | 0.108 | 29.3 | 10840 | 0.5099 | 0.7376 | 0.8301 | 0.8985 | 0.9514 | 0.8171 | 0.8771 | 0.5298 | 0.9138 | 0.8765 | 0.8452 | 0.8829 | 0.6880 | 0.7771 | 0.4444 | 0.8303 | 0.7334 | 0.8075 | | 0.0483 | 29.35 | 10860 | 0.5098 | 0.7386 | 0.8324 | 0.8989 | 0.9517 | 0.8164 | 0.8801 | 0.5440 | 0.9122 | 0.8764 | 0.8463 | 0.8838 | 0.6881 | 0.7783 | 0.4459 | 0.8313 | 0.7351 | 0.8077 | | 0.1346 | 29.41 | 10880 | 0.5062 | 0.7387 | 0.8303 | 0.8992 | 0.9506 | 0.8198 | 0.8838 | 0.5155 | 0.9127 | 0.8792 | 0.8506 | 0.8827 | 0.6920 | 0.7781 | 0.4410 | 0.8315 | 0.7375 | 0.8078 | | 0.0519 | 29.46 | 10900 | 0.5033 | 0.7385 | 0.8364 | 0.8982 | 0.9490 | 0.8246 | 0.8848 | 0.5554 | 0.9049 | 0.8846 | 0.8515 | 0.8829 | 0.6900 | 0.7758 | 0.4475 | 0.8291 | 0.7359 | 0.8085 | | 0.0887 | 29.51 | 10920 | 0.4944 | 0.7391 | 0.8346 | 0.8988 | 0.9458 | 0.8139 | 0.8788 | 0.5670 | 0.9165 | 0.8630 | 0.8573 | 0.8828 | 0.6891 | 0.7742 | 0.4471 | 0.8323 | 0.7388 | 0.8096 | | 0.0459 | 29.57 | 10940 | 0.5146 | 0.7377 | 0.8318 | 0.8981 | 0.9517 | 0.7884 | 0.8793 | 0.5671 | 0.9088 | 0.8766 | 0.8504 | 0.8824 | 0.6827 | 0.7711 | 0.4512 | 0.8303 | 0.7370 | 0.8091 | | 0.1426 | 29.62 | 10960 | 0.5061 | 0.7391 | 0.8341 | 0.8988 | 0.9486 | 0.8155 | 0.8785 | 0.5586 | 0.9139 | 0.8752 | 0.8485 | 0.8831 | 0.6862 | 0.7744 | 0.4548 | 0.8319 | 0.7346 | 0.8086 | | 0.1005 | 29.68 | 10980 | 0.5043 | 0.7394 | 0.8359 | 0.8989 | 0.9454 | 0.8271 | 0.8817 | 0.5554 | 0.9151 | 0.8744 | 0.8519 | 0.8828 | 0.6846 | 0.7763 | 0.4548 | 0.8325 | 0.7352 | 0.8093 | | 0.0813 | 29.73 | 11000 | 0.5017 | 0.7388 | 0.8340 | 0.8990 | 0.9493 | 0.8224 | 0.8803 | 0.5501 | 0.9145 | 0.8769 | 0.8447 | 0.8832 | 0.6869 | 0.7761 | 0.4513 | 0.8335 | 0.7339 | 0.8067 | | 0.097 | 29.78 | 11020 | 0.5056 | 0.7388 | 0.8330 | 0.8989 | 0.9509 | 0.8049 | 0.8786 | 0.5613 | 0.9136 | 0.8766 | 0.8450 | 0.8837 | 0.6860 | 0.7753 | 0.4515 | 0.8325 | 0.7349 | 0.8076 | | 0.1054 | 29.84 | 11040 | 0.4909 | 0.7394 | 0.8345 | 0.8990 | 0.9499 | 0.8158 | 0.8694 | 0.5638 | 0.9135 | 0.8773 | 0.8518 | 0.8833 | 0.6873 | 0.7743 | 0.4534 | 0.8327 | 0.7337 | 0.8112 | | 0.0929 | 29.89 | 11060 | 0.4900 | 0.7388 | 0.8349 | 0.8985 | 0.9485 | 0.8152 | 0.8774 | 0.5662 | 0.9119 | 0.8715 | 0.8536 | 0.8830 | 0.6888 | 0.7755 | 0.4492 | 0.8310 | 0.7317 | 0.8124 | | 0.1017 | 29.95 | 11080 | 0.4941 | 0.7379 | 0.8332 | 0.8981 | 0.9515 | 0.7969 | 0.8751 | 0.5676 | 0.9073 | 0.8831 | 0.8506 | 0.8838 | 0.6865 | 0.7753 | 0.4513 | 0.8294 | 0.7288 | 0.8102 | | 0.2887 | 30.0 | 11100 | 0.5168 | 0.7367 | 0.8276 | 0.8984 | 0.9523 | 0.8127 | 0.8781 | 0.5245 | 0.9167 | 0.8651 | 0.8438 | 0.8826 | 0.6891 | 0.7747 | 0.4405 | 0.8310 | 0.7315 | 0.8073 | | 0.1735 | 30.05 | 11120 | 0.5168 | 0.7373 | 0.8282 | 0.8986 | 0.9470 | 0.8124 | 0.8744 | 0.5265 | 0.9226 | 0.8662 | 0.8484 | 0.8836 | 0.6888 | 0.7748 | 0.4427 | 0.8308 | 0.7317 | 0.8087 | | 0.1297 | 30.11 | 11140 | 0.4993 | 0.7368 | 0.8284 | 0.8985 | 0.9500 | 0.7898 | 0.8753 | 0.5373 | 0.9147 | 0.8815 | 0.8501 | 0.8840 | 0.6848 | 0.7736 | 0.4434 | 0.8311 | 0.7314 | 0.8091 | | 0.0236 | 30.16 | 11160 | 0.5068 | 0.7380 | 0.8331 | 0.8986 | 0.9495 | 0.8218 | 0.8759 | 0.5429 | 0.9121 | 0.8796 | 0.8498 | 0.8837 | 0.6900 | 0.7754 | 0.4446 | 0.8311 | 0.7325 | 0.8087 | | 0.076 | 30.22 | 11180 | 0.5090 | 0.7363 | 0.8370 | 0.8973 | 0.9483 | 0.8279 | 0.8831 | 0.5709 | 0.9057 | 0.8742 | 0.8487 | 0.8832 | 0.6875 | 0.7753 | 0.4391 | 0.8286 | 0.7319 | 0.8084 | | 0.0789 | 30.27 | 11200 | 0.5203 | 0.7369 | 0.8355 | 0.8975 | 0.9489 | 0.8181 | 0.8839 | 0.5596 | 0.9050 | 0.8864 | 0.8467 | 0.8833 | 0.6862 | 0.7751 | 0.4478 | 0.8286 | 0.7292 | 0.8081 | | 0.1242 | 30.32 | 11220 | 0.5284 | 0.7382 | 0.8357 | 0.8981 | 0.9463 | 0.8243 | 0.8691 | 0.5792 | 0.9172 | 0.8660 | 0.8479 | 0.8831 | 0.6856 | 0.7738 | 0.4558 | 0.8311 | 0.7300 | 0.8083 | | 0.061 | 30.38 | 11240 | 0.5051 | 0.7383 | 0.8313 | 0.8987 | 0.9498 | 0.7971 | 0.8681 | 0.5757 | 0.9201 | 0.8584 | 0.8496 | 0.8832 | 0.6847 | 0.7747 | 0.4523 | 0.8326 | 0.7321 | 0.8086 | | 0.0737 | 30.43 | 11260 | 0.5169 | 0.7388 | 0.8316 | 0.8989 | 0.9465 | 0.8152 | 0.8759 | 0.5519 | 0.9223 | 0.8617 | 0.8478 | 0.8827 | 0.6864 | 0.7736 | 0.4532 | 0.8327 | 0.7347 | 0.8083 | | 0.0789 | 30.49 | 11280 | 0.5029 | 0.7359 | 0.8330 | 0.8974 | 0.9464 | 0.8104 | 0.8656 | 0.5689 | 0.9150 | 0.8761 | 0.8489 | 0.8828 | 0.6851 | 0.7625 | 0.4521 | 0.8324 | 0.7345 | 0.8020 | | 0.0723 | 30.54 | 11300 | 0.4975 | 0.7363 | 0.8326 | 0.8975 | 0.9466 | 0.8122 | 0.8679 | 0.5629 | 0.9146 | 0.8731 | 0.8512 | 0.8820 | 0.6853 | 0.7654 | 0.4529 | 0.8320 | 0.7335 | 0.8033 | | 0.0934 | 30.59 | 11320 | 0.5015 | 0.7380 | 0.8351 | 0.8982 | 0.9452 | 0.8144 | 0.8751 | 0.5648 | 0.9149 | 0.8844 | 0.8469 | 0.8832 | 0.6853 | 0.7719 | 0.4531 | 0.8322 | 0.7335 | 0.8066 | | 0.1817 | 30.65 | 11340 | 0.4986 | 0.7374 | 0.8329 | 0.8980 | 0.9450 | 0.8080 | 0.8801 | 0.5540 | 0.9152 | 0.8806 | 0.8475 | 0.8827 | 0.6849 | 0.7719 | 0.4515 | 0.8305 | 0.7331 | 0.8072 | | 0.0949 | 30.7 | 11360 | 0.5022 | 0.7370 | 0.8321 | 0.8978 | 0.9469 | 0.8177 | 0.8678 | 0.5522 | 0.9156 | 0.8730 | 0.8519 | 0.8825 | 0.6862 | 0.7704 | 0.4498 | 0.8304 | 0.7316 | 0.8079 | | 0.0598 | 30.76 | 11380 | 0.5137 | 0.7355 | 0.8334 | 0.8967 | 0.9466 | 0.8195 | 0.8797 | 0.5513 | 0.9079 | 0.8799 | 0.8487 | 0.8810 | 0.6868 | 0.7694 | 0.4459 | 0.8280 | 0.7298 | 0.8076 | | 0.0862 | 30.81 | 11400 | 0.5024 | 0.7361 | 0.8323 | 0.8974 | 0.9450 | 0.8229 | 0.8762 | 0.5460 | 0.9152 | 0.8693 | 0.8512 | 0.8815 | 0.6877 | 0.7719 | 0.4438 | 0.8301 | 0.7310 | 0.8065 | | 0.0986 | 30.86 | 11420 | 0.4984 | 0.7368 | 0.8314 | 0.8982 | 0.9477 | 0.8202 | 0.8763 | 0.5405 | 0.9165 | 0.8707 | 0.8482 | 0.8827 | 0.6866 | 0.7743 | 0.4448 | 0.8320 | 0.7319 | 0.8057 | | 0.1547 | 30.92 | 11440 | 0.4873 | 0.7368 | 0.8292 | 0.8986 | 0.9499 | 0.8000 | 0.8805 | 0.5394 | 0.9164 | 0.8715 | 0.8469 | 0.8835 | 0.6826 | 0.7758 | 0.4449 | 0.8324 | 0.7319 | 0.8065 | | 0.0862 | 30.97 | 11460 | 0.4972 | 0.7367 | 0.8282 | 0.8985 | 0.9486 | 0.8141 | 0.8820 | 0.5210 | 0.9190 | 0.8664 | 0.8466 | 0.8825 | 0.6864 | 0.7747 | 0.4415 | 0.8319 | 0.7343 | 0.8055 | | 0.0682 | 31.03 | 11480 | 0.5034 | 0.7351 | 0.8300 | 0.8973 | 0.9477 | 0.8149 | 0.8659 | 0.5473 | 0.9164 | 0.8677 | 0.8500 | 0.8813 | 0.6870 | 0.7677 | 0.4425 | 0.8320 | 0.7335 | 0.8014 | | 0.1793 | 31.08 | 11500 | 0.5248 | 0.7319 | 0.8226 | 0.8969 | 0.9475 | 0.8239 | 0.8575 | 0.4909 | 0.9229 | 0.8654 | 0.8501 | 0.8808 | 0.6870 | 0.7657 | 0.4282 | 0.8318 | 0.7336 | 0.7964 | | 0.0667 | 31.14 | 11520 | 0.5120 | 0.7352 | 0.8295 | 0.8971 | 0.9477 | 0.8112 | 0.8644 | 0.5442 | 0.9152 | 0.8732 | 0.8508 | 0.8808 | 0.6864 | 0.7683 | 0.4458 | 0.8315 | 0.7320 | 0.8014 | | 0.0515 | 31.19 | 11540 | 0.5148 | 0.7356 | 0.8297 | 0.8971 | 0.9450 | 0.8034 | 0.8681 | 0.5526 | 0.9180 | 0.8703 | 0.8508 | 0.8808 | 0.6851 | 0.7687 | 0.4513 | 0.8313 | 0.7315 | 0.8006 | | 0.0918 | 31.24 | 11560 | 0.5018 | 0.7368 | 0.8314 | 0.8977 | 0.9470 | 0.8104 | 0.8627 | 0.5641 | 0.9187 | 0.8665 | 0.8507 | 0.8816 | 0.6864 | 0.7713 | 0.4510 | 0.8322 | 0.7330 | 0.8024 | | 0.0613 | 31.3 | 11580 | 0.5291 | 0.7375 | 0.8323 | 0.8979 | 0.9490 | 0.8056 | 0.8765 | 0.5574 | 0.9117 | 0.8774 | 0.8485 | 0.8820 | 0.6860 | 0.7743 | 0.4521 | 0.8304 | 0.7317 | 0.8063 | | 0.3483 | 31.35 | 11600 | 0.5338 | 0.7363 | 0.8296 | 0.8974 | 0.9506 | 0.8040 | 0.8788 | 0.5517 | 0.9130 | 0.8604 | 0.8488 | 0.8808 | 0.6839 | 0.7724 | 0.4504 | 0.8296 | 0.7306 | 0.8066 | | 0.0948 | 31.41 | 11620 | 0.5038 | 0.7373 | 0.8361 | 0.8974 | 0.9480 | 0.8265 | 0.8796 | 0.5653 | 0.9071 | 0.8763 | 0.8496 | 0.8816 | 0.6865 | 0.7735 | 0.4515 | 0.8294 | 0.7318 | 0.8068 | | 0.1159 | 31.46 | 11640 | 0.5139 | 0.7364 | 0.8335 | 0.8973 | 0.9460 | 0.8170 | 0.8755 | 0.5700 | 0.9169 | 0.8668 | 0.8422 | 0.8823 | 0.6847 | 0.7736 | 0.4488 | 0.8301 | 0.7336 | 0.8015 | | 0.0652 | 31.51 | 11660 | 0.5207 | 0.7370 | 0.8320 | 0.8979 | 0.9482 | 0.8074 | 0.8741 | 0.5614 | 0.9158 | 0.8722 | 0.8452 | 0.8822 | 0.6813 | 0.7709 | 0.4528 | 0.8312 | 0.7342 | 0.8066 | | 0.0718 | 31.57 | 11680 | 0.5304 | 0.7388 | 0.8330 | 0.8989 | 0.9479 | 0.8210 | 0.8744 | 0.5500 | 0.9178 | 0.8721 | 0.8478 | 0.8829 | 0.6836 | 0.7745 | 0.4565 | 0.8330 | 0.7345 | 0.8063 | | 0.0911 | 31.62 | 11700 | 0.5200 | 0.7388 | 0.8323 | 0.8989 | 0.9500 | 0.8152 | 0.8838 | 0.5456 | 0.9143 | 0.8702 | 0.8470 | 0.8827 | 0.6847 | 0.7758 | 0.4549 | 0.8326 | 0.7348 | 0.8061 | | 0.484 | 31.68 | 11720 | 0.5312 | 0.7382 | 0.8305 | 0.8986 | 0.9493 | 0.8051 | 0.8792 | 0.5463 | 0.9174 | 0.8705 | 0.8454 | 0.8826 | 0.6829 | 0.7749 | 0.4560 | 0.8324 | 0.7327 | 0.8058 | | 0.0859 | 31.73 | 11740 | 0.5135 | 0.7387 | 0.8314 | 0.8988 | 0.9497 | 0.8054 | 0.8717 | 0.5569 | 0.9180 | 0.8701 | 0.8478 | 0.8829 | 0.6835 | 0.7754 | 0.4571 | 0.8335 | 0.7329 | 0.8053 | | 0.1524 | 31.78 | 11760 | 0.5221 | 0.7377 | 0.8322 | 0.8982 | 0.9487 | 0.8046 | 0.8739 | 0.5673 | 0.9166 | 0.8677 | 0.8463 | 0.8824 | 0.6832 | 0.7739 | 0.4554 | 0.8322 | 0.7317 | 0.8054 | | 0.075 | 31.84 | 11780 | 0.5247 | 0.7370 | 0.8360 | 0.8976 | 0.9466 | 0.8143 | 0.8765 | 0.5767 | 0.9104 | 0.8799 | 0.8476 | 0.8829 | 0.6849 | 0.7725 | 0.4518 | 0.8310 | 0.7311 | 0.8051 | | 0.0929 | 31.89 | 11800 | 0.5292 | 0.7383 | 0.8321 | 0.8986 | 0.9496 | 0.8164 | 0.8774 | 0.5418 | 0.9140 | 0.8806 | 0.8448 | 0.8830 | 0.6860 | 0.7748 | 0.4547 | 0.8318 | 0.7313 | 0.8066 | | 0.0987 | 31.95 | 11820 | 0.5292 | 0.7385 | 0.8301 | 0.8991 | 0.9499 | 0.8254 | 0.8856 | 0.5263 | 0.9181 | 0.8566 | 0.8489 | 0.8823 | 0.6877 | 0.7756 | 0.4504 | 0.8332 | 0.7337 | 0.8067 | | 0.092 | 32.0 | 11840 | 0.5141 | 0.7386 | 0.8314 | 0.8989 | 0.9479 | 0.8123 | 0.8734 | 0.5431 | 0.9182 | 0.8757 | 0.8492 | 0.8837 | 0.6864 | 0.7745 | 0.4524 | 0.8324 | 0.7335 | 0.8071 | | 0.0866 | 32.05 | 11860 | 0.5429 | 0.7385 | 0.8325 | 0.8988 | 0.9493 | 0.8134 | 0.8796 | 0.5541 | 0.9169 | 0.8685 | 0.8454 | 0.8833 | 0.6860 | 0.7754 | 0.4529 | 0.8329 | 0.7325 | 0.8068 | | 0.8609 | 32.11 | 11880 | 0.5457 | 0.7389 | 0.8313 | 0.8992 | 0.9496 | 0.8079 | 0.8842 | 0.5399 | 0.9155 | 0.8752 | 0.8471 | 0.8837 | 0.6855 | 0.7761 | 0.4539 | 0.8330 | 0.7334 | 0.8068 | | 0.1286 | 32.16 | 11900 | 0.5281 | 0.7385 | 0.8323 | 0.8989 | 0.9481 | 0.8075 | 0.8879 | 0.5454 | 0.9146 | 0.8732 | 0.8492 | 0.8830 | 0.6843 | 0.7752 | 0.4527 | 0.8332 | 0.7341 | 0.8072 | | 0.1147 | 32.22 | 11920 | 0.5275 | 0.7381 | 0.8342 | 0.8986 | 0.9481 | 0.8173 | 0.8830 | 0.5510 | 0.9118 | 0.8802 | 0.8482 | 0.8830 | 0.6849 | 0.7782 | 0.4497 | 0.8323 | 0.7323 | 0.8063 | | 0.1951 | 32.27 | 11940 | 0.5316 | 0.7379 | 0.8298 | 0.8991 | 0.9505 | 0.7977 | 0.8824 | 0.5455 | 0.9174 | 0.8686 | 0.8466 | 0.8835 | 0.6827 | 0.7800 | 0.4464 | 0.8333 | 0.7332 | 0.8061 | | 0.1721 | 32.32 | 11960 | 0.5186 | 0.7379 | 0.8341 | 0.8986 | 0.9483 | 0.8141 | 0.8829 | 0.5663 | 0.9159 | 0.8663 | 0.8450 | 0.8836 | 0.6850 | 0.7789 | 0.4453 | 0.8326 | 0.7333 | 0.8064 | | 0.1131 | 32.38 | 11980 | 0.5178 | 0.7383 | 0.8347 | 0.8984 | 0.9489 | 0.8125 | 0.8850 | 0.5634 | 0.9107 | 0.8740 | 0.8485 | 0.8832 | 0.6854 | 0.7791 | 0.4487 | 0.8312 | 0.7331 | 0.8073 | | 0.218 | 32.43 | 12000 | 0.5391 | 0.7388 | 0.8327 | 0.8989 | 0.9462 | 0.8218 | 0.8745 | 0.5469 | 0.9201 | 0.8694 | 0.8500 | 0.8829 | 0.6863 | 0.7780 | 0.4499 | 0.8326 | 0.7341 | 0.8077 | | 0.0878 | 32.49 | 12020 | 0.5231 | 0.7395 | 0.8335 | 0.8993 | 0.9499 | 0.8186 | 0.8790 | 0.5511 | 0.9154 | 0.8708 | 0.8495 | 0.8830 | 0.6860 | 0.7787 | 0.4514 | 0.8336 | 0.7359 | 0.8082 | | 0.0989 | 32.54 | 12040 | 0.5410 | 0.7377 | 0.8287 | 0.8992 | 0.9503 | 0.8194 | 0.8819 | 0.5153 | 0.9192 | 0.8709 | 0.8440 | 0.8824 | 0.6836 | 0.7788 | 0.4437 | 0.8337 | 0.7351 | 0.8068 | | 0.0789 | 32.59 | 12060 | 0.5251 | 0.7390 | 0.8325 | 0.8995 | 0.9509 | 0.8187 | 0.8797 | 0.5424 | 0.9159 | 0.8757 | 0.8443 | 0.8833 | 0.6852 | 0.7799 | 0.4474 | 0.8342 | 0.7362 | 0.8069 | | 0.0812 | 32.65 | 12080 | 0.5247 | 0.7380 | 0.8275 | 0.8993 | 0.9517 | 0.7944 | 0.8784 | 0.5329 | 0.9189 | 0.8689 | 0.8475 | 0.8827 | 0.6835 | 0.7795 | 0.4442 | 0.8333 | 0.7356 | 0.8074 | | 0.1758 | 32.7 | 12100 | 0.5203 | 0.7379 | 0.8310 | 0.8989 | 0.9502 | 0.8076 | 0.8869 | 0.5432 | 0.9154 | 0.8677 | 0.8459 | 0.8831 | 0.6860 | 0.7782 | 0.4431 | 0.8327 | 0.7356 | 0.8064 | | 1.11 | 32.76 | 12120 | 0.5273 | 0.7388 | 0.8313 | 0.8992 | 0.9483 | 0.8110 | 0.8816 | 0.5502 | 0.9211 | 0.8609 | 0.8463 | 0.8832 | 0.6859 | 0.7778 | 0.4480 | 0.8334 | 0.7366 | 0.8065 | | 0.1117 | 32.81 | 12140 | 0.5275 | 0.7380 | 0.8336 | 0.8985 | 0.9482 | 0.8261 | 0.8820 | 0.5498 | 0.9156 | 0.8694 | 0.8439 | 0.8827 | 0.6859 | 0.7779 | 0.4487 | 0.8320 | 0.7346 | 0.8043 | | 0.1276 | 32.86 | 12160 | 0.5291 | 0.7375 | 0.8299 | 0.8987 | 0.9501 | 0.8086 | 0.8883 | 0.5343 | 0.9151 | 0.8648 | 0.8480 | 0.8826 | 0.6849 | 0.7777 | 0.4448 | 0.8322 | 0.7336 | 0.8065 | | 1.0557 | 32.92 | 12180 | 0.5154 | 0.7376 | 0.8336 | 0.8985 | 0.9500 | 0.8272 | 0.8801 | 0.5476 | 0.9120 | 0.8697 | 0.8488 | 0.8825 | 0.6850 | 0.7781 | 0.4454 | 0.8326 | 0.7334 | 0.8060 | | 0.0903 | 32.97 | 12200 | 0.5077 | 0.7372 | 0.8313 | 0.8984 | 0.9491 | 0.8106 | 0.8829 | 0.5507 | 0.9171 | 0.8638 | 0.8445 | 0.8832 | 0.6846 | 0.7767 | 0.4457 | 0.8323 | 0.7331 | 0.8047 | | 0.083 | 33.03 | 12220 | 0.5192 | 0.7362 | 0.8287 | 0.8980 | 0.9502 | 0.8013 | 0.8836 | 0.5495 | 0.9186 | 0.8571 | 0.8407 | 0.8830 | 0.6833 | 0.7761 | 0.4458 | 0.8308 | 0.7331 | 0.8016 | | 0.1091 | 33.08 | 12240 | 0.5194 | 0.7358 | 0.8278 | 0.8975 | 0.9471 | 0.8053 | 0.8794 | 0.5445 | 0.9236 | 0.8589 | 0.8358 | 0.8838 | 0.6849 | 0.7767 | 0.4464 | 0.8287 | 0.7345 | 0.7956 | | 1.0202 | 33.14 | 12260 | 0.5309 | 0.7349 | 0.8287 | 0.8966 | 0.9498 | 0.8113 | 0.8817 | 0.5438 | 0.9162 | 0.8699 | 0.8283 | 0.8829 | 0.6850 | 0.7760 | 0.4487 | 0.8271 | 0.7337 | 0.7907 | | 0.1171 | 33.19 | 12280 | 0.5182 | 0.7354 | 0.8298 | 0.8969 | 0.9472 | 0.8068 | 0.8773 | 0.5545 | 0.9191 | 0.8741 | 0.8299 | 0.8836 | 0.6846 | 0.7757 | 0.4513 | 0.8278 | 0.7325 | 0.7925 | | 0.08 | 33.24 | 12300 | 0.5322 | 0.7374 | 0.8331 | 0.8979 | 0.9495 | 0.8102 | 0.8808 | 0.5709 | 0.9152 | 0.8655 | 0.8395 | 0.8835 | 0.6855 | 0.7771 | 0.4516 | 0.8307 | 0.7323 | 0.8009 | | 0.1076 | 33.3 | 12320 | 0.5310 | 0.7384 | 0.8321 | 0.8986 | 0.9518 | 0.8171 | 0.8812 | 0.5516 | 0.9143 | 0.8655 | 0.8433 | 0.8825 | 0.6867 | 0.7788 | 0.4511 | 0.8323 | 0.7331 | 0.8046 | | 0.0802 | 33.35 | 12340 | 0.5271 | 0.7390 | 0.8323 | 0.8991 | 0.9504 | 0.8175 | 0.8801 | 0.5471 | 0.9158 | 0.8673 | 0.8475 | 0.8825 | 0.6869 | 0.7782 | 0.4505 | 0.8333 | 0.7339 | 0.8076 | | 0.1013 | 33.41 | 12360 | 0.5283 | 0.7387 | 0.8311 | 0.8991 | 0.9506 | 0.8091 | 0.8774 | 0.5511 | 0.9182 | 0.8646 | 0.8466 | 0.8829 | 0.6861 | 0.7766 | 0.4504 | 0.8335 | 0.7341 | 0.8074 | | 0.0571 | 33.46 | 12380 | 0.5331 | 0.7389 | 0.8313 | 0.8994 | 0.9504 | 0.8154 | 0.8806 | 0.5420 | 0.9187 | 0.8676 | 0.8443 | 0.8832 | 0.6860 | 0.7767 | 0.4491 | 0.8344 | 0.7364 | 0.8064 | | 0.1864 | 33.51 | 12400 | 0.5320 | 0.7386 | 0.8314 | 0.8993 | 0.9483 | 0.8282 | 0.8744 | 0.5328 | 0.9216 | 0.8698 | 0.8447 | 0.8824 | 0.6848 | 0.7758 | 0.4484 | 0.8349 | 0.7368 | 0.8068 | | 0.1348 | 33.57 | 12420 | 0.5338 | 0.7369 | 0.8278 | 0.8989 | 0.9485 | 0.8161 | 0.8826 | 0.5116 | 0.9198 | 0.8674 | 0.8483 | 0.8822 | 0.6851 | 0.7767 | 0.4398 | 0.8327 | 0.7340 | 0.8080 | | 0.124 | 33.62 | 12440 | 0.5470 | 0.7370 | 0.8299 | 0.8982 | 0.9489 | 0.8061 | 0.8779 | 0.5421 | 0.9163 | 0.8721 | 0.8459 | 0.8823 | 0.6844 | 0.7746 | 0.4480 | 0.8312 | 0.7319 | 0.8066 | | 0.1407 | 33.68 | 12460 | 0.5247 | 0.7373 | 0.8302 | 0.8985 | 0.9474 | 0.8089 | 0.8794 | 0.5392 | 0.9182 | 0.8704 | 0.8481 | 0.8828 | 0.6848 | 0.7758 | 0.4464 | 0.8319 | 0.7322 | 0.8070 | | 0.0748 | 33.73 | 12480 | 0.5144 | 0.7375 | 0.8328 | 0.8985 | 0.9469 | 0.8202 | 0.8775 | 0.5509 | 0.9174 | 0.8683 | 0.8483 | 0.8830 | 0.6855 | 0.7758 | 0.4455 | 0.8320 | 0.7336 | 0.8073 | | 0.0599 | 33.78 | 12500 | 0.5234 | 0.7374 | 0.8318 | 0.8985 | 0.9471 | 0.8159 | 0.8779 | 0.5543 | 0.9203 | 0.8610 | 0.8458 | 0.8832 | 0.6853 | 0.7767 | 0.4439 | 0.8317 | 0.7359 | 0.8055 | | 0.1267 | 33.84 | 12520 | 0.5111 | 0.7387 | 0.8323 | 0.8990 | 0.9483 | 0.8146 | 0.8782 | 0.5473 | 0.9176 | 0.8719 | 0.8483 | 0.8835 | 0.6861 | 0.7770 | 0.4484 | 0.8326 | 0.7363 | 0.8070 | | 0.1081 | 33.89 | 12540 | 0.5096 | 0.7391 | 0.8335 | 0.8991 | 0.9476 | 0.8171 | 0.8809 | 0.5545 | 0.9173 | 0.8679 | 0.8495 | 0.8833 | 0.6862 | 0.7770 | 0.4499 | 0.8328 | 0.7367 | 0.8077 | | 0.1534 | 33.95 | 12560 | 0.5197 | 0.7377 | 0.8291 | 0.8986 | 0.9490 | 0.8124 | 0.8839 | 0.5406 | 0.9219 | 0.8527 | 0.8437 | 0.8823 | 0.6861 | 0.7761 | 0.4466 | 0.8322 | 0.7373 | 0.8033 | | 0.0883 | 34.0 | 12580 | 0.5253 | 0.7380 | 0.8304 | 0.8986 | 0.9491 | 0.8131 | 0.8832 | 0.5412 | 0.9174 | 0.8600 | 0.8492 | 0.8824 | 0.6867 | 0.7744 | 0.4487 | 0.8319 | 0.7355 | 0.8066 | | 0.1357 | 34.05 | 12600 | 0.5270 | 0.7375 | 0.8304 | 0.8984 | 0.9488 | 0.8137 | 0.8783 | 0.5358 | 0.9153 | 0.8710 | 0.8498 | 0.8820 | 0.6868 | 0.7739 | 0.4469 | 0.8312 | 0.7349 | 0.8067 | | 0.1752 | 34.11 | 12620 | 0.5359 | 0.7350 | 0.8241 | 0.8982 | 0.9464 | 0.8085 | 0.8800 | 0.4924 | 0.9229 | 0.8707 | 0.8476 | 0.8817 | 0.6847 | 0.7727 | 0.4341 | 0.8311 | 0.7352 | 0.8055 | | 0.0891 | 34.16 | 12640 | 0.5250 | 0.7365 | 0.8273 | 0.8986 | 0.9484 | 0.8102 | 0.8824 | 0.5146 | 0.9191 | 0.8681 | 0.8485 | 0.8821 | 0.6840 | 0.7737 | 0.4401 | 0.8321 | 0.7368 | 0.8063 | | 0.1144 | 34.22 | 12660 | 0.5314 | 0.7360 | 0.8280 | 0.8982 | 0.9497 | 0.8136 | 0.8815 | 0.5158 | 0.9162 | 0.8780 | 0.8412 | 0.8826 | 0.6855 | 0.7738 | 0.4409 | 0.8311 | 0.7352 | 0.8032 | | 0.054 | 34.27 | 12680 | 0.5128 | 0.7381 | 0.8298 | 0.8990 | 0.9500 | 0.8058 | 0.8807 | 0.5305 | 0.9155 | 0.8775 | 0.8484 | 0.8828 | 0.6855 | 0.7761 | 0.4444 | 0.8322 | 0.7380 | 0.8077 | | 0.0874 | 34.32 | 12700 | 0.5174 | 0.7389 | 0.8319 | 0.8990 | 0.9486 | 0.8173 | 0.8792 | 0.5361 | 0.9155 | 0.8763 | 0.8503 | 0.8824 | 0.6873 | 0.7760 | 0.4481 | 0.8322 | 0.7385 | 0.8081 | | 0.1039 | 34.38 | 12720 | 0.5245 | 0.7377 | 0.8303 | 0.8987 | 0.9482 | 0.8039 | 0.8808 | 0.5392 | 0.9175 | 0.8775 | 0.8448 | 0.8827 | 0.6845 | 0.7738 | 0.4461 | 0.8321 | 0.7387 | 0.8063 | | 0.0463 | 34.43 | 12740 | 0.5218 | 0.7380 | 0.8333 | 0.8987 | 0.9475 | 0.8271 | 0.8760 | 0.5472 | 0.9181 | 0.8730 | 0.8441 | 0.8825 | 0.6857 | 0.7744 | 0.4457 | 0.8333 | 0.7380 | 0.8061 | | 0.1081 | 34.49 | 12760 | 0.5196 | 0.7375 | 0.8297 | 0.8988 | 0.9497 | 0.8073 | 0.8747 | 0.5416 | 0.9195 | 0.8703 | 0.8446 | 0.8824 | 0.6847 | 0.7738 | 0.4437 | 0.8338 | 0.7376 | 0.8064 | | 0.081 | 34.54 | 12780 | 0.5125 | 0.7370 | 0.8293 | 0.8986 | 0.9478 | 0.8050 | 0.8777 | 0.5306 | 0.9183 | 0.8787 | 0.8467 | 0.8825 | 0.6828 | 0.7746 | 0.4430 | 0.8323 | 0.7363 | 0.8076 | | 0.0977 | 34.59 | 12800 | 0.5308 | 0.7365 | 0.8292 | 0.8982 | 0.9490 | 0.8074 | 0.8773 | 0.5335 | 0.9170 | 0.8767 | 0.8431 | 0.8821 | 0.6830 | 0.7741 | 0.4437 | 0.8315 | 0.7353 | 0.8058 | | 0.0868 | 34.65 | 12820 | 0.5418 | 0.7351 | 0.8265 | 0.8974 | 0.9477 | 0.8015 | 0.8787 | 0.5256 | 0.9197 | 0.8740 | 0.8384 | 0.8827 | 0.6824 | 0.7740 | 0.4434 | 0.8285 | 0.7345 | 0.8004 | | 0.0608 | 34.7 | 12840 | 0.5251 | 0.7367 | 0.8259 | 0.8986 | 0.9502 | 0.8028 | 0.8760 | 0.5204 | 0.9217 | 0.8674 | 0.8432 | 0.8824 | 0.6839 | 0.7762 | 0.4426 | 0.8315 | 0.7364 | 0.8041 | | 0.0687 | 34.76 | 12860 | 0.5354 | 0.7387 | 0.8303 | 0.8990 | 0.9505 | 0.8126 | 0.8771 | 0.5409 | 0.9185 | 0.8670 | 0.8458 | 0.8825 | 0.6854 | 0.7761 | 0.4510 | 0.8328 | 0.7371 | 0.8061 | | 0.3096 | 34.81 | 12880 | 0.5336 | 0.7377 | 0.8302 | 0.8983 | 0.9494 | 0.8098 | 0.8782 | 0.5466 | 0.9181 | 0.8675 | 0.8421 | 0.8828 | 0.6852 | 0.7750 | 0.4515 | 0.8310 | 0.7359 | 0.8022 | | 0.104 | 34.86 | 12900 | 0.5582 | 0.7363 | 0.8308 | 0.8977 | 0.9489 | 0.8146 | 0.8857 | 0.5545 | 0.9183 | 0.8551 | 0.8383 | 0.8829 | 0.6853 | 0.7744 | 0.4456 | 0.8303 | 0.7354 | 0.8003 | | 0.0936 | 34.92 | 12920 | 0.5128 | 0.7386 | 0.8301 | 0.8993 | 0.9491 | 0.8023 | 0.8804 | 0.5496 | 0.9213 | 0.8595 | 0.8484 | 0.8835 | 0.6845 | 0.7758 | 0.4474 | 0.8335 | 0.7377 | 0.8079 | | 0.0768 | 34.97 | 12940 | 0.5274 | 0.7385 | 0.8312 | 0.8990 | 0.9490 | 0.8079 | 0.8759 | 0.5525 | 0.9196 | 0.8676 | 0.8461 | 0.8827 | 0.6846 | 0.7748 | 0.4492 | 0.8335 | 0.7374 | 0.8073 | | 0.1264 | 35.03 | 12960 | 0.5331 | 0.7383 | 0.8323 | 0.8987 | 0.9497 | 0.8104 | 0.8749 | 0.5549 | 0.9156 | 0.8732 | 0.8474 | 0.8823 | 0.6849 | 0.7751 | 0.4484 | 0.8325 | 0.7367 | 0.8085 | | 0.0914 | 35.08 | 12980 | 0.5402 | 0.7383 | 0.8299 | 0.8989 | 0.9493 | 0.7895 | 0.8738 | 0.5463 | 0.9162 | 0.8866 | 0.8476 | 0.8828 | 0.6809 | 0.7751 | 0.4516 | 0.8322 | 0.7368 | 0.8086 | | 0.1519 | 35.14 | 13000 | 0.5242 | 0.7397 | 0.8319 | 0.8995 | 0.9494 | 0.8131 | 0.8736 | 0.5449 | 0.9180 | 0.8751 | 0.8495 | 0.8827 | 0.6858 | 0.7766 | 0.4513 | 0.8336 | 0.7388 | 0.8088 | | 0.1142 | 35.19 | 13020 | 0.5217 | 0.7387 | 0.8302 | 0.8991 | 0.9510 | 0.8009 | 0.8777 | 0.5456 | 0.9173 | 0.8752 | 0.8434 | 0.8824 | 0.6836 | 0.7757 | 0.4511 | 0.8332 | 0.7381 | 0.8066 | | 0.0806 | 35.24 | 13040 | 0.5147 | 0.7397 | 0.8316 | 0.8996 | 0.9490 | 0.8127 | 0.8787 | 0.5437 | 0.9202 | 0.8701 | 0.8468 | 0.8829 | 0.6864 | 0.7769 | 0.4506 | 0.8345 | 0.7390 | 0.8077 | | 0.042 | 35.3 | 13060 | 0.5273 | 0.7394 | 0.8318 | 0.8994 | 0.9489 | 0.8131 | 0.8806 | 0.5418 | 0.9181 | 0.8722 | 0.8480 | 0.8829 | 0.6867 | 0.7763 | 0.4487 | 0.8338 | 0.7393 | 0.8080 | | 0.0955 | 35.35 | 13080 | 0.5273 | 0.7391 | 0.8312 | 0.8993 | 0.9464 | 0.8177 | 0.8766 | 0.5423 | 0.9234 | 0.8612 | 0.8509 | 0.8829 | 0.6871 | 0.7765 | 0.4471 | 0.8333 | 0.7381 | 0.8088 | | 0.1172 | 35.41 | 13100 | 0.5268 | 0.7382 | 0.8307 | 0.8989 | 0.9475 | 0.8181 | 0.8754 | 0.5360 | 0.9199 | 0.8677 | 0.8502 | 0.8823 | 0.6860 | 0.7749 | 0.4459 | 0.8323 | 0.7373 | 0.8087 | | 0.0279 | 35.46 | 13120 | 0.5304 | 0.7383 | 0.8323 | 0.8987 | 0.9488 | 0.8143 | 0.8835 | 0.5400 | 0.9128 | 0.8778 | 0.8487 | 0.8822 | 0.6846 | 0.7745 | 0.4498 | 0.8317 | 0.7368 | 0.8083 | | 0.1464 | 35.51 | 13140 | 0.5380 | 0.7386 | 0.8325 | 0.8988 | 0.9484 | 0.8118 | 0.8862 | 0.5444 | 0.9134 | 0.8745 | 0.8492 | 0.8822 | 0.6846 | 0.7744 | 0.4502 | 0.8317 | 0.7390 | 0.8083 | | 0.1304 | 35.57 | 13160 | 0.5651 | 0.7343 | 0.8276 | 0.8965 | 0.9485 | 0.8166 | 0.8783 | 0.5331 | 0.9191 | 0.8719 | 0.8256 | 0.8821 | 0.6848 | 0.7749 | 0.4454 | 0.8267 | 0.7367 | 0.7898 | | 0.0506 | 35.62 | 13180 | 0.5187 | 0.7387 | 0.8317 | 0.8991 | 0.9486 | 0.8162 | 0.8809 | 0.5396 | 0.9179 | 0.8721 | 0.8465 | 0.8828 | 0.6856 | 0.7776 | 0.4464 | 0.8330 | 0.7387 | 0.8066 | | 0.0938 | 35.68 | 13200 | 0.5224 | 0.7389 | 0.8313 | 0.8992 | 0.9499 | 0.8151 | 0.8771 | 0.5358 | 0.9158 | 0.8746 | 0.8506 | 0.8820 | 0.6855 | 0.7775 | 0.4463 | 0.8331 | 0.7390 | 0.8089 | | 0.2586 | 35.73 | 13220 | 0.5345 | 0.7379 | 0.8301 | 0.8987 | 0.9509 | 0.8169 | 0.8770 | 0.5339 | 0.9164 | 0.8699 | 0.8456 | 0.8814 | 0.6859 | 0.7771 | 0.4451 | 0.8326 | 0.7363 | 0.8068 | | 0.1677 | 35.78 | 13240 | 0.5339 | 0.7383 | 0.8304 | 0.8991 | 0.9481 | 0.8208 | 0.8798 | 0.5237 | 0.9187 | 0.8752 | 0.8465 | 0.8824 | 0.6863 | 0.7770 | 0.4457 | 0.8329 | 0.7369 | 0.8068 | | 0.157 | 35.84 | 13260 | 0.5235 | 0.7393 | 0.8318 | 0.8994 | 0.9498 | 0.8188 | 0.8780 | 0.5399 | 0.9176 | 0.8705 | 0.8484 | 0.8825 | 0.6867 | 0.7775 | 0.4484 | 0.8337 | 0.7382 | 0.8081 | | 0.1031 | 35.89 | 13280 | 0.5346 | 0.7388 | 0.8314 | 0.8991 | 0.9468 | 0.8162 | 0.8771 | 0.5510 | 0.9233 | 0.8562 | 0.8493 | 0.8825 | 0.6855 | 0.7763 | 0.4497 | 0.8334 | 0.7359 | 0.8084 | | 0.2119 | 35.95 | 13300 | 0.5344 | 0.7389 | 0.8326 | 0.8989 | 0.9485 | 0.8221 | 0.8743 | 0.5479 | 0.9173 | 0.8678 | 0.8503 | 0.8821 | 0.6858 | 0.7751 | 0.4515 | 0.8325 | 0.7366 | 0.8084 | | 0.1023 | 36.0 | 13320 | 0.5377 | 0.7389 | 0.8322 | 0.8990 | 0.9505 | 0.8065 | 0.8784 | 0.5544 | 0.9146 | 0.8732 | 0.8479 | 0.8825 | 0.6854 | 0.7758 | 0.4504 | 0.8328 | 0.7372 | 0.8081 | | 0.0772 | 36.05 | 13340 | 0.5341 | 0.7392 | 0.8323 | 0.8991 | 0.9487 | 0.8201 | 0.8730 | 0.5439 | 0.9173 | 0.8728 | 0.8502 | 0.8822 | 0.6864 | 0.7754 | 0.4517 | 0.8328 | 0.7369 | 0.8089 | | 0.0549 | 36.11 | 13360 | 0.5335 | 0.7384 | 0.8282 | 0.8992 | 0.9478 | 0.8071 | 0.8752 | 0.5212 | 0.9212 | 0.8759 | 0.8493 | 0.8828 | 0.6858 | 0.7758 | 0.4472 | 0.8322 | 0.7366 | 0.8082 | | 0.1126 | 36.16 | 13380 | 0.5259 | 0.7392 | 0.8319 | 0.8992 | 0.9479 | 0.8153 | 0.8780 | 0.5423 | 0.9190 | 0.8719 | 0.8487 | 0.8829 | 0.6857 | 0.7768 | 0.4511 | 0.8329 | 0.7366 | 0.8088 | | 0.1208 | 36.22 | 13400 | 0.5402 | 0.7391 | 0.8330 | 0.8990 | 0.9484 | 0.8146 | 0.8763 | 0.5489 | 0.9158 | 0.8782 | 0.8486 | 0.8828 | 0.6853 | 0.7763 | 0.4523 | 0.8325 | 0.7362 | 0.8086 | | 0.1396 | 36.27 | 13420 | 0.5348 | 0.7392 | 0.8334 | 0.8991 | 0.9476 | 0.8169 | 0.8833 | 0.5490 | 0.9168 | 0.8726 | 0.8474 | 0.8828 | 0.6852 | 0.7759 | 0.4519 | 0.8331 | 0.7373 | 0.8081 | | 0.0582 | 36.32 | 13440 | 0.5360 | 0.7391 | 0.8320 | 0.8992 | 0.9479 | 0.8166 | 0.8830 | 0.5426 | 0.9190 | 0.8660 | 0.8486 | 0.8826 | 0.6855 | 0.7758 | 0.4505 | 0.8333 | 0.7373 | 0.8088 | | 0.1676 | 36.38 | 13460 | 0.5301 | 0.7386 | 0.8291 | 0.8992 | 0.9473 | 0.7953 | 0.8841 | 0.5340 | 0.9191 | 0.8712 | 0.8530 | 0.8826 | 0.6826 | 0.7759 | 0.4495 | 0.8329 | 0.7380 | 0.8086 | | 0.1212 | 36.43 | 13480 | 0.5301 | 0.7383 | 0.8296 | 0.8990 | 0.9477 | 0.7980 | 0.8845 | 0.5346 | 0.9176 | 0.8739 | 0.8505 | 0.8826 | 0.6826 | 0.7755 | 0.4498 | 0.8322 | 0.7368 | 0.8083 | | 0.0525 | 36.49 | 13500 | 0.5273 | 0.7392 | 0.8336 | 0.8991 | 0.9486 | 0.8169 | 0.8764 | 0.5528 | 0.9157 | 0.8750 | 0.8497 | 0.8827 | 0.6850 | 0.7774 | 0.4514 | 0.8331 | 0.7372 | 0.8079 | | 0.0755 | 36.54 | 13520 | 0.5342 | 0.7383 | 0.8344 | 0.8986 | 0.9466 | 0.8172 | 0.8819 | 0.5625 | 0.9163 | 0.8691 | 0.8473 | 0.8827 | 0.6842 | 0.7765 | 0.4496 | 0.8322 | 0.7355 | 0.8076 | | 0.1689 | 36.59 | 13540 | 0.5405 | 0.7392 | 0.8339 | 0.8991 | 0.9481 | 0.8190 | 0.8800 | 0.5542 | 0.9162 | 0.8707 | 0.8494 | 0.8827 | 0.6853 | 0.7776 | 0.4503 | 0.8329 | 0.7374 | 0.8084 | | 0.0651 | 36.65 | 13560 | 0.5351 | 0.7391 | 0.8331 | 0.8990 | 0.9487 | 0.8117 | 0.8804 | 0.5501 | 0.9151 | 0.8788 | 0.8468 | 0.8831 | 0.6848 | 0.7772 | 0.4518 | 0.8325 | 0.7365 | 0.8074 | | 0.1972 | 36.7 | 13580 | 0.5330 | 0.7388 | 0.8338 | 0.8987 | 0.9483 | 0.8113 | 0.8816 | 0.5547 | 0.9120 | 0.8769 | 0.8515 | 0.8824 | 0.6842 | 0.7762 | 0.4519 | 0.8314 | 0.7375 | 0.8078 | | 0.08 | 36.76 | 13600 | 0.5254 | 0.7389 | 0.8309 | 0.8991 | 0.9489 | 0.8133 | 0.8782 | 0.5328 | 0.9159 | 0.8753 | 0.8521 | 0.8823 | 0.6851 | 0.7762 | 0.4501 | 0.8323 | 0.7379 | 0.8081 | | 0.0704 | 36.81 | 13620 | 0.5285 | 0.7386 | 0.8331 | 0.8987 | 0.9479 | 0.8222 | 0.8704 | 0.5554 | 0.9178 | 0.8666 | 0.8514 | 0.8824 | 0.6850 | 0.7754 | 0.4498 | 0.8321 | 0.7367 | 0.8087 | | 0.0639 | 36.86 | 13640 | 0.5181 | 0.7388 | 0.8338 | 0.8987 | 0.9500 | 0.8044 | 0.8804 | 0.5588 | 0.9095 | 0.8815 | 0.8518 | 0.8828 | 0.6842 | 0.7763 | 0.4511 | 0.8315 | 0.7376 | 0.8082 | | 0.096 | 36.92 | 13660 | 0.5198 | 0.7390 | 0.8339 | 0.8988 | 0.9499 | 0.8015 | 0.8803 | 0.5663 | 0.9112 | 0.8768 | 0.8516 | 0.8829 | 0.6840 | 0.7761 | 0.4514 | 0.8320 | 0.7374 | 0.8093 | | 0.0976 | 36.97 | 13680 | 0.5320 | 0.7393 | 0.8320 | 0.8992 | 0.9502 | 0.8123 | 0.8803 | 0.5488 | 0.9160 | 0.8656 | 0.8505 | 0.8827 | 0.6859 | 0.7769 | 0.4505 | 0.8326 | 0.7370 | 0.8092 | | 0.0745 | 37.03 | 13700 | 0.5309 | 0.7392 | 0.8315 | 0.8993 | 0.9480 | 0.8192 | 0.8776 | 0.5325 | 0.9182 | 0.8755 | 0.8492 | 0.8830 | 0.6868 | 0.7766 | 0.4500 | 0.8324 | 0.7367 | 0.8089 | | 0.1075 | 37.08 | 13720 | 0.5261 | 0.7395 | 0.8328 | 0.8992 | 0.9468 | 0.8208 | 0.8817 | 0.5315 | 0.9157 | 0.8809 | 0.8518 | 0.8830 | 0.6869 | 0.7768 | 0.4516 | 0.8322 | 0.7368 | 0.8089 | | 0.0482 | 37.14 | 13740 | 0.5381 | 0.7394 | 0.8348 | 0.8990 | 0.9473 | 0.8253 | 0.8810 | 0.5503 | 0.9148 | 0.8746 | 0.8500 | 0.8830 | 0.6865 | 0.7763 | 0.4525 | 0.8322 | 0.7364 | 0.8091 | | 0.0523 | 37.19 | 13760 | 0.5222 | 0.7394 | 0.8322 | 0.8993 | 0.9494 | 0.8234 | 0.8718 | 0.5390 | 0.9178 | 0.8743 | 0.8496 | 0.8830 | 0.6863 | 0.7769 | 0.4512 | 0.8331 | 0.7364 | 0.8089 | | 0.0598 | 37.24 | 13780 | 0.5314 | 0.7393 | 0.8336 | 0.8991 | 0.9492 | 0.8208 | 0.8777 | 0.5523 | 0.9164 | 0.8720 | 0.8466 | 0.8831 | 0.6859 | 0.7773 | 0.4519 | 0.8330 | 0.7355 | 0.8081 | | 0.1045 | 37.3 | 13800 | 0.5470 | 0.7396 | 0.8344 | 0.8991 | 0.9484 | 0.8191 | 0.8745 | 0.5594 | 0.9158 | 0.8722 | 0.8515 | 0.8827 | 0.6856 | 0.7772 | 0.4527 | 0.8330 | 0.7371 | 0.8093 | | 0.1168 | 37.35 | 13820 | 0.5264 | 0.7396 | 0.8333 | 0.8993 | 0.9491 | 0.8137 | 0.8834 | 0.5464 | 0.9141 | 0.8768 | 0.8496 | 0.8830 | 0.6862 | 0.7774 | 0.4521 | 0.8330 | 0.7371 | 0.8087 | | 0.1679 | 37.41 | 13840 | 0.5290 | 0.7392 | 0.8322 | 0.8993 | 0.9479 | 0.8214 | 0.8827 | 0.5310 | 0.9163 | 0.8756 | 0.8505 | 0.8825 | 0.6863 | 0.7772 | 0.4490 | 0.8330 | 0.7373 | 0.8089 | | 0.0859 | 37.46 | 13860 | 0.5377 | 0.7391 | 0.8321 | 0.8991 | 0.9487 | 0.8111 | 0.8803 | 0.5471 | 0.9166 | 0.8707 | 0.8501 | 0.8824 | 0.6850 | 0.7768 | 0.4513 | 0.8327 | 0.7366 | 0.8092 | | 0.1674 | 37.51 | 13880 | 0.5456 | 0.7385 | 0.8318 | 0.8988 | 0.9493 | 0.8154 | 0.8834 | 0.5438 | 0.9161 | 0.8680 | 0.8464 | 0.8822 | 0.6851 | 0.7765 | 0.4504 | 0.8324 | 0.7350 | 0.8080 | | 0.0637 | 37.57 | 13900 | 0.5408 | 0.7391 | 0.8341 | 0.8987 | 0.9465 | 0.8171 | 0.8833 | 0.5540 | 0.9149 | 0.8715 | 0.8513 | 0.8822 | 0.6850 | 0.7761 | 0.4536 | 0.8317 | 0.7361 | 0.8088 | | 0.1859 | 37.62 | 13920 | 0.5304 | 0.7395 | 0.8323 | 0.8992 | 0.9481 | 0.8129 | 0.8801 | 0.5512 | 0.9184 | 0.8647 | 0.8511 | 0.8825 | 0.6854 | 0.7775 | 0.4522 | 0.8326 | 0.7369 | 0.8097 | | 0.0688 | 37.68 | 13940 | 0.5176 | 0.7395 | 0.8334 | 0.8992 | 0.9488 | 0.8211 | 0.8815 | 0.5430 | 0.9147 | 0.8750 | 0.8497 | 0.8826 | 0.6854 | 0.7779 | 0.4523 | 0.8328 | 0.7365 | 0.8088 | | 0.5325 | 37.73 | 13960 | 0.5307 | 0.7398 | 0.8349 | 0.8992 | 0.9480 | 0.8216 | 0.8806 | 0.5543 | 0.9143 | 0.8754 | 0.8504 | 0.8828 | 0.6854 | 0.7773 | 0.4544 | 0.8327 | 0.7372 | 0.8089 | | 0.0912 | 37.78 | 13980 | 0.5272 | 0.7400 | 0.8332 | 0.8994 | 0.9478 | 0.8166 | 0.8790 | 0.5486 | 0.9175 | 0.8715 | 0.8517 | 0.8829 | 0.6858 | 0.7772 | 0.4541 | 0.8333 | 0.7377 | 0.8091 | | 0.1611 | 37.84 | 14000 | 0.5195 | 0.7398 | 0.8328 | 0.8995 | 0.9484 | 0.8215 | 0.8740 | 0.5455 | 0.9189 | 0.8695 | 0.8517 | 0.8827 | 0.6858 | 0.7777 | 0.4520 | 0.8338 | 0.7378 | 0.8089 | | 0.0972 | 37.89 | 14020 | 0.5306 | 0.7393 | 0.8330 | 0.8992 | 0.9492 | 0.8177 | 0.8777 | 0.5516 | 0.9168 | 0.8687 | 0.8490 | 0.8825 | 0.6854 | 0.7767 | 0.4524 | 0.8333 | 0.7365 | 0.8085 | | 0.078 | 37.95 | 14040 | 0.5291 | 0.7394 | 0.8328 | 0.8992 | 0.9487 | 0.8202 | 0.8806 | 0.5436 | 0.9167 | 0.8696 | 0.8499 | 0.8824 | 0.6856 | 0.7767 | 0.4523 | 0.8333 | 0.7369 | 0.8086 | | 0.1464 | 38.0 | 14060 | 0.5275 | 0.7391 | 0.8328 | 0.8990 | 0.9483 | 0.8008 | 0.8802 | 0.5561 | 0.9143 | 0.8793 | 0.8508 | 0.8827 | 0.6833 | 0.7760 | 0.4536 | 0.8327 | 0.7369 | 0.8083 | | 0.1374 | 38.05 | 14080 | 0.5259 | 0.7397 | 0.8354 | 0.8991 | 0.9485 | 0.8217 | 0.8781 | 0.5607 | 0.9141 | 0.8740 | 0.8506 | 0.8827 | 0.6857 | 0.7767 | 0.4535 | 0.8333 | 0.7377 | 0.8085 | | 0.1035 | 38.11 | 14100 | 0.5415 | 0.7395 | 0.8348 | 0.8990 | 0.9471 | 0.8227 | 0.8788 | 0.5588 | 0.9169 | 0.8717 | 0.8479 | 0.8828 | 0.6856 | 0.7759 | 0.4542 | 0.8331 | 0.7366 | 0.8080 | | 0.098 | 38.16 | 14120 | 0.5428 | 0.7385 | 0.8286 | 0.8995 | 0.9477 | 0.8221 | 0.8758 | 0.5146 | 0.9234 | 0.8672 | 0.8496 | 0.8826 | 0.6863 | 0.7767 | 0.4448 | 0.8334 | 0.7371 | 0.8086 | | 0.573 | 38.22 | 14140 | 0.5271 | 0.7394 | 0.8321 | 0.8993 | 0.9489 | 0.8180 | 0.8740 | 0.5461 | 0.9194 | 0.8697 | 0.8484 | 0.8827 | 0.6859 | 0.7765 | 0.4521 | 0.8337 | 0.7367 | 0.8083 | | 0.0659 | 38.27 | 14160 | 0.5290 | 0.7400 | 0.8331 | 0.8996 | 0.9474 | 0.8144 | 0.8809 | 0.5434 | 0.9176 | 0.8781 | 0.8496 | 0.8831 | 0.6863 | 0.7773 | 0.4531 | 0.8338 | 0.7382 | 0.8082 | | 0.0912 | 38.32 | 14180 | 0.5319 | 0.7397 | 0.8336 | 0.8993 | 0.9486 | 0.8220 | 0.8801 | 0.5421 | 0.9152 | 0.8777 | 0.8494 | 0.8825 | 0.6864 | 0.7771 | 0.4524 | 0.8334 | 0.7378 | 0.8085 | | 0.156 | 38.38 | 14200 | 0.5256 | 0.7398 | 0.8346 | 0.8992 | 0.9482 | 0.8143 | 0.8838 | 0.5568 | 0.9138 | 0.8746 | 0.8508 | 0.8825 | 0.6852 | 0.7770 | 0.4542 | 0.8330 | 0.7379 | 0.8089 | | 0.0975 | 38.43 | 14220 | 0.5490 | 0.7387 | 0.8318 | 0.8988 | 0.9493 | 0.8094 | 0.8773 | 0.5541 | 0.9176 | 0.8687 | 0.8465 | 0.8824 | 0.6844 | 0.7761 | 0.4518 | 0.8326 | 0.7352 | 0.8081 | | 0.1479 | 38.49 | 14240 | 0.5313 | 0.7394 | 0.8334 | 0.8990 | 0.9478 | 0.8058 | 0.8829 | 0.5574 | 0.9147 | 0.8737 | 0.8518 | 0.8825 | 0.6843 | 0.7765 | 0.4535 | 0.8327 | 0.7371 | 0.8090 | | 0.1092 | 38.54 | 14260 | 0.5362 | 0.7389 | 0.8315 | 0.8989 | 0.9498 | 0.8128 | 0.8744 | 0.5438 | 0.9160 | 0.8750 | 0.8490 | 0.8820 | 0.6853 | 0.7762 | 0.4517 | 0.8327 | 0.7356 | 0.8087 | | 0.046 | 38.59 | 14280 | 0.5155 | 0.7400 | 0.8343 | 0.8995 | 0.9476 | 0.8128 | 0.8830 | 0.5597 | 0.9171 | 0.8680 | 0.8516 | 0.8830 | 0.6858 | 0.7783 | 0.4517 | 0.8339 | 0.7379 | 0.8093 | | 0.0599 | 38.65 | 14300 | 0.5206 | 0.7401 | 0.8333 | 0.8995 | 0.9484 | 0.8130 | 0.8800 | 0.5507 | 0.9167 | 0.8727 | 0.8519 | 0.8826 | 0.6860 | 0.7782 | 0.4524 | 0.8339 | 0.7383 | 0.8093 | | 0.1329 | 38.7 | 14320 | 0.5449 | 0.7397 | 0.8328 | 0.8995 | 0.9497 | 0.8193 | 0.8833 | 0.5422 | 0.9164 | 0.8713 | 0.8472 | 0.8825 | 0.6865 | 0.7781 | 0.4517 | 0.8341 | 0.7371 | 0.8083 | | 0.0821 | 38.76 | 14340 | 0.5242 | 0.7399 | 0.8315 | 0.8998 | 0.9495 | 0.8197 | 0.8838 | 0.5410 | 0.9206 | 0.8559 | 0.8502 | 0.8825 | 0.6868 | 0.7789 | 0.4494 | 0.8346 | 0.7375 | 0.8094 | | 0.1622 | 38.81 | 14360 | 0.5304 | 0.7400 | 0.8328 | 0.8996 | 0.9486 | 0.8142 | 0.8838 | 0.5482 | 0.9178 | 0.8672 | 0.8502 | 0.8827 | 0.6859 | 0.7784 | 0.4517 | 0.8340 | 0.7379 | 0.8093 | | 0.6038 | 38.86 | 14380 | 0.5273 | 0.7400 | 0.8340 | 0.8995 | 0.9486 | 0.8158 | 0.8814 | 0.5519 | 0.9163 | 0.8750 | 0.8487 | 0.8831 | 0.6863 | 0.7782 | 0.4523 | 0.8339 | 0.7376 | 0.8088 | | 0.0882 | 38.92 | 14400 | 0.5216 | 0.7399 | 0.8334 | 0.8994 | 0.9478 | 0.8081 | 0.8808 | 0.5564 | 0.9170 | 0.8722 | 0.8512 | 0.8828 | 0.6850 | 0.7774 | 0.4531 | 0.8335 | 0.7378 | 0.8094 | | 0.0464 | 38.97 | 14420 | 0.5264 | 0.7395 | 0.8322 | 0.8994 | 0.9491 | 0.8145 | 0.8799 | 0.5493 | 0.9188 | 0.8645 | 0.8490 | 0.8825 | 0.6855 | 0.7774 | 0.4512 | 0.8337 | 0.7371 | 0.8091 | | 0.0572 | 39.03 | 14440 | 0.5370 | 0.7393 | 0.8323 | 0.8993 | 0.9487 | 0.8154 | 0.8862 | 0.5402 | 0.9167 | 0.8725 | 0.8464 | 0.8827 | 0.6857 | 0.7769 | 0.4512 | 0.8336 | 0.7370 | 0.8081 | | 0.0965 | 39.08 | 14460 | 0.5374 | 0.7396 | 0.8331 | 0.8993 | 0.9504 | 0.8203 | 0.8806 | 0.5438 | 0.9144 | 0.8749 | 0.8474 | 0.8822 | 0.6857 | 0.7778 | 0.4519 | 0.8338 | 0.7374 | 0.8082 | | 0.1418 | 39.14 | 14480 | 0.5310 | 0.7398 | 0.8338 | 0.8994 | 0.9493 | 0.8191 | 0.8786 | 0.5479 | 0.9149 | 0.8773 | 0.8493 | 0.8826 | 0.6858 | 0.7778 | 0.4522 | 0.8338 | 0.7375 | 0.8087 | | 0.0986 | 39.19 | 14500 | 0.5331 | 0.7397 | 0.8355 | 0.8992 | 0.9475 | 0.8126 | 0.8802 | 0.5685 | 0.9151 | 0.8751 | 0.8498 | 0.8830 | 0.6855 | 0.7775 | 0.4512 | 0.8336 | 0.7381 | 0.8091 | | 0.08 | 39.24 | 14520 | 0.5425 | 0.7398 | 0.8341 | 0.8992 | 0.9467 | 0.8071 | 0.8836 | 0.5573 | 0.9158 | 0.8774 | 0.8508 | 0.8828 | 0.6848 | 0.7768 | 0.4536 | 0.8334 | 0.7378 | 0.8091 | | 0.0534 | 39.3 | 14540 | 0.5327 | 0.7402 | 0.8346 | 0.8997 | 0.9478 | 0.8183 | 0.8865 | 0.5545 | 0.9171 | 0.8686 | 0.8495 | 0.8830 | 0.6863 | 0.7785 | 0.4509 | 0.8345 | 0.7394 | 0.8090 | | 0.0997 | 39.35 | 14560 | 0.5406 | 0.7394 | 0.8342 | 0.8991 | 0.9460 | 0.8072 | 0.8766 | 0.5651 | 0.9178 | 0.8756 | 0.8511 | 0.8827 | 0.6840 | 0.7764 | 0.4531 | 0.8332 | 0.7375 | 0.8091 | | 0.0712 | 39.41 | 14580 | 0.5271 | 0.7398 | 0.8341 | 0.8993 | 0.9483 | 0.8204 | 0.8747 | 0.5573 | 0.9172 | 0.8699 | 0.8513 | 0.8823 | 0.6852 | 0.7768 | 0.4531 | 0.8336 | 0.7379 | 0.8094 | | 0.1451 | 39.46 | 14600 | 0.5329 | 0.7401 | 0.8326 | 0.8997 | 0.9479 | 0.8153 | 0.8851 | 0.5427 | 0.9182 | 0.8664 | 0.8522 | 0.8825 | 0.6858 | 0.7778 | 0.4521 | 0.8340 | 0.7391 | 0.8096 | | 0.1405 | 39.51 | 14620 | 0.5290 | 0.7400 | 0.8329 | 0.8996 | 0.9485 | 0.8205 | 0.8760 | 0.5456 | 0.9187 | 0.8705 | 0.8507 | 0.8826 | 0.6857 | 0.7777 | 0.4519 | 0.8342 | 0.7383 | 0.8093 | | 0.1406 | 39.57 | 14640 | 0.5368 | 0.7398 | 0.8319 | 0.8996 | 0.9474 | 0.8170 | 0.8819 | 0.5364 | 0.9193 | 0.8704 | 0.8508 | 0.8824 | 0.6862 | 0.7775 | 0.4515 | 0.8337 | 0.7383 | 0.8092 | | 0.0965 | 39.62 | 14660 | 0.5269 | 0.7403 | 0.8352 | 0.8996 | 0.9463 | 0.8195 | 0.8850 | 0.5576 | 0.9181 | 0.8699 | 0.8500 | 0.8832 | 0.6859 | 0.7780 | 0.4527 | 0.8342 | 0.7390 | 0.8091 | | 0.1628 | 39.68 | 14680 | 0.5228 | 0.7402 | 0.8352 | 0.8995 | 0.9471 | 0.8210 | 0.8811 | 0.5540 | 0.9159 | 0.8764 | 0.8507 | 0.8828 | 0.6860 | 0.7778 | 0.4537 | 0.8338 | 0.7385 | 0.8091 | | 0.099 | 39.73 | 14700 | 0.5323 | 0.7401 | 0.8349 | 0.8995 | 0.9481 | 0.8192 | 0.8818 | 0.5544 | 0.9155 | 0.8757 | 0.8494 | 0.8829 | 0.6859 | 0.7779 | 0.4528 | 0.8340 | 0.7386 | 0.8087 | | 0.0486 | 39.78 | 14720 | 0.5261 | 0.7403 | 0.8337 | 0.8997 | 0.9476 | 0.8216 | 0.8811 | 0.5423 | 0.9179 | 0.8762 | 0.8493 | 0.8830 | 0.6863 | 0.7783 | 0.4524 | 0.8343 | 0.7388 | 0.8089 | | 0.1896 | 39.84 | 14740 | 0.5485 | 0.7398 | 0.8335 | 0.8994 | 0.9495 | 0.8170 | 0.8746 | 0.5536 | 0.9167 | 0.8745 | 0.8487 | 0.8827 | 0.6857 | 0.7776 | 0.4523 | 0.8339 | 0.7378 | 0.8089 | | 0.1565 | 39.89 | 14760 | 0.5295 | 0.7399 | 0.8316 | 0.8997 | 0.9494 | 0.8081 | 0.8741 | 0.5539 | 0.9211 | 0.8637 | 0.8505 | 0.8828 | 0.6851 | 0.7775 | 0.4519 | 0.8345 | 0.7380 | 0.8097 | | 0.7861 | 39.95 | 14780 | 0.5195 | 0.7403 | 0.8344 | 0.8996 | 0.9476 | 0.8148 | 0.8820 | 0.5559 | 0.9170 | 0.8717 | 0.8516 | 0.8829 | 0.6859 | 0.7779 | 0.4532 | 0.8341 | 0.7392 | 0.8094 | | 0.0816 | 40.0 | 14800 | 0.5328 | 0.7402 | 0.8345 | 0.8995 | 0.9472 | 0.8139 | 0.8796 | 0.5587 | 0.9175 | 0.8744 | 0.8503 | 0.8830 | 0.6854 | 0.7777 | 0.4534 | 0.8340 | 0.7384 | 0.8091 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.17.1 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

sayeed99/segformer_b3_clothes

# Segformer B3 fine-tuned for clothes segmentation SegFormer model fine-tuned on [ATR dataset](https://github.com/lemondan/HumanParsing-Dataset) for clothes segmentation but can also be used for human segmentation. The dataset on hugging face is called "mattmdjaga/human_parsing_dataset". **NEW** - **[Training code](https://github.com/mattmdjaga/segformer_b2_clothes)**. Right now it only contains the pure code with some comments, but soon I'll add a colab notebook version and a blog post with it to make it more friendly. ```python from transformers import SegformerImageProcessor, AutoModelForSemanticSegmentation from PIL import Image import requests import matplotlib.pyplot as plt import torch.nn as nn processor = SegformerImageProcessor.from_pretrained("sayeed99/segformer_b3_clothes") model = AutoModelForSemanticSegmentation.from_pretrained("sayeed99/segformer_b3_clothes") url = "https://plus.unsplash.com/premium_photo-1673210886161-bfcc40f54d1f?ixlib=rb-4.0.3&ixid=MnwxMjA3fDB8MHxzZWFyY2h8MXx8cGVyc29uJTIwc3RhbmRpbmd8ZW58MHx8MHx8&w=1000&q=80" image = Image.open(requests.get(url, stream=True).raw) inputs = processor(images=image, return_tensors="pt") outputs = model(**inputs) logits = outputs.logits.cpu() upsampled_logits = nn.functional.interpolate( logits, size=image.size[::-1], mode="bilinear", align_corners=False, ) pred_seg = upsampled_logits.argmax(dim=1)[0] plt.imshow(pred_seg) ``` Labels: 0: "Background", 1: "Hat", 2: "Hair", 3: "Sunglasses", 4: "Upper-clothes", 5: "Skirt", 6: "Pants", 7: "Dress", 8: "Belt", 9: "Left-shoe", 10: "Right-shoe", 11: "Face", 12: "Left-leg", 13: "Right-leg", 14: "Left-arm", 15: "Right-arm", 16: "Bag", 17: "Scarf" ### Evaluation | Label Index | Label Name | Category Accuracy | Category IoU | |:-------------:|:----------------:|:-----------------:|:------------:| | 0 | Background | 0.99 | 0.99 | | 1 | Hat | 0.73 | 0.68 | | 2 | Hair | 0.91 | 0.82 | | 3 | Sunglasses | 0.73 | 0.63 | | 4 | Upper-clothes | 0.87 | 0.78 | | 5 | Skirt | 0.76 | 0.65 | | 6 | Pants | 0.90 | 0.84 | | 7 | Dress | 0.74 | 0.55 | | 8 | Belt | 0.35 | 0.30 | | 9 | Left-shoe | 0.74 | 0.58 | | 10 | Right-shoe | 0.75 | 0.60 | | 11 | Face | 0.92 | 0.85 | | 12 | Left-leg | 0.90 | 0.82 | | 13 | Right-leg | 0.90 | 0.81 | | 14 | Left-arm | 0.86 | 0.74 | | 15 | Right-arm | 0.82 | 0.73 | | 16 | Bag | 0.91 | 0.84 | | 17 | Scarf | 0.63 | 0.29 | Overall Evaluation Metrics: - Evaluation Loss: 0.15 - Mean Accuracy: 0.80 - Mean IoU: 0.69 ### License The license for this model can be found [here](https://github.com/NVlabs/SegFormer/blob/master/LICENSE). ### BibTeX entry and citation info ```bibtex @article{DBLP:journals/corr/abs-2105-15203, author = {Enze Xie and Wenhai Wang and Zhiding Yu and Anima Anandkumar and Jose M. Alvarez and Ping Luo}, title = {SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers}, journal = {CoRR}, volume = {abs/2105.15203}, year = {2021}, url = {https://arxiv.org/abs/2105.15203}, eprinttype = {arXiv}, eprint = {2105.15203}, timestamp = {Wed, 02 Jun 2021 11:46:42 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2105-15203.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} } ```

[ "background", "hat", "right-shoe", "face", "left-leg", "right-leg", "left-arm", "right-arm", "bag", "scarf", "hair", "sunglasses", "upper-clothes", "skirt", "pants", "dress", "belt", "left-shoe" ]

sai17/segformer-b0-finetuned-segments-sidewalk-2

# segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - eval_loss: 0.5277 - eval_mean_iou: 0.3177 - eval_mean_accuracy: 0.3837 - eval_overall_accuracy: 0.8556 - eval_accuracy_unlabeled: nan - eval_accuracy_flat-road: 0.9247 - eval_accuracy_flat-sidewalk: 0.9046 - eval_accuracy_flat-crosswalk: 0.9004 - eval_accuracy_flat-cyclinglane: 0.9024 - eval_accuracy_flat-parkingdriveway: 0.5583 - eval_accuracy_flat-railtrack: nan - eval_accuracy_flat-curb: 0.5870 - eval_accuracy_human-person: 0.7960 - eval_accuracy_human-rider: 0.0 - eval_accuracy_vehicle-car: 0.9470 - eval_accuracy_vehicle-truck: 0.0 - eval_accuracy_vehicle-bus: 0.0 - eval_accuracy_vehicle-tramtrain: 0.0 - eval_accuracy_vehicle-motorcycle: 0.0 - eval_accuracy_vehicle-bicycle: 0.6493 - eval_accuracy_vehicle-caravan: 0.0 - eval_accuracy_vehicle-cartrailer: 0.0 - eval_accuracy_construction-building: 0.8838 - eval_accuracy_construction-door: 0.0 - eval_accuracy_construction-wall: 0.4337 - eval_accuracy_construction-fenceguardrail: 0.3946 - eval_accuracy_construction-bridge: 0.0 - eval_accuracy_construction-tunnel: nan - eval_accuracy_construction-stairs: 0.0 - eval_accuracy_object-pole: 0.2846 - eval_accuracy_object-trafficsign: 0.0 - eval_accuracy_object-trafficlight: 0.0 - eval_accuracy_nature-vegetation: 0.9430 - eval_accuracy_nature-terrain: 0.8979 - eval_accuracy_sky: 0.9559 - eval_accuracy_void-ground: 0.0 - eval_accuracy_void-dynamic: 0.0 - eval_accuracy_void-static: 0.3145 - eval_accuracy_void-unclear: 0.0 - eval_iou_unlabeled: nan - eval_iou_flat-road: 0.7544 - eval_iou_flat-sidewalk: 0.8653 - eval_iou_flat-crosswalk: 0.6874 - eval_iou_flat-cyclinglane: 0.8249 - eval_iou_flat-parkingdriveway: 0.3996 - eval_iou_flat-railtrack: nan - eval_iou_flat-curb: 0.4591 - eval_iou_human-person: 0.4778 - eval_iou_human-rider: 0.0 - eval_iou_vehicle-car: 0.8108 - eval_iou_vehicle-truck: 0.0 - eval_iou_vehicle-bus: 0.0 - eval_iou_vehicle-tramtrain: 0.0 - eval_iou_vehicle-motorcycle: 0.0 - eval_iou_vehicle-bicycle: 0.5337 - eval_iou_vehicle-caravan: 0.0 - eval_iou_vehicle-cartrailer: 0.0 - eval_iou_construction-building: 0.7103 - eval_iou_construction-door: 0.0 - eval_iou_construction-wall: 0.3464 - eval_iou_construction-fenceguardrail: 0.3532 - eval_iou_construction-bridge: 0.0 - eval_iou_construction-tunnel: nan - eval_iou_construction-stairs: 0.0 - eval_iou_object-pole: 0.2448 - eval_iou_object-trafficsign: 0.0 - eval_iou_object-trafficlight: 0.0 - eval_iou_nature-vegetation: 0.8543 - eval_iou_nature-terrain: 0.7232 - eval_iou_sky: 0.9191 - eval_iou_void-ground: 0.0 - eval_iou_void-dynamic: 0.0 - eval_iou_void-static: 0.2024 - eval_iou_void-unclear: 0.0 - eval_runtime: 33.3831 - eval_samples_per_second: 5.991 - eval_steps_per_second: 1.498 - epoch: 11.3 - step: 2260 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.0+cu121 - Datasets 2.17.1 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

sam1120/parking-terrain_marks

# parking-terrain_marks This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-terrain_marks dataset. It achieves the following results on the evaluation set: - Loss: 0.0863 - Mean Iou: 0.4942 - Mean Accuracy: 0.5 - Overall Accuracy: 0.9884 - Accuracy Unlabeled: nan - Accuracy Parking Lines: 0.0 - Accuracy X: nan - Accuracy Else: 1.0 - Iou Unlabeled: nan - Iou Parking Lines: 0.0 - Iou X: nan - Iou Else: 0.9884 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 600 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking Lines | Accuracy X | Accuracy Else | Iou Unlabeled | Iou Parking Lines | Iou X | Iou Else | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------------:|:----------:|:-------------:|:-------------:|:-----------------:|:-----:|:--------:| | 1.2973 | 5.0 | 20 | 1.2461 | 0.1512 | 0.5627 | 0.5883 | nan | 0.5364 | nan | 0.5889 | 0.0 | 0.0186 | 0.0 | 0.5860 | | 0.9991 | 10.0 | 40 | 0.8866 | 0.2256 | 0.4644 | 0.8974 | nan | 0.0211 | nan | 0.9077 | 0.0 | 0.0037 | 0.0 | 0.8985 | | 0.5964 | 15.0 | 60 | 0.4795 | 0.3290 | 0.4992 | 0.9869 | nan | 0.0 | nan | 0.9985 | nan | 0.0 | 0.0 | 0.9869 | | 0.3788 | 20.0 | 80 | 0.2324 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.1288 | 25.0 | 100 | 0.1424 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.066 | 30.0 | 120 | 0.0909 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0716 | 35.0 | 140 | 0.0799 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0448 | 40.0 | 160 | 0.0792 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0281 | 45.0 | 180 | 0.0698 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0279 | 50.0 | 200 | 0.0695 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0306 | 55.0 | 220 | 0.0679 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0245 | 60.0 | 240 | 0.0683 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0196 | 65.0 | 260 | 0.0676 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0267 | 70.0 | 280 | 0.0661 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0192 | 75.0 | 300 | 0.0672 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0207 | 80.0 | 320 | 0.0697 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0168 | 85.0 | 340 | 0.0692 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0114 | 90.0 | 360 | 0.0676 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.014 | 95.0 | 380 | 0.0669 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0147 | 100.0 | 400 | 0.0687 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0101 | 105.0 | 420 | 0.0681 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0118 | 110.0 | 440 | 0.0664 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0111 | 115.0 | 460 | 0.0690 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0088 | 120.0 | 480 | 0.0704 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0116 | 125.0 | 500 | 0.0694 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.011 | 130.0 | 520 | 0.0677 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0128 | 135.0 | 540 | 0.0703 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0101 | 140.0 | 560 | 0.0706 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0096 | 145.0 | 580 | 0.0674 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0125 | 150.0 | 600 | 0.0725 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0073 | 155.0 | 620 | 0.0709 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0104 | 160.0 | 640 | 0.0716 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0085 | 165.0 | 660 | 0.0727 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.008 | 170.0 | 680 | 0.0749 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0088 | 175.0 | 700 | 0.0774 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0076 | 180.0 | 720 | 0.0761 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0069 | 185.0 | 740 | 0.0748 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0059 | 190.0 | 760 | 0.0745 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0092 | 195.0 | 780 | 0.0758 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0081 | 200.0 | 800 | 0.0784 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0078 | 205.0 | 820 | 0.0749 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0054 | 210.0 | 840 | 0.0758 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0094 | 215.0 | 860 | 0.0772 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0072 | 220.0 | 880 | 0.0765 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.008 | 225.0 | 900 | 0.0775 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0064 | 230.0 | 920 | 0.0797 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0063 | 235.0 | 940 | 0.0734 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0096 | 240.0 | 960 | 0.0778 | 0.4949 | 0.5007 | 0.9884 | nan | 0.0013 | nan | 1.0 | nan | 0.0013 | nan | 0.9884 | | 0.0066 | 245.0 | 980 | 0.0740 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0061 | 250.0 | 1000 | 0.0652 | 0.4944 | 0.5002 | 0.9884 | nan | 0.0003 | nan | 1.0 | nan | 0.0003 | nan | 0.9884 | | 0.0066 | 255.0 | 1020 | 0.0721 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0076 | 260.0 | 1040 | 0.0690 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0065 | 265.0 | 1060 | 0.0702 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0065 | 270.0 | 1080 | 0.0718 | 0.4944 | 0.5002 | 0.9884 | nan | 0.0003 | nan | 1.0 | nan | 0.0003 | nan | 0.9884 | | 0.0061 | 275.0 | 1100 | 0.0732 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0064 | 280.0 | 1120 | 0.0737 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0056 | 285.0 | 1140 | 0.0714 | 0.4945 | 0.5003 | 0.9884 | nan | 0.0007 | nan | 1.0 | nan | 0.0007 | nan | 0.9884 | | 0.0053 | 290.0 | 1160 | 0.0754 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0055 | 295.0 | 1180 | 0.0751 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0068 | 300.0 | 1200 | 0.0754 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0053 | 305.0 | 1220 | 0.0723 | 0.4952 | 0.5010 | 0.9884 | nan | 0.0020 | nan | 1.0 | nan | 0.0020 | nan | 0.9884 | | 0.0053 | 310.0 | 1240 | 0.0767 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0045 | 315.0 | 1260 | 0.0767 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.007 | 320.0 | 1280 | 0.0750 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.005 | 325.0 | 1300 | 0.0777 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0053 | 330.0 | 1320 | 0.0762 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0049 | 335.0 | 1340 | 0.0782 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.006 | 340.0 | 1360 | 0.0770 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0066 | 345.0 | 1380 | 0.0787 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0049 | 350.0 | 1400 | 0.0765 | 0.4944 | 0.5002 | 0.9884 | nan | 0.0003 | nan | 1.0 | nan | 0.0003 | nan | 0.9884 | | 0.0067 | 355.0 | 1420 | 0.0672 | 0.5030 | 0.5087 | 0.9886 | nan | 0.0175 | nan | 1.0 | nan | 0.0175 | nan | 0.9886 | | 0.0036 | 360.0 | 1440 | 0.0778 | 0.4949 | 0.5007 | 0.9884 | nan | 0.0013 | nan | 1.0 | nan | 0.0013 | nan | 0.9884 | | 0.0045 | 365.0 | 1460 | 0.0762 | 0.4950 | 0.5008 | 0.9884 | nan | 0.0016 | nan | 1.0 | nan | 0.0016 | nan | 0.9884 | | 0.006 | 370.0 | 1480 | 0.0763 | 0.4952 | 0.5010 | 0.9884 | nan | 0.0020 | nan | 1.0 | nan | 0.0020 | nan | 0.9884 | | 0.006 | 375.0 | 1500 | 0.0757 | 0.4967 | 0.5025 | 0.9885 | nan | 0.0049 | nan | 1.0 | nan | 0.0049 | nan | 0.9885 | | 0.0043 | 380.0 | 1520 | 0.0800 | 0.4950 | 0.5008 | 0.9884 | nan | 0.0016 | nan | 1.0 | nan | 0.0016 | nan | 0.9884 | | 0.0057 | 385.0 | 1540 | 0.0790 | 0.4950 | 0.5008 | 0.9884 | nan | 0.0016 | nan | 1.0 | nan | 0.0016 | nan | 0.9884 | | 0.0061 | 390.0 | 1560 | 0.0814 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0041 | 395.0 | 1580 | 0.0811 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0038 | 400.0 | 1600 | 0.0792 | 0.4945 | 0.5003 | 0.9884 | nan | 0.0007 | nan | 1.0 | nan | 0.0007 | nan | 0.9884 | | 0.0047 | 405.0 | 1620 | 0.0816 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0051 | 410.0 | 1640 | 0.0821 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0035 | 415.0 | 1660 | 0.0804 | 0.4944 | 0.5002 | 0.9884 | nan | 0.0003 | nan | 1.0 | nan | 0.0003 | nan | 0.9884 | | 0.0053 | 420.0 | 1680 | 0.0826 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0052 | 425.0 | 1700 | 0.0806 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0037 | 430.0 | 1720 | 0.0824 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0045 | 435.0 | 1740 | 0.0839 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0049 | 440.0 | 1760 | 0.0836 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0036 | 445.0 | 1780 | 0.0826 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0036 | 450.0 | 1800 | 0.0845 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.004 | 455.0 | 1820 | 0.0840 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0048 | 460.0 | 1840 | 0.0839 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0044 | 465.0 | 1860 | 0.0853 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.004 | 470.0 | 1880 | 0.0854 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0051 | 475.0 | 1900 | 0.0852 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0049 | 480.0 | 1920 | 0.0851 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0048 | 485.0 | 1940 | 0.0854 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0045 | 490.0 | 1960 | 0.0849 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0043 | 495.0 | 1980 | 0.0858 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0038 | 500.0 | 2000 | 0.0853 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0044 | 505.0 | 2020 | 0.0857 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0036 | 510.0 | 2040 | 0.0849 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0038 | 515.0 | 2060 | 0.0845 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0047 | 520.0 | 2080 | 0.0851 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0045 | 525.0 | 2100 | 0.0851 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0056 | 530.0 | 2120 | 0.0851 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0041 | 535.0 | 2140 | 0.0859 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.004 | 540.0 | 2160 | 0.0867 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0054 | 545.0 | 2180 | 0.0862 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0047 | 550.0 | 2200 | 0.0873 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0048 | 555.0 | 2220 | 0.0869 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0045 | 560.0 | 2240 | 0.0865 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0049 | 565.0 | 2260 | 0.0861 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.005 | 570.0 | 2280 | 0.0856 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0043 | 575.0 | 2300 | 0.0855 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0031 | 580.0 | 2320 | 0.0866 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0033 | 585.0 | 2340 | 0.0872 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0046 | 590.0 | 2360 | 0.0865 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0051 | 595.0 | 2380 | 0.0862 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | | 0.0047 | 600.0 | 2400 | 0.0863 | 0.4942 | 0.5 | 0.9884 | nan | 0.0 | nan | 1.0 | nan | 0.0 | nan | 0.9884 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking_lines", "x", "else" ]

unreal-hug/segformer-b5-seed42-outputs

# segformer-b5-seed42-outputs This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the unreal-hug/REAL_DATASET_SEG_401_6_lbls dataset. It achieves the following results on the evaluation set: - Loss: 0.2833 - Mean Iou: 0.3430 - Mean Accuracy: 0.4050 - Overall Accuracy: 0.6546 - Accuracy Unlabeled: nan - Accuracy Lv: 0.7625 - Accuracy Rv: 0.6171 - Accuracy Ra: 0.7072 - Accuracy La: 0.6623 - Accuracy Vs: 0.0 - Accuracy As: 0.0 - Accuracy Mk: 0.0227 - Accuracy Tk: nan - Accuracy Asd: 0.3003 - Accuracy Vsd: 0.4268 - Accuracy Ak: 0.5517 - Iou Unlabeled: 0.0 - Iou Lv: 0.7175 - Iou Rv: 0.5629 - Iou Ra: 0.6665 - Iou La: 0.5980 - Iou Vs: 0.0 - Iou As: 0.0 - Iou Mk: 0.0207 - Iou Tk: nan - Iou Asd: 0.2802 - Iou Vsd: 0.3970 - Iou Ak: 0.5307 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: cosine - lr_scheduler_warmup_ratio: 0.05 - training_steps: 1000 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Lv | Accuracy Rv | Accuracy Ra | Accuracy La | Accuracy Vs | Accuracy As | Accuracy Mk | Accuracy Tk | Accuracy Asd | Accuracy Vsd | Accuracy Ak | Iou Unlabeled | Iou Lv | Iou Rv | Iou Ra | Iou La | Iou Vs | Iou As | Iou Mk | Iou Tk | Iou Asd | Iou Vsd | Iou Ak | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:------------:|:------------:|:-----------:|:-------------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:-------:|:-------:|:------:| | 0.4921 | 0.62 | 100 | 0.4897 | 0.0906 | 0.1245 | 0.3551 | nan | 0.7217 | 0.0098 | 0.0751 | 0.4344 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0043 | 0.0 | 0.5846 | 0.0097 | 0.0746 | 0.3230 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0043 | | 0.3534 | 1.25 | 200 | 0.3565 | 0.2420 | 0.3017 | 0.5592 | nan | 0.7947 | 0.4293 | 0.5941 | 0.3492 | 0.0 | 0.0 | 0.0 | nan | 0.1737 | 0.1500 | 0.5262 | 0.0 | 0.7343 | 0.3850 | 0.3997 | 0.3289 | 0.0 | 0.0 | 0.0 | nan | 0.1681 | 0.1456 | 0.5007 | | 0.4663 | 1.88 | 300 | 0.3434 | 0.3620 | 0.4497 | 0.7082 | nan | 0.8026 | 0.7564 | 0.6551 | 0.7392 | 0.0 | 0.0 | 0.0 | nan | 0.3118 | 0.5764 | 0.6560 | 0.0 | 0.7545 | 0.6572 | 0.6039 | 0.5921 | 0.0 | 0.0 | 0.0 | nan | 0.2819 | 0.4908 | 0.6019 | | 0.1737 | 2.5 | 400 | 0.3055 | 0.3331 | 0.4090 | 0.6394 | nan | 0.7469 | 0.6281 | 0.5765 | 0.6122 | 0.0 | 0.0 | 0.0004 | nan | 0.2401 | 0.6135 | 0.6724 | 0.0 | 0.7075 | 0.5704 | 0.5194 | 0.5310 | 0.0 | 0.0 | 0.0003 | nan | 0.2292 | 0.5279 | 0.5789 | | 0.1954 | 3.12 | 500 | 0.3052 | 0.2570 | 0.2980 | 0.5174 | nan | 0.6624 | 0.4973 | 0.4223 | 0.5361 | 0.0 | 0.0 | 0.0022 | nan | 0.1117 | 0.3193 | 0.4284 | 0.0 | 0.6289 | 0.4592 | 0.4113 | 0.4902 | 0.0 | 0.0 | 0.0022 | nan | 0.1107 | 0.3024 | 0.4216 | | 0.2666 | 3.75 | 600 | 0.3177 | 0.3808 | 0.4720 | 0.7175 | nan | 0.7675 | 0.7191 | 0.8483 | 0.7341 | 0.0 | 0.0 | 0.0950 | nan | 0.3086 | 0.6065 | 0.6405 | 0.0 | 0.7200 | 0.6353 | 0.6912 | 0.6409 | 0.0 | 0.0 | 0.0845 | nan | 0.2905 | 0.5245 | 0.6024 | | 0.2214 | 4.38 | 700 | 0.2971 | 0.3748 | 0.4463 | 0.7178 | nan | 0.8524 | 0.6207 | 0.7488 | 0.7353 | 0.0 | 0.0 | 0.025 | nan | 0.3236 | 0.5440 | 0.6130 | 0.0 | 0.7909 | 0.5707 | 0.6987 | 0.6564 | 0.0 | 0.0 | 0.0235 | nan | 0.3015 | 0.4902 | 0.5907 | | 0.2624 | 5.0 | 800 | 0.2833 | 0.3430 | 0.4050 | 0.6546 | nan | 0.7625 | 0.6171 | 0.7072 | 0.6623 | 0.0 | 0.0 | 0.0227 | nan | 0.3003 | 0.4268 | 0.5517 | 0.0 | 0.7175 | 0.5629 | 0.6665 | 0.5980 | 0.0 | 0.0 | 0.0207 | nan | 0.2802 | 0.3970 | 0.5307 | | 0.3578 | 5.62 | 900 | 0.2847 | 0.3329 | 0.3926 | 0.6257 | nan | 0.7276 | 0.5712 | 0.6573 | 0.6410 | 0.0016 | 0.0 | 0.0227 | nan | 0.3125 | 0.4450 | 0.5470 | 0.0 | 0.6860 | 0.5210 | 0.6234 | 0.5790 | 0.0015 | 0.0 | 0.0210 | nan | 0.2906 | 0.4122 | 0.5275 | | 0.2736 | 6.25 | 1000 | 0.2861 | 0.3393 | 0.4010 | 0.6425 | nan | 0.7587 | 0.5808 | 0.6702 | 0.6477 | 0.0014 | 0.0 | 0.0244 | nan | 0.3087 | 0.4702 | 0.5477 | 0.0 | 0.7133 | 0.5292 | 0.6319 | 0.5844 | 0.0014 | 0.0 | 0.0225 | nan | 0.2877 | 0.4328 | 0.5295 | ### Framework versions - Transformers 4.37.2 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "unlabeled", "lv", "rv", "ra", "la", "vs", "as", "mk", "tk", "asd", "vsd", "ak" ]

bfwggggg/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the bfwggggg/image-with-puzzle dataset. It achieves the following results on the evaluation set: - Loss: 0.2327 - Mean Iou: 0.4736 - Mean Accuracy: 0.9472 - Overall Accuracy: 0.9472 - Accuracy Unlabeled: nan - Accuracy Missing-puzzle: 0.9472 - Iou Unlabeled: 0.0 - Iou Missing-puzzle: 0.9472 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Missing-puzzle | Iou Unlabeled | Iou Missing-puzzle | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------------------:|:-------------:|:------------------:| | 0.5575 | 5.0 | 20 | 0.6601 | 0.4998 | 0.9996 | 0.9996 | nan | 0.9996 | 0.0 | 0.9996 | | 0.365 | 10.0 | 40 | 0.5628 | 0.4980 | 0.9960 | 0.9960 | nan | 0.9960 | 0.0 | 0.9960 | | 0.2788 | 15.0 | 60 | 0.3816 | 0.4812 | 0.9624 | 0.9624 | nan | 0.9624 | 0.0 | 0.9624 | | 0.2527 | 20.0 | 80 | 0.3869 | 0.4806 | 0.9611 | 0.9611 | nan | 0.9611 | 0.0 | 0.9611 | | 0.2145 | 25.0 | 100 | 0.2733 | 0.4663 | 0.9326 | 0.9326 | nan | 0.9326 | 0.0 | 0.9326 | | 0.206 | 30.0 | 120 | 0.2672 | 0.4739 | 0.9478 | 0.9478 | nan | 0.9478 | 0.0 | 0.9478 | | 0.1866 | 35.0 | 140 | 0.2351 | 0.4667 | 0.9334 | 0.9334 | nan | 0.9334 | 0.0 | 0.9334 | | 0.1696 | 40.0 | 160 | 0.2099 | 0.4749 | 0.9497 | 0.9497 | nan | 0.9497 | 0.0 | 0.9497 | | 0.1639 | 45.0 | 180 | 0.2058 | 0.4723 | 0.9445 | 0.9445 | nan | 0.9445 | 0.0 | 0.9445 | | 0.1719 | 50.0 | 200 | 0.2327 | 0.4736 | 0.9472 | 0.9472 | nan | 0.9472 | 0.0 | 0.9472 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.1.0+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "missing-puzzle" ]

peldrak/segformer-b4-cityscapes-finetuned-coastTrain

# segformer-b4-cityscapes-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.2345 - Mean Iou: 0.7920 - Mean Accuracy: 0.8609 - Overall Accuracy: 0.9360 - Accuracy Water: 0.9603 - Accuracy Whitewater: 0.6503 - Accuracy Sediment: 0.8872 - Accuracy Other Natural Terrain: 0.6902 - Accuracy Vegetation: 0.9383 - Accuracy Development: 0.9340 - Accuracy Unknown: 0.9659 - Iou Water: 0.9194 - Iou Whitewater: 0.5196 - Iou Sediment: 0.8231 - Iou Other Natural Terrain: 0.6344 - Iou Vegetation: 0.8728 - Iou Development: 0.8571 - Iou Unknown: 0.9179 - F1 Score: 0.9354 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.6229 | 0.16 | 20 | 1.5080 | 0.3461 | 0.4464 | 0.6629 | 0.7064 | 0.0117 | 0.3677 | 0.0094 | 0.9033 | 0.4311 | 0.6952 | 0.6022 | 0.0115 | 0.2505 | 0.0054 | 0.5058 | 0.3657 | 0.6818 | 0.6578 | | 1.6972 | 0.31 | 40 | 1.1157 | 0.4168 | 0.5175 | 0.7412 | 0.7367 | 0.0 | 0.5983 | 0.0000 | 0.9738 | 0.5606 | 0.7528 | 0.6767 | 0.0 | 0.4343 | 0.0000 | 0.5731 | 0.4817 | 0.7519 | 0.7355 | | 1.1969 | 0.47 | 60 | 0.8521 | 0.4777 | 0.5606 | 0.8157 | 0.8778 | 0.0001 | 0.5850 | 0.0000 | 0.9674 | 0.5962 | 0.8978 | 0.7865 | 0.0001 | 0.4970 | 0.0000 | 0.6699 | 0.4942 | 0.8960 | 0.8025 | | 1.2209 | 0.62 | 80 | 0.6990 | 0.5024 | 0.6009 | 0.8277 | 0.8306 | 0.0 | 0.7406 | 0.0 | 0.9174 | 0.7970 | 0.9208 | 0.7942 | 0.0 | 0.5641 | 0.0 | 0.6800 | 0.5612 | 0.9175 | 0.8201 | | 0.793 | 0.78 | 100 | 0.5543 | 0.5256 | 0.6016 | 0.8590 | 0.9409 | 0.0 | 0.6744 | 0.0 | 0.9365 | 0.7280 | 0.9312 | 0.8480 | 0.0 | 0.5903 | 0.0 | 0.7405 | 0.5737 | 0.9264 | 0.8458 | | 1.1597 | 0.93 | 120 | 0.4957 | 0.5524 | 0.6231 | 0.8720 | 0.9201 | 0.0 | 0.7323 | 0.0 | 0.9560 | 0.8134 | 0.9401 | 0.8588 | 0.0 | 0.6428 | 0.0 | 0.7344 | 0.6976 | 0.9335 | 0.8602 | | 0.689 | 1.09 | 140 | 0.4376 | 0.5692 | 0.6374 | 0.8844 | 0.9221 | 0.0 | 0.7930 | 0.0000 | 0.9586 | 0.8469 | 0.9411 | 0.8748 | 0.0 | 0.6899 | 0.0000 | 0.7542 | 0.7310 | 0.9348 | 0.8730 | | 0.9423 | 1.24 | 160 | 0.3968 | 0.5715 | 0.6433 | 0.8882 | 0.9328 | 0.0000 | 0.8273 | 0.0 | 0.9201 | 0.8664 | 0.9564 | 0.8794 | 0.0000 | 0.6963 | 0.0 | 0.7687 | 0.7135 | 0.9424 | 0.8766 | | 1.2176 | 1.4 | 180 | 0.3838 | 0.5673 | 0.6397 | 0.8811 | 0.9107 | 0.0000 | 0.7816 | 0.0 | 0.9461 | 0.8832 | 0.9561 | 0.8578 | 0.0000 | 0.6427 | 0.0 | 0.7728 | 0.7550 | 0.9429 | 0.8695 | | 0.4714 | 1.55 | 200 | 0.4459 | 0.5380 | 0.6092 | 0.8570 | 0.9730 | 0.0 | 0.5500 | 0.0 | 0.8806 | 0.9121 | 0.9490 | 0.7998 | 0.0 | 0.4883 | 0.0 | 0.7722 | 0.7618 | 0.9442 | 0.8398 | | 0.5087 | 1.71 | 220 | 0.4062 | 0.5677 | 0.6359 | 0.8827 | 0.9365 | 0.0008 | 0.7216 | 0.0 | 0.9511 | 0.8918 | 0.9499 | 0.8844 | 0.0008 | 0.6722 | 0.0 | 0.7302 | 0.7463 | 0.9402 | 0.8709 | | 0.484 | 1.86 | 240 | 0.3121 | 0.5926 | 0.6518 | 0.9017 | 0.9688 | 0.0001 | 0.7858 | 0.0 | 0.9341 | 0.9243 | 0.9498 | 0.8788 | 0.0001 | 0.7236 | 0.0 | 0.8069 | 0.7972 | 0.9420 | 0.8886 | | 0.443 | 2.02 | 260 | 0.3554 | 0.5811 | 0.6575 | 0.8904 | 0.8939 | 0.0001 | 0.8842 | 0.0 | 0.9316 | 0.9332 | 0.9599 | 0.8541 | 0.0001 | 0.6697 | 0.0 | 0.8205 | 0.7724 | 0.9512 | 0.8798 | | 0.466 | 2.17 | 280 | 0.3265 | 0.5830 | 0.6553 | 0.8954 | 0.9347 | 0.0021 | 0.8131 | 0.0 | 0.9256 | 0.9487 | 0.9627 | 0.8786 | 0.0021 | 0.6993 | 0.0 | 0.7950 | 0.7566 | 0.9494 | 0.8833 | | 0.7117 | 2.33 | 300 | 0.4096 | 0.5634 | 0.6494 | 0.8672 | 0.8367 | 0.0076 | 0.9133 | 0.0 | 0.9048 | 0.9233 | 0.9600 | 0.8000 | 0.0076 | 0.5985 | 0.0 | 0.8080 | 0.7798 | 0.9503 | 0.8595 | | 0.3095 | 2.48 | 320 | 0.3111 | 0.5858 | 0.6494 | 0.8986 | 0.9655 | 0.0070 | 0.7517 | 0.0 | 0.9363 | 0.9210 | 0.9644 | 0.8850 | 0.0070 | 0.6808 | 0.0 | 0.8089 | 0.7790 | 0.9399 | 0.8851 | | 0.3843 | 2.64 | 340 | 0.3076 | 0.6033 | 0.6589 | 0.9050 | 0.9648 | 0.0448 | 0.7872 | 0.0 | 0.9478 | 0.9052 | 0.9628 | 0.8786 | 0.0443 | 0.6973 | 0.0 | 0.8322 | 0.8187 | 0.9516 | 0.8924 | | 0.4158 | 2.79 | 360 | 0.2985 | 0.5965 | 0.6553 | 0.9026 | 0.9557 | 0.0266 | 0.8130 | 0.0 | 0.9561 | 0.8939 | 0.9415 | 0.8820 | 0.0265 | 0.7245 | 0.0 | 0.8147 | 0.7892 | 0.9386 | 0.8903 | | 0.3492 | 2.95 | 380 | 0.2709 | 0.6251 | 0.6863 | 0.9126 | 0.9524 | 0.1545 | 0.8818 | 0.0 | 0.9347 | 0.9218 | 0.9587 | 0.9003 | 0.1514 | 0.7515 | 0.0 | 0.8313 | 0.7895 | 0.9520 | 0.9026 | | 0.2384 | 3.1 | 400 | 0.2531 | 0.6348 | 0.6950 | 0.9169 | 0.9541 | 0.1876 | 0.8731 | 0.0015 | 0.9446 | 0.9407 | 0.9632 | 0.9061 | 0.1830 | 0.7663 | 0.0015 | 0.8395 | 0.7944 | 0.9524 | 0.9071 | | 0.2227 | 3.26 | 420 | 0.2772 | 0.6388 | 0.6939 | 0.9186 | 0.9648 | 0.1767 | 0.9028 | 0.0013 | 0.9230 | 0.9247 | 0.9637 | 0.9015 | 0.1735 | 0.7597 | 0.0013 | 0.8503 | 0.8312 | 0.9544 | 0.9087 | | 0.6677 | 3.41 | 440 | 0.2861 | 0.6306 | 0.6874 | 0.9091 | 0.9640 | 0.1876 | 0.7780 | 0.0559 | 0.9635 | 0.9022 | 0.9610 | 0.8965 | 0.1838 | 0.7228 | 0.0558 | 0.8215 | 0.7825 | 0.9509 | 0.8996 | | 0.3552 | 3.57 | 460 | 0.2795 | 0.6408 | 0.6945 | 0.9130 | 0.9641 | 0.2606 | 0.8234 | 0.0001 | 0.9487 | 0.8958 | 0.9690 | 0.8932 | 0.2536 | 0.7201 | 0.0001 | 0.8427 | 0.8204 | 0.9553 | 0.9032 | | 0.3258 | 3.72 | 480 | 0.3075 | 0.6306 | 0.6891 | 0.9042 | 0.9730 | 0.2962 | 0.7091 | 0.0068 | 0.9628 | 0.9131 | 0.9625 | 0.8945 | 0.2617 | 0.6816 | 0.0068 | 0.8003 | 0.8150 | 0.9546 | 0.8939 | | 0.4778 | 3.88 | 500 | 0.2449 | 0.6570 | 0.7137 | 0.9188 | 0.9583 | 0.2928 | 0.8807 | 0.0347 | 0.9383 | 0.9280 | 0.9633 | 0.9028 | 0.2768 | 0.7677 | 0.0347 | 0.8407 | 0.8223 | 0.9541 | 0.9106 | | 0.4817 | 4.03 | 520 | 0.2365 | 0.6790 | 0.7381 | 0.9235 | 0.9611 | 0.4327 | 0.8871 | 0.0484 | 0.9393 | 0.9328 | 0.9651 | 0.9121 | 0.3866 | 0.7842 | 0.0483 | 0.8459 | 0.8230 | 0.9529 | 0.9165 | | 0.3363 | 4.19 | 540 | 0.2273 | 0.6783 | 0.7315 | 0.9243 | 0.9635 | 0.4529 | 0.8805 | 0.0058 | 0.9546 | 0.8945 | 0.9685 | 0.9131 | 0.4101 | 0.7847 | 0.0058 | 0.8451 | 0.8339 | 0.9554 | 0.9163 | | 0.4825 | 4.34 | 560 | 0.2615 | 0.6791 | 0.7482 | 0.9180 | 0.9406 | 0.5008 | 0.9124 | 0.0441 | 0.9206 | 0.9512 | 0.9675 | 0.8996 | 0.4385 | 0.7400 | 0.0441 | 0.8552 | 0.8198 | 0.9562 | 0.9119 | | 0.3482 | 4.5 | 580 | 0.2336 | 0.6965 | 0.7537 | 0.9276 | 0.9695 | 0.4845 | 0.8611 | 0.1015 | 0.9492 | 0.9455 | 0.9648 | 0.9193 | 0.4258 | 0.7901 | 0.1006 | 0.8498 | 0.8349 | 0.9550 | 0.9215 | | 0.5311 | 4.65 | 600 | 0.2592 | 0.6858 | 0.7484 | 0.9200 | 0.9477 | 0.4867 | 0.8797 | 0.0974 | 0.9463 | 0.9109 | 0.9703 | 0.9136 | 0.4329 | 0.7687 | 0.0970 | 0.8438 | 0.8232 | 0.9215 | 0.9142 | | 0.3754 | 4.81 | 620 | 0.2345 | 0.7039 | 0.7629 | 0.9265 | 0.9641 | 0.5201 | 0.8692 | 0.1376 | 0.9387 | 0.9338 | 0.9769 | 0.9233 | 0.4557 | 0.7998 | 0.1369 | 0.8395 | 0.8404 | 0.9315 | 0.9211 | | 0.236 | 4.96 | 640 | 0.2342 | 0.7061 | 0.7604 | 0.9268 | 0.9669 | 0.4754 | 0.8856 | 0.1790 | 0.9329 | 0.9039 | 0.9790 | 0.9218 | 0.4330 | 0.8088 | 0.1763 | 0.8374 | 0.8329 | 0.9327 | 0.9218 | | 0.3496 | 5.12 | 660 | 0.2061 | 0.7264 | 0.7870 | 0.9313 | 0.9622 | 0.5779 | 0.9263 | 0.2075 | 0.9189 | 0.9404 | 0.9757 | 0.9243 | 0.5092 | 0.8247 | 0.2026 | 0.8525 | 0.8402 | 0.9315 | 0.9273 | | 0.1729 | 5.27 | 680 | 0.2289 | 0.7086 | 0.7793 | 0.9245 | 0.9541 | 0.6032 | 0.8708 | 0.1744 | 0.9351 | 0.9392 | 0.9781 | 0.9202 | 0.4789 | 0.7981 | 0.1706 | 0.8377 | 0.8265 | 0.9282 | 0.9203 | | 0.2636 | 5.43 | 700 | 0.2071 | 0.7739 | 0.8389 | 0.9335 | 0.9623 | 0.6448 | 0.8970 | 0.5348 | 0.9262 | 0.9396 | 0.9676 | 0.9245 | 0.5537 | 0.8125 | 0.4941 | 0.8551 | 0.8473 | 0.9304 | 0.9324 | | 0.1594 | 5.58 | 720 | 0.2175 | 0.7447 | 0.8114 | 0.9284 | 0.9632 | 0.6275 | 0.8570 | 0.3850 | 0.9306 | 0.9383 | 0.9783 | 0.9172 | 0.5130 | 0.7999 | 0.3765 | 0.8467 | 0.8207 | 0.9389 | 0.9262 | | 0.6799 | 5.74 | 740 | 0.1965 | 0.7704 | 0.8330 | 0.9379 | 0.9650 | 0.6576 | 0.9113 | 0.4469 | 0.9289 | 0.9430 | 0.9783 | 0.9303 | 0.5574 | 0.8353 | 0.4280 | 0.8695 | 0.8384 | 0.9338 | 0.9364 | | 0.4955 | 5.89 | 760 | 0.2184 | 0.7480 | 0.8065 | 0.9318 | 0.9569 | 0.5099 | 0.9085 | 0.4344 | 0.9266 | 0.9255 | 0.9841 | 0.9146 | 0.4472 | 0.8109 | 0.4160 | 0.8654 | 0.8514 | 0.9308 | 0.9297 | | 0.218 | 6.05 | 780 | 0.2025 | 0.7870 | 0.8508 | 0.9364 | 0.9678 | 0.5859 | 0.8690 | 0.6870 | 0.9368 | 0.9360 | 0.9732 | 0.9282 | 0.4918 | 0.8198 | 0.6437 | 0.8651 | 0.8324 | 0.9282 | 0.9355 | | 0.4344 | 6.2 | 800 | 0.2128 | 0.7816 | 0.8399 | 0.9361 | 0.9620 | 0.6012 | 0.8908 | 0.5972 | 0.9446 | 0.9092 | 0.9743 | 0.9243 | 0.5193 | 0.8213 | 0.5626 | 0.8684 | 0.8520 | 0.9233 | 0.9350 | | 0.5841 | 6.36 | 820 | 0.2412 | 0.7965 | 0.8614 | 0.9378 | 0.9587 | 0.6847 | 0.8888 | 0.6398 | 0.9360 | 0.9408 | 0.9808 | 0.9254 | 0.5838 | 0.8259 | 0.6002 | 0.8758 | 0.8440 | 0.9204 | 0.9371 | | 0.3048 | 6.51 | 840 | 0.2336 | 0.7869 | 0.8580 | 0.9344 | 0.9576 | 0.6990 | 0.8928 | 0.6175 | 0.9281 | 0.9381 | 0.9728 | 0.9160 | 0.5612 | 0.8190 | 0.5724 | 0.8720 | 0.8484 | 0.9193 | 0.9337 | | 0.2002 | 6.67 | 860 | 0.2373 | 0.7929 | 0.8605 | 0.9343 | 0.9512 | 0.6492 | 0.8691 | 0.6968 | 0.9424 | 0.9290 | 0.9861 | 0.9216 | 0.5520 | 0.8087 | 0.6401 | 0.8685 | 0.8437 | 0.9155 | 0.9337 | | 0.2093 | 6.82 | 880 | 0.2335 | 0.7918 | 0.8528 | 0.9364 | 0.9649 | 0.6226 | 0.8682 | 0.6653 | 0.9414 | 0.9311 | 0.9758 | 0.9210 | 0.5272 | 0.8166 | 0.6269 | 0.8720 | 0.8550 | 0.9235 | 0.9355 | | 0.1581 | 6.98 | 900 | 0.2279 | 0.7995 | 0.8786 | 0.9368 | 0.9509 | 0.7124 | 0.8959 | 0.7476 | 0.9347 | 0.9273 | 0.9812 | 0.9159 | 0.5266 | 0.8244 | 0.6672 | 0.8800 | 0.8627 | 0.9198 | 0.9367 | | 0.1209 | 7.13 | 920 | 0.2432 | 0.7832 | 0.8475 | 0.9327 | 0.9548 | 0.5902 | 0.8897 | 0.6726 | 0.9357 | 0.9173 | 0.9725 | 0.9104 | 0.5047 | 0.8096 | 0.6187 | 0.8725 | 0.8463 | 0.9201 | 0.9319 | | 0.1492 | 7.29 | 940 | 0.2345 | 0.7920 | 0.8609 | 0.9360 | 0.9603 | 0.6503 | 0.8872 | 0.6902 | 0.9383 | 0.9340 | 0.9659 | 0.9194 | 0.5196 | 0.8231 | 0.6344 | 0.8728 | 0.8571 | 0.9179 | 0.9354 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

sam1120/parking-utcustom-train-SF-RGB-b0_1

# parking-utcustom-train-SF-RGB-b0_1 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.7736 - Mean Iou: 0.3038 - Mean Accuracy: 0.9115 - Overall Accuracy: 0.9115 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9115 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9115 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.0406 | 20.0 | 20 | 1.0478 | 0.2219 | 0.6657 | 0.6657 | nan | nan | 0.6657 | 0.0 | 0.0 | 0.6657 | | 0.9316 | 40.0 | 40 | 0.9617 | 0.2595 | 0.7786 | 0.7786 | nan | nan | 0.7786 | 0.0 | 0.0 | 0.7786 | | 0.8588 | 60.0 | 60 | 0.8796 | 0.2921 | 0.8762 | 0.8762 | nan | nan | 0.8762 | 0.0 | 0.0 | 0.8762 | | 0.7749 | 80.0 | 80 | 0.8291 | 0.2977 | 0.8930 | 0.8930 | nan | nan | 0.8930 | 0.0 | 0.0 | 0.8930 | | 0.7452 | 100.0 | 100 | 0.7801 | 0.3075 | 0.9226 | 0.9226 | nan | nan | 0.9226 | 0.0 | 0.0 | 0.9226 | | 0.7238 | 120.0 | 120 | 0.7736 | 0.3038 | 0.9115 | 0.9115 | nan | nan | 0.9115 | 0.0 | 0.0 | 0.9115 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b0_2

# parking-utcustom-train-SF-RGB-b0_2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.7834 - Mean Iou: 0.3040 - Mean Accuracy: 0.9120 - Overall Accuracy: 0.9120 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9120 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9120 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.0965 | 20.0 | 20 | 1.0974 | 0.1433 | 0.4299 | 0.4299 | nan | nan | 0.4299 | 0.0 | 0.0 | 0.4299 | | 0.9563 | 40.0 | 40 | 1.0286 | 0.2412 | 0.7235 | 0.7235 | nan | nan | 0.7235 | 0.0 | 0.0 | 0.7235 | | 0.8707 | 60.0 | 60 | 0.9260 | 0.2870 | 0.8609 | 0.8609 | nan | nan | 0.8609 | 0.0 | 0.0 | 0.8609 | | 0.7662 | 80.0 | 80 | 0.8392 | 0.2951 | 0.8853 | 0.8853 | nan | nan | 0.8853 | 0.0 | 0.0 | 0.8853 | | 0.7385 | 100.0 | 100 | 0.7800 | 0.3058 | 0.9173 | 0.9173 | nan | nan | 0.9173 | 0.0 | 0.0 | 0.9173 | | 0.7107 | 120.0 | 120 | 0.7834 | 0.3040 | 0.9120 | 0.9120 | nan | nan | 0.9120 | 0.0 | 0.0 | 0.9120 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b0_3

# parking-utcustom-train-SF-RGB-b0_3 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.6640 - Mean Iou: 0.3046 - Mean Accuracy: 0.9138 - Overall Accuracy: 0.9138 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9138 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9138 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.0744 | 20.0 | 20 | 1.0527 | 0.2035 | 0.6104 | 0.6104 | nan | nan | 0.6104 | 0.0 | 0.0 | 0.6104 | | 0.898 | 40.0 | 40 | 0.9525 | 0.2756 | 0.8267 | 0.8267 | nan | nan | 0.8267 | 0.0 | 0.0 | 0.8267 | | 0.7959 | 60.0 | 60 | 0.8295 | 0.2804 | 0.8413 | 0.8413 | nan | nan | 0.8413 | 0.0 | 0.0 | 0.8413 | | 0.7014 | 80.0 | 80 | 0.7152 | 0.3014 | 0.9041 | 0.9041 | nan | nan | 0.9041 | 0.0 | 0.0 | 0.9041 | | 0.6723 | 100.0 | 100 | 0.6346 | 0.3125 | 0.9374 | 0.9374 | nan | nan | 0.9374 | 0.0 | 0.0 | 0.9374 | | 0.6464 | 120.0 | 120 | 0.6640 | 0.3046 | 0.9138 | 0.9138 | nan | nan | 0.9138 | 0.0 | 0.0 | 0.9138 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b0_4

# parking-utcustom-train-SF-RGB-b0_4 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.6504 - Mean Iou: 0.3176 - Mean Accuracy: 0.9528 - Overall Accuracy: 0.9528 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9528 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9528 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.1564 | 20.0 | 20 | 1.1510 | 0.1413 | 0.4239 | 0.4239 | nan | nan | 0.4239 | 0.0 | 0.0 | 0.4239 | | 0.924 | 40.0 | 40 | 1.1282 | 0.2675 | 0.8024 | 0.8024 | nan | nan | 0.8024 | 0.0 | 0.0 | 0.8024 | | 0.8182 | 60.0 | 60 | 0.9038 | 0.2908 | 0.8723 | 0.8723 | nan | nan | 0.8723 | 0.0 | 0.0 | 0.8723 | | 0.6976 | 80.0 | 80 | 0.7238 | 0.3070 | 0.9211 | 0.9211 | nan | nan | 0.9211 | 0.0 | 0.0 | 0.9211 | | 0.6843 | 100.0 | 100 | 0.6362 | 0.3221 | 0.9663 | 0.9663 | nan | nan | 0.9663 | 0.0 | 0.0 | 0.9663 | | 0.6309 | 120.0 | 120 | 0.6504 | 0.3176 | 0.9528 | 0.9528 | nan | nan | 0.9528 | 0.0 | 0.0 | 0.9528 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b0_5

# parking-utcustom-train-SF-RGB-b0_5 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 1.0414 - Mean Iou: 0.2695 - Mean Accuracy: 0.8085 - Overall Accuracy: 0.8085 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.8085 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.8085 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.25e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.1636 | 20.0 | 20 | 1.1342 | 0.0522 | 0.1567 | 0.1567 | nan | nan | 0.1567 | 0.0 | 0.0 | 0.1567 | | 0.9787 | 40.0 | 40 | 1.1195 | 0.2039 | 0.6116 | 0.6116 | nan | nan | 0.6116 | 0.0 | 0.0 | 0.6116 | | 0.887 | 60.0 | 60 | 1.0823 | 0.2420 | 0.7259 | 0.7259 | nan | nan | 0.7259 | 0.0 | 0.0 | 0.7259 | | 0.7959 | 80.0 | 80 | 0.9519 | 0.2693 | 0.8080 | 0.8080 | nan | nan | 0.8080 | 0.0 | 0.0 | 0.8080 | | 0.7344 | 100.0 | 100 | 0.8902 | 0.2827 | 0.8481 | 0.8481 | nan | nan | 0.8481 | 0.0 | 0.0 | 0.8481 | | 0.7391 | 120.0 | 120 | 1.0414 | 0.2695 | 0.8085 | 0.8085 | nan | nan | 0.8085 | 0.0 | 0.0 | 0.8085 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b0_6

# parking-utcustom-train-SF-RGB-b0_6 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.6930 - Mean Iou: 0.2916 - Mean Accuracy: 0.8749 - Overall Accuracy: 0.8749 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.8749 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.8749 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 1.0679 | 20.0 | 20 | 1.0841 | 0.2124 | 0.6371 | 0.6371 | nan | nan | 0.6371 | 0.0 | 0.0 | 0.6371 | | 0.8545 | 40.0 | 40 | 1.0206 | 0.2672 | 0.8016 | 0.8016 | nan | nan | 0.8016 | 0.0 | 0.0 | 0.8016 | | 0.7543 | 60.0 | 60 | 0.8816 | 0.2796 | 0.8389 | 0.8389 | nan | nan | 0.8389 | 0.0 | 0.0 | 0.8389 | | 0.6537 | 80.0 | 80 | 0.7175 | 0.2924 | 0.8771 | 0.8771 | nan | nan | 0.8771 | 0.0 | 0.0 | 0.8771 | | 0.6271 | 100.0 | 100 | 0.6655 | 0.2991 | 0.8972 | 0.8972 | nan | nan | 0.8972 | 0.0 | 0.0 | 0.8972 | | 0.6034 | 120.0 | 120 | 0.6930 | 0.2916 | 0.8749 | 0.8749 | nan | nan | 0.8749 | 0.0 | 0.0 | 0.8749 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b0_7

# parking-utcustom-train-SF-RGB-b0_7 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.3553 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.8356 | 20.0 | 20 | 0.8943 | 0.3246 | 0.9737 | 0.9737 | nan | nan | 0.9737 | 0.0 | 0.0 | 0.9737 | | 0.6536 | 40.0 | 40 | 0.6398 | 0.3294 | 0.9881 | 0.9881 | nan | nan | 0.9881 | 0.0 | 0.0 | 0.9881 | | 0.5476 | 60.0 | 60 | 0.4690 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.4559 | 80.0 | 80 | 0.3922 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.4311 | 100.0 | 100 | 0.3626 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.399 | 120.0 | 120 | 0.3553 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_1

# parking-utcustom-train-SF-RGB-b5_1 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.3336 - Mean Iou: 0.3310 - Mean Accuracy: 0.9930 - Overall Accuracy: 0.9930 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9930 - Iou Unlabeled: 0.0 - Iou Parking: 0.0 - Iou Unparking: 0.9930 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.7453 | 20.0 | 20 | 0.7553 | 0.3187 | 0.9562 | 0.9562 | nan | nan | 0.9562 | 0.0 | 0.0 | 0.9562 | | 0.5909 | 40.0 | 40 | 0.5185 | 0.3316 | 0.9948 | 0.9948 | nan | nan | 0.9948 | 0.0 | 0.0 | 0.9948 | | 0.473 | 60.0 | 60 | 0.3947 | 0.3327 | 0.9982 | 0.9982 | nan | nan | 0.9982 | 0.0 | 0.0 | 0.9982 | | 0.4101 | 80.0 | 80 | 0.3458 | 0.3325 | 0.9975 | 0.9975 | nan | nan | 0.9975 | 0.0 | 0.0 | 0.9975 | | 0.3731 | 100.0 | 100 | 0.3418 | 0.3315 | 0.9945 | 0.9945 | nan | nan | 0.9945 | 0.0 | 0.0 | 0.9945 | | 0.3575 | 120.0 | 120 | 0.3336 | 0.3310 | 0.9930 | 0.9930 | nan | nan | 0.9930 | 0.0 | 0.0 | 0.9930 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_3

# parking-utcustom-train-SF-RGB-b5_3 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1065 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.8229 | 20.0 | 20 | 0.7131 | 0.4707 | 0.9415 | 0.9415 | nan | nan | 0.9415 | 0.0 | nan | 0.9415 | | 0.4809 | 40.0 | 40 | 0.3982 | 0.4905 | 0.9809 | 0.9809 | nan | nan | 0.9809 | 0.0 | nan | 0.9809 | | 0.2948 | 60.0 | 60 | 0.2903 | 0.3300 | 0.9899 | 0.9899 | nan | nan | 0.9899 | 0.0 | 0.0 | 0.9899 | | 0.227 | 80.0 | 80 | 0.1803 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1736 | 100.0 | 100 | 0.1304 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1568 | 120.0 | 120 | 0.1065 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_2

# parking-utcustom-train-SF-RGB-b5_2 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1577 - Mean Iou: 0.4996 - Mean Accuracy: 0.9992 - Overall Accuracy: 0.9992 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9992 - Iou Unlabeled: nan - Iou Parking: 0.0 - Iou Unparking: 0.9992 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.767 | 20.0 | 20 | 0.6634 | 0.3299 | 0.9898 | 0.9898 | nan | nan | 0.9898 | 0.0 | 0.0 | 0.9898 | | 0.5036 | 40.0 | 40 | 0.3752 | 0.3316 | 0.9949 | 0.9949 | nan | nan | 0.9949 | 0.0 | 0.0 | 0.9949 | | 0.3486 | 60.0 | 60 | 0.2976 | 0.3319 | 0.9958 | 0.9958 | nan | nan | 0.9958 | 0.0 | 0.0 | 0.9958 | | 0.2729 | 80.0 | 80 | 0.2355 | 0.3326 | 0.9978 | 0.9978 | nan | nan | 0.9978 | 0.0 | 0.0 | 0.9978 | | 0.2246 | 100.0 | 100 | 0.1822 | 0.4983 | 0.9966 | 0.9966 | nan | nan | 0.9966 | nan | 0.0 | 0.9966 | | 0.2131 | 120.0 | 120 | 0.1577 | 0.4996 | 0.9992 | 0.9992 | nan | nan | 0.9992 | nan | 0.0 | 0.9992 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_4

# parking-utcustom-train-SF-RGB-b5_4 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1142 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.6986 | 20.0 | 20 | 0.5550 | 0.4999 | 0.9997 | 0.9997 | nan | nan | 0.9997 | 0.0 | nan | 0.9997 | | 0.4103 | 40.0 | 40 | 0.3053 | 0.3326 | 0.9978 | 0.9978 | nan | nan | 0.9978 | 0.0 | 0.0 | 0.9978 | | 0.2799 | 60.0 | 60 | 0.2382 | 0.3328 | 0.9984 | 0.9984 | nan | nan | 0.9984 | 0.0 | 0.0 | 0.9984 | | 0.2218 | 80.0 | 80 | 0.1698 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1729 | 100.0 | 100 | 0.1376 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1575 | 120.0 | 120 | 0.1142 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_5

# parking-utcustom-train-SF-RGB-b5_5 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0530 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 3.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.622 | 20.0 | 20 | 0.5550 | 0.3323 | 0.9969 | 0.9969 | nan | nan | 0.9969 | 0.0 | 0.0 | 0.9969 | | 0.3143 | 40.0 | 40 | 0.2234 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1695 | 60.0 | 60 | 0.1394 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1248 | 80.0 | 80 | 0.0873 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0938 | 100.0 | 100 | 0.0595 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0842 | 120.0 | 120 | 0.0530 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_6

# parking-utcustom-train-SF-RGB-b5_6 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0427 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.5412 | 20.0 | 20 | 0.4586 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2353 | 40.0 | 40 | 0.1910 | 0.3333 | 1.0000 | 1.0000 | nan | nan | 1.0000 | 0.0 | 0.0 | 1.0000 | | 0.1229 | 60.0 | 60 | 0.1053 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0941 | 80.0 | 80 | 0.0658 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0725 | 100.0 | 100 | 0.0474 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0678 | 120.0 | 120 | 0.0427 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGB-b5_7

# parking-utcustom-train-SF-RGB-b5_7 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0410 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.5829 | 20.0 | 20 | 0.5323 | 0.5000 | 0.9999 | 0.9999 | nan | nan | 0.9999 | nan | 0.0 | 0.9999 | | 0.2348 | 40.0 | 40 | 0.1931 | 0.3333 | 0.9999 | 0.9999 | nan | nan | 0.9999 | 0.0 | 0.0 | 0.9999 | | 0.1242 | 60.0 | 60 | 0.1012 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0887 | 80.0 | 80 | 0.0617 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0696 | 100.0 | 100 | 0.0445 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0634 | 120.0 | 120 | 0.0410 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/BACKUP_parking-utcustom-train-SF-RGBD-b5_6

# parking-utcustom-train-SF-RGBD-b5_6 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0349 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 4.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 120 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.4292 | 20.0 | 20 | 0.3288 | 0.4977 | 0.9953 | 0.9953 | nan | nan | 0.9953 | 0.0 | nan | 0.9953 | | 0.2034 | 40.0 | 40 | 0.2386 | 0.4999 | 0.9998 | 0.9998 | nan | nan | 0.9998 | nan | 0.0 | 0.9998 | | 0.1223 | 60.0 | 60 | 0.0872 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0948 | 80.0 | 80 | 0.0492 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0741 | 100.0 | 100 | 0.0378 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0646 | 120.0 | 120 | 0.0349 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

peldrak/segformer-b5-cityscapes-finetuned-coastTrain

# segformer-b5-cityscapes-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.1881 - Mean Iou: 0.8269 - Mean Accuracy: 0.9060 - Overall Accuracy: 0.9424 - Accuracy Water: 0.9707 - Accuracy Whitewater: 0.7995 - Accuracy Sediment: 0.8682 - Accuracy Other Natural Terrain: 0.8548 - Accuracy Vegetation: 0.9256 - Accuracy Development: 0.9477 - Accuracy Unknown: 0.9753 - Iou Water: 0.9366 - Iou Whitewater: 0.6328 - Iou Sediment: 0.8126 - Iou Other Natural Terrain: 0.7202 - Iou Vegetation: 0.8474 - Iou Development: 0.8731 - Iou Unknown: 0.9654 - F1 Score: 0.9423 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.5137 | 0.16 | 20 | 1.4093 | 0.2798 | 0.3909 | 0.5891 | 0.7019 | 0.0298 | 0.0296 | 0.0247 | 0.9567 | 0.4761 | 0.5177 | 0.5641 | 0.0196 | 0.0292 | 0.0213 | 0.3809 | 0.4281 | 0.5158 | 0.5595 | | 1.055 | 0.31 | 40 | 1.0631 | 0.3577 | 0.4550 | 0.7052 | 0.8814 | 0.0052 | 0.2973 | 0.0004 | 0.9572 | 0.4259 | 0.6178 | 0.7052 | 0.0050 | 0.2796 | 0.0004 | 0.4917 | 0.4043 | 0.6175 | 0.6828 | | 1.0713 | 0.47 | 60 | 0.8083 | 0.4894 | 0.5712 | 0.8248 | 0.9457 | 0.0002 | 0.6146 | 0.0 | 0.8897 | 0.6666 | 0.8818 | 0.8231 | 0.0002 | 0.4732 | 0.0 | 0.6786 | 0.5733 | 0.8773 | 0.8106 | | 1.1381 | 0.62 | 80 | 0.7066 | 0.4937 | 0.5901 | 0.8202 | 0.8788 | 0.0 | 0.5956 | 0.0051 | 0.9164 | 0.8435 | 0.8913 | 0.8319 | 0.0 | 0.4887 | 0.0051 | 0.6175 | 0.6277 | 0.8850 | 0.8107 | | 1.7365 | 0.78 | 100 | 0.6244 | 0.5151 | 0.6193 | 0.8271 | 0.8129 | 0.0 | 0.8459 | 0.0000 | 0.8727 | 0.9082 | 0.8954 | 0.7790 | 0.0 | 0.5186 | 0.0000 | 0.7262 | 0.6899 | 0.8922 | 0.8218 | | 0.7307 | 0.93 | 120 | 0.5070 | 0.5352 | 0.6115 | 0.8598 | 0.9605 | 0.0 | 0.6408 | 0.0 | 0.9080 | 0.8753 | 0.8955 | 0.8718 | 0.0 | 0.5549 | 0.0 | 0.6907 | 0.7387 | 0.8904 | 0.8458 | | 1.1675 | 1.09 | 140 | 0.5019 | 0.5353 | 0.6205 | 0.8593 | 0.9221 | 0.0 | 0.6875 | 0.0000 | 0.9250 | 0.8983 | 0.9108 | 0.8673 | 0.0 | 0.5808 | 0.0000 | 0.7074 | 0.7402 | 0.8514 | 0.8465 | | 0.701 | 1.24 | 160 | 0.4414 | 0.5432 | 0.6326 | 0.8671 | 0.9344 | 0.0007 | 0.7689 | 0.0004 | 0.8593 | 0.9636 | 0.9009 | 0.8799 | 0.0007 | 0.6322 | 0.0004 | 0.7217 | 0.6796 | 0.8876 | 0.8559 | | 0.7284 | 1.4 | 180 | 0.4495 | 0.5437 | 0.6268 | 0.8576 | 0.8939 | 0.0 | 0.7874 | 0.0233 | 0.9336 | 0.8510 | 0.8985 | 0.8509 | 0.0 | 0.5802 | 0.0233 | 0.7158 | 0.7453 | 0.8902 | 0.8485 | | 0.4898 | 1.55 | 200 | 0.3884 | 0.5559 | 0.6380 | 0.8772 | 0.9541 | 0.0 | 0.7934 | 0.0144 | 0.8666 | 0.9343 | 0.9031 | 0.8912 | 0.0 | 0.6746 | 0.0144 | 0.7378 | 0.6831 | 0.8901 | 0.8656 | | 0.3669 | 1.71 | 220 | 0.3874 | 0.5574 | 0.6333 | 0.8752 | 0.9796 | 0.0001 | 0.7557 | 0.0380 | 0.8465 | 0.9239 | 0.8892 | 0.8747 | 0.0001 | 0.6674 | 0.0380 | 0.7369 | 0.7045 | 0.8802 | 0.8625 | | 0.6277 | 1.86 | 240 | 0.3964 | 0.5600 | 0.6406 | 0.8770 | 0.9221 | 0.0029 | 0.8164 | 0.0 | 0.9202 | 0.9157 | 0.9069 | 0.8787 | 0.0029 | 0.6458 | 0.0 | 0.7487 | 0.7474 | 0.8965 | 0.8657 | | 0.3567 | 2.02 | 260 | 0.3927 | 0.5648 | 0.6499 | 0.8825 | 0.9215 | 0.0000 | 0.8792 | 0.0016 | 0.8867 | 0.9531 | 0.9073 | 0.8862 | 0.0000 | 0.6898 | 0.0016 | 0.7659 | 0.7127 | 0.8974 | 0.8717 | | 0.4065 | 2.17 | 280 | 0.3756 | 0.5633 | 0.6377 | 0.8810 | 0.9551 | 0.0145 | 0.7178 | 0.0058 | 0.9349 | 0.9232 | 0.9125 | 0.9051 | 0.0145 | 0.6369 | 0.0058 | 0.7220 | 0.7586 | 0.9000 | 0.8686 | | 0.7596 | 2.33 | 300 | 0.3224 | 0.5907 | 0.6599 | 0.9000 | 0.9569 | 0.0001 | 0.8956 | 0.0230 | 0.9042 | 0.9352 | 0.9044 | 0.9019 | 0.0001 | 0.7377 | 0.0230 | 0.7935 | 0.7806 | 0.8977 | 0.8879 | | 0.3008 | 2.48 | 320 | 0.3164 | 0.6114 | 0.6773 | 0.9011 | 0.9518 | 0.0022 | 0.8608 | 0.1780 | 0.9504 | 0.8886 | 0.9089 | 0.8993 | 0.0022 | 0.7541 | 0.1777 | 0.7957 | 0.7517 | 0.8992 | 0.8919 | | 0.346 | 2.64 | 340 | 0.2927 | 0.6143 | 0.6807 | 0.9064 | 0.9643 | 0.0198 | 0.8652 | 0.1390 | 0.9219 | 0.9389 | 0.9156 | 0.9072 | 0.0197 | 0.7542 | 0.1388 | 0.8234 | 0.7570 | 0.8999 | 0.8967 | | 0.272 | 2.79 | 360 | 0.2769 | 0.6170 | 0.6786 | 0.9098 | 0.9711 | 0.0228 | 0.8956 | 0.1033 | 0.9136 | 0.9310 | 0.9130 | 0.9071 | 0.0226 | 0.7745 | 0.1033 | 0.8178 | 0.7908 | 0.9030 | 0.8992 | | 1.1467 | 2.95 | 380 | 0.2737 | 0.6153 | 0.6746 | 0.9107 | 0.9669 | 0.0005 | 0.9234 | 0.0834 | 0.9132 | 0.9179 | 0.9170 | 0.9041 | 0.0005 | 0.7624 | 0.0834 | 0.8207 | 0.8251 | 0.9110 | 0.8995 | | 0.2723 | 3.1 | 400 | 0.3110 | 0.6254 | 0.6931 | 0.8984 | 0.9796 | 0.0115 | 0.8782 | 0.2913 | 0.8216 | 0.9572 | 0.9124 | 0.8902 | 0.0115 | 0.7610 | 0.2882 | 0.7610 | 0.7626 | 0.9032 | 0.8900 | | 0.5568 | 3.26 | 420 | 0.3337 | 0.6544 | 0.7155 | 0.9012 | 0.9500 | 0.0359 | 0.7990 | 0.4369 | 0.9408 | 0.9111 | 0.9345 | 0.8904 | 0.0356 | 0.7152 | 0.4322 | 0.7726 | 0.8280 | 0.9068 | 0.8948 | | 1.1779 | 3.41 | 440 | 0.2947 | 0.6237 | 0.6857 | 0.9057 | 0.9679 | 0.0133 | 0.7896 | 0.2042 | 0.9229 | 0.9476 | 0.9541 | 0.9116 | 0.0133 | 0.7095 | 0.2041 | 0.7783 | 0.8135 | 0.9357 | 0.8961 | | 0.4611 | 3.57 | 460 | 0.2659 | 0.6563 | 0.7149 | 0.9153 | 0.9562 | 0.0761 | 0.9265 | 0.2765 | 0.9315 | 0.9160 | 0.9215 | 0.9051 | 0.0754 | 0.7745 | 0.2759 | 0.8331 | 0.8170 | 0.9133 | 0.9084 | | 0.3981 | 3.72 | 480 | 0.2964 | 0.6657 | 0.7269 | 0.9046 | 0.9789 | 0.0658 | 0.8862 | 0.4978 | 0.8601 | 0.8802 | 0.9193 | 0.8972 | 0.0648 | 0.7316 | 0.4900 | 0.7955 | 0.7687 | 0.9118 | 0.8991 | | 0.2398 | 3.88 | 500 | 0.2707 | 0.7112 | 0.7714 | 0.9181 | 0.9553 | 0.2649 | 0.8826 | 0.5232 | 0.9516 | 0.8983 | 0.9236 | 0.9130 | 0.2463 | 0.7796 | 0.5159 | 0.8301 | 0.7813 | 0.9125 | 0.9154 | | 0.251 | 4.03 | 520 | 0.2693 | 0.6980 | 0.7686 | 0.9135 | 0.9680 | 0.2384 | 0.8886 | 0.5380 | 0.8746 | 0.9509 | 0.9215 | 0.9247 | 0.2301 | 0.7644 | 0.5082 | 0.8135 | 0.7432 | 0.9019 | 0.9110 | | 0.4024 | 4.19 | 540 | 0.2900 | 0.6988 | 0.7641 | 0.9099 | 0.9662 | 0.2524 | 0.8416 | 0.5462 | 0.8835 | 0.8924 | 0.9662 | 0.9022 | 0.2351 | 0.7297 | 0.4979 | 0.7912 | 0.8078 | 0.9278 | 0.9065 | | 0.3683 | 4.34 | 560 | 0.2852 | 0.7226 | 0.7853 | 0.9153 | 0.9567 | 0.3140 | 0.8381 | 0.5886 | 0.9349 | 0.9398 | 0.9248 | 0.9165 | 0.2981 | 0.7355 | 0.5773 | 0.8091 | 0.8062 | 0.9154 | 0.9132 | | 0.2335 | 4.5 | 580 | 0.3128 | 0.7163 | 0.7833 | 0.9052 | 0.9370 | 0.3077 | 0.8492 | 0.6411 | 0.9398 | 0.8903 | 0.9182 | 0.8904 | 0.2859 | 0.6985 | 0.6154 | 0.8052 | 0.8088 | 0.9103 | 0.9038 | | 1.5312 | 4.65 | 600 | 0.2551 | 0.7199 | 0.7784 | 0.9199 | 0.9599 | 0.3232 | 0.8606 | 0.4929 | 0.9314 | 0.9399 | 0.9410 | 0.9213 | 0.3082 | 0.7482 | 0.4884 | 0.8132 | 0.8258 | 0.9342 | 0.9175 | | 0.3685 | 4.81 | 620 | 0.2286 | 0.7447 | 0.8053 | 0.9245 | 0.9757 | 0.3914 | 0.8468 | 0.6323 | 0.9213 | 0.9265 | 0.9431 | 0.9183 | 0.3353 | 0.7791 | 0.5920 | 0.8197 | 0.8356 | 0.9329 | 0.9226 | | 0.2664 | 4.96 | 640 | 0.3448 | 0.7422 | 0.8128 | 0.9120 | 0.9329 | 0.4951 | 0.8208 | 0.6164 | 0.9396 | 0.9166 | 0.9679 | 0.9033 | 0.4493 | 0.7043 | 0.5822 | 0.7999 | 0.8185 | 0.9377 | 0.9112 | | 0.2662 | 5.12 | 660 | 0.2932 | 0.7448 | 0.8158 | 0.9168 | 0.9516 | 0.5045 | 0.8308 | 0.6171 | 0.9215 | 0.9234 | 0.9616 | 0.9128 | 0.4277 | 0.7379 | 0.5809 | 0.8022 | 0.8260 | 0.9261 | 0.9157 | | 1.1342 | 5.27 | 680 | 0.2631 | 0.7772 | 0.8420 | 0.9267 | 0.9816 | 0.5460 | 0.7974 | 0.7644 | 0.9196 | 0.9208 | 0.9640 | 0.9220 | 0.4753 | 0.7476 | 0.6784 | 0.8126 | 0.8527 | 0.9521 | 0.9253 | | 0.2968 | 5.43 | 700 | 0.2302 | 0.7884 | 0.8577 | 0.9318 | 0.9537 | 0.5790 | 0.8663 | 0.7551 | 0.9368 | 0.9450 | 0.9680 | 0.9260 | 0.5104 | 0.7765 | 0.6694 | 0.8353 | 0.8467 | 0.9547 | 0.9315 | | 0.3812 | 5.58 | 720 | 0.2051 | 0.7779 | 0.8372 | 0.9336 | 0.9772 | 0.4866 | 0.8627 | 0.7113 | 0.9184 | 0.9430 | 0.9612 | 0.9189 | 0.3999 | 0.8046 | 0.6717 | 0.8473 | 0.8508 | 0.9517 | 0.9325 | | 0.1902 | 5.74 | 740 | 0.2044 | 0.7815 | 0.8584 | 0.9330 | 0.9651 | 0.5500 | 0.8494 | 0.8160 | 0.9469 | 0.9219 | 0.9597 | 0.9253 | 0.4528 | 0.7914 | 0.6608 | 0.8459 | 0.8452 | 0.9490 | 0.9325 | | 0.2853 | 5.89 | 760 | 0.2718 | 0.7844 | 0.8523 | 0.9239 | 0.9479 | 0.5953 | 0.8483 | 0.7417 | 0.9288 | 0.9486 | 0.9554 | 0.9179 | 0.5321 | 0.7413 | 0.6981 | 0.8124 | 0.8399 | 0.9495 | 0.9238 | | 0.1833 | 6.05 | 780 | 0.2191 | 0.7903 | 0.8613 | 0.9288 | 0.9598 | 0.6288 | 0.8627 | 0.7658 | 0.9246 | 0.9327 | 0.9546 | 0.9209 | 0.5326 | 0.7646 | 0.6852 | 0.8253 | 0.8539 | 0.9494 | 0.9286 | | 0.2128 | 6.2 | 800 | 0.1897 | 0.8066 | 0.8748 | 0.9392 | 0.9703 | 0.6067 | 0.9032 | 0.8183 | 0.9098 | 0.9555 | 0.9599 | 0.9274 | 0.5356 | 0.8336 | 0.7080 | 0.8593 | 0.8315 | 0.9506 | 0.9388 | | 0.2327 | 6.36 | 820 | 0.2148 | 0.7999 | 0.8734 | 0.9341 | 0.9531 | 0.6428 | 0.9396 | 0.7743 | 0.8991 | 0.9443 | 0.9604 | 0.9131 | 0.5264 | 0.8037 | 0.6901 | 0.8537 | 0.8609 | 0.9518 | 0.9342 | | 1.0808 | 6.51 | 840 | 0.2443 | 0.7872 | 0.8597 | 0.9273 | 0.9631 | 0.6632 | 0.8257 | 0.7386 | 0.9302 | 0.9392 | 0.9580 | 0.9267 | 0.5440 | 0.7644 | 0.6807 | 0.8081 | 0.8341 | 0.9524 | 0.9270 | | 0.2563 | 6.67 | 860 | 0.2376 | 0.7825 | 0.8473 | 0.9288 | 0.9637 | 0.5780 | 0.8420 | 0.7267 | 0.9379 | 0.9213 | 0.9619 | 0.9198 | 0.4945 | 0.7607 | 0.6624 | 0.8265 | 0.8596 | 0.9542 | 0.9282 | | 0.209 | 6.82 | 880 | 0.2008 | 0.7996 | 0.8652 | 0.9353 | 0.9713 | 0.5989 | 0.8857 | 0.7859 | 0.9103 | 0.9475 | 0.9567 | 0.9236 | 0.5153 | 0.8064 | 0.7099 | 0.8452 | 0.8452 | 0.9516 | 0.9349 | | 0.1402 | 6.98 | 900 | 0.2454 | 0.7832 | 0.8475 | 0.9295 | 0.9673 | 0.6082 | 0.8135 | 0.7021 | 0.9518 | 0.9292 | 0.9603 | 0.9271 | 0.5157 | 0.7680 | 0.6419 | 0.8117 | 0.8636 | 0.9544 | 0.9289 | | 0.383 | 7.13 | 920 | 0.2064 | 0.7999 | 0.8706 | 0.9334 | 0.9720 | 0.6260 | 0.8447 | 0.8266 | 0.9219 | 0.9434 | 0.9599 | 0.9269 | 0.5389 | 0.7808 | 0.7077 | 0.8303 | 0.8620 | 0.9528 | 0.9329 | | 0.5665 | 7.29 | 940 | 0.2529 | 0.7892 | 0.8836 | 0.9279 | 0.9513 | 0.7850 | 0.8478 | 0.7735 | 0.9296 | 0.9380 | 0.9601 | 0.9205 | 0.5403 | 0.7625 | 0.6755 | 0.8270 | 0.8449 | 0.9539 | 0.9284 | | 0.2031 | 7.44 | 960 | 0.2445 | 0.7782 | 0.8562 | 0.9276 | 0.9491 | 0.6769 | 0.8635 | 0.6824 | 0.9435 | 0.9101 | 0.9680 | 0.9197 | 0.5111 | 0.7486 | 0.6226 | 0.8341 | 0.8524 | 0.9592 | 0.9277 | | 0.1641 | 7.6 | 980 | 0.1669 | 0.8201 | 0.8875 | 0.9475 | 0.9762 | 0.6290 | 0.9007 | 0.8526 | 0.9303 | 0.9519 | 0.9719 | 0.9374 | 0.5367 | 0.8539 | 0.7152 | 0.8790 | 0.8560 | 0.9624 | 0.9472 | | 0.1214 | 7.75 | 1000 | 0.1696 | 0.8279 | 0.8914 | 0.9479 | 0.9685 | 0.7061 | 0.9217 | 0.7959 | 0.9472 | 0.9376 | 0.9630 | 0.9371 | 0.5860 | 0.8561 | 0.7139 | 0.8779 | 0.8673 | 0.9570 | 0.9478 | | 0.0926 | 7.91 | 1020 | 0.2069 | 0.8005 | 0.8677 | 0.9339 | 0.9733 | 0.6746 | 0.8183 | 0.7692 | 0.9485 | 0.9307 | 0.9595 | 0.9405 | 0.5605 | 0.7717 | 0.7126 | 0.8248 | 0.8397 | 0.9540 | 0.9334 | | 0.4292 | 8.06 | 1040 | 0.1985 | 0.8140 | 0.8845 | 0.9408 | 0.9620 | 0.6695 | 0.9283 | 0.8152 | 0.9259 | 0.9310 | 0.9596 | 0.9263 | 0.5722 | 0.8215 | 0.6976 | 0.8728 | 0.8538 | 0.9535 | 0.9409 | | 0.1741 | 8.22 | 1060 | 0.2038 | 0.8082 | 0.8877 | 0.9352 | 0.9619 | 0.7341 | 0.8483 | 0.8190 | 0.9322 | 0.9496 | 0.9685 | 0.9296 | 0.5834 | 0.7820 | 0.7134 | 0.8411 | 0.8503 | 0.9579 | 0.9351 | | 0.218 | 8.37 | 1080 | 0.1888 | 0.8054 | 0.8766 | 0.9409 | 0.9770 | 0.7073 | 0.8644 | 0.7571 | 0.9442 | 0.9211 | 0.9653 | 0.9381 | 0.5579 | 0.8125 | 0.6568 | 0.8547 | 0.8599 | 0.9581 | 0.9406 | | 0.1687 | 8.53 | 1100 | 0.1887 | 0.8208 | 0.8996 | 0.9424 | 0.9617 | 0.7261 | 0.9048 | 0.8567 | 0.9210 | 0.9514 | 0.9754 | 0.9320 | 0.6109 | 0.8214 | 0.6963 | 0.8650 | 0.8558 | 0.9643 | 0.9425 | | 0.1115 | 8.68 | 1120 | 0.1924 | 0.8137 | 0.8967 | 0.9390 | 0.9737 | 0.7728 | 0.8477 | 0.8500 | 0.9296 | 0.9305 | 0.9726 | 0.9374 | 0.6039 | 0.7985 | 0.6894 | 0.8367 | 0.8657 | 0.9640 | 0.9389 | | 0.2189 | 8.84 | 1140 | 0.1950 | 0.8102 | 0.8791 | 0.9397 | 0.9718 | 0.6680 | 0.8758 | 0.8029 | 0.9293 | 0.9407 | 0.9655 | 0.9321 | 0.5657 | 0.8183 | 0.6952 | 0.8497 | 0.8525 | 0.9581 | 0.9395 | | 0.2046 | 8.99 | 1160 | 0.1955 | 0.8183 | 0.8889 | 0.9409 | 0.9707 | 0.7188 | 0.8764 | 0.8236 | 0.9345 | 0.9287 | 0.9693 | 0.9349 | 0.5922 | 0.8067 | 0.7146 | 0.8500 | 0.8690 | 0.9610 | 0.9407 | | 0.0574 | 9.15 | 1180 | 0.1943 | 0.8258 | 0.9017 | 0.9423 | 0.9642 | 0.7756 | 0.8757 | 0.8409 | 0.9354 | 0.9389 | 0.9813 | 0.9362 | 0.6173 | 0.8057 | 0.7304 | 0.8544 | 0.8714 | 0.9653 | 0.9423 | | 0.1683 | 9.3 | 1200 | 0.1685 | 0.8342 | 0.8967 | 0.9487 | 0.9695 | 0.7096 | 0.9281 | 0.8261 | 0.9382 | 0.9376 | 0.9676 | 0.9368 | 0.6100 | 0.8515 | 0.7291 | 0.8807 | 0.8726 | 0.9590 | 0.9486 | | 0.1265 | 9.46 | 1220 | 0.1684 | 0.8278 | 0.8829 | 0.9482 | 0.9764 | 0.6761 | 0.9042 | 0.7785 | 0.9515 | 0.9278 | 0.9657 | 0.9404 | 0.5943 | 0.8480 | 0.7065 | 0.8732 | 0.8729 | 0.9595 | 0.9479 | | 0.1052 | 9.61 | 1240 | 0.1743 | 0.8176 | 0.8969 | 0.9441 | 0.9750 | 0.7880 | 0.8907 | 0.7930 | 0.9261 | 0.9333 | 0.9721 | 0.9343 | 0.5809 | 0.8331 | 0.6799 | 0.8665 | 0.8654 | 0.9634 | 0.9441 | | 0.1972 | 9.77 | 1260 | 0.2006 | 0.8135 | 0.8781 | 0.9385 | 0.9731 | 0.6571 | 0.8506 | 0.8227 | 0.9316 | 0.9379 | 0.9735 | 0.9315 | 0.5703 | 0.7969 | 0.7257 | 0.8386 | 0.8669 | 0.9643 | 0.9380 | | 0.2727 | 9.92 | 1280 | 0.1952 | 0.8091 | 0.8666 | 0.9412 | 0.9714 | 0.6697 | 0.8829 | 0.7132 | 0.9561 | 0.9058 | 0.9672 | 0.9344 | 0.5762 | 0.8125 | 0.6553 | 0.8544 | 0.8714 | 0.9594 | 0.9407 | | 0.1478 | 10.08 | 1300 | 0.1935 | 0.8153 | 0.8976 | 0.9395 | 0.9675 | 0.7368 | 0.8569 | 0.8718 | 0.9352 | 0.9506 | 0.9644 | 0.9317 | 0.6118 | 0.7976 | 0.6876 | 0.8580 | 0.8621 | 0.9584 | 0.9395 | | 0.2574 | 10.23 | 1320 | 0.2107 | 0.8154 | 0.8888 | 0.9384 | 0.9586 | 0.7452 | 0.8745 | 0.8039 | 0.9545 | 0.9184 | 0.9668 | 0.9285 | 0.5996 | 0.7961 | 0.7035 | 0.8515 | 0.8681 | 0.9603 | 0.9385 | | 0.9414 | 10.39 | 1340 | 0.1919 | 0.8221 | 0.8939 | 0.9428 | 0.9653 | 0.7195 | 0.8869 | 0.8314 | 0.9350 | 0.9456 | 0.9736 | 0.9319 | 0.5980 | 0.8148 | 0.7137 | 0.8644 | 0.8668 | 0.9652 | 0.9427 | | 0.1415 | 10.54 | 1360 | 0.2000 | 0.8247 | 0.8946 | 0.9417 | 0.9687 | 0.7613 | 0.8609 | 0.8152 | 0.9407 | 0.9392 | 0.9761 | 0.9386 | 0.6259 | 0.8026 | 0.7224 | 0.8437 | 0.8722 | 0.9673 | 0.9416 | | 0.1511 | 10.7 | 1380 | 0.1881 | 0.8269 | 0.9060 | 0.9424 | 0.9707 | 0.7995 | 0.8682 | 0.8548 | 0.9256 | 0.9477 | 0.9753 | 0.9366 | 0.6328 | 0.8126 | 0.7202 | 0.8474 | 0.8731 | 0.9654 | 0.9423 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_1

# parking-utcustom-train-SF-RGBD-b0_1 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1880 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.7272 | 20.0 | 20 | 0.8038 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.4838 | 40.0 | 40 | 0.3752 | 0.5000 | 0.9999 | 0.9999 | nan | nan | 0.9999 | 0.0 | nan | 0.9999 | | 0.4131 | 60.0 | 60 | 0.3152 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.3286 | 80.0 | 80 | 0.2614 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2869 | 100.0 | 100 | 0.2312 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2711 | 120.0 | 120 | 0.2012 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2536 | 140.0 | 140 | 0.1880 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_2

# parking-utcustom-train-SF-RGBD-b0_2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.1376 - Mean Iou: 0.4738 - Mean Accuracy: 0.9476 - Overall Accuracy: 0.9476 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9476 - Iou Unlabeled: nan - Iou Parking: 0.0 - Iou Unparking: 0.9476 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0002 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.5832 | 20.0 | 20 | 0.5894 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.3162 | 40.0 | 40 | 0.2686 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2152 | 60.0 | 60 | 0.1349 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1517 | 80.0 | 80 | 0.0822 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1293 | 100.0 | 100 | 0.0609 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0935 | 120.0 | 120 | 0.0711 | 0.4978 | 0.9956 | 0.9956 | nan | nan | 0.9956 | nan | 0.0 | 0.9956 | | 0.0835 | 140.0 | 140 | 0.1376 | 0.4738 | 0.9476 | 0.9476 | nan | nan | 0.9476 | nan | 0.0 | 0.9476 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_3

# parking-utcustom-train-SF-RGBD-b0_3 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0296 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.00025 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.531 | 20.0 | 20 | 0.4126 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2633 | 40.0 | 40 | 0.1573 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1835 | 60.0 | 60 | 0.0898 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1465 | 80.0 | 80 | 0.0682 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1247 | 100.0 | 100 | 0.0424 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1065 | 120.0 | 120 | 0.0339 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0961 | 140.0 | 140 | 0.0296 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_4

# parking-utcustom-train-SF-RGBD-b0_4 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0255 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0003 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.544 | 20.0 | 20 | 0.4305 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.2353 | 40.0 | 40 | 0.1342 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.162 | 60.0 | 60 | 0.0678 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1243 | 80.0 | 80 | 0.0400 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0952 | 100.0 | 100 | 0.0226 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0751 | 120.0 | 120 | 0.0235 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0644 | 140.0 | 140 | 0.0255 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_5

# parking-utcustom-train-SF-RGBD-b0_5 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0175 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.00035 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.4985 | 20.0 | 20 | 0.4840 | 0.4998 | 0.9996 | 0.9996 | nan | nan | 0.9996 | nan | 0.0 | 0.9996 | | 0.1979 | 40.0 | 40 | 0.1365 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1257 | 60.0 | 60 | 0.0414 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0952 | 80.0 | 80 | 0.0249 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0768 | 100.0 | 100 | 0.0225 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.054 | 120.0 | 120 | 0.0189 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0537 | 140.0 | 140 | 0.0175 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_6

# parking-utcustom-train-SF-RGBD-b0_6 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0140 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0004 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Parking | Accuracy Unparking | Iou Unlabeled | Iou Parking | Iou Unparking | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------:|:------------------:|:-------------:|:-----------:|:-------------:| | 0.3631 | 20.0 | 20 | 0.3717 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.1606 | 40.0 | 40 | 0.0813 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0988 | 60.0 | 60 | 0.0233 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.08 | 80.0 | 80 | 0.0209 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0627 | 100.0 | 100 | 0.0161 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0426 | 120.0 | 120 | 0.0137 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0374 | 140.0 | 140 | 0.0140 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b0_7

# parking-utcustom-train-SF-RGBD-b0_7 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0070 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0005 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 170 ### Training results | Training Loss | Epoch | Step | Accuracy Parking | Accuracy Unlabeled | Accuracy Unparking | Iou Parking | Iou Unlabeled | Iou Unparking | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy | |:-------------:|:-----:|:----:|:----------------:|:------------------:|:------------------:|:-----------:|:-------------:|:-------------:|:---------------:|:-------------:|:--------:|:----------------:| | 0.3046 | 20.0 | 20 | nan | nan | 1.0 | nan | nan | 1.0 | 0.2375 | 1.0 | 1.0 | 1.0 | | 0.1245 | 40.0 | 40 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0317 | 1.0 | 1.0 | 1.0 | | 0.0874 | 60.0 | 60 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0147 | 1.0 | 1.0 | 1.0 | | 0.0598 | 80.0 | 80 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0101 | 1.0 | 1.0 | 1.0 | | 0.0442 | 100.0 | 100 | 0.0115 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0346 | 120.0 | 120 | 0.0077 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0297 | 140.0 | 140 | 0.0082 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0299 | 160.0 | 160 | 0.0070 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

endorexpress/segformer-b0-finetuned-segments-sidewalk-2

# segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.6854 - Mean Iou: 0.2132 - Mean Accuracy: 0.2587 - Overall Accuracy: 0.8151 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.8383 - Accuracy Flat-sidewalk: 0.9497 - Accuracy Flat-crosswalk: 0.0 - Accuracy Flat-cyclinglane: 0.8212 - Accuracy Flat-parkingdriveway: 0.3818 - Accuracy Flat-railtrack: nan - Accuracy Flat-curb: 0.2786 - Accuracy Human-person: 0.0 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.9368 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: nan - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.0 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.9300 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.0951 - Accuracy Construction-fenceguardrail: 0.0012 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: nan - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.0181 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9377 - Accuracy Nature-terrain: 0.8734 - Accuracy Sky: 0.9576 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.0 - Accuracy Void-static: 0.0002 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: nan - Iou Flat-road: 0.6565 - Iou Flat-sidewalk: 0.8602 - Iou Flat-crosswalk: 0.0 - Iou Flat-cyclinglane: 0.7150 - Iou Flat-parkingdriveway: 0.2892 - Iou Flat-railtrack: nan - Iou Flat-curb: 0.2447 - Iou Human-person: 0.0 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.7028 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: nan - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.0 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.6164 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.0896 - Iou Construction-fenceguardrail: 0.0012 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: nan - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.0180 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.8065 - Iou Nature-terrain: 0.7196 - Iou Sky: 0.8903 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.0 - Iou Void-static: 0.0002 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 1 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------------:|:----------------------:|:-----------------------:|:-------------------------:|:-----------------------------:|:-----------------------:|:------------------:|:---------------------:|:--------------------:|:--------------------:|:----------------------:|:--------------------:|:--------------------------:|:---------------------------:|:------------------------:|:------------------------:|:---------------------------:|:------------------------------:|:--------------------------:|:--------------------------:|:------------------------------------:|:----------------------------:|:----------------------------:|:----------------------------:|:--------------------:|:---------------------------:|:----------------------------:|:--------------------------:|:-----------------------:|:------------:|:--------------------:|:---------------------:|:--------------------:|:---------------------:|:-------------:|:-------------:|:-----------------:|:------------------:|:--------------------:|:------------------------:|:------------------:|:-------------:|:----------------:|:---------------:|:---------------:|:-----------------:|:---------------:|:---------------------:|:----------------------:|:-------------------:|:-------------------:|:----------------------:|:-------------------------:|:---------------------:|:---------------------:|:-------------------------------:|:-----------------------:|:-----------------------:|:-----------------------:|:---------------:|:----------------------:|:-----------------------:|:---------------------:|:------------------:|:-------:|:---------------:|:----------------:|:---------------:|:----------------:| | 1.133 | 0.05 | 20 | 0.8142 | 0.1927 | 0.2365 | 0.7919 | nan | 0.8488 | 0.9396 | 0.0 | 0.6154 | 0.3232 | nan | 0.0870 | 0.0 | 0.0 | 0.9079 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.0057 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9459 | 0.8075 | 0.9417 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5996 | 0.8350 | 0.0 | 0.5839 | 0.2497 | nan | 0.0824 | 0.0 | 0.0 | 0.6972 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5834 | 0.0 | 0.0057 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7902 | 0.6980 | 0.8488 | 0.0 | 0.0 | 0.0000 | 0.0 | | 0.6183 | 0.1 | 40 | 0.7929 | 0.1935 | 0.2387 | 0.7946 | nan | 0.8424 | 0.9426 | 0.0 | 0.6490 | 0.2786 | nan | 0.0932 | 0.0 | 0.0 | 0.9013 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9355 | 0.0 | 0.0078 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9106 | 0.9015 | 0.9372 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6021 | 0.8449 | 0.0 | 0.5861 | 0.2298 | nan | 0.0889 | 0.0 | 0.0 | 0.6913 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5851 | 0.0 | 0.0078 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7952 | 0.6890 | 0.8787 | 0.0 | 0.0 | 0.0000 | 0.0 | | 0.7143 | 0.15 | 60 | 0.7832 | 0.1963 | 0.2407 | 0.7970 | nan | 0.8115 | 0.9508 | 0.0 | 0.6225 | 0.3488 | nan | 0.1208 | 0.0 | 0.0 | 0.9286 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9124 | 0.0 | 0.0163 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9415 | 0.8645 | 0.9439 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6145 | 0.8356 | 0.0 | 0.5800 | 0.2642 | nan | 0.1131 | 0.0 | 0.0 | 0.6861 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6004 | 0.0 | 0.0161 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7914 | 0.7056 | 0.8799 | 0.0 | 0.0 | 0.0000 | 0.0 | | 0.7266 | 0.2 | 80 | 0.7789 | 0.1933 | 0.2380 | 0.7922 | nan | 0.8418 | 0.9346 | 0.0 | 0.6266 | 0.3044 | nan | 0.0522 | 0.0 | 0.0 | 0.9256 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9212 | 0.0 | 0.0297 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9329 | 0.8752 | 0.9345 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5945 | 0.8266 | 0.0 | 0.5830 | 0.2447 | nan | 0.0506 | 0.0 | 0.0 | 0.6819 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6030 | 0.0 | 0.0293 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7998 | 0.6952 | 0.8834 | 0.0 | 0.0 | 0.0 | 0.0 | | 0.8732 | 0.25 | 100 | 0.7598 | 0.2025 | 0.2515 | 0.7986 | nan | 0.8657 | 0.9218 | 0.0 | 0.7984 | 0.3960 | nan | 0.1382 | 0.0 | 0.0 | 0.9323 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9264 | 0.0 | 0.0718 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.8819 | 0.9151 | 0.9484 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6212 | 0.8387 | 0.0 | 0.7013 | 0.2830 | nan | 0.1285 | 0.0 | 0.0 | 0.6971 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6065 | 0.0 | 0.0696 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.7925 | 0.6575 | 0.8817 | 0.0 | 0.0 | 0.0001 | 0.0 | | 1.0414 | 0.3 | 120 | 0.7519 | 0.2004 | 0.2426 | 0.8027 | nan | 0.7989 | 0.9643 | 0.0 | 0.7894 | 0.2927 | nan | 0.0920 | 0.0 | 0.0 | 0.9300 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9095 | 0.0 | 0.0169 | 0.0 | 0.0 | nan | 0.0 | 0.0012 | 0.0 | 0.0 | 0.9403 | 0.8354 | 0.9507 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.6503 | 0.8249 | 0.0 | 0.7135 | 0.2513 | nan | 0.0851 | 0.0 | 0.0 | 0.7073 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5968 | 0.0 | 0.0167 | 0.0 | 0.0 | nan | 0.0 | 0.0012 | 0.0 | 0.0 | 0.7986 | 0.6976 | 0.8675 | 0.0 | 0.0 | 0.0003 | 0.0 | | 0.7812 | 0.35 | 140 | 0.7660 | 0.2004 | 0.2433 | 0.8008 | nan | 0.7714 | 0.9656 | 0.0 | 0.8225 | 0.2306 | nan | 0.1649 | 0.0 | 0.0 | 0.9393 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9225 | 0.0 | 0.0362 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9328 | 0.8450 | 0.9101 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.6427 | 0.8220 | 0.0 | 0.7043 | 0.2006 | nan | 0.1508 | 0.0 | 0.0 | 0.6825 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5969 | 0.0 | 0.0354 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.8031 | 0.7024 | 0.8709 | 0.0 | 0.0 | 0.0000 | 0.0 | | 0.6117 | 0.4 | 160 | 0.7395 | 0.2078 | 0.2505 | 0.8074 | nan | 0.8021 | 0.9599 | 0.0 | 0.7951 | 0.3092 | nan | 0.2320 | 0.0 | 0.0 | 0.9291 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9184 | 0.0 | 0.0807 | 0.0001 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.9379 | 0.8574 | 0.9416 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6450 | 0.8340 | 0.0 | 0.7138 | 0.2435 | nan | 0.2008 | 0.0 | 0.0 | 0.7102 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6146 | 0.0 | 0.0776 | 0.0001 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.8047 | 0.7070 | 0.8874 | 0.0 | 0.0 | 0.0001 | 0.0 | | 1.1176 | 0.45 | 180 | 0.7283 | 0.2088 | 0.2543 | 0.8066 | nan | 0.7949 | 0.9620 | 0.0 | 0.7781 | 0.3479 | nan | 0.2238 | 0.0 | 0.0 | 0.9365 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8798 | 0.0 | 0.1794 | 0.0000 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.9212 | 0.8978 | 0.9546 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6398 | 0.8361 | 0.0 | 0.7046 | 0.2608 | nan | 0.1909 | 0.0 | 0.0 | 0.6770 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6329 | 0.0 | 0.1669 | 0.0000 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.7940 | 0.6798 | 0.8840 | 0.0 | 0.0 | 0.0004 | 0.0 | | 1.0874 | 0.5 | 200 | 0.7138 | 0.2074 | 0.2497 | 0.8093 | nan | 0.8548 | 0.9534 | 0.0 | 0.7502 | 0.3509 | nan | 0.2045 | 0.0 | 0.0 | 0.9139 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9440 | 0.0 | 0.0572 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.9277 | 0.8297 | 0.9518 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.6508 | 0.8521 | 0.0 | 0.6877 | 0.2737 | nan | 0.1824 | 0.0 | 0.0 | 0.7291 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5955 | 0.0 | 0.0551 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.8090 | 0.7067 | 0.8854 | 0.0 | 0.0 | 0.0003 | 0.0 | | 1.1744 | 0.55 | 220 | 0.7095 | 0.2072 | 0.2491 | 0.8070 | nan | 0.8193 | 0.9577 | 0.0 | 0.7556 | 0.3430 | nan | 0.2271 | 0.0 | 0.0 | 0.9157 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9490 | 0.0 | 0.0440 | 0.0000 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.9225 | 0.8357 | 0.9500 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6459 | 0.8463 | 0.0 | 0.7019 | 0.2733 | nan | 0.1944 | 0.0 | 0.0 | 0.7281 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5841 | 0.0 | 0.0412 | 0.0000 | 0.0 | nan | 0.0 | 0.0031 | 0.0 | 0.0 | 0.8140 | 0.7022 | 0.8892 | 0.0 | 0.0 | 0.0004 | 0.0 | | 0.8371 | 0.6 | 240 | 0.7224 | 0.2081 | 0.2506 | 0.8073 | nan | 0.8102 | 0.9614 | 0.0 | 0.7220 | 0.3368 | nan | 0.2390 | 0.0 | 0.0 | 0.9278 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9066 | 0.0 | 0.1151 | 0.0001 | 0.0 | nan | 0.0 | 0.0039 | 0.0 | 0.0 | 0.9439 | 0.8466 | 0.9542 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6394 | 0.8393 | 0.0 | 0.6850 | 0.2629 | nan | 0.2099 | 0.0 | 0.0 | 0.7123 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6215 | 0.0 | 0.1074 | 0.0001 | 0.0 | nan | 0.0 | 0.0039 | 0.0 | 0.0 | 0.7932 | 0.6883 | 0.8870 | 0.0 | 0.0 | 0.0005 | 0.0 | | 1.0493 | 0.65 | 260 | 0.7100 | 0.2093 | 0.2505 | 0.8086 | nan | 0.8021 | 0.9639 | 0.0 | 0.7634 | 0.3138 | nan | 0.2254 | 0.0 | 0.0 | 0.9232 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9235 | 0.0 | 0.0942 | 0.0011 | 0.0 | nan | 0.0 | 0.0041 | 0.0 | 0.0 | 0.9356 | 0.8677 | 0.9456 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6457 | 0.8343 | 0.0 | 0.7131 | 0.2547 | nan | 0.1979 | 0.0 | 0.0 | 0.7253 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6121 | 0.0 | 0.0881 | 0.0011 | 0.0 | nan | 0.0 | 0.0041 | 0.0 | 0.0 | 0.8033 | 0.7173 | 0.8899 | 0.0 | 0.0 | 0.0004 | 0.0 | | 0.4048 | 0.7 | 280 | 0.7147 | 0.2112 | 0.2566 | 0.8087 | nan | 0.7952 | 0.9466 | 0.0 | 0.7771 | 0.4525 | nan | 0.3231 | 0.0 | 0.0 | 0.9329 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9329 | 0.0 | 0.0638 | 0.0 | 0.0 | nan | 0.0 | 0.0058 | 0.0 | 0.0 | 0.9506 | 0.8326 | 0.9420 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6491 | 0.8535 | 0.0 | 0.7154 | 0.2954 | nan | 0.2641 | 0.0 | 0.0 | 0.7080 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5986 | 0.0 | 0.0604 | 0.0 | 0.0 | nan | 0.0 | 0.0058 | 0.0 | 0.0 | 0.7988 | 0.7070 | 0.8915 | 0.0 | 0.0 | 0.0002 | 0.0 | | 0.5975 | 0.75 | 300 | 0.7049 | 0.2116 | 0.2572 | 0.8123 | nan | 0.8359 | 0.9476 | 0.0 | 0.7908 | 0.4403 | nan | 0.2551 | 0.0 | 0.0 | 0.9417 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9331 | 0.0 | 0.0776 | 0.0008 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.9270 | 0.8649 | 0.9522 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6454 | 0.8593 | 0.0 | 0.7080 | 0.3010 | nan | 0.2257 | 0.0 | 0.0 | 0.6990 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6080 | 0.0 | 0.0732 | 0.0008 | 0.0 | nan | 0.0 | 0.0070 | 0.0 | 0.0 | 0.8192 | 0.7197 | 0.8919 | 0.0 | 0.0 | 0.0002 | 0.0 | | 0.655 | 0.8 | 320 | 0.6919 | 0.2109 | 0.2554 | 0.8130 | nan | 0.8424 | 0.9520 | 0.0 | 0.8082 | 0.3620 | nan | 0.2336 | 0.0 | 0.0 | 0.9297 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9246 | 0.0 | 0.0843 | 0.0011 | 0.0 | nan | 0.0 | 0.0133 | 0.0 | 0.0 | 0.9332 | 0.8843 | 0.9474 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6512 | 0.8564 | 0.0 | 0.7108 | 0.2799 | nan | 0.2115 | 0.0 | 0.0 | 0.7167 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6164 | 0.0 | 0.0790 | 0.0011 | 0.0 | nan | 0.0 | 0.0132 | 0.0 | 0.0 | 0.8027 | 0.7060 | 0.8923 | 0.0 | 0.0 | 0.0005 | 0.0 | | 0.766 | 0.85 | 340 | 0.6983 | 0.2094 | 0.2539 | 0.8097 | nan | 0.8143 | 0.9616 | 0.0 | 0.8042 | 0.3275 | nan | 0.2248 | 0.0000 | 0.0 | 0.9255 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9310 | 0.0 | 0.1054 | 0.0003 | 0.0 | nan | 0.0 | 0.0160 | 0.0 | 0.0 | 0.8967 | 0.9101 | 0.9536 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.6514 | 0.8454 | 0.0 | 0.7168 | 0.2643 | nan | 0.2028 | 0.0000 | 0.0 | 0.7219 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6178 | 0.0 | 0.0986 | 0.0003 | 0.0 | nan | 0.0 | 0.0159 | 0.0 | 0.0 | 0.7980 | 0.6668 | 0.8919 | 0.0 | 0.0 | 0.0007 | 0.0 | | 0.4367 | 0.9 | 360 | 0.6955 | 0.2123 | 0.2566 | 0.8128 | nan | 0.8090 | 0.9580 | 0.0 | 0.8199 | 0.3753 | nan | 0.2754 | 0.0 | 0.0 | 0.9210 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9402 | 0.0 | 0.0790 | 0.0010 | 0.0 | nan | 0.0 | 0.0143 | 0.0 | 0.0 | 0.9208 | 0.8883 | 0.9510 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.6541 | 0.8514 | 0.0 | 0.7174 | 0.2862 | nan | 0.2401 | 0.0 | 0.0 | 0.7243 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6082 | 0.0 | 0.0741 | 0.0010 | 0.0 | nan | 0.0 | 0.0143 | 0.0 | 0.0 | 0.8106 | 0.7056 | 0.8928 | 0.0 | 0.0 | 0.0006 | 0.0 | | 0.4969 | 0.95 | 380 | 0.6997 | 0.2123 | 0.2559 | 0.8125 | nan | 0.7947 | 0.9629 | 0.0 | 0.8125 | 0.3625 | nan | 0.2558 | 0.0001 | 0.0 | 0.9276 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9267 | 0.0 | 0.1071 | 0.0005 | 0.0 | nan | 0.0 | 0.0181 | 0.0 | 0.0 | 0.9333 | 0.8808 | 0.9485 | 0.0 | 0.0 | 0.0008 | 0.0 | nan | 0.6540 | 0.8439 | 0.0 | 0.7167 | 0.2790 | nan | 0.2245 | 0.0001 | 0.0 | 0.7203 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6212 | 0.0 | 0.1010 | 0.0005 | 0.0 | nan | 0.0 | 0.0180 | 0.0 | 0.0 | 0.8060 | 0.7023 | 0.8932 | 0.0 | 0.0 | 0.0008 | 0.0 | | 0.7571 | 1.0 | 400 | 0.6854 | 0.2132 | 0.2587 | 0.8151 | nan | 0.8383 | 0.9497 | 0.0 | 0.8212 | 0.3818 | nan | 0.2786 | 0.0 | 0.0 | 0.9368 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9300 | 0.0 | 0.0951 | 0.0012 | 0.0 | nan | 0.0 | 0.0181 | 0.0 | 0.0 | 0.9377 | 0.8734 | 0.9576 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6565 | 0.8602 | 0.0 | 0.7150 | 0.2892 | nan | 0.2447 | 0.0 | 0.0 | 0.7028 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6164 | 0.0 | 0.0896 | 0.0012 | 0.0 | nan | 0.0 | 0.0180 | 0.0 | 0.0 | 0.8065 | 0.7196 | 0.8903 | 0.0 | 0.0 | 0.0002 | 0.0 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.1.0+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

sam1120/parking-utcustom-train-SF-RGBD-b5_1

# parking-utcustom-train-SF-RGBD-b5_1 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0476 - Mean Iou: 0.4942 - Mean Accuracy: 0.9883 - Overall Accuracy: 0.9883 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 0.9883 - Iou Unlabeled: nan - Iou Parking: 0.0 - Iou Unparking: 0.9883 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Accuracy Parking | Accuracy Unlabeled | Accuracy Unparking | Iou Parking | Iou Unlabeled | Iou Unparking | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy | |:-------------:|:-----:|:----:|:----------------:|:------------------:|:------------------:|:-----------:|:-------------:|:-------------:|:---------------:|:-------------:|:--------:|:----------------:| | 0.4573 | 20.0 | 20 | nan | nan | 0.9829 | 0.0 | 0.0 | 0.9829 | 0.3024 | 0.9829 | 0.3276 | 0.9829 | | 0.2183 | 40.0 | 40 | nan | nan | 0.9953 | 0.0 | 0.0 | 0.9953 | 0.2365 | 0.9953 | 0.3318 | 0.9953 | | 0.1266 | 60.0 | 60 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0999 | 1.0 | 1.0 | 1.0 | | 0.0929 | 80.0 | 80 | nan | nan | 0.9972 | 0.0 | nan | 0.9972 | 0.0590 | 0.9972 | 0.4986 | 0.9972 | | 0.0649 | 100.0 | 100 | 0.0346 | 0.4992 | 0.9984 | 0.9984 | nan | nan | 0.9984 | nan | 0.0 | 0.9984 | | 0.0537 | 120.0 | 120 | 0.0377 | 0.4980 | 0.9960 | 0.9960 | nan | nan | 0.9960 | nan | 0.0 | 0.9960 | | 0.0536 | 140.0 | 140 | 0.0476 | 0.4942 | 0.9883 | 0.9883 | nan | nan | 0.9883 | nan | 0.0 | 0.9883 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b5_3

# parking-utcustom-train-SF-RGBD-b5_3 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0234 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5.7e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Accuracy Parking | Accuracy Unlabeled | Accuracy Unparking | Iou Parking | Iou Unlabeled | Iou Unparking | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy | |:-------------:|:-----:|:----:|:----------------:|:------------------:|:------------------:|:-----------:|:-------------:|:-------------:|:---------------:|:-------------:|:--------:|:----------------:| | 0.3831 | 20.0 | 20 | nan | nan | 0.9868 | 0.0 | nan | 0.9868 | 0.3810 | 0.9868 | 0.4934 | 0.9868 | | 0.1678 | 40.0 | 40 | nan | nan | 0.9999 | 0.0 | nan | 0.9999 | 0.2179 | 0.9999 | 0.5000 | 0.9999 | | 0.123 | 60.0 | 60 | nan | nan | 0.9994 | 0.0 | nan | 0.9994 | 0.0796 | 0.9994 | 0.4997 | 0.9994 | | 0.09 | 80.0 | 80 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0433 | 1.0 | 1.0 | 1.0 | | 0.0626 | 100.0 | 100 | 0.0283 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0493 | 120.0 | 120 | 0.0272 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0525 | 140.0 | 140 | 0.0234 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

sam1120/parking-utcustom-train-SF-RGBD-b5_4

# parking-utcustom-train-SF-RGBD-b5_4 This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-utcustom-train dataset. It achieves the following results on the evaluation set: - Loss: 0.0283 - Mean Iou: 1.0 - Mean Accuracy: 1.0 - Overall Accuracy: 1.0 - Accuracy Unlabeled: nan - Accuracy Parking: nan - Accuracy Unparking: 1.0 - Iou Unlabeled: nan - Iou Parking: nan - Iou Unparking: 1.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5.5e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 150 ### Training results | Training Loss | Epoch | Step | Accuracy Parking | Accuracy Unlabeled | Accuracy Unparking | Iou Parking | Iou Unlabeled | Iou Unparking | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy | |:-------------:|:-----:|:----:|:----------------:|:------------------:|:------------------:|:-----------:|:-------------:|:-------------:|:---------------:|:-------------:|:--------:|:----------------:| | 0.4818 | 20.0 | 20 | nan | nan | 0.9878 | 0.0 | nan | 0.9878 | 0.3775 | 0.9878 | 0.4939 | 0.9878 | | 0.1939 | 40.0 | 40 | nan | nan | 1.0 | nan | nan | 1.0 | 0.1955 | 1.0 | 1.0 | 1.0 | | 0.1272 | 60.0 | 60 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0813 | 1.0 | 1.0 | 1.0 | | 0.0999 | 80.0 | 80 | nan | nan | 1.0 | nan | nan | 1.0 | 0.0399 | 1.0 | 1.0 | 1.0 | | 0.0669 | 100.0 | 100 | 0.0324 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0562 | 120.0 | 120 | 0.0310 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | | 0.0673 | 140.0 | 140 | 0.0283 | 1.0 | 1.0 | 1.0 | nan | nan | 1.0 | nan | nan | 1.0 | ### Framework versions - Transformers 4.30.2 - Pytorch 2.0.1+cu117 - Datasets 2.13.1 - Tokenizers 0.13.3

[ "unlabeled", "parking", "unparking" ]

peldrak/segformer-b4-cityscapes-finetuned-grCoastline

# segformer-b4-cityscapes-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2906 - Mean Iou: 0.6957 - Mean Accuracy: 0.7566 - Overall Accuracy: 0.9338 - Accuracy Water: 0.9885 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.9414 - Accuracy Other Natural Terrain: 0.6287 - Accuracy Vegetation: 0.9357 - Accuracy Development: 0.8053 - Accuracy Unknown: 0.9966 - Iou Water: 0.9551 - Iou Whitewater: 0.0 - Iou Sediment: 0.8065 - Iou Other Natural Terrain: 0.5720 - Iou Vegetation: 0.8112 - Iou Development: 0.7293 - Iou Unknown: 0.9955 - F1 Score: 0.9309 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.6107 | 0.24 | 20 | 1.3419 | 0.4266 | 0.5344 | 0.8055 | 0.8982 | 0.0022 | 0.9217 | 0.0719 | 0.8391 | 0.0219 | 0.9860 | 0.8379 | 0.0011 | 0.4894 | 0.0656 | 0.5876 | 0.0215 | 0.9828 | 0.7711 | | 1.1717 | 0.49 | 40 | 0.8217 | 0.4535 | 0.5561 | 0.8363 | 0.9603 | 0.0 | 0.9248 | 0.0754 | 0.9495 | 0.0003 | 0.9825 | 0.8828 | 0.0 | 0.5861 | 0.0723 | 0.6520 | 0.0003 | 0.9812 | 0.7925 | | 0.8573 | 0.73 | 60 | 0.5997 | 0.4703 | 0.5698 | 0.8490 | 0.9803 | 0.0 | 0.9321 | 0.1462 | 0.9391 | 0.0002 | 0.9907 | 0.8943 | 0.0 | 0.5475 | 0.1397 | 0.7223 | 0.0002 | 0.9881 | 0.8114 | | 0.7193 | 0.98 | 80 | 0.4702 | 0.5150 | 0.6015 | 0.8700 | 0.9545 | 0.0 | 0.9486 | 0.3257 | 0.9649 | 0.0215 | 0.9954 | 0.9238 | 0.0 | 0.6830 | 0.2889 | 0.6955 | 0.0214 | 0.9921 | 0.8439 | | 0.5437 | 1.22 | 100 | 0.4813 | 0.5002 | 0.5954 | 0.8540 | 0.9882 | 0.0 | 0.9254 | 0.4698 | 0.7725 | 0.0147 | 0.9976 | 0.8106 | 0.0 | 0.6624 | 0.3822 | 0.6389 | 0.0147 | 0.9927 | 0.8316 | | 0.8658 | 1.46 | 120 | 0.3638 | 0.5858 | 0.6575 | 0.9009 | 0.9810 | 0.0 | 0.9237 | 0.6942 | 0.9002 | 0.1056 | 0.9981 | 0.9410 | 0.0 | 0.8170 | 0.5000 | 0.7477 | 0.1050 | 0.9902 | 0.8879 | | 0.5341 | 1.71 | 140 | 0.3070 | 0.6440 | 0.7090 | 0.9171 | 0.9735 | 0.0 | 0.9238 | 0.6888 | 0.9196 | 0.4608 | 0.9966 | 0.9364 | 0.0 | 0.8131 | 0.5558 | 0.7716 | 0.4381 | 0.9930 | 0.9131 | | 0.8529 | 1.95 | 160 | 0.3170 | 0.6007 | 0.6686 | 0.8978 | 0.9662 | 0.0 | 0.8928 | 0.4959 | 0.9625 | 0.3657 | 0.9969 | 0.9252 | 0.0 | 0.7920 | 0.4283 | 0.7162 | 0.3487 | 0.9941 | 0.8893 | | 0.8267 | 2.2 | 180 | 0.3040 | 0.6343 | 0.6983 | 0.9128 | 0.9786 | 0.0 | 0.9172 | 0.5689 | 0.9531 | 0.4730 | 0.9973 | 0.9321 | 0.0 | 0.7818 | 0.5206 | 0.7544 | 0.4585 | 0.9928 | 0.9066 | | 0.5768 | 2.44 | 200 | 0.2663 | 0.6589 | 0.7256 | 0.9206 | 0.9715 | 0.0 | 0.9315 | 0.6199 | 0.9318 | 0.6269 | 0.9977 | 0.9466 | 0.0 | 0.7959 | 0.5364 | 0.7784 | 0.5601 | 0.9949 | 0.9173 | | 0.5688 | 2.68 | 220 | 0.2594 | 0.6610 | 0.7289 | 0.9195 | 0.9628 | 0.0 | 0.9420 | 0.6217 | 0.9207 | 0.6572 | 0.9980 | 0.9410 | 0.0 | 0.8027 | 0.5390 | 0.7653 | 0.5846 | 0.9944 | 0.9166 | | 0.5779 | 2.93 | 240 | 0.2871 | 0.6267 | 0.7002 | 0.9104 | 0.9725 | 0.0 | 0.9601 | 0.7173 | 0.8653 | 0.3899 | 0.9965 | 0.9460 | 0.0 | 0.7667 | 0.5370 | 0.7629 | 0.3798 | 0.9948 | 0.9064 | | 0.4996 | 3.17 | 260 | 0.2841 | 0.6546 | 0.7249 | 0.9170 | 0.9716 | 0.0 | 0.9684 | 0.5552 | 0.9162 | 0.6657 | 0.9974 | 0.9480 | 0.0 | 0.7529 | 0.4863 | 0.7826 | 0.6172 | 0.9949 | 0.9129 | | 0.4896 | 3.41 | 280 | 0.2394 | 0.6713 | 0.7389 | 0.9240 | 0.9816 | 0.0 | 0.9350 | 0.6015 | 0.9215 | 0.7352 | 0.9976 | 0.9440 | 0.0 | 0.7865 | 0.5442 | 0.7849 | 0.6454 | 0.9944 | 0.9206 | | 0.26 | 3.66 | 300 | 0.2547 | 0.6699 | 0.7440 | 0.9203 | 0.9620 | 0.0 | 0.9679 | 0.7774 | 0.8282 | 0.6764 | 0.9960 | 0.9355 | 0.0 | 0.7622 | 0.5947 | 0.7708 | 0.6317 | 0.9946 | 0.9200 | | 0.1991 | 3.9 | 320 | 0.2875 | 0.6528 | 0.7179 | 0.9133 | 0.9535 | 0.0 | 0.8864 | 0.5871 | 0.9496 | 0.6516 | 0.9969 | 0.9309 | 0.0 | 0.8090 | 0.5008 | 0.7420 | 0.5919 | 0.9948 | 0.9104 | | 0.3001 | 4.15 | 340 | 0.2382 | 0.6728 | 0.7437 | 0.9227 | 0.9653 | 0.0 | 0.9621 | 0.7494 | 0.8552 | 0.6778 | 0.9963 | 0.9388 | 0.0 | 0.7812 | 0.5856 | 0.7809 | 0.6285 | 0.9947 | 0.9220 | | 0.2449 | 4.39 | 360 | 0.2335 | 0.6835 | 0.7610 | 0.9259 | 0.9752 | 0.0 | 0.9335 | 0.8187 | 0.8107 | 0.7907 | 0.9982 | 0.9431 | 0.0 | 0.7791 | 0.6198 | 0.7808 | 0.6673 | 0.9945 | 0.9260 | | 0.1596 | 4.63 | 380 | 0.2749 | 0.6713 | 0.7359 | 0.9244 | 0.9762 | 0.0 | 0.9506 | 0.5984 | 0.9361 | 0.6939 | 0.9958 | 0.9502 | 0.0 | 0.8048 | 0.5367 | 0.7810 | 0.6316 | 0.9946 | 0.9210 | | 0.4593 | 4.88 | 400 | 0.2356 | 0.6888 | 0.7552 | 0.9319 | 0.9833 | 0.0 | 0.9431 | 0.7303 | 0.8890 | 0.7433 | 0.9975 | 0.9368 | 0.0 | 0.7817 | 0.6452 | 0.8107 | 0.6519 | 0.9950 | 0.9303 | | 0.2765 | 5.12 | 420 | 0.2227 | 0.6872 | 0.7495 | 0.9317 | 0.9697 | 0.0 | 0.9500 | 0.6918 | 0.9300 | 0.7090 | 0.9962 | 0.9480 | 0.0 | 0.7901 | 0.6052 | 0.8154 | 0.6567 | 0.9949 | 0.9298 | | 0.239 | 5.37 | 440 | 0.2204 | 0.6962 | 0.7653 | 0.9347 | 0.9827 | 0.0 | 0.9260 | 0.7312 | 0.8975 | 0.8233 | 0.9965 | 0.9534 | 0.0 | 0.7928 | 0.6387 | 0.8146 | 0.6790 | 0.9949 | 0.9336 | | 0.2015 | 5.61 | 460 | 0.2473 | 0.6902 | 0.7586 | 0.9321 | 0.9777 | 0.0 | 0.9450 | 0.6361 | 0.9254 | 0.8290 | 0.9970 | 0.9559 | 0.0 | 0.7907 | 0.5878 | 0.8066 | 0.6947 | 0.9954 | 0.9296 | | 0.1847 | 5.85 | 480 | 0.2867 | 0.6724 | 0.7363 | 0.9252 | 0.9736 | 0.0 | 0.9011 | 0.6840 | 0.9348 | 0.6652 | 0.9950 | 0.9362 | 0.0 | 0.7855 | 0.5820 | 0.7988 | 0.6102 | 0.9942 | 0.9230 | | 0.1476 | 6.1 | 500 | 0.2539 | 0.6841 | 0.7534 | 0.9280 | 0.9722 | 0.0 | 0.9291 | 0.6154 | 0.9258 | 0.8335 | 0.9980 | 0.9508 | 0.0 | 0.7905 | 0.5546 | 0.7932 | 0.7040 | 0.9954 | 0.9253 | | 0.199 | 6.34 | 520 | 0.2064 | 0.6957 | 0.7675 | 0.9336 | 0.9897 | 0.0 | 0.8901 | 0.7931 | 0.8683 | 0.8350 | 0.9965 | 0.9448 | 0.0 | 0.7757 | 0.6496 | 0.8200 | 0.6846 | 0.9949 | 0.9331 | | 0.1857 | 6.59 | 540 | 0.3659 | 0.6484 | 0.7182 | 0.9115 | 0.9770 | 0.0 | 0.9370 | 0.3944 | 0.9597 | 0.7617 | 0.9974 | 0.9496 | 0.0 | 0.8004 | 0.3773 | 0.7353 | 0.6808 | 0.9955 | 0.9026 | | 0.1589 | 6.83 | 560 | 0.2996 | 0.6793 | 0.7430 | 0.9268 | 0.9728 | 0.0 | 0.9351 | 0.5843 | 0.9490 | 0.7625 | 0.9977 | 0.9500 | 0.0 | 0.8034 | 0.5358 | 0.7869 | 0.6836 | 0.9954 | 0.9232 | | 0.1164 | 7.07 | 580 | 0.2593 | 0.6962 | 0.7629 | 0.9339 | 0.9802 | 0.0 | 0.9348 | 0.7146 | 0.9014 | 0.8125 | 0.9969 | 0.9544 | 0.0 | 0.7944 | 0.6129 | 0.8139 | 0.7022 | 0.9954 | 0.9326 | | 0.1889 | 7.32 | 600 | 0.2391 | 0.6957 | 0.7579 | 0.9353 | 0.9755 | 0.0 | 0.9414 | 0.7279 | 0.9161 | 0.7465 | 0.9983 | 0.9542 | 0.0 | 0.7972 | 0.6167 | 0.8285 | 0.6780 | 0.9954 | 0.9339 | | 0.1553 | 7.56 | 620 | 0.2779 | 0.6909 | 0.7537 | 0.9322 | 0.9802 | 0.0 | 0.9396 | 0.6127 | 0.9428 | 0.8028 | 0.9980 | 0.9529 | 0.0 | 0.8069 | 0.5620 | 0.8077 | 0.7112 | 0.9956 | 0.9290 | | 0.1076 | 7.8 | 640 | 0.2944 | 0.6883 | 0.7516 | 0.9302 | 0.9733 | 0.0 | 0.9371 | 0.5937 | 0.9519 | 0.8084 | 0.9968 | 0.9515 | 0.0 | 0.8022 | 0.5417 | 0.8030 | 0.7239 | 0.9959 | 0.9269 | | 0.2934 | 8.05 | 660 | 0.2662 | 0.6932 | 0.7642 | 0.9328 | 0.9834 | 0.0 | 0.9042 | 0.6589 | 0.9175 | 0.8868 | 0.9986 | 0.9514 | 0.0 | 0.7865 | 0.5925 | 0.8158 | 0.7107 | 0.9953 | 0.9307 | | 0.1314 | 8.29 | 680 | 0.2920 | 0.6884 | 0.7516 | 0.9314 | 0.9748 | 0.0 | 0.9613 | 0.6612 | 0.9234 | 0.7441 | 0.9965 | 0.9519 | 0.0 | 0.7869 | 0.5894 | 0.8092 | 0.6860 | 0.9955 | 0.9291 | | 0.1798 | 8.54 | 700 | 0.2516 | 0.6888 | 0.7547 | 0.9302 | 0.9815 | 0.0 | 0.9121 | 0.6543 | 0.9264 | 0.8125 | 0.9958 | 0.9488 | 0.0 | 0.7871 | 0.5725 | 0.8084 | 0.7099 | 0.9948 | 0.9280 | | 0.082 | 8.78 | 720 | 0.2831 | 0.6901 | 0.7526 | 0.9317 | 0.9787 | 0.0 | 0.9223 | 0.6395 | 0.9422 | 0.7885 | 0.9973 | 0.9559 | 0.0 | 0.7998 | 0.5720 | 0.8051 | 0.7025 | 0.9958 | 0.9291 | | 0.4488 | 9.02 | 740 | 0.2693 | 0.6909 | 0.7541 | 0.9316 | 0.9830 | 0.0 | 0.9435 | 0.6212 | 0.9308 | 0.8024 | 0.9976 | 0.9578 | 0.0 | 0.7988 | 0.5632 | 0.8022 | 0.7184 | 0.9956 | 0.9287 | | 0.157 | 9.27 | 760 | 0.2555 | 0.6938 | 0.7586 | 0.9329 | 0.9811 | 0.0 | 0.9349 | 0.6863 | 0.9092 | 0.7999 | 0.9986 | 0.9523 | 0.0 | 0.7878 | 0.5975 | 0.8151 | 0.7087 | 0.9952 | 0.9311 | | 0.3359 | 9.51 | 780 | 0.2756 | 0.6931 | 0.7595 | 0.9313 | 0.9710 | 0.0 | 0.9391 | 0.6719 | 0.9094 | 0.8264 | 0.9990 | 0.9498 | 0.0 | 0.7894 | 0.5864 | 0.8044 | 0.7262 | 0.9954 | 0.9295 | | 0.1014 | 9.76 | 800 | 0.3388 | 0.6731 | 0.7371 | 0.9228 | 0.9806 | 0.0 | 0.9065 | 0.5523 | 0.9482 | 0.7741 | 0.9980 | 0.9459 | 0.0 | 0.7898 | 0.4996 | 0.7776 | 0.7025 | 0.9962 | 0.9186 | | 0.2797 | 10.0 | 820 | 0.2873 | 0.6859 | 0.7484 | 0.9294 | 0.9781 | 0.0 | 0.9256 | 0.6384 | 0.9330 | 0.7657 | 0.9979 | 0.9531 | 0.0 | 0.7977 | 0.5552 | 0.8002 | 0.6986 | 0.9965 | 0.9269 | | 0.0689 | 10.24 | 840 | 0.2685 | 0.6996 | 0.7604 | 0.9364 | 0.9843 | 0.0 | 0.9467 | 0.6825 | 0.9266 | 0.7858 | 0.9972 | 0.9571 | 0.0 | 0.8004 | 0.6079 | 0.8236 | 0.7122 | 0.9959 | 0.9344 | | 0.1475 | 10.49 | 860 | 0.2654 | 0.6986 | 0.7611 | 0.9350 | 0.9778 | 0.0 | 0.9298 | 0.6551 | 0.9378 | 0.8288 | 0.9982 | 0.9559 | 0.0 | 0.8022 | 0.5867 | 0.8177 | 0.7313 | 0.9963 | 0.9327 | | 0.0768 | 10.73 | 880 | 0.2562 | 0.6916 | 0.7576 | 0.9299 | 0.9812 | 0.0 | 0.9241 | 0.7658 | 0.8645 | 0.7692 | 0.9982 | 0.9551 | 0.0 | 0.7959 | 0.5885 | 0.7989 | 0.7060 | 0.9965 | 0.9296 | | 0.1461 | 10.98 | 900 | 0.3047 | 0.6927 | 0.7544 | 0.9326 | 0.9780 | 0.0006 | 0.9205 | 0.6334 | 0.9469 | 0.8030 | 0.9982 | 0.9543 | 0.0006 | 0.8019 | 0.5720 | 0.8075 | 0.7159 | 0.9965 | 0.9299 | | 0.1344 | 11.22 | 920 | 0.2906 | 0.6957 | 0.7566 | 0.9338 | 0.9885 | 0.0 | 0.9414 | 0.6287 | 0.9357 | 0.8053 | 0.9966 | 0.9551 | 0.0 | 0.8065 | 0.5720 | 0.8112 | 0.7293 | 0.9955 | 0.9309 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b5-cityscapes-finetuned-grCoastline

# segformer-b5-cityscapes-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2089 - Mean Iou: 0.7146 - Mean Accuracy: 0.7787 - Overall Accuracy: 0.9405 - Accuracy Water: 0.9852 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.9449 - Accuracy Other Natural Terrain: 0.8127 - Accuracy Vegetation: 0.8912 - Accuracy Development: 0.8178 - Accuracy Unknown: 0.9988 - Iou Water: 0.9473 - Iou Whitewater: 0.0 - Iou Sediment: 0.8643 - Iou Other Natural Terrain: 0.6707 - Iou Vegetation: 0.8332 - Iou Development: 0.6903 - Iou Unknown: 0.9962 - F1 Score: 0.9396 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.4984 | 0.24 | 20 | 1.3678 | 0.3190 | 0.4635 | 0.6471 | 0.9581 | 0.0494 | 0.7773 | 0.2596 | 0.0977 | 0.1357 | 0.9668 | 0.4831 | 0.0109 | 0.4201 | 0.1425 | 0.0915 | 0.1183 | 0.9665 | 0.6005 | | 1.2342 | 0.49 | 40 | 0.9275 | 0.5227 | 0.6255 | 0.8455 | 0.9767 | 0.0 | 0.9099 | 0.5797 | 0.7161 | 0.2043 | 0.9916 | 0.7931 | 0.0 | 0.6701 | 0.3636 | 0.6441 | 0.1980 | 0.9902 | 0.8375 | | 0.8209 | 0.73 | 60 | 0.6299 | 0.5347 | 0.6208 | 0.8734 | 0.9807 | 0.0 | 0.9425 | 0.3044 | 0.9219 | 0.1982 | 0.9978 | 0.8734 | 0.0 | 0.6613 | 0.2815 | 0.7380 | 0.1950 | 0.9939 | 0.8525 | | 0.5274 | 0.98 | 80 | 0.4990 | 0.5712 | 0.6484 | 0.8927 | 0.9707 | 0.0 | 0.9464 | 0.4938 | 0.9391 | 0.1917 | 0.9974 | 0.9151 | 0.0 | 0.6904 | 0.4405 | 0.7697 | 0.1889 | 0.9939 | 0.8785 | | 0.6507 | 1.22 | 100 | 0.4096 | 0.5953 | 0.6603 | 0.9006 | 0.9770 | 0.0 | 0.9242 | 0.4984 | 0.9666 | 0.2613 | 0.9947 | 0.9224 | 0.0 | 0.7824 | 0.4518 | 0.7618 | 0.2553 | 0.9930 | 0.8881 | | 0.4048 | 1.46 | 120 | 0.3215 | 0.6250 | 0.6836 | 0.9112 | 0.9833 | 0.0 | 0.9015 | 0.5905 | 0.9652 | 0.3507 | 0.9939 | 0.9259 | 0.0 | 0.8146 | 0.5149 | 0.7829 | 0.3442 | 0.9923 | 0.9029 | | 0.7786 | 1.71 | 140 | 0.3049 | 0.6519 | 0.7202 | 0.9198 | 0.9802 | 0.0 | 0.9503 | 0.5959 | 0.9349 | 0.5831 | 0.9974 | 0.9419 | 0.0 | 0.7755 | 0.5490 | 0.8068 | 0.4960 | 0.9943 | 0.9152 | | 0.2551 | 1.95 | 160 | 0.2773 | 0.6631 | 0.7177 | 0.9234 | 0.9767 | 0.0 | 0.9132 | 0.6060 | 0.9658 | 0.5641 | 0.9981 | 0.9314 | 0.0 | 0.8348 | 0.5425 | 0.8069 | 0.5308 | 0.9953 | 0.9184 | | 0.507 | 2.2 | 180 | 0.2663 | 0.6710 | 0.7293 | 0.9273 | 0.9929 | 0.0 | 0.8742 | 0.7709 | 0.9289 | 0.5429 | 0.9951 | 0.9253 | 0.0 | 0.8243 | 0.6237 | 0.8242 | 0.5062 | 0.9934 | 0.9243 | | 0.3683 | 2.44 | 200 | 0.2600 | 0.6781 | 0.7375 | 0.9294 | 0.9871 | 0.0 | 0.9118 | 0.6361 | 0.9499 | 0.6783 | 0.9992 | 0.9238 | 0.0 | 0.8696 | 0.5829 | 0.8301 | 0.5470 | 0.9929 | 0.9259 | | 0.1585 | 2.68 | 220 | 0.2317 | 0.6999 | 0.7653 | 0.9363 | 0.9732 | 0.0 | 0.9596 | 0.8637 | 0.8878 | 0.6773 | 0.9958 | 0.9320 | 0.0 | 0.8357 | 0.6911 | 0.8344 | 0.6123 | 0.9940 | 0.9353 | | 0.2994 | 2.93 | 240 | 0.2135 | 0.7061 | 0.7678 | 0.9397 | 0.9821 | 0.0 | 0.9410 | 0.7728 | 0.9178 | 0.7621 | 0.9989 | 0.9374 | 0.0 | 0.8663 | 0.6723 | 0.8457 | 0.6263 | 0.9943 | 0.9382 | | 0.4028 | 3.17 | 260 | 0.2139 | 0.6999 | 0.7576 | 0.9361 | 0.9822 | 0.0 | 0.9119 | 0.6861 | 0.9448 | 0.7793 | 0.9988 | 0.9368 | 0.0 | 0.8696 | 0.6182 | 0.8329 | 0.6461 | 0.9953 | 0.9338 | | 0.8816 | 3.41 | 280 | 0.2333 | 0.6962 | 0.7667 | 0.9305 | 0.9886 | 0.0 | 0.9155 | 0.9030 | 0.8429 | 0.7203 | 0.9964 | 0.9414 | 0.0 | 0.8607 | 0.6405 | 0.8043 | 0.6317 | 0.9946 | 0.9307 | | 0.2446 | 3.66 | 300 | 0.1996 | 0.7007 | 0.7644 | 0.9365 | 0.9840 | 0.0 | 0.9290 | 0.6645 | 0.9404 | 0.8364 | 0.9962 | 0.9447 | 0.0 | 0.8823 | 0.6046 | 0.8354 | 0.6437 | 0.9944 | 0.9343 | | 0.2232 | 3.9 | 320 | 0.2051 | 0.7116 | 0.7786 | 0.9390 | 0.9641 | 0.0 | 0.9646 | 0.8646 | 0.8806 | 0.7778 | 0.9987 | 0.9471 | 0.0 | 0.8295 | 0.6883 | 0.8329 | 0.6886 | 0.9952 | 0.9386 | | 0.4452 | 4.15 | 340 | 0.1856 | 0.7172 | 0.7715 | 0.9443 | 0.9883 | 0.0 | 0.9248 | 0.8287 | 0.9255 | 0.7362 | 0.9968 | 0.9452 | 0.0 | 0.8650 | 0.6935 | 0.8567 | 0.6648 | 0.9951 | 0.9431 | | 0.6639 | 4.39 | 360 | 0.2200 | 0.6956 | 0.7631 | 0.9323 | 0.9851 | 0.0 | 0.9306 | 0.8878 | 0.8582 | 0.6817 | 0.9982 | 0.9459 | 0.0 | 0.8696 | 0.6394 | 0.8148 | 0.6045 | 0.9953 | 0.9323 | | 0.1673 | 4.63 | 380 | 0.2071 | 0.7043 | 0.7565 | 0.9370 | 0.9705 | 0.0 | 0.9330 | 0.6659 | 0.9589 | 0.7677 | 0.9991 | 0.9409 | 0.0 | 0.8615 | 0.6076 | 0.8321 | 0.6934 | 0.9947 | 0.9342 | | 0.2528 | 4.88 | 400 | 0.2117 | 0.7034 | 0.7565 | 0.9359 | 0.9787 | 0.0 | 0.9338 | 0.6697 | 0.9490 | 0.7671 | 0.9973 | 0.9446 | 0.0 | 0.8726 | 0.5983 | 0.8234 | 0.6897 | 0.9952 | 0.9333 | | 0.1674 | 5.12 | 420 | 0.1861 | 0.7140 | 0.7736 | 0.9416 | 0.9824 | 0.0 | 0.9427 | 0.8402 | 0.9032 | 0.7489 | 0.9975 | 0.9456 | 0.0 | 0.8615 | 0.6812 | 0.8437 | 0.6702 | 0.9957 | 0.9407 | | 0.1998 | 5.37 | 440 | 0.2050 | 0.7070 | 0.7768 | 0.9367 | 0.9862 | 0.0 | 0.9354 | 0.8709 | 0.8643 | 0.7839 | 0.9969 | 0.9413 | 0.0 | 0.8606 | 0.6738 | 0.8230 | 0.6548 | 0.9955 | 0.9364 | | 0.5372 | 5.61 | 460 | 0.2338 | 0.6989 | 0.7729 | 0.9313 | 0.9773 | 0.0 | 0.9447 | 0.9166 | 0.8342 | 0.7408 | 0.9968 | 0.9414 | 0.0 | 0.8527 | 0.6543 | 0.8025 | 0.6465 | 0.9953 | 0.9316 | | 0.4256 | 5.85 | 480 | 0.2534 | 0.6867 | 0.7590 | 0.9273 | 0.9553 | 0.0 | 0.9602 | 0.6375 | 0.9181 | 0.8446 | 0.9971 | 0.9353 | 0.0 | 0.8143 | 0.5872 | 0.8009 | 0.6738 | 0.9953 | 0.9250 | | 0.0827 | 6.1 | 500 | 0.2119 | 0.7114 | 0.7629 | 0.9413 | 0.9895 | 0.0 | 0.9165 | 0.7505 | 0.9433 | 0.7434 | 0.9974 | 0.9444 | 0.0 | 0.8589 | 0.6582 | 0.8451 | 0.6778 | 0.9957 | 0.9394 | | 0.2338 | 6.34 | 520 | 0.2138 | 0.7079 | 0.7723 | 0.9374 | 0.9819 | 0.0 | 0.9384 | 0.8654 | 0.8797 | 0.7439 | 0.9965 | 0.9481 | 0.0 | 0.8737 | 0.6593 | 0.8267 | 0.6520 | 0.9953 | 0.9372 | | 0.1263 | 6.59 | 540 | 0.1682 | 0.7231 | 0.7799 | 0.9462 | 0.9807 | 0.0 | 0.9551 | 0.7840 | 0.9333 | 0.8103 | 0.9958 | 0.9427 | 0.0 | 0.8617 | 0.7056 | 0.8611 | 0.6966 | 0.9942 | 0.9448 | | 0.1373 | 6.83 | 560 | 0.1984 | 0.7182 | 0.7657 | 0.9456 | 0.9785 | 0.0 | 0.9305 | 0.8234 | 0.9472 | 0.6829 | 0.9977 | 0.9423 | 0.0 | 0.8778 | 0.7004 | 0.8595 | 0.6516 | 0.9957 | 0.9440 | | 0.1189 | 7.07 | 580 | 0.1844 | 0.7184 | 0.7845 | 0.9421 | 0.9798 | 0.0 | 0.9466 | 0.8298 | 0.8895 | 0.8469 | 0.9990 | 0.9505 | 0.0 | 0.8620 | 0.6861 | 0.8382 | 0.6970 | 0.9953 | 0.9415 | | 0.114 | 7.32 | 600 | 0.2013 | 0.7108 | 0.7705 | 0.9409 | 0.9849 | 0.0 | 0.9440 | 0.6908 | 0.9403 | 0.8357 | 0.9977 | 0.9510 | 0.0 | 0.8504 | 0.6427 | 0.8423 | 0.6934 | 0.9960 | 0.9387 | | 0.14 | 7.56 | 620 | 0.2101 | 0.7103 | 0.7741 | 0.9381 | 0.9811 | 0.0 | 0.9425 | 0.8484 | 0.8805 | 0.7675 | 0.9988 | 0.9483 | 0.0 | 0.8476 | 0.6670 | 0.8268 | 0.6864 | 0.9958 | 0.9375 | | 0.1143 | 7.8 | 640 | 0.2263 | 0.7087 | 0.7730 | 0.9381 | 0.9804 | 0.0 | 0.9451 | 0.8729 | 0.8784 | 0.7370 | 0.9971 | 0.9485 | 0.0 | 0.8420 | 0.6783 | 0.8275 | 0.6688 | 0.9958 | 0.9375 | | 0.152 | 8.05 | 660 | 0.2387 | 0.6931 | 0.7492 | 0.9323 | 0.9761 | 0.0 | 0.9503 | 0.6037 | 0.9556 | 0.7613 | 0.9976 | 0.9458 | 0.0 | 0.8648 | 0.5609 | 0.8146 | 0.6698 | 0.9960 | 0.9286 | | 0.1181 | 8.29 | 680 | 0.2001 | 0.7172 | 0.7755 | 0.9434 | 0.9868 | 0.0 | 0.9270 | 0.8238 | 0.9157 | 0.7784 | 0.9970 | 0.9479 | 0.0 | 0.8747 | 0.6824 | 0.8503 | 0.6699 | 0.9956 | 0.9425 | | 0.1335 | 8.54 | 700 | 0.1978 | 0.7200 | 0.7740 | 0.9441 | 0.9820 | 0.0 | 0.9340 | 0.8293 | 0.9202 | 0.7541 | 0.9982 | 0.9462 | 0.0 | 0.8733 | 0.6805 | 0.8521 | 0.6916 | 0.9960 | 0.9431 | | 0.1622 | 8.78 | 720 | 0.2071 | 0.7114 | 0.7689 | 0.9402 | 0.9783 | 0.0 | 0.9482 | 0.8073 | 0.9141 | 0.7370 | 0.9971 | 0.9483 | 0.0 | 0.8575 | 0.6692 | 0.8360 | 0.6731 | 0.9960 | 0.9391 | | 0.1442 | 9.02 | 740 | 0.2036 | 0.7196 | 0.7773 | 0.9438 | 0.9783 | 0.0 | 0.9447 | 0.8285 | 0.9167 | 0.7764 | 0.9962 | 0.9471 | 0.0 | 0.8730 | 0.6855 | 0.8495 | 0.6872 | 0.9953 | 0.9429 | | 0.2202 | 9.27 | 760 | 0.2098 | 0.7169 | 0.7790 | 0.9430 | 0.9783 | 0.0 | 0.9479 | 0.7991 | 0.9163 | 0.8146 | 0.9965 | 0.9490 | 0.0 | 0.8747 | 0.6730 | 0.8504 | 0.6754 | 0.9955 | 0.9422 | | 0.0901 | 9.51 | 780 | 0.2155 | 0.7093 | 0.7665 | 0.9391 | 0.9820 | 0.0 | 0.9514 | 0.6777 | 0.9401 | 0.8163 | 0.9980 | 0.9483 | 0.0 | 0.8643 | 0.6203 | 0.8329 | 0.7034 | 0.9961 | 0.9366 | | 0.1312 | 9.76 | 800 | 0.2106 | 0.7195 | 0.7748 | 0.9427 | 0.9803 | 0.0 | 0.9329 | 0.8443 | 0.9108 | 0.7578 | 0.9971 | 0.9501 | 0.0 | 0.8861 | 0.6707 | 0.8417 | 0.6919 | 0.9959 | 0.9421 | | 0.0819 | 10.0 | 820 | 0.2075 | 0.7206 | 0.7754 | 0.9439 | 0.9782 | 0.0 | 0.9391 | 0.8065 | 0.9266 | 0.7805 | 0.9967 | 0.9480 | 0.0 | 0.8831 | 0.6742 | 0.8478 | 0.6956 | 0.9957 | 0.9429 | | 0.1534 | 10.24 | 840 | 0.2261 | 0.7225 | 0.7729 | 0.9453 | 0.9863 | 0.0 | 0.9152 | 0.8002 | 0.9420 | 0.7713 | 0.9955 | 0.9478 | 0.0 | 0.8814 | 0.6825 | 0.8542 | 0.6967 | 0.9950 | 0.9441 | | 0.1802 | 10.49 | 860 | 0.2242 | 0.7199 | 0.7720 | 0.9448 | 0.9841 | 0.0 | 0.9178 | 0.7703 | 0.9468 | 0.7877 | 0.9971 | 0.9515 | 0.0 | 0.8848 | 0.6641 | 0.8552 | 0.6878 | 0.9961 | 0.9435 | | 0.121 | 10.73 | 880 | 0.2070 | 0.7187 | 0.7776 | 0.9426 | 0.9870 | 0.0 | 0.9430 | 0.8421 | 0.8984 | 0.7755 | 0.9974 | 0.9481 | 0.0 | 0.8608 | 0.6864 | 0.8406 | 0.6993 | 0.9959 | 0.9417 | | 0.1183 | 10.98 | 900 | 0.2322 | 0.7145 | 0.7685 | 0.9414 | 0.9827 | 0.0 | 0.9363 | 0.7313 | 0.9405 | 0.7919 | 0.9969 | 0.9499 | 0.0 | 0.8806 | 0.6364 | 0.8413 | 0.6974 | 0.9959 | 0.9396 | | 0.0996 | 11.22 | 920 | 0.2307 | 0.7166 | 0.7718 | 0.9422 | 0.9761 | 0.0 | 0.9440 | 0.8266 | 0.9154 | 0.7420 | 0.9984 | 0.9465 | 0.0 | 0.8700 | 0.6678 | 0.8450 | 0.6907 | 0.9963 | 0.9413 | | 0.1164 | 11.46 | 940 | 0.2089 | 0.7146 | 0.7787 | 0.9405 | 0.9852 | 0.0 | 0.9449 | 0.8127 | 0.8912 | 0.8178 | 0.9988 | 0.9473 | 0.0 | 0.8643 | 0.6707 | 0.8332 | 0.6903 | 0.9962 | 0.9396 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

renzr/segformer-b0-finetuned-segments-iceskaters

# segformer-b0-finetuned-segments-iceskaters This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the renzr/iceskaters dataset. ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "skater", "skate", "ice" ]

peldrak/segformer-b5-cityscapes-finetuned-coastTrain-grCoastline

# segformer-b5-cityscapes-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b5-cityscapes-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b5-cityscapes-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2369 - Mean Iou: 0.7581 - Mean Accuracy: 0.8319 - Overall Accuracy: 0.9386 - Accuracy Water: 0.9821 - Accuracy Whitewater: 0.4902 - Accuracy Sediment: 0.9136 - Accuracy Other Natural Terrain: 0.8026 - Accuracy Vegetation: 0.9297 - Accuracy Development: 0.7063 - Accuracy Unknown: 0.9989 - Iou Water: 0.9520 - Iou Whitewater: 0.3507 - Iou Sediment: 0.8649 - Iou Other Natural Terrain: 0.6679 - Iou Vegetation: 0.8298 - Iou Development: 0.6457 - Iou Unknown: 0.9956 - F1 Score: 0.9379 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 0.4436 | 0.24 | 20 | 0.3559 | 0.6026 | 0.6838 | 0.8880 | 0.9773 | 0.0337 | 0.9374 | 0.5772 | 0.8436 | 0.4204 | 0.9972 | 0.8777 | 0.0293 | 0.7012 | 0.4913 | 0.7446 | 0.3805 | 0.9937 | 0.8816 | | 0.3897 | 0.49 | 40 | 0.2428 | 0.6524 | 0.7222 | 0.9165 | 0.9825 | 0.0 | 0.9378 | 0.7357 | 0.8910 | 0.5144 | 0.9944 | 0.9418 | 0.0 | 0.7760 | 0.5956 | 0.8037 | 0.4564 | 0.9931 | 0.9134 | | 0.5041 | 0.73 | 60 | 0.2645 | 0.6562 | 0.7196 | 0.9172 | 0.9864 | 0.0587 | 0.9317 | 0.6634 | 0.9456 | 0.4577 | 0.9934 | 0.9407 | 0.0581 | 0.7808 | 0.5880 | 0.8037 | 0.4299 | 0.9922 | 0.9118 | | 0.1355 | 0.98 | 80 | 0.1992 | 0.7084 | 0.7729 | 0.9324 | 0.9855 | 0.1154 | 0.9117 | 0.8215 | 0.8980 | 0.6808 | 0.9974 | 0.9470 | 0.1086 | 0.8482 | 0.6539 | 0.8245 | 0.5821 | 0.9943 | 0.9316 | | 0.1142 | 1.22 | 100 | 0.2597 | 0.6630 | 0.7299 | 0.9220 | 0.9852 | 0.0279 | 0.9498 | 0.8028 | 0.8860 | 0.4611 | 0.9965 | 0.9489 | 0.0278 | 0.7668 | 0.6533 | 0.8202 | 0.4298 | 0.9943 | 0.9184 | | 0.2346 | 1.46 | 120 | 0.2670 | 0.6708 | 0.7331 | 0.9239 | 0.9823 | 0.0530 | 0.9331 | 0.7716 | 0.9238 | 0.4729 | 0.9953 | 0.9497 | 0.0524 | 0.8044 | 0.6352 | 0.8128 | 0.4478 | 0.9936 | 0.9201 | | 0.4209 | 1.71 | 140 | 0.1952 | 0.7291 | 0.7955 | 0.9336 | 0.9688 | 0.2746 | 0.9536 | 0.8644 | 0.8830 | 0.6252 | 0.9989 | 0.9485 | 0.2476 | 0.8375 | 0.6754 | 0.8291 | 0.5719 | 0.9939 | 0.9328 | | 0.0803 | 1.95 | 160 | 0.2460 | 0.6772 | 0.7440 | 0.9228 | 0.9824 | 0.0952 | 0.9514 | 0.7835 | 0.8898 | 0.5101 | 0.9958 | 0.9458 | 0.0937 | 0.7832 | 0.6355 | 0.8190 | 0.4692 | 0.9943 | 0.9200 | | 0.3305 | 2.2 | 180 | 0.2127 | 0.7372 | 0.7992 | 0.9381 | 0.9869 | 0.1967 | 0.9330 | 0.7088 | 0.9337 | 0.8417 | 0.9935 | 0.9463 | 0.1844 | 0.8578 | 0.6514 | 0.8284 | 0.6996 | 0.9928 | 0.9366 | | 0.1355 | 2.44 | 200 | 0.1968 | 0.7219 | 0.7768 | 0.9387 | 0.9877 | 0.0983 | 0.9309 | 0.7413 | 0.9411 | 0.7414 | 0.9971 | 0.9480 | 0.0963 | 0.8611 | 0.6629 | 0.8333 | 0.6575 | 0.9941 | 0.9370 | | 0.0807 | 2.68 | 220 | 0.2531 | 0.6939 | 0.7569 | 0.9273 | 0.9826 | 0.1709 | 0.9534 | 0.7590 | 0.9194 | 0.5160 | 0.9969 | 0.9520 | 0.1628 | 0.8076 | 0.6326 | 0.8290 | 0.4785 | 0.9950 | 0.9242 | | 0.1226 | 2.93 | 240 | 0.2434 | 0.7382 | 0.8081 | 0.9315 | 0.9832 | 0.3932 | 0.9090 | 0.7441 | 0.9272 | 0.7026 | 0.9976 | 0.9340 | 0.3119 | 0.8604 | 0.6199 | 0.8192 | 0.6276 | 0.9947 | 0.9303 | | 0.0681 | 3.17 | 260 | 0.2265 | 0.7529 | 0.8220 | 0.9387 | 0.9802 | 0.3786 | 0.9371 | 0.7742 | 0.9194 | 0.7668 | 0.9974 | 0.9506 | 0.3042 | 0.8661 | 0.6614 | 0.8315 | 0.6617 | 0.9950 | 0.9380 | | 0.1304 | 3.41 | 280 | 0.2342 | 0.7360 | 0.8009 | 0.9348 | 0.9772 | 0.3403 | 0.9507 | 0.7835 | 0.9220 | 0.6358 | 0.9971 | 0.9486 | 0.2864 | 0.8471 | 0.6572 | 0.8302 | 0.5880 | 0.9947 | 0.9333 | | 0.1353 | 3.66 | 300 | 0.1970 | 0.7426 | 0.8071 | 0.9400 | 0.9803 | 0.2770 | 0.9285 | 0.8866 | 0.8962 | 0.6822 | 0.9987 | 0.9508 | 0.2259 | 0.8732 | 0.6883 | 0.8370 | 0.6278 | 0.9954 | 0.9397 | | 0.3968 | 3.9 | 320 | 0.2181 | 0.7551 | 0.8214 | 0.9389 | 0.9868 | 0.3918 | 0.9280 | 0.7945 | 0.9160 | 0.7343 | 0.9982 | 0.9512 | 0.3204 | 0.8645 | 0.6646 | 0.8297 | 0.6594 | 0.9962 | 0.9381 | | 0.0548 | 4.15 | 340 | 0.2025 | 0.7645 | 0.8313 | 0.9411 | 0.9804 | 0.4091 | 0.9287 | 0.7892 | 0.9208 | 0.7920 | 0.9987 | 0.9525 | 0.3393 | 0.8686 | 0.6729 | 0.8347 | 0.6878 | 0.9956 | 0.9406 | | 0.0653 | 4.39 | 360 | 0.2549 | 0.7399 | 0.8105 | 0.9327 | 0.9851 | 0.4396 | 0.9222 | 0.8119 | 0.9144 | 0.6029 | 0.9976 | 0.9528 | 0.3534 | 0.8455 | 0.6479 | 0.8239 | 0.5602 | 0.9957 | 0.9314 | | 0.1244 | 4.63 | 380 | 0.2580 | 0.7216 | 0.7821 | 0.9336 | 0.9925 | 0.2673 | 0.9136 | 0.7674 | 0.9405 | 0.5951 | 0.9984 | 0.9465 | 0.2327 | 0.8327 | 0.6598 | 0.8338 | 0.5501 | 0.9957 | 0.9312 | | 0.2298 | 4.88 | 400 | 0.2345 | 0.7441 | 0.8112 | 0.9368 | 0.9760 | 0.2900 | 0.9511 | 0.8680 | 0.8716 | 0.7250 | 0.9965 | 0.9520 | 0.2585 | 0.8639 | 0.6659 | 0.8229 | 0.6497 | 0.9956 | 0.9369 | | 0.0469 | 5.12 | 420 | 0.2614 | 0.7131 | 0.7813 | 0.9279 | 0.9854 | 0.3576 | 0.9420 | 0.8114 | 0.9099 | 0.4639 | 0.9986 | 0.9534 | 0.3075 | 0.8081 | 0.6597 | 0.8237 | 0.4432 | 0.9957 | 0.9244 | | 0.1398 | 5.37 | 440 | 0.2542 | 0.7344 | 0.8077 | 0.9318 | 0.9851 | 0.4151 | 0.9388 | 0.8538 | 0.8842 | 0.5789 | 0.9979 | 0.9561 | 0.3381 | 0.8258 | 0.6665 | 0.8241 | 0.5345 | 0.9957 | 0.9305 | | 0.0683 | 5.61 | 460 | 0.2496 | 0.7472 | 0.8213 | 0.9365 | 0.9856 | 0.5096 | 0.9419 | 0.8014 | 0.9301 | 0.5823 | 0.9980 | 0.9569 | 0.3788 | 0.8228 | 0.6847 | 0.8445 | 0.5467 | 0.9961 | 0.9346 | | 0.141 | 5.85 | 480 | 0.2251 | 0.7514 | 0.8174 | 0.9393 | 0.9873 | 0.3664 | 0.9389 | 0.8465 | 0.8977 | 0.6867 | 0.9982 | 0.9559 | 0.3151 | 0.8544 | 0.6856 | 0.8387 | 0.6140 | 0.9962 | 0.9387 | | 0.2161 | 6.1 | 500 | 0.2369 | 0.7581 | 0.8319 | 0.9386 | 0.9821 | 0.4902 | 0.9136 | 0.8026 | 0.9297 | 0.7063 | 0.9989 | 0.9520 | 0.3507 | 0.8649 | 0.6679 | 0.8298 | 0.6457 | 0.9956 | 0.9379 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-ade-finetuned-coastTrain

# segformer-b4-ade-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.2784 - Mean Iou: 0.7615 - Mean Accuracy: 0.8569 - Overall Accuracy: 0.9286 - Accuracy Water: 0.9717 - Accuracy Whitewater: 0.5408 - Accuracy Sediment: 0.9245 - Accuracy Other Natural Terrain: 0.8160 - Accuracy Vegetation: 0.8979 - Accuracy Development: 0.9242 - Accuracy Unknown: 0.9232 - Iou Water: 0.9253 - Iou Whitewater: 0.4607 - Iou Sediment: 0.8453 - Iou Other Natural Terrain: 0.5582 - Iou Vegetation: 0.8460 - Iou Development: 0.8152 - Iou Unknown: 0.8799 - F1 Score: 0.9283 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.663 | 0.16 | 20 | 1.5090 | 0.4228 | 0.5280 | 0.7404 | 0.7454 | 0.1290 | 0.6594 | 0.0007 | 0.9158 | 0.4431 | 0.8027 | 0.7085 | 0.0661 | 0.5003 | 0.0006 | 0.5240 | 0.3651 | 0.7953 | 0.7435 | | 1.4278 | 0.31 | 40 | 1.1477 | 0.4735 | 0.5606 | 0.8162 | 0.9166 | 0.0018 | 0.7142 | 0.0000 | 0.8720 | 0.5680 | 0.8513 | 0.8291 | 0.0018 | 0.5805 | 0.0000 | 0.6259 | 0.4328 | 0.8441 | 0.8075 | | 1.5096 | 0.47 | 60 | 0.8839 | 0.4469 | 0.5277 | 0.7917 | 0.8650 | 0.0000 | 0.5808 | 0.0 | 0.9654 | 0.4206 | 0.8618 | 0.8144 | 0.0000 | 0.5120 | 0.0 | 0.5659 | 0.3769 | 0.8589 | 0.7834 | | 1.2289 | 0.62 | 80 | 0.7240 | 0.4889 | 0.5772 | 0.8285 | 0.9213 | 0.0010 | 0.7241 | 0.0 | 0.8451 | 0.6604 | 0.8885 | 0.8586 | 0.0010 | 0.6189 | 0.0 | 0.6392 | 0.4241 | 0.8807 | 0.8226 | | 0.7603 | 0.78 | 100 | 0.5905 | 0.5238 | 0.6004 | 0.8575 | 0.9406 | 0.0008 | 0.7086 | 0.0 | 0.9081 | 0.7470 | 0.8978 | 0.8633 | 0.0008 | 0.6391 | 0.0 | 0.6927 | 0.5817 | 0.8892 | 0.8479 | | 1.1379 | 0.93 | 120 | 0.5625 | 0.5427 | 0.6168 | 0.8713 | 0.9660 | 0.0028 | 0.6806 | 0.0 | 0.8917 | 0.8819 | 0.8947 | 0.8537 | 0.0028 | 0.6139 | 0.0 | 0.7520 | 0.6952 | 0.8813 | 0.8597 | | 0.7824 | 1.09 | 140 | 0.5163 | 0.5320 | 0.6100 | 0.8653 | 0.9728 | 0.0001 | 0.6368 | 0.0 | 0.8720 | 0.8917 | 0.8963 | 0.8734 | 0.0001 | 0.6084 | 0.0 | 0.7073 | 0.6440 | 0.8911 | 0.8541 | | 0.6537 | 1.24 | 160 | 0.4595 | 0.5526 | 0.6278 | 0.8782 | 0.9497 | 0.0001 | 0.7542 | 0.0 | 0.9018 | 0.8883 | 0.9004 | 0.8791 | 0.0001 | 0.6505 | 0.0 | 0.7401 | 0.7045 | 0.8938 | 0.8682 | | 0.7204 | 1.4 | 180 | 0.4031 | 0.5593 | 0.6379 | 0.8834 | 0.9572 | 0.0004 | 0.8028 | 0.0 | 0.8648 | 0.9356 | 0.9048 | 0.8913 | 0.0004 | 0.7384 | 0.0 | 0.7428 | 0.6471 | 0.8950 | 0.8746 | | 0.663 | 1.55 | 200 | 0.4097 | 0.5592 | 0.6383 | 0.8813 | 0.9777 | 0.0 | 0.8640 | 0.0 | 0.8036 | 0.9289 | 0.8937 | 0.8718 | 0.0 | 0.7381 | 0.0 | 0.7349 | 0.6829 | 0.8869 | 0.8710 | | 0.4566 | 1.71 | 220 | 0.3912 | 0.5598 | 0.6405 | 0.8813 | 0.9515 | 0.0011 | 0.8262 | 0.0 | 0.8494 | 0.9577 | 0.8973 | 0.8743 | 0.0011 | 0.7426 | 0.0 | 0.7405 | 0.6706 | 0.8895 | 0.8722 | | 1.4951 | 1.86 | 240 | 0.3756 | 0.5566 | 0.6419 | 0.8804 | 0.9674 | 0.0006 | 0.8683 | 0.0 | 0.7963 | 0.9635 | 0.8971 | 0.8869 | 0.0006 | 0.7625 | 0.0 | 0.7352 | 0.6198 | 0.8909 | 0.8721 | | 0.6232 | 2.02 | 260 | 0.3842 | 0.5650 | 0.6357 | 0.8869 | 0.9528 | 0.0014 | 0.7446 | 0.0 | 0.9224 | 0.9236 | 0.9049 | 0.8897 | 0.0014 | 0.6955 | 0.0 | 0.7485 | 0.7258 | 0.8940 | 0.8767 | | 1.0104 | 2.17 | 280 | 0.3335 | 0.5791 | 0.6489 | 0.8974 | 0.9719 | 0.0028 | 0.8548 | 0.0 | 0.8796 | 0.9284 | 0.9049 | 0.8934 | 0.0028 | 0.7673 | 0.0 | 0.7825 | 0.7165 | 0.8912 | 0.8872 | | 0.4107 | 2.33 | 300 | 0.3663 | 0.5642 | 0.6456 | 0.8855 | 0.9677 | 0.0023 | 0.8966 | 0.0 | 0.8048 | 0.9413 | 0.9065 | 0.8765 | 0.0023 | 0.7372 | 0.0 | 0.7532 | 0.6814 | 0.8985 | 0.8758 | | 0.3112 | 2.48 | 320 | 0.3318 | 0.5833 | 0.6553 | 0.9006 | 0.9668 | 0.0132 | 0.8693 | 0.0 | 0.8855 | 0.9475 | 0.9047 | 0.9026 | 0.0132 | 0.7776 | 0.0 | 0.7936 | 0.6974 | 0.8991 | 0.8912 | | 0.6679 | 2.64 | 340 | 0.3357 | 0.5840 | 0.6520 | 0.8979 | 0.9620 | 0.0109 | 0.8876 | 0.0008 | 0.8768 | 0.9071 | 0.9187 | 0.8819 | 0.0109 | 0.7585 | 0.0008 | 0.8002 | 0.7742 | 0.8611 | 0.8873 | | 0.6522 | 2.79 | 360 | 0.3201 | 0.5850 | 0.6559 | 0.9015 | 0.9703 | 0.0209 | 0.8589 | 0.0010 | 0.8874 | 0.9440 | 0.9088 | 0.9037 | 0.0208 | 0.7665 | 0.0010 | 0.8052 | 0.7186 | 0.8794 | 0.8917 | | 0.569 | 2.95 | 380 | 0.3227 | 0.5899 | 0.6592 | 0.9000 | 0.9738 | 0.0292 | 0.8709 | 0.0294 | 0.8731 | 0.9292 | 0.9086 | 0.8907 | 0.0291 | 0.7557 | 0.0294 | 0.8057 | 0.7445 | 0.8744 | 0.8902 | | 0.5766 | 3.1 | 400 | 0.3537 | 0.5747 | 0.6401 | 0.8907 | 0.9663 | 0.0301 | 0.7411 | 0.0043 | 0.9260 | 0.9117 | 0.9013 | 0.8742 | 0.0300 | 0.7095 | 0.0043 | 0.7776 | 0.7304 | 0.8966 | 0.8804 | | 1.1582 | 3.26 | 420 | 0.3125 | 0.6175 | 0.6767 | 0.9030 | 0.9783 | 0.0329 | 0.8699 | 0.1886 | 0.9039 | 0.8574 | 0.9059 | 0.8795 | 0.0325 | 0.7877 | 0.1879 | 0.8158 | 0.7437 | 0.8757 | 0.8948 | | 0.4788 | 3.41 | 440 | 0.2963 | 0.6457 | 0.7017 | 0.9145 | 0.9791 | 0.0397 | 0.9018 | 0.2594 | 0.9025 | 0.9140 | 0.9151 | 0.8995 | 0.0394 | 0.8221 | 0.2566 | 0.8277 | 0.8050 | 0.8697 | 0.9069 | | 0.2278 | 3.57 | 460 | 0.3154 | 0.6225 | 0.6920 | 0.9049 | 0.9683 | 0.1006 | 0.8834 | 0.1576 | 0.8780 | 0.9448 | 0.9116 | 0.9053 | 0.0996 | 0.7952 | 0.1573 | 0.8066 | 0.7248 | 0.8684 | 0.8983 | | 0.4206 | 3.72 | 480 | 0.3235 | 0.5959 | 0.6553 | 0.9007 | 0.9666 | 0.0412 | 0.8435 | 0.0371 | 0.9305 | 0.8624 | 0.9060 | 0.9002 | 0.0411 | 0.7604 | 0.0371 | 0.7808 | 0.7811 | 0.8709 | 0.8912 | | 0.3314 | 3.88 | 500 | 0.3323 | 0.6125 | 0.6802 | 0.9019 | 0.9602 | 0.1699 | 0.8257 | 0.0432 | 0.9168 | 0.9415 | 0.9039 | 0.9100 | 0.1663 | 0.7722 | 0.0432 | 0.7877 | 0.7446 | 0.8636 | 0.8949 | | 0.8233 | 4.03 | 520 | 0.3092 | 0.6410 | 0.7039 | 0.9085 | 0.9714 | 0.1106 | 0.8881 | 0.2342 | 0.8985 | 0.9205 | 0.9042 | 0.9026 | 0.1083 | 0.7966 | 0.2326 | 0.8114 | 0.7720 | 0.8636 | 0.9022 | | 0.3436 | 4.19 | 540 | 0.3070 | 0.6464 | 0.7064 | 0.9100 | 0.9816 | 0.1226 | 0.9199 | 0.2470 | 0.8824 | 0.8815 | 0.9098 | 0.8936 | 0.1205 | 0.7881 | 0.2408 | 0.8151 | 0.7747 | 0.8918 | 0.9039 | | 0.3504 | 4.34 | 560 | 0.3084 | 0.6827 | 0.7459 | 0.9151 | 0.9749 | 0.2036 | 0.9063 | 0.4067 | 0.8906 | 0.9284 | 0.9107 | 0.9071 | 0.1971 | 0.8147 | 0.3798 | 0.8225 | 0.7894 | 0.8686 | 0.9111 | | 0.3461 | 4.5 | 580 | 0.3091 | 0.7164 | 0.8006 | 0.9183 | 0.9687 | 0.3107 | 0.8787 | 0.6910 | 0.8991 | 0.9385 | 0.9177 | 0.9184 | 0.2873 | 0.8206 | 0.5133 | 0.8230 | 0.7781 | 0.8740 | 0.9166 | | 0.9608 | 4.65 | 600 | 0.2973 | 0.6896 | 0.7680 | 0.9130 | 0.9772 | 0.2477 | 0.8727 | 0.5473 | 0.8849 | 0.9410 | 0.9055 | 0.9072 | 0.2363 | 0.8040 | 0.4150 | 0.8202 | 0.7792 | 0.8653 | 0.9101 | | 0.2724 | 4.81 | 620 | 0.2947 | 0.7055 | 0.7860 | 0.9169 | 0.9732 | 0.3313 | 0.9060 | 0.5587 | 0.8825 | 0.9406 | 0.9096 | 0.9133 | 0.3037 | 0.8241 | 0.4199 | 0.8221 | 0.7875 | 0.8681 | 0.9149 | | 0.2541 | 4.96 | 640 | 0.2897 | 0.7142 | 0.7929 | 0.9184 | 0.9748 | 0.3398 | 0.8850 | 0.6015 | 0.8874 | 0.9459 | 0.9163 | 0.9156 | 0.3142 | 0.8310 | 0.4651 | 0.8228 | 0.7766 | 0.8740 | 0.9166 | | 1.337 | 5.12 | 660 | 0.2950 | 0.7033 | 0.7721 | 0.9169 | 0.9612 | 0.3796 | 0.9062 | 0.3990 | 0.8976 | 0.9436 | 0.9178 | 0.9159 | 0.3526 | 0.8199 | 0.3732 | 0.8226 | 0.7638 | 0.8749 | 0.9148 | | 0.3685 | 5.27 | 680 | 0.2714 | 0.7369 | 0.8200 | 0.9227 | 0.9741 | 0.3947 | 0.8746 | 0.7536 | 0.9208 | 0.9100 | 0.9123 | 0.9194 | 0.3485 | 0.8370 | 0.5641 | 0.8375 | 0.7705 | 0.8815 | 0.9216 | | 0.2901 | 5.43 | 700 | 0.2848 | 0.7373 | 0.8149 | 0.9230 | 0.9704 | 0.4050 | 0.9080 | 0.6911 | 0.9158 | 0.9008 | 0.9131 | 0.9206 | 0.3630 | 0.8271 | 0.5450 | 0.8393 | 0.7948 | 0.8710 | 0.9217 | | 0.4242 | 5.58 | 720 | 0.2831 | 0.7343 | 0.8311 | 0.9195 | 0.9793 | 0.4392 | 0.8635 | 0.7955 | 0.8824 | 0.9400 | 0.9181 | 0.9140 | 0.3800 | 0.8157 | 0.5413 | 0.8335 | 0.7804 | 0.8752 | 0.9187 | | 0.2186 | 5.74 | 740 | 0.2713 | 0.7400 | 0.8010 | 0.9250 | 0.9680 | 0.4074 | 0.9073 | 0.5905 | 0.9445 | 0.8784 | 0.9107 | 0.9197 | 0.3715 | 0.8330 | 0.5342 | 0.8387 | 0.8023 | 0.8810 | 0.9234 | | 0.3729 | 5.89 | 760 | 0.2846 | 0.7528 | 0.8290 | 0.9233 | 0.9714 | 0.4906 | 0.8906 | 0.7037 | 0.9157 | 0.9274 | 0.9039 | 0.9199 | 0.4197 | 0.8272 | 0.6058 | 0.8448 | 0.7878 | 0.8641 | 0.9225 | | 0.29 | 6.05 | 780 | 0.2979 | 0.7411 | 0.8274 | 0.9225 | 0.9746 | 0.4241 | 0.9098 | 0.7544 | 0.8959 | 0.9247 | 0.9085 | 0.9222 | 0.3765 | 0.8288 | 0.5630 | 0.8343 | 0.7957 | 0.8672 | 0.9215 | | 0.1211 | 6.2 | 800 | 0.2962 | 0.7553 | 0.8266 | 0.9254 | 0.9722 | 0.4567 | 0.9034 | 0.7216 | 0.9218 | 0.8951 | 0.9153 | 0.9200 | 0.4076 | 0.8367 | 0.6068 | 0.8400 | 0.8034 | 0.8727 | 0.9242 | | 0.2875 | 6.36 | 820 | 0.3040 | 0.7576 | 0.8358 | 0.9249 | 0.9705 | 0.5281 | 0.8742 | 0.7028 | 0.9110 | 0.9454 | 0.9184 | 0.9234 | 0.4444 | 0.8312 | 0.5986 | 0.8388 | 0.7919 | 0.8746 | 0.9243 | | 0.1761 | 6.51 | 840 | 0.2623 | 0.7577 | 0.8422 | 0.9288 | 0.9742 | 0.4691 | 0.9182 | 0.7958 | 0.9109 | 0.9022 | 0.9249 | 0.9227 | 0.4026 | 0.8441 | 0.5856 | 0.8486 | 0.8191 | 0.8815 | 0.9279 | | 0.2962 | 6.67 | 860 | 0.2828 | 0.7498 | 0.8469 | 0.9231 | 0.9651 | 0.5313 | 0.8896 | 0.7981 | 0.9125 | 0.9153 | 0.9166 | 0.9213 | 0.4305 | 0.8172 | 0.5763 | 0.8463 | 0.7849 | 0.8724 | 0.9228 | | 0.3504 | 6.82 | 880 | 0.2912 | 0.7437 | 0.8384 | 0.9219 | 0.9793 | 0.4609 | 0.8613 | 0.8330 | 0.9077 | 0.9174 | 0.9094 | 0.9122 | 0.3974 | 0.8246 | 0.5504 | 0.8378 | 0.8159 | 0.8678 | 0.9211 | | 0.2496 | 6.98 | 900 | 0.2838 | 0.7476 | 0.8480 | 0.9239 | 0.9729 | 0.4970 | 0.8875 | 0.8454 | 0.9128 | 0.9111 | 0.9092 | 0.9211 | 0.4346 | 0.8324 | 0.5334 | 0.8433 | 0.8005 | 0.8678 | 0.9235 | | 1.2185 | 7.13 | 920 | 0.3104 | 0.7466 | 0.8454 | 0.9201 | 0.9732 | 0.5344 | 0.8610 | 0.8031 | 0.8965 | 0.9391 | 0.9105 | 0.9215 | 0.4476 | 0.8078 | 0.5605 | 0.8257 | 0.7948 | 0.8687 | 0.9197 | | 0.1779 | 7.29 | 940 | 0.3212 | 0.7591 | 0.8515 | 0.9252 | 0.9751 | 0.5615 | 0.8844 | 0.7893 | 0.8949 | 0.9314 | 0.9236 | 0.9219 | 0.4660 | 0.8250 | 0.5769 | 0.8376 | 0.8097 | 0.8769 | 0.9247 | | 0.4705 | 7.44 | 960 | 0.2663 | 0.7504 | 0.8429 | 0.9243 | 0.9776 | 0.4934 | 0.8899 | 0.8011 | 0.8994 | 0.9268 | 0.9118 | 0.9159 | 0.4335 | 0.8278 | 0.5520 | 0.8401 | 0.7987 | 0.8846 | 0.9237 | | 0.2637 | 7.6 | 980 | 0.2561 | 0.7639 | 0.8449 | 0.9289 | 0.9717 | 0.5314 | 0.8805 | 0.7593 | 0.9309 | 0.9236 | 0.9172 | 0.9271 | 0.4443 | 0.8284 | 0.6024 | 0.8461 | 0.8074 | 0.8916 | 0.9284 | | 0.1961 | 7.75 | 1000 | 0.2712 | 0.7486 | 0.8598 | 0.9250 | 0.9780 | 0.5721 | 0.8804 | 0.8483 | 0.8995 | 0.9282 | 0.9119 | 0.9184 | 0.4402 | 0.8297 | 0.5164 | 0.8466 | 0.8043 | 0.8848 | 0.9252 | | 1.0785 | 7.91 | 1020 | 0.2494 | 0.7586 | 0.8472 | 0.9308 | 0.9752 | 0.5247 | 0.9059 | 0.7655 | 0.9142 | 0.9169 | 0.9280 | 0.9263 | 0.4457 | 0.8448 | 0.5380 | 0.8490 | 0.7996 | 0.9071 | 0.9304 | | 0.1453 | 8.06 | 1040 | 0.2792 | 0.7454 | 0.8519 | 0.9254 | 0.9704 | 0.5225 | 0.8913 | 0.8028 | 0.8936 | 0.9675 | 0.9153 | 0.9283 | 0.4321 | 0.8367 | 0.5213 | 0.8397 | 0.7497 | 0.9099 | 0.9261 | | 0.2332 | 8.22 | 1060 | 0.2774 | 0.7452 | 0.8434 | 0.9242 | 0.9771 | 0.5126 | 0.9145 | 0.7857 | 0.8916 | 0.9063 | 0.9157 | 0.9221 | 0.4303 | 0.8100 | 0.5271 | 0.8311 | 0.7858 | 0.9097 | 0.9240 | | 0.1902 | 8.37 | 1080 | 0.2779 | 0.7382 | 0.8500 | 0.9228 | 0.9830 | 0.5081 | 0.8918 | 0.8470 | 0.8739 | 0.9259 | 0.9205 | 0.9178 | 0.4154 | 0.8383 | 0.4896 | 0.8345 | 0.7778 | 0.8937 | 0.9230 | | 0.2892 | 8.53 | 1100 | 0.2735 | 0.7535 | 0.8527 | 0.9275 | 0.9726 | 0.5405 | 0.8697 | 0.8180 | 0.9147 | 0.9236 | 0.9300 | 0.9293 | 0.4539 | 0.8253 | 0.5226 | 0.8400 | 0.8145 | 0.8886 | 0.9273 | | 0.2251 | 8.68 | 1120 | 0.2626 | 0.7627 | 0.8536 | 0.9295 | 0.9781 | 0.5566 | 0.9106 | 0.7753 | 0.8922 | 0.9349 | 0.9273 | 0.9239 | 0.4522 | 0.8465 | 0.5699 | 0.8455 | 0.8062 | 0.8949 | 0.9291 | | 0.1345 | 8.84 | 1140 | 0.2558 | 0.7676 | 0.8542 | 0.9296 | 0.9784 | 0.5649 | 0.9180 | 0.7797 | 0.9048 | 0.9185 | 0.9151 | 0.9205 | 0.4585 | 0.8451 | 0.5930 | 0.8489 | 0.8174 | 0.8900 | 0.9292 | | 0.18 | 8.99 | 1160 | 0.2737 | 0.7628 | 0.8566 | 0.9288 | 0.9781 | 0.5295 | 0.9059 | 0.8418 | 0.9066 | 0.9190 | 0.9150 | 0.9207 | 0.4404 | 0.8533 | 0.5818 | 0.8542 | 0.8169 | 0.8726 | 0.9283 | | 0.282 | 9.15 | 1180 | 0.2705 | 0.7734 | 0.8487 | 0.9310 | 0.9717 | 0.5354 | 0.9220 | 0.7588 | 0.9230 | 0.9135 | 0.9165 | 0.9265 | 0.4527 | 0.8522 | 0.6342 | 0.8563 | 0.8178 | 0.8736 | 0.9304 | | 0.1688 | 9.3 | 1200 | 0.2770 | 0.7695 | 0.8663 | 0.9317 | 0.9705 | 0.5896 | 0.9098 | 0.8282 | 0.9125 | 0.9241 | 0.9295 | 0.9315 | 0.4659 | 0.8490 | 0.5848 | 0.8541 | 0.8173 | 0.8840 | 0.9316 | | 0.1043 | 9.46 | 1220 | 0.2784 | 0.7615 | 0.8569 | 0.9286 | 0.9717 | 0.5408 | 0.9245 | 0.8160 | 0.8979 | 0.9242 | 0.9232 | 0.9253 | 0.4607 | 0.8453 | 0.5582 | 0.8460 | 0.8152 | 0.8799 | 0.9283 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b5-ade-finetuned-coastTrain

# segformer-b5-ade-finetuned-coastTrain This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-ade-640-640](https://huggingface.co/nvidia/segformer-b5-finetuned-ade-640-640) on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set: - Loss: 0.3412 - Mean Iou: 0.7737 - Mean Accuracy: 0.8545 - Overall Accuracy: 0.9252 - Accuracy Water: 0.9680 - Accuracy Whitewater: 0.6271 - Accuracy Sediment: 0.8745 - Accuracy Other Natural Terrain: 0.8030 - Accuracy Vegetation: 0.9108 - Accuracy Development: 0.8296 - Accuracy Unknown: 0.9682 - Iou Water: 0.9285 - Iou Whitewater: 0.5294 - Iou Sediment: 0.8047 - Iou Other Natural Terrain: 0.6748 - Iou Vegetation: 0.8430 - Iou Development: 0.7686 - Iou Unknown: 0.8673 - F1 Score: 0.9245 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.6133 | 0.16 | 20 | 1.4728 | 0.4356 | 0.5582 | 0.7600 | 0.8440 | 0.0000 | 0.5434 | 0.2624 | 0.8192 | 0.5884 | 0.8502 | 0.7387 | 0.0000 | 0.4669 | 0.1171 | 0.5786 | 0.4642 | 0.6833 | 0.7532 | | 1.4431 | 0.31 | 40 | 1.0911 | 0.4768 | 0.5735 | 0.8206 | 0.9076 | 0.0 | 0.7765 | 0.0006 | 0.9006 | 0.6686 | 0.7608 | 0.8394 | 0.0 | 0.5832 | 0.0006 | 0.6596 | 0.4954 | 0.7597 | 0.8114 | | 1.5275 | 0.47 | 60 | 0.7874 | 0.5222 | 0.5966 | 0.8585 | 0.9553 | 0.0 | 0.7752 | 0.0 | 0.9101 | 0.6629 | 0.8727 | 0.8565 | 0.0 | 0.6318 | 0.0 | 0.7222 | 0.5763 | 0.8688 | 0.8454 | | 1.1583 | 0.62 | 80 | 0.7113 | 0.5128 | 0.6001 | 0.8440 | 0.8830 | 0.0 | 0.8460 | 0.0 | 0.9323 | 0.6588 | 0.8809 | 0.8283 | 0.0 | 0.5762 | 0.0 | 0.7216 | 0.5873 | 0.8762 | 0.8348 | | 0.9739 | 0.78 | 100 | 0.6059 | 0.5450 | 0.6229 | 0.8733 | 0.9534 | 0.0 | 0.8246 | 0.0 | 0.8876 | 0.8146 | 0.8803 | 0.8703 | 0.0 | 0.6770 | 0.0 | 0.7506 | 0.6408 | 0.8760 | 0.8615 | | 0.838 | 0.93 | 120 | 0.5250 | 0.5557 | 0.6273 | 0.8800 | 0.9679 | 0.0 | 0.8549 | 0.0 | 0.8665 | 0.8087 | 0.8934 | 0.8677 | 0.0 | 0.6840 | 0.0 | 0.7703 | 0.6847 | 0.8830 | 0.8674 | | 0.5815 | 1.09 | 140 | 0.4973 | 0.5528 | 0.6247 | 0.8788 | 0.9630 | 0.0 | 0.7933 | 0.0 | 0.9010 | 0.8217 | 0.8939 | 0.8812 | 0.0 | 0.6938 | 0.0 | 0.7379 | 0.6730 | 0.8837 | 0.8663 | | 0.5949 | 1.24 | 160 | 0.4460 | 0.5538 | 0.6314 | 0.8813 | 0.9621 | 0.0 | 0.8044 | 0.0 | 0.8840 | 0.8692 | 0.9000 | 0.8930 | 0.0 | 0.7062 | 0.0 | 0.7445 | 0.6487 | 0.8843 | 0.8695 | | 1.089 | 1.4 | 180 | 0.4080 | 0.5666 | 0.6331 | 0.8889 | 0.9680 | 0.0 | 0.8240 | 0.0 | 0.9200 | 0.8256 | 0.8940 | 0.8902 | 0.0 | 0.7323 | 0.0 | 0.7603 | 0.6986 | 0.8846 | 0.8762 | | 0.959 | 1.55 | 200 | 0.3853 | 0.5675 | 0.6403 | 0.8901 | 0.9611 | 0.0 | 0.8645 | 0.0 | 0.8983 | 0.8616 | 0.8964 | 0.8975 | 0.0 | 0.7192 | 0.0 | 0.7672 | 0.7035 | 0.8848 | 0.8780 | | 0.577 | 1.71 | 220 | 0.3735 | 0.5683 | 0.6338 | 0.8902 | 0.9760 | 0.0 | 0.7882 | 0.0009 | 0.9125 | 0.8542 | 0.9047 | 0.8780 | 0.0 | 0.6862 | 0.0009 | 0.8013 | 0.7191 | 0.8927 | 0.8769 | | 0.9331 | 1.86 | 240 | 0.3605 | 0.5705 | 0.6464 | 0.8943 | 0.9648 | 0.0 | 0.8650 | 0.0 | 0.8805 | 0.8960 | 0.9181 | 0.9010 | 0.0 | 0.7210 | 0.0 | 0.7994 | 0.6841 | 0.8879 | 0.8823 | | 0.5132 | 2.02 | 260 | 0.3680 | 0.5826 | 0.6573 | 0.8884 | 0.9366 | 0.0 | 0.8773 | 0.1041 | 0.9113 | 0.8567 | 0.9152 | 0.8694 | 0.0 | 0.6984 | 0.1041 | 0.8038 | 0.7009 | 0.9013 | 0.8784 | | 0.3977 | 2.17 | 280 | 0.3233 | 0.5814 | 0.6498 | 0.9018 | 0.9623 | 0.0 | 0.8900 | 0.0 | 0.9162 | 0.8487 | 0.9313 | 0.9052 | 0.0 | 0.7370 | 0.0 | 0.8210 | 0.7242 | 0.8824 | 0.8891 | | 0.6267 | 2.33 | 300 | 0.3394 | 0.5998 | 0.6646 | 0.8980 | 0.9735 | 0.0 | 0.8603 | 0.1726 | 0.9086 | 0.8262 | 0.9110 | 0.8862 | 0.0 | 0.7533 | 0.1726 | 0.8293 | 0.7044 | 0.8531 | 0.8871 | | 0.7394 | 2.48 | 320 | 0.3483 | 0.5776 | 0.6508 | 0.8996 | 0.9566 | 0.0 | 0.9175 | 0.0028 | 0.9041 | 0.8487 | 0.9261 | 0.9054 | 0.0 | 0.7360 | 0.0028 | 0.8317 | 0.7110 | 0.8563 | 0.8874 | | 0.4013 | 2.64 | 340 | 0.3393 | 0.5746 | 0.6458 | 0.8987 | 0.9734 | 0.0 | 0.8959 | 0.0001 | 0.8831 | 0.8420 | 0.9264 | 0.9071 | 0.0 | 0.7357 | 0.0001 | 0.8252 | 0.7013 | 0.8525 | 0.8859 | | 0.3434 | 2.79 | 360 | 0.3745 | 0.6263 | 0.6907 | 0.9002 | 0.9516 | 0.0003 | 0.8148 | 0.3544 | 0.9583 | 0.8127 | 0.9431 | 0.9068 | 0.0003 | 0.7490 | 0.3541 | 0.7943 | 0.7221 | 0.8576 | 0.8911 | | 0.5902 | 2.95 | 380 | 0.3275 | 0.6068 | 0.6696 | 0.9005 | 0.9722 | 0.0 | 0.8696 | 0.1949 | 0.9158 | 0.8191 | 0.9156 | 0.8941 | 0.0 | 0.7545 | 0.1948 | 0.8224 | 0.7303 | 0.8512 | 0.8898 | | 0.2954 | 3.1 | 400 | 0.3389 | 0.6191 | 0.6862 | 0.9008 | 0.9662 | 0.0020 | 0.8410 | 0.3092 | 0.9207 | 0.8331 | 0.9316 | 0.9074 | 0.0020 | 0.7641 | 0.3056 | 0.8117 | 0.7045 | 0.8386 | 0.8913 | | 0.4758 | 3.26 | 420 | 0.3122 | 0.6064 | 0.6709 | 0.9030 | 0.9682 | 0.0 | 0.9069 | 0.1837 | 0.9142 | 0.7957 | 0.9279 | 0.9092 | 0.0 | 0.7655 | 0.1834 | 0.8172 | 0.7227 | 0.8466 | 0.8923 | | 0.6415 | 3.41 | 440 | 0.3109 | 0.6555 | 0.7172 | 0.9101 | 0.9728 | 0.0017 | 0.9050 | 0.4656 | 0.8885 | 0.8320 | 0.9550 | 0.9063 | 0.0017 | 0.7957 | 0.4534 | 0.8265 | 0.7512 | 0.8539 | 0.9014 | | 0.5413 | 3.57 | 460 | 0.2993 | 0.6420 | 0.7045 | 0.9057 | 0.9737 | 0.0036 | 0.8782 | 0.4118 | 0.8932 | 0.8221 | 0.9487 | 0.9047 | 0.0036 | 0.7774 | 0.4103 | 0.8169 | 0.7262 | 0.8553 | 0.8967 | | 0.2761 | 3.72 | 480 | 0.2802 | 0.6678 | 0.7309 | 0.9144 | 0.9619 | 0.0191 | 0.9168 | 0.5126 | 0.9190 | 0.8330 | 0.9542 | 0.9143 | 0.0191 | 0.7850 | 0.4981 | 0.8452 | 0.7427 | 0.8699 | 0.9067 | | 0.3451 | 3.88 | 500 | 0.3261 | 0.6455 | 0.7056 | 0.9075 | 0.9695 | 0.0220 | 0.8345 | 0.4049 | 0.9307 | 0.8256 | 0.9520 | 0.9085 | 0.0220 | 0.7754 | 0.3995 | 0.8173 | 0.7375 | 0.8583 | 0.8988 | | 0.2361 | 4.03 | 520 | 0.3118 | 0.6677 | 0.7285 | 0.9098 | 0.9683 | 0.0204 | 0.8678 | 0.5447 | 0.9117 | 0.8323 | 0.9547 | 0.9089 | 0.0204 | 0.7750 | 0.5374 | 0.8235 | 0.7509 | 0.8580 | 0.9019 | | 0.2776 | 4.19 | 540 | 0.2765 | 0.6472 | 0.7121 | 0.9109 | 0.9670 | 0.0359 | 0.9025 | 0.3801 | 0.9057 | 0.8431 | 0.9507 | 0.9182 | 0.0358 | 0.7698 | 0.3764 | 0.8356 | 0.7324 | 0.8619 | 0.9029 | | 0.3823 | 4.34 | 560 | 0.3514 | 0.6558 | 0.7181 | 0.9111 | 0.9592 | 0.0525 | 0.9005 | 0.4047 | 0.9183 | 0.8321 | 0.9591 | 0.9127 | 0.0523 | 0.7740 | 0.4016 | 0.8309 | 0.7587 | 0.8599 | 0.9036 | | 0.747 | 4.5 | 580 | 0.3340 | 0.6764 | 0.7382 | 0.9130 | 0.9680 | 0.0617 | 0.9125 | 0.5379 | 0.8957 | 0.8362 | 0.9556 | 0.9146 | 0.0614 | 0.7948 | 0.5336 | 0.8279 | 0.7439 | 0.8588 | 0.9061 | | 0.343 | 4.65 | 600 | 0.3065 | 0.6853 | 0.7474 | 0.9139 | 0.9647 | 0.0666 | 0.8925 | 0.5978 | 0.9128 | 0.8429 | 0.9542 | 0.9171 | 0.0664 | 0.7909 | 0.5886 | 0.8287 | 0.7436 | 0.8621 | 0.9074 | | 0.2358 | 4.81 | 620 | 0.3229 | 0.6916 | 0.7504 | 0.9144 | 0.9719 | 0.0880 | 0.8895 | 0.6099 | 0.8976 | 0.8312 | 0.9651 | 0.9108 | 0.0874 | 0.7855 | 0.6005 | 0.8332 | 0.7563 | 0.8674 | 0.9080 | | 0.3649 | 4.96 | 640 | 0.3026 | 0.7034 | 0.7644 | 0.9151 | 0.9686 | 0.1640 | 0.8804 | 0.6447 | 0.9148 | 0.8220 | 0.9562 | 0.9129 | 0.1617 | 0.7918 | 0.6134 | 0.8333 | 0.7502 | 0.8606 | 0.9101 | | 0.201 | 5.12 | 660 | 0.2903 | 0.7089 | 0.7678 | 0.9194 | 0.9663 | 0.1156 | 0.9208 | 0.6627 | 0.9029 | 0.8379 | 0.9684 | 0.9153 | 0.1148 | 0.8061 | 0.6444 | 0.8451 | 0.7716 | 0.8648 | 0.9138 | | 1.1077 | 5.27 | 680 | 0.2596 | 0.7189 | 0.7752 | 0.9221 | 0.9746 | 0.2053 | 0.8895 | 0.6365 | 0.9112 | 0.8378 | 0.9713 | 0.9192 | 0.2016 | 0.8009 | 0.6199 | 0.8479 | 0.7545 | 0.8883 | 0.9176 | | 0.2368 | 5.43 | 700 | 0.2479 | 0.7271 | 0.7986 | 0.9213 | 0.9727 | 0.3222 | 0.8877 | 0.7104 | 0.9135 | 0.8259 | 0.9580 | 0.9184 | 0.3114 | 0.8003 | 0.5698 | 0.8370 | 0.7636 | 0.8894 | 0.9184 | | 0.2576 | 5.58 | 720 | 0.3153 | 0.7171 | 0.7772 | 0.9173 | 0.9772 | 0.1874 | 0.8721 | 0.7060 | 0.9007 | 0.8399 | 0.9570 | 0.9152 | 0.1839 | 0.7926 | 0.6778 | 0.8408 | 0.7455 | 0.8637 | 0.9127 | | 0.3873 | 5.74 | 740 | 0.3024 | 0.7395 | 0.7985 | 0.9212 | 0.9687 | 0.3518 | 0.9369 | 0.6845 | 0.9092 | 0.7793 | 0.9589 | 0.9208 | 0.3370 | 0.8203 | 0.6516 | 0.8367 | 0.7479 | 0.8622 | 0.9184 | | 0.2281 | 5.89 | 760 | 0.2583 | 0.7502 | 0.8104 | 0.9227 | 0.9699 | 0.4031 | 0.9094 | 0.7032 | 0.9107 | 0.8210 | 0.9553 | 0.9229 | 0.3810 | 0.8150 | 0.6723 | 0.8431 | 0.7563 | 0.8606 | 0.9205 | | 0.2202 | 6.05 | 780 | 0.3227 | 0.7612 | 0.8314 | 0.9205 | 0.9525 | 0.5297 | 0.9437 | 0.7038 | 0.8889 | 0.8332 | 0.9677 | 0.9253 | 0.4917 | 0.7900 | 0.6693 | 0.8338 | 0.7585 | 0.8599 | 0.9197 | | 0.292 | 6.2 | 800 | 0.2558 | 0.7614 | 0.8266 | 0.9283 | 0.9710 | 0.4248 | 0.8964 | 0.7571 | 0.9185 | 0.8553 | 0.9629 | 0.9220 | 0.4076 | 0.8202 | 0.6464 | 0.8473 | 0.7915 | 0.8946 | 0.9264 | | 0.1304 | 6.36 | 820 | 0.2441 | 0.7386 | 0.8067 | 0.9244 | 0.9764 | 0.3536 | 0.9007 | 0.6908 | 0.9019 | 0.8823 | 0.9412 | 0.9109 | 0.3357 | 0.8088 | 0.5524 | 0.8277 | 0.8106 | 0.9244 | 0.9221 | | 0.1664 | 6.51 | 840 | 0.2565 | 0.7685 | 0.8302 | 0.9282 | 0.9728 | 0.4257 | 0.8564 | 0.7880 | 0.9277 | 0.8793 | 0.9614 | 0.9244 | 0.3944 | 0.8006 | 0.7192 | 0.8439 | 0.7941 | 0.9032 | 0.9263 | | 0.4424 | 6.67 | 860 | 0.2667 | 0.7808 | 0.8611 | 0.9332 | 0.9680 | 0.5948 | 0.9061 | 0.7883 | 0.9039 | 0.8938 | 0.9727 | 0.9362 | 0.5495 | 0.8165 | 0.6008 | 0.8453 | 0.8086 | 0.9083 | 0.9326 | | 0.3753 | 6.82 | 880 | 0.2585 | 0.7353 | 0.8117 | 0.9236 | 0.9765 | 0.4103 | 0.8985 | 0.7286 | 0.9126 | 0.7922 | 0.9633 | 0.9221 | 0.3532 | 0.8025 | 0.5636 | 0.8374 | 0.7631 | 0.9054 | 0.9215 | | 0.2642 | 6.98 | 900 | 0.2955 | 0.7734 | 0.8443 | 0.9247 | 0.9586 | 0.5628 | 0.9093 | 0.7641 | 0.9085 | 0.8357 | 0.9708 | 0.9240 | 0.5068 | 0.8133 | 0.6949 | 0.8429 | 0.7634 | 0.8685 | 0.9238 | | 0.5008 | 7.13 | 920 | 0.3048 | 0.7703 | 0.8430 | 0.9262 | 0.9712 | 0.5688 | 0.8871 | 0.7660 | 0.9077 | 0.8329 | 0.9676 | 0.9260 | 0.5015 | 0.8170 | 0.6626 | 0.8502 | 0.7697 | 0.8651 | 0.9251 | | 0.169 | 7.29 | 940 | 0.2969 | 0.7778 | 0.8528 | 0.9252 | 0.9644 | 0.6690 | 0.9288 | 0.7274 | 0.8966 | 0.8274 | 0.9559 | 0.9263 | 0.5909 | 0.8081 | 0.6410 | 0.8444 | 0.7733 | 0.8608 | 0.9246 | | 0.2429 | 7.44 | 960 | 0.3385 | 0.7906 | 0.8551 | 0.9283 | 0.9626 | 0.6420 | 0.9047 | 0.7576 | 0.9131 | 0.8281 | 0.9776 | 0.9322 | 0.5836 | 0.8160 | 0.7156 | 0.8415 | 0.7752 | 0.8701 | 0.9276 | | 0.1542 | 7.6 | 980 | 0.3259 | 0.7882 | 0.8574 | 0.9264 | 0.9646 | 0.6734 | 0.9031 | 0.7509 | 0.9007 | 0.8403 | 0.9686 | 0.9298 | 0.5949 | 0.8138 | 0.7056 | 0.8366 | 0.7707 | 0.8663 | 0.9258 | | 0.1378 | 7.75 | 1000 | 0.3257 | 0.7815 | 0.8589 | 0.9249 | 0.9675 | 0.6849 | 0.8784 | 0.7864 | 0.9151 | 0.8219 | 0.9580 | 0.9265 | 0.5842 | 0.8076 | 0.6769 | 0.8375 | 0.7767 | 0.8610 | 0.9242 | | 0.2144 | 7.91 | 1020 | 0.3347 | 0.7889 | 0.8561 | 0.9276 | 0.9578 | 0.6604 | 0.9128 | 0.7455 | 0.9176 | 0.8261 | 0.9729 | 0.9317 | 0.5932 | 0.8189 | 0.7046 | 0.8416 | 0.7636 | 0.8688 | 0.9270 | | 0.1011 | 8.06 | 1040 | 0.3099 | 0.7831 | 0.8546 | 0.9267 | 0.9655 | 0.6394 | 0.8900 | 0.7685 | 0.9091 | 0.8402 | 0.9695 | 0.9289 | 0.5594 | 0.8137 | 0.6999 | 0.8434 | 0.7682 | 0.8685 | 0.9260 | | 0.1543 | 8.22 | 1060 | 0.3291 | 0.7921 | 0.8667 | 0.9294 | 0.9667 | 0.7434 | 0.9074 | 0.7434 | 0.9025 | 0.8251 | 0.9781 | 0.9357 | 0.6127 | 0.8145 | 0.6936 | 0.8460 | 0.7703 | 0.8720 | 0.9289 | | 0.2624 | 8.37 | 1080 | 0.3284 | 0.7884 | 0.8593 | 0.9247 | 0.9644 | 0.6802 | 0.8663 | 0.7915 | 0.9233 | 0.8317 | 0.9580 | 0.9297 | 0.5924 | 0.8031 | 0.7343 | 0.8332 | 0.7633 | 0.8631 | 0.9241 | | 0.1817 | 8.53 | 1100 | 0.3187 | 0.7848 | 0.8557 | 0.9255 | 0.9705 | 0.6361 | 0.9041 | 0.7843 | 0.8918 | 0.8460 | 0.9573 | 0.9265 | 0.5584 | 0.8179 | 0.7210 | 0.8371 | 0.7698 | 0.8626 | 0.9248 | | 0.1702 | 8.68 | 1120 | 0.3412 | 0.7737 | 0.8545 | 0.9252 | 0.9680 | 0.6271 | 0.8745 | 0.8030 | 0.9108 | 0.8296 | 0.9682 | 0.9285 | 0.5294 | 0.8047 | 0.6748 | 0.8430 | 0.7686 | 0.8673 | 0.9245 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-cityscapes-finetuned-coastTrain-grCoastline

# segformer-b4-cityscapes-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b4-cityscapes-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-cityscapes-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2751 - Mean Iou: 0.7477 - Mean Accuracy: 0.8306 - Overall Accuracy: 0.9274 - Accuracy Water: 0.9618 - Accuracy Whitewater: 0.5458 - Accuracy Sediment: 0.9189 - Accuracy Other Natural Terrain: 0.6111 - Accuracy Vegetation: 0.9584 - Accuracy Development: 0.8193 - Accuracy Unknown: 0.9989 - Iou Water: 0.9317 - Iou Whitewater: 0.4264 - Iou Sediment: 0.7904 - Iou Other Natural Terrain: 0.5618 - Iou Vegetation: 0.8457 - Iou Development: 0.6820 - Iou Unknown: 0.9958 - F1 Score: 0.9247 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 0.2133 | 0.24 | 20 | 0.5121 | 0.5418 | 0.6551 | 0.8537 | 0.9585 | 0.0 | 0.8618 | 0.0673 | 0.9007 | 0.7998 | 0.9976 | 0.9023 | 0.0 | 0.6459 | 0.0662 | 0.7036 | 0.4840 | 0.9902 | 0.8244 | | 0.414 | 0.49 | 40 | 0.3762 | 0.6200 | 0.7083 | 0.8876 | 0.9715 | 0.0 | 0.8827 | 0.6187 | 0.8259 | 0.6633 | 0.9959 | 0.9246 | 0.0 | 0.7128 | 0.4398 | 0.7463 | 0.5240 | 0.9926 | 0.8868 | | 0.1269 | 0.73 | 60 | 0.4382 | 0.5881 | 0.6925 | 0.8750 | 0.9318 | 0.0009 | 0.8038 | 0.2996 | 0.9384 | 0.8817 | 0.9916 | 0.8967 | 0.0009 | 0.6716 | 0.2920 | 0.7370 | 0.5281 | 0.9905 | 0.8642 | | 0.1997 | 0.98 | 80 | 0.3072 | 0.6505 | 0.7324 | 0.9091 | 0.9761 | 0.0012 | 0.8633 | 0.5977 | 0.9144 | 0.7777 | 0.9963 | 0.9201 | 0.0012 | 0.7241 | 0.5213 | 0.8180 | 0.5755 | 0.9932 | 0.9063 | | 0.1083 | 1.22 | 100 | 0.3962 | 0.6172 | 0.6949 | 0.8968 | 0.9637 | 0.0008 | 0.9391 | 0.4493 | 0.9514 | 0.5660 | 0.9938 | 0.9245 | 0.0008 | 0.6964 | 0.4157 | 0.7968 | 0.4937 | 0.9928 | 0.8887 | | 0.3105 | 1.46 | 120 | 0.2904 | 0.6512 | 0.7371 | 0.8982 | 0.9807 | 0.0948 | 0.9006 | 0.7090 | 0.8154 | 0.6621 | 0.9971 | 0.9235 | 0.0936 | 0.7400 | 0.4954 | 0.7695 | 0.5415 | 0.9947 | 0.8983 | | 0.2026 | 1.71 | 140 | 0.3171 | 0.6590 | 0.7377 | 0.9117 | 0.9627 | 0.0314 | 0.9322 | 0.5886 | 0.9180 | 0.7359 | 0.9952 | 0.9374 | 0.0308 | 0.7378 | 0.5309 | 0.8117 | 0.5706 | 0.9935 | 0.9089 | | 0.1502 | 1.95 | 160 | 0.2682 | 0.6830 | 0.7555 | 0.9097 | 0.9747 | 0.2278 | 0.8771 | 0.5280 | 0.9490 | 0.7334 | 0.9984 | 0.9210 | 0.2170 | 0.7785 | 0.4686 | 0.7951 | 0.6075 | 0.9934 | 0.9048 | | 0.0935 | 2.2 | 180 | 0.3351 | 0.6378 | 0.7209 | 0.9009 | 0.9776 | 0.0421 | 0.9416 | 0.7188 | 0.8390 | 0.5301 | 0.9967 | 0.9143 | 0.0421 | 0.6865 | 0.5566 | 0.8033 | 0.4677 | 0.9940 | 0.8991 | | 0.2849 | 2.44 | 200 | 0.2994 | 0.6750 | 0.7469 | 0.9177 | 0.9675 | 0.0987 | 0.9478 | 0.5966 | 0.9442 | 0.6781 | 0.9954 | 0.9286 | 0.0931 | 0.7319 | 0.5570 | 0.8430 | 0.5768 | 0.9943 | 0.9142 | | 0.4015 | 2.68 | 220 | 0.3270 | 0.6682 | 0.7424 | 0.9058 | 0.9778 | 0.1729 | 0.8825 | 0.4336 | 0.9693 | 0.7683 | 0.9924 | 0.9117 | 0.1667 | 0.7556 | 0.4112 | 0.7914 | 0.6490 | 0.9917 | 0.8978 | | 0.236 | 2.93 | 240 | 0.3329 | 0.6715 | 0.7520 | 0.9093 | 0.9707 | 0.1421 | 0.9684 | 0.6999 | 0.8499 | 0.6351 | 0.9981 | 0.9231 | 0.1363 | 0.7081 | 0.5718 | 0.8119 | 0.5550 | 0.9941 | 0.9083 | | 0.0648 | 3.17 | 260 | 0.2652 | 0.6981 | 0.7843 | 0.9186 | 0.9715 | 0.1933 | 0.8879 | 0.7052 | 0.8762 | 0.8578 | 0.9983 | 0.9202 | 0.1728 | 0.7617 | 0.5836 | 0.8319 | 0.6221 | 0.9942 | 0.9184 | | 0.1835 | 3.41 | 280 | 0.2945 | 0.6778 | 0.7568 | 0.9165 | 0.9734 | 0.0494 | 0.9337 | 0.6959 | 0.8648 | 0.7820 | 0.9986 | 0.9185 | 0.0483 | 0.7555 | 0.5665 | 0.8205 | 0.6412 | 0.9942 | 0.9154 | | 0.0845 | 3.66 | 300 | 0.3184 | 0.6904 | 0.7687 | 0.9124 | 0.9741 | 0.2469 | 0.9595 | 0.6890 | 0.8701 | 0.6442 | 0.9969 | 0.9117 | 0.2429 | 0.7297 | 0.5577 | 0.8332 | 0.5628 | 0.9949 | 0.9112 | | 0.1369 | 3.9 | 320 | 0.2729 | 0.7262 | 0.8066 | 0.9229 | 0.9706 | 0.3939 | 0.9080 | 0.5670 | 0.9483 | 0.8607 | 0.9976 | 0.9268 | 0.3526 | 0.7736 | 0.5358 | 0.8440 | 0.6550 | 0.9954 | 0.9195 | | 0.2455 | 4.15 | 340 | 0.2923 | 0.7087 | 0.7941 | 0.9148 | 0.9687 | 0.3314 | 0.9364 | 0.7874 | 0.8373 | 0.6999 | 0.9978 | 0.9457 | 0.2815 | 0.7742 | 0.5592 | 0.8056 | 0.5992 | 0.9954 | 0.9160 | | 0.1555 | 4.39 | 360 | 0.2976 | 0.6953 | 0.7665 | 0.9227 | 0.9694 | 0.1557 | 0.9383 | 0.6031 | 0.9438 | 0.7572 | 0.9977 | 0.9260 | 0.1480 | 0.7761 | 0.5530 | 0.8467 | 0.6235 | 0.9939 | 0.9194 | | 0.1789 | 4.63 | 380 | 0.2856 | 0.7085 | 0.7802 | 0.9229 | 0.9717 | 0.2405 | 0.9347 | 0.6306 | 0.9315 | 0.7538 | 0.9983 | 0.9227 | 0.2238 | 0.7697 | 0.5606 | 0.8466 | 0.6410 | 0.9948 | 0.9202 | | 0.1023 | 4.88 | 400 | 0.2929 | 0.7024 | 0.7723 | 0.9217 | 0.9639 | 0.2536 | 0.9496 | 0.6680 | 0.9365 | 0.6356 | 0.9988 | 0.9294 | 0.2279 | 0.7536 | 0.5796 | 0.8489 | 0.5825 | 0.9951 | 0.9191 | | 0.1112 | 5.12 | 420 | 0.3065 | 0.7011 | 0.7720 | 0.9210 | 0.9812 | 0.1859 | 0.9282 | 0.6461 | 0.9172 | 0.7497 | 0.9955 | 0.9220 | 0.1800 | 0.7803 | 0.5507 | 0.8348 | 0.6454 | 0.9944 | 0.9187 | | 0.1932 | 5.37 | 440 | 0.3091 | 0.7137 | 0.7938 | 0.9183 | 0.9588 | 0.3565 | 0.9580 | 0.6726 | 0.8990 | 0.7139 | 0.9980 | 0.9241 | 0.3106 | 0.7708 | 0.5589 | 0.8277 | 0.6077 | 0.9960 | 0.9170 | | 0.092 | 5.61 | 460 | 0.3078 | 0.7082 | 0.7831 | 0.9188 | 0.9659 | 0.2639 | 0.9494 | 0.6480 | 0.9015 | 0.7550 | 0.9979 | 0.9312 | 0.2488 | 0.7690 | 0.5543 | 0.8162 | 0.6422 | 0.9957 | 0.9170 | | 0.0515 | 5.85 | 480 | 0.3024 | 0.7363 | 0.8322 | 0.9208 | 0.9660 | 0.5072 | 0.9229 | 0.7492 | 0.8596 | 0.8222 | 0.9980 | 0.9318 | 0.3939 | 0.7716 | 0.5899 | 0.8228 | 0.6482 | 0.9959 | 0.9213 | | 0.1004 | 6.1 | 500 | 0.3174 | 0.7201 | 0.7917 | 0.9265 | 0.9707 | 0.2714 | 0.9527 | 0.5768 | 0.9471 | 0.8254 | 0.9976 | 0.9234 | 0.2468 | 0.7821 | 0.5443 | 0.8508 | 0.6974 | 0.9958 | 0.9228 | | 0.0747 | 6.34 | 520 | 0.3035 | 0.7158 | 0.7896 | 0.9233 | 0.9645 | 0.3336 | 0.9640 | 0.6184 | 0.9394 | 0.7088 | 0.9987 | 0.9279 | 0.2958 | 0.7659 | 0.5631 | 0.8517 | 0.6106 | 0.9958 | 0.9204 | | 0.205 | 6.59 | 540 | 0.2899 | 0.7245 | 0.8015 | 0.9234 | 0.9788 | 0.3345 | 0.9541 | 0.7218 | 0.8790 | 0.7447 | 0.9977 | 0.9340 | 0.3038 | 0.7685 | 0.5897 | 0.8380 | 0.6410 | 0.9961 | 0.9228 | | 0.0729 | 6.83 | 560 | 0.2751 | 0.7477 | 0.8306 | 0.9274 | 0.9618 | 0.5458 | 0.9189 | 0.6111 | 0.9584 | 0.8193 | 0.9989 | 0.9317 | 0.4264 | 0.7904 | 0.5618 | 0.8457 | 0.6820 | 0.9958 | 0.9247 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b5-ade-finetuned-grCoastline

# segformer-b5-ade-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-ade-640-640](https://huggingface.co/nvidia/segformer-b5-finetuned-ade-640-640) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2332 - Mean Iou: 0.6951 - Mean Accuracy: 0.7738 - Overall Accuracy: 0.9385 - Accuracy Water: 0.9780 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.8899 - Accuracy Other Natural Terrain: 0.7486 - Accuracy Vegetation: 0.9147 - Accuracy Development: 0.8882 - Accuracy Unknown: 0.9971 - Iou Water: 0.9630 - Iou Whitewater: 0.0 - Iou Sediment: 0.7578 - Iou Other Natural Terrain: 0.6446 - Iou Vegetation: 0.8528 - Iou Development: 0.6519 - Iou Unknown: 0.9957 - F1 Score: 0.9381 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.5035 | 0.24 | 20 | 1.3099 | 0.4529 | 0.5545 | 0.8166 | 0.7963 | 0.0007 | 0.7870 | 0.3478 | 0.8930 | 0.0604 | 0.9961 | 0.7606 | 0.0002 | 0.4736 | 0.2851 | 0.6104 | 0.0587 | 0.9819 | 0.8036 | | 1.152 | 0.49 | 40 | 0.8933 | 0.4479 | 0.5546 | 0.8317 | 0.9700 | 0.0 | 0.9422 | 0.1145 | 0.8493 | 0.0126 | 0.9933 | 0.8446 | 0.0 | 0.5935 | 0.1113 | 0.5820 | 0.0126 | 0.9911 | 0.7930 | | 1.3783 | 0.73 | 60 | 0.6157 | 0.5149 | 0.6084 | 0.8765 | 0.9728 | 0.0 | 0.9618 | 0.4069 | 0.9229 | 0.0020 | 0.9925 | 0.9109 | 0.0 | 0.5742 | 0.3812 | 0.7458 | 0.0020 | 0.9904 | 0.8560 | | 0.8913 | 0.98 | 80 | 0.5418 | 0.5547 | 0.6332 | 0.8979 | 0.9783 | 0.0 | 0.9290 | 0.5524 | 0.9609 | 0.0173 | 0.9945 | 0.9338 | 0.0 | 0.6919 | 0.4900 | 0.7569 | 0.0173 | 0.9927 | 0.8800 | | 0.9266 | 1.22 | 100 | 0.4282 | 0.5629 | 0.6421 | 0.9015 | 0.9816 | 0.0 | 0.9457 | 0.5864 | 0.9404 | 0.0447 | 0.9960 | 0.9308 | 0.0 | 0.6778 | 0.5128 | 0.7826 | 0.0443 | 0.9921 | 0.8855 | | 0.6905 | 1.46 | 120 | 0.3734 | 0.6016 | 0.6758 | 0.9091 | 0.9885 | 0.0 | 0.8944 | 0.6737 | 0.9081 | 0.2712 | 0.9944 | 0.9338 | 0.0 | 0.6825 | 0.5550 | 0.7875 | 0.2598 | 0.9929 | 0.9022 | | 0.7955 | 1.71 | 140 | 0.3400 | 0.6165 | 0.6850 | 0.9139 | 0.9705 | 0.0 | 0.8788 | 0.6373 | 0.9635 | 0.3481 | 0.9971 | 0.9335 | 0.0 | 0.7052 | 0.5782 | 0.7811 | 0.3233 | 0.9939 | 0.9077 | | 0.5851 | 1.95 | 160 | 0.2810 | 0.6500 | 0.7179 | 0.9262 | 0.9749 | 0.0 | 0.9234 | 0.7170 | 0.9375 | 0.4775 | 0.9951 | 0.9487 | 0.0 | 0.7511 | 0.6320 | 0.8105 | 0.4145 | 0.9932 | 0.9230 | | 0.4819 | 2.2 | 180 | 0.3615 | 0.5975 | 0.6868 | 0.8867 | 0.9779 | 0.0 | 0.9149 | 0.8533 | 0.6517 | 0.4151 | 0.9951 | 0.9454 | 0.0 | 0.7422 | 0.4986 | 0.6207 | 0.3815 | 0.9938 | 0.8866 | | 0.8142 | 2.44 | 200 | 0.2637 | 0.6706 | 0.7485 | 0.9273 | 0.9840 | 0.0 | 0.8588 | 0.8254 | 0.8505 | 0.7243 | 0.9964 | 0.9556 | 0.0 | 0.7779 | 0.6342 | 0.7910 | 0.5411 | 0.9942 | 0.9276 | | 0.396 | 2.68 | 220 | 0.2642 | 0.6508 | 0.7275 | 0.9186 | 0.9856 | 0.0 | 0.8634 | 0.7820 | 0.8452 | 0.6203 | 0.9958 | 0.9544 | 0.0 | 0.7546 | 0.5842 | 0.7684 | 0.4998 | 0.9943 | 0.9184 | | 0.7178 | 2.93 | 240 | 0.2661 | 0.6598 | 0.7391 | 0.9222 | 0.9805 | 0.0 | 0.9402 | 0.7458 | 0.8377 | 0.6709 | 0.9988 | 0.9449 | 0.0 | 0.7474 | 0.5932 | 0.7888 | 0.5511 | 0.9934 | 0.9214 | | 0.5699 | 3.17 | 260 | 0.2108 | 0.6815 | 0.7540 | 0.9326 | 0.9827 | 0.0 | 0.8490 | 0.7546 | 0.9139 | 0.7804 | 0.9975 | 0.9517 | 0.0 | 0.7857 | 0.6459 | 0.8094 | 0.5831 | 0.9947 | 0.9319 | | 0.3768 | 3.41 | 280 | 0.2256 | 0.6891 | 0.7628 | 0.9363 | 0.9820 | 0.0 | 0.9426 | 0.7842 | 0.8824 | 0.7533 | 0.9952 | 0.9578 | 0.0 | 0.7728 | 0.6568 | 0.8343 | 0.6079 | 0.9941 | 0.9359 | | 0.7524 | 3.66 | 300 | 0.2295 | 0.6758 | 0.7427 | 0.9314 | 0.9924 | 0.0 | 0.8485 | 0.7430 | 0.9262 | 0.6945 | 0.9944 | 0.9477 | 0.0 | 0.7486 | 0.6275 | 0.8293 | 0.5848 | 0.9929 | 0.9298 | | 0.3174 | 3.9 | 320 | 0.2178 | 0.6780 | 0.7516 | 0.9319 | 0.9830 | 0.0 | 0.8744 | 0.7954 | 0.8833 | 0.7275 | 0.9979 | 0.9616 | 0.0 | 0.7345 | 0.6312 | 0.8332 | 0.5905 | 0.9953 | 0.9318 | | 0.2191 | 4.15 | 340 | 0.2237 | 0.6714 | 0.7378 | 0.9311 | 0.9798 | 0.0 | 0.8692 | 0.8005 | 0.9113 | 0.6081 | 0.9954 | 0.9570 | 0.0 | 0.7618 | 0.6360 | 0.8232 | 0.5276 | 0.9944 | 0.9302 | | 0.2526 | 4.39 | 360 | 0.2836 | 0.6616 | 0.7510 | 0.9192 | 0.9774 | 0.0 | 0.9351 | 0.7824 | 0.7882 | 0.7770 | 0.9973 | 0.9458 | 0.0 | 0.7342 | 0.5903 | 0.7671 | 0.5989 | 0.9951 | 0.9197 | | 0.2428 | 4.63 | 380 | 0.2368 | 0.6873 | 0.7704 | 0.9316 | 0.9720 | 0.0 | 0.8632 | 0.8565 | 0.8365 | 0.8667 | 0.9981 | 0.9570 | 0.0 | 0.7836 | 0.6500 | 0.7979 | 0.6281 | 0.9948 | 0.9326 | | 0.138 | 4.88 | 400 | 0.2237 | 0.6921 | 0.7655 | 0.9382 | 0.9765 | 0.0 | 0.8913 | 0.7857 | 0.9087 | 0.7983 | 0.9982 | 0.9618 | 0.0 | 0.7210 | 0.6680 | 0.8635 | 0.6355 | 0.9950 | 0.9382 | | 0.2074 | 5.12 | 420 | 0.2075 | 0.6903 | 0.7617 | 0.9382 | 0.9855 | 0.0 | 0.8654 | 0.7844 | 0.9180 | 0.7821 | 0.9967 | 0.9614 | 0.0 | 0.7368 | 0.6624 | 0.8591 | 0.6175 | 0.9953 | 0.9377 | | 0.4849 | 5.37 | 440 | 0.2016 | 0.6957 | 0.7713 | 0.9394 | 0.9873 | 0.0 | 0.8818 | 0.7709 | 0.9085 | 0.8538 | 0.9965 | 0.9497 | 0.0 | 0.7560 | 0.6707 | 0.8621 | 0.6362 | 0.9950 | 0.9390 | | 0.2335 | 5.61 | 460 | 0.2293 | 0.6909 | 0.7638 | 0.9369 | 0.9848 | 0.0 | 0.8796 | 0.7226 | 0.9309 | 0.8326 | 0.9963 | 0.9568 | 0.0 | 0.7373 | 0.6366 | 0.8538 | 0.6566 | 0.9950 | 0.9358 | | 0.2768 | 5.85 | 480 | 0.2453 | 0.6866 | 0.7644 | 0.9347 | 0.9764 | 0.0 | 0.9604 | 0.6923 | 0.9087 | 0.8168 | 0.9966 | 0.9562 | 0.0 | 0.7478 | 0.6367 | 0.8314 | 0.6390 | 0.9952 | 0.9335 | | 0.1383 | 6.1 | 500 | 0.2322 | 0.6865 | 0.7570 | 0.9361 | 0.9547 | 0.0 | 0.8865 | 0.7609 | 0.9475 | 0.7510 | 0.9984 | 0.9443 | 0.0 | 0.7323 | 0.6723 | 0.8516 | 0.6097 | 0.9953 | 0.9354 | | 0.3734 | 6.34 | 520 | 0.2335 | 0.6890 | 0.7657 | 0.9361 | 0.9877 | 0.0 | 0.8494 | 0.7954 | 0.8919 | 0.8377 | 0.9976 | 0.9586 | 0.0 | 0.7192 | 0.6598 | 0.8515 | 0.6386 | 0.9952 | 0.9360 | | 0.131 | 6.59 | 540 | 0.2459 | 0.6849 | 0.7626 | 0.9362 | 0.9848 | 0.0 | 0.8292 | 0.7209 | 0.9426 | 0.8628 | 0.9981 | 0.9605 | 0.0 | 0.7203 | 0.6425 | 0.8589 | 0.6173 | 0.9951 | 0.9351 | | 0.1874 | 6.83 | 560 | 0.2642 | 0.6761 | 0.7504 | 0.9308 | 0.9756 | 0.0 | 0.9512 | 0.7777 | 0.8681 | 0.6823 | 0.9975 | 0.9611 | 0.0 | 0.7349 | 0.6306 | 0.8235 | 0.5873 | 0.9954 | 0.9306 | | 0.1282 | 7.07 | 580 | 0.2463 | 0.6883 | 0.7588 | 0.9380 | 0.9841 | 0.0 | 0.8800 | 0.7561 | 0.9309 | 0.7636 | 0.9970 | 0.9629 | 0.0 | 0.7370 | 0.6487 | 0.8647 | 0.6093 | 0.9954 | 0.9373 | | 0.1173 | 7.32 | 600 | 0.2412 | 0.6898 | 0.7661 | 0.9374 | 0.9778 | 0.0 | 0.8615 | 0.7889 | 0.9097 | 0.8267 | 0.9981 | 0.9609 | 0.0 | 0.7282 | 0.6603 | 0.8610 | 0.6225 | 0.9954 | 0.9374 | | 0.1012 | 7.56 | 620 | 0.2550 | 0.6869 | 0.7623 | 0.9353 | 0.9837 | 0.0 | 0.8689 | 0.7977 | 0.8907 | 0.7985 | 0.9968 | 0.9623 | 0.0 | 0.7376 | 0.6455 | 0.8458 | 0.6219 | 0.9951 | 0.9353 | | 0.2309 | 7.8 | 640 | 0.2549 | 0.6920 | 0.7595 | 0.9386 | 0.9840 | 0.0 | 0.8390 | 0.7803 | 0.9350 | 0.7801 | 0.9979 | 0.9619 | 0.0 | 0.7304 | 0.6571 | 0.8609 | 0.6381 | 0.9956 | 0.9378 | | 0.1986 | 8.05 | 660 | 0.2270 | 0.6979 | 0.7668 | 0.9405 | 0.9781 | 0.0 | 0.9063 | 0.7757 | 0.9203 | 0.7895 | 0.9980 | 0.9625 | 0.0 | 0.7509 | 0.6640 | 0.8620 | 0.6503 | 0.9955 | 0.9400 | | 0.5972 | 8.29 | 680 | 0.2307 | 0.6997 | 0.7714 | 0.9404 | 0.9743 | 0.0 | 0.8955 | 0.7639 | 0.9248 | 0.8432 | 0.9983 | 0.9610 | 0.0 | 0.7591 | 0.6594 | 0.8578 | 0.6650 | 0.9953 | 0.9399 | | 0.1218 | 8.54 | 700 | 0.2914 | 0.6734 | 0.7541 | 0.9223 | 0.9829 | 0.0 | 0.8578 | 0.8144 | 0.8106 | 0.8157 | 0.9974 | 0.9621 | 0.0 | 0.7434 | 0.5823 | 0.7703 | 0.6606 | 0.9950 | 0.9234 | | 0.1051 | 8.78 | 720 | 0.2212 | 0.7029 | 0.7755 | 0.9422 | 0.9849 | 0.0 | 0.9237 | 0.7433 | 0.9202 | 0.8598 | 0.9969 | 0.9628 | 0.0 | 0.7848 | 0.6672 | 0.8522 | 0.6582 | 0.9953 | 0.9413 | | 0.1204 | 9.02 | 740 | 0.2667 | 0.6915 | 0.7636 | 0.9368 | 0.9875 | 0.0 | 0.9098 | 0.6347 | 0.9566 | 0.8601 | 0.9967 | 0.9605 | 0.0 | 0.7803 | 0.6052 | 0.8308 | 0.6681 | 0.9955 | 0.9341 | | 0.2844 | 9.27 | 760 | 0.2356 | 0.6913 | 0.7635 | 0.9352 | 0.9815 | 0.0 | 0.8728 | 0.7781 | 0.8930 | 0.8201 | 0.9990 | 0.9614 | 0.0 | 0.7466 | 0.6327 | 0.8340 | 0.6686 | 0.9956 | 0.9349 | | 0.1134 | 9.51 | 780 | 0.2499 | 0.6941 | 0.7668 | 0.9372 | 0.9848 | 0.0 | 0.8818 | 0.7850 | 0.8968 | 0.8228 | 0.9968 | 0.9640 | 0.0 | 0.7495 | 0.6446 | 0.8432 | 0.6619 | 0.9958 | 0.9370 | | 0.6034 | 9.76 | 800 | 0.2462 | 0.6932 | 0.7635 | 0.9371 | 0.9826 | 0.0 | 0.9008 | 0.7640 | 0.9119 | 0.7903 | 0.9949 | 0.9619 | 0.0 | 0.7692 | 0.6418 | 0.8382 | 0.6471 | 0.9944 | 0.9365 | | 0.088 | 10.0 | 820 | 0.2285 | 0.7030 | 0.7754 | 0.9417 | 0.9862 | 0.0 | 0.9104 | 0.7763 | 0.9045 | 0.8533 | 0.9969 | 0.9643 | 0.0 | 0.7718 | 0.6665 | 0.8539 | 0.6686 | 0.9956 | 0.9412 | | 0.0965 | 10.24 | 840 | 0.2332 | 0.6951 | 0.7738 | 0.9385 | 0.9780 | 0.0 | 0.8899 | 0.7486 | 0.9147 | 0.8882 | 0.9971 | 0.9630 | 0.0 | 0.7578 | 0.6446 | 0.8528 | 0.6519 | 0.9957 | 0.9381 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-ade-finetuned-grCoastline

# segformer-b4-ade-finetuned-grCoastline This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2116 - Mean Iou: 0.7207 - Mean Accuracy: 0.7864 - Overall Accuracy: 0.9441 - Accuracy Water: 0.9915 - Accuracy Whitewater: 0.0 - Accuracy Sediment: 0.9083 - Accuracy Other Natural Terrain: 0.8596 - Accuracy Vegetation: 0.8771 - Accuracy Development: 0.8701 - Accuracy Unknown: 0.9983 - Iou Water: 0.9580 - Iou Whitewater: 0.0 - Iou Sediment: 0.8691 - Iou Other Natural Terrain: 0.7108 - Iou Vegetation: 0.8236 - Iou Development: 0.6878 - Iou Unknown: 0.9957 - F1 Score: 0.9437 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 30 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 1.4532 | 0.24 | 20 | 1.3435 | 0.4211 | 0.5264 | 0.7441 | 0.7775 | 0.0 | 0.2537 | 0.5410 | 0.7502 | 0.3664 | 0.9961 | 0.6995 | 0.0 | 0.2230 | 0.3135 | 0.4349 | 0.3008 | 0.9758 | 0.7366 | | 1.0467 | 0.49 | 40 | 0.8901 | 0.4799 | 0.5609 | 0.8306 | 0.9261 | 0.0 | 0.6581 | 0.3109 | 0.9513 | 0.0809 | 0.9992 | 0.8704 | 0.0 | 0.5553 | 0.3049 | 0.5627 | 0.0804 | 0.9860 | 0.8109 | | 0.9494 | 0.73 | 60 | 0.6358 | 0.5209 | 0.5972 | 0.8680 | 0.9788 | 0.0 | 0.8070 | 0.4142 | 0.9622 | 0.0220 | 0.9964 | 0.9044 | 0.0 | 0.6693 | 0.4008 | 0.6578 | 0.0220 | 0.9921 | 0.8452 | | 0.6118 | 0.98 | 80 | 0.5235 | 0.5454 | 0.6191 | 0.8834 | 0.9836 | 0.0 | 0.8558 | 0.5071 | 0.9635 | 0.0283 | 0.9951 | 0.9172 | 0.0 | 0.6969 | 0.4748 | 0.7090 | 0.0282 | 0.9914 | 0.8625 | | 0.5458 | 1.22 | 100 | 0.4739 | 0.5846 | 0.6514 | 0.8875 | 0.9514 | 0.0 | 0.8431 | 0.5217 | 0.9639 | 0.2829 | 0.9967 | 0.9258 | 0.0 | 0.7593 | 0.4726 | 0.6684 | 0.2728 | 0.9930 | 0.8793 | | 0.5935 | 1.46 | 120 | 0.3786 | 0.6090 | 0.6793 | 0.9055 | 0.9774 | 0.0 | 0.9195 | 0.7271 | 0.8854 | 0.2475 | 0.9980 | 0.9221 | 0.0 | 0.7820 | 0.5782 | 0.7474 | 0.2415 | 0.9921 | 0.8969 | | 0.616 | 1.71 | 140 | 0.3630 | 0.6382 | 0.7043 | 0.9141 | 0.9845 | 0.0 | 0.9106 | 0.7205 | 0.8929 | 0.4243 | 0.9975 | 0.9132 | 0.0 | 0.7515 | 0.6445 | 0.7799 | 0.3859 | 0.9920 | 0.9090 | | 0.6891 | 1.95 | 160 | 0.3563 | 0.6249 | 0.6897 | 0.9049 | 0.9912 | 0.0 | 0.8575 | 0.5156 | 0.9541 | 0.5139 | 0.9955 | 0.9010 | 0.0 | 0.7908 | 0.4895 | 0.7447 | 0.4577 | 0.9906 | 0.8978 | | 0.3915 | 2.2 | 180 | 0.3039 | 0.6420 | 0.7094 | 0.9122 | 0.9690 | 0.0 | 0.8829 | 0.7779 | 0.8809 | 0.4559 | 0.9990 | 0.9296 | 0.0 | 0.8211 | 0.5859 | 0.7445 | 0.4225 | 0.9901 | 0.9093 | | 0.478 | 2.44 | 200 | 0.2957 | 0.6661 | 0.7380 | 0.9201 | 0.9884 | 0.0 | 0.8179 | 0.8009 | 0.8854 | 0.6765 | 0.9973 | 0.9150 | 0.0 | 0.7697 | 0.6348 | 0.7986 | 0.5532 | 0.9916 | 0.9186 | | 0.2891 | 2.68 | 220 | 0.2687 | 0.6781 | 0.7439 | 0.9258 | 0.9890 | 0.0 | 0.9161 | 0.7389 | 0.8977 | 0.6776 | 0.9881 | 0.9253 | 0.0 | 0.8384 | 0.6330 | 0.7898 | 0.5726 | 0.9874 | 0.9238 | | 0.3432 | 2.93 | 240 | 0.2629 | 0.6725 | 0.7379 | 0.9246 | 0.9752 | 0.0 | 0.9444 | 0.7407 | 0.8825 | 0.6246 | 0.9976 | 0.9308 | 0.0 | 0.8389 | 0.6136 | 0.7804 | 0.5506 | 0.9935 | 0.9224 | | 0.4379 | 3.17 | 260 | 0.2528 | 0.6787 | 0.7360 | 0.9283 | 0.9837 | 0.0 | 0.9170 | 0.7116 | 0.9280 | 0.6139 | 0.9974 | 0.9422 | 0.0 | 0.8382 | 0.6218 | 0.7870 | 0.5687 | 0.9931 | 0.9255 | | 0.2129 | 3.41 | 280 | 0.2250 | 0.6775 | 0.7401 | 0.9264 | 0.9911 | 0.0 | 0.9001 | 0.6653 | 0.9301 | 0.7006 | 0.9936 | 0.9330 | 0.0 | 0.8456 | 0.6021 | 0.7849 | 0.5853 | 0.9918 | 0.9237 | | 0.1941 | 3.66 | 300 | 0.2191 | 0.6943 | 0.7621 | 0.9336 | 0.9770 | 0.0 | 0.9426 | 0.8365 | 0.8619 | 0.7193 | 0.9974 | 0.9377 | 0.0 | 0.8296 | 0.6934 | 0.8076 | 0.5981 | 0.9938 | 0.9325 | | 0.3357 | 3.9 | 320 | 0.2315 | 0.6841 | 0.7582 | 0.9267 | 0.9782 | 0.0 | 0.8671 | 0.7910 | 0.8801 | 0.7948 | 0.9961 | 0.9322 | 0.0 | 0.8089 | 0.6298 | 0.8011 | 0.6240 | 0.9926 | 0.9261 | | 0.2456 | 4.15 | 340 | 0.2462 | 0.6904 | 0.7586 | 0.9303 | 0.9895 | 0.0 | 0.9229 | 0.6965 | 0.8897 | 0.8146 | 0.9970 | 0.9339 | 0.0 | 0.8563 | 0.6091 | 0.7915 | 0.6476 | 0.9947 | 0.9284 | | 0.3712 | 4.39 | 360 | 0.2366 | 0.6918 | 0.7696 | 0.9307 | 0.9848 | 0.0 | 0.8491 | 0.8504 | 0.8689 | 0.8389 | 0.9951 | 0.9514 | 0.0 | 0.8085 | 0.6517 | 0.8102 | 0.6272 | 0.9935 | 0.9311 | | 0.4034 | 4.63 | 380 | 0.2442 | 0.6854 | 0.7691 | 0.9254 | 0.9799 | 0.0 | 0.9505 | 0.8457 | 0.7848 | 0.8289 | 0.9940 | 0.9361 | 0.0 | 0.8287 | 0.6650 | 0.7533 | 0.6215 | 0.9930 | 0.9248 | | 0.1794 | 4.88 | 400 | 0.2162 | 0.6951 | 0.7555 | 0.9338 | 0.9831 | 0.0 | 0.8868 | 0.7703 | 0.9249 | 0.7271 | 0.9967 | 0.9449 | 0.0 | 0.8392 | 0.6450 | 0.8101 | 0.6320 | 0.9945 | 0.9324 | | 0.3036 | 5.12 | 420 | 0.2356 | 0.6869 | 0.7514 | 0.9303 | 0.9889 | 0.0 | 0.9184 | 0.6697 | 0.9145 | 0.7701 | 0.9983 | 0.9289 | 0.0 | 0.8442 | 0.6064 | 0.8075 | 0.6280 | 0.9932 | 0.9277 | | 0.1948 | 5.37 | 440 | 0.2138 | 0.6963 | 0.7661 | 0.9333 | 0.9801 | 0.0 | 0.8889 | 0.8187 | 0.8823 | 0.7944 | 0.9982 | 0.9443 | 0.0 | 0.8363 | 0.6453 | 0.8165 | 0.6381 | 0.9939 | 0.9330 | | 0.5839 | 5.61 | 460 | 0.2248 | 0.6998 | 0.7699 | 0.9350 | 0.9913 | 0.0 | 0.9310 | 0.7673 | 0.8695 | 0.8340 | 0.9966 | 0.9330 | 0.0 | 0.8511 | 0.6645 | 0.8143 | 0.6420 | 0.9936 | 0.9338 | | 0.2039 | 5.85 | 480 | 0.2311 | 0.6949 | 0.7695 | 0.9300 | 0.9801 | 0.0 | 0.8510 | 0.8609 | 0.8619 | 0.8362 | 0.9967 | 0.9417 | 0.0 | 0.8106 | 0.6365 | 0.8076 | 0.6740 | 0.9942 | 0.9304 | | 0.1818 | 6.1 | 500 | 0.2297 | 0.7037 | 0.7794 | 0.9338 | 0.9788 | 0.0 | 0.9420 | 0.8915 | 0.8103 | 0.8374 | 0.9955 | 0.9417 | 0.0 | 0.8651 | 0.6649 | 0.7871 | 0.6730 | 0.9942 | 0.9338 | | 0.1637 | 6.34 | 520 | 0.1984 | 0.7105 | 0.7757 | 0.9389 | 0.9817 | 0.0 | 0.9503 | 0.8314 | 0.8634 | 0.8062 | 0.9969 | 0.9409 | 0.0 | 0.8601 | 0.6899 | 0.8123 | 0.6756 | 0.9946 | 0.9380 | | 0.2034 | 6.59 | 540 | 0.1970 | 0.7170 | 0.7771 | 0.9426 | 0.9875 | 0.0 | 0.8953 | 0.8225 | 0.9205 | 0.8200 | 0.9939 | 0.9478 | 0.0 | 0.8602 | 0.7085 | 0.8317 | 0.6781 | 0.9926 | 0.9418 | | 0.2673 | 6.83 | 560 | 0.2055 | 0.7111 | 0.7800 | 0.9400 | 0.9907 | 0.0 | 0.9323 | 0.8022 | 0.8739 | 0.8651 | 0.9957 | 0.9366 | 0.0 | 0.8675 | 0.6941 | 0.8262 | 0.6591 | 0.9939 | 0.9392 | | 0.2446 | 7.07 | 580 | 0.2391 | 0.6769 | 0.7454 | 0.9286 | 0.9829 | 0.0 | 0.9409 | 0.9085 | 0.8298 | 0.5581 | 0.9979 | 0.9531 | 0.0 | 0.8470 | 0.6501 | 0.7880 | 0.5054 | 0.9944 | 0.9274 | | 0.1747 | 7.32 | 600 | 0.2450 | 0.6993 | 0.7642 | 0.9351 | 0.9872 | 0.0 | 0.9200 | 0.7115 | 0.9121 | 0.8223 | 0.9967 | 0.9458 | 0.0 | 0.8690 | 0.6249 | 0.8060 | 0.6552 | 0.9939 | 0.9335 | | 0.1262 | 7.56 | 620 | 0.2595 | 0.6955 | 0.7652 | 0.9315 | 0.9878 | 0.0 | 0.9453 | 0.7199 | 0.8657 | 0.8406 | 0.9970 | 0.9399 | 0.0 | 0.8588 | 0.6152 | 0.7856 | 0.6745 | 0.9946 | 0.9298 | | 0.1223 | 7.8 | 640 | 0.2334 | 0.7028 | 0.7704 | 0.9339 | 0.9861 | 0.0 | 0.9214 | 0.8069 | 0.8572 | 0.8234 | 0.9977 | 0.9527 | 0.0 | 0.8672 | 0.6354 | 0.7841 | 0.6854 | 0.9948 | 0.9334 | | 0.0915 | 8.05 | 660 | 0.2561 | 0.6879 | 0.7660 | 0.9258 | 0.9905 | 0.0 | 0.8363 | 0.8988 | 0.8221 | 0.8176 | 0.9967 | 0.9483 | 0.0 | 0.8053 | 0.6239 | 0.7819 | 0.6615 | 0.9946 | 0.9266 | | 0.1095 | 8.29 | 680 | 0.2018 | 0.7179 | 0.7813 | 0.9431 | 0.9851 | 0.0 | 0.9306 | 0.7844 | 0.9086 | 0.8650 | 0.9950 | 0.9425 | 0.0 | 0.8742 | 0.6973 | 0.8350 | 0.6831 | 0.9933 | 0.9421 | | 0.196 | 8.54 | 700 | 0.2125 | 0.7115 | 0.7834 | 0.9392 | 0.9800 | 0.0 | 0.9376 | 0.8437 | 0.8523 | 0.8722 | 0.9979 | 0.9515 | 0.0 | 0.8737 | 0.6855 | 0.8046 | 0.6707 | 0.9947 | 0.9389 | | 0.1548 | 8.78 | 720 | 0.1893 | 0.7261 | 0.7833 | 0.9467 | 0.9830 | 0.0 | 0.9370 | 0.8452 | 0.9035 | 0.8170 | 0.9973 | 0.9545 | 0.0 | 0.8776 | 0.7329 | 0.8299 | 0.6936 | 0.9944 | 0.9458 | | 0.1376 | 9.02 | 740 | 0.2467 | 0.7101 | 0.7706 | 0.9394 | 0.9868 | 0.0 | 0.9268 | 0.7615 | 0.9067 | 0.8150 | 0.9977 | 0.9536 | 0.0 | 0.8685 | 0.6624 | 0.8077 | 0.6831 | 0.9952 | 0.9381 | | 0.1569 | 9.27 | 760 | 0.2038 | 0.7184 | 0.7823 | 0.9432 | 0.9904 | 0.0 | 0.9064 | 0.8209 | 0.8961 | 0.8651 | 0.9976 | 0.9505 | 0.0 | 0.8672 | 0.7048 | 0.8265 | 0.6845 | 0.9952 | 0.9425 | | 0.1633 | 9.51 | 780 | 0.1953 | 0.7213 | 0.7820 | 0.9443 | 0.9882 | 0.0 | 0.9093 | 0.8436 | 0.8986 | 0.8371 | 0.9975 | 0.9499 | 0.0 | 0.8690 | 0.7129 | 0.8304 | 0.6919 | 0.9950 | 0.9436 | | 0.1501 | 9.76 | 800 | 0.2605 | 0.7013 | 0.7688 | 0.9352 | 0.9799 | 0.0 | 0.8636 | 0.8899 | 0.8816 | 0.7689 | 0.9975 | 0.9573 | 0.0 | 0.8129 | 0.6623 | 0.8220 | 0.6595 | 0.9950 | 0.9353 | | 0.2376 | 10.0 | 820 | 0.2071 | 0.7186 | 0.7850 | 0.9438 | 0.9922 | 0.0 | 0.9306 | 0.8279 | 0.8795 | 0.8683 | 0.9962 | 0.9505 | 0.0 | 0.8731 | 0.7145 | 0.8282 | 0.6695 | 0.9947 | 0.9431 | | 0.0856 | 10.24 | 840 | 0.2190 | 0.7113 | 0.7689 | 0.9410 | 0.9878 | 0.0 | 0.9119 | 0.8175 | 0.9127 | 0.7559 | 0.9964 | 0.9583 | 0.0 | 0.8737 | 0.6801 | 0.8152 | 0.6568 | 0.9948 | 0.9401 | | 0.2257 | 10.49 | 860 | 0.2133 | 0.7124 | 0.7847 | 0.9402 | 0.9871 | 0.0 | 0.9328 | 0.8304 | 0.8554 | 0.8895 | 0.9980 | 0.9565 | 0.0 | 0.8557 | 0.7005 | 0.8108 | 0.6686 | 0.9948 | 0.9398 | | 0.2022 | 10.73 | 880 | 0.2517 | 0.7030 | 0.7746 | 0.9355 | 0.9845 | 0.0 | 0.8451 | 0.8379 | 0.8945 | 0.8631 | 0.9973 | 0.9514 | 0.0 | 0.8109 | 0.6656 | 0.8229 | 0.6754 | 0.9949 | 0.9353 | | 0.0923 | 10.98 | 900 | 0.2118 | 0.7122 | 0.7717 | 0.9416 | 0.9863 | 0.0 | 0.8904 | 0.8660 | 0.9057 | 0.7555 | 0.9979 | 0.9563 | 0.0 | 0.8418 | 0.7016 | 0.8320 | 0.6582 | 0.9952 | 0.9409 | | 0.1639 | 11.22 | 920 | 0.1961 | 0.7244 | 0.7817 | 0.9471 | 0.9835 | 0.0 | 0.9354 | 0.8432 | 0.9118 | 0.8013 | 0.9967 | 0.9584 | 0.0 | 0.8649 | 0.7337 | 0.8397 | 0.6790 | 0.9951 | 0.9462 | | 0.0676 | 11.46 | 940 | 0.2238 | 0.7135 | 0.7829 | 0.9421 | 0.9885 | 0.0 | 0.9482 | 0.7915 | 0.8765 | 0.8784 | 0.9973 | 0.9503 | 0.0 | 0.8653 | 0.7000 | 0.8282 | 0.6555 | 0.9952 | 0.9413 | | 0.056 | 11.71 | 960 | 0.1908 | 0.7284 | 0.7848 | 0.9478 | 0.9862 | 0.0 | 0.9206 | 0.8434 | 0.9143 | 0.8319 | 0.9973 | 0.9583 | 0.0 | 0.8724 | 0.7308 | 0.8375 | 0.7048 | 0.9948 | 0.9470 | | 0.1205 | 11.95 | 980 | 0.2000 | 0.7248 | 0.7914 | 0.9457 | 0.9844 | 0.0 | 0.9377 | 0.8256 | 0.8807 | 0.9132 | 0.9986 | 0.9581 | 0.0 | 0.8681 | 0.7249 | 0.8265 | 0.7016 | 0.9947 | 0.9450 | | 0.0429 | 12.2 | 1000 | 0.1937 | 0.7285 | 0.7865 | 0.9476 | 0.9856 | 0.0 | 0.9298 | 0.8327 | 0.9064 | 0.8529 | 0.9982 | 0.9590 | 0.0 | 0.8687 | 0.7326 | 0.8335 | 0.7108 | 0.9952 | 0.9468 | | 0.0992 | 12.44 | 1020 | 0.2081 | 0.7225 | 0.7858 | 0.9448 | 0.9863 | 0.0 | 0.9394 | 0.8478 | 0.8780 | 0.8522 | 0.9972 | 0.9576 | 0.0 | 0.8668 | 0.7191 | 0.8230 | 0.6955 | 0.9953 | 0.9441 | | 0.089 | 12.68 | 1040 | 0.2044 | 0.7243 | 0.7812 | 0.9466 | 0.9832 | 0.0 | 0.9240 | 0.8403 | 0.9128 | 0.8095 | 0.9987 | 0.9561 | 0.0 | 0.8724 | 0.7274 | 0.8351 | 0.6844 | 0.9949 | 0.9457 | | 0.1252 | 12.93 | 1060 | 0.2146 | 0.7138 | 0.7750 | 0.9417 | 0.9824 | 0.0 | 0.9125 | 0.8768 | 0.8895 | 0.7662 | 0.9973 | 0.9573 | 0.0 | 0.8521 | 0.6993 | 0.8267 | 0.6659 | 0.9950 | 0.9412 | | 0.3201 | 13.17 | 1080 | 0.2169 | 0.7197 | 0.7849 | 0.9439 | 0.9796 | 0.0 | 0.9489 | 0.8613 | 0.8713 | 0.8352 | 0.9977 | 0.9580 | 0.0 | 0.8636 | 0.7225 | 0.8209 | 0.6774 | 0.9955 | 0.9434 | | 0.101 | 13.41 | 1100 | 0.2023 | 0.7268 | 0.7848 | 0.9482 | 0.9871 | 0.0 | 0.9314 | 0.8350 | 0.9111 | 0.8315 | 0.9978 | 0.9587 | 0.0 | 0.8702 | 0.7416 | 0.8412 | 0.6806 | 0.9952 | 0.9473 | | 0.0522 | 13.66 | 1120 | 0.2116 | 0.7207 | 0.7864 | 0.9441 | 0.9915 | 0.0 | 0.9083 | 0.8596 | 0.8771 | 0.8701 | 0.9983 | 0.9580 | 0.0 | 0.8691 | 0.7108 | 0.8236 | 0.6878 | 0.9957 | 0.9437 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b5-ade-finetuned-coastTrain-grCoastline

# segformer-b5-ade-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b5-ade-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b5-ade-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.1862 - Mean Iou: 0.7261 - Mean Accuracy: 0.7941 - Overall Accuracy: 0.9457 - Accuracy Water: 0.9892 - Accuracy Whitewater: 0.1212 - Accuracy Sediment: 0.8832 - Accuracy Other Natural Terrain: 0.9089 - Accuracy Vegetation: 0.8620 - Accuracy Development: 0.7955 - Accuracy Unknown: 0.9987 - Iou Water: 0.9551 - Iou Whitewater: 0.1179 - Iou Sediment: 0.8407 - Iou Other Natural Terrain: 0.7579 - Iou Vegetation: 0.8186 - Iou Development: 0.5970 - Iou Unknown: 0.9957 - F1 Score: 0.9457 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 0.3949 | 0.24 | 20 | 0.4674 | 0.5533 | 0.6548 | 0.8647 | 0.9629 | 0.0 | 0.8258 | 0.3380 | 0.8635 | 0.5954 | 0.9980 | 0.8563 | 0.0 | 0.5989 | 0.2978 | 0.6772 | 0.4600 | 0.9826 | 0.8527 | | 0.3836 | 0.49 | 40 | 0.3509 | 0.6135 | 0.6996 | 0.8983 | 0.9860 | 0.0 | 0.9063 | 0.4811 | 0.8910 | 0.6351 | 0.9974 | 0.9202 | 0.0 | 0.7089 | 0.4491 | 0.6990 | 0.5252 | 0.9922 | 0.8914 | | 0.4461 | 0.73 | 60 | 0.2453 | 0.6595 | 0.7407 | 0.9222 | 0.9948 | 0.0 | 0.8439 | 0.8332 | 0.8203 | 0.6988 | 0.9937 | 0.9202 | 0.0 | 0.7836 | 0.6604 | 0.7620 | 0.4984 | 0.9916 | 0.9219 | | 0.7886 | 0.98 | 80 | 0.2794 | 0.6594 | 0.7302 | 0.9222 | 0.9841 | 0.0004 | 0.8601 | 0.6668 | 0.9358 | 0.6682 | 0.9962 | 0.9314 | 0.0004 | 0.8039 | 0.6086 | 0.7510 | 0.5271 | 0.9931 | 0.9198 | | 0.2695 | 1.22 | 100 | 0.2217 | 0.6871 | 0.7557 | 0.9326 | 0.9879 | 0.0 | 0.9150 | 0.7878 | 0.8622 | 0.7392 | 0.9978 | 0.9159 | 0.0 | 0.8153 | 0.7031 | 0.7691 | 0.6121 | 0.9946 | 0.9311 | | 0.2343 | 1.46 | 120 | 0.2122 | 0.6772 | 0.7477 | 0.9312 | 0.9894 | 0.0001 | 0.9146 | 0.8691 | 0.8144 | 0.6484 | 0.9975 | 0.9315 | 0.0001 | 0.7897 | 0.7006 | 0.7760 | 0.5482 | 0.9943 | 0.9300 | | 0.1973 | 1.71 | 140 | 0.1803 | 0.6962 | 0.7646 | 0.9392 | 0.9769 | 0.0052 | 0.9011 | 0.8906 | 0.8519 | 0.7277 | 0.9988 | 0.9530 | 0.0052 | 0.8240 | 0.7305 | 0.7956 | 0.5717 | 0.9932 | 0.9387 | | 0.2983 | 1.95 | 160 | 0.1978 | 0.6927 | 0.7630 | 0.9372 | 0.9918 | 0.0 | 0.9197 | 0.8532 | 0.8443 | 0.7362 | 0.9955 | 0.9476 | 0.0 | 0.8177 | 0.7287 | 0.7781 | 0.5832 | 0.9936 | 0.9363 | | 0.1164 | 2.2 | 180 | 0.2010 | 0.6933 | 0.7540 | 0.9368 | 0.9880 | 0.0150 | 0.8760 | 0.8708 | 0.8652 | 0.6641 | 0.9990 | 0.9438 | 0.0150 | 0.8319 | 0.7074 | 0.7900 | 0.5732 | 0.9916 | 0.9357 | | 0.1998 | 2.44 | 200 | 0.1988 | 0.6920 | 0.7694 | 0.9365 | 0.9824 | 0.0186 | 0.8837 | 0.9011 | 0.8253 | 0.7768 | 0.9977 | 0.9502 | 0.0186 | 0.8128 | 0.7331 | 0.7836 | 0.5517 | 0.9941 | 0.9365 | | 0.5358 | 2.68 | 220 | 0.1884 | 0.6989 | 0.7633 | 0.9392 | 0.9887 | 0.0322 | 0.8630 | 0.8721 | 0.8830 | 0.7074 | 0.9969 | 0.9521 | 0.0322 | 0.8189 | 0.7330 | 0.7929 | 0.5683 | 0.9948 | 0.9386 | | 0.184 | 2.93 | 240 | 0.2723 | 0.6598 | 0.7425 | 0.9222 | 0.9888 | 0.0024 | 0.8640 | 0.6604 | 0.9037 | 0.7791 | 0.9990 | 0.9246 | 0.0024 | 0.7290 | 0.6206 | 0.7797 | 0.5689 | 0.9936 | 0.9198 | | 0.1789 | 3.17 | 260 | 0.3020 | 0.6541 | 0.7355 | 0.9089 | 0.9738 | 0.0623 | 0.8362 | 0.9736 | 0.6716 | 0.6330 | 0.9981 | 0.9485 | 0.0620 | 0.7995 | 0.6046 | 0.6513 | 0.5177 | 0.9953 | 0.9099 | | 0.1925 | 3.41 | 280 | 0.1866 | 0.7052 | 0.7741 | 0.9420 | 0.9869 | 0.0404 | 0.8583 | 0.8487 | 0.9004 | 0.7852 | 0.9990 | 0.9463 | 0.0404 | 0.8083 | 0.7554 | 0.8171 | 0.5749 | 0.9943 | 0.9416 | | 0.1533 | 3.66 | 300 | 0.1827 | 0.7119 | 0.7673 | 0.9460 | 0.9870 | 0.0374 | 0.8885 | 0.8771 | 0.9152 | 0.6690 | 0.9968 | 0.9497 | 0.0374 | 0.8259 | 0.7684 | 0.8228 | 0.5836 | 0.9951 | 0.9448 | | 0.3405 | 3.9 | 320 | 0.1840 | 0.7068 | 0.7791 | 0.9420 | 0.9918 | 0.0417 | 0.8530 | 0.9050 | 0.8582 | 0.8061 | 0.9978 | 0.9467 | 0.0416 | 0.8163 | 0.7590 | 0.8089 | 0.5793 | 0.9955 | 0.9419 | | 0.1095 | 4.15 | 340 | 0.1938 | 0.7142 | 0.7842 | 0.9419 | 0.9842 | 0.1098 | 0.8741 | 0.9043 | 0.8602 | 0.7577 | 0.9989 | 0.9536 | 0.1080 | 0.8306 | 0.7499 | 0.8076 | 0.5549 | 0.9949 | 0.9420 | | 0.0942 | 4.39 | 360 | 0.2193 | 0.7139 | 0.7905 | 0.9384 | 0.9785 | 0.1433 | 0.8578 | 0.8932 | 0.8522 | 0.8094 | 0.9987 | 0.9456 | 0.1394 | 0.8182 | 0.7408 | 0.7945 | 0.5640 | 0.9947 | 0.9388 | | 0.151 | 4.63 | 380 | 0.1964 | 0.7189 | 0.7915 | 0.9388 | 0.9826 | 0.1692 | 0.8619 | 0.8826 | 0.8601 | 0.7854 | 0.9983 | 0.9491 | 0.1609 | 0.8171 | 0.7329 | 0.7912 | 0.5858 | 0.9950 | 0.9388 | | 0.1181 | 4.88 | 400 | 0.2256 | 0.7023 | 0.7752 | 0.9370 | 0.9880 | 0.1247 | 0.8074 | 0.8731 | 0.8893 | 0.7453 | 0.9988 | 0.9505 | 0.1227 | 0.7869 | 0.7375 | 0.8042 | 0.5191 | 0.9953 | 0.9370 | | 0.0898 | 5.12 | 420 | 0.2061 | 0.7193 | 0.7950 | 0.9429 | 0.9908 | 0.1206 | 0.8387 | 0.8846 | 0.8758 | 0.8559 | 0.9983 | 0.9504 | 0.1163 | 0.8109 | 0.7627 | 0.8149 | 0.5839 | 0.9961 | 0.9432 | | 0.1225 | 5.37 | 440 | 0.1905 | 0.7361 | 0.8013 | 0.9460 | 0.9887 | 0.1963 | 0.8653 | 0.9102 | 0.8772 | 0.7726 | 0.9991 | 0.9502 | 0.1790 | 0.8365 | 0.7638 | 0.8197 | 0.6085 | 0.9953 | 0.9458 | | 0.1501 | 5.61 | 460 | 0.1883 | 0.7325 | 0.7938 | 0.9453 | 0.9921 | 0.1697 | 0.8818 | 0.9120 | 0.8677 | 0.7350 | 0.9983 | 0.9480 | 0.1599 | 0.8421 | 0.7570 | 0.8113 | 0.6134 | 0.9960 | 0.9448 | | 0.0686 | 5.85 | 480 | 0.2161 | 0.7313 | 0.8038 | 0.9429 | 0.9870 | 0.2042 | 0.8679 | 0.8909 | 0.8651 | 0.8126 | 0.9987 | 0.9538 | 0.1884 | 0.8378 | 0.7427 | 0.8065 | 0.5939 | 0.9960 | 0.9432 | | 0.166 | 6.1 | 500 | 0.2229 | 0.7250 | 0.7891 | 0.9438 | 0.9887 | 0.1570 | 0.8673 | 0.8510 | 0.9086 | 0.7524 | 0.9985 | 0.9540 | 0.1485 | 0.8359 | 0.7417 | 0.8132 | 0.5857 | 0.9959 | 0.9434 | | 0.1168 | 6.34 | 520 | 0.2215 | 0.7207 | 0.7956 | 0.9412 | 0.9911 | 0.1826 | 0.8410 | 0.9082 | 0.8622 | 0.7868 | 0.9976 | 0.9508 | 0.1697 | 0.8113 | 0.7493 | 0.8156 | 0.5523 | 0.9959 | 0.9416 | | 0.1935 | 6.59 | 540 | 0.1862 | 0.7261 | 0.7941 | 0.9457 | 0.9892 | 0.1212 | 0.8832 | 0.9089 | 0.8620 | 0.7955 | 0.9987 | 0.9551 | 0.1179 | 0.8407 | 0.7579 | 0.8186 | 0.5970 | 0.9957 | 0.9457 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

peldrak/segformer-b4-ade-finetuned-coastTrain-grCoastline

# segformer-b4-ade-finetuned-coastTrain-grCoastline This model is a fine-tuned version of [peldrak/segformer-b4-ade-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-ade-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set: - Loss: 0.2353 - Mean Iou: 0.7578 - Mean Accuracy: 0.8313 - Overall Accuracy: 0.9460 - Accuracy Water: 0.9828 - Accuracy Whitewater: 0.5117 - Accuracy Sediment: 0.9206 - Accuracy Other Natural Terrain: 0.6833 - Accuracy Vegetation: 0.9387 - Accuracy Development: 0.7828 - Accuracy Unknown: 0.9991 - Iou Water: 0.9565 - Iou Whitewater: 0.3652 - Iou Sediment: 0.8874 - Iou Other Natural Terrain: 0.5722 - Iou Vegetation: 0.8186 - Iou Development: 0.7078 - Iou Unknown: 0.9969 - F1 Score: 0.9451 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:| | 0.4781 | 0.24 | 20 | 0.3235 | 0.5786 | 0.6573 | 0.9055 | 0.9722 | 0.0094 | 0.9562 | 0.6173 | 0.8527 | 0.1965 | 0.9967 | 0.9430 | 0.0073 | 0.7198 | 0.4361 | 0.7556 | 0.1954 | 0.9925 | 0.8982 | | 0.223 | 0.49 | 40 | 0.2456 | 0.6599 | 0.7216 | 0.9322 | 0.9861 | 0.0364 | 0.9361 | 0.5916 | 0.9388 | 0.5653 | 0.9966 | 0.9530 | 0.0355 | 0.8234 | 0.5090 | 0.8024 | 0.5024 | 0.9936 | 0.9283 | | 0.5023 | 0.73 | 60 | 0.2372 | 0.6581 | 0.7460 | 0.9158 | 0.9849 | 0.0809 | 0.8460 | 0.8368 | 0.7625 | 0.7140 | 0.9970 | 0.9434 | 0.0804 | 0.8097 | 0.5129 | 0.7068 | 0.5588 | 0.9942 | 0.9179 | | 0.2963 | 0.98 | 80 | 0.2907 | 0.6468 | 0.7139 | 0.9256 | 0.9817 | 0.0000 | 0.9495 | 0.4663 | 0.9314 | 0.6730 | 0.9958 | 0.9433 | 0.0000 | 0.8021 | 0.4217 | 0.7788 | 0.5880 | 0.9935 | 0.9199 | | 0.1099 | 1.22 | 100 | 0.2430 | 0.6245 | 0.6938 | 0.9210 | 0.9762 | 0.0018 | 0.9638 | 0.6727 | 0.8721 | 0.3723 | 0.9975 | 0.9487 | 0.0017 | 0.8079 | 0.4942 | 0.7635 | 0.3615 | 0.9939 | 0.9169 | | 0.3055 | 1.46 | 120 | 0.2529 | 0.6767 | 0.7403 | 0.9289 | 0.9844 | 0.0973 | 0.8655 | 0.5975 | 0.9346 | 0.7073 | 0.9952 | 0.9366 | 0.0969 | 0.8049 | 0.4891 | 0.7886 | 0.6269 | 0.9939 | 0.9265 | | 0.1458 | 1.71 | 140 | 0.2098 | 0.7165 | 0.7834 | 0.9396 | 0.9830 | 0.1829 | 0.8847 | 0.6791 | 0.9212 | 0.8360 | 0.9969 | 0.9458 | 0.1738 | 0.8501 | 0.5684 | 0.8045 | 0.6777 | 0.9950 | 0.9386 | | 0.3405 | 1.95 | 160 | 0.2234 | 0.7122 | 0.7678 | 0.9394 | 0.9858 | 0.1743 | 0.9278 | 0.6276 | 0.9300 | 0.7300 | 0.9990 | 0.9488 | 0.1661 | 0.8691 | 0.5424 | 0.7955 | 0.6695 | 0.9941 | 0.9371 | | 0.1377 | 2.2 | 180 | 0.2456 | 0.7076 | 0.7640 | 0.9415 | 0.9757 | 0.0758 | 0.9596 | 0.5898 | 0.9416 | 0.8089 | 0.9965 | 0.9520 | 0.0744 | 0.8817 | 0.5322 | 0.7947 | 0.7228 | 0.9952 | 0.9388 | | 0.0742 | 2.44 | 200 | 0.1900 | 0.7196 | 0.8028 | 0.9350 | 0.9862 | 0.1876 | 0.9083 | 0.9200 | 0.7790 | 0.8443 | 0.9944 | 0.9407 | 0.1757 | 0.8678 | 0.6099 | 0.7561 | 0.6934 | 0.9935 | 0.9363 | | 0.1898 | 2.68 | 220 | 0.2334 | 0.7180 | 0.7743 | 0.9405 | 0.9801 | 0.1658 | 0.9092 | 0.5987 | 0.9478 | 0.8197 | 0.9990 | 0.9473 | 0.1528 | 0.8778 | 0.5361 | 0.7932 | 0.7248 | 0.9941 | 0.9381 | | 0.109 | 2.93 | 240 | 0.1950 | 0.7298 | 0.8132 | 0.9356 | 0.9814 | 0.2497 | 0.9197 | 0.9403 | 0.7634 | 0.8395 | 0.9983 | 0.9486 | 0.2052 | 0.8669 | 0.6025 | 0.7444 | 0.7453 | 0.9957 | 0.9371 | | 0.1312 | 3.17 | 260 | 0.2132 | 0.7260 | 0.7802 | 0.9440 | 0.9833 | 0.1599 | 0.9405 | 0.6469 | 0.9381 | 0.7966 | 0.9957 | 0.9460 | 0.1564 | 0.8702 | 0.5749 | 0.8106 | 0.7292 | 0.9949 | 0.9420 | | 0.1155 | 3.41 | 280 | 0.2659 | 0.7232 | 0.7784 | 0.9427 | 0.9822 | 0.1628 | 0.9237 | 0.5857 | 0.9538 | 0.8434 | 0.9975 | 0.9516 | 0.1578 | 0.8851 | 0.5313 | 0.7986 | 0.7420 | 0.9961 | 0.9401 | | 0.1864 | 3.66 | 300 | 0.1805 | 0.7308 | 0.7934 | 0.9420 | 0.9850 | 0.2342 | 0.9221 | 0.7221 | 0.8957 | 0.7959 | 0.9988 | 0.9422 | 0.2116 | 0.8521 | 0.5957 | 0.8040 | 0.7139 | 0.9961 | 0.9411 | | 0.0842 | 3.9 | 320 | 0.1952 | 0.7126 | 0.7727 | 0.9413 | 0.9866 | 0.1072 | 0.9371 | 0.7394 | 0.8900 | 0.7526 | 0.9960 | 0.9504 | 0.1049 | 0.8774 | 0.5764 | 0.7993 | 0.6847 | 0.9951 | 0.9406 | | 0.0705 | 4.15 | 340 | 0.2630 | 0.7154 | 0.7684 | 0.9423 | 0.9907 | 0.2164 | 0.9319 | 0.6704 | 0.9451 | 0.6266 | 0.9974 | 0.9551 | 0.2041 | 0.8719 | 0.5688 | 0.8138 | 0.5980 | 0.9960 | 0.9400 | | 0.073 | 4.39 | 360 | 0.2381 | 0.7348 | 0.7887 | 0.9461 | 0.9910 | 0.2060 | 0.9402 | 0.6633 | 0.9287 | 0.7934 | 0.9983 | 0.9583 | 0.1958 | 0.8777 | 0.5795 | 0.8109 | 0.7250 | 0.9963 | 0.9443 | | 0.1491 | 4.63 | 380 | 0.2542 | 0.7317 | 0.7963 | 0.9419 | 0.9799 | 0.2628 | 0.9036 | 0.6475 | 0.9319 | 0.8496 | 0.9990 | 0.9497 | 0.2275 | 0.8575 | 0.5505 | 0.8104 | 0.7307 | 0.9952 | 0.9404 | | 0.2976 | 4.88 | 400 | 0.1708 | 0.7387 | 0.8002 | 0.9453 | 0.9850 | 0.2216 | 0.9382 | 0.7690 | 0.8895 | 0.8012 | 0.9966 | 0.9494 | 0.2063 | 0.8646 | 0.6180 | 0.8120 | 0.7250 | 0.9956 | 0.9448 | | 0.0717 | 5.12 | 420 | 0.2733 | 0.6954 | 0.7531 | 0.9355 | 0.9850 | 0.1560 | 0.8849 | 0.6444 | 0.9442 | 0.6595 | 0.9978 | 0.9457 | 0.1493 | 0.8410 | 0.5119 | 0.8120 | 0.6123 | 0.9953 | 0.9336 | | 0.0758 | 5.37 | 440 | 0.2154 | 0.7244 | 0.7835 | 0.9418 | 0.9900 | 0.2369 | 0.9211 | 0.7128 | 0.9093 | 0.7154 | 0.9989 | 0.9543 | 0.2200 | 0.8773 | 0.5665 | 0.8087 | 0.6491 | 0.9951 | 0.9408 | | 0.1365 | 5.61 | 460 | 0.1935 | 0.7515 | 0.8127 | 0.9488 | 0.9872 | 0.2891 | 0.9536 | 0.7256 | 0.9064 | 0.8285 | 0.9983 | 0.9634 | 0.2421 | 0.8943 | 0.6075 | 0.8108 | 0.7458 | 0.9964 | 0.9480 | | 0.067 | 5.85 | 480 | 0.2837 | 0.7316 | 0.7815 | 0.9450 | 0.9933 | 0.2114 | 0.9315 | 0.6126 | 0.9532 | 0.7713 | 0.9974 | 0.9589 | 0.1907 | 0.8921 | 0.5524 | 0.8011 | 0.7298 | 0.9963 | 0.9426 | | 0.0681 | 6.1 | 500 | 0.2346 | 0.7275 | 0.7817 | 0.9450 | 0.9919 | 0.1997 | 0.9325 | 0.6936 | 0.9281 | 0.7282 | 0.9976 | 0.9603 | 0.1823 | 0.8866 | 0.5709 | 0.8125 | 0.6833 | 0.9965 | 0.9437 | | 0.0877 | 6.34 | 520 | 0.2101 | 0.7597 | 0.8240 | 0.9475 | 0.9884 | 0.4147 | 0.9251 | 0.6777 | 0.9346 | 0.8295 | 0.9981 | 0.9629 | 0.3307 | 0.8815 | 0.5835 | 0.8138 | 0.7485 | 0.9967 | 0.9464 | | 0.0555 | 6.59 | 540 | 0.2345 | 0.7557 | 0.8211 | 0.9462 | 0.9908 | 0.4321 | 0.9420 | 0.6553 | 0.9276 | 0.8015 | 0.9988 | 0.9579 | 0.3294 | 0.8821 | 0.5802 | 0.8061 | 0.7380 | 0.9962 | 0.9446 | | 0.2257 | 6.83 | 560 | 0.2318 | 0.7533 | 0.8135 | 0.9477 | 0.9917 | 0.3234 | 0.9318 | 0.6607 | 0.9277 | 0.8607 | 0.9986 | 0.9601 | 0.2775 | 0.8873 | 0.5833 | 0.8095 | 0.7587 | 0.9967 | 0.9461 | | 0.292 | 7.07 | 580 | 0.2302 | 0.7439 | 0.7983 | 0.9471 | 0.9880 | 0.2699 | 0.9498 | 0.6175 | 0.9458 | 0.8188 | 0.9985 | 0.9622 | 0.2372 | 0.8889 | 0.5650 | 0.8069 | 0.7498 | 0.9968 | 0.9448 | | 0.109 | 7.32 | 600 | 0.2926 | 0.7253 | 0.7826 | 0.9421 | 0.9929 | 0.3043 | 0.9384 | 0.6284 | 0.9467 | 0.6709 | 0.9970 | 0.9599 | 0.2631 | 0.8893 | 0.5372 | 0.8070 | 0.6244 | 0.9963 | 0.9397 | | 0.0615 | 7.56 | 620 | 0.2451 | 0.7231 | 0.7843 | 0.9407 | 0.9923 | 0.3181 | 0.9378 | 0.7062 | 0.9148 | 0.6230 | 0.9976 | 0.9584 | 0.2745 | 0.8778 | 0.5581 | 0.8063 | 0.5898 | 0.9966 | 0.9393 | | 0.0987 | 7.8 | 640 | 0.2297 | 0.7322 | 0.7905 | 0.9441 | 0.9888 | 0.3263 | 0.9373 | 0.6653 | 0.9424 | 0.6743 | 0.9990 | 0.9611 | 0.2714 | 0.8924 | 0.5602 | 0.8138 | 0.6304 | 0.9961 | 0.9423 | | 0.2395 | 8.05 | 660 | 0.1607 | 0.7575 | 0.8128 | 0.9524 | 0.9887 | 0.3334 | 0.9371 | 0.7730 | 0.9347 | 0.7239 | 0.9990 | 0.9607 | 0.2780 | 0.8954 | 0.6535 | 0.8376 | 0.6814 | 0.9963 | 0.9516 | | 0.0345 | 8.29 | 680 | 0.2093 | 0.7570 | 0.8159 | 0.9476 | 0.9887 | 0.3680 | 0.9263 | 0.6688 | 0.9374 | 0.8231 | 0.9989 | 0.9561 | 0.3054 | 0.8834 | 0.5888 | 0.8137 | 0.7547 | 0.9966 | 0.9462 | | 0.0737 | 8.54 | 700 | 0.1987 | 0.7653 | 0.8254 | 0.9525 | 0.9871 | 0.3403 | 0.9559 | 0.7373 | 0.9220 | 0.8380 | 0.9973 | 0.9622 | 0.2792 | 0.8859 | 0.6463 | 0.8275 | 0.7590 | 0.9966 | 0.9517 | | 0.067 | 8.78 | 720 | 0.2198 | 0.7492 | 0.8226 | 0.9437 | 0.9827 | 0.4775 | 0.9258 | 0.7682 | 0.9098 | 0.6970 | 0.9968 | 0.9563 | 0.3582 | 0.8774 | 0.5869 | 0.8183 | 0.6510 | 0.9962 | 0.9437 | | 0.0511 | 9.02 | 740 | 0.3021 | 0.7283 | 0.7863 | 0.9403 | 0.9870 | 0.3307 | 0.9329 | 0.6301 | 0.9392 | 0.6860 | 0.9982 | 0.9514 | 0.2873 | 0.8830 | 0.5287 | 0.8015 | 0.6494 | 0.9967 | 0.9382 | | 0.1628 | 9.27 | 760 | 0.2461 | 0.7432 | 0.8074 | 0.9435 | 0.9825 | 0.3491 | 0.9551 | 0.6433 | 0.9195 | 0.8040 | 0.9985 | 0.9586 | 0.2958 | 0.8899 | 0.5476 | 0.7991 | 0.7145 | 0.9970 | 0.9419 | | 0.1691 | 9.51 | 780 | 0.2170 | 0.7426 | 0.8072 | 0.9447 | 0.9836 | 0.4545 | 0.9337 | 0.7136 | 0.9444 | 0.6220 | 0.9984 | 0.9575 | 0.3504 | 0.8902 | 0.5828 | 0.8198 | 0.6005 | 0.9971 | 0.9433 | | 0.0514 | 9.76 | 800 | 0.1920 | 0.7585 | 0.8228 | 0.9487 | 0.9836 | 0.4528 | 0.9315 | 0.7261 | 0.9408 | 0.7257 | 0.9992 | 0.9552 | 0.3476 | 0.8924 | 0.6077 | 0.8314 | 0.6783 | 0.9966 | 0.9478 | | 0.1117 | 10.0 | 820 | 0.2029 | 0.7466 | 0.8112 | 0.9461 | 0.9846 | 0.3934 | 0.9387 | 0.7525 | 0.9181 | 0.6924 | 0.9984 | 0.9567 | 0.3142 | 0.8882 | 0.5930 | 0.8247 | 0.6525 | 0.9970 | 0.9455 | | 0.0633 | 10.24 | 840 | 0.2108 | 0.7577 | 0.8175 | 0.9479 | 0.9860 | 0.3964 | 0.9414 | 0.6862 | 0.9388 | 0.7761 | 0.9975 | 0.9571 | 0.3265 | 0.8902 | 0.5895 | 0.8197 | 0.7238 | 0.9969 | 0.9467 | | 0.0825 | 10.49 | 860 | 0.2280 | 0.7575 | 0.8243 | 0.9464 | 0.9833 | 0.4574 | 0.9460 | 0.6616 | 0.9335 | 0.7891 | 0.9991 | 0.9593 | 0.3510 | 0.8919 | 0.5659 | 0.8125 | 0.7246 | 0.9971 | 0.9450 | | 0.0583 | 10.73 | 880 | 0.1483 | 0.7702 | 0.8237 | 0.9567 | 0.9849 | 0.3196 | 0.9444 | 0.7970 | 0.9377 | 0.7831 | 0.9989 | 0.9570 | 0.2719 | 0.8932 | 0.6882 | 0.8562 | 0.7276 | 0.9971 | 0.9561 | | 0.1398 | 10.98 | 900 | 0.1436 | 0.7797 | 0.8391 | 0.9579 | 0.9848 | 0.4110 | 0.9437 | 0.7973 | 0.9406 | 0.7971 | 0.9992 | 0.9606 | 0.3205 | 0.8960 | 0.6965 | 0.8592 | 0.7279 | 0.9969 | 0.9573 | | 0.066 | 11.22 | 920 | 0.1539 | 0.7602 | 0.8119 | 0.9550 | 0.9903 | 0.2791 | 0.9492 | 0.7574 | 0.9375 | 0.7709 | 0.9992 | 0.9619 | 0.2474 | 0.8899 | 0.6673 | 0.8483 | 0.7098 | 0.9965 | 0.9539 | | 0.0779 | 11.46 | 940 | 0.1896 | 0.7475 | 0.8048 | 0.9477 | 0.9917 | 0.3417 | 0.9396 | 0.6879 | 0.9369 | 0.7371 | 0.9986 | 0.9605 | 0.2875 | 0.8896 | 0.5881 | 0.8216 | 0.6882 | 0.9969 | 0.9462 | | 0.0909 | 11.71 | 960 | 0.2016 | 0.7581 | 0.8257 | 0.9487 | 0.9849 | 0.4425 | 0.9452 | 0.7322 | 0.9256 | 0.7510 | 0.9981 | 0.9592 | 0.3364 | 0.8887 | 0.6064 | 0.8278 | 0.6909 | 0.9970 | 0.9479 | | 0.0822 | 11.95 | 980 | 0.2407 | 0.7470 | 0.8078 | 0.9454 | 0.9928 | 0.3925 | 0.9336 | 0.6305 | 0.9453 | 0.7617 | 0.9984 | 0.9550 | 0.3139 | 0.8877 | 0.5540 | 0.8142 | 0.7072 | 0.9972 | 0.9433 | | 0.1049 | 12.2 | 1000 | 0.2448 | 0.7359 | 0.7949 | 0.9443 | 0.9894 | 0.3409 | 0.9527 | 0.6416 | 0.9398 | 0.7018 | 0.9984 | 0.9621 | 0.2790 | 0.8851 | 0.5527 | 0.8099 | 0.6652 | 0.9972 | 0.9423 | | 0.1834 | 12.44 | 1020 | 0.2121 | 0.7612 | 0.8191 | 0.9488 | 0.9861 | 0.3745 | 0.9362 | 0.6795 | 0.9367 | 0.8215 | 0.9990 | 0.9565 | 0.3125 | 0.8919 | 0.5925 | 0.8167 | 0.7615 | 0.9969 | 0.9475 | | 0.0333 | 12.68 | 1040 | 0.1935 | 0.7682 | 0.8387 | 0.9496 | 0.9827 | 0.4692 | 0.9358 | 0.7013 | 0.9291 | 0.8542 | 0.9989 | 0.9603 | 0.3430 | 0.8922 | 0.5996 | 0.8193 | 0.7656 | 0.9972 | 0.9488 | | 0.2713 | 12.93 | 1060 | 0.1676 | 0.7788 | 0.8501 | 0.9529 | 0.9840 | 0.5007 | 0.9268 | 0.7626 | 0.9267 | 0.8513 | 0.9989 | 0.9569 | 0.3618 | 0.8878 | 0.6470 | 0.8365 | 0.7647 | 0.9971 | 0.9525 | | 0.0427 | 13.17 | 1080 | 0.2242 | 0.7601 | 0.8202 | 0.9483 | 0.9852 | 0.3938 | 0.9421 | 0.6545 | 0.9445 | 0.8231 | 0.9978 | 0.9575 | 0.3142 | 0.8918 | 0.5805 | 0.8145 | 0.7654 | 0.9970 | 0.9468 | | 0.0879 | 13.41 | 1100 | 0.1995 | 0.7594 | 0.8251 | 0.9480 | 0.9841 | 0.4413 | 0.9380 | 0.7219 | 0.9271 | 0.7648 | 0.9987 | 0.9584 | 0.3390 | 0.8913 | 0.5931 | 0.8225 | 0.7144 | 0.9972 | 0.9473 | | 0.0407 | 13.66 | 1120 | 0.2324 | 0.7686 | 0.8378 | 0.9488 | 0.9838 | 0.5056 | 0.9468 | 0.6473 | 0.9440 | 0.8388 | 0.9983 | 0.9603 | 0.3675 | 0.8886 | 0.5823 | 0.8145 | 0.7696 | 0.9972 | 0.9472 | | 0.0731 | 13.9 | 1140 | 0.2854 | 0.7574 | 0.8189 | 0.9463 | 0.9854 | 0.4337 | 0.9380 | 0.6259 | 0.9519 | 0.7993 | 0.9979 | 0.9575 | 0.3412 | 0.8917 | 0.5577 | 0.8090 | 0.7476 | 0.9970 | 0.9445 | | 0.1051 | 14.15 | 1160 | 0.1882 | 0.7628 | 0.8221 | 0.9507 | 0.9873 | 0.3830 | 0.9174 | 0.7680 | 0.9312 | 0.7690 | 0.9986 | 0.9522 | 0.3209 | 0.8808 | 0.6379 | 0.8387 | 0.7118 | 0.9969 | 0.9501 | | 0.0452 | 14.39 | 1180 | 0.1926 | 0.7674 | 0.8301 | 0.9519 | 0.9851 | 0.4195 | 0.9396 | 0.7465 | 0.9343 | 0.7878 | 0.9981 | 0.9591 | 0.3232 | 0.8918 | 0.6345 | 0.8339 | 0.7326 | 0.9970 | 0.9512 | | 0.0466 | 14.63 | 1200 | 0.1992 | 0.7650 | 0.8347 | 0.9505 | 0.9852 | 0.4975 | 0.9281 | 0.7652 | 0.9354 | 0.7331 | 0.9981 | 0.9568 | 0.3570 | 0.8876 | 0.6320 | 0.8376 | 0.6868 | 0.9971 | 0.9500 | | 0.0601 | 14.88 | 1220 | 0.1905 | 0.7697 | 0.8396 | 0.9513 | 0.9841 | 0.4874 | 0.9312 | 0.7682 | 0.9273 | 0.7805 | 0.9987 | 0.9575 | 0.3593 | 0.8879 | 0.6361 | 0.8378 | 0.7121 | 0.9971 | 0.9509 | | 0.0727 | 15.12 | 1240 | 0.2181 | 0.7535 | 0.8228 | 0.9459 | 0.9842 | 0.4912 | 0.9381 | 0.6834 | 0.9384 | 0.7254 | 0.9988 | 0.9569 | 0.3571 | 0.8918 | 0.5717 | 0.8180 | 0.6817 | 0.9971 | 0.9446 | | 0.0476 | 15.37 | 1260 | 0.2456 | 0.7502 | 0.8211 | 0.9450 | 0.9839 | 0.4846 | 0.9429 | 0.6684 | 0.9379 | 0.7319 | 0.9981 | 0.9592 | 0.3484 | 0.8939 | 0.5568 | 0.8149 | 0.6810 | 0.9972 | 0.9438 | | 0.0939 | 15.61 | 1280 | 0.2353 | 0.7578 | 0.8313 | 0.9460 | 0.9828 | 0.5117 | 0.9206 | 0.6833 | 0.9387 | 0.7828 | 0.9991 | 0.9565 | 0.3652 | 0.8874 | 0.5722 | 0.8186 | 0.7078 | 0.9969 | 0.9451 | ### Framework versions - Transformers 4.37.0 - Pytorch 2.1.2 - Datasets 2.18.0 - Tokenizers 0.15.1

[ "water", "whitewater", "sediment", "other_natural_terrain", "vegetation", "development", "unknown" ]

iltranqui/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - eval_loss: 1.2015 - eval_mean_iou: 0.1448 - eval_mean_accuracy: 0.1852 - eval_overall_accuracy: 0.7367 - eval_accuracy_unlabeled: nan - eval_accuracy_flat-road: 0.7598 - eval_accuracy_flat-sidewalk: 0.9596 - eval_accuracy_flat-crosswalk: 0.0001 - eval_accuracy_flat-cyclinglane: 0.3703 - eval_accuracy_flat-parkingdriveway: 0.0018 - eval_accuracy_flat-railtrack: 0.0 - eval_accuracy_flat-curb: 0.0 - eval_accuracy_human-person: 0.0 - eval_accuracy_human-rider: 0.0 - eval_accuracy_vehicle-car: 0.8814 - eval_accuracy_vehicle-truck: 0.0 - eval_accuracy_vehicle-bus: 0.0 - eval_accuracy_vehicle-tramtrain: 0.0 - eval_accuracy_vehicle-motorcycle: 0.0 - eval_accuracy_vehicle-bicycle: 0.0 - eval_accuracy_vehicle-caravan: 0.0 - eval_accuracy_vehicle-cartrailer: 0.0 - eval_accuracy_construction-building: 0.8832 - eval_accuracy_construction-door: 0.0 - eval_accuracy_construction-wall: 0.0 - eval_accuracy_construction-fenceguardrail: 0.0 - eval_accuracy_construction-bridge: 0.0 - eval_accuracy_construction-tunnel: 0.0 - eval_accuracy_construction-stairs: 0.0 - eval_accuracy_object-pole: 0.0 - eval_accuracy_object-trafficsign: 0.0 - eval_accuracy_object-trafficlight: 0.0 - eval_accuracy_nature-vegetation: 0.9387 - eval_accuracy_nature-terrain: 0.6141 - eval_accuracy_sky: 0.8885 - eval_accuracy_void-ground: 0.0 - eval_accuracy_void-dynamic: 0.0 - eval_accuracy_void-static: 0.0 - eval_accuracy_void-unclear: 0.0 - eval_iou_unlabeled: nan - eval_iou_flat-road: 0.5640 - eval_iou_flat-sidewalk: 0.7376 - eval_iou_flat-crosswalk: 0.0001 - eval_iou_flat-cyclinglane: 0.3544 - eval_iou_flat-parkingdriveway: 0.0018 - eval_iou_flat-railtrack: 0.0 - eval_iou_flat-curb: 0.0 - eval_iou_human-person: 0.0 - eval_iou_human-rider: 0.0 - eval_iou_vehicle-car: 0.5854 - eval_iou_vehicle-truck: 0.0 - eval_iou_vehicle-bus: 0.0 - eval_iou_vehicle-tramtrain: 0.0 - eval_iou_vehicle-motorcycle: 0.0 - eval_iou_vehicle-bicycle: 0.0 - eval_iou_vehicle-caravan: 0.0 - eval_iou_vehicle-cartrailer: 0.0 - eval_iou_construction-building: 0.5548 - eval_iou_construction-door: 0.0 - eval_iou_construction-wall: 0.0 - eval_iou_construction-fenceguardrail: 0.0 - eval_iou_construction-bridge: 0.0 - eval_iou_construction-tunnel: 0.0 - eval_iou_construction-stairs: 0.0 - eval_iou_object-pole: 0.0 - eval_iou_object-trafficsign: 0.0 - eval_iou_object-trafficlight: 0.0 - eval_iou_nature-vegetation: 0.7404 - eval_iou_nature-terrain: 0.5555 - eval_iou_sky: 0.8277 - eval_iou_void-ground: 0.0 - eval_iou_void-dynamic: 0.0 - eval_iou_void-static: 0.0 - eval_iou_void-unclear: 0.0 - eval_runtime: 35.456 - eval_samples_per_second: 5.641 - eval_steps_per_second: 0.282 - epoch: 0.5 - step: 20 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 20 - eval_batch_size: 20 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.38.2 - Pytorch 2.1.0+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

farmaieu/baseline_plantorgans_model

# baseline_plantorgans_model This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 0.5639 - Mean Iou: 0.1095 - Mean Accuracy: 0.1373 - Overall Accuracy: 0.1858 - Accuracy Void: nan - Accuracy Fruit: 0.5208 - Accuracy Leaf: 0.0197 - Accuracy Flower: 0.0 - Accuracy Stem: 0.0087 - Iou Void: 0.0 - Iou Fruit: 0.5192 - Iou Leaf: 0.0197 - Iou Flower: 0.0 - Iou Stem: 0.0087 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 100 - num_epochs: 3.0 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Void | Accuracy Fruit | Accuracy Leaf | Accuracy Flower | Accuracy Stem | Iou Void | Iou Fruit | Iou Leaf | Iou Flower | Iou Stem | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------:|:--------------:|:-------------:|:---------------:|:-------------:|:--------:|:---------:|:--------:|:----------:|:--------:| | 0.8673 | 1.0 | 719 | 0.4827 | 0.1301 | 0.1639 | 0.2227 | nan | 0.6188 | 0.0271 | 0.0 | 0.0098 | 0.0 | 0.6135 | 0.0271 | 0.0 | 0.0098 | | 0.4457 | 2.0 | 1438 | 0.5555 | 0.1130 | 0.1416 | 0.1927 | nan | 0.5224 | 0.0305 | 0.0 | 0.0135 | 0.0 | 0.5209 | 0.0305 | 0.0 | 0.0135 | | 0.3272 | 3.0 | 2157 | 0.5639 | 0.1095 | 0.1373 | 0.1858 | nan | 0.5208 | 0.0197 | 0.0 | 0.0087 | 0.0 | 0.5192 | 0.0197 | 0.0 | 0.0087 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "void", "fruit", "leaf", "flower", "stem" ]

farmaieu/beit-base-patch16-224-pt22k-ft22k-finetuned-plantorgans

# beit-base-patch16-224-pt22k-ft22k-finetuned-plantorgans This model is a fine-tuned version of [microsoft/beit-base-patch16-224-pt22k-ft22k](https://huggingface.co/microsoft/beit-base-patch16-224-pt22k-ft22k) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 1.2004 - Mean Iou: 0.0260 - Mean Accuracy: 0.0325 - Overall Accuracy: 0.0435 - Accuracy Void: nan - Accuracy Fruit: 0.1299 - Accuracy Leaf: 0.0 - Accuracy Flower: 0.0 - Accuracy Stem: 0.0001 - Iou Void: 0.0 - Iou Fruit: 0.1299 - Iou Leaf: 0.0 - Iou Flower: 0.0 - Iou Stem: 0.0001 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 10 - eval_batch_size: 10 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 100 - num_epochs: 10.0 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Void | Accuracy Fruit | Accuracy Leaf | Accuracy Flower | Accuracy Stem | Iou Void | Iou Fruit | Iou Leaf | Iou Flower | Iou Stem | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------:|:--------------:|:-------------:|:---------------:|:-------------:|:--------:|:---------:|:--------:|:----------:|:--------:| | 1.0657 | 1.0 | 575 | 1.1178 | 0.0158 | 0.0197 | 0.0261 | nan | 0.0776 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0776 | 0.0 | 0.0 | 0.0012 | | 0.5398 | 2.0 | 1150 | 1.0816 | 0.0361 | 0.0451 | 0.0599 | nan | 0.1783 | 0.0000 | 0.0 | 0.0020 | 0.0 | 0.1783 | 0.0000 | 0.0 | 0.0020 | | 0.4794 | 3.0 | 1725 | 1.2122 | 0.0110 | 0.0138 | 0.0179 | nan | 0.0517 | 0.0003 | 0.0 | 0.0032 | 0.0 | 0.0517 | 0.0003 | 0.0 | 0.0032 | | 0.446 | 4.0 | 2300 | 1.3138 | 0.0114 | 0.0142 | 0.0189 | nan | 0.0562 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0562 | 0.0 | 0.0 | 0.0006 | | 0.4422 | 5.0 | 2875 | 1.2360 | 0.0005 | 0.0006 | 0.0006 | nan | 0.0012 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0013 | | 0.4183 | 6.0 | 3450 | 1.3598 | 0.0177 | 0.0221 | 0.0296 | nan | 0.0885 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0885 | 0.0 | 0.0 | 0.0 | | 0.3921 | 7.0 | 4025 | 1.2523 | 0.0267 | 0.0333 | 0.0446 | nan | 0.1333 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.1333 | 0.0000 | 0.0 | 0.0 | | 0.3743 | 8.0 | 4600 | 1.3146 | 0.0401 | 0.0502 | 0.0670 | nan | 0.2002 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.2001 | 0.0 | 0.0 | 0.0005 | | 0.3695 | 9.0 | 5175 | 1.2873 | 0.0294 | 0.0368 | 0.0492 | nan | 0.1472 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.1471 | 0.0 | 0.0 | 0.0001 | | 0.3796 | 10.0 | 5750 | 1.2004 | 0.0260 | 0.0325 | 0.0435 | nan | 0.1299 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.1299 | 0.0 | 0.0 | 0.0001 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "void", "fruit", "leaf", "flower", "stem" ]

jpodivin/upernet-swin-small-finetuned

# upernet-swin-small-finetuned This model is a fine-tuned version of [openmmlab/upernet-swin-small](https://huggingface.co/openmmlab/upernet-swin-small) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 0.2914 - Mean Iou: 0.4182 - Mean Accuracy: 0.5282 - Overall Accuracy: 0.7341 - Accuracy Void: nan - Accuracy Fruit: 0.8590 - Accuracy Leaf: 0.7032 - Accuracy Flower: 0.0 - Accuracy Stem: 0.5505 - Iou Void: 0.0 - Iou Fruit: 0.8554 - Iou Leaf: 0.6976 - Iou Flower: 0.0 - Iou Stem: 0.5381 - Median Iou: 0.5381 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0006 - train_batch_size: 10 - eval_batch_size: 10 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Void | Accuracy Fruit | Accuracy Leaf | Accuracy Flower | Accuracy Stem | Iou Void | Iou Fruit | Iou Leaf | Iou Flower | Iou Stem | Median Iou | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------:|:--------------:|:-------------:|:---------------:|:-------------:|:--------:|:---------:|:--------:|:----------:|:--------:|:----------:| | 0.8566 | 1.0 | 575 | 0.3365 | 0.3723 | 0.4705 | 0.6560 | nan | 0.8000 | 0.6122 | 0.0 | 0.4699 | 0.0 | 0.7976 | 0.6041 | 0.0 | 0.4598 | 0.4598 | | 0.3338 | 2.0 | 1150 | 0.3030 | 0.3922 | 0.4937 | 0.7155 | nan | 0.8558 | 0.7024 | 0.0 | 0.4166 | 0.0 | 0.8517 | 0.6972 | 0.0 | 0.4119 | 0.4119 | | 0.3477 | 3.0 | 1725 | 0.2914 | 0.4182 | 0.5282 | 0.7341 | nan | 0.8590 | 0.7032 | 0.0 | 0.5505 | 0.0 | 0.8554 | 0.6976 | 0.0 | 0.5381 | 0.5381 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "void", "fruit", "leaf", "flower", "stem" ]

jpodivin/upernet-convnext-small-finetuned

# upernet-convnext-small-finetuned This model is a fine-tuned version of [openmmlab/upernet-convnext-small](https://huggingface.co/openmmlab/upernet-convnext-small) on the jpodivin/plantorgans dataset. It achieves the following results on the evaluation set: - Loss: 0.2874 - Mean Iou: 0.4231 - Mean Accuracy: 0.5343 - Overall Accuracy: 0.7437 - Accuracy Void: nan - Accuracy Fruit: 0.8642 - Accuracy Leaf: 0.7167 - Accuracy Flower: 0.0 - Accuracy Stem: 0.5563 - Iou Void: 0.0 - Iou Fruit: 0.8605 - Iou Leaf: 0.7108 - Iou Flower: 0.0 - Iou Stem: 0.5440 - Median Iou: 0.5440 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0006 - train_batch_size: 10 - eval_batch_size: 10 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Void | Accuracy Fruit | Accuracy Leaf | Accuracy Flower | Accuracy Stem | Iou Void | Iou Fruit | Iou Leaf | Iou Flower | Iou Stem | Median Iou | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------:|:--------------:|:-------------:|:---------------:|:-------------:|:--------:|:---------:|:--------:|:----------:|:--------:|:----------:| | 0.8456 | 1.0 | 575 | 0.3074 | 0.3946 | 0.4987 | 0.7054 | nan | 0.8110 | 0.6951 | 0.0 | 0.4888 | 0.0 | 0.8088 | 0.6852 | 0.0 | 0.4791 | 0.4791 | | 0.3006 | 2.0 | 1150 | 0.2868 | 0.3945 | 0.4965 | 0.7227 | nan | 0.8533 | 0.7186 | 0.0 | 0.4139 | 0.0 | 0.8494 | 0.7139 | 0.0 | 0.4092 | 0.4092 | | 0.3315 | 3.0 | 1725 | 0.2874 | 0.4231 | 0.5343 | 0.7437 | nan | 0.8642 | 0.7167 | 0.0 | 0.5563 | 0.0 | 0.8605 | 0.7108 | 0.0 | 0.5440 | 0.5440 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "void", "fruit", "leaf", "flower", "stem" ]

mobthomas/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the mobthomas/warthunder dataset. It achieves the following results on the evaluation set: - Loss: 0.9792 - Mean Iou: 0.0964 - Mean Accuracy: 0.2300 - Overall Accuracy: 0.2636 - Accuracy Unlabeled: nan - Accuracy Tank: 0.4595 - Accuracy Artillery: nan - Accuracy Apc: 0.0005 - Iou Unlabeled: 0.0 - Iou Tank: 0.2885 - Iou Artillery: nan - Iou Apc: 0.0005 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Tank | Accuracy Artillery | Accuracy Apc | Iou Unlabeled | Iou Tank | Iou Artillery | Iou Apc | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-------------:|:------------------:|:------------:|:-------------:|:--------:|:-------------:|:-------:| | 0.9221 | 10.0 | 20 | 1.2904 | 0.1235 | 0.4284 | 0.4911 | nan | 0.8568 | nan | 0.0 | 0.0 | 0.4942 | 0.0 | 0.0 | | 0.7631 | 20.0 | 40 | 1.0716 | 0.1194 | 0.2947 | 0.3378 | nan | 0.5887 | nan | 0.0008 | 0.0 | 0.3575 | nan | 0.0008 | | 0.6631 | 30.0 | 60 | 0.9722 | 0.1060 | 0.2463 | 0.2818 | nan | 0.4888 | nan | 0.0038 | 0.0 | 0.3143 | nan | 0.0038 | | 0.5846 | 40.0 | 80 | 0.9368 | 0.0827 | 0.1925 | 0.2207 | nan | 0.3850 | nan | 0.0 | 0.0 | 0.2481 | nan | 0.0 | | 0.5662 | 50.0 | 100 | 0.9792 | 0.0964 | 0.2300 | 0.2636 | nan | 0.4595 | nan | 0.0005 | 0.0 | 0.2885 | nan | 0.0005 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "tank", "artillery", "apc" ]

miricalderonr/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 2.3605 - Mean Iou: 0.1012 - Mean Accuracy: 0.1553 - Overall Accuracy: 0.6475 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.5989 - Accuracy Flat-sidewalk: 0.8763 - Accuracy Flat-crosswalk: 0.0000 - Accuracy Flat-cyclinglane: 0.0205 - Accuracy Flat-parkingdriveway: 0.0009 - Accuracy Flat-railtrack: 0.0 - Accuracy Flat-curb: 0.0026 - Accuracy Human-person: 0.0 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.7978 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: nan - Accuracy Vehicle-tramtrain: 0.0 - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.0 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.8528 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.0201 - Accuracy Construction-fenceguardrail: 0.0 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: nan - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.0 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9027 - Accuracy Nature-terrain: 0.4049 - Accuracy Sky: 0.4929 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.0 - Accuracy Void-static: 0.0006 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: 0.0 - Iou Flat-road: 0.3779 - Iou Flat-sidewalk: 0.6630 - Iou Flat-crosswalk: 0.0000 - Iou Flat-cyclinglane: 0.0196 - Iou Flat-parkingdriveway: 0.0009 - Iou Flat-railtrack: 0.0 - Iou Flat-curb: 0.0024 - Iou Human-person: 0.0 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.5694 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: 0.0 - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.0 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.4501 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.0186 - Iou Construction-fenceguardrail: 0.0 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: 0.0 - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.0 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.6494 - Iou Nature-terrain: 0.3108 - Iou Sky: 0.4788 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.0 - Iou Void-static: 0.0006 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 0.2 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------------:|:----------------------:|:-----------------------:|:-------------------------:|:-----------------------------:|:-----------------------:|:------------------:|:---------------------:|:--------------------:|:--------------------:|:----------------------:|:--------------------:|:--------------------------:|:---------------------------:|:------------------------:|:------------------------:|:---------------------------:|:------------------------------:|:--------------------------:|:--------------------------:|:------------------------------------:|:----------------------------:|:----------------------------:|:----------------------------:|:--------------------:|:---------------------------:|:----------------------------:|:--------------------------:|:-----------------------:|:------------:|:--------------------:|:---------------------:|:--------------------:|:---------------------:|:-------------:|:-------------:|:-----------------:|:------------------:|:--------------------:|:------------------------:|:------------------:|:-------------:|:----------------:|:---------------:|:---------------:|:-----------------:|:---------------:|:---------------------:|:----------------------:|:-------------------:|:-------------------:|:----------------------:|:-------------------------:|:---------------------:|:---------------------:|:-------------------------------:|:-----------------------:|:-----------------------:|:-----------------------:|:---------------:|:----------------------:|:-----------------------:|:---------------------:|:------------------:|:-------:|:---------------:|:----------------:|:---------------:|:----------------:| | 3.0789 | 0.05 | 20 | 3.2969 | 0.0860 | 0.1368 | 0.5740 | nan | 0.1836 | 0.9077 | 0.0004 | 0.0125 | 0.0001 | 0.0 | 0.0305 | 0.0 | 0.0131 | 0.8407 | 0.0000 | nan | 0.0 | 0.0 | 0.0040 | 0.0 | 0.0 | 0.5790 | 0.0 | 0.0914 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7951 | 0.5523 | 0.3670 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.1566 | 0.6044 | 0.0004 | 0.0120 | 0.0001 | 0.0 | 0.0132 | 0.0 | 0.0014 | 0.3364 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0019 | 0.0 | 0.0 | 0.4126 | 0.0 | 0.0345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6545 | 0.4275 | 0.3552 | 0.0 | 0.0 | 0.0007 | 0.0 | | 2.698 | 0.1 | 40 | 2.7840 | 0.0931 | 0.1461 | 0.6155 | nan | 0.2716 | 0.9065 | 0.0000 | 0.0145 | 0.0001 | 0.0 | 0.0033 | 0.0 | 0.0 | 0.7123 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7396 | 0.0 | 0.0291 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9204 | 0.6552 | 0.4205 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.2097 | 0.6076 | 0.0000 | 0.0138 | 0.0001 | 0.0 | 0.0029 | 0.0 | 0.0 | 0.4849 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4728 | 0.0 | 0.0233 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6013 | 0.4347 | 0.4069 | 0.0 | 0.0 | 0.0012 | 0.0 | | 2.3316 | 0.15 | 60 | 2.4747 | 0.1009 | 0.1553 | 0.6399 | nan | 0.5021 | 0.8787 | 0.0000 | 0.0247 | 0.0014 | 0.0 | 0.0016 | 0.0 | 0.0 | 0.7782 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8316 | 0.0 | 0.0231 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9021 | 0.5653 | 0.4592 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.3276 | 0.6427 | 0.0000 | 0.0232 | 0.0013 | 0.0 | 0.0015 | 0.0 | 0.0 | 0.5663 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4541 | 0.0 | 0.0215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6552 | 0.3860 | 0.4501 | 0.0 | 0.0 | 0.0003 | 0.0 | | 2.5773 | 0.2 | 80 | 2.3605 | 0.1012 | 0.1553 | 0.6475 | nan | 0.5989 | 0.8763 | 0.0000 | 0.0205 | 0.0009 | 0.0 | 0.0026 | 0.0 | 0.0 | 0.7978 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8528 | 0.0 | 0.0201 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9027 | 0.4049 | 0.4929 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.3779 | 0.6630 | 0.0000 | 0.0196 | 0.0009 | 0.0 | 0.0024 | 0.0 | 0.0 | 0.5694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4501 | 0.0 | 0.0186 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6494 | 0.3108 | 0.4788 | 0.0 | 0.0 | 0.0006 | 0.0 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

pruhtopia/segformer-finetuned-mangrove

# Model Card for Model ID  ## Model Details ### Model Description  This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. - **Developed by:** [More Information Needed] - **Funded by [optional]:** [More Information Needed] - **Shared by [optional]:** [More Information Needed] - **Model type:** [More Information Needed] - **Language(s) (NLP):** [More Information Needed] - **License:** [More Information Needed] - **Finetuned from model [optional]:** [More Information Needed] ### Model Sources [optional]  - **Repository:** [More Information Needed] - **Paper [optional]:** [More Information Needed] - **Demo [optional]:** [More Information Needed] ## Uses  ### Direct Use  [More Information Needed] ### Downstream Use [optional]  [More Information Needed] ### Out-of-Scope Use  [More Information Needed] ## Bias, Risks, and Limitations  [More Information Needed] ### Recommendations  Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. ## How to Get Started with the Model Use the code below to get started with the model. [More Information Needed] ## Training Details ### Training Data  [More Information Needed] ### Training Procedure  #### Preprocessing [optional] [More Information Needed] #### Training Hyperparameters - **Training regime:** [More Information Needed]  #### Speeds, Sizes, Times [optional]  [More Information Needed] ## Evaluation  ### Testing Data, Factors & Metrics #### Testing Data  [More Information Needed] #### Factors  [More Information Needed] #### Metrics  [More Information Needed] ### Results [More Information Needed] #### Summary ## Model Examination [optional]  [More Information Needed] ## Environmental Impact  Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). - **Hardware Type:** [More Information Needed] - **Hours used:** [More Information Needed] - **Cloud Provider:** [More Information Needed] - **Compute Region:** [More Information Needed] - **Carbon Emitted:** [More Information Needed] ## Technical Specifications [optional] ### Model Architecture and Objective [More Information Needed] ### Compute Infrastructure [More Information Needed] #### Hardware [More Information Needed] #### Software [More Information Needed] ## Citation [optional]  **BibTeX:** [More Information Needed] **APA:** [More Information Needed] ## Glossary [optional]  [More Information Needed] ## More Information [optional] [More Information Needed] ## Model Card Authors [optional] [More Information Needed] ## Model Card Contact [More Information Needed]

[ "nomangrove", "mangrove" ]

Adriatogi/segformer-b0-finetuned-segments-graffiti

# segformer-b0-finetuned-segments-graffiti This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the Adriatogi/graffiti dataset. It achieves the following results on the evaluation set: - Loss: 0.3250 - Mean Iou: 0.8048 - Mean Accuracy: 0.8943 - Overall Accuracy: 0.8929 - Accuracy Not Graf: 0.8830 - Accuracy Graf: 0.9056 - Iou Not Graf: 0.8227 - Iou Graf: 0.7870 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 1 - eval_batch_size: 1 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 10 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Not Graf | Accuracy Graf | Iou Not Graf | Iou Graf | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------:|:-------------:|:------------:|:--------:| | 0.5235 | 0.21 | 20 | 0.6135 | 0.6499 | 0.8016 | 0.7879 | 0.6926 | 0.9105 | 0.6476 | 0.6523 | | 0.5744 | 0.42 | 40 | 0.4091 | 0.7237 | 0.8496 | 0.8398 | 0.7714 | 0.9279 | 0.7305 | 0.7169 | | 0.3705 | 0.62 | 60 | 0.3959 | 0.7389 | 0.8592 | 0.8500 | 0.7864 | 0.9320 | 0.7469 | 0.7309 | | 0.1897 | 0.83 | 80 | 0.3006 | 0.7748 | 0.8666 | 0.8774 | 0.9525 | 0.7807 | 0.8139 | 0.7357 | | 0.1662 | 1.04 | 100 | 0.2900 | 0.7817 | 0.8723 | 0.8809 | 0.9407 | 0.8040 | 0.8164 | 0.7469 | | 0.4537 | 1.25 | 120 | 0.2751 | 0.7956 | 0.8830 | 0.8886 | 0.9276 | 0.8384 | 0.8242 | 0.7669 | | 0.1249 | 1.46 | 140 | 0.2719 | 0.7944 | 0.8841 | 0.8873 | 0.9094 | 0.8588 | 0.8196 | 0.7691 | | 0.4985 | 1.67 | 160 | 0.3441 | 0.7463 | 0.8630 | 0.8550 | 0.7995 | 0.9264 | 0.7563 | 0.7363 | | 0.4279 | 1.88 | 180 | 0.2911 | 0.7819 | 0.8764 | 0.8796 | 0.9016 | 0.8512 | 0.8082 | 0.7555 | | 0.1776 | 2.08 | 200 | 0.2808 | 0.7928 | 0.8831 | 0.8864 | 0.9093 | 0.8569 | 0.8184 | 0.7673 | | 0.209 | 2.29 | 220 | 0.2815 | 0.7857 | 0.8752 | 0.8832 | 0.9393 | 0.8111 | 0.8191 | 0.7522 | | 0.152 | 2.5 | 240 | 0.2833 | 0.7921 | 0.8846 | 0.8854 | 0.8916 | 0.8775 | 0.8142 | 0.7700 | | 0.5696 | 2.71 | 260 | 0.2698 | 0.8035 | 0.8921 | 0.8923 | 0.8941 | 0.8901 | 0.8238 | 0.7832 | | 0.1003 | 2.92 | 280 | 0.3147 | 0.7739 | 0.8796 | 0.8729 | 0.8263 | 0.9329 | 0.7854 | 0.7624 | | 0.1349 | 3.12 | 300 | 0.2961 | 0.7980 | 0.8906 | 0.8886 | 0.8747 | 0.9064 | 0.8154 | 0.7805 | | 0.2552 | 3.33 | 320 | 0.2701 | 0.8001 | 0.8914 | 0.8900 | 0.8800 | 0.9028 | 0.8183 | 0.7820 | | 0.1138 | 3.54 | 340 | 0.2808 | 0.7890 | 0.8854 | 0.8830 | 0.8664 | 0.9044 | 0.8065 | 0.7716 | | 0.1602 | 3.75 | 360 | 0.2815 | 0.7956 | 0.8875 | 0.8875 | 0.8874 | 0.8875 | 0.8161 | 0.7751 | | 0.0823 | 3.96 | 380 | 0.3195 | 0.7753 | 0.8799 | 0.8739 | 0.8325 | 0.9272 | 0.7879 | 0.7627 | | 0.331 | 4.17 | 400 | 0.3339 | 0.7782 | 0.8821 | 0.8757 | 0.8312 | 0.9330 | 0.7901 | 0.7664 | | 0.205 | 4.38 | 420 | 0.3083 | 0.7923 | 0.8885 | 0.8849 | 0.8595 | 0.9175 | 0.8077 | 0.7769 | | 0.1659 | 4.58 | 440 | 0.3035 | 0.7887 | 0.8862 | 0.8826 | 0.8569 | 0.9156 | 0.8042 | 0.7731 | | 0.1186 | 4.79 | 460 | 0.2856 | 0.8004 | 0.8839 | 0.8923 | 0.9500 | 0.8179 | 0.8323 | 0.7684 | | 0.2964 | 5.0 | 480 | 0.3583 | 0.7592 | 0.8723 | 0.8633 | 0.8004 | 0.9442 | 0.7672 | 0.7512 | | 0.0742 | 5.21 | 500 | 0.3269 | 0.7804 | 0.8820 | 0.8772 | 0.8444 | 0.9196 | 0.7947 | 0.7660 | | 0.1355 | 5.42 | 520 | 0.3504 | 0.7784 | 0.8819 | 0.8759 | 0.8338 | 0.9301 | 0.7908 | 0.7661 | | 0.0757 | 5.62 | 540 | 0.2771 | 0.8062 | 0.8927 | 0.8942 | 0.9050 | 0.8804 | 0.8280 | 0.7844 | | 0.2015 | 5.83 | 560 | 0.3324 | 0.7851 | 0.8850 | 0.8802 | 0.8469 | 0.9232 | 0.7992 | 0.7711 | | 0.1187 | 6.04 | 580 | 0.2853 | 0.8077 | 0.8943 | 0.8949 | 0.8995 | 0.8891 | 0.8282 | 0.7872 | | 0.1243 | 6.25 | 600 | 0.3166 | 0.7968 | 0.8915 | 0.8875 | 0.8599 | 0.9232 | 0.8115 | 0.7820 | | 0.0484 | 6.46 | 620 | 0.2876 | 0.8134 | 0.8968 | 0.8986 | 0.9110 | 0.8826 | 0.8349 | 0.7919 | | 0.0772 | 6.67 | 640 | 0.2985 | 0.8085 | 0.8964 | 0.8951 | 0.8863 | 0.9064 | 0.8263 | 0.7907 | | 0.2296 | 6.88 | 660 | 0.3134 | 0.8080 | 0.8951 | 0.8950 | 0.8940 | 0.8962 | 0.8274 | 0.7886 | | 0.0544 | 7.08 | 680 | 0.3300 | 0.8014 | 0.8925 | 0.8907 | 0.8780 | 0.9070 | 0.8189 | 0.7839 | | 0.0942 | 7.29 | 700 | 0.3133 | 0.8070 | 0.8936 | 0.8946 | 0.9013 | 0.8860 | 0.8280 | 0.7860 | | 0.2432 | 7.5 | 720 | 0.3376 | 0.8014 | 0.8938 | 0.8905 | 0.8675 | 0.9201 | 0.8168 | 0.7860 | | 0.0637 | 7.71 | 740 | 0.3021 | 0.8108 | 0.8968 | 0.8967 | 0.8965 | 0.8970 | 0.8301 | 0.7915 | | 0.0946 | 7.92 | 760 | 0.3242 | 0.8048 | 0.8943 | 0.8929 | 0.8831 | 0.9054 | 0.8227 | 0.7870 | | 0.1291 | 8.12 | 780 | 0.3315 | 0.8011 | 0.8934 | 0.8903 | 0.8689 | 0.9179 | 0.8169 | 0.7853 | | 0.1077 | 8.33 | 800 | 0.3095 | 0.8117 | 0.8944 | 0.8979 | 0.9221 | 0.8667 | 0.8356 | 0.7877 | | 0.177 | 8.54 | 820 | 0.3174 | 0.8117 | 0.8951 | 0.8977 | 0.9162 | 0.8740 | 0.8345 | 0.7888 | | 0.057 | 8.75 | 840 | 0.3106 | 0.8111 | 0.8973 | 0.8968 | 0.8930 | 0.9016 | 0.8297 | 0.7925 | | 0.2007 | 8.96 | 860 | 0.3645 | 0.7953 | 0.8909 | 0.8866 | 0.8571 | 0.9247 | 0.8097 | 0.7809 | | 0.1281 | 9.17 | 880 | 0.3561 | 0.8008 | 0.8932 | 0.8902 | 0.8688 | 0.9176 | 0.8166 | 0.7850 | | 0.0639 | 9.38 | 900 | 0.3120 | 0.8109 | 0.8969 | 0.8968 | 0.8962 | 0.8975 | 0.8301 | 0.7917 | | 0.0766 | 9.58 | 920 | 0.3306 | 0.8057 | 0.8947 | 0.8934 | 0.8843 | 0.9051 | 0.8236 | 0.7877 | | 0.1766 | 9.79 | 940 | 0.3321 | 0.8042 | 0.8941 | 0.8925 | 0.8813 | 0.9068 | 0.8219 | 0.7866 | | 0.0842 | 10.0 | 960 | 0.3250 | 0.8048 | 0.8943 | 0.8929 | 0.8830 | 0.9056 | 0.8227 | 0.7870 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "not_graf", "graf" ]

Adriatogi/segformer-b1-finetuned-segments-graffiti

# segformer-b1-finetuned-segments-graffiti This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on the Adriatogi/graffiti dataset. It achieves the following results on the evaluation set: - Loss: 0.2171 - Mean Iou: 0.8381 - Mean Accuracy: 0.9102 - Overall Accuracy: 0.9168 - Accuracy Not Graf: 0.9379 - Accuracy Graf: 0.8826 - Iou Not Graf: 0.8748 - Iou Graf: 0.8015 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.05 - num_epochs: 10 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Not Graf | Accuracy Graf | Iou Not Graf | Iou Graf | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------:|:-------------:|:------------:|:--------:| | 0.4076 | 0.42 | 20 | 0.5389 | 0.6053 | 0.7982 | 0.7541 | 0.6139 | 0.9825 | 0.6073 | 0.6033 | | 0.3386 | 0.83 | 40 | 0.2883 | 0.7962 | 0.8984 | 0.8898 | 0.8625 | 0.9343 | 0.8290 | 0.7634 | | 0.1964 | 1.25 | 60 | 0.2514 | 0.8061 | 0.9009 | 0.8964 | 0.8819 | 0.9200 | 0.8406 | 0.7716 | | 0.1723 | 1.67 | 80 | 0.2259 | 0.8269 | 0.9058 | 0.9100 | 0.9235 | 0.8880 | 0.8641 | 0.7898 | | 0.1981 | 2.08 | 100 | 0.2338 | 0.8119 | 0.9040 | 0.8999 | 0.8869 | 0.9210 | 0.8459 | 0.7778 | | 0.2827 | 2.5 | 120 | 0.2106 | 0.8251 | 0.9080 | 0.9084 | 0.9095 | 0.9066 | 0.8601 | 0.7902 | | 0.1864 | 2.92 | 140 | 0.2241 | 0.8232 | 0.8956 | 0.9097 | 0.9546 | 0.8365 | 0.8675 | 0.7790 | | 0.1362 | 3.33 | 160 | 0.2185 | 0.8257 | 0.8978 | 0.9109 | 0.9525 | 0.8431 | 0.8688 | 0.7826 | | 0.1264 | 3.75 | 180 | 0.2155 | 0.8237 | 0.9054 | 0.9079 | 0.9156 | 0.8952 | 0.8602 | 0.7871 | | 0.1688 | 4.17 | 200 | 0.2241 | 0.8206 | 0.8985 | 0.9072 | 0.9346 | 0.8625 | 0.8618 | 0.7795 | | 0.1198 | 4.58 | 220 | 0.2080 | 0.8331 | 0.9087 | 0.9137 | 0.9296 | 0.8877 | 0.8697 | 0.7965 | | 0.111 | 5.0 | 240 | 0.2033 | 0.8369 | 0.9133 | 0.9154 | 0.9221 | 0.9044 | 0.8710 | 0.8027 | | 0.2003 | 5.42 | 260 | 0.2214 | 0.8262 | 0.9118 | 0.9084 | 0.8976 | 0.9261 | 0.8586 | 0.7938 | | 0.1369 | 5.83 | 280 | 0.2044 | 0.8396 | 0.9147 | 0.9170 | 0.9245 | 0.9048 | 0.8734 | 0.8058 | | 0.1901 | 6.25 | 300 | 0.1968 | 0.8411 | 0.9119 | 0.9185 | 0.9393 | 0.8846 | 0.8771 | 0.8050 | | 0.1887 | 6.67 | 320 | 0.2098 | 0.8367 | 0.9100 | 0.9159 | 0.9344 | 0.8857 | 0.8731 | 0.8002 | | 0.0738 | 7.08 | 340 | 0.2205 | 0.8357 | 0.9127 | 0.9147 | 0.9211 | 0.9043 | 0.8699 | 0.8014 | | 0.1166 | 7.5 | 360 | 0.2274 | 0.8317 | 0.9046 | 0.9135 | 0.9420 | 0.8672 | 0.8709 | 0.7924 | | 0.1247 | 7.92 | 380 | 0.2225 | 0.8310 | 0.9051 | 0.9130 | 0.9381 | 0.8722 | 0.8698 | 0.7923 | | 0.1212 | 8.33 | 400 | 0.2230 | 0.8345 | 0.9108 | 0.9143 | 0.9254 | 0.8961 | 0.8699 | 0.7991 | | 0.0979 | 8.75 | 420 | 0.2226 | 0.8352 | 0.9076 | 0.9153 | 0.9400 | 0.8752 | 0.8730 | 0.7973 | | 0.0984 | 9.17 | 440 | 0.2189 | 0.8354 | 0.9106 | 0.9149 | 0.9287 | 0.8925 | 0.8712 | 0.7997 | | 0.1151 | 9.58 | 460 | 0.2185 | 0.8382 | 0.9098 | 0.9170 | 0.9396 | 0.8800 | 0.8751 | 0.8013 | | 0.0989 | 10.0 | 480 | 0.2171 | 0.8381 | 0.9102 | 0.9168 | 0.9379 | 0.8826 | 0.8748 | 0.8015 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "not_graf", "graf" ]

rcodina/exemple2-finetuned-segments

# exemple2-finetuned-segments This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 1 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:| | No log | 1.0 | 5 | 3.5279 | 0.0125 | 0.0416 | 0.1024 | [0.003071310796148687, 0.1616174857459709, 0.0, 0.0, 0.0022739959938265523, 0.0, 0.0005909869482034998, 0.0017997990408432924, 0.0, 0.05474664289453949, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.09700429854115147, 0.0, 0.04184948021660935, 0.0006682389937106918, 0.0, 0.0, 0.00415553197202368, 0.004015113955619657, 0.0, 0.0, 6.202127329674078e-05, 0.05336540352809607, 0.0, 0.0, 0.0, 0.00025955435304111186, 0.0, 0.0] | [0.0032144853023359787, 0.18635872416872554, nan, 0.0, 0.0038356619632496504, nan, 0.0010970621048716994, 0.008956864181701621, nan, 0.06383171787997526, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.11043176613738219, nan, 0.051045006388159, 0.02862641327880683, nan, nan, 0.34138655462184875, 0.049846125151543415, 0.0, nan, 6.220517339692085e-05, 0.10777804260728432, 0.0, 0.0, 0.0, 0.0002737135463322385, 0.0, nan] | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

imessam/segformer-b0-finetuned-segments-sidewalk-oct-22

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - eval_loss: 1.5643 - eval_mean_iou: 0.1299 - eval_mean_accuracy: 0.1767 - eval_overall_accuracy: 0.7026 - eval_accuracy_unlabeled: nan - eval_accuracy_flat-road: 0.7260 - eval_accuracy_flat-sidewalk: 0.9208 - eval_accuracy_flat-crosswalk: 0.0 - eval_accuracy_flat-cyclinglane: 0.0097 - eval_accuracy_flat-parkingdriveway: 0.0001 - eval_accuracy_flat-railtrack: nan - eval_accuracy_flat-curb: 0.0009 - eval_accuracy_human-person: 0.0 - eval_accuracy_human-rider: 0.0 - eval_accuracy_vehicle-car: 0.9031 - eval_accuracy_vehicle-truck: 0.0 - eval_accuracy_vehicle-bus: 0.0 - eval_accuracy_vehicle-tramtrain: 0.0 - eval_accuracy_vehicle-motorcycle: 0.0 - eval_accuracy_vehicle-bicycle: 0.0 - eval_accuracy_vehicle-caravan: 0.0 - eval_accuracy_vehicle-cartrailer: 0.0 - eval_accuracy_construction-building: 0.8461 - eval_accuracy_construction-door: 0.0 - eval_accuracy_construction-wall: 0.0022 - eval_accuracy_construction-fenceguardrail: 0.0 - eval_accuracy_construction-bridge: 0.0 - eval_accuracy_construction-tunnel: nan - eval_accuracy_construction-stairs: 0.0 - eval_accuracy_object-pole: 0.0 - eval_accuracy_object-trafficsign: 0.0 - eval_accuracy_object-trafficlight: 0.0 - eval_accuracy_nature-vegetation: 0.9200 - eval_accuracy_nature-terrain: 0.4607 - eval_accuracy_sky: 0.8653 - eval_accuracy_void-ground: 0.0 - eval_accuracy_void-dynamic: 0.0 - eval_accuracy_void-static: 0.0 - eval_accuracy_void-unclear: 0.0 - eval_iou_unlabeled: nan - eval_iou_flat-road: 0.4423 - eval_iou_flat-sidewalk: 0.7322 - eval_iou_flat-crosswalk: 0.0 - eval_iou_flat-cyclinglane: 0.0097 - eval_iou_flat-parkingdriveway: 0.0001 - eval_iou_flat-railtrack: nan - eval_iou_flat-curb: 0.0009 - eval_iou_human-person: 0.0 - eval_iou_human-rider: 0.0 - eval_iou_vehicle-car: 0.5959 - eval_iou_vehicle-truck: 0.0 - eval_iou_vehicle-bus: 0.0 - eval_iou_vehicle-tramtrain: 0.0 - eval_iou_vehicle-motorcycle: 0.0 - eval_iou_vehicle-bicycle: 0.0 - eval_iou_vehicle-caravan: 0.0 - eval_iou_vehicle-cartrailer: 0.0 - eval_iou_construction-building: 0.5061 - eval_iou_construction-door: 0.0 - eval_iou_construction-wall: 0.0022 - eval_iou_construction-fenceguardrail: 0.0 - eval_iou_construction-bridge: 0.0 - eval_iou_construction-tunnel: nan - eval_iou_construction-stairs: 0.0 - eval_iou_object-pole: 0.0 - eval_iou_object-trafficsign: 0.0 - eval_iou_object-trafficlight: 0.0 - eval_iou_nature-vegetation: 0.7073 - eval_iou_nature-terrain: 0.4064 - eval_iou_sky: 0.7528 - eval_iou_void-ground: 0.0 - eval_iou_void-dynamic: 0.0 - eval_iou_void-static: 0.0 - eval_iou_void-unclear: 0.0 - eval_runtime: 34.9281 - eval_samples_per_second: 5.726 - eval_steps_per_second: 2.863 - epoch: 0.1 - step: 40 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

Thalirajesh/Aerial-Drone-Image-Segmentation

# Aerial-Drone-Image-Segmentation This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) It achieves the following results on the evaluation set: - Loss: 0.8852 - Mean Iou: 0.2994 - Mean Accuracy: 0.3923 - Overall Accuracy: 0.7774 ## Model description More information needed ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 24 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Evaluation Results {'mean_iou': 0.27989828118195953, 'mean_accuracy': 0.3712316062110093, 'overall_accuracy': 0.7671712239583334, 'per_category_iou': array([ nan, 0.8560476 , 0.32234631, 0.76880948, 0.57517691, 0.43877125, 0.00114888, 0.14091442, 0.51807365, 0.76964765, 0.27391949, 0. , 0. , 0. , 0. , 0.05778175, 0. , 0.45566807, 0. , 0.25864545, 0.48767764, 0. , 0.23313364, nan]), 'per_category_accuracy': array([ nan, 0.96170675, 0.43993514, 0.86977593, 0.8149788 , 0.49739671, 0.00114987, 0.14445379, 0.80978302, 0.88661108, 0.46787116, 0. , 0. , 0. , 0. , 0.05947339, 0. , 0.55639324, 0. , 0.38358184, 0.761303 , 0. , 0.51268161, nan])} ### Training results ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64fec5de57ccb8f1bdfbec54/nRUHIJAj52l3wxMTJARka.png) | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:| | 2.7923 | 1.25 | 20 | 2.8338 | 0.0954 | 0.1626 | 0.5529 | | 2.219 | 2.5 | 40 | 2.1391 | 0.1036 | 0.1666 | 0.5929 | | 1.9451 | 3.75 | 60 | 1.7919 | 0.1154 | 0.1782 | 0.6129 | | 1.7558 | 5.0 | 80 | 1.6767 | 0.1300 | 0.1961 | 0.6396 | | 1.6381 | 6.25 | 100 | 1.5817 | 0.1383 | 0.2055 | 0.6550 | | 1.5338 | 7.5 | 120 | 1.4816 | 0.1464 | 0.2140 | 0.6729 | | 1.4478 | 8.75 | 140 | 1.4231 | 0.1529 | 0.2219 | 0.6823 | | 1.361 | 10.0 | 160 | 1.3300 | 0.1637 | 0.2315 | 0.6975 | | 1.306 | 11.25 | 180 | 1.3034 | 0.1737 | 0.2419 | 0.7060 | | 1.2611 | 12.5 | 200 | 1.2692 | 0.1755 | 0.2450 | 0.7093 | | 1.2317 | 13.75 | 220 | 1.2190 | 0.1821 | 0.2501 | 0.7145 | | 1.1868 | 15.0 | 240 | 1.2063 | 0.1862 | 0.2539 | 0.7188 | | 1.1628 | 16.25 | 260 | 1.1832 | 0.1909 | 0.2612 | 0.7234 | | 1.1149 | 17.5 | 280 | 1.1368 | 0.2048 | 0.2739 | 0.7317 | | 1.1009 | 18.75 | 300 | 1.1117 | 0.2232 | 0.2938 | 0.7387 | | 1.0532 | 20.0 | 320 | 1.0923 | 0.2315 | 0.2997 | 0.7414 | | 1.0464 | 21.25 | 340 | 1.0821 | 0.2408 | 0.3147 | 0.7480 | | 1.0278 | 22.5 | 360 | 1.0541 | 0.2517 | 0.3277 | 0.7530 | | 0.9945 | 23.75 | 380 | 1.0352 | 0.2612 | 0.3398 | 0.7573 | | 0.9729 | 25.0 | 400 | 1.0207 | 0.2671 | 0.3511 | 0.7609 | | 0.9527 | 26.25 | 420 | 1.0067 | 0.2684 | 0.3547 | 0.7609 | | 0.9494 | 27.5 | 440 | 0.9870 | 0.2713 | 0.3548 | 0.7627 | | 0.9287 | 28.75 | 460 | 0.9729 | 0.2745 | 0.3619 | 0.7640 | | 0.9089 | 30.0 | 480 | 0.9561 | 0.2791 | 0.3640 | 0.7680 | | 0.9064 | 31.25 | 500 | 0.9500 | 0.2799 | 0.3712 | 0.7672 | | 0.8681 | 32.5 | 520 | 0.9397 | 0.2845 | 0.3749 | 0.7696 | | 0.8677 | 33.75 | 540 | 0.9340 | 0.2835 | 0.3737 | 0.7692 | | 0.8663 | 35.0 | 560 | 0.9243 | 0.2862 | 0.3755 | 0.7716 | | 0.8629 | 36.25 | 580 | 0.9173 | 0.2869 | 0.3766 | 0.7719 | | 0.8542 | 37.5 | 600 | 0.9112 | 0.2908 | 0.3810 | 0.7740 | | 0.8391 | 38.75 | 620 | 0.9050 | 0.2904 | 0.3812 | 0.7734 | | 0.8392 | 40.0 | 640 | 0.9027 | 0.2917 | 0.3818 | 0.7734 | | 0.8306 | 41.25 | 660 | 0.8949 | 0.2941 | 0.3841 | 0.7755 | | 0.8213 | 42.5 | 680 | 0.8936 | 0.2958 | 0.3875 | 0.7760 | | 0.8406 | 43.75 | 700 | 0.8910 | 0.2964 | 0.3879 | 0.7763 | | 0.8254 | 45.0 | 720 | 0.8889 | 0.2981 | 0.3897 | 0.7764 | | 0.8202 | 46.25 | 740 | 0.8880 | 0.2985 | 0.3917 | 0.7767 | | 0.8013 | 47.5 | 760 | 0.8891 | 0.2989 | 0.3923 | 0.7767 | | 0.8188 | 48.75 | 780 | 0.8861 | 0.2994 | 0.3926 | 0.7772 | | 0.8089 | 50.0 | 800 | 0.8852 | 0.2994 | 0.3923 | 0.7774 | ### Framework versions - Transformers 4.38.1 - Pytorch 2.1.2 - Datasets 2.1.0 - Tokenizers 0.15.2

[ "unlabeled", "paved-area", "dirt", "grass", "gravel", "water", "rocks", "pool", "vegetation", "roof", "wall", "window", "door", "fence", "fence-pole", "person", "dog", "car", "bicycle", "tree", "bald-tree", "ar-marker", "obstacle", "conflicting" ]

imessam/segformer-b0-finetuned-agriculture

# segformer-b0-finetuned-agriculture This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.3305 - Mean Iou: 0.4242 - Mean Accuracy: 0.5107 - Overall Accuracy: 0.6733 - Accuracy Unlabeled: nan - Accuracy Nutrient Deficiency: 0.6872 - Accuracy Planter Skip: 0.1915 - Accuracy Water: 0.8549 - Accuracy Waterway: 0.1797 - Accuracy Weed Cluster: 0.6404 - Iou Unlabeled: 0.0 - Iou Nutrient Deficiency: 0.6865 - Iou Planter Skip: 0.1914 - Iou Water: 0.8475 - Iou Waterway: 0.1795 - Iou Weed Cluster: 0.6401 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 5 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Nutrient Deficiency | Accuracy Planter Skip | Accuracy Water | Accuracy Waterway | Accuracy Weed Cluster | Iou Unlabeled | Iou Nutrient Deficiency | Iou Planter Skip | Iou Water | Iou Waterway | Iou Weed Cluster | |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------------------:|:---------------------:|:--------------:|:-----------------:|:---------------------:|:-------------:|:-----------------------:|:----------------:|:---------:|:------------:|:----------------:| | 0.2889 | 1.0 | 8145 | 0.4127 | 0.2578 | 0.3110 | 0.4484 | nan | 0.3062 | 0.0 | 0.7988 | 0.0007 | 0.4496 | 0.0 | 0.3062 | 0.0 | 0.7913 | 0.0007 | 0.4485 | | 0.3157 | 2.0 | 16290 | 0.3877 | 0.3374 | 0.4070 | 0.5970 | nan | 0.5241 | 0.0023 | 0.8816 | 0.0303 | 0.5969 | 0.0 | 0.5237 | 0.0023 | 0.8715 | 0.0301 | 0.5968 | | 0.2637 | 3.0 | 24435 | 0.3531 | 0.3717 | 0.4480 | 0.6171 | nan | 0.5638 | 0.0409 | 0.8804 | 0.1563 | 0.5984 | 0.0 | 0.5633 | 0.0409 | 0.8723 | 0.1554 | 0.5982 | | 0.4715 | 4.0 | 32580 | 0.3337 | 0.3653 | 0.4398 | 0.6073 | nan | 0.6172 | 0.1068 | 0.8077 | 0.0976 | 0.5698 | 0.0 | 0.6164 | 0.1068 | 0.8015 | 0.0976 | 0.5696 | | 0.0668 | 5.0 | 40725 | 0.3305 | 0.4242 | 0.5107 | 0.6733 | nan | 0.6872 | 0.1915 | 0.8549 | 0.1797 | 0.6404 | 0.0 | 0.6865 | 0.1914 | 0.8475 | 0.1795 | 0.6401 | ### Framework versions - Transformers 4.39.1 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "nutrient_deficiency", "planter_skip", "water", "waterway", "weed_cluster" ]

erikhenriksson1/segformer-b0-finetuned-segments-sidewalk-2

# segformer-b0-finetuned-segments-sidewalk-2 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the erikhenriksson1/test_skin_segmentation dataset. It achieves the following results on the evaluation set: - Loss: 0.1985 - Mean Iou: 0.6571 - Mean Accuracy: 0.6626 - Overall Accuracy: 0.9937 - Accuracy Unlabeled: nan - Accuracy Skin: 0.9939 - Accuracy Mark of interest: 0.0 - Accuracy Non-skin: 0.9939 - Iou Unlabeled: nan - Iou Skin: 0.9801 - Iou Mark of interest: 0.0 - Iou Non-skin: 0.9911 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Skin | Accuracy Mark of interest | Accuracy Non-skin | Iou Unlabeled | Iou Skin | Iou Mark of interest | Iou Non-skin | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-------------:|:-------------------------:|:-----------------:|:-------------:|:--------:|:--------------------:|:------------:| | 0.6293 | 5.0 | 20 | 0.9612 | 0.5999 | 0.6435 | 0.9522 | nan | 1.0 | 0.0 | 0.9306 | nan | 0.8691 | 0.0 | 0.9306 | | 0.4646 | 10.0 | 40 | 0.4611 | 0.6321 | 0.6552 | 0.9765 | nan | 0.9990 | 0.0 | 0.9665 | nan | 0.9304 | 0.0 | 0.9660 | | 0.3595 | 15.0 | 60 | 0.3382 | 0.6423 | 0.6578 | 0.9837 | nan | 0.9944 | 0.0 | 0.9791 | nan | 0.9505 | 0.0 | 0.9766 | | 0.3065 | 20.0 | 80 | 0.3041 | 0.6461 | 0.6592 | 0.9863 | nan | 0.9951 | 0.0 | 0.9826 | nan | 0.9581 | 0.0 | 0.9804 | | 0.2874 | 25.0 | 100 | 0.2659 | 0.6506 | 0.6604 | 0.9893 | nan | 0.9934 | 0.0 | 0.9877 | nan | 0.9669 | 0.0 | 0.9848 | | 0.2319 | 30.0 | 120 | 0.2461 | 0.6522 | 0.6614 | 0.9904 | nan | 0.9961 | 0.0 | 0.9881 | nan | 0.9703 | 0.0 | 0.9864 | | 0.2396 | 35.0 | 140 | 0.2279 | 0.6565 | 0.6626 | 0.9933 | nan | 0.9952 | 0.0 | 0.9927 | nan | 0.9790 | 0.0 | 0.9906 | | 0.2215 | 40.0 | 160 | 0.2099 | 0.6564 | 0.6624 | 0.9932 | nan | 0.9939 | 0.0 | 0.9932 | nan | 0.9788 | 0.0 | 0.9904 | | 0.2128 | 45.0 | 180 | 0.2021 | 0.6565 | 0.6626 | 0.9933 | nan | 0.9948 | 0.0 | 0.9929 | nan | 0.9789 | 0.0 | 0.9905 | | 0.1855 | 50.0 | 200 | 0.1985 | 0.6571 | 0.6626 | 0.9937 | nan | 0.9939 | 0.0 | 0.9939 | nan | 0.9801 | 0.0 | 0.9911 | ### Framework versions - Transformers 4.39.1 - Pytorch 2.2.1 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "skin", "mark of interest", "non-skin" ]

bricklerex/lane-detect-jds

# segformer-b0-finetuned-segments-sidewalk-oct-22 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the bricklerex/lane-detect dataset. It achieves the following results on the evaluation set: - Loss: 0.0646 - Mean Iou: 0.4681 - Mean Accuracy: 0.9362 - Overall Accuracy: 0.9362 - Accuracy Unlabelled: nan - Accuracy Lane: 0.9362 - Iou Unlabelled: 0.0 - Iou Lane: 0.9362 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 2 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabelled | Accuracy Lane | Iou Unlabelled | Iou Lane | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:-------------:|:--------------:|:--------:| | 0.0823 | 0.35 | 20 | 0.0933 | 0.4675 | 0.9349 | 0.9349 | nan | 0.9349 | 0.0 | 0.9349 | | 0.0676 | 0.7 | 40 | 0.0737 | 0.4547 | 0.9093 | 0.9093 | nan | 0.9093 | 0.0 | 0.9093 | | 0.0639 | 1.05 | 60 | 0.0659 | 0.4583 | 0.9166 | 0.9166 | nan | 0.9166 | 0.0 | 0.9166 | | 0.0584 | 1.4 | 80 | 0.0831 | 0.4715 | 0.9429 | 0.9429 | nan | 0.9429 | 0.0 | 0.9429 | | 0.0541 | 1.75 | 100 | 0.0646 | 0.4681 | 0.9362 | 0.9362 | nan | 0.9362 | 0.0 | 0.9362 | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabelled", "lane" ]

jzju/dit-doclaynet

Trained for 4 epochs. Usage: ``` image_processor = AutoImageProcessor.from_pretrained("microsoft/dit-large") model = BeitForSemanticSegmentation.from_pretrained("jzju/dit-doclaynet") image = Image.open('img.png').convert('RGB') inputs = image_processor(images=image, return_tensors="pt") outputs = model(**inputs) # logits are of shape (batch_size, num_labels, height, width) logits = outputs.logits out = logits[0].detach() out.size() for i in range(11): plt.imshow(out[i]) plt.show() ``` Labels: ``` 1: Caption 2: Footnote 3: Formula 4: List-item 5: Page-footer 6: Page-header 7: Picture 8: Section-header 9: Table 10: Text 11: Title ``` Data label convert: ``` model = BeitForSemanticSegmentation.from_pretrained("microsoft/dit-base", num_labels=11) ds = load_dataset("ds4sd/DocLayNet-v1.1") mask = np.zeros([11, 1025, 1025]) for b, c in zip(d["bboxes"], d["category_id"]): b = [np.clip(int(bb), 0, 1025) for bb in b] mask[c - 1][b[1]:b[1]+b[3], b[0]:b[0]+b[2]] = 1 mask = [cv2.resize(a, dsize=(56, 56), interpolation=cv2.INTER_AREA) for a in mask] d["label"] = np.stack(mask) ```

[ "label_0", "label_1", "label_2", "label_3", "label_4", "label_5", "label_6", "label_7", "label_8", "label_9", "label_10" ]

patrickcleeve/segformer-b1-autolamella-mega-1

# segformer-b0-finetuned-autolamella-mega-1 This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on the patrickcleeve/autolamella dataset. It achieves the following results on the evaluation set: - Loss: 0.1093 - Mean Iou: 0.7759 - Mean Accuracy: 0.9403 - Overall Accuracy: 0.9638 - Accuracy Background: nan - Accuracy Lamella: 0.9007 - Accuracy Manipulator: 0.9887 - Accuracy Landing Post: 0.9619 - Accuracy Copper Adapter: 0.8594 - Accuracy Volume Block: 0.9905 - Iou Background: 0.0 - Iou Lamella: 0.8989 - Iou Manipulator: 0.9883 - Iou Landing Post: 0.9592 - Iou Copper Adapter: 0.8204 - Iou Volume Block: 0.9887 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Lamella | Accuracy Manipulator | Accuracy Landing Post | Accuracy Copper Adapter | Accuracy Volume Block | Iou Background | Iou Lamella | Iou Manipulator | Iou Landing Post | Iou Copper Adapter | Iou Volume Block | |:-------------:|:-----:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------------:|:---------------------:|:-----------------------:|:---------------------:|:--------------:|:-----------:|:---------------:|:----------------:|:------------------:|:----------------:| | 1.2527 | 0.03 | 20 | 1.6486 | 0.3170 | 0.4266 | 0.7768 | nan | 0.1842 | 0.3192 | 0.9521 | 0.0201 | 0.6572 | 0.0 | 0.1403 | 0.2935 | 0.8391 | 0.0017 | 0.6274 | | 1.4802 | 0.06 | 40 | 1.1300 | 0.3274 | 0.4249 | 0.7985 | nan | 0.0085 | 0.3343 | 0.9689 | 0.0107 | 0.8022 | 0.0 | 0.0085 | 0.3087 | 0.8808 | 0.0060 | 0.7601 | | 1.2266 | 0.09 | 60 | 1.0512 | 0.3922 | 0.5078 | 0.8552 | nan | 0.1594 | 0.4731 | 0.9865 | 0.0020 | 0.9179 | 0.0 | 0.1534 | 0.4588 | 0.9031 | 0.0019 | 0.8359 | | 1.0268 | 0.12 | 80 | 0.8069 | 0.3839 | 0.4948 | 0.8484 | nan | 0.0322 | 0.5521 | 0.9866 | 0.0045 | 0.8987 | 0.0 | 0.0321 | 0.5232 | 0.9046 | 0.0044 | 0.8391 | | 0.6265 | 0.15 | 100 | 0.6359 | 0.3146 | 0.4406 | 0.7053 | nan | 0.0114 | 0.4855 | 0.7694 | 0.0 | 0.9368 | 0.0 | 0.0113 | 0.3457 | 0.7637 | 0.0 | 0.7669 | | 0.8715 | 0.18 | 120 | 0.5561 | 0.3426 | 0.4389 | 0.8129 | nan | 0.0392 | 0.2682 | 0.9654 | 0.0 | 0.9216 | 0.0 | 0.0389 | 0.2611 | 0.9150 | 0.0 | 0.8408 | | 0.8471 | 0.21 | 140 | 0.5105 | 0.3653 | 0.4626 | 0.8157 | nan | 0.0425 | 0.5522 | 0.9753 | 0.0 | 0.7430 | 0.0 | 0.0424 | 0.5201 | 0.9044 | 0.0 | 0.7248 | | 0.6123 | 0.24 | 160 | 0.5490 | 0.3815 | 0.4811 | 0.8001 | nan | 0.0178 | 0.6658 | 0.9247 | 0.0 | 0.7970 | 0.0 | 0.0178 | 0.6333 | 0.8582 | 0.0 | 0.7796 | | 0.3638 | 0.27 | 180 | 0.3881 | 0.3721 | 0.4826 | 0.8037 | nan | 0.0335 | 0.5522 | 0.9141 | 0.0 | 0.9132 | 0.0 | 0.0330 | 0.4310 | 0.9012 | 0.0 | 0.8673 | | 0.4143 | 0.3 | 200 | 0.3391 | 0.4389 | 0.5583 | 0.8544 | nan | 0.0417 | 0.8968 | 0.9430 | 0.0 | 0.9103 | 0.0 | 0.0416 | 0.7972 | 0.9186 | 0.0 | 0.8758 | | 0.6603 | 0.33 | 220 | 0.3806 | 0.3699 | 0.4644 | 0.7982 | nan | 0.1042 | 0.4627 | 0.9324 | 0.0 | 0.8226 | 0.0 | 0.0995 | 0.4099 | 0.8924 | 0.0 | 0.8175 | | 0.5301 | 0.36 | 240 | 0.2807 | 0.4122 | 0.5132 | 0.8419 | nan | 0.0064 | 0.7135 | 0.9607 | 0.0 | 0.8856 | 0.0 | 0.0064 | 0.7005 | 0.9143 | 0.0 | 0.8522 | | 0.7067 | 0.4 | 260 | 0.2813 | 0.3809 | 0.4650 | 0.7622 | nan | 0.0090 | 0.6835 | 0.8755 | 0.0 | 0.7572 | 0.0 | 0.0090 | 0.6729 | 0.8512 | 0.0 | 0.7525 | | 0.4755 | 0.43 | 280 | 0.2660 | 0.4674 | 0.5757 | 0.8847 | nan | 0.0668 | 0.8940 | 0.9793 | 0.0 | 0.9382 | 0.0 | 0.0666 | 0.8797 | 0.9416 | 0.0 | 0.9167 | | 0.2597 | 0.46 | 300 | 0.2884 | 0.4567 | 0.5635 | 0.8666 | nan | 0.0811 | 0.8556 | 0.9594 | 0.0 | 0.9214 | 0.0 | 0.0809 | 0.8387 | 0.9283 | 0.0 | 0.8921 | | 0.2758 | 0.49 | 320 | 0.2767 | 0.4790 | 0.5943 | 0.8679 | nan | 0.1638 | 0.9315 | 0.9348 | 0.0 | 0.9413 | 0.0 | 0.1627 | 0.8939 | 0.9270 | 0.0 | 0.8906 | | 0.2459 | 0.52 | 340 | 0.2725 | 0.4248 | 0.5247 | 0.8624 | nan | 0.0701 | 0.6290 | 0.9805 | 0.0 | 0.9441 | 0.0 | 0.0701 | 0.6249 | 0.9458 | 0.0 | 0.9080 | | 0.2263 | 0.55 | 360 | 0.2482 | 0.4815 | 0.5942 | 0.8775 | nan | 0.1745 | 0.9283 | 0.9561 | 0.0 | 0.9120 | 0.0 | 0.1744 | 0.8926 | 0.9332 | 0.0 | 0.8890 | | 0.288 | 0.58 | 380 | 0.2804 | 0.4584 | 0.5780 | 0.8628 | nan | 0.1330 | 0.8889 | 0.9406 | 0.0 | 0.9274 | 0.0 | 0.1329 | 0.7964 | 0.9194 | 0.0 | 0.9019 | | 0.578 | 0.61 | 400 | 0.2636 | 0.4282 | 0.5245 | 0.8541 | nan | 0.1474 | 0.5775 | 0.9691 | 0.0 | 0.9284 | 0.0 | 0.1456 | 0.5752 | 0.9402 | 0.0 | 0.9081 | | 0.2049 | 0.64 | 420 | 0.2160 | 0.4591 | 0.5788 | 0.8636 | nan | 0.1550 | 0.8735 | 0.9422 | 0.0 | 0.9232 | 0.0 | 0.1548 | 0.7726 | 0.9301 | 0.0 | 0.8968 | | 0.5474 | 0.67 | 440 | 0.2174 | 0.4928 | 0.6053 | 0.9009 | nan | 0.2862 | 0.7978 | 0.9837 | 0.0 | 0.9586 | 0.0 | 0.2860 | 0.7813 | 0.9619 | 0.0 | 0.9276 | | 0.2837 | 0.7 | 460 | 0.2199 | 0.4800 | 0.5832 | 0.8594 | nan | 0.2672 | 0.8019 | 0.9338 | 0.0 | 0.9133 | 0.0 | 0.2663 | 0.7997 | 0.9123 | 0.0 | 0.9014 | | 0.1499 | 0.73 | 480 | 0.2261 | 0.4383 | 0.5410 | 0.8731 | nan | 0.0422 | 0.7405 | 0.9871 | 0.0 | 0.9352 | 0.0 | 0.0422 | 0.7382 | 0.9400 | 0.0 | 0.9096 | | 0.1966 | 0.76 | 500 | 0.2679 | 0.4673 | 0.5807 | 0.7464 | nan | 0.2930 | 0.9278 | 0.7289 | 0.0 | 0.9537 | 0.0 | 0.2920 | 0.8975 | 0.7284 | 0.0 | 0.8857 | | 0.3873 | 0.79 | 520 | 0.1985 | 0.4916 | 0.6048 | 0.8831 | nan | 0.3590 | 0.8219 | 0.9641 | 0.0 | 0.8788 | 0.0 | 0.3582 | 0.7929 | 0.9394 | 0.0 | 0.8594 | | 0.1302 | 0.82 | 540 | 0.1941 | 0.4842 | 0.5878 | 0.8487 | nan | 0.3363 | 0.8127 | 0.9172 | 0.0 | 0.8729 | 0.0 | 0.3278 | 0.7982 | 0.9115 | 0.0 | 0.8676 | | 0.1616 | 0.85 | 560 | 0.2724 | 0.4580 | 0.5628 | 0.8653 | nan | 0.1150 | 0.8012 | 0.9552 | 0.0 | 0.9427 | 0.0 | 0.1146 | 0.7711 | 0.9397 | 0.0 | 0.9229 | | 0.3048 | 0.88 | 580 | 0.1716 | 0.5584 | 0.6813 | 0.9265 | nan | 0.5214 | 0.9419 | 0.9676 | 0.0 | 0.9753 | 0.0 | 0.5169 | 0.9278 | 0.9601 | 0.0 | 0.9455 | | 0.1334 | 0.91 | 600 | 0.2024 | 0.4590 | 0.5883 | 0.8743 | nan | 0.1276 | 0.9102 | 0.9488 | 0.0 | 0.9549 | 0.0 | 0.1276 | 0.7659 | 0.9391 | 0.0 | 0.9217 | | 0.1046 | 0.94 | 620 | 0.1660 | 0.5005 | 0.6103 | 0.8949 | nan | 0.3735 | 0.7597 | 0.9715 | 0.0 | 0.9468 | 0.0 | 0.3706 | 0.7414 | 0.9636 | 0.0 | 0.9276 | | 0.2272 | 0.97 | 640 | 0.1468 | 0.5288 | 0.6458 | 0.9152 | nan | 0.4501 | 0.8505 | 0.9793 | 0.0 | 0.9492 | 0.0 | 0.4494 | 0.8377 | 0.9672 | 0.0 | 0.9186 | | 0.1821 | 1.0 | 660 | 0.1745 | 0.5084 | 0.6387 | 0.9061 | nan | 0.3862 | 0.8940 | 0.9687 | 0.0 | 0.9443 | 0.0 | 0.3837 | 0.7819 | 0.9581 | 0.0 | 0.9267 | | 0.1816 | 1.03 | 680 | 0.1703 | 0.5279 | 0.6432 | 0.8739 | nan | 0.4636 | 0.9002 | 0.9085 | 0.0 | 0.9437 | 0.0 | 0.4623 | 0.8828 | 0.9016 | 0.0 | 0.9206 | | 0.0829 | 1.06 | 700 | 0.1797 | 0.5339 | 0.6516 | 0.9153 | nan | 0.3797 | 0.9622 | 0.9749 | 0.0 | 0.9413 | 0.0 | 0.3793 | 0.9453 | 0.9577 | 0.0 | 0.9209 | | 0.1193 | 1.09 | 720 | 0.1669 | 0.5220 | 0.6383 | 0.8869 | nan | 0.4406 | 0.8549 | 0.9327 | 0.0 | 0.9635 | 0.0 | 0.4390 | 0.8452 | 0.9212 | 0.0 | 0.9267 | | 0.3561 | 1.12 | 740 | 0.1557 | 0.5316 | 0.6491 | 0.9210 | nan | 0.3822 | 0.9334 | 0.9869 | 0.0 | 0.9432 | 0.0 | 0.3815 | 0.9186 | 0.9668 | 0.0 | 0.9226 | | 0.5291 | 1.16 | 760 | 0.1342 | 0.5491 | 0.6713 | 0.9155 | nan | 0.5357 | 0.9099 | 0.9597 | 0.0 | 0.9511 | 0.0 | 0.5328 | 0.8999 | 0.9526 | 0.0 | 0.9095 | | 0.0577 | 1.19 | 780 | 0.1612 | 0.5192 | 0.6373 | 0.9117 | nan | 0.4093 | 0.8324 | 0.9769 | 0.0 | 0.9680 | 0.0 | 0.4088 | 0.8260 | 0.9676 | 0.0 | 0.9131 | | 0.3877 | 1.22 | 800 | 0.1581 | 0.5506 | 0.6711 | 0.9347 | nan | 0.4504 | 0.9609 | 0.9930 | 0.0 | 0.9513 | 0.0 | 0.4502 | 0.9486 | 0.9735 | 0.0 | 0.9312 | | 0.0783 | 1.25 | 820 | 0.1376 | 0.5507 | 0.6722 | 0.9254 | nan | 0.4829 | 0.9503 | 0.9759 | 0.0 | 0.9520 | 0.0 | 0.4815 | 0.9290 | 0.9668 | 0.0 | 0.9270 | | 0.1087 | 1.28 | 840 | 0.1762 | 0.5085 | 0.6183 | 0.9078 | nan | 0.3234 | 0.8596 | 0.9917 | 0.0 | 0.9166 | 0.0 | 0.3226 | 0.8572 | 0.9712 | 0.0 | 0.9001 | | 0.0414 | 1.31 | 860 | 0.1472 | 0.5428 | 0.6747 | 0.9031 | nan | 0.4939 | 0.9765 | 0.9312 | 0.0 | 0.9721 | 0.0 | 0.4922 | 0.9111 | 0.9285 | 0.0 | 0.9253 | | 0.1103 | 1.34 | 880 | 0.1347 | 0.5679 | 0.6895 | 0.9410 | nan | 0.5339 | 0.9704 | 0.9900 | 0.0 | 0.9532 | 0.0 | 0.5333 | 0.9597 | 0.9754 | 0.0 | 0.9392 | | 0.1542 | 1.37 | 900 | 0.2812 | 0.5174 | 0.6292 | 0.9193 | nan | 0.4087 | 0.7742 | 0.9973 | 0.0 | 0.9659 | 0.0 | 0.4064 | 0.7729 | 0.9749 | 0.0 | 0.9502 | | 0.1547 | 1.4 | 920 | 0.1599 | 0.5410 | 0.6637 | 0.8910 | nan | 0.5183 | 0.9268 | 0.9219 | 0.0 | 0.9512 | 0.0 | 0.5131 | 0.8898 | 0.9143 | 0.0 | 0.9287 | | 0.3449 | 1.43 | 940 | 0.1319 | 0.5417 | 0.6713 | 0.9061 | nan | 0.4682 | 0.9642 | 0.9372 | 0.0 | 0.9868 | 0.0 | 0.4661 | 0.9378 | 0.9352 | 0.0 | 0.9114 | | 0.156 | 1.46 | 960 | 0.1276 | 0.5657 | 0.6971 | 0.9314 | nan | 0.5870 | 0.9599 | 0.9641 | 0.0 | 0.9745 | 0.0 | 0.5851 | 0.8998 | 0.9597 | 0.0 | 0.9496 | | 0.3673 | 1.49 | 980 | 0.1790 | 0.5699 | 0.6970 | 0.9418 | nan | 0.6259 | 0.9736 | 0.9948 | 0.0 | 0.8908 | 0.0 | 0.6212 | 0.9521 | 0.9566 | 0.0 | 0.8896 | | 0.1194 | 1.52 | 1000 | 0.1292 | 0.5428 | 0.6593 | 0.9199 | nan | 0.4437 | 0.9212 | 0.9755 | 0.0 | 0.9559 | 0.0 | 0.4418 | 0.9107 | 0.9662 | 0.0 | 0.9383 | | 0.0602 | 1.55 | 1020 | 0.1223 | 0.5737 | 0.6988 | 0.9451 | nan | 0.5885 | 0.9523 | 0.9888 | 0.0 | 0.9642 | 0.0 | 0.5855 | 0.9350 | 0.9770 | 0.0 | 0.9444 | | 0.0559 | 1.58 | 1040 | 0.1565 | 0.5505 | 0.6802 | 0.9245 | nan | 0.5189 | 0.9582 | 0.9675 | 0.0 | 0.9562 | 0.0 | 0.5149 | 0.8863 | 0.9590 | 0.0 | 0.9429 | | 0.1513 | 1.61 | 1060 | 0.1506 | 0.6004 | 0.7288 | 0.9621 | nan | 0.7103 | 0.9773 | 0.9965 | 0.0 | 0.9596 | 0.0 | 0.7093 | 0.9746 | 0.9771 | 0.0 | 0.9416 | | 0.3221 | 1.64 | 1080 | 0.1172 | 0.5750 | 0.6963 | 0.9437 | nan | 0.5651 | 0.9592 | 0.9872 | 0.0 | 0.9701 | 0.0 | 0.5643 | 0.9573 | 0.9764 | 0.0 | 0.9521 | | 0.0505 | 1.67 | 1100 | 0.1275 | 0.5807 | 0.7069 | 0.9492 | nan | 0.6079 | 0.9564 | 0.9870 | 0.0 | 0.9833 | 0.0 | 0.6066 | 0.9552 | 0.9805 | 0.0 | 0.9418 | | 0.133 | 1.7 | 1120 | 0.1521 | 0.5907 | 0.7159 | 0.9571 | nan | 0.6502 | 0.9752 | 0.9980 | 0.0 | 0.9559 | 0.0 | 0.6496 | 0.9723 | 0.9772 | 0.0 | 0.9452 | | 0.1053 | 1.73 | 1140 | 0.1184 | 0.5747 | 0.6983 | 0.9338 | nan | 0.5656 | 0.9779 | 0.9663 | 0.0 | 0.9817 | 0.0 | 0.5636 | 0.9654 | 0.9619 | 0.0 | 0.9575 | | 0.0971 | 1.76 | 1160 | 0.1181 | 0.5871 | 0.7105 | 0.9414 | nan | 0.6508 | 0.9622 | 0.9729 | 0.0 | 0.9667 | 0.0 | 0.6451 | 0.9555 | 0.9682 | 0.0 | 0.9538 | | 0.0701 | 1.79 | 1180 | 0.1120 | 0.5896 | 0.7148 | 0.9459 | nan | 0.6198 | 0.9783 | 0.9776 | 0.0166 | 0.9815 | 0.0 | 0.6190 | 0.9748 | 0.9653 | 0.0166 | 0.9617 | | 0.2152 | 1.82 | 1200 | 0.1225 | 0.5692 | 0.6877 | 0.9321 | nan | 0.5404 | 0.9546 | 0.9732 | 0.0 | 0.9705 | 0.0 | 0.5322 | 0.9527 | 0.9676 | 0.0 | 0.9626 | | 0.1078 | 1.85 | 1220 | 0.1175 | 0.6046 | 0.7299 | 0.9605 | nan | 0.7129 | 0.9724 | 0.9909 | 0.0 | 0.9734 | 0.0 | 0.7080 | 0.9712 | 0.9813 | 0.0 | 0.9671 | | 0.0627 | 1.88 | 1240 | 0.1140 | 0.5727 | 0.6943 | 0.9367 | nan | 0.5397 | 0.9789 | 0.9748 | 0.0 | 0.9782 | 0.0 | 0.5385 | 0.9683 | 0.9669 | 0.0 | 0.9622 | | 0.126 | 1.91 | 1260 | 0.0935 | 0.6014 | 0.7275 | 0.9453 | nan | 0.7251 | 0.9659 | 0.9649 | 0.0001 | 0.9812 | 0.0 | 0.7233 | 0.9611 | 0.9558 | 0.0001 | 0.9679 | | 0.0335 | 1.95 | 1280 | 0.1121 | 0.5840 | 0.7127 | 0.9447 | nan | 0.6183 | 0.9854 | 0.9741 | 0.0 | 0.9856 | 0.0 | 0.6176 | 0.9545 | 0.9654 | 0.0 | 0.9666 | | 0.2148 | 1.98 | 1300 | 0.1126 | 0.5611 | 0.6802 | 0.9328 | nan | 0.5266 | 0.9611 | 0.9864 | 0.0 | 0.9267 | 0.0 | 0.5262 | 0.9527 | 0.9619 | 0.0 | 0.9258 | | 0.055 | 2.01 | 1320 | 0.1313 | 0.5699 | 0.6899 | 0.9414 | nan | 0.5433 | 0.9490 | 0.9883 | 0.0 | 0.9687 | 0.0 | 0.5419 | 0.9477 | 0.9739 | 0.0 | 0.9560 | | 0.0483 | 2.04 | 1340 | 0.1286 | 0.5424 | 0.6581 | 0.8946 | nan | 0.4797 | 0.9231 | 0.9320 | 0.0 | 0.9555 | 0.0 | 0.4786 | 0.9229 | 0.9236 | 0.0 | 0.9296 | | 0.0553 | 2.07 | 1360 | 0.1064 | 0.6083 | 0.7361 | 0.9621 | nan | 0.7358 | 0.9725 | 0.9873 | 0.0 | 0.9849 | 0.0 | 0.7346 | 0.9701 | 0.9808 | 0.0 | 0.9645 | | 0.0304 | 2.1 | 1380 | 0.1138 | 0.5809 | 0.7027 | 0.9403 | nan | 0.6015 | 0.9634 | 0.9758 | 0.0 | 0.9729 | 0.0 | 0.6010 | 0.9611 | 0.9656 | 0.0 | 0.9577 | | 0.0546 | 2.13 | 1400 | 0.1134 | 0.6106 | 0.7425 | 0.9662 | nan | 0.7687 | 0.9803 | 0.9919 | 0.0006 | 0.9709 | 0.0 | 0.7650 | 0.9667 | 0.9825 | 0.0006 | 0.9487 | | 0.0695 | 2.16 | 1420 | 0.1182 | 0.6024 | 0.7303 | 0.9620 | nan | 0.7120 | 0.9792 | 0.9942 | 0.0 | 0.9662 | 0.0 | 0.7112 | 0.9758 | 0.9811 | 0.0 | 0.9460 | | 0.0223 | 2.19 | 1440 | 0.1149 | 0.5812 | 0.7039 | 0.9452 | nan | 0.6525 | 0.9292 | 0.9875 | 0.0 | 0.9501 | 0.0 | 0.6514 | 0.9283 | 0.9645 | 0.0 | 0.9430 | | 0.1745 | 2.22 | 1460 | 0.1391 | 0.5577 | 0.6804 | 0.8994 | nan | 0.6005 | 0.8947 | 0.9193 | 0.0 | 0.9873 | 0.0 | 0.5998 | 0.8918 | 0.9038 | 0.0 | 0.9506 | | 0.2004 | 2.25 | 1480 | 0.1139 | 0.6062 | 0.7323 | 0.9547 | nan | 0.7562 | 0.9582 | 0.9800 | 0.0 | 0.9671 | 0.0 | 0.7519 | 0.9538 | 0.9720 | 0.0 | 0.9596 | | 0.0222 | 2.28 | 1500 | 0.1064 | 0.5881 | 0.7127 | 0.9480 | nan | 0.6233 | 0.9782 | 0.9806 | 0.0 | 0.9813 | 0.0 | 0.6196 | 0.9766 | 0.9760 | 0.0 | 0.9563 | | 0.0627 | 2.31 | 1520 | 0.1011 | 0.5953 | 0.7181 | 0.9535 | nan | 0.6641 | 0.9707 | 0.9882 | 0.0 | 0.9677 | 0.0 | 0.6633 | 0.9696 | 0.9759 | 0.0 | 0.9629 | | 0.0336 | 2.34 | 1540 | 0.1487 | 0.5850 | 0.7079 | 0.9449 | nan | 0.6521 | 0.9273 | 0.9794 | 0.0 | 0.9805 | 0.0 | 0.6441 | 0.9240 | 0.9708 | 0.0 | 0.9714 | | 0.0467 | 2.37 | 1560 | 0.1204 | 0.5912 | 0.7181 | 0.9419 | nan | 0.6610 | 0.9862 | 0.9664 | 0.0 | 0.9767 | 0.0 | 0.6558 | 0.9608 | 0.9622 | 0.0 | 0.9685 | | 0.0366 | 2.4 | 1580 | 0.0868 | 0.5880 | 0.7093 | 0.9405 | nan | 0.6588 | 0.9429 | 0.9714 | 0.0 | 0.9732 | 0.0 | 0.6540 | 0.9422 | 0.9641 | 0.0 | 0.9678 | | 0.1011 | 2.43 | 1600 | 0.0955 | 0.6218 | 0.7523 | 0.9616 | nan | 0.7450 | 0.9826 | 0.9823 | 0.0610 | 0.9907 | 0.0 | 0.7417 | 0.9803 | 0.9780 | 0.0610 | 0.9697 | | 0.3434 | 2.46 | 1620 | 0.0978 | 0.5998 | 0.7233 | 0.9528 | nan | 0.6731 | 0.9833 | 0.9836 | 0.0063 | 0.9700 | 0.0 | 0.6712 | 0.9785 | 0.9763 | 0.0063 | 0.9668 | | 0.0322 | 2.49 | 1640 | 0.1120 | 0.5957 | 0.7196 | 0.9564 | nan | 0.6661 | 0.9601 | 0.9914 | 0.0030 | 0.9774 | 0.0 | 0.6593 | 0.9556 | 0.9838 | 0.0030 | 0.9726 | | 0.0438 | 2.52 | 1660 | 0.0885 | 0.6118 | 0.7392 | 0.9578 | nan | 0.7901 | 0.9511 | 0.9792 | 0.0 | 0.9755 | 0.0 | 0.7893 | 0.9462 | 0.9702 | 0.0 | 0.9652 | | 0.0302 | 2.55 | 1680 | 0.2676 | 0.5419 | 0.6570 | 0.9050 | nan | 0.5335 | 0.9043 | 0.9616 | 0.0 | 0.8855 | 0.0 | 0.5310 | 0.9032 | 0.9320 | 0.0 | 0.8854 | | 0.1708 | 2.58 | 1700 | 0.1117 | 0.5912 | 0.7149 | 0.9549 | nan | 0.6212 | 0.9770 | 0.9904 | 0.0 | 0.9861 | 0.0 | 0.6206 | 0.9742 | 0.9827 | 0.0 | 0.9699 | | 0.0599 | 2.61 | 1720 | 0.1063 | 0.6197 | 0.7480 | 0.9696 | nan | 0.7955 | 0.9691 | 0.9919 | 0.0 | 0.9834 | 0.0 | 0.7913 | 0.9674 | 0.9848 | 0.0 | 0.9746 | | 0.0452 | 2.64 | 1740 | 0.0969 | 0.6122 | 0.7428 | 0.9523 | nan | 0.7627 | 0.9860 | 0.9675 | 0.0152 | 0.9824 | 0.0 | 0.7604 | 0.9723 | 0.9629 | 0.0152 | 0.9626 | | 0.1081 | 2.67 | 1760 | 0.0848 | 0.6071 | 0.7323 | 0.9449 | nan | 0.7084 | 0.9824 | 0.9637 | 0.0244 | 0.9824 | 0.0 | 0.7064 | 0.9807 | 0.9572 | 0.0244 | 0.9740 | | 0.0286 | 2.71 | 1780 | 0.1049 | 0.5778 | 0.6982 | 0.9224 | nan | 0.5778 | 0.9738 | 0.9478 | 0.0104 | 0.9812 | 0.0 | 0.5755 | 0.9722 | 0.9432 | 0.0104 | 0.9656 | | 0.032 | 2.74 | 1800 | 0.1092 | 0.5963 | 0.7203 | 0.9485 | nan | 0.6168 | 0.9618 | 0.9860 | 0.0619 | 0.9748 | 0.0 | 0.6158 | 0.9606 | 0.9761 | 0.0619 | 0.9633 | | 0.212 | 2.77 | 1820 | 0.1036 | 0.5711 | 0.6896 | 0.9352 | nan | 0.5991 | 0.8986 | 0.9774 | 0.0 | 0.9730 | 0.0 | 0.5982 | 0.8980 | 0.9643 | 0.0 | 0.9662 | | 0.0941 | 2.8 | 1840 | 0.0930 | 0.6062 | 0.7314 | 0.9512 | nan | 0.7371 | 0.9719 | 0.9731 | 0.0 | 0.9749 | 0.0 | 0.7340 | 0.9674 | 0.9662 | 0.0 | 0.9697 | | 0.0484 | 2.83 | 1860 | 0.1310 | 0.5975 | 0.7214 | 0.9531 | nan | 0.6611 | 0.9152 | 0.9953 | 0.0666 | 0.9686 | 0.0 | 0.6578 | 0.9147 | 0.9802 | 0.0665 | 0.9661 | | 0.1025 | 2.86 | 1880 | 0.0860 | 0.6173 | 0.7460 | 0.9500 | nan | 0.8279 | 0.9675 | 0.9608 | 0.0018 | 0.9720 | 0.0 | 0.8236 | 0.9595 | 0.9544 | 0.0018 | 0.9647 | | 0.0573 | 2.89 | 1900 | 0.0832 | 0.5975 | 0.7229 | 0.9432 | nan | 0.7106 | 0.9545 | 0.9643 | 0.0009 | 0.9842 | 0.0 | 0.7097 | 0.9517 | 0.9576 | 0.0009 | 0.9649 | | 0.0416 | 2.92 | 1920 | 0.0926 | 0.5987 | 0.7247 | 0.9469 | nan | 0.6610 | 0.9858 | 0.9714 | 0.0186 | 0.9866 | 0.0 | 0.6603 | 0.9791 | 0.9662 | 0.0185 | 0.9681 | | 0.0323 | 2.95 | 1940 | 0.0890 | 0.6333 | 0.7635 | 0.9617 | nan | 0.8144 | 0.9842 | 0.9753 | 0.0611 | 0.9825 | 0.0 | 0.8124 | 0.9813 | 0.9683 | 0.0610 | 0.9770 | | 0.0234 | 2.98 | 1960 | 0.0984 | 0.6140 | 0.7405 | 0.9654 | nan | 0.7341 | 0.9827 | 0.9925 | 0.0135 | 0.9796 | 0.0 | 0.7318 | 0.9798 | 0.9847 | 0.0135 | 0.9741 | | 0.0371 | 3.01 | 1980 | 0.0935 | 0.6338 | 0.7638 | 0.9630 | nan | 0.7854 | 0.9815 | 0.9824 | 0.0911 | 0.9785 | 0.0 | 0.7837 | 0.9806 | 0.9750 | 0.0908 | 0.9728 | | 0.1032 | 3.04 | 2000 | 0.0885 | 0.6304 | 0.7603 | 0.9497 | nan | 0.7823 | 0.9813 | 0.9595 | 0.0888 | 0.9897 | 0.0 | 0.7803 | 0.9804 | 0.9549 | 0.0886 | 0.9782 | | 0.0925 | 3.07 | 2020 | 0.0869 | 0.6261 | 0.7559 | 0.9477 | nan | 0.7427 | 0.9797 | 0.9620 | 0.1062 | 0.9891 | 0.0 | 0.7407 | 0.9790 | 0.9566 | 0.1059 | 0.9746 | | 0.034 | 3.1 | 2040 | 0.0931 | 0.6202 | 0.7510 | 0.9581 | nan | 0.7304 | 0.9531 | 0.9827 | 0.0974 | 0.9913 | 0.0 | 0.7282 | 0.9525 | 0.9774 | 0.0970 | 0.9664 | | 0.0384 | 3.13 | 2060 | 0.1055 | 0.5889 | 0.7111 | 0.9368 | nan | 0.5877 | 0.9291 | 0.9761 | 0.0869 | 0.9758 | 0.0 | 0.5870 | 0.9267 | 0.9688 | 0.0867 | 0.9641 | | 0.0476 | 3.16 | 2080 | 0.0875 | 0.6173 | 0.7456 | 0.9496 | nan | 0.6957 | 0.9840 | 0.9718 | 0.0925 | 0.9840 | 0.0 | 0.6944 | 0.9785 | 0.9664 | 0.0924 | 0.9719 | | 0.0634 | 3.19 | 2100 | 0.0867 | 0.6159 | 0.7424 | 0.9524 | nan | 0.6623 | 0.9780 | 0.9819 | 0.1085 | 0.9816 | 0.0 | 0.6596 | 0.9768 | 0.9746 | 0.1083 | 0.9759 | | 0.0364 | 3.22 | 2120 | 0.1000 | 0.6152 | 0.7422 | 0.8984 | nan | 0.7568 | 0.9726 | 0.8854 | 0.1066 | 0.9894 | 0.0 | 0.7542 | 0.9719 | 0.8825 | 0.1060 | 0.9764 | | 0.0356 | 3.25 | 2140 | 0.1001 | 0.6118 | 0.7393 | 0.9527 | nan | 0.7141 | 0.9591 | 0.9863 | 0.0863 | 0.9509 | 0.0 | 0.7126 | 0.9582 | 0.9663 | 0.0858 | 0.9482 | | 0.0386 | 3.28 | 2160 | 0.1070 | 0.6033 | 0.7267 | 0.9125 | nan | 0.6980 | 0.9630 | 0.9258 | 0.0950 | 0.9517 | 0.0 | 0.6955 | 0.9624 | 0.9187 | 0.0944 | 0.9489 | | 0.0492 | 3.31 | 2180 | 0.0987 | 0.6332 | 0.7650 | 0.9657 | nan | 0.7543 | 0.9849 | 0.9901 | 0.1174 | 0.9782 | 0.0 | 0.7540 | 0.9824 | 0.9781 | 0.1171 | 0.9680 | | 0.0222 | 3.34 | 2200 | 0.1015 | 0.5979 | 0.7221 | 0.9459 | nan | 0.5999 | 0.9838 | 0.9807 | 0.0699 | 0.9763 | 0.0 | 0.5991 | 0.9775 | 0.9732 | 0.0695 | 0.9680 | | 0.0812 | 3.37 | 2220 | 0.1246 | 0.6217 | 0.7504 | 0.9621 | nan | 0.6822 | 0.9871 | 0.9954 | 0.1159 | 0.9713 | 0.0 | 0.6814 | 0.9858 | 0.9807 | 0.1155 | 0.9669 | | 0.0169 | 3.4 | 2240 | 0.0863 | 0.6268 | 0.7570 | 0.9457 | nan | 0.7373 | 0.9724 | 0.9605 | 0.1251 | 0.9896 | 0.0 | 0.7360 | 0.9708 | 0.9566 | 0.1242 | 0.9734 | | 0.0839 | 3.43 | 2260 | 0.0865 | 0.6355 | 0.7680 | 0.9624 | nan | 0.7623 | 0.9866 | 0.9813 | 0.1225 | 0.9874 | 0.0 | 0.7617 | 0.9840 | 0.9750 | 0.1214 | 0.9708 | | 0.0457 | 3.47 | 2280 | 0.1031 | 0.6324 | 0.7639 | 0.9664 | nan | 0.7824 | 0.9430 | 0.9911 | 0.1161 | 0.9867 | 0.0 | 0.7809 | 0.9417 | 0.9828 | 0.1154 | 0.9738 | | 0.1058 | 3.5 | 2300 | 0.0792 | 0.6348 | 0.7655 | 0.9397 | nan | 0.7698 | 0.9881 | 0.9478 | 0.1442 | 0.9774 | 0.0 | 0.7656 | 0.9837 | 0.9430 | 0.1436 | 0.9727 | | 0.0139 | 3.53 | 2320 | 0.0809 | 0.6391 | 0.7720 | 0.9669 | nan | 0.8067 | 0.9793 | 0.9838 | 0.1036 | 0.9864 | 0.0 | 0.8017 | 0.9789 | 0.9779 | 0.1032 | 0.9728 | | 0.084 | 3.56 | 2340 | 0.0859 | 0.6247 | 0.7532 | 0.9634 | nan | 0.7636 | 0.9827 | 0.9864 | 0.0573 | 0.9761 | 0.0 | 0.7618 | 0.9793 | 0.9811 | 0.0573 | 0.9685 | | 0.0454 | 3.59 | 2360 | 0.0789 | 0.6046 | 0.7312 | 0.9310 | nan | 0.7388 | 0.9789 | 0.9407 | 0.0218 | 0.9758 | 0.0 | 0.7368 | 0.9678 | 0.9377 | 0.0218 | 0.9635 | | 0.0499 | 3.62 | 2380 | 0.0842 | 0.6611 | 0.7983 | 0.9715 | nan | 0.8102 | 0.9860 | 0.9902 | 0.2232 | 0.9816 | 0.0 | 0.8091 | 0.9841 | 0.9820 | 0.2200 | 0.9716 | | 0.0942 | 3.65 | 2400 | 0.0809 | 0.6383 | 0.7727 | 0.9492 | nan | 0.7884 | 0.9874 | 0.9580 | 0.1440 | 0.9856 | 0.0 | 0.7861 | 0.9860 | 0.9543 | 0.1423 | 0.9613 | | 0.0252 | 3.68 | 2420 | 0.0783 | 0.6442 | 0.7771 | 0.9611 | nan | 0.7687 | 0.9853 | 0.9816 | 0.1740 | 0.9757 | 0.0 | 0.7671 | 0.9844 | 0.9728 | 0.1726 | 0.9683 | | 0.0157 | 3.71 | 2440 | 0.0763 | 0.6498 | 0.7837 | 0.9582 | nan | 0.8072 | 0.9708 | 0.9746 | 0.1926 | 0.9735 | 0.0 | 0.8025 | 0.9704 | 0.9664 | 0.1904 | 0.9693 | | 0.0267 | 3.74 | 2460 | 0.0886 | 0.6137 | 0.7403 | 0.9208 | nan | 0.6563 | 0.9858 | 0.9327 | 0.1441 | 0.9829 | 0.0 | 0.6533 | 0.9835 | 0.9287 | 0.1432 | 0.9733 | | 0.0253 | 3.77 | 2480 | 0.0836 | 0.6382 | 0.7726 | 0.9686 | nan | 0.7831 | 0.9885 | 0.9867 | 0.1130 | 0.9918 | 0.0 | 0.7781 | 0.9808 | 0.9827 | 0.1126 | 0.9748 | | 0.0748 | 3.8 | 2500 | 0.0867 | 0.6178 | 0.7516 | 0.9418 | nan | 0.6956 | 0.9855 | 0.9576 | 0.1281 | 0.9911 | 0.0 | 0.6930 | 0.9611 | 0.9543 | 0.1270 | 0.9712 | | 0.0737 | 3.83 | 2520 | 0.0926 | 0.6279 | 0.7574 | 0.9630 | nan | 0.6967 | 0.9875 | 0.9931 | 0.1314 | 0.9780 | 0.0 | 0.6954 | 0.9849 | 0.9828 | 0.1306 | 0.9739 | | 0.0214 | 3.86 | 2540 | 0.0932 | 0.6268 | 0.7559 | 0.9598 | nan | 0.6910 | 0.9872 | 0.9876 | 0.1307 | 0.9831 | 0.0 | 0.6887 | 0.9862 | 0.9795 | 0.1297 | 0.9769 | | 0.0343 | 3.89 | 2560 | 0.0813 | 0.6451 | 0.7812 | 0.9631 | nan | 0.7836 | 0.9880 | 0.9794 | 0.1679 | 0.9870 | 0.0 | 0.7731 | 0.9768 | 0.9749 | 0.1658 | 0.9797 | | 0.0594 | 3.92 | 2580 | 0.0712 | 0.6395 | 0.7708 | 0.9570 | nan | 0.7592 | 0.9834 | 0.9746 | 0.1527 | 0.9842 | 0.0 | 0.7561 | 0.9822 | 0.9696 | 0.1506 | 0.9784 | | 0.0725 | 3.95 | 2600 | 0.0724 | 0.6389 | 0.7705 | 0.9445 | nan | 0.7634 | 0.9822 | 0.9534 | 0.1630 | 0.9906 | 0.0 | 0.7595 | 0.9813 | 0.9498 | 0.1619 | 0.9813 | | 0.0785 | 3.98 | 2620 | 0.0894 | 0.6344 | 0.7652 | 0.9556 | nan | 0.6914 | 0.9851 | 0.9838 | 0.1924 | 0.9732 | 0.0 | 0.6891 | 0.9837 | 0.9738 | 0.1917 | 0.9682 | | 0.0275 | 4.01 | 2640 | 0.0788 | 0.6376 | 0.7683 | 0.9357 | nan | 0.7520 | 0.9870 | 0.9432 | 0.1780 | 0.9812 | 0.0 | 0.7504 | 0.9857 | 0.9397 | 0.1763 | 0.9735 | | 0.0225 | 4.04 | 2660 | 0.0705 | 0.6594 | 0.7948 | 0.9592 | nan | 0.8123 | 0.9876 | 0.9706 | 0.2207 | 0.9827 | 0.0 | 0.8091 | 0.9860 | 0.9663 | 0.2176 | 0.9772 | | 0.1612 | 4.07 | 2680 | 0.0699 | 0.6666 | 0.8050 | 0.9567 | nan | 0.8118 | 0.9856 | 0.9667 | 0.2771 | 0.9841 | 0.0 | 0.8062 | 0.9839 | 0.9627 | 0.2709 | 0.9758 | | 0.1545 | 4.1 | 2700 | 0.0785 | 0.6343 | 0.7646 | 0.9516 | nan | 0.7502 | 0.9776 | 0.9698 | 0.1466 | 0.9786 | 0.0 | 0.7485 | 0.9760 | 0.9617 | 0.1458 | 0.9738 | | 0.0696 | 4.13 | 2720 | 0.0834 | 0.6381 | 0.7693 | 0.9527 | nan | 0.7669 | 0.9879 | 0.9696 | 0.1503 | 0.9719 | 0.0 | 0.7616 | 0.9868 | 0.9628 | 0.1495 | 0.9678 | | 0.015 | 4.16 | 2740 | 0.0847 | 0.6319 | 0.7624 | 0.9556 | nan | 0.7502 | 0.9823 | 0.9785 | 0.1345 | 0.9665 | 0.0 | 0.7450 | 0.9817 | 0.9688 | 0.1340 | 0.9616 | | 0.1205 | 4.19 | 2760 | 0.0929 | 0.6300 | 0.7606 | 0.9359 | nan | 0.6742 | 0.9772 | 0.9569 | 0.2218 | 0.9731 | 0.0 | 0.6692 | 0.9757 | 0.9503 | 0.2205 | 0.9643 | | 0.0191 | 4.22 | 2780 | 0.0805 | 0.6697 | 0.8088 | 0.9522 | nan | 0.7758 | 0.9891 | 0.9687 | 0.3459 | 0.9646 | 0.0 | 0.7745 | 0.9832 | 0.9583 | 0.3407 | 0.9616 | | 0.1073 | 4.26 | 2800 | 0.0962 | 0.6677 | 0.8062 | 0.9606 | nan | 0.7500 | 0.9893 | 0.9839 | 0.3385 | 0.9691 | 0.0 | 0.7481 | 0.9871 | 0.9724 | 0.3333 | 0.9654 | | 0.1843 | 4.29 | 2820 | 0.0850 | 0.6733 | 0.8153 | 0.9238 | nan | 0.7967 | 0.9874 | 0.9179 | 0.3917 | 0.9826 | 0.0 | 0.7850 | 0.9831 | 0.9143 | 0.3834 | 0.9742 | | 0.0283 | 4.32 | 2840 | 0.0794 | 0.6831 | 0.8253 | 0.9529 | nan | 0.7801 | 0.9887 | 0.9668 | 0.4175 | 0.9735 | 0.0 | 0.7779 | 0.9872 | 0.9592 | 0.4041 | 0.9700 | | 0.1662 | 4.35 | 2860 | 0.0802 | 0.6829 | 0.8251 | 0.9381 | nan | 0.7989 | 0.9834 | 0.9408 | 0.4230 | 0.9792 | 0.0 | 0.7960 | 0.9830 | 0.9354 | 0.4107 | 0.9724 | | 0.0798 | 4.38 | 2880 | 0.0928 | 0.6731 | 0.8126 | 0.9570 | nan | 0.7153 | 0.9832 | 0.9826 | 0.4094 | 0.9726 | 0.0 | 0.7146 | 0.9819 | 0.9721 | 0.4013 | 0.9684 | | 0.0293 | 4.41 | 2900 | 0.0868 | 0.6864 | 0.8292 | 0.9413 | nan | 0.8306 | 0.9845 | 0.9419 | 0.4109 | 0.9780 | 0.0 | 0.8277 | 0.9837 | 0.9353 | 0.4053 | 0.9664 | | 0.0272 | 4.44 | 2920 | 0.0839 | 0.6595 | 0.7984 | 0.9444 | nan | 0.7503 | 0.9868 | 0.9537 | 0.3101 | 0.9910 | 0.0 | 0.7492 | 0.9761 | 0.9506 | 0.3062 | 0.9750 | | 0.0472 | 4.47 | 2940 | 0.0816 | 0.6601 | 0.7960 | 0.9450 | nan | 0.7306 | 0.9802 | 0.9595 | 0.3242 | 0.9854 | 0.0 | 0.7281 | 0.9774 | 0.9551 | 0.3201 | 0.9796 | | 0.0247 | 4.5 | 2960 | 0.0864 | 0.6717 | 0.8103 | 0.9696 | nan | 0.8235 | 0.9854 | 0.9862 | 0.2775 | 0.9787 | 0.0 | 0.8225 | 0.9805 | 0.9768 | 0.2749 | 0.9758 | | 0.067 | 4.53 | 2980 | 0.0932 | 0.6956 | 0.8402 | 0.9702 | nan | 0.8272 | 0.9896 | 0.9866 | 0.4221 | 0.9755 | 0.0 | 0.8224 | 0.9868 | 0.9780 | 0.4139 | 0.9728 | | 0.0811 | 4.56 | 3000 | 0.0976 | 0.6616 | 0.7986 | 0.9364 | nan | 0.6353 | 0.9883 | 0.9567 | 0.4244 | 0.9884 | 0.0 | 0.6329 | 0.9847 | 0.9532 | 0.4153 | 0.9838 | | 0.0272 | 4.59 | 3020 | 0.1047 | 0.6533 | 0.7876 | 0.9517 | nan | 0.6439 | 0.9783 | 0.9814 | 0.3490 | 0.9853 | 0.0 | 0.6421 | 0.9779 | 0.9752 | 0.3444 | 0.9800 | | 0.0249 | 4.62 | 3040 | 0.0886 | 0.6915 | 0.8340 | 0.9707 | nan | 0.7889 | 0.9853 | 0.9902 | 0.4197 | 0.9860 | 0.0 | 0.7876 | 0.9845 | 0.9814 | 0.4167 | 0.9787 | | 0.027 | 4.65 | 3060 | 0.0836 | 0.6959 | 0.8398 | 0.9640 | nan | 0.8063 | 0.9858 | 0.9771 | 0.4419 | 0.9878 | 0.0 | 0.8037 | 0.9845 | 0.9711 | 0.4342 | 0.9821 | | 0.022 | 4.68 | 3080 | 0.0788 | 0.6845 | 0.8272 | 0.9606 | nan | 0.7788 | 0.9716 | 0.9786 | 0.4231 | 0.9838 | 0.0 | 0.7753 | 0.9707 | 0.9701 | 0.4108 | 0.9803 | | 0.0704 | 4.71 | 3100 | 0.0808 | 0.7098 | 0.8619 | 0.9701 | nan | 0.8095 | 0.9866 | 0.9869 | 0.5444 | 0.9822 | 0.0 | 0.8072 | 0.9845 | 0.9790 | 0.5079 | 0.9805 | | 0.0123 | 4.74 | 3120 | 0.0727 | 0.7262 | 0.8883 | 0.9704 | nan | 0.8666 | 0.9894 | 0.9763 | 0.6152 | 0.9941 | 0.0 | 0.8603 | 0.9856 | 0.9735 | 0.5573 | 0.9806 | | 0.1596 | 4.77 | 3140 | 0.0704 | 0.7139 | 0.8684 | 0.9658 | nan | 0.8159 | 0.9901 | 0.9786 | 0.5734 | 0.9840 | 0.0 | 0.8138 | 0.9853 | 0.9730 | 0.5313 | 0.9802 | | 0.0502 | 4.8 | 3160 | 0.0729 | 0.6942 | 0.8384 | 0.9642 | nan | 0.8098 | 0.9870 | 0.9754 | 0.4267 | 0.9931 | 0.0 | 0.8089 | 0.9849 | 0.9708 | 0.4220 | 0.9789 | | 0.0519 | 4.83 | 3180 | 0.0662 | 0.7006 | 0.8462 | 0.9596 | nan | 0.8389 | 0.9874 | 0.9662 | 0.4521 | 0.9863 | 0.0 | 0.8329 | 0.9864 | 0.9628 | 0.4403 | 0.9810 | | 0.0189 | 4.86 | 3200 | 0.0702 | 0.6888 | 0.8309 | 0.9600 | nan | 0.7973 | 0.9864 | 0.9773 | 0.4258 | 0.9675 | 0.0 | 0.7917 | 0.9842 | 0.9731 | 0.4197 | 0.9643 | | 0.0281 | 4.89 | 3220 | 0.0739 | 0.6857 | 0.8272 | 0.9413 | nan | 0.8411 | 0.9859 | 0.9403 | 0.3906 | 0.9781 | 0.0 | 0.8390 | 0.9839 | 0.9371 | 0.3850 | 0.9689 | | 0.0886 | 4.92 | 3240 | 0.0916 | 0.6644 | 0.8014 | 0.9250 | nan | 0.7829 | 0.9845 | 0.9248 | 0.3421 | 0.9725 | 0.0 | 0.7770 | 0.9842 | 0.9224 | 0.3392 | 0.9639 | | 0.027 | 4.95 | 3260 | 0.0738 | 0.6997 | 0.8439 | 0.9691 | nan | 0.8640 | 0.9892 | 0.9784 | 0.4060 | 0.9820 | 0.0 | 0.8625 | 0.9885 | 0.9728 | 0.4005 | 0.9737 | | 0.0974 | 4.98 | 3280 | 0.0714 | 0.6930 | 0.8351 | 0.9437 | nan | 0.8303 | 0.9858 | 0.9457 | 0.4374 | 0.9765 | 0.0 | 0.8272 | 0.9854 | 0.9414 | 0.4315 | 0.9723 | | 0.0417 | 5.02 | 3300 | 0.0728 | 0.6671 | 0.8035 | 0.9428 | nan | 0.7635 | 0.9887 | 0.9527 | 0.3352 | 0.9773 | 0.0 | 0.7614 | 0.9881 | 0.9483 | 0.3333 | 0.9716 | | 0.0162 | 5.05 | 3320 | 0.0759 | 0.6691 | 0.8077 | 0.9497 | nan | 0.8593 | 0.9851 | 0.9501 | 0.2609 | 0.9831 | 0.0 | 0.8530 | 0.9847 | 0.9473 | 0.2587 | 0.9711 | | 0.0765 | 5.08 | 3340 | 0.0722 | 0.7197 | 0.8690 | 0.9683 | nan | 0.8217 | 0.9866 | 0.9832 | 0.5735 | 0.9798 | 0.0 | 0.8187 | 0.9862 | 0.9781 | 0.5603 | 0.9746 | | 0.0316 | 5.11 | 3360 | 0.0786 | 0.7246 | 0.8756 | 0.9671 | nan | 0.8002 | 0.9890 | 0.9829 | 0.6235 | 0.9826 | 0.0 | 0.7989 | 0.9868 | 0.9758 | 0.6096 | 0.9765 | | 0.1062 | 5.14 | 3380 | 0.0697 | 0.7433 | 0.9021 | 0.9717 | nan | 0.8472 | 0.9887 | 0.9841 | 0.7097 | 0.9809 | 0.0 | 0.8422 | 0.9842 | 0.9773 | 0.6787 | 0.9775 | | 0.0819 | 5.17 | 3400 | 0.0676 | 0.7089 | 0.8568 | 0.9506 | nan | 0.8007 | 0.9792 | 0.9581 | 0.5599 | 0.9862 | 0.0 | 0.7990 | 0.9780 | 0.9539 | 0.5410 | 0.9815 | | 0.0168 | 5.2 | 3420 | 0.0756 | 0.7211 | 0.8722 | 0.9770 | nan | 0.8762 | 0.9833 | 0.9880 | 0.5263 | 0.9871 | 0.0 | 0.8728 | 0.9826 | 0.9838 | 0.5078 | 0.9798 | | 0.0315 | 5.23 | 3440 | 0.0739 | 0.6949 | 0.8391 | 0.9598 | nan | 0.8005 | 0.9783 | 0.9734 | 0.4594 | 0.9839 | 0.0 | 0.7984 | 0.9778 | 0.9689 | 0.4518 | 0.9724 | | 0.0965 | 5.26 | 3460 | 0.0690 | 0.7091 | 0.8554 | 0.9584 | nan | 0.8076 | 0.9746 | 0.9698 | 0.5380 | 0.9870 | 0.0 | 0.8066 | 0.9738 | 0.9633 | 0.5305 | 0.9801 | | 0.0235 | 5.29 | 3480 | 0.0683 | 0.7116 | 0.8597 | 0.9630 | nan | 0.8126 | 0.9889 | 0.9755 | 0.5397 | 0.9816 | 0.0 | 0.8112 | 0.9851 | 0.9705 | 0.5245 | 0.9786 | | 0.0784 | 5.32 | 3500 | 0.0696 | 0.7068 | 0.8567 | 0.9577 | nan | 0.7699 | 0.9841 | 0.9724 | 0.5708 | 0.9861 | 0.0 | 0.7678 | 0.9834 | 0.9684 | 0.5387 | 0.9827 | | 0.0159 | 5.35 | 3520 | 0.0802 | 0.7283 | 0.8792 | 0.9717 | nan | 0.8091 | 0.9873 | 0.9882 | 0.6258 | 0.9858 | 0.0 | 0.8080 | 0.9868 | 0.9820 | 0.6102 | 0.9830 | | 0.0155 | 5.38 | 3540 | 0.0834 | 0.6937 | 0.8369 | 0.9319 | nan | 0.8041 | 0.9870 | 0.9310 | 0.4867 | 0.9756 | 0.0 | 0.8004 | 0.9828 | 0.9288 | 0.4785 | 0.9720 | | 0.0181 | 5.41 | 3560 | 0.0794 | 0.6877 | 0.8287 | 0.9539 | nan | 0.7424 | 0.9884 | 0.9702 | 0.4572 | 0.9852 | 0.0 | 0.7414 | 0.9878 | 0.9648 | 0.4515 | 0.9805 | | 0.0112 | 5.44 | 3580 | 0.0705 | 0.7095 | 0.8611 | 0.9584 | nan | 0.7961 | 0.9880 | 0.9684 | 0.5630 | 0.9902 | 0.0 | 0.7941 | 0.9872 | 0.9646 | 0.5272 | 0.9838 | | 0.0113 | 5.47 | 3600 | 0.0656 | 0.7343 | 0.8960 | 0.9664 | nan | 0.8426 | 0.9856 | 0.9776 | 0.6957 | 0.9787 | 0.0 | 0.8412 | 0.9840 | 0.9707 | 0.6339 | 0.9762 | | 0.0385 | 5.5 | 3620 | 0.0630 | 0.7200 | 0.8719 | 0.9608 | nan | 0.7988 | 0.9769 | 0.9743 | 0.6236 | 0.9859 | 0.0 | 0.7974 | 0.9761 | 0.9696 | 0.5937 | 0.9830 | | 0.0334 | 5.53 | 3640 | 0.0678 | 0.7381 | 0.8922 | 0.9623 | nan | 0.8445 | 0.9888 | 0.9683 | 0.6715 | 0.9878 | 0.0 | 0.8423 | 0.9883 | 0.9646 | 0.6513 | 0.9819 | | 0.0153 | 5.56 | 3660 | 0.0685 | 0.7185 | 0.8687 | 0.9623 | nan | 0.8049 | 0.9884 | 0.9736 | 0.5884 | 0.9884 | 0.0 | 0.8032 | 0.9868 | 0.9694 | 0.5681 | 0.9835 | | 0.122 | 5.59 | 3680 | 0.0682 | 0.7390 | 0.8953 | 0.9726 | nan | 0.8488 | 0.9890 | 0.9828 | 0.6655 | 0.9902 | 0.0 | 0.8466 | 0.9875 | 0.9785 | 0.6371 | 0.9841 | | 0.0265 | 5.62 | 3700 | 0.0695 | 0.7087 | 0.8564 | 0.9578 | nan | 0.7950 | 0.9858 | 0.9689 | 0.5452 | 0.9869 | 0.0 | 0.7927 | 0.9854 | 0.9650 | 0.5267 | 0.9824 | | 0.0713 | 5.65 | 3720 | 0.0750 | 0.7141 | 0.8649 | 0.9662 | nan | 0.8273 | 0.9872 | 0.9804 | 0.5546 | 0.9750 | 0.0 | 0.8241 | 0.9864 | 0.9741 | 0.5270 | 0.9731 | | 0.0632 | 5.68 | 3740 | 0.0637 | 0.7152 | 0.8659 | 0.9616 | nan | 0.8245 | 0.9884 | 0.9714 | 0.5615 | 0.9835 | 0.0 | 0.8212 | 0.9857 | 0.9680 | 0.5401 | 0.9760 | | 0.0239 | 5.71 | 3760 | 0.0759 | 0.7308 | 0.8936 | 0.9698 | nan | 0.7919 | 0.9842 | 0.9883 | 0.7200 | 0.9836 | 0.0 | 0.7883 | 0.9837 | 0.9820 | 0.6491 | 0.9815 | | 0.0185 | 5.74 | 3780 | 0.0679 | 0.7232 | 0.8763 | 0.9626 | nan | 0.7876 | 0.9884 | 0.9762 | 0.6405 | 0.9888 | 0.0 | 0.7849 | 0.9868 | 0.9717 | 0.6128 | 0.9831 | | 0.1536 | 5.78 | 3800 | 0.0721 | 0.7203 | 0.8718 | 0.9358 | nan | 0.8358 | 0.9651 | 0.9350 | 0.6462 | 0.9770 | 0.0 | 0.8339 | 0.9647 | 0.9294 | 0.6194 | 0.9747 | | 0.0293 | 5.81 | 3820 | 0.0697 | 0.7142 | 0.8624 | 0.9633 | nan | 0.8004 | 0.9702 | 0.9796 | 0.5783 | 0.9835 | 0.0 | 0.7991 | 0.9694 | 0.9732 | 0.5636 | 0.9802 | | 0.0704 | 5.84 | 3840 | 0.0692 | 0.7087 | 0.8563 | 0.9605 | nan | 0.8008 | 0.9858 | 0.9709 | 0.5313 | 0.9929 | 0.0 | 0.7992 | 0.9847 | 0.9668 | 0.5172 | 0.9845 | | 0.0183 | 5.87 | 3860 | 0.0748 | 0.7172 | 0.8655 | 0.9654 | nan | 0.7800 | 0.9874 | 0.9830 | 0.5934 | 0.9837 | 0.0 | 0.7792 | 0.9860 | 0.9766 | 0.5807 | 0.9806 | | 0.0375 | 5.9 | 3880 | 0.0828 | 0.7438 | 0.9004 | 0.9777 | nan | 0.8701 | 0.9906 | 0.9882 | 0.6645 | 0.9884 | 0.0 | 0.8680 | 0.9894 | 0.9825 | 0.6388 | 0.9840 | | 0.1463 | 5.93 | 3900 | 0.0687 | 0.7085 | 0.8581 | 0.9533 | nan | 0.7959 | 0.9731 | 0.9642 | 0.5728 | 0.9848 | 0.0 | 0.7932 | 0.9725 | 0.9598 | 0.5451 | 0.9804 | | 0.0217 | 5.96 | 3920 | 0.0706 | 0.7123 | 0.8641 | 0.9495 | nan | 0.7628 | 0.9901 | 0.9585 | 0.6178 | 0.9911 | 0.0 | 0.7597 | 0.9772 | 0.9560 | 0.5959 | 0.9850 | | 0.0472 | 5.99 | 3940 | 0.0680 | 0.7308 | 0.8825 | 0.9694 | nan | 0.8450 | 0.9869 | 0.9786 | 0.6106 | 0.9916 | 0.0 | 0.8439 | 0.9858 | 0.9739 | 0.5954 | 0.9857 | | 0.021 | 6.02 | 3960 | 0.0687 | 0.7138 | 0.8620 | 0.9641 | nan | 0.7902 | 0.9869 | 0.9782 | 0.5647 | 0.9900 | 0.0 | 0.7892 | 0.9853 | 0.9732 | 0.5495 | 0.9857 | | 0.0176 | 6.05 | 3980 | 0.0727 | 0.7017 | 0.8467 | 0.9500 | nan | 0.8165 | 0.9858 | 0.9549 | 0.4912 | 0.9848 | 0.0 | 0.8145 | 0.9852 | 0.9510 | 0.4791 | 0.9806 | | 0.0577 | 6.08 | 4000 | 0.0765 | 0.6954 | 0.8397 | 0.9423 | nan | 0.8025 | 0.9864 | 0.9456 | 0.4821 | 0.9819 | 0.0 | 0.8003 | 0.9856 | 0.9419 | 0.4658 | 0.9791 | | 0.0531 | 6.11 | 4020 | 0.0787 | 0.7053 | 0.8543 | 0.9610 | nan | 0.7607 | 0.9780 | 0.9776 | 0.5611 | 0.9939 | 0.0 | 0.7595 | 0.9770 | 0.9715 | 0.5418 | 0.9821 | | 0.0783 | 6.14 | 4040 | 0.0749 | 0.6987 | 0.8445 | 0.9463 | nan | 0.8236 | 0.9772 | 0.9479 | 0.4823 | 0.9914 | 0.0 | 0.8222 | 0.9764 | 0.9430 | 0.4746 | 0.9762 | | 0.0134 | 6.17 | 4060 | 0.0722 | 0.6950 | 0.8391 | 0.9615 | nan | 0.8364 | 0.9829 | 0.9690 | 0.4165 | 0.9907 | 0.0 | 0.8351 | 0.9812 | 0.9639 | 0.4097 | 0.9799 | | 0.0472 | 6.2 | 4080 | 0.0688 | 0.6990 | 0.8434 | 0.9490 | nan | 0.8265 | 0.9904 | 0.9500 | 0.4596 | 0.9904 | 0.0 | 0.8248 | 0.9877 | 0.9467 | 0.4526 | 0.9821 | | 0.0625 | 6.23 | 4100 | 0.0673 | 0.7176 | 0.8671 | 0.9702 | nan | 0.8320 | 0.9892 | 0.9813 | 0.5410 | 0.9920 | 0.0 | 0.8299 | 0.9869 | 0.9772 | 0.5279 | 0.9839 | | 0.0434 | 6.26 | 4120 | 0.0670 | 0.7145 | 0.8709 | 0.9497 | nan | 0.7854 | 0.9819 | 0.9585 | 0.6442 | 0.9848 | 0.0 | 0.7826 | 0.9812 | 0.9554 | 0.5879 | 0.9799 | | 0.0695 | 6.29 | 4140 | 0.0661 | 0.7417 | 0.9021 | 0.9607 | nan | 0.8588 | 0.9904 | 0.9659 | 0.7161 | 0.9792 | 0.0 | 0.8571 | 0.9889 | 0.9608 | 0.6665 | 0.9772 | | 0.1032 | 6.32 | 4160 | 0.0639 | 0.7387 | 0.8980 | 0.9637 | nan | 0.8107 | 0.9854 | 0.9751 | 0.7306 | 0.9881 | 0.0 | 0.8091 | 0.9849 | 0.9702 | 0.6826 | 0.9856 | | 0.3381 | 6.35 | 4180 | 0.0680 | 0.7171 | 0.8677 | 0.9582 | nan | 0.7939 | 0.9850 | 0.9706 | 0.6061 | 0.9828 | 0.0 | 0.7926 | 0.9838 | 0.9636 | 0.5812 | 0.9813 | | 0.0185 | 6.38 | 4200 | 0.0764 | 0.7362 | 0.8919 | 0.9724 | nan | 0.8219 | 0.9904 | 0.9864 | 0.6725 | 0.9884 | 0.0 | 0.8212 | 0.9877 | 0.9788 | 0.6440 | 0.9856 | | 0.1073 | 6.41 | 4220 | 0.0651 | 0.7425 | 0.8997 | 0.9661 | nan | 0.8294 | 0.9880 | 0.9758 | 0.7158 | 0.9892 | 0.0 | 0.8274 | 0.9862 | 0.9704 | 0.6850 | 0.9858 | | 0.0492 | 6.44 | 4240 | 0.0685 | 0.7217 | 0.8727 | 0.9527 | nan | 0.8079 | 0.9874 | 0.9590 | 0.6228 | 0.9865 | 0.0 | 0.8058 | 0.9865 | 0.9551 | 0.5998 | 0.9832 | | 0.0649 | 6.47 | 4260 | 0.0671 | 0.7030 | 0.8485 | 0.9581 | nan | 0.8114 | 0.9892 | 0.9669 | 0.4877 | 0.9873 | 0.0 | 0.8097 | 0.9872 | 0.9637 | 0.4770 | 0.9805 | | 0.1434 | 6.5 | 4280 | 0.0622 | 0.7230 | 0.8769 | 0.9633 | nan | 0.8467 | 0.9886 | 0.9708 | 0.5944 | 0.9841 | 0.0 | 0.8436 | 0.9880 | 0.9671 | 0.5577 | 0.9815 | | 0.0419 | 6.53 | 4300 | 0.0714 | 0.7493 | 0.9086 | 0.9689 | nan | 0.8108 | 0.9858 | 0.9822 | 0.7732 | 0.9908 | 0.0 | 0.8085 | 0.9849 | 0.9775 | 0.7381 | 0.9867 | | 0.1831 | 6.57 | 4320 | 0.0731 | 0.7552 | 0.9175 | 0.9744 | nan | 0.8462 | 0.9915 | 0.9860 | 0.7760 | 0.9875 | 0.0 | 0.8449 | 0.9888 | 0.9801 | 0.7348 | 0.9825 | | 0.008 | 6.6 | 4340 | 0.0700 | 0.7448 | 0.9035 | 0.9591 | nan | 0.8241 | 0.9898 | 0.9662 | 0.7514 | 0.9860 | 0.0 | 0.8229 | 0.9892 | 0.9605 | 0.7151 | 0.9811 | | 0.0067 | 6.63 | 4360 | 0.0690 | 0.7302 | 0.8828 | 0.9550 | nan | 0.8332 | 0.9874 | 0.9598 | 0.6496 | 0.9840 | 0.0 | 0.8318 | 0.9871 | 0.9549 | 0.6274 | 0.9799 | | 0.0193 | 6.66 | 4380 | 0.0711 | 0.7126 | 0.8603 | 0.9456 | nan | 0.8100 | 0.9909 | 0.9476 | 0.5665 | 0.9863 | 0.0 | 0.8088 | 0.9896 | 0.9435 | 0.5536 | 0.9804 | | 0.0257 | 6.69 | 4400 | 0.0813 | 0.7250 | 0.8774 | 0.9692 | nan | 0.8068 | 0.9885 | 0.9851 | 0.6233 | 0.9833 | 0.0 | 0.8062 | 0.9878 | 0.9777 | 0.5990 | 0.9791 | | 0.0243 | 6.72 | 4420 | 0.0677 | 0.7485 | 0.9082 | 0.9702 | nan | 0.8560 | 0.9907 | 0.9774 | 0.7248 | 0.9920 | 0.0 | 0.8527 | 0.9896 | 0.9742 | 0.6900 | 0.9847 | | 0.0663 | 6.75 | 4440 | 0.0652 | 0.7428 | 0.9034 | 0.9599 | nan | 0.8564 | 0.9915 | 0.9633 | 0.7209 | 0.9850 | 0.0 | 0.8549 | 0.9898 | 0.9589 | 0.6718 | 0.9816 | | 0.0302 | 6.78 | 4460 | 0.0752 | 0.7442 | 0.9066 | 0.9705 | nan | 0.8371 | 0.9916 | 0.9820 | 0.7376 | 0.9849 | 0.0 | 0.8352 | 0.9878 | 0.9772 | 0.6830 | 0.9820 | | 0.037 | 6.81 | 4480 | 0.0673 | 0.7442 | 0.9085 | 0.9609 | nan | 0.8301 | 0.9881 | 0.9675 | 0.7675 | 0.9891 | 0.0 | 0.8269 | 0.9874 | 0.9645 | 0.7038 | 0.9825 | | 0.0135 | 6.84 | 4500 | 0.0770 | 0.7039 | 0.8535 | 0.9553 | nan | 0.7198 | 0.9860 | 0.9760 | 0.6039 | 0.9817 | 0.0 | 0.7190 | 0.9853 | 0.9699 | 0.5712 | 0.9778 | | 0.0152 | 6.87 | 4520 | 0.0693 | 0.7343 | 0.8885 | 0.9508 | nan | 0.8599 | 0.9885 | 0.9469 | 0.6524 | 0.9949 | 0.0 | 0.8568 | 0.9876 | 0.9446 | 0.6332 | 0.9839 | | 0.0256 | 6.9 | 4540 | 0.0679 | 0.7199 | 0.8829 | 0.9716 | nan | 0.8710 | 0.9907 | 0.9798 | 0.5883 | 0.9847 | 0.0 | 0.8663 | 0.9896 | 0.9761 | 0.5056 | 0.9820 | | 0.0127 | 6.93 | 4560 | 0.0684 | 0.7157 | 0.8741 | 0.9676 | nan | 0.8704 | 0.9915 | 0.9738 | 0.5496 | 0.9851 | 0.0 | 0.8671 | 0.9904 | 0.9698 | 0.4851 | 0.9821 | | 0.018 | 6.96 | 4580 | 0.0717 | 0.7074 | 0.8558 | 0.9509 | nan | 0.8332 | 0.9890 | 0.9529 | 0.5163 | 0.9875 | 0.0 | 0.8301 | 0.9883 | 0.9492 | 0.4921 | 0.9849 | | 0.0127 | 6.99 | 4600 | 0.0883 | 0.6888 | 0.8329 | 0.9722 | nan | 0.8126 | 0.9817 | 0.9920 | 0.3997 | 0.9784 | 0.0 | 0.8115 | 0.9812 | 0.9825 | 0.3809 | 0.9768 | | 0.0119 | 7.02 | 4620 | 0.0622 | 0.7135 | 0.8650 | 0.9679 | nan | 0.8510 | 0.9914 | 0.9756 | 0.5170 | 0.9898 | 0.0 | 0.8487 | 0.9899 | 0.9718 | 0.4872 | 0.9837 | | 0.0127 | 7.05 | 4640 | 0.0682 | 0.7172 | 0.8763 | 0.9701 | nan | 0.8290 | 0.9906 | 0.9812 | 0.5887 | 0.9918 | 0.0 | 0.8263 | 0.9898 | 0.9772 | 0.5243 | 0.9858 | | 0.0369 | 7.08 | 4660 | 0.0689 | 0.7068 | 0.8618 | 0.9584 | nan | 0.8124 | 0.9908 | 0.9674 | 0.5534 | 0.9850 | 0.0 | 0.8101 | 0.9861 | 0.9640 | 0.4983 | 0.9823 | | 0.0088 | 7.11 | 4680 | 0.0739 | 0.7225 | 0.8767 | 0.9567 | nan | 0.8719 | 0.9911 | 0.9560 | 0.5762 | 0.9881 | 0.0 | 0.8692 | 0.9889 | 0.9532 | 0.5398 | 0.9841 | | 0.0074 | 7.14 | 4700 | 0.0718 | 0.7225 | 0.8799 | 0.9571 | nan | 0.8739 | 0.9919 | 0.9548 | 0.5856 | 0.9932 | 0.0 | 0.8709 | 0.9908 | 0.9527 | 0.5408 | 0.9801 | | 0.1149 | 7.17 | 4720 | 0.0693 | 0.7331 | 0.8954 | 0.9753 | nan | 0.8635 | 0.9891 | 0.9853 | 0.6493 | 0.9896 | 0.0 | 0.8610 | 0.9885 | 0.9806 | 0.5847 | 0.9839 | | 0.0146 | 7.2 | 4740 | 0.0624 | 0.7342 | 0.9004 | 0.9597 | nan | 0.8726 | 0.9899 | 0.9592 | 0.6875 | 0.9925 | 0.0 | 0.8697 | 0.9879 | 0.9567 | 0.6060 | 0.9850 | | 0.0131 | 7.23 | 4760 | 0.0840 | 0.7020 | 0.8531 | 0.9206 | nan | 0.8190 | 0.9878 | 0.9081 | 0.5629 | 0.9878 | 0.0 | 0.8155 | 0.9833 | 0.9066 | 0.5260 | 0.9806 | | 0.0081 | 7.26 | 4780 | 0.0665 | 0.7535 | 0.9158 | 0.9626 | nan | 0.8695 | 0.9916 | 0.9662 | 0.7692 | 0.9826 | 0.0 | 0.8675 | 0.9894 | 0.9615 | 0.7227 | 0.9797 | | 0.0074 | 7.29 | 4800 | 0.0679 | 0.7427 | 0.9001 | 0.9575 | nan | 0.8089 | 0.9909 | 0.9658 | 0.7503 | 0.9847 | 0.0 | 0.8079 | 0.9901 | 0.9619 | 0.7152 | 0.9813 | | 0.014 | 7.33 | 4820 | 0.0706 | 0.7304 | 0.8849 | 0.9475 | nan | 0.8013 | 0.9873 | 0.9509 | 0.6951 | 0.9897 | 0.0 | 0.8004 | 0.9866 | 0.9477 | 0.6638 | 0.9839 | | 0.0457 | 7.36 | 4840 | 0.0701 | 0.7606 | 0.9302 | 0.9749 | nan | 0.8568 | 0.9895 | 0.9852 | 0.8309 | 0.9885 | 0.0 | 0.8559 | 0.9890 | 0.9787 | 0.7553 | 0.9851 | | 0.0045 | 7.39 | 4860 | 0.0656 | 0.7382 | 0.8949 | 0.9455 | nan | 0.8402 | 0.9844 | 0.9435 | 0.7182 | 0.9880 | 0.0 | 0.8370 | 0.9840 | 0.9411 | 0.6844 | 0.9829 | | 0.0181 | 7.42 | 4880 | 0.0701 | 0.7358 | 0.8925 | 0.9599 | nan | 0.8303 | 0.9919 | 0.9654 | 0.6848 | 0.9903 | 0.0 | 0.8266 | 0.9901 | 0.9631 | 0.6514 | 0.9838 | | 0.0246 | 7.45 | 4900 | 0.0683 | 0.7253 | 0.8791 | 0.9539 | nan | 0.8139 | 0.9893 | 0.9590 | 0.6436 | 0.9896 | 0.0 | 0.8117 | 0.9879 | 0.9566 | 0.6120 | 0.9834 | | 0.0293 | 7.48 | 4920 | 0.0674 | 0.7600 | 0.9258 | 0.9614 | nan | 0.8887 | 0.9895 | 0.9598 | 0.7999 | 0.9910 | 0.0 | 0.8859 | 0.9883 | 0.9569 | 0.7437 | 0.9854 | | 0.0079 | 7.51 | 4940 | 0.0696 | 0.7430 | 0.9047 | 0.9611 | nan | 0.8572 | 0.9911 | 0.9640 | 0.7222 | 0.9891 | 0.0 | 0.8544 | 0.9900 | 0.9609 | 0.6698 | 0.9827 | | 0.021 | 7.54 | 4960 | 0.0879 | 0.7035 | 0.8535 | 0.9242 | nan | 0.7430 | 0.9885 | 0.9234 | 0.6251 | 0.9874 | 0.0 | 0.7402 | 0.9878 | 0.9220 | 0.5894 | 0.9819 | | 0.0405 | 7.57 | 4980 | 0.0683 | 0.7227 | 0.8790 | 0.9585 | nan | 0.8119 | 0.9893 | 0.9678 | 0.6425 | 0.9836 | 0.0 | 0.8094 | 0.9884 | 0.9646 | 0.5931 | 0.9809 | | 0.0092 | 7.6 | 5000 | 0.0679 | 0.7429 | 0.9028 | 0.9535 | nan | 0.8186 | 0.9896 | 0.9577 | 0.7598 | 0.9886 | 0.0 | 0.8146 | 0.9884 | 0.9552 | 0.7151 | 0.9840 | | 0.0661 | 7.63 | 5020 | 0.0727 | 0.7475 | 0.9057 | 0.9525 | nan | 0.8446 | 0.9897 | 0.9526 | 0.7533 | 0.9884 | 0.0 | 0.8417 | 0.9891 | 0.9487 | 0.7191 | 0.9862 | | 0.0571 | 7.66 | 5040 | 0.0711 | 0.7127 | 0.8632 | 0.9437 | nan | 0.8012 | 0.9881 | 0.9452 | 0.5912 | 0.9902 | 0.0 | 0.7982 | 0.9867 | 0.9433 | 0.5680 | 0.9801 | | 0.0167 | 7.69 | 5060 | 0.0657 | 0.7328 | 0.8891 | 0.9618 | nan | 0.8208 | 0.9919 | 0.9712 | 0.6777 | 0.9840 | 0.0 | 0.8193 | 0.9906 | 0.9666 | 0.6394 | 0.9807 | | 0.0177 | 7.72 | 5080 | 0.0632 | 0.7547 | 0.9186 | 0.9683 | nan | 0.8555 | 0.9858 | 0.9765 | 0.7890 | 0.9861 | 0.0 | 0.8521 | 0.9822 | 0.9735 | 0.7363 | 0.9840 | | 0.0395 | 7.75 | 5100 | 0.0654 | 0.7436 | 0.9043 | 0.9599 | nan | 0.8707 | 0.9896 | 0.9619 | 0.7154 | 0.9837 | 0.0 | 0.8651 | 0.9748 | 0.9587 | 0.6816 | 0.9815 | | 0.0105 | 7.78 | 5120 | 0.0704 | 0.7440 | 0.9006 | 0.9652 | nan | 0.8369 | 0.9855 | 0.9753 | 0.7224 | 0.9831 | 0.0 | 0.8365 | 0.9845 | 0.9681 | 0.6959 | 0.9792 | | 0.028 | 7.81 | 5140 | 0.0669 | 0.7405 | 0.8942 | 0.9531 | nan | 0.8406 | 0.9880 | 0.9561 | 0.7039 | 0.9827 | 0.0 | 0.8392 | 0.9871 | 0.9517 | 0.6861 | 0.9789 | | 0.0123 | 7.84 | 5160 | 0.0629 | 0.7537 | 0.9104 | 0.9712 | nan | 0.8683 | 0.9857 | 0.9790 | 0.7311 | 0.9880 | 0.0 | 0.8655 | 0.9849 | 0.9740 | 0.7131 | 0.9847 | | 0.1105 | 7.87 | 5180 | 0.0620 | 0.7500 | 0.9060 | 0.9637 | nan | 0.8553 | 0.9835 | 0.9699 | 0.7350 | 0.9864 | 0.0 | 0.8530 | 0.9828 | 0.9645 | 0.7165 | 0.9832 | | 0.0185 | 7.9 | 5200 | 0.0616 | 0.7443 | 0.9005 | 0.9605 | nan | 0.8452 | 0.9886 | 0.9645 | 0.7133 | 0.9910 | 0.0 | 0.8425 | 0.9873 | 0.9614 | 0.6903 | 0.9843 | | 0.0388 | 7.93 | 5220 | 0.0685 | 0.7312 | 0.8839 | 0.9503 | nan | 0.8831 | 0.9906 | 0.9444 | 0.6120 | 0.9894 | 0.0 | 0.8788 | 0.9896 | 0.9422 | 0.5938 | 0.9830 | | 0.0139 | 7.96 | 5240 | 0.0650 | 0.7378 | 0.8953 | 0.9610 | nan | 0.8572 | 0.9889 | 0.9657 | 0.6812 | 0.9836 | 0.0 | 0.8543 | 0.9880 | 0.9626 | 0.6405 | 0.9813 | | 0.0272 | 7.99 | 5260 | 0.0696 | 0.7558 | 0.9198 | 0.9711 | nan | 0.8473 | 0.9916 | 0.9805 | 0.7912 | 0.9882 | 0.0 | 0.8460 | 0.9904 | 0.9763 | 0.7373 | 0.9850 | | 0.0149 | 8.02 | 5280 | 0.0769 | 0.7485 | 0.9121 | 0.9572 | nan | 0.7868 | 0.9877 | 0.9678 | 0.8309 | 0.9873 | 0.0 | 0.7854 | 0.9870 | 0.9641 | 0.7700 | 0.9848 | | 0.1279 | 8.05 | 5300 | 0.0664 | 0.7604 | 0.9233 | 0.9645 | nan | 0.8571 | 0.9885 | 0.9691 | 0.8126 | 0.9894 | 0.0 | 0.8538 | 0.9873 | 0.9666 | 0.7690 | 0.9855 | | 0.0176 | 8.09 | 5320 | 0.0720 | 0.7377 | 0.8927 | 0.9493 | nan | 0.8015 | 0.9889 | 0.9524 | 0.7274 | 0.9931 | 0.0 | 0.8001 | 0.9878 | 0.9500 | 0.7040 | 0.9846 | | 0.0263 | 8.12 | 5340 | 0.0697 | 0.7422 | 0.8982 | 0.9615 | nan | 0.8225 | 0.9906 | 0.9680 | 0.7162 | 0.9937 | 0.0 | 0.8203 | 0.9896 | 0.9655 | 0.6913 | 0.9863 | | 0.0102 | 8.15 | 5360 | 0.0688 | 0.7369 | 0.8925 | 0.9545 | nan | 0.8032 | 0.9878 | 0.9606 | 0.7185 | 0.9924 | 0.0 | 0.8008 | 0.9871 | 0.9579 | 0.6895 | 0.9862 | | 0.0142 | 8.18 | 5380 | 0.0638 | 0.7560 | 0.9183 | 0.9647 | nan | 0.8576 | 0.9871 | 0.9693 | 0.7862 | 0.9913 | 0.0 | 0.8550 | 0.9865 | 0.9652 | 0.7433 | 0.9861 | | 0.0085 | 8.21 | 5400 | 0.0709 | 0.7526 | 0.9152 | 0.9593 | nan | 0.8203 | 0.9899 | 0.9659 | 0.8107 | 0.9891 | 0.0 | 0.8161 | 0.9887 | 0.9632 | 0.7637 | 0.9839 | | 0.012 | 8.24 | 5420 | 0.0676 | 0.7453 | 0.9151 | 0.9632 | nan | 0.8369 | 0.9874 | 0.9712 | 0.7949 | 0.9849 | 0.0 | 0.8331 | 0.9867 | 0.9687 | 0.7015 | 0.9821 | | 0.0222 | 8.27 | 5440 | 0.0738 | 0.7398 | 0.9058 | 0.9477 | nan | 0.7953 | 0.9902 | 0.9520 | 0.8048 | 0.9867 | 0.0 | 0.7942 | 0.9893 | 0.9491 | 0.7218 | 0.9841 | | 0.0132 | 8.3 | 5460 | 0.0795 | 0.7245 | 0.8809 | 0.9397 | nan | 0.8018 | 0.9899 | 0.9413 | 0.6926 | 0.9789 | 0.0 | 0.7952 | 0.9888 | 0.9388 | 0.6547 | 0.9694 | | 0.0355 | 8.33 | 5480 | 0.0859 | 0.7433 | 0.9053 | 0.9673 | nan | 0.8011 | 0.9880 | 0.9845 | 0.7767 | 0.9762 | 0.0 | 0.7928 | 0.9874 | 0.9806 | 0.7276 | 0.9715 | | 0.0097 | 8.36 | 5500 | 0.0681 | 0.7349 | 0.8926 | 0.9621 | nan | 0.8594 | 0.9904 | 0.9700 | 0.6720 | 0.9712 | 0.0 | 0.8494 | 0.9898 | 0.9669 | 0.6338 | 0.9693 | | 0.0111 | 8.39 | 5520 | 0.0756 | 0.7338 | 0.8931 | 0.9594 | nan | 0.8183 | 0.9905 | 0.9689 | 0.7073 | 0.9804 | 0.0 | 0.8123 | 0.9896 | 0.9657 | 0.6602 | 0.9751 | | 0.01 | 8.42 | 5540 | 0.0656 | 0.7524 | 0.9152 | 0.9660 | nan | 0.8737 | 0.9836 | 0.9704 | 0.7596 | 0.9887 | 0.0 | 0.8638 | 0.9835 | 0.9674 | 0.7172 | 0.9824 | | 0.0119 | 8.45 | 5560 | 0.0703 | 0.7376 | 0.8967 | 0.9595 | nan | 0.8151 | 0.9902 | 0.9681 | 0.7247 | 0.9855 | 0.0 | 0.8097 | 0.9899 | 0.9633 | 0.6810 | 0.9820 | | 0.0697 | 8.48 | 5580 | 0.0703 | 0.7244 | 0.8795 | 0.9535 | nan | 0.8057 | 0.9887 | 0.9617 | 0.6607 | 0.9808 | 0.0 | 0.8027 | 0.9884 | 0.9577 | 0.6191 | 0.9782 | | 0.0159 | 8.51 | 5600 | 0.0650 | 0.7437 | 0.9079 | 0.9630 | nan | 0.8316 | 0.9876 | 0.9707 | 0.7606 | 0.9889 | 0.0 | 0.8283 | 0.9872 | 0.9672 | 0.6933 | 0.9865 | | 0.0138 | 8.54 | 5620 | 0.0724 | 0.7496 | 0.9128 | 0.9668 | nan | 0.8537 | 0.9910 | 0.9722 | 0.7542 | 0.9927 | 0.0 | 0.8525 | 0.9892 | 0.9683 | 0.6982 | 0.9893 | | 0.0504 | 8.57 | 5640 | 0.0650 | 0.7435 | 0.9087 | 0.9654 | nan | 0.8545 | 0.9869 | 0.9716 | 0.7418 | 0.9885 | 0.0 | 0.8508 | 0.9855 | 0.9687 | 0.6696 | 0.9866 | | 0.0043 | 8.6 | 5660 | 0.0677 | 0.7500 | 0.9122 | 0.9710 | nan | 0.8775 | 0.9875 | 0.9774 | 0.7311 | 0.9877 | 0.0 | 0.8741 | 0.9873 | 0.9738 | 0.6788 | 0.9860 | | 0.0717 | 8.63 | 5680 | 0.0666 | 0.7445 | 0.9087 | 0.9592 | nan | 0.8400 | 0.9895 | 0.9639 | 0.7626 | 0.9875 | 0.0 | 0.8369 | 0.9884 | 0.9612 | 0.6946 | 0.9857 | | 0.0314 | 8.66 | 5700 | 0.0648 | 0.7228 | 0.8784 | 0.9548 | nan | 0.8567 | 0.9889 | 0.9566 | 0.6065 | 0.9833 | 0.0 | 0.8541 | 0.9875 | 0.9543 | 0.5593 | 0.9814 | | 0.0205 | 8.69 | 5720 | 0.0672 | 0.7481 | 0.9080 | 0.9721 | nan | 0.8851 | 0.9884 | 0.9772 | 0.6982 | 0.9909 | 0.0 | 0.8840 | 0.9878 | 0.9732 | 0.6561 | 0.9878 | | 0.0329 | 8.72 | 5740 | 0.0657 | 0.7507 | 0.9130 | 0.9731 | nan | 0.8708 | 0.9873 | 0.9810 | 0.7361 | 0.9895 | 0.0 | 0.8690 | 0.9871 | 0.9766 | 0.6845 | 0.9873 | | 0.0854 | 8.75 | 5760 | 0.0651 | 0.7445 | 0.9011 | 0.9701 | nan | 0.8909 | 0.9895 | 0.9734 | 0.6616 | 0.9902 | 0.0 | 0.8880 | 0.9892 | 0.9705 | 0.6318 | 0.9876 | | 0.0074 | 8.78 | 5780 | 0.0675 | 0.7355 | 0.8880 | 0.9711 | nan | 0.8810 | 0.9913 | 0.9762 | 0.6013 | 0.9902 | 0.0 | 0.8793 | 0.9907 | 0.9724 | 0.5837 | 0.9867 | | 0.0183 | 8.81 | 5800 | 0.0660 | 0.7243 | 0.8751 | 0.9627 | nan | 0.8422 | 0.9900 | 0.9695 | 0.5870 | 0.9870 | 0.0 | 0.8396 | 0.9891 | 0.9663 | 0.5673 | 0.9836 | | 0.1138 | 8.84 | 5820 | 0.0656 | 0.7345 | 0.8879 | 0.9617 | nan | 0.8889 | 0.9869 | 0.9628 | 0.6160 | 0.9851 | 0.0 | 0.8860 | 0.9864 | 0.9597 | 0.5922 | 0.9827 | | 0.02 | 8.88 | 5840 | 0.0682 | 0.7414 | 0.9007 | 0.9603 | nan | 0.8486 | 0.9894 | 0.9648 | 0.7143 | 0.9867 | 0.0 | 0.8469 | 0.9882 | 0.9616 | 0.6684 | 0.9832 | | 0.0623 | 8.91 | 5860 | 0.0706 | 0.7276 | 0.8838 | 0.9481 | nan | 0.8353 | 0.9859 | 0.9489 | 0.6641 | 0.9849 | 0.0 | 0.8333 | 0.9853 | 0.9460 | 0.6191 | 0.9820 | | 0.01 | 8.94 | 5880 | 0.0656 | 0.7457 | 0.9036 | 0.9625 | nan | 0.8347 | 0.9871 | 0.9694 | 0.7371 | 0.9894 | 0.0 | 0.8334 | 0.9865 | 0.9654 | 0.7036 | 0.9854 | | 0.0128 | 8.97 | 5900 | 0.0707 | 0.7375 | 0.8901 | 0.9676 | nan | 0.8420 | 0.9872 | 0.9766 | 0.6554 | 0.9893 | 0.0 | 0.8405 | 0.9866 | 0.9728 | 0.6420 | 0.9829 | | 0.0239 | 9.0 | 5920 | 0.0710 | 0.7221 | 0.8774 | 0.9478 | nan | 0.8490 | 0.9613 | 0.9490 | 0.6385 | 0.9891 | 0.0 | 0.8443 | 0.9610 | 0.9438 | 0.5989 | 0.9847 | | 0.0094 | 9.03 | 5940 | 0.0699 | 0.7516 | 0.9229 | 0.9744 | nan | 0.8456 | 0.9842 | 0.9860 | 0.8074 | 0.9915 | 0.0 | 0.8423 | 0.9837 | 0.9821 | 0.7136 | 0.9879 | | 0.0513 | 9.06 | 5960 | 0.0648 | 0.7477 | 0.9182 | 0.9653 | nan | 0.8555 | 0.9895 | 0.9720 | 0.7905 | 0.9835 | 0.0 | 0.8518 | 0.9879 | 0.9687 | 0.6954 | 0.9823 | | 0.0625 | 9.09 | 5980 | 0.0737 | 0.7348 | 0.8959 | 0.9529 | nan | 0.8481 | 0.9381 | 0.9606 | 0.7463 | 0.9866 | 0.0 | 0.8471 | 0.9376 | 0.9502 | 0.6897 | 0.9844 | | 0.0106 | 9.12 | 6000 | 0.0751 | 0.7516 | 0.9162 | 0.9688 | nan | 0.8708 | 0.9643 | 0.9776 | 0.7794 | 0.9891 | 0.0 | 0.8686 | 0.9638 | 0.9700 | 0.7207 | 0.9868 | | 0.0067 | 9.15 | 6020 | 0.0685 | 0.7409 | 0.9044 | 0.9561 | nan | 0.8508 | 0.9908 | 0.9557 | 0.7302 | 0.9946 | 0.0 | 0.8479 | 0.9871 | 0.9535 | 0.6719 | 0.9850 | | 0.0326 | 9.18 | 6040 | 0.0699 | 0.7341 | 0.8937 | 0.9613 | nan | 0.8095 | 0.9915 | 0.9693 | 0.7039 | 0.9942 | 0.0 | 0.8075 | 0.9906 | 0.9665 | 0.6540 | 0.9863 | | 0.0068 | 9.21 | 6060 | 0.0665 | 0.7439 | 0.9055 | 0.9611 | nan | 0.8600 | 0.9907 | 0.9648 | 0.7276 | 0.9844 | 0.0 | 0.8577 | 0.9902 | 0.9616 | 0.6722 | 0.9820 | | 0.0672 | 9.24 | 6080 | 0.0674 | 0.7311 | 0.8875 | 0.9612 | nan | 0.8394 | 0.9872 | 0.9682 | 0.6575 | 0.9853 | 0.0 | 0.8374 | 0.9869 | 0.9648 | 0.6147 | 0.9829 | | 0.0284 | 9.27 | 6100 | 0.0638 | 0.7444 | 0.9059 | 0.9649 | nan | 0.8656 | 0.9922 | 0.9683 | 0.7130 | 0.9903 | 0.0 | 0.8635 | 0.9906 | 0.9651 | 0.6600 | 0.9869 | | 0.0446 | 9.3 | 6120 | 0.0646 | 0.7518 | 0.9153 | 0.9615 | nan | 0.8933 | 0.9889 | 0.9598 | 0.7446 | 0.9901 | 0.0 | 0.8906 | 0.9880 | 0.9572 | 0.6894 | 0.9859 | | 0.0484 | 9.33 | 6140 | 0.0637 | 0.7498 | 0.9108 | 0.9623 | nan | 0.8759 | 0.9917 | 0.9624 | 0.7315 | 0.9926 | 0.0 | 0.8731 | 0.9903 | 0.9600 | 0.6894 | 0.9859 | | 0.0297 | 9.36 | 6160 | 0.0652 | 0.7384 | 0.8965 | 0.9596 | nan | 0.8568 | 0.9896 | 0.9634 | 0.6887 | 0.9840 | 0.0 | 0.8544 | 0.9884 | 0.9604 | 0.6459 | 0.9812 | | 0.0097 | 9.39 | 6180 | 0.0685 | 0.7324 | 0.8951 | 0.9568 | nan | 0.8286 | 0.9870 | 0.9630 | 0.7129 | 0.9841 | 0.0 | 0.8254 | 0.9847 | 0.9606 | 0.6427 | 0.9811 | | 0.0439 | 9.42 | 6200 | 0.0778 | 0.7255 | 0.8778 | 0.9508 | nan | 0.7756 | 0.9846 | 0.9603 | 0.6813 | 0.9873 | 0.0 | 0.7722 | 0.9806 | 0.9574 | 0.6599 | 0.9831 | | 0.0451 | 9.45 | 6220 | 0.0790 | 0.7431 | 0.8977 | 0.9389 | nan | 0.8400 | 0.9886 | 0.9315 | 0.7356 | 0.9928 | 0.0 | 0.8368 | 0.9865 | 0.9291 | 0.7183 | 0.9879 | | 0.0146 | 9.48 | 6240 | 0.0696 | 0.7540 | 0.9133 | 0.9697 | nan | 0.8862 | 0.9896 | 0.9742 | 0.7300 | 0.9865 | 0.0 | 0.8834 | 0.9880 | 0.9697 | 0.6986 | 0.9845 | | 0.0464 | 9.51 | 6260 | 0.0656 | 0.7497 | 0.9095 | 0.9595 | nan | 0.8501 | 0.9868 | 0.9628 | 0.7588 | 0.9892 | 0.0 | 0.8477 | 0.9851 | 0.9596 | 0.7191 | 0.9865 | | 0.018 | 9.54 | 6280 | 0.0712 | 0.7526 | 0.9109 | 0.9654 | nan | 0.8467 | 0.9885 | 0.9718 | 0.7567 | 0.9908 | 0.0 | 0.8451 | 0.9857 | 0.9674 | 0.7310 | 0.9863 | | 0.0106 | 9.57 | 6300 | 0.0646 | 0.7477 | 0.9062 | 0.9616 | nan | 0.8357 | 0.9867 | 0.9676 | 0.7496 | 0.9913 | 0.0 | 0.8335 | 0.9841 | 0.9642 | 0.7184 | 0.9860 | | 0.0075 | 9.6 | 6320 | 0.0671 | 0.7301 | 0.8861 | 0.9549 | nan | 0.8150 | 0.9904 | 0.9604 | 0.6759 | 0.9886 | 0.0 | 0.8123 | 0.9883 | 0.9578 | 0.6394 | 0.9826 | | 0.0144 | 9.64 | 6340 | 0.0607 | 0.7632 | 0.9267 | 0.9626 | nan | 0.8801 | 0.9896 | 0.9620 | 0.8081 | 0.9938 | 0.0 | 0.8777 | 0.9877 | 0.9594 | 0.7673 | 0.9870 | | 0.0052 | 9.67 | 6360 | 0.0676 | 0.7435 | 0.8995 | 0.9445 | nan | 0.8020 | 0.9766 | 0.9473 | 0.7809 | 0.9906 | 0.0 | 0.8013 | 0.9760 | 0.9426 | 0.7564 | 0.9845 | | 0.1188 | 9.7 | 6380 | 0.0631 | 0.7640 | 0.9294 | 0.9644 | nan | 0.8511 | 0.9884 | 0.9697 | 0.8478 | 0.9899 | 0.0 | 0.8489 | 0.9878 | 0.9659 | 0.7942 | 0.9871 | | 0.0243 | 9.73 | 6400 | 0.0621 | 0.7645 | 0.9280 | 0.9653 | nan | 0.8629 | 0.9886 | 0.9701 | 0.8309 | 0.9873 | 0.0 | 0.8605 | 0.9880 | 0.9663 | 0.7871 | 0.9851 | | 0.0136 | 9.76 | 6420 | 0.0597 | 0.7609 | 0.9231 | 0.9670 | nan | 0.8627 | 0.9859 | 0.9725 | 0.8045 | 0.9900 | 0.0 | 0.8615 | 0.9852 | 0.9680 | 0.7635 | 0.9874 | | 0.0365 | 9.79 | 6440 | 0.0621 | 0.7586 | 0.9203 | 0.9716 | nan | 0.8800 | 0.9803 | 0.9788 | 0.7746 | 0.9876 | 0.0 | 0.8795 | 0.9799 | 0.9724 | 0.7344 | 0.9855 | | 0.0136 | 9.82 | 6460 | 0.0645 | 0.7547 | 0.9207 | 0.9571 | nan | 0.8698 | 0.9786 | 0.9598 | 0.8146 | 0.9806 | 0.0 | 0.8691 | 0.9783 | 0.9534 | 0.7475 | 0.9800 | | 0.0172 | 9.85 | 6480 | 0.0642 | 0.7594 | 0.9308 | 0.9651 | nan | 0.8397 | 0.9837 | 0.9728 | 0.8681 | 0.9897 | 0.0 | 0.8384 | 0.9832 | 0.9679 | 0.7793 | 0.9878 | | 0.0181 | 9.88 | 6500 | 0.0646 | 0.7405 | 0.8984 | 0.9521 | nan | 0.8292 | 0.9889 | 0.9536 | 0.7294 | 0.9907 | 0.0 | 0.8270 | 0.9873 | 0.9509 | 0.6900 | 0.9875 | | 0.0107 | 9.91 | 6520 | 0.0623 | 0.7499 | 0.9074 | 0.9582 | nan | 0.8654 | 0.9892 | 0.9586 | 0.7348 | 0.9892 | 0.0 | 0.8637 | 0.9857 | 0.9555 | 0.7072 | 0.9873 | | 0.0838 | 9.94 | 6540 | 0.0692 | 0.7429 | 0.8997 | 0.9643 | nan | 0.8217 | 0.9886 | 0.9752 | 0.7292 | 0.9839 | 0.0 | 0.8200 | 0.9846 | 0.9713 | 0.6987 | 0.9827 | | 0.0467 | 9.97 | 6560 | 0.0645 | 0.7583 | 0.9160 | 0.9708 | nan | 0.8424 | 0.9912 | 0.9803 | 0.7761 | 0.9900 | 0.0 | 0.8418 | 0.9891 | 0.9757 | 0.7555 | 0.9880 | | 0.0087 | 10.0 | 6580 | 0.0616 | 0.7494 | 0.9045 | 0.9597 | nan | 0.8822 | 0.9910 | 0.9583 | 0.7006 | 0.9903 | 0.0 | 0.8806 | 0.9890 | 0.9551 | 0.6844 | 0.9872 | | 0.0126 | 10.03 | 6600 | 0.0612 | 0.7561 | 0.9149 | 0.9691 | nan | 0.8814 | 0.9892 | 0.9727 | 0.7395 | 0.9918 | 0.0 | 0.8786 | 0.9882 | 0.9691 | 0.7112 | 0.9893 | | 0.0161 | 10.06 | 6620 | 0.0661 | 0.7549 | 0.9155 | 0.9713 | nan | 0.8664 | 0.9896 | 0.9784 | 0.7536 | 0.9897 | 0.0 | 0.8649 | 0.9887 | 0.9743 | 0.7138 | 0.9878 | | 0.0111 | 10.09 | 6640 | 0.0678 | 0.7461 | 0.9004 | 0.9550 | nan | 0.8370 | 0.9897 | 0.9567 | 0.7270 | 0.9917 | 0.0 | 0.8365 | 0.9883 | 0.9533 | 0.7097 | 0.9887 | | 0.0088 | 10.12 | 6660 | 0.0668 | 0.7621 | 0.9189 | 0.9697 | nan | 0.8699 | 0.9885 | 0.9751 | 0.7695 | 0.9915 | 0.0 | 0.8692 | 0.9879 | 0.9705 | 0.7568 | 0.9884 | | 0.0154 | 10.15 | 6680 | 0.0668 | 0.7559 | 0.9119 | 0.9669 | nan | 0.8406 | 0.9893 | 0.9752 | 0.7655 | 0.9887 | 0.0 | 0.8403 | 0.9884 | 0.9699 | 0.7507 | 0.9861 | | 0.015 | 10.18 | 6700 | 0.0655 | 0.7574 | 0.9131 | 0.9634 | nan | 0.8614 | 0.9891 | 0.9670 | 0.7585 | 0.9896 | 0.0 | 0.8602 | 0.9886 | 0.9631 | 0.7455 | 0.9870 | | 0.0476 | 10.21 | 6720 | 0.0653 | 0.7506 | 0.9059 | 0.9653 | nan | 0.8361 | 0.9902 | 0.9736 | 0.7416 | 0.9878 | 0.0 | 0.8353 | 0.9892 | 0.9691 | 0.7245 | 0.9857 | | 0.0039 | 10.24 | 6740 | 0.0644 | 0.7635 | 0.9227 | 0.9652 | nan | 0.8746 | 0.9885 | 0.9675 | 0.7917 | 0.9912 | 0.0 | 0.8732 | 0.9879 | 0.9638 | 0.7680 | 0.9878 | | 0.0155 | 10.27 | 6760 | 0.0667 | 0.7498 | 0.9061 | 0.9606 | nan | 0.8296 | 0.9837 | 0.9679 | 0.7609 | 0.9887 | 0.0 | 0.8289 | 0.9833 | 0.9624 | 0.7378 | 0.9861 | | 0.0106 | 10.3 | 6780 | 0.0661 | 0.7600 | 0.9191 | 0.9656 | nan | 0.8412 | 0.9833 | 0.9733 | 0.8063 | 0.9913 | 0.0 | 0.8393 | 0.9830 | 0.9692 | 0.7812 | 0.9870 | | 0.0109 | 10.33 | 6800 | 0.0662 | 0.7656 | 0.9250 | 0.9580 | nan | 0.8740 | 0.9882 | 0.9569 | 0.8157 | 0.9901 | 0.0 | 0.8712 | 0.9875 | 0.9540 | 0.7943 | 0.9866 | | 0.0127 | 10.36 | 6820 | 0.0685 | 0.7619 | 0.9204 | 0.9645 | nan | 0.8795 | 0.9885 | 0.9674 | 0.7810 | 0.9856 | 0.0 | 0.8782 | 0.9880 | 0.9628 | 0.7588 | 0.9834 | | 0.005 | 10.4 | 6840 | 0.0712 | 0.7623 | 0.9221 | 0.9524 | nan | 0.8759 | 0.9883 | 0.9469 | 0.8048 | 0.9945 | 0.0 | 0.8732 | 0.9878 | 0.9442 | 0.7808 | 0.9878 | | 0.0199 | 10.43 | 6860 | 0.0677 | 0.7718 | 0.9375 | 0.9690 | nan | 0.8814 | 0.9869 | 0.9721 | 0.8541 | 0.9929 | 0.0 | 0.8787 | 0.9866 | 0.9683 | 0.8075 | 0.9894 | | 0.06 | 10.46 | 6880 | 0.0703 | 0.7397 | 0.8973 | 0.9585 | nan | 0.8391 | 0.9863 | 0.9634 | 0.7095 | 0.9880 | 0.0 | 0.8365 | 0.9860 | 0.9604 | 0.6708 | 0.9845 | | 0.0159 | 10.49 | 6900 | 0.0707 | 0.7612 | 0.9229 | 0.9718 | nan | 0.8748 | 0.9862 | 0.9785 | 0.7860 | 0.9890 | 0.0 | 0.8731 | 0.9859 | 0.9746 | 0.7475 | 0.9861 | | 0.014 | 10.52 | 6920 | 0.0650 | 0.7555 | 0.9151 | 0.9638 | nan | 0.8886 | 0.9839 | 0.9650 | 0.7495 | 0.9885 | 0.0 | 0.8851 | 0.9836 | 0.9622 | 0.7166 | 0.9855 | | 0.0464 | 10.55 | 6940 | 0.0638 | 0.7583 | 0.9184 | 0.9678 | nan | 0.8821 | 0.9915 | 0.9711 | 0.7595 | 0.9880 | 0.0 | 0.8803 | 0.9902 | 0.9675 | 0.7258 | 0.9859 | | 0.0087 | 10.58 | 6960 | 0.0680 | 0.7439 | 0.8987 | 0.9543 | nan | 0.8910 | 0.9883 | 0.9505 | 0.6781 | 0.9856 | 0.0 | 0.8876 | 0.9879 | 0.9479 | 0.6563 | 0.9835 | | 0.006 | 10.61 | 6980 | 0.0659 | 0.7431 | 0.8998 | 0.9700 | nan | 0.9017 | 0.9788 | 0.9745 | 0.6581 | 0.9860 | 0.0 | 0.8985 | 0.9785 | 0.9693 | 0.6284 | 0.9836 | | 0.0118 | 10.64 | 7000 | 0.0669 | 0.7405 | 0.9196 | 0.9678 | nan | 0.8772 | 0.9796 | 0.9743 | 0.7829 | 0.9842 | 0.0 | 0.8748 | 0.9790 | 0.9689 | 0.6377 | 0.9823 | | 0.0287 | 10.67 | 7020 | 0.0682 | 0.7491 | 0.9221 | 0.9645 | nan | 0.8862 | 0.9857 | 0.9662 | 0.7844 | 0.9880 | 0.0 | 0.8837 | 0.9851 | 0.9625 | 0.6778 | 0.9854 | | 0.0166 | 10.7 | 7040 | 0.0731 | 0.7436 | 0.9051 | 0.9625 | nan | 0.8151 | 0.9875 | 0.9721 | 0.7617 | 0.9891 | 0.0 | 0.8143 | 0.9869 | 0.9679 | 0.7099 | 0.9825 | | 0.016 | 10.73 | 7060 | 0.0991 | 0.7256 | 0.8784 | 0.9280 | nan | 0.8064 | 0.9897 | 0.9210 | 0.6889 | 0.9858 | 0.0 | 0.8039 | 0.9889 | 0.9186 | 0.6632 | 0.9792 | | 0.0179 | 10.76 | 7080 | 0.0692 | 0.7550 | 0.9164 | 0.9693 | nan | 0.8462 | 0.9901 | 0.9780 | 0.7786 | 0.9889 | 0.0 | 0.8442 | 0.9892 | 0.9745 | 0.7376 | 0.9845 | | 0.0077 | 10.79 | 7100 | 0.0670 | 0.7596 | 0.9206 | 0.9602 | nan | 0.8918 | 0.9866 | 0.9585 | 0.7768 | 0.9891 | 0.0 | 0.8881 | 0.9860 | 0.9561 | 0.7428 | 0.9843 | | 0.0112 | 10.82 | 7120 | 0.0693 | 0.7644 | 0.9251 | 0.9636 | nan | 0.8650 | 0.9903 | 0.9676 | 0.8171 | 0.9852 | 0.0 | 0.8627 | 0.9894 | 0.9637 | 0.7881 | 0.9822 | | 0.0155 | 10.85 | 7140 | 0.0699 | 0.7529 | 0.9152 | 0.9600 | nan | 0.8590 | 0.9885 | 0.9612 | 0.7741 | 0.9930 | 0.0 | 0.8561 | 0.9879 | 0.9586 | 0.7248 | 0.9899 | | 0.0059 | 10.88 | 7160 | 0.0705 | 0.7589 | 0.9240 | 0.9607 | nan | 0.8536 | 0.9883 | 0.9634 | 0.8234 | 0.9912 | 0.0 | 0.8524 | 0.9876 | 0.9602 | 0.7641 | 0.9889 | | 0.028 | 10.91 | 7180 | 0.0686 | 0.7524 | 0.9147 | 0.9594 | nan | 0.8608 | 0.9875 | 0.9602 | 0.7718 | 0.9932 | 0.0 | 0.8594 | 0.9871 | 0.9572 | 0.7210 | 0.9894 | | 0.0815 | 10.94 | 7200 | 0.0766 | 0.7287 | 0.8840 | 0.9618 | nan | 0.8513 | 0.9880 | 0.9667 | 0.6254 | 0.9886 | 0.0 | 0.8498 | 0.9877 | 0.9622 | 0.5872 | 0.9853 | | 0.0813 | 10.97 | 7220 | 0.0855 | 0.7351 | 0.8909 | 0.9459 | nan | 0.8290 | 0.9904 | 0.9434 | 0.6985 | 0.9934 | 0.0 | 0.8273 | 0.9895 | 0.9408 | 0.6647 | 0.9882 | | 0.0117 | 11.0 | 7240 | 0.0727 | 0.7328 | 0.8895 | 0.9555 | nan | 0.8390 | 0.9602 | 0.9634 | 0.7008 | 0.9841 | 0.0 | 0.8377 | 0.9600 | 0.9558 | 0.6605 | 0.9828 | | 0.0168 | 11.03 | 7260 | 0.0748 | 0.7289 | 0.8816 | 0.9592 | nan | 0.8302 | 0.9896 | 0.9666 | 0.6383 | 0.9834 | 0.0 | 0.8290 | 0.9889 | 0.9623 | 0.6122 | 0.9813 | | 0.0097 | 11.06 | 7280 | 0.0691 | 0.7500 | 0.9085 | 0.9706 | nan | 0.8841 | 0.9877 | 0.9754 | 0.7056 | 0.9895 | 0.0 | 0.8815 | 0.9871 | 0.9722 | 0.6738 | 0.9856 | | 0.0101 | 11.09 | 7300 | 0.0689 | 0.7496 | 0.9072 | 0.9627 | nan | 0.8520 | 0.9886 | 0.9683 | 0.7415 | 0.9858 | 0.0 | 0.8504 | 0.9875 | 0.9643 | 0.7128 | 0.9825 | | 0.014 | 11.12 | 7320 | 0.0714 | 0.7501 | 0.9080 | 0.9535 | nan | 0.8442 | 0.9873 | 0.9542 | 0.7641 | 0.9900 | 0.0 | 0.8422 | 0.9867 | 0.9510 | 0.7354 | 0.9854 | | 0.0121 | 11.16 | 7340 | 0.0661 | 0.7504 | 0.9090 | 0.9602 | nan | 0.8403 | 0.9875 | 0.9644 | 0.7606 | 0.9923 | 0.0 | 0.8387 | 0.9869 | 0.9614 | 0.7295 | 0.9859 | | 0.0093 | 11.19 | 7360 | 0.0644 | 0.7460 | 0.9029 | 0.9564 | nan | 0.8555 | 0.9889 | 0.9575 | 0.7241 | 0.9883 | 0.0 | 0.8533 | 0.9881 | 0.9542 | 0.6937 | 0.9864 | | 0.0878 | 11.22 | 7380 | 0.0650 | 0.7491 | 0.9127 | 0.9586 | nan | 0.8538 | 0.9907 | 0.9599 | 0.7672 | 0.9917 | 0.0 | 0.8514 | 0.9845 | 0.9569 | 0.7128 | 0.9891 | | 0.0143 | 11.25 | 7400 | 0.0641 | 0.7577 | 0.9251 | 0.9683 | nan | 0.8780 | 0.9907 | 0.9717 | 0.7941 | 0.9907 | 0.0 | 0.8764 | 0.9888 | 0.9683 | 0.7247 | 0.9882 | | 0.0481 | 11.28 | 7420 | 0.0676 | 0.7634 | 0.9317 | 0.9571 | nan | 0.8657 | 0.9907 | 0.9570 | 0.8589 | 0.9863 | 0.0 | 0.8632 | 0.9891 | 0.9538 | 0.7897 | 0.9848 | | 0.008 | 11.31 | 7440 | 0.0630 | 0.7590 | 0.9218 | 0.9647 | nan | 0.8862 | 0.9887 | 0.9662 | 0.7802 | 0.9878 | 0.0 | 0.8839 | 0.9882 | 0.9629 | 0.7331 | 0.9859 | | 0.0058 | 11.34 | 7460 | 0.0677 | 0.7681 | 0.9314 | 0.9720 | nan | 0.8974 | 0.9902 | 0.9755 | 0.8056 | 0.9881 | 0.0 | 0.8951 | 0.9890 | 0.9719 | 0.7668 | 0.9857 | | 0.0471 | 11.37 | 7480 | 0.0707 | 0.7555 | 0.9158 | 0.9574 | nan | 0.8331 | 0.9911 | 0.9602 | 0.8014 | 0.9930 | 0.0 | 0.8313 | 0.9873 | 0.9574 | 0.7697 | 0.9876 | | 0.0135 | 11.4 | 7500 | 0.0693 | 0.7559 | 0.9184 | 0.9705 | nan | 0.8781 | 0.9890 | 0.9762 | 0.7614 | 0.9875 | 0.0 | 0.8761 | 0.9874 | 0.9718 | 0.7142 | 0.9856 | | 0.0391 | 11.43 | 7520 | 0.0678 | 0.7522 | 0.9126 | 0.9592 | nan | 0.8535 | 0.9884 | 0.9614 | 0.7694 | 0.9906 | 0.0 | 0.8516 | 0.9866 | 0.9579 | 0.7298 | 0.9875 | | 0.0065 | 11.46 | 7540 | 0.0716 | 0.7512 | 0.9092 | 0.9659 | nan | 0.8589 | 0.9862 | 0.9726 | 0.7427 | 0.9857 | 0.0 | 0.8576 | 0.9855 | 0.9674 | 0.7126 | 0.9841 | | 0.0092 | 11.49 | 7560 | 0.0741 | 0.7439 | 0.9048 | 0.9573 | nan | 0.8414 | 0.9583 | 0.9657 | 0.7734 | 0.9854 | 0.0 | 0.8400 | 0.9577 | 0.9579 | 0.7241 | 0.9838 | | 0.0385 | 11.52 | 7580 | 0.0737 | 0.7420 | 0.9030 | 0.9626 | nan | 0.8331 | 0.9621 | 0.9735 | 0.7575 | 0.9887 | 0.0 | 0.8315 | 0.9610 | 0.9658 | 0.7076 | 0.9863 | | 0.006 | 11.55 | 7600 | 0.0711 | 0.7432 | 0.9018 | 0.9550 | nan | 0.8607 | 0.9605 | 0.9582 | 0.7397 | 0.9898 | 0.0 | 0.8595 | 0.9601 | 0.9514 | 0.7011 | 0.9870 | | 0.0065 | 11.58 | 7620 | 0.0711 | 0.7464 | 0.9063 | 0.9564 | nan | 0.8332 | 0.9820 | 0.9601 | 0.7635 | 0.9928 | 0.0 | 0.8313 | 0.9814 | 0.9574 | 0.7197 | 0.9886 | | 0.006 | 11.61 | 7640 | 0.0722 | 0.7488 | 0.9084 | 0.9591 | nan | 0.8555 | 0.9879 | 0.9609 | 0.7461 | 0.9917 | 0.0 | 0.8467 | 0.9872 | 0.9590 | 0.7121 | 0.9879 | | 0.0081 | 11.64 | 7660 | 0.0754 | 0.7450 | 0.9005 | 0.9635 | nan | 0.8619 | 0.9856 | 0.9673 | 0.6963 | 0.9914 | 0.0 | 0.8596 | 0.9850 | 0.9641 | 0.6736 | 0.9875 | | 0.1254 | 11.67 | 7680 | 0.0726 | 0.7206 | 0.8695 | 0.9558 | nan | 0.8396 | 0.9826 | 0.9593 | 0.5752 | 0.9909 | 0.0 | 0.8371 | 0.9822 | 0.9564 | 0.5630 | 0.9849 | | 0.0137 | 11.7 | 7700 | 0.0714 | 0.7329 | 0.8843 | 0.9659 | nan | 0.8800 | 0.9877 | 0.9699 | 0.5972 | 0.9865 | 0.0 | 0.8763 | 0.9871 | 0.9669 | 0.5834 | 0.9836 | | 0.0141 | 11.73 | 7720 | 0.0706 | 0.7355 | 0.8873 | 0.9533 | nan | 0.8345 | 0.9845 | 0.9564 | 0.6732 | 0.9878 | 0.0 | 0.8317 | 0.9842 | 0.9537 | 0.6578 | 0.9853 | | 0.0274 | 11.76 | 7740 | 0.0687 | 0.7537 | 0.9105 | 0.9688 | nan | 0.8543 | 0.9885 | 0.9764 | 0.7437 | 0.9894 | 0.0 | 0.8520 | 0.9877 | 0.9735 | 0.7219 | 0.9871 | | 0.0046 | 11.79 | 7760 | 0.0655 | 0.7498 | 0.9072 | 0.9663 | nan | 0.8528 | 0.9868 | 0.9742 | 0.7375 | 0.9846 | 0.0 | 0.8512 | 0.9862 | 0.9701 | 0.7078 | 0.9835 | | 0.0076 | 11.82 | 7780 | 0.0649 | 0.7596 | 0.9186 | 0.9612 | nan | 0.8504 | 0.9879 | 0.9644 | 0.7979 | 0.9924 | 0.0 | 0.8483 | 0.9874 | 0.9610 | 0.7736 | 0.9870 | | 0.0075 | 11.85 | 7800 | 0.0655 | 0.7541 | 0.9124 | 0.9629 | nan | 0.8432 | 0.9896 | 0.9689 | 0.7727 | 0.9878 | 0.0 | 0.8417 | 0.9888 | 0.9646 | 0.7451 | 0.9845 | | 0.0275 | 11.88 | 7820 | 0.0661 | 0.7449 | 0.8999 | 0.9672 | nan | 0.8623 | 0.9905 | 0.9738 | 0.6878 | 0.9854 | 0.0 | 0.8602 | 0.9899 | 0.9698 | 0.6664 | 0.9831 | | 0.0159 | 11.91 | 7840 | 0.0621 | 0.7555 | 0.9167 | 0.9650 | nan | 0.8792 | 0.9859 | 0.9677 | 0.7614 | 0.9892 | 0.0 | 0.8754 | 0.9856 | 0.9647 | 0.7201 | 0.9869 | | 1.2278 | 11.95 | 7860 | 0.0638 | 0.7653 | 0.9304 | 0.9620 | nan | 0.8717 | 0.9868 | 0.9638 | 0.8408 | 0.9889 | 0.0 | 0.8678 | 0.9864 | 0.9612 | 0.7898 | 0.9867 | | 0.0139 | 11.98 | 7880 | 0.0673 | 0.7745 | 0.9360 | 0.9690 | nan | 0.8866 | 0.9903 | 0.9713 | 0.8397 | 0.9919 | 0.0 | 0.8838 | 0.9894 | 0.9685 | 0.8155 | 0.9896 | | 0.0418 | 12.01 | 7900 | 0.0669 | 0.7568 | 0.9135 | 0.9634 | nan | 0.8467 | 0.9886 | 0.9675 | 0.7693 | 0.9952 | 0.0 | 0.8443 | 0.9881 | 0.9648 | 0.7548 | 0.9887 | | 0.0657 | 12.04 | 7920 | 0.0612 | 0.7545 | 0.9150 | 0.9639 | nan | 0.8656 | 0.9892 | 0.9663 | 0.7608 | 0.9928 | 0.0 | 0.8612 | 0.9889 | 0.9638 | 0.7236 | 0.9893 | | 0.0149 | 12.07 | 7940 | 0.0640 | 0.7596 | 0.9200 | 0.9584 | nan | 0.8544 | 0.9892 | 0.9595 | 0.8054 | 0.9916 | 0.0 | 0.8525 | 0.9887 | 0.9566 | 0.7724 | 0.9874 | | 0.0114 | 12.1 | 7960 | 0.0628 | 0.7508 | 0.9140 | 0.9693 | nan | 0.8899 | 0.9899 | 0.9718 | 0.7270 | 0.9916 | 0.0 | 0.8870 | 0.9894 | 0.9684 | 0.6715 | 0.9887 | | 0.0084 | 12.13 | 7980 | 0.0671 | 0.7358 | 0.8921 | 0.9639 | nan | 0.8671 | 0.9868 | 0.9672 | 0.6480 | 0.9913 | 0.0 | 0.8650 | 0.9863 | 0.9642 | 0.6115 | 0.9880 | | 0.0147 | 12.16 | 8000 | 0.0677 | 0.7496 | 0.9077 | 0.9642 | nan | 0.8920 | 0.9878 | 0.9645 | 0.7046 | 0.9898 | 0.0 | 0.8893 | 0.9872 | 0.9614 | 0.6724 | 0.9876 | | 0.0786 | 12.19 | 8020 | 0.0700 | 0.7516 | 0.9093 | 0.9585 | nan | 0.8695 | 0.9901 | 0.9579 | 0.7374 | 0.9915 | 0.0 | 0.8670 | 0.9895 | 0.9552 | 0.7097 | 0.9880 | | 0.0638 | 12.22 | 8040 | 0.0689 | 0.7496 | 0.9067 | 0.9693 | nan | 0.8671 | 0.9897 | 0.9753 | 0.7118 | 0.9896 | 0.0 | 0.8653 | 0.9893 | 0.9710 | 0.6855 | 0.9863 | | 0.0181 | 12.25 | 8060 | 0.0640 | 0.7660 | 0.9297 | 0.9681 | nan | 0.8746 | 0.9856 | 0.9722 | 0.8242 | 0.9917 | 0.0 | 0.8720 | 0.9854 | 0.9688 | 0.7823 | 0.9876 | | 0.0316 | 12.28 | 8080 | 0.0644 | 0.7596 | 0.9273 | 0.9595 | nan | 0.8949 | 0.9906 | 0.9568 | 0.8063 | 0.9877 | 0.0 | 0.8906 | 0.9902 | 0.9540 | 0.7380 | 0.9848 | | 0.0173 | 12.31 | 8100 | 0.0655 | 0.7377 | 0.8957 | 0.9589 | nan | 0.8554 | 0.9877 | 0.9630 | 0.6890 | 0.9831 | 0.0 | 0.8539 | 0.9875 | 0.9596 | 0.6440 | 0.9810 | | 0.1049 | 12.34 | 8120 | 0.0653 | 0.7627 | 0.9262 | 0.9713 | nan | 0.8778 | 0.9906 | 0.9766 | 0.7964 | 0.9898 | 0.0 | 0.8760 | 0.9901 | 0.9730 | 0.7497 | 0.9872 | | 0.0211 | 12.37 | 8140 | 0.0638 | 0.7591 | 0.9170 | 0.9601 | nan | 0.8882 | 0.9889 | 0.9572 | 0.7565 | 0.9943 | 0.0 | 0.8860 | 0.9879 | 0.9549 | 0.7386 | 0.9874 | | 0.0749 | 12.4 | 8160 | 0.0640 | 0.7554 | 0.9124 | 0.9671 | nan | 0.8627 | 0.9910 | 0.9707 | 0.7418 | 0.9957 | 0.0 | 0.8614 | 0.9900 | 0.9674 | 0.7246 | 0.9890 | | 0.0148 | 12.43 | 8180 | 0.0696 | 0.7515 | 0.9120 | 0.9521 | nan | 0.8691 | 0.9909 | 0.9477 | 0.7600 | 0.9924 | 0.0 | 0.8666 | 0.9903 | 0.9454 | 0.7180 | 0.9888 | | 0.0465 | 12.46 | 8200 | 0.0715 | 0.7681 | 0.9361 | 0.9726 | nan | 0.8943 | 0.9900 | 0.9760 | 0.8288 | 0.9914 | 0.0 | 0.8929 | 0.9894 | 0.9718 | 0.7663 | 0.9884 | | 0.0397 | 12.49 | 8220 | 0.0734 | 0.7684 | 0.9332 | 0.9563 | nan | 0.8833 | 0.9878 | 0.9526 | 0.8504 | 0.9919 | 0.0 | 0.8814 | 0.9857 | 0.9498 | 0.8055 | 0.9877 | | 0.0182 | 12.52 | 8240 | 0.0778 | 0.7610 | 0.9224 | 0.9593 | nan | 0.8673 | 0.9740 | 0.9616 | 0.8183 | 0.9907 | 0.0 | 0.8659 | 0.9737 | 0.9560 | 0.7827 | 0.9874 | | 0.0419 | 12.55 | 8260 | 0.0714 | 0.7573 | 0.9185 | 0.9638 | nan | 0.8873 | 0.9890 | 0.9639 | 0.7616 | 0.9907 | 0.0 | 0.8850 | 0.9886 | 0.9608 | 0.7218 | 0.9873 | | 0.0078 | 12.58 | 8280 | 0.0729 | 0.7498 | 0.9086 | 0.9540 | nan | 0.8498 | 0.9900 | 0.9533 | 0.7575 | 0.9924 | 0.0 | 0.8473 | 0.9892 | 0.9509 | 0.7240 | 0.9873 | | 0.0078 | 12.61 | 8300 | 0.0729 | 0.7606 | 0.9216 | 0.9663 | nan | 0.8691 | 0.9909 | 0.9695 | 0.7862 | 0.9922 | 0.0 | 0.8681 | 0.9902 | 0.9653 | 0.7520 | 0.9881 | | 0.0058 | 12.64 | 8320 | 0.0660 | 0.7532 | 0.9109 | 0.9647 | nan | 0.8809 | 0.9881 | 0.9668 | 0.7294 | 0.9892 | 0.0 | 0.8798 | 0.9877 | 0.9628 | 0.7023 | 0.9865 | | 0.0084 | 12.67 | 8340 | 0.0644 | 0.7463 | 0.9021 | 0.9685 | nan | 0.8781 | 0.9897 | 0.9722 | 0.6787 | 0.9921 | 0.0 | 0.8763 | 0.9893 | 0.9684 | 0.6546 | 0.9893 | | 0.0183 | 12.71 | 8360 | 0.0700 | 0.7411 | 0.8966 | 0.9620 | nan | 0.8794 | 0.9860 | 0.9617 | 0.6607 | 0.9954 | 0.0 | 0.8767 | 0.9857 | 0.9588 | 0.6386 | 0.9871 | | 0.0057 | 12.74 | 8380 | 0.0758 | 0.7345 | 0.8886 | 0.9525 | nan | 0.8612 | 0.9884 | 0.9492 | 0.6487 | 0.9954 | 0.0 | 0.8587 | 0.9881 | 0.9466 | 0.6270 | 0.9867 | | 0.0163 | 12.77 | 8400 | 0.0705 | 0.7382 | 0.8926 | 0.9630 | nan | 0.8541 | 0.9906 | 0.9673 | 0.6609 | 0.9900 | 0.0 | 0.8522 | 0.9901 | 0.9632 | 0.6359 | 0.9881 | | 0.0647 | 12.8 | 8420 | 0.0663 | 0.7454 | 0.9016 | 0.9636 | nan | 0.8724 | 0.9886 | 0.9658 | 0.6903 | 0.9908 | 0.0 | 0.8703 | 0.9882 | 0.9621 | 0.6632 | 0.9885 | | 0.0701 | 12.83 | 8440 | 0.0681 | 0.7485 | 0.9051 | 0.9611 | nan | 0.8382 | 0.9892 | 0.9658 | 0.7399 | 0.9923 | 0.0 | 0.8364 | 0.9887 | 0.9623 | 0.7148 | 0.9889 | | 0.0083 | 12.86 | 8460 | 0.0707 | 0.7657 | 0.9277 | 0.9652 | nan | 0.8375 | 0.9885 | 0.9719 | 0.8481 | 0.9925 | 0.0 | 0.8366 | 0.9880 | 0.9661 | 0.8151 | 0.9883 | | 0.0603 | 12.89 | 8480 | 0.0695 | 0.7677 | 0.9315 | 0.9558 | nan | 0.8471 | 0.9876 | 0.9573 | 0.8766 | 0.9888 | 0.0 | 0.8449 | 0.9869 | 0.9535 | 0.8351 | 0.9859 | | 0.009 | 12.92 | 8500 | 0.0678 | 0.7717 | 0.9357 | 0.9672 | nan | 0.8729 | 0.9888 | 0.9711 | 0.8563 | 0.9895 | 0.0 | 0.8709 | 0.9884 | 0.9666 | 0.8171 | 0.9872 | | 0.0161 | 12.95 | 8520 | 0.0721 | 0.7593 | 0.9230 | 0.9513 | nan | 0.8642 | 0.9856 | 0.9485 | 0.8278 | 0.9893 | 0.0 | 0.8611 | 0.9849 | 0.9451 | 0.7784 | 0.9866 | | 0.0347 | 12.98 | 8540 | 0.0720 | 0.7473 | 0.9050 | 0.9580 | nan | 0.8355 | 0.9915 | 0.9617 | 0.7464 | 0.9900 | 0.0 | 0.8331 | 0.9899 | 0.9586 | 0.7160 | 0.9864 | | 0.0677 | 13.01 | 8560 | 0.0651 | 0.7468 | 0.9065 | 0.9569 | nan | 0.8572 | 0.9912 | 0.9569 | 0.7355 | 0.9914 | 0.0 | 0.8535 | 0.9894 | 0.9548 | 0.6961 | 0.9869 | | 0.0078 | 13.04 | 8580 | 0.0655 | 0.7556 | 0.9182 | 0.9645 | nan | 0.8675 | 0.9914 | 0.9673 | 0.7748 | 0.9903 | 0.0 | 0.8646 | 0.9903 | 0.9640 | 0.7277 | 0.9870 | | 0.0096 | 13.07 | 8600 | 0.0682 | 0.7598 | 0.9220 | 0.9570 | nan | 0.8416 | 0.9866 | 0.9597 | 0.8314 | 0.9906 | 0.0 | 0.8400 | 0.9858 | 0.9565 | 0.7895 | 0.9869 | | 0.0522 | 13.1 | 8620 | 0.0675 | 0.7577 | 0.9203 | 0.9521 | nan | 0.8626 | 0.9884 | 0.9495 | 0.8115 | 0.9893 | 0.0 | 0.8602 | 0.9854 | 0.9470 | 0.7679 | 0.9858 | | 0.0203 | 13.13 | 8640 | 0.0656 | 0.7606 | 0.9247 | 0.9638 | nan | 0.8703 | 0.9880 | 0.9645 | 0.8036 | 0.9974 | 0.0 | 0.8677 | 0.9853 | 0.9621 | 0.7625 | 0.9860 | | 0.0034 | 13.16 | 8660 | 0.0643 | 0.7579 | 0.9202 | 0.9651 | nan | 0.8584 | 0.9855 | 0.9703 | 0.7973 | 0.9897 | 0.0 | 0.8564 | 0.9844 | 0.9669 | 0.7529 | 0.9869 | | 0.0106 | 13.19 | 8680 | 0.0635 | 0.7680 | 0.9328 | 0.9673 | nan | 0.8806 | 0.9906 | 0.9693 | 0.8315 | 0.9922 | 0.0 | 0.8788 | 0.9893 | 0.9660 | 0.7874 | 0.9864 | | 0.0035 | 13.22 | 8700 | 0.0704 | 0.7616 | 0.9273 | 0.9524 | nan | 0.8642 | 0.9877 | 0.9492 | 0.8438 | 0.9917 | 0.0 | 0.8611 | 0.9870 | 0.9469 | 0.7886 | 0.9862 | | 0.0135 | 13.25 | 8720 | 0.0685 | 0.7727 | 0.9389 | 0.9718 | nan | 0.8890 | 0.9906 | 0.9754 | 0.8485 | 0.9913 | 0.0 | 0.8853 | 0.9898 | 0.9727 | 0.7995 | 0.9888 | | 0.0183 | 13.28 | 8740 | 0.0655 | 0.7527 | 0.9109 | 0.9511 | nan | 0.8842 | 0.9889 | 0.9442 | 0.7440 | 0.9933 | 0.0 | 0.8820 | 0.9881 | 0.9422 | 0.7163 | 0.9875 | | 0.0098 | 13.31 | 8760 | 0.0664 | 0.7545 | 0.9130 | 0.9625 | nan | 0.8673 | 0.9886 | 0.9638 | 0.7515 | 0.9937 | 0.0 | 0.8661 | 0.9879 | 0.9607 | 0.7230 | 0.9893 | | 0.0417 | 13.34 | 8780 | 0.0649 | 0.7607 | 0.9226 | 0.9691 | nan | 0.8773 | 0.9906 | 0.9722 | 0.7788 | 0.9942 | 0.0 | 0.8751 | 0.9894 | 0.9697 | 0.7406 | 0.9897 | | 0.0186 | 13.37 | 8800 | 0.0741 | 0.7470 | 0.9051 | 0.9575 | nan | 0.8645 | 0.9869 | 0.9574 | 0.7253 | 0.9916 | 0.0 | 0.8626 | 0.9865 | 0.9547 | 0.6894 | 0.9889 | | 0.0241 | 13.4 | 8820 | 0.0723 | 0.7586 | 0.9194 | 0.9649 | nan | 0.8569 | 0.9892 | 0.9688 | 0.7888 | 0.9933 | 0.0 | 0.8550 | 0.9886 | 0.9657 | 0.7522 | 0.9899 | | 0.0036 | 13.43 | 8840 | 0.0656 | 0.7738 | 0.9401 | 0.9644 | nan | 0.8866 | 0.9894 | 0.9643 | 0.8686 | 0.9917 | 0.0 | 0.8850 | 0.9889 | 0.9607 | 0.8192 | 0.9888 | | 0.0208 | 13.47 | 8860 | 0.0689 | 0.7734 | 0.9405 | 0.9708 | nan | 0.8573 | 0.9895 | 0.9776 | 0.8855 | 0.9927 | 0.0 | 0.8563 | 0.9889 | 0.9729 | 0.8326 | 0.9899 | | 0.1381 | 13.5 | 8880 | 0.0661 | 0.7601 | 0.9220 | 0.9578 | nan | 0.8688 | 0.9895 | 0.9569 | 0.8040 | 0.9908 | 0.0 | 0.8666 | 0.9888 | 0.9542 | 0.7626 | 0.9881 | | 0.0096 | 13.53 | 8900 | 0.0678 | 0.7544 | 0.9139 | 0.9601 | nan | 0.8426 | 0.9891 | 0.9641 | 0.7837 | 0.9902 | 0.0 | 0.8403 | 0.9885 | 0.9614 | 0.7489 | 0.9874 | | 0.0087 | 13.56 | 8920 | 0.0705 | 0.7484 | 0.9079 | 0.9558 | nan | 0.8824 | 0.9900 | 0.9521 | 0.7235 | 0.9915 | 0.0 | 0.8785 | 0.9891 | 0.9509 | 0.6841 | 0.9876 | | 0.0166 | 13.59 | 8940 | 0.0718 | 0.7452 | 0.9026 | 0.9573 | nan | 0.8212 | 0.9880 | 0.9633 | 0.7516 | 0.9889 | 0.0 | 0.8187 | 0.9871 | 0.9613 | 0.7177 | 0.9863 | | 0.0084 | 13.62 | 8960 | 0.0722 | 0.7717 | 0.9336 | 0.9715 | nan | 0.8808 | 0.9869 | 0.9769 | 0.8337 | 0.9899 | 0.0 | 0.8787 | 0.9864 | 0.9732 | 0.8049 | 0.9871 | | 0.0139 | 13.65 | 8980 | 0.0653 | 0.7558 | 0.9143 | 0.9589 | nan | 0.8590 | 0.9867 | 0.9605 | 0.7751 | 0.9903 | 0.0 | 0.8566 | 0.9861 | 0.9580 | 0.7468 | 0.9871 | | 0.0024 | 13.68 | 9000 | 0.0668 | 0.7404 | 0.8947 | 0.9665 | nan | 0.8611 | 0.9892 | 0.9722 | 0.6620 | 0.9891 | 0.0 | 0.8588 | 0.9888 | 0.9682 | 0.6404 | 0.9864 | | 0.0137 | 13.71 | 9020 | 0.0661 | 0.7712 | 0.9376 | 0.9617 | nan | 0.8569 | 0.9871 | 0.9645 | 0.8885 | 0.9910 | 0.0 | 0.8548 | 0.9867 | 0.9610 | 0.8358 | 0.9888 | | 0.011 | 13.74 | 9040 | 0.0662 | 0.7714 | 0.9385 | 0.9641 | nan | 0.8533 | 0.9887 | 0.9684 | 0.8912 | 0.9908 | 0.0 | 0.8512 | 0.9882 | 0.9647 | 0.8353 | 0.9888 | | 0.0051 | 13.77 | 9060 | 0.0692 | 0.7740 | 0.9399 | 0.9640 | nan | 0.8602 | 0.9902 | 0.9668 | 0.8898 | 0.9924 | 0.0 | 0.8583 | 0.9895 | 0.9633 | 0.8431 | 0.9896 | | 0.0205 | 13.8 | 9080 | 0.0722 | 0.7683 | 0.9329 | 0.9624 | nan | 0.8312 | 0.9887 | 0.9689 | 0.8852 | 0.9905 | 0.0 | 0.8291 | 0.9882 | 0.9652 | 0.8394 | 0.9880 | | 0.0539 | 13.83 | 9100 | 0.0680 | 0.7709 | 0.9371 | 0.9561 | nan | 0.8656 | 0.9889 | 0.9540 | 0.8841 | 0.9931 | 0.0 | 0.8622 | 0.9882 | 0.9518 | 0.8343 | 0.9890 | | 0.008 | 13.86 | 9120 | 0.0695 | 0.7764 | 0.9415 | 0.9682 | nan | 0.8877 | 0.9893 | 0.9699 | 0.8689 | 0.9917 | 0.0 | 0.8860 | 0.9887 | 0.9663 | 0.8285 | 0.9890 | | 0.0497 | 13.89 | 9140 | 0.0680 | 0.7707 | 0.9341 | 0.9650 | nan | 0.8737 | 0.9857 | 0.9673 | 0.8514 | 0.9922 | 0.0 | 0.8717 | 0.9853 | 0.9642 | 0.8141 | 0.9890 | | 0.137 | 13.92 | 9160 | 0.0661 | 0.7708 | 0.9373 | 0.9634 | nan | 0.8703 | 0.9879 | 0.9651 | 0.8716 | 0.9918 | 0.0 | 0.8673 | 0.9871 | 0.9622 | 0.8189 | 0.9891 | | 0.0151 | 13.95 | 9180 | 0.0680 | 0.7653 | 0.9272 | 0.9581 | nan | 0.8647 | 0.9886 | 0.9574 | 0.8324 | 0.9929 | 0.0 | 0.8621 | 0.9877 | 0.9548 | 0.7974 | 0.9895 | | 0.0073 | 13.98 | 9200 | 0.0697 | 0.7721 | 0.9351 | 0.9608 | nan | 0.8841 | 0.9877 | 0.9596 | 0.8533 | 0.9909 | 0.0 | 0.8815 | 0.9870 | 0.9565 | 0.8191 | 0.9882 | | 0.0283 | 14.01 | 9220 | 0.0717 | 0.7655 | 0.9282 | 0.9527 | nan | 0.8607 | 0.9898 | 0.9500 | 0.8495 | 0.9911 | 0.0 | 0.8574 | 0.9849 | 0.9481 | 0.8152 | 0.9877 | | 0.0113 | 14.04 | 9240 | 0.0701 | 0.7642 | 0.9255 | 0.9590 | nan | 0.8475 | 0.9855 | 0.9621 | 0.8418 | 0.9905 | 0.0 | 0.8453 | 0.9840 | 0.9594 | 0.8095 | 0.9873 | | 0.014 | 14.07 | 9260 | 0.0694 | 0.7660 | 0.9272 | 0.9559 | nan | 0.8744 | 0.9873 | 0.9544 | 0.8328 | 0.9870 | 0.0 | 0.8724 | 0.9869 | 0.9517 | 0.7997 | 0.9851 | | 0.0111 | 14.1 | 9280 | 0.0693 | 0.7672 | 0.9269 | 0.9567 | nan | 0.8767 | 0.9891 | 0.9544 | 0.8244 | 0.9898 | 0.0 | 0.8753 | 0.9885 | 0.9513 | 0.8004 | 0.9875 | | 0.0052 | 14.13 | 9300 | 0.0922 | 0.7648 | 0.9287 | 0.9521 | nan | 0.8599 | 0.9884 | 0.9493 | 0.8553 | 0.9906 | 0.0 | 0.8571 | 0.9877 | 0.9468 | 0.8090 | 0.9882 | | 0.02 | 14.16 | 9320 | 0.0797 | 0.7683 | 0.9321 | 0.9583 | nan | 0.8706 | 0.9876 | 0.9572 | 0.8530 | 0.9922 | 0.0 | 0.8681 | 0.9870 | 0.9546 | 0.8107 | 0.9892 | | 0.0255 | 14.19 | 9340 | 0.0747 | 0.7673 | 0.9330 | 0.9545 | nan | 0.8749 | 0.9889 | 0.9503 | 0.8576 | 0.9933 | 0.0 | 0.8725 | 0.9882 | 0.9476 | 0.8056 | 0.9901 | | 0.0086 | 14.22 | 9360 | 0.0715 | 0.7692 | 0.9350 | 0.9667 | nan | 0.8565 | 0.9892 | 0.9717 | 0.8657 | 0.9919 | 0.0 | 0.8545 | 0.9882 | 0.9682 | 0.8149 | 0.9895 | | 0.0176 | 14.26 | 9380 | 0.0700 | 0.7679 | 0.9328 | 0.9612 | nan | 0.8660 | 0.9866 | 0.9624 | 0.8569 | 0.9922 | 0.0 | 0.8632 | 0.9856 | 0.9595 | 0.8100 | 0.9894 | | 0.0573 | 14.29 | 9400 | 0.0697 | 0.7644 | 0.9285 | 0.9589 | nan | 0.8414 | 0.9899 | 0.9618 | 0.8582 | 0.9914 | 0.0 | 0.8390 | 0.9888 | 0.9587 | 0.8113 | 0.9888 | | 0.0173 | 14.32 | 9420 | 0.0692 | 0.7661 | 0.9312 | 0.9631 | nan | 0.8511 | 0.9899 | 0.9683 | 0.8603 | 0.9863 | 0.0 | 0.8494 | 0.9890 | 0.9643 | 0.8094 | 0.9847 | | 0.0125 | 14.35 | 9440 | 0.0727 | 0.7667 | 0.9320 | 0.9565 | nan | 0.8573 | 0.9885 | 0.9562 | 0.8664 | 0.9915 | 0.0 | 0.8539 | 0.9878 | 0.9537 | 0.8158 | 0.9891 | | 0.01 | 14.38 | 9460 | 0.0720 | 0.7705 | 0.9317 | 0.9635 | nan | 0.8930 | 0.9891 | 0.9628 | 0.8241 | 0.9895 | 0.0 | 0.8893 | 0.9886 | 0.9597 | 0.7983 | 0.9873 | | 0.0101 | 14.41 | 9480 | 0.0766 | 0.7568 | 0.9146 | 0.9552 | nan | 0.8439 | 0.9891 | 0.9565 | 0.7938 | 0.9898 | 0.0 | 0.8416 | 0.9885 | 0.9531 | 0.7706 | 0.9870 | | 0.0306 | 14.44 | 9500 | 0.0730 | 0.7626 | 0.9219 | 0.9624 | nan | 0.8635 | 0.9883 | 0.9651 | 0.8029 | 0.9899 | 0.0 | 0.8617 | 0.9878 | 0.9613 | 0.7776 | 0.9871 | | 0.0145 | 14.47 | 9520 | 0.0683 | 0.7698 | 0.9366 | 0.9645 | nan | 0.8758 | 0.9894 | 0.9662 | 0.8612 | 0.9903 | 0.0 | 0.8737 | 0.9889 | 0.9628 | 0.8053 | 0.9880 | | 0.0115 | 14.5 | 9540 | 0.0695 | 0.7704 | 0.9329 | 0.9668 | nan | 0.8789 | 0.9905 | 0.9693 | 0.8356 | 0.9902 | 0.0 | 0.8772 | 0.9898 | 0.9661 | 0.8019 | 0.9875 | | 0.0336 | 14.53 | 9560 | 0.0771 | 0.7537 | 0.9120 | 0.9490 | nan | 0.8528 | 0.9888 | 0.9466 | 0.7844 | 0.9874 | 0.0 | 0.8503 | 0.9881 | 0.9442 | 0.7545 | 0.9849 | | 0.0067 | 14.56 | 9580 | 0.0728 | 0.7651 | 0.9271 | 0.9606 | nan | 0.8921 | 0.9897 | 0.9592 | 0.8081 | 0.9864 | 0.0 | 0.8895 | 0.9893 | 0.9562 | 0.7714 | 0.9844 | | 0.0072 | 14.59 | 9600 | 0.0730 | 0.7683 | 0.9326 | 0.9543 | nan | 0.8868 | 0.9898 | 0.9484 | 0.8449 | 0.9932 | 0.0 | 0.8831 | 0.9892 | 0.9463 | 0.8020 | 0.9895 | | 0.0053 | 14.62 | 9620 | 0.0684 | 0.7714 | 0.9335 | 0.9668 | nan | 0.8862 | 0.9913 | 0.9676 | 0.8298 | 0.9926 | 0.0 | 0.8843 | 0.9903 | 0.9646 | 0.7996 | 0.9895 | | 0.0118 | 14.65 | 9640 | 0.0681 | 0.7583 | 0.9182 | 0.9618 | nan | 0.8621 | 0.9886 | 0.9637 | 0.7842 | 0.9925 | 0.0 | 0.8599 | 0.9880 | 0.9609 | 0.7522 | 0.9892 | | 0.066 | 14.68 | 9660 | 0.0718 | 0.7619 | 0.9218 | 0.9577 | nan | 0.8520 | 0.9911 | 0.9583 | 0.8149 | 0.9925 | 0.0 | 0.8494 | 0.9899 | 0.9555 | 0.7872 | 0.9894 | | 0.022 | 14.71 | 9680 | 0.0706 | 0.7724 | 0.9360 | 0.9588 | nan | 0.9106 | 0.9881 | 0.9533 | 0.8381 | 0.9900 | 0.0 | 0.9069 | 0.9873 | 0.9507 | 0.8015 | 0.9877 | | 0.0291 | 14.74 | 9700 | 0.0675 | 0.7727 | 0.9408 | 0.9622 | nan | 0.8984 | 0.9911 | 0.9596 | 0.8650 | 0.9900 | 0.0 | 0.8963 | 0.9900 | 0.9565 | 0.8051 | 0.9881 | | 0.0117 | 14.77 | 9720 | 0.0683 | 0.7758 | 0.9423 | 0.9694 | nan | 0.9088 | 0.9895 | 0.9708 | 0.8577 | 0.9848 | 0.0 | 0.9056 | 0.9887 | 0.9670 | 0.8099 | 0.9835 | | 0.0031 | 14.8 | 9740 | 0.0690 | 0.7701 | 0.9341 | 0.9730 | nan | 0.8604 | 0.9889 | 0.9807 | 0.8472 | 0.9931 | 0.0 | 0.8589 | 0.9880 | 0.9767 | 0.8068 | 0.9903 | | 0.0378 | 14.83 | 9760 | 0.0649 | 0.7677 | 0.9327 | 0.9668 | nan | 0.8850 | 0.9862 | 0.9688 | 0.8320 | 0.9914 | 0.0 | 0.8827 | 0.9858 | 0.9654 | 0.7836 | 0.9889 | | 0.0231 | 14.86 | 9780 | 0.0704 | 0.7671 | 0.9301 | 0.9622 | nan | 0.8648 | 0.9889 | 0.9636 | 0.8403 | 0.9932 | 0.0 | 0.8613 | 0.9884 | 0.9608 | 0.8019 | 0.9902 | | 0.0073 | 14.89 | 9800 | 0.0728 | 0.7724 | 0.9369 | 0.9632 | nan | 0.8920 | 0.9862 | 0.9625 | 0.8530 | 0.9909 | 0.0 | 0.8881 | 0.9861 | 0.9591 | 0.8124 | 0.9888 | | 0.0035 | 14.92 | 9820 | 0.0749 | 0.7481 | 0.9046 | 0.9533 | nan | 0.8848 | 0.9877 | 0.9483 | 0.7109 | 0.9914 | 0.0 | 0.8820 | 0.9874 | 0.9455 | 0.6855 | 0.9885 | | 0.0109 | 14.95 | 9840 | 0.0723 | 0.7503 | 0.9067 | 0.9604 | nan | 0.8615 | 0.9886 | 0.9620 | 0.7300 | 0.9913 | 0.0 | 0.8592 | 0.9880 | 0.9590 | 0.7074 | 0.9879 | | 2.2231 | 14.98 | 9860 | 0.0685 | 0.7509 | 0.9079 | 0.9638 | nan | 0.8755 | 0.9882 | 0.9660 | 0.7200 | 0.9901 | 0.0 | 0.8721 | 0.9878 | 0.9630 | 0.6950 | 0.9874 | | 0.0253 | 15.02 | 9880 | 0.0783 | 0.7445 | 0.8996 | 0.9487 | nan | 0.8726 | 0.9899 | 0.9430 | 0.7022 | 0.9900 | 0.0 | 0.8702 | 0.9879 | 0.9407 | 0.6811 | 0.9870 | | 0.0075 | 15.05 | 9900 | 0.0771 | 0.7484 | 0.9037 | 0.9614 | nan | 0.8897 | 0.9889 | 0.9614 | 0.6928 | 0.9857 | 0.0 | 0.8874 | 0.9885 | 0.9579 | 0.6734 | 0.9831 | | 0.0237 | 15.08 | 9920 | 0.0724 | 0.7555 | 0.9134 | 0.9659 | nan | 0.8785 | 0.9886 | 0.9691 | 0.7430 | 0.9880 | 0.0 | 0.8763 | 0.9881 | 0.9651 | 0.7177 | 0.9857 | | 0.0137 | 15.11 | 9940 | 0.0671 | 0.7673 | 0.9275 | 0.9668 | nan | 0.8859 | 0.9891 | 0.9678 | 0.8009 | 0.9940 | 0.0 | 0.8838 | 0.9886 | 0.9646 | 0.7775 | 0.9896 | | 0.0061 | 15.14 | 9960 | 0.0696 | 0.7532 | 0.9116 | 0.9633 | nan | 0.8648 | 0.9888 | 0.9657 | 0.7463 | 0.9924 | 0.0 | 0.8625 | 0.9883 | 0.9627 | 0.7166 | 0.9890 | | 0.0119 | 15.17 | 9980 | 0.0700 | 0.7709 | 0.9352 | 0.9616 | nan | 0.9071 | 0.9892 | 0.9569 | 0.8294 | 0.9936 | 0.0 | 0.9038 | 0.9887 | 0.9546 | 0.7886 | 0.9898 | | 0.0074 | 15.2 | 10000 | 0.0694 | 0.7713 | 0.9341 | 0.9653 | nan | 0.8911 | 0.9867 | 0.9652 | 0.8346 | 0.9931 | 0.0 | 0.8892 | 0.9863 | 0.9624 | 0.8007 | 0.9894 | | 0.0072 | 15.23 | 10020 | 0.0706 | 0.7764 | 0.9423 | 0.9660 | nan | 0.8924 | 0.9908 | 0.9654 | 0.8694 | 0.9933 | 0.0 | 0.8903 | 0.9902 | 0.9626 | 0.8252 | 0.9898 | | 0.0116 | 15.26 | 10040 | 0.0720 | 0.7742 | 0.9425 | 0.9642 | nan | 0.8893 | 0.9898 | 0.9633 | 0.8777 | 0.9925 | 0.0 | 0.8871 | 0.9894 | 0.9606 | 0.8186 | 0.9896 | | 0.1293 | 15.29 | 10060 | 0.0732 | 0.7704 | 0.9373 | 0.9602 | nan | 0.8596 | 0.9868 | 0.9619 | 0.8870 | 0.9911 | 0.0 | 0.8570 | 0.9864 | 0.9588 | 0.8316 | 0.9889 | | 0.0082 | 15.32 | 10080 | 0.0737 | 0.7678 | 0.9342 | 0.9661 | nan | 0.8297 | 0.9875 | 0.9745 | 0.8871 | 0.9922 | 0.0 | 0.8281 | 0.9868 | 0.9710 | 0.8315 | 0.9893 | | 0.0141 | 15.35 | 10100 | 0.0688 | 0.7774 | 0.9451 | 0.9675 | nan | 0.9120 | 0.9898 | 0.9674 | 0.8715 | 0.9850 | 0.0 | 0.9079 | 0.9893 | 0.9641 | 0.8194 | 0.9836 | | 0.0216 | 15.38 | 10120 | 0.0691 | 0.7688 | 0.9332 | 0.9641 | nan | 0.8523 | 0.9885 | 0.9687 | 0.8655 | 0.9910 | 0.0 | 0.8496 | 0.9879 | 0.9657 | 0.8210 | 0.9884 | | 0.0025 | 15.41 | 10140 | 0.0695 | 0.7701 | 0.9378 | 0.9558 | nan | 0.8837 | 0.9914 | 0.9505 | 0.8693 | 0.9943 | 0.0 | 0.8795 | 0.9902 | 0.9484 | 0.8125 | 0.9900 | | 0.0086 | 15.44 | 10160 | 0.0704 | 0.7558 | 0.9192 | 0.9528 | nan | 0.8435 | 0.9874 | 0.9537 | 0.8238 | 0.9875 | 0.0 | 0.8421 | 0.9867 | 0.9505 | 0.7698 | 0.9858 | | 0.0144 | 15.47 | 10180 | 0.0702 | 0.7667 | 0.9285 | 0.9617 | nan | 0.8672 | 0.9884 | 0.9629 | 0.8318 | 0.9922 | 0.0 | 0.8658 | 0.9875 | 0.9595 | 0.7982 | 0.9894 | | 0.0419 | 15.5 | 10200 | 0.0735 | 0.7678 | 0.9310 | 0.9516 | nan | 0.8937 | 0.9901 | 0.9430 | 0.8337 | 0.9942 | 0.0 | 0.8898 | 0.9892 | 0.9411 | 0.7970 | 0.9895 | | 0.0048 | 15.53 | 10220 | 0.0708 | 0.7614 | 0.9253 | 0.9630 | nan | 0.8622 | 0.9905 | 0.9664 | 0.8196 | 0.9876 | 0.0 | 0.8613 | 0.9788 | 0.9625 | 0.7797 | 0.9858 | | 0.0048 | 15.56 | 10240 | 0.0713 | 0.7605 | 0.9237 | 0.9582 | nan | 0.8895 | 0.9832 | 0.9558 | 0.7995 | 0.9905 | 0.0 | 0.8847 | 0.9830 | 0.9532 | 0.7542 | 0.9881 | | 0.0345 | 15.59 | 10260 | 0.0716 | 0.7679 | 0.9328 | 0.9650 | nan | 0.8750 | 0.9896 | 0.9667 | 0.8406 | 0.9922 | 0.0 | 0.8726 | 0.9890 | 0.9637 | 0.7928 | 0.9895 | | 0.1273 | 15.62 | 10280 | 0.0738 | 0.7582 | 0.9193 | 0.9593 | nan | 0.8740 | 0.9897 | 0.9584 | 0.7826 | 0.9916 | 0.0 | 0.8719 | 0.9879 | 0.9553 | 0.7448 | 0.9891 | | 0.0121 | 15.65 | 10300 | 0.0702 | 0.7687 | 0.9359 | 0.9627 | nan | 0.8849 | 0.9860 | 0.9623 | 0.8541 | 0.9923 | 0.0 | 0.8815 | 0.9845 | 0.9597 | 0.7973 | 0.9894 | | 0.019 | 15.68 | 10320 | 0.0739 | 0.7648 | 0.9277 | 0.9630 | nan | 0.8402 | 0.9884 | 0.9684 | 0.8498 | 0.9916 | 0.0 | 0.8385 | 0.9870 | 0.9652 | 0.8098 | 0.9885 | | 0.0132 | 15.71 | 10340 | 0.0774 | 0.7658 | 0.9272 | 0.9698 | nan | 0.8540 | 0.9883 | 0.9777 | 0.8263 | 0.9894 | 0.0 | 0.8527 | 0.9876 | 0.9737 | 0.7951 | 0.9855 | | 0.0233 | 15.74 | 10360 | 0.0706 | 0.7593 | 0.9202 | 0.9622 | nan | 0.8519 | 0.9904 | 0.9655 | 0.8020 | 0.9914 | 0.0 | 0.8497 | 0.9897 | 0.9625 | 0.7659 | 0.9881 | | 0.1128 | 15.78 | 10380 | 0.0710 | 0.7603 | 0.9212 | 0.9506 | nan | 0.8668 | 0.9899 | 0.9460 | 0.8124 | 0.9910 | 0.0 | 0.8631 | 0.9892 | 0.9438 | 0.7790 | 0.9865 | | 0.0417 | 15.81 | 10400 | 0.0687 | 0.7703 | 0.9349 | 0.9627 | nan | 0.8721 | 0.9895 | 0.9648 | 0.8611 | 0.9869 | 0.0 | 0.8701 | 0.9886 | 0.9607 | 0.8172 | 0.9853 | | 0.004 | 15.84 | 10420 | 0.0728 | 0.7659 | 0.9301 | 0.9522 | nan | 0.8624 | 0.9871 | 0.9485 | 0.8589 | 0.9938 | 0.0 | 0.8596 | 0.9864 | 0.9461 | 0.8142 | 0.9894 | | 0.0391 | 15.87 | 10440 | 0.0742 | 0.7705 | 0.9357 | 0.9677 | nan | 0.8598 | 0.9915 | 0.9724 | 0.8624 | 0.9925 | 0.0 | 0.8579 | 0.9902 | 0.9689 | 0.8165 | 0.9897 | | 0.0309 | 15.9 | 10460 | 0.0707 | 0.7689 | 0.9354 | 0.9572 | nan | 0.8706 | 0.9883 | 0.9562 | 0.8729 | 0.9889 | 0.0 | 0.8675 | 0.9873 | 0.9535 | 0.8185 | 0.9866 | | 0.0029 | 15.93 | 10480 | 0.0684 | 0.7738 | 0.9406 | 0.9679 | nan | 0.8857 | 0.9893 | 0.9710 | 0.8699 | 0.9872 | 0.0 | 0.8838 | 0.9888 | 0.9668 | 0.8181 | 0.9852 | | 0.0067 | 15.96 | 10500 | 0.0713 | 0.7674 | 0.9291 | 0.9658 | nan | 0.8611 | 0.9894 | 0.9707 | 0.8354 | 0.9887 | 0.0 | 0.8594 | 0.9883 | 0.9670 | 0.8039 | 0.9860 | | 1.2739 | 15.99 | 10520 | 0.0747 | 0.7621 | 0.9222 | 0.9628 | nan | 0.8330 | 0.9875 | 0.9697 | 0.8305 | 0.9901 | 0.0 | 0.8310 | 0.9862 | 0.9665 | 0.8014 | 0.9874 | | 0.0071 | 16.02 | 10540 | 0.0720 | 0.7647 | 0.9245 | 0.9579 | nan | 0.8584 | 0.9871 | 0.9594 | 0.8296 | 0.9879 | 0.0 | 0.8565 | 0.9864 | 0.9563 | 0.8035 | 0.9856 | | 0.0357 | 16.05 | 10560 | 0.0767 | 0.7625 | 0.9224 | 0.9636 | nan | 0.8386 | 0.9866 | 0.9704 | 0.8270 | 0.9896 | 0.0 | 0.8374 | 0.9859 | 0.9661 | 0.7979 | 0.9876 | | 0.0117 | 16.08 | 10580 | 0.0743 | 0.7551 | 0.9132 | 0.9623 | nan | 0.8645 | 0.9870 | 0.9646 | 0.7579 | 0.9920 | 0.0 | 0.8627 | 0.9862 | 0.9609 | 0.7320 | 0.9889 | | 0.0118 | 16.11 | 10600 | 0.0672 | 0.7551 | 0.9111 | 0.9692 | nan | 0.8996 | 0.9901 | 0.9703 | 0.7035 | 0.9918 | 0.0 | 0.8971 | 0.9888 | 0.9669 | 0.6891 | 0.9889 | | 0.0463 | 16.14 | 10620 | 0.0660 | 0.7431 | 0.8965 | 0.9636 | nan | 0.8683 | 0.9880 | 0.9662 | 0.6681 | 0.9919 | 0.0 | 0.8662 | 0.9861 | 0.9634 | 0.6546 | 0.9885 | | 0.0061 | 16.17 | 10640 | 0.0738 | 0.7584 | 0.9196 | 0.9580 | nan | 0.8858 | 0.9904 | 0.9542 | 0.7739 | 0.9936 | 0.0 | 0.8830 | 0.9881 | 0.9518 | 0.7376 | 0.9900 | | 0.0291 | 16.2 | 10660 | 0.0747 | 0.7453 | 0.9064 | 0.9604 | nan | 0.8539 | 0.9835 | 0.9646 | 0.7419 | 0.9884 | 0.0 | 0.8518 | 0.9828 | 0.9610 | 0.6895 | 0.9866 | | 0.0109 | 16.23 | 10680 | 0.0724 | 0.7647 | 0.9279 | 0.9615 | nan | 0.8781 | 0.9876 | 0.9617 | 0.8216 | 0.9905 | 0.0 | 0.8765 | 0.9867 | 0.9581 | 0.7792 | 0.9877 | | 0.0556 | 16.26 | 10700 | 0.0733 | 0.7600 | 0.9203 | 0.9641 | nan | 0.8837 | 0.9908 | 0.9666 | 0.7777 | 0.9830 | 0.0 | 0.8815 | 0.9896 | 0.9630 | 0.7448 | 0.9813 | | 0.0224 | 16.29 | 10720 | 0.0739 | 0.7518 | 0.9101 | 0.9573 | nan | 0.8618 | 0.9905 | 0.9562 | 0.7477 | 0.9944 | 0.0 | 0.8598 | 0.9808 | 0.9545 | 0.7257 | 0.9902 | | 0.0518 | 16.32 | 10740 | 0.0726 | 0.7546 | 0.9136 | 0.9603 | nan | 0.8858 | 0.9794 | 0.9599 | 0.7510 | 0.9918 | 0.0 | 0.8826 | 0.9790 | 0.9567 | 0.7208 | 0.9888 | | 0.0107 | 16.35 | 10760 | 0.0827 | 0.7464 | 0.9036 | 0.9585 | nan | 0.8664 | 0.9862 | 0.9590 | 0.7152 | 0.9912 | 0.0 | 0.8648 | 0.9854 | 0.9558 | 0.6844 | 0.9883 | | 0.0097 | 16.38 | 10780 | 0.0841 | 0.7526 | 0.9102 | 0.9553 | nan | 0.8913 | 0.9898 | 0.9495 | 0.7267 | 0.9940 | 0.0 | 0.8891 | 0.9883 | 0.9469 | 0.7006 | 0.9907 | | 0.0121 | 16.41 | 10800 | 0.0816 | 0.7471 | 0.9115 | 0.9519 | nan | 0.8510 | 0.9897 | 0.9501 | 0.7755 | 0.9913 | 0.0 | 0.8493 | 0.9886 | 0.9474 | 0.7081 | 0.9891 | | 0.0048 | 16.44 | 10820 | 0.0820 | 0.7571 | 0.9194 | 0.9570 | nan | 0.8797 | 0.9896 | 0.9542 | 0.7824 | 0.9914 | 0.0 | 0.8775 | 0.9886 | 0.9510 | 0.7360 | 0.9893 | | 0.0063 | 16.47 | 10840 | 0.0746 | 0.7679 | 0.9292 | 0.9642 | nan | 0.8835 | 0.9898 | 0.9643 | 0.8157 | 0.9927 | 0.0 | 0.8821 | 0.9891 | 0.9612 | 0.7851 | 0.9898 | | 0.0406 | 16.5 | 10860 | 0.0741 | 0.7713 | 0.9372 | 0.9638 | nan | 0.8790 | 0.9902 | 0.9646 | 0.8617 | 0.9905 | 0.0 | 0.8770 | 0.9893 | 0.9616 | 0.8114 | 0.9885 | | 0.0392 | 16.53 | 10880 | 0.0743 | 0.7671 | 0.9317 | 0.9647 | nan | 0.8697 | 0.9860 | 0.9673 | 0.8432 | 0.9922 | 0.0 | 0.8674 | 0.9855 | 0.9643 | 0.7955 | 0.9898 | | 0.0102 | 16.57 | 10900 | 0.0800 | 0.7547 | 0.9122 | 0.9556 | nan | 0.8663 | 0.9888 | 0.9545 | 0.7619 | 0.9895 | 0.0 | 0.8648 | 0.9880 | 0.9516 | 0.7371 | 0.9865 | | 0.0249 | 16.6 | 10920 | 0.0728 | 0.7700 | 0.9337 | 0.9607 | nan | 0.8722 | 0.9878 | 0.9611 | 0.8569 | 0.9903 | 0.0 | 0.8707 | 0.9867 | 0.9577 | 0.8164 | 0.9884 | | 0.044 | 16.63 | 10940 | 0.0726 | 0.7673 | 0.9314 | 0.9610 | nan | 0.8711 | 0.9876 | 0.9619 | 0.8467 | 0.9895 | 0.0 | 0.8690 | 0.9864 | 0.9589 | 0.8018 | 0.9876 | | 0.0087 | 16.66 | 10960 | 0.0778 | 0.7599 | 0.9226 | 0.9546 | nan | 0.8520 | 0.9900 | 0.9555 | 0.8300 | 0.9856 | 0.0 | 0.8500 | 0.9885 | 0.9526 | 0.7839 | 0.9842 | | 0.006 | 16.69 | 10980 | 0.0722 | 0.7695 | 0.9358 | 0.9618 | nan | 0.8993 | 0.9905 | 0.9592 | 0.8406 | 0.9892 | 0.0 | 0.8967 | 0.9890 | 0.9567 | 0.7874 | 0.9873 | | 0.0049 | 16.72 | 11000 | 0.0756 | 0.7642 | 0.9273 | 0.9620 | nan | 0.8801 | 0.9901 | 0.9614 | 0.8130 | 0.9919 | 0.0 | 0.8782 | 0.9887 | 0.9590 | 0.7702 | 0.9891 | | 0.0098 | 16.75 | 11020 | 0.0742 | 0.7569 | 0.9176 | 0.9616 | nan | 0.8736 | 0.9875 | 0.9632 | 0.7757 | 0.9881 | 0.0 | 0.8721 | 0.9868 | 0.9601 | 0.7365 | 0.9861 | | 0.028 | 16.78 | 11040 | 0.1066 | 0.7567 | 0.9192 | 0.9528 | nan | 0.8817 | 0.9881 | 0.9473 | 0.7864 | 0.9927 | 0.0 | 0.8793 | 0.9874 | 0.9446 | 0.7391 | 0.9900 | | 0.0101 | 16.81 | 11060 | 0.0816 | 0.7614 | 0.9240 | 0.9566 | nan | 0.8748 | 0.9874 | 0.9548 | 0.8128 | 0.9901 | 0.0 | 0.8731 | 0.9868 | 0.9513 | 0.7693 | 0.9881 | | 0.0096 | 16.84 | 11080 | 0.0780 | 0.7529 | 0.9127 | 0.9525 | nan | 0.8586 | 0.9888 | 0.9504 | 0.7753 | 0.9905 | 0.0 | 0.8569 | 0.9881 | 0.9478 | 0.7363 | 0.9880 | | 0.0061 | 16.87 | 11100 | 0.0746 | 0.7604 | 0.9211 | 0.9652 | nan | 0.8804 | 0.9885 | 0.9669 | 0.7786 | 0.9910 | 0.0 | 0.8779 | 0.9877 | 0.9641 | 0.7448 | 0.9879 | | 0.0107 | 16.9 | 11120 | 0.0797 | 0.7575 | 0.9191 | 0.9456 | nan | 0.8758 | 0.9885 | 0.9373 | 0.8028 | 0.9912 | 0.0 | 0.8731 | 0.9878 | 0.9352 | 0.7603 | 0.9885 | | 0.0534 | 16.93 | 11140 | 0.0743 | 0.7666 | 0.9300 | 0.9613 | nan | 0.8901 | 0.9899 | 0.9591 | 0.8190 | 0.9917 | 0.0 | 0.8878 | 0.9891 | 0.9566 | 0.7767 | 0.9894 | | 0.097 | 16.96 | 11160 | 0.0771 | 0.7642 | 0.9260 | 0.9500 | nan | 0.8910 | 0.9885 | 0.9427 | 0.8186 | 0.9890 | 0.0 | 0.8886 | 0.9880 | 0.9404 | 0.7818 | 0.9866 | | 0.0046 | 16.99 | 11180 | 0.0729 | 0.7731 | 0.9376 | 0.9717 | nan | 0.8709 | 0.9879 | 0.9782 | 0.8610 | 0.9899 | 0.0 | 0.8692 | 0.9872 | 0.9746 | 0.8191 | 0.9882 | | 0.0104 | 17.02 | 11200 | 0.0782 | 0.7650 | 0.9256 | 0.9692 | nan | 0.8614 | 0.9877 | 0.9771 | 0.8171 | 0.9849 | 0.0 | 0.8597 | 0.9869 | 0.9723 | 0.7878 | 0.9835 | | 0.0061 | 17.05 | 11220 | 0.0713 | 0.7677 | 0.9284 | 0.9595 | nan | 0.8838 | 0.9880 | 0.9581 | 0.8229 | 0.9893 | 0.0 | 0.8813 | 0.9874 | 0.9551 | 0.7948 | 0.9873 | | 0.0049 | 17.08 | 11240 | 0.0669 | 0.7741 | 0.9367 | 0.9639 | nan | 0.8929 | 0.9900 | 0.9630 | 0.8468 | 0.9905 | 0.0 | 0.8895 | 0.9891 | 0.9605 | 0.8167 | 0.9886 | | 0.014 | 17.11 | 11260 | 0.0669 | 0.7705 | 0.9337 | 0.9647 | nan | 0.8787 | 0.9873 | 0.9674 | 0.8479 | 0.9870 | 0.0 | 0.8758 | 0.9865 | 0.9644 | 0.8108 | 0.9857 | | 0.0026 | 17.14 | 11280 | 0.0681 | 0.7716 | 0.9361 | 0.9654 | nan | 0.8798 | 0.9904 | 0.9672 | 0.8537 | 0.9894 | 0.0 | 0.8779 | 0.9897 | 0.9638 | 0.8101 | 0.9879 | | 0.0844 | 17.17 | 11300 | 0.0708 | 0.7690 | 0.9320 | 0.9537 | nan | 0.8852 | 0.9903 | 0.9479 | 0.8442 | 0.9923 | 0.0 | 0.8820 | 0.9896 | 0.9455 | 0.8072 | 0.9896 | | 0.0351 | 17.2 | 11320 | 0.0717 | 0.7723 | 0.9357 | 0.9651 | nan | 0.8803 | 0.9920 | 0.9658 | 0.8486 | 0.9919 | 0.0 | 0.8771 | 0.9911 | 0.9629 | 0.8133 | 0.9894 | | 0.0082 | 17.23 | 11340 | 0.0697 | 0.7699 | 0.9336 | 0.9626 | nan | 0.8770 | 0.9907 | 0.9633 | 0.8475 | 0.9896 | 0.0 | 0.8744 | 0.9900 | 0.9604 | 0.8072 | 0.9876 | | 0.0567 | 17.26 | 11360 | 0.0714 | 0.7693 | 0.9327 | 0.9595 | nan | 0.8872 | 0.9886 | 0.9563 | 0.8374 | 0.9938 | 0.0 | 0.8847 | 0.9880 | 0.9542 | 0.7986 | 0.9905 | | 0.0157 | 17.29 | 11380 | 0.0717 | 0.7682 | 0.9304 | 0.9568 | nan | 0.8978 | 0.9877 | 0.9515 | 0.8230 | 0.9920 | 0.0 | 0.8949 | 0.9871 | 0.9495 | 0.7888 | 0.9891 | | 0.0621 | 17.33 | 11400 | 0.0707 | 0.7689 | 0.9336 | 0.9630 | nan | 0.8811 | 0.9924 | 0.9628 | 0.8411 | 0.9906 | 0.0 | 0.8782 | 0.9915 | 0.9600 | 0.7951 | 0.9888 | | 0.0061 | 17.36 | 11420 | 0.0741 | 0.7725 | 0.9390 | 0.9649 | nan | 0.8878 | 0.9886 | 0.9645 | 0.8602 | 0.9940 | 0.0 | 0.8844 | 0.9880 | 0.9619 | 0.8106 | 0.9900 | | 0.004 | 17.39 | 11440 | 0.0752 | 0.7700 | 0.9424 | 0.9623 | nan | 0.8952 | 0.9897 | 0.9602 | 0.8762 | 0.9905 | 0.0 | 0.8907 | 0.9890 | 0.9575 | 0.7947 | 0.9880 | | 0.0076 | 17.42 | 11460 | 0.0730 | 0.7675 | 0.9331 | 0.9601 | nan | 0.8776 | 0.9892 | 0.9605 | 0.8529 | 0.9853 | 0.0 | 0.8746 | 0.9885 | 0.9571 | 0.8007 | 0.9840 | | 0.0083 | 17.45 | 11480 | 0.0761 | 0.7657 | 0.9263 | 0.9636 | nan | 0.8829 | 0.9882 | 0.9641 | 0.8051 | 0.9910 | 0.0 | 0.8803 | 0.9875 | 0.9607 | 0.7771 | 0.9885 | | 0.0105 | 17.48 | 11500 | 0.0722 | 0.7676 | 0.9287 | 0.9665 | nan | 0.8739 | 0.9867 | 0.9697 | 0.8214 | 0.9917 | 0.0 | 0.8713 | 0.9860 | 0.9667 | 0.7925 | 0.9890 | | 0.0067 | 17.51 | 11520 | 0.0694 | 0.7731 | 0.9359 | 0.9670 | nan | 0.8908 | 0.9902 | 0.9677 | 0.8394 | 0.9915 | 0.0 | 0.8877 | 0.9894 | 0.9650 | 0.8077 | 0.9889 | | 0.0082 | 17.54 | 11540 | 0.0748 | 0.7636 | 0.9254 | 0.9519 | nan | 0.8646 | 0.9872 | 0.9479 | 0.8336 | 0.9940 | 0.0 | 0.8618 | 0.9863 | 0.9458 | 0.7977 | 0.9898 | | 0.0155 | 17.57 | 11560 | 0.0695 | 0.7741 | 0.9391 | 0.9635 | nan | 0.8857 | 0.9892 | 0.9636 | 0.8672 | 0.9897 | 0.0 | 0.8828 | 0.9884 | 0.9605 | 0.8250 | 0.9880 | | 0.0057 | 17.6 | 11580 | 0.0730 | 0.7721 | 0.9376 | 0.9669 | nan | 0.8565 | 0.9891 | 0.9721 | 0.8785 | 0.9918 | 0.0 | 0.8539 | 0.9881 | 0.9689 | 0.8321 | 0.9899 | | 0.0246 | 17.63 | 11600 | 0.0695 | 0.7732 | 0.9432 | 0.9649 | nan | 0.8963 | 0.9877 | 0.9644 | 0.8774 | 0.9900 | 0.0 | 0.8929 | 0.9771 | 0.9619 | 0.8193 | 0.9880 | | 0.0445 | 17.66 | 11620 | 0.0716 | 0.7702 | 0.9349 | 0.9593 | nan | 0.8757 | 0.9888 | 0.9579 | 0.8602 | 0.9920 | 0.0 | 0.8730 | 0.9882 | 0.9552 | 0.8148 | 0.9897 | | 0.014 | 17.69 | 11640 | 0.0730 | 0.7733 | 0.9373 | 0.9653 | nan | 0.8812 | 0.9902 | 0.9664 | 0.8579 | 0.9910 | 0.0 | 0.8788 | 0.9882 | 0.9634 | 0.8204 | 0.9888 | | 0.012 | 17.72 | 11660 | 0.0758 | 0.7683 | 0.9313 | 0.9648 | nan | 0.8651 | 0.9883 | 0.9695 | 0.8482 | 0.9856 | 0.0 | 0.8630 | 0.9876 | 0.9660 | 0.8092 | 0.9842 | | 0.0121 | 17.75 | 11680 | 0.0792 | 0.7702 | 0.9357 | 0.9671 | nan | 0.8694 | 0.9832 | 0.9727 | 0.8655 | 0.9876 | 0.0 | 0.8672 | 0.9826 | 0.9685 | 0.8168 | 0.9861 | | 0.0266 | 17.78 | 11700 | 0.0766 | 0.7693 | 0.9344 | 0.9604 | nan | 0.8720 | 0.9774 | 0.9620 | 0.8700 | 0.9904 | 0.0 | 0.8697 | 0.9767 | 0.9579 | 0.8227 | 0.9887 | | 0.0399 | 17.81 | 11720 | 0.0773 | 0.7721 | 0.9378 | 0.9655 | nan | 0.8681 | 0.9710 | 0.9712 | 0.8881 | 0.9904 | 0.0 | 0.8664 | 0.9701 | 0.9667 | 0.8406 | 0.9886 | | 0.0583 | 17.84 | 11740 | 0.0763 | 0.7704 | 0.9328 | 0.9658 | nan | 0.8642 | 0.9811 | 0.9710 | 0.8577 | 0.9903 | 0.0 | 0.8631 | 0.9801 | 0.9665 | 0.8245 | 0.9884 | | 0.0132 | 17.87 | 11760 | 0.0740 | 0.7709 | 0.9390 | 0.9643 | nan | 0.8654 | 0.9832 | 0.9686 | 0.8893 | 0.9884 | 0.0 | 0.8639 | 0.9823 | 0.9645 | 0.8277 | 0.9870 | | 0.0151 | 17.9 | 11780 | 0.0780 | 0.7641 | 0.9312 | 0.9574 | nan | 0.8355 | 0.9832 | 0.9613 | 0.8855 | 0.9907 | 0.0 | 0.8341 | 0.9824 | 0.9571 | 0.8225 | 0.9886 | | 0.0751 | 17.93 | 11800 | 0.0819 | 0.7650 | 0.9329 | 0.9521 | nan | 0.8426 | 0.9850 | 0.9521 | 0.8945 | 0.9904 | 0.0 | 0.8404 | 0.9837 | 0.9485 | 0.8298 | 0.9877 | | 0.0088 | 17.96 | 11820 | 0.0832 | 0.7724 | 0.9393 | 0.9638 | nan | 0.8669 | 0.9857 | 0.9669 | 0.8872 | 0.9900 | 0.0 | 0.8654 | 0.9845 | 0.9626 | 0.8340 | 0.9880 | | 0.0132 | 17.99 | 11840 | 0.0815 | 0.7714 | 0.9381 | 0.9597 | nan | 0.8628 | 0.9847 | 0.9607 | 0.8905 | 0.9918 | 0.0 | 0.8613 | 0.9838 | 0.9574 | 0.8365 | 0.9895 | | 0.0358 | 18.02 | 11860 | 0.0845 | 0.7704 | 0.9342 | 0.9599 | nan | 0.8691 | 0.9870 | 0.9602 | 0.8633 | 0.9913 | 0.0 | 0.8667 | 0.9861 | 0.9566 | 0.8236 | 0.9891 | | 0.0117 | 18.05 | 11880 | 0.0789 | 0.7564 | 0.9154 | 0.9627 | nan | 0.8573 | 0.9814 | 0.9687 | 0.7852 | 0.9845 | 0.0 | 0.8564 | 0.9807 | 0.9636 | 0.7544 | 0.9835 | | 0.0119 | 18.09 | 11900 | 0.0988 | 0.7579 | 0.9160 | 0.9505 | nan | 0.8914 | 0.9903 | 0.9433 | 0.7665 | 0.9887 | 0.0 | 0.8885 | 0.9891 | 0.9409 | 0.7433 | 0.9859 | | 0.0094 | 18.12 | 11920 | 0.0778 | 0.7459 | 0.9011 | 0.9643 | nan | 0.8682 | 0.9846 | 0.9703 | 0.7006 | 0.9816 | 0.0 | 0.8663 | 0.9838 | 0.9666 | 0.6792 | 0.9796 | | 0.023 | 18.15 | 11940 | 0.0724 | 0.7511 | 0.9088 | 0.9589 | nan | 0.8774 | 0.9866 | 0.9600 | 0.7367 | 0.9832 | 0.0 | 0.8748 | 0.9858 | 0.9569 | 0.7074 | 0.9815 | | 0.0104 | 18.18 | 11960 | 0.0661 | 0.7577 | 0.9170 | 0.9685 | nan | 0.8606 | 0.9895 | 0.9754 | 0.7725 | 0.9874 | 0.0 | 0.8588 | 0.9884 | 0.9717 | 0.7418 | 0.9856 | | 0.0103 | 18.21 | 11980 | 0.0658 | 0.7591 | 0.9191 | 0.9650 | nan | 0.8797 | 0.9883 | 0.9670 | 0.7701 | 0.9902 | 0.0 | 0.8765 | 0.9876 | 0.9642 | 0.7383 | 0.9884 | | 0.0144 | 18.24 | 12000 | 0.0692 | 0.7548 | 0.9127 | 0.9623 | nan | 0.8685 | 0.9911 | 0.9631 | 0.7474 | 0.9936 | 0.0 | 0.8661 | 0.9901 | 0.9605 | 0.7213 | 0.9908 | | 0.0134 | 18.27 | 12020 | 0.0671 | 0.7606 | 0.9219 | 0.9677 | nan | 0.8953 | 0.9928 | 0.9689 | 0.7638 | 0.9888 | 0.0 | 0.8923 | 0.9917 | 0.9660 | 0.7262 | 0.9873 | | 0.0121 | 18.3 | 12040 | 0.0688 | 0.7512 | 0.9094 | 0.9652 | nan | 0.8666 | 0.9920 | 0.9681 | 0.7278 | 0.9923 | 0.0 | 0.8643 | 0.9910 | 0.9656 | 0.6966 | 0.9899 | | 0.0033 | 18.33 | 12060 | 0.0688 | 0.7480 | 0.9047 | 0.9645 | nan | 0.8789 | 0.9887 | 0.9669 | 0.7004 | 0.9885 | 0.0 | 0.8766 | 0.9878 | 0.9640 | 0.6725 | 0.9867 | | 0.0237 | 18.36 | 12080 | 0.0740 | 0.7421 | 0.8975 | 0.9608 | nan | 0.8448 | 0.9916 | 0.9657 | 0.6982 | 0.9870 | 0.0 | 0.8430 | 0.9904 | 0.9627 | 0.6714 | 0.9854 | | 0.0241 | 18.39 | 12100 | 0.0746 | 0.7472 | 0.9040 | 0.9636 | nan | 0.8453 | 0.9920 | 0.9685 | 0.7224 | 0.9920 | 0.0 | 0.8436 | 0.9907 | 0.9660 | 0.6946 | 0.9886 | | 0.0074 | 18.42 | 12120 | 0.0673 | 0.7615 | 0.9217 | 0.9676 | nan | 0.8892 | 0.9881 | 0.9694 | 0.7705 | 0.9913 | 0.0 | 0.8875 | 0.9875 | 0.9664 | 0.7383 | 0.9890 | | 0.006 | 18.45 | 12140 | 0.0712 | 0.7696 | 0.9337 | 0.9699 | nan | 0.8690 | 0.9903 | 0.9746 | 0.8415 | 0.9934 | 0.0 | 0.8675 | 0.9894 | 0.9712 | 0.7983 | 0.9910 | | 0.0046 | 18.48 | 12160 | 0.0746 | 0.7662 | 0.9286 | 0.9666 | nan | 0.8727 | 0.9878 | 0.9699 | 0.8208 | 0.9916 | 0.0 | 0.8708 | 0.9872 | 0.9667 | 0.7830 | 0.9895 | | 0.0024 | 18.51 | 12180 | 0.0755 | 0.7605 | 0.9218 | 0.9617 | nan | 0.8786 | 0.9898 | 0.9607 | 0.7857 | 0.9943 | 0.0 | 0.8762 | 0.9891 | 0.9583 | 0.7484 | 0.9912 | | 0.0096 | 18.54 | 12200 | 0.0726 | 0.7637 | 0.9260 | 0.9682 | nan | 0.8808 | 0.9882 | 0.9706 | 0.7955 | 0.9947 | 0.0 | 0.8790 | 0.9876 | 0.9676 | 0.7565 | 0.9917 | | 0.0056 | 18.57 | 12220 | 0.0729 | 0.7636 | 0.9270 | 0.9639 | nan | 0.8745 | 0.9902 | 0.9658 | 0.8150 | 0.9894 | 0.0 | 0.8721 | 0.9863 | 0.9633 | 0.7721 | 0.9874 | | 0.0187 | 18.6 | 12240 | 0.0805 | 0.7620 | 0.9236 | 0.9627 | nan | 0.8739 | 0.9887 | 0.9647 | 0.8030 | 0.9878 | 0.0 | 0.8718 | 0.9855 | 0.9616 | 0.7671 | 0.9860 | | 0.0088 | 18.63 | 12260 | 0.0808 | 0.7647 | 0.9262 | 0.9607 | nan | 0.8714 | 0.9890 | 0.9609 | 0.8181 | 0.9915 | 0.0 | 0.8691 | 0.9881 | 0.9581 | 0.7842 | 0.9888 | | 0.0125 | 18.66 | 12280 | 0.0800 | 0.7550 | 0.9126 | 0.9599 | nan | 0.8601 | 0.9897 | 0.9615 | 0.7614 | 0.9906 | 0.0 | 0.8579 | 0.9890 | 0.9587 | 0.7363 | 0.9881 | | 0.0223 | 18.69 | 12300 | 0.0781 | 0.7510 | 0.9078 | 0.9606 | nan | 0.8562 | 0.9874 | 0.9642 | 0.7439 | 0.9870 | 0.0 | 0.8542 | 0.9869 | 0.9612 | 0.7187 | 0.9849 | | 0.0704 | 18.72 | 12320 | 0.1032 | 0.7555 | 0.9153 | 0.9503 | nan | 0.8663 | 0.9893 | 0.9459 | 0.7841 | 0.9907 | 0.0 | 0.8639 | 0.9882 | 0.9432 | 0.7498 | 0.9880 | | 0.0367 | 18.75 | 12340 | 0.1004 | 0.7631 | 0.9248 | 0.9502 | nan | 0.8768 | 0.9890 | 0.9448 | 0.8249 | 0.9888 | 0.0 | 0.8746 | 0.9882 | 0.9417 | 0.7873 | 0.9869 | | 0.0416 | 18.78 | 12360 | 0.0844 | 0.7706 | 0.9346 | 0.9582 | nan | 0.8947 | 0.9880 | 0.9537 | 0.8437 | 0.9925 | 0.0 | 0.8923 | 0.9876 | 0.9509 | 0.8032 | 0.9899 | | 0.0132 | 18.81 | 12380 | 0.0834 | 0.7713 | 0.9354 | 0.9624 | nan | 0.8772 | 0.9897 | 0.9620 | 0.8550 | 0.9934 | 0.0 | 0.8751 | 0.9893 | 0.9589 | 0.8137 | 0.9906 | | 0.0077 | 18.84 | 12400 | 0.0872 | 0.7572 | 0.9158 | 0.9555 | nan | 0.8438 | 0.9895 | 0.9575 | 0.8007 | 0.9876 | 0.0 | 0.8413 | 0.9890 | 0.9548 | 0.7728 | 0.9854 | | 0.0148 | 18.88 | 12420 | 0.0796 | 0.7682 | 0.9302 | 0.9632 | nan | 0.8817 | 0.9871 | 0.9649 | 0.8305 | 0.9866 | 0.0 | 0.8800 | 0.9868 | 0.9614 | 0.7962 | 0.9848 | | 0.0637 | 18.91 | 12440 | 0.0777 | 0.7731 | 0.9407 | 0.9577 | nan | 0.8946 | 0.9906 | 0.9528 | 0.8738 | 0.9917 | 0.0 | 0.8923 | 0.9891 | 0.9503 | 0.8183 | 0.9888 | | 0.0079 | 18.94 | 12460 | 0.0776 | 0.7694 | 0.9405 | 0.9620 | nan | 0.8877 | 0.9893 | 0.9624 | 0.8787 | 0.9846 | 0.0 | 0.8860 | 0.9883 | 0.9588 | 0.7999 | 0.9834 | | 0.0078 | 18.97 | 12480 | 0.0800 | 0.7727 | 0.9428 | 0.9627 | nan | 0.8893 | 0.9900 | 0.9617 | 0.8828 | 0.9901 | 0.0 | 0.8874 | 0.9891 | 0.9587 | 0.8128 | 0.9880 | | 0.0044 | 19.0 | 12500 | 0.0753 | 0.7691 | 0.9463 | 0.9643 | nan | 0.8805 | 0.9886 | 0.9650 | 0.9059 | 0.9912 | 0.0 | 0.8786 | 0.9878 | 0.9621 | 0.7969 | 0.9890 | | 0.0046 | 19.03 | 12520 | 0.0774 | 0.7738 | 0.9495 | 0.9697 | nan | 0.8859 | 0.9906 | 0.9723 | 0.9072 | 0.9916 | 0.0 | 0.8845 | 0.9892 | 0.9687 | 0.8109 | 0.9894 | | 0.0027 | 19.06 | 12540 | 0.0760 | 0.7711 | 0.9343 | 0.9577 | nan | 0.8837 | 0.9884 | 0.9546 | 0.8533 | 0.9918 | 0.0 | 0.8815 | 0.9874 | 0.9520 | 0.8165 | 0.9894 | | 0.0291 | 19.09 | 12560 | 0.0749 | 0.7737 | 0.9353 | 0.9662 | nan | 0.8840 | 0.9898 | 0.9680 | 0.8451 | 0.9895 | 0.0 | 0.8826 | 0.9889 | 0.9640 | 0.8192 | 0.9877 | | 0.004 | 19.12 | 12580 | 0.0765 | 0.7701 | 0.9314 | 0.9638 | nan | 0.8634 | 0.9876 | 0.9668 | 0.8474 | 0.9917 | 0.0 | 0.8619 | 0.9868 | 0.9631 | 0.8195 | 0.9893 | | 0.0026 | 19.15 | 12600 | 0.0776 | 0.7687 | 0.9307 | 0.9627 | nan | 0.8809 | 0.9904 | 0.9621 | 0.8272 | 0.9927 | 0.0 | 0.8779 | 0.9892 | 0.9593 | 0.7956 | 0.9900 | | 0.0388 | 19.18 | 12620 | 0.0758 | 0.7671 | 0.9289 | 0.9644 | nan | 0.8857 | 0.9903 | 0.9640 | 0.8108 | 0.9935 | 0.0 | 0.8832 | 0.9889 | 0.9611 | 0.7787 | 0.9904 | | 0.0271 | 19.21 | 12640 | 0.0676 | 0.7731 | 0.9357 | 0.9679 | nan | 0.8941 | 0.9884 | 0.9688 | 0.8347 | 0.9925 | 0.0 | 0.8915 | 0.9878 | 0.9653 | 0.8044 | 0.9898 | | 0.0476 | 19.24 | 12660 | 0.0711 | 0.7639 | 0.9230 | 0.9609 | nan | 0.8656 | 0.9894 | 0.9626 | 0.8080 | 0.9893 | 0.0 | 0.8639 | 0.9887 | 0.9590 | 0.7847 | 0.9873 | | 0.0264 | 19.27 | 12680 | 0.0713 | 0.7668 | 0.9404 | 0.9671 | nan | 0.8855 | 0.9903 | 0.9707 | 0.8729 | 0.9825 | 0.0 | 0.8833 | 0.9896 | 0.9666 | 0.7793 | 0.9817 | | 0.0087 | 19.3 | 12700 | 0.0708 | 0.7618 | 0.9310 | 0.9592 | nan | 0.8718 | 0.9893 | 0.9594 | 0.8469 | 0.9876 | 0.0 | 0.8690 | 0.9882 | 0.9564 | 0.7710 | 0.9863 | | 0.0052 | 19.33 | 12720 | 0.0722 | 0.7676 | 0.9323 | 0.9593 | nan | 0.8725 | 0.9900 | 0.9596 | 0.8528 | 0.9869 | 0.0 | 0.8697 | 0.9889 | 0.9565 | 0.8051 | 0.9854 | | 0.0074 | 19.36 | 12740 | 0.0730 | 0.7740 | 0.9379 | 0.9621 | nan | 0.8903 | 0.9903 | 0.9610 | 0.8596 | 0.9884 | 0.0 | 0.8878 | 0.9895 | 0.9575 | 0.8225 | 0.9867 | | 0.0062 | 19.39 | 12760 | 0.0744 | 0.7700 | 0.9315 | 0.9626 | nan | 0.8845 | 0.9889 | 0.9625 | 0.8320 | 0.9899 | 0.0 | 0.8826 | 0.9883 | 0.9589 | 0.8023 | 0.9878 | | 0.0103 | 19.42 | 12780 | 0.0714 | 0.7722 | 0.9350 | 0.9652 | nan | 0.8838 | 0.9896 | 0.9665 | 0.8453 | 0.9896 | 0.0 | 0.8821 | 0.9889 | 0.9627 | 0.8116 | 0.9877 | | 0.0309 | 19.45 | 12800 | 0.0745 | 0.7659 | 0.9258 | 0.9588 | nan | 0.8799 | 0.9878 | 0.9572 | 0.8133 | 0.9910 | 0.0 | 0.8780 | 0.9873 | 0.9541 | 0.7875 | 0.9885 | | 0.0434 | 19.48 | 12820 | 0.0777 | 0.7666 | 0.9295 | 0.9599 | nan | 0.8744 | 0.9873 | 0.9598 | 0.8357 | 0.9900 | 0.0 | 0.8724 | 0.9868 | 0.9565 | 0.7959 | 0.9882 | | 0.0421 | 19.51 | 12840 | 0.0729 | 0.7704 | 0.9366 | 0.9621 | nan | 0.8862 | 0.9886 | 0.9608 | 0.8551 | 0.9924 | 0.0 | 0.8826 | 0.9880 | 0.9583 | 0.8039 | 0.9897 | | 0.0088 | 19.54 | 12860 | 0.0769 | 0.7667 | 0.9314 | 0.9536 | nan | 0.8829 | 0.9884 | 0.9500 | 0.8502 | 0.9853 | 0.0 | 0.8806 | 0.9876 | 0.9472 | 0.8011 | 0.9837 | | 0.0027 | 19.57 | 12880 | 0.0741 | 0.7719 | 0.9380 | 0.9643 | nan | 0.8964 | 0.9868 | 0.9650 | 0.8566 | 0.9850 | 0.0 | 0.8940 | 0.9862 | 0.9620 | 0.8059 | 0.9834 | | 0.0092 | 19.6 | 12900 | 0.0767 | 0.7629 | 0.9229 | 0.9586 | nan | 0.8628 | 0.9865 | 0.9603 | 0.8180 | 0.9872 | 0.0 | 0.8614 | 0.9858 | 0.9570 | 0.7883 | 0.9852 | | 0.0128 | 19.64 | 12920 | 0.0729 | 0.7717 | 0.9347 | 0.9651 | nan | 0.8947 | 0.9891 | 0.9650 | 0.8354 | 0.9894 | 0.0 | 0.8919 | 0.9886 | 0.9620 | 0.8006 | 0.9873 | | 0.0139 | 19.67 | 12940 | 0.0707 | 0.7720 | 0.9338 | 0.9625 | nan | 0.8978 | 0.9874 | 0.9612 | 0.8345 | 0.9880 | 0.0 | 0.8955 | 0.9869 | 0.9583 | 0.8050 | 0.9861 | | 0.008 | 19.7 | 12960 | 0.0738 | 0.7703 | 0.9307 | 0.9695 | nan | 0.9130 | 0.9880 | 0.9694 | 0.7925 | 0.9906 | 0.0 | 0.9096 | 0.9875 | 0.9667 | 0.7700 | 0.9881 | | 0.0041 | 19.73 | 12980 | 0.0799 | 0.7533 | 0.9092 | 0.9673 | nan | 0.8897 | 0.9900 | 0.9697 | 0.7086 | 0.9883 | 0.0 | 0.8876 | 0.9888 | 0.9661 | 0.6914 | 0.9859 | | 0.0081 | 19.76 | 13000 | 0.0753 | 0.7551 | 0.9159 | 0.9643 | nan | 0.9014 | 0.9875 | 0.9646 | 0.7414 | 0.9847 | 0.0 | 0.8988 | 0.9870 | 0.9611 | 0.7005 | 0.9833 | | 0.0226 | 19.79 | 13020 | 0.0710 | 0.7705 | 0.9343 | 0.9718 | nan | 0.9062 | 0.9886 | 0.9737 | 0.8128 | 0.9903 | 0.0 | 0.9042 | 0.9882 | 0.9696 | 0.7728 | 0.9884 | | 0.0063 | 19.82 | 13040 | 0.0779 | 0.7554 | 0.9147 | 0.9654 | nan | 0.8747 | 0.9894 | 0.9679 | 0.7503 | 0.9910 | 0.0 | 0.8726 | 0.9887 | 0.9649 | 0.7179 | 0.9881 | | 0.0214 | 19.85 | 13060 | 0.0820 | 0.7544 | 0.9142 | 0.9577 | nan | 0.8971 | 0.9899 | 0.9534 | 0.7403 | 0.9902 | 0.0 | 0.8922 | 0.9884 | 0.9511 | 0.7089 | 0.9857 | | 0.049 | 19.88 | 13080 | 0.0745 | 0.7610 | 0.9200 | 0.9661 | nan | 0.8855 | 0.9910 | 0.9669 | 0.7637 | 0.9929 | 0.0 | 0.8823 | 0.9897 | 0.9639 | 0.7413 | 0.9889 | | 0.0078 | 19.91 | 13100 | 0.0751 | 0.7595 | 0.9181 | 0.9615 | nan | 0.9037 | 0.9869 | 0.9594 | 0.7529 | 0.9876 | 0.0 | 0.9007 | 0.9862 | 0.9568 | 0.7286 | 0.9849 | | 0.0036 | 19.94 | 13120 | 0.0808 | 0.7585 | 0.9182 | 0.9582 | nan | 0.8981 | 0.9884 | 0.9551 | 0.7629 | 0.9865 | 0.0 | 0.8956 | 0.9876 | 0.9525 | 0.7314 | 0.9840 | | 0.005 | 19.97 | 13140 | 0.0791 | 0.7681 | 0.9298 | 0.9638 | nan | 0.8892 | 0.9886 | 0.9637 | 0.8177 | 0.9899 | 0.0 | 0.8872 | 0.9878 | 0.9606 | 0.7855 | 0.9873 | | 0.0071 | 20.0 | 13160 | 0.0784 | 0.7666 | 0.9294 | 0.9607 | nan | 0.8830 | 0.9897 | 0.9589 | 0.8229 | 0.9927 | 0.0 | 0.8804 | 0.9888 | 0.9562 | 0.7853 | 0.9888 | | 0.0053 | 20.03 | 13180 | 0.0766 | 0.7595 | 0.9192 | 0.9638 | nan | 0.8836 | 0.9882 | 0.9649 | 0.7704 | 0.9891 | 0.0 | 0.8808 | 0.9874 | 0.9620 | 0.7403 | 0.9864 | | 0.0345 | 20.06 | 13200 | 0.0907 | 0.7423 | 0.8976 | 0.9495 | nan | 0.8555 | 0.9895 | 0.9472 | 0.7089 | 0.9870 | 0.0 | 0.8529 | 0.9888 | 0.9447 | 0.6829 | 0.9846 | | 0.0035 | 20.09 | 13220 | 0.0784 | 0.7579 | 0.9190 | 0.9593 | nan | 0.8780 | 0.9906 | 0.9576 | 0.7768 | 0.9921 | 0.0 | 0.8750 | 0.9900 | 0.9549 | 0.7382 | 0.9894 | | 0.008 | 20.12 | 13240 | 0.0780 | 0.7655 | 0.9281 | 0.9607 | nan | 0.8956 | 0.9883 | 0.9578 | 0.8072 | 0.9916 | 0.0 | 0.8934 | 0.9878 | 0.9550 | 0.7678 | 0.9892 | | 0.0051 | 20.15 | 13260 | 0.0759 | 0.7703 | 0.9348 | 0.9680 | nan | 0.9004 | 0.9893 | 0.9681 | 0.8245 | 0.9919 | 0.0 | 0.8980 | 0.9887 | 0.9652 | 0.7800 | 0.9896 | | 0.036 | 20.18 | 13280 | 0.0743 | 0.7658 | 0.9290 | 0.9645 | nan | 0.9018 | 0.9912 | 0.9626 | 0.7985 | 0.9910 | 0.0 | 0.8998 | 0.9903 | 0.9595 | 0.7561 | 0.9892 | | 0.0056 | 20.21 | 13300 | 0.0724 | 0.7674 | 0.9306 | 0.9635 | nan | 0.9009 | 0.9890 | 0.9612 | 0.8100 | 0.9917 | 0.0 | 0.8978 | 0.9883 | 0.9584 | 0.7703 | 0.9897 | | 0.009 | 20.24 | 13320 | 0.0714 | 0.7645 | 0.9280 | 0.9668 | nan | 0.8813 | 0.9887 | 0.9708 | 0.8144 | 0.9846 | 0.0 | 0.8794 | 0.9881 | 0.9671 | 0.7688 | 0.9835 | | 0.0071 | 20.27 | 13340 | 0.0762 | 0.7489 | 0.9048 | 0.9549 | nan | 0.8903 | 0.9903 | 0.9502 | 0.7036 | 0.9898 | 0.0 | 0.8883 | 0.9896 | 0.9475 | 0.6806 | 0.9872 | | 0.0049 | 20.3 | 13360 | 0.0754 | 0.7537 | 0.9111 | 0.9662 | nan | 0.8794 | 0.9900 | 0.9688 | 0.7270 | 0.9900 | 0.0 | 0.8779 | 0.9891 | 0.9655 | 0.7021 | 0.9879 | | 0.047 | 20.33 | 13380 | 0.0762 | 0.7640 | 0.9258 | 0.9645 | nan | 0.8878 | 0.9862 | 0.9664 | 0.8026 | 0.9860 | 0.0 | 0.8852 | 0.9858 | 0.9634 | 0.7650 | 0.9843 | | 0.0151 | 20.36 | 13400 | 0.0794 | 0.7699 | 0.9338 | 0.9592 | nan | 0.8878 | 0.9896 | 0.9563 | 0.8437 | 0.9916 | 0.0 | 0.8846 | 0.9886 | 0.9538 | 0.8035 | 0.9887 | | 0.0163 | 20.4 | 13420 | 0.0779 | 0.7718 | 0.9370 | 0.9602 | nan | 0.8774 | 0.9868 | 0.9596 | 0.8706 | 0.9907 | 0.0 | 0.8744 | 0.9861 | 0.9568 | 0.8257 | 0.9878 | | 0.0051 | 20.43 | 13440 | 0.0771 | 0.7664 | 0.9296 | 0.9563 | nan | 0.8855 | 0.9888 | 0.9534 | 0.8333 | 0.9871 | 0.0 | 0.8827 | 0.9881 | 0.9506 | 0.7918 | 0.9852 | | 0.0042 | 20.46 | 13460 | 0.0816 | 0.7676 | 0.9312 | 0.9531 | nan | 0.8797 | 0.9879 | 0.9474 | 0.8464 | 0.9946 | 0.0 | 0.8765 | 0.9874 | 0.9451 | 0.8065 | 0.9901 | | 0.0022 | 20.49 | 13480 | 0.0725 | 0.7720 | 0.9364 | 0.9650 | nan | 0.8840 | 0.9883 | 0.9658 | 0.8522 | 0.9919 | 0.0 | 0.8813 | 0.9878 | 0.9626 | 0.8109 | 0.9896 | | 0.0566 | 20.52 | 13500 | 0.0739 | 0.7746 | 0.9373 | 0.9649 | nan | 0.8985 | 0.9915 | 0.9629 | 0.8409 | 0.9928 | 0.0 | 0.8954 | 0.9908 | 0.9600 | 0.8116 | 0.9901 | | 0.0069 | 20.55 | 13520 | 0.0752 | 0.7674 | 0.9299 | 0.9609 | nan | 0.8932 | 0.9881 | 0.9594 | 0.8209 | 0.9880 | 0.0 | 0.8903 | 0.9877 | 0.9564 | 0.7839 | 0.9863 | | 0.0068 | 20.58 | 13540 | 0.0754 | 0.7744 | 0.9366 | 0.9686 | nan | 0.9023 | 0.9897 | 0.9689 | 0.8307 | 0.9912 | 0.0 | 0.8994 | 0.9892 | 0.9660 | 0.8030 | 0.9889 | | 0.0612 | 20.61 | 13560 | 0.0747 | 0.7758 | 0.9396 | 0.9680 | nan | 0.8897 | 0.9880 | 0.9698 | 0.8592 | 0.9914 | 0.0 | 0.8870 | 0.9873 | 0.9668 | 0.8243 | 0.9892 | | 0.0121 | 20.64 | 13580 | 0.0793 | 0.7697 | 0.9324 | 0.9554 | nan | 0.8797 | 0.9873 | 0.9517 | 0.8516 | 0.9917 | 0.0 | 0.8768 | 0.9866 | 0.9495 | 0.8167 | 0.9890 | | 0.0983 | 20.67 | 13600 | 0.0817 | 0.7721 | 0.9342 | 0.9604 | nan | 0.8813 | 0.9914 | 0.9584 | 0.8470 | 0.9928 | 0.0 | 0.8782 | 0.9906 | 0.9560 | 0.8180 | 0.9900 | | 0.0105 | 20.7 | 13620 | 0.0824 | 0.7685 | 0.9316 | 0.9576 | nan | 0.8673 | 0.9894 | 0.9562 | 0.8522 | 0.9928 | 0.0 | 0.8636 | 0.9889 | 0.9540 | 0.8149 | 0.9896 | | 0.0105 | 20.73 | 13640 | 0.0789 | 0.7658 | 0.9276 | 0.9623 | nan | 0.8661 | 0.9870 | 0.9650 | 0.8314 | 0.9886 | 0.0 | 0.8636 | 0.9864 | 0.9618 | 0.7967 | 0.9865 | | 0.0045 | 20.76 | 13660 | 0.0808 | 0.7774 | 0.9433 | 0.9659 | nan | 0.9032 | 0.9901 | 0.9642 | 0.8668 | 0.9924 | 0.0 | 0.8995 | 0.9892 | 0.9614 | 0.8247 | 0.9899 | | 0.0056 | 20.79 | 13680 | 0.0968 | 0.7756 | 0.9417 | 0.9545 | nan | 0.8958 | 0.9879 | 0.9478 | 0.8842 | 0.9929 | 0.0 | 0.8922 | 0.9869 | 0.9454 | 0.8399 | 0.9894 | | 0.0051 | 20.82 | 13700 | 0.1019 | 0.7772 | 0.9422 | 0.9602 | nan | 0.9032 | 0.9887 | 0.9557 | 0.8717 | 0.9918 | 0.0 | 0.8998 | 0.9879 | 0.9529 | 0.8333 | 0.9893 | | 0.0286 | 20.85 | 13720 | 0.0848 | 0.7759 | 0.9397 | 0.9605 | nan | 0.8979 | 0.9879 | 0.9571 | 0.8639 | 0.9919 | 0.0 | 0.8949 | 0.9873 | 0.9541 | 0.8293 | 0.9894 | | 0.0065 | 20.88 | 13740 | 0.0850 | 0.7800 | 0.9444 | 0.9660 | nan | 0.8994 | 0.9901 | 0.9645 | 0.8744 | 0.9934 | 0.0 | 0.8970 | 0.9895 | 0.9615 | 0.8416 | 0.9903 | | 0.0046 | 20.91 | 13760 | 0.0923 | 0.7714 | 0.9349 | 0.9495 | nan | 0.8894 | 0.9871 | 0.9418 | 0.8660 | 0.9900 | 0.0 | 0.8868 | 0.9864 | 0.9391 | 0.8279 | 0.9879 | | 0.0049 | 20.94 | 13780 | 0.0856 | 0.7735 | 0.9378 | 0.9603 | nan | 0.8888 | 0.9892 | 0.9574 | 0.8607 | 0.9929 | 0.0 | 0.8858 | 0.9888 | 0.9545 | 0.8220 | 0.9901 | | 0.0139 | 20.97 | 13800 | 0.0816 | 0.7667 | 0.9329 | 0.9622 | nan | 0.8606 | 0.9893 | 0.9642 | 0.8578 | 0.9925 | 0.0 | 0.8579 | 0.9889 | 0.9611 | 0.8025 | 0.9896 | | 0.0043 | 21.0 | 13820 | 0.0814 | 0.7723 | 0.9388 | 0.9647 | nan | 0.8944 | 0.9866 | 0.9640 | 0.8564 | 0.9925 | 0.0 | 0.8916 | 0.9862 | 0.9609 | 0.8050 | 0.9901 | | 0.0064 | 21.03 | 13840 | 0.0817 | 0.7634 | 0.9251 | 0.9615 | nan | 0.8651 | 0.9897 | 0.9628 | 0.8161 | 0.9920 | 0.0 | 0.8630 | 0.9887 | 0.9597 | 0.7791 | 0.9898 | | 0.0127 | 21.06 | 13860 | 0.0795 | 0.7679 | 0.9299 | 0.9674 | nan | 0.8699 | 0.9892 | 0.9713 | 0.8276 | 0.9915 | 0.0 | 0.8669 | 0.9885 | 0.9681 | 0.7945 | 0.9895 | | 0.0541 | 21.09 | 13880 | 0.0797 | 0.7681 | 0.9313 | 0.9590 | nan | 0.8842 | 0.9905 | 0.9564 | 0.8340 | 0.9912 | 0.0 | 0.8808 | 0.9893 | 0.9540 | 0.7957 | 0.9891 | | 0.0242 | 21.12 | 13900 | 0.0783 | 0.7653 | 0.9273 | 0.9614 | nan | 0.8672 | 0.9910 | 0.9631 | 0.8269 | 0.9882 | 0.0 | 0.8645 | 0.9899 | 0.9603 | 0.7905 | 0.9868 | | 0.0337 | 21.16 | 13920 | 0.0734 | 0.7686 | 0.9305 | 0.9647 | nan | 0.8672 | 0.9869 | 0.9688 | 0.8416 | 0.9878 | 0.0 | 0.8653 | 0.9862 | 0.9655 | 0.8081 | 0.9864 | | 0.0099 | 21.19 | 13940 | 0.0761 | 0.7772 | 0.9411 | 0.9665 | nan | 0.8938 | 0.9900 | 0.9667 | 0.8639 | 0.9911 | 0.0 | 0.8912 | 0.9887 | 0.9639 | 0.8304 | 0.9890 | | 0.0148 | 21.22 | 13960 | 0.0773 | 0.7665 | 0.9261 | 0.9605 | nan | 0.8729 | 0.9885 | 0.9607 | 0.8175 | 0.9908 | 0.0 | 0.8705 | 0.9845 | 0.9580 | 0.7973 | 0.9884 | | 0.0075 | 21.25 | 13980 | 0.0772 | 0.7704 | 0.9317 | 0.9654 | nan | 0.8894 | 0.9919 | 0.9651 | 0.8197 | 0.9923 | 0.0 | 0.8863 | 0.9866 | 0.9625 | 0.7982 | 0.9891 | | 0.0106 | 21.28 | 14000 | 0.0784 | 0.7657 | 0.9266 | 0.9618 | nan | 0.8764 | 0.9905 | 0.9616 | 0.8126 | 0.9921 | 0.0 | 0.8731 | 0.9854 | 0.9591 | 0.7874 | 0.9895 | | 0.0063 | 21.31 | 14020 | 0.0757 | 0.7664 | 0.9281 | 0.9592 | nan | 0.8849 | 0.9910 | 0.9565 | 0.8165 | 0.9916 | 0.0 | 0.8820 | 0.9900 | 0.9538 | 0.7830 | 0.9894 | | 0.0048 | 21.34 | 14040 | 0.0762 | 0.7652 | 0.9262 | 0.9606 | nan | 0.8766 | 0.9899 | 0.9596 | 0.8121 | 0.9927 | 0.0 | 0.8740 | 0.9892 | 0.9568 | 0.7808 | 0.9901 | | 0.0019 | 21.37 | 14060 | 0.0779 | 0.7659 | 0.9263 | 0.9638 | nan | 0.8778 | 0.9913 | 0.9644 | 0.8057 | 0.9923 | 0.0 | 0.8752 | 0.9905 | 0.9615 | 0.7782 | 0.9898 | | 0.0093 | 21.4 | 14080 | 0.0789 | 0.7716 | 0.9335 | 0.9668 | nan | 0.8924 | 0.9888 | 0.9672 | 0.8262 | 0.9929 | 0.0 | 0.8899 | 0.9883 | 0.9642 | 0.7967 | 0.9902 | | 0.0111 | 21.43 | 14100 | 0.0833 | 0.7678 | 0.9290 | 0.9623 | nan | 0.8886 | 0.9873 | 0.9609 | 0.8152 | 0.9932 | 0.0 | 0.8864 | 0.9868 | 0.9581 | 0.7853 | 0.9900 | | 0.0025 | 21.46 | 14120 | 0.0879 | 0.7596 | 0.9192 | 0.9604 | nan | 0.8766 | 0.9889 | 0.9598 | 0.7787 | 0.9921 | 0.0 | 0.8738 | 0.9883 | 0.9572 | 0.7488 | 0.9894 | | 0.0017 | 21.49 | 14140 | 0.0898 | 0.7537 | 0.9129 | 0.9645 | nan | 0.8738 | 0.9886 | 0.9665 | 0.7434 | 0.9919 | 0.0 | 0.8712 | 0.9881 | 0.9636 | 0.7095 | 0.9896 | | 0.0093 | 21.52 | 14160 | 0.0893 | 0.7493 | 0.9110 | 0.9632 | nan | 0.8832 | 0.9912 | 0.9650 | 0.7312 | 0.9844 | 0.0 | 0.8808 | 0.9901 | 0.9616 | 0.6796 | 0.9833 | | 0.0287 | 21.55 | 14180 | 0.0880 | 0.7509 | 0.9135 | 0.9612 | nan | 0.8835 | 0.9874 | 0.9621 | 0.7493 | 0.9853 | 0.0 | 0.8807 | 0.9868 | 0.9590 | 0.6949 | 0.9841 | | 0.0018 | 21.58 | 14200 | 0.0862 | 0.7633 | 0.9245 | 0.9645 | nan | 0.8955 | 0.9895 | 0.9637 | 0.7825 | 0.9912 | 0.0 | 0.8930 | 0.9890 | 0.9606 | 0.7477 | 0.9893 | | 0.0053 | 21.61 | 14220 | 0.0794 | 0.7586 | 0.9175 | 0.9641 | nan | 0.8700 | 0.9879 | 0.9663 | 0.7707 | 0.9926 | 0.0 | 0.8676 | 0.9875 | 0.9634 | 0.7429 | 0.9902 | | 0.017 | 21.64 | 14240 | 0.0772 | 0.7659 | 0.9267 | 0.9663 | nan | 0.8831 | 0.9917 | 0.9672 | 0.7985 | 0.9928 | 0.0 | 0.8803 | 0.9911 | 0.9644 | 0.7691 | 0.9905 | | 0.0363 | 21.67 | 14260 | 0.0799 | 0.7670 | 0.9284 | 0.9637 | nan | 0.8860 | 0.9887 | 0.9639 | 0.8130 | 0.9902 | 0.0 | 0.8834 | 0.9881 | 0.9611 | 0.7810 | 0.9884 | | 0.0044 | 21.7 | 14280 | 0.0794 | 0.7633 | 0.9246 | 0.9630 | nan | 0.8770 | 0.9894 | 0.9649 | 0.8052 | 0.9867 | 0.0 | 0.8751 | 0.9887 | 0.9614 | 0.7696 | 0.9851 | | 0.0031 | 21.73 | 14300 | 0.0780 | 0.7635 | 0.9246 | 0.9596 | nan | 0.8857 | 0.9864 | 0.9578 | 0.8014 | 0.9916 | 0.0 | 0.8833 | 0.9859 | 0.9549 | 0.7676 | 0.9892 | | 0.0091 | 21.76 | 14320 | 0.0818 | 0.7584 | 0.9171 | 0.9541 | nan | 0.8614 | 0.9896 | 0.9519 | 0.7909 | 0.9919 | 0.0 | 0.8596 | 0.9889 | 0.9492 | 0.7631 | 0.9894 | | 0.0031 | 21.79 | 14340 | 0.0803 | 0.7637 | 0.9226 | 0.9607 | nan | 0.8893 | 0.9907 | 0.9583 | 0.7824 | 0.9922 | 0.0 | 0.8875 | 0.9901 | 0.9553 | 0.7591 | 0.9899 | | 0.0059 | 21.82 | 14360 | 0.0782 | 0.7726 | 0.9344 | 0.9644 | nan | 0.9020 | 0.9897 | 0.9619 | 0.8250 | 0.9937 | 0.0 | 0.8994 | 0.9889 | 0.9591 | 0.7971 | 0.9909 | | 0.0225 | 21.85 | 14380 | 0.0791 | 0.7698 | 0.9319 | 0.9640 | nan | 0.8921 | 0.9879 | 0.9627 | 0.8230 | 0.9940 | 0.0 | 0.8894 | 0.9872 | 0.9601 | 0.7917 | 0.9905 | | 0.0351 | 21.88 | 14400 | 0.0806 | 0.7712 | 0.9341 | 0.9626 | nan | 0.8833 | 0.9895 | 0.9620 | 0.8441 | 0.9918 | 0.0 | 0.8810 | 0.9888 | 0.9591 | 0.8091 | 0.9894 | | 0.0182 | 21.91 | 14420 | 0.0852 | 0.7736 | 0.9409 | 0.9628 | nan | 0.8914 | 0.9897 | 0.9614 | 0.8716 | 0.9906 | 0.0 | 0.8884 | 0.9890 | 0.9586 | 0.8163 | 0.9890 | | 0.0057 | 21.95 | 14440 | 0.0890 | 0.7699 | 0.9339 | 0.9568 | nan | 0.8937 | 0.9891 | 0.9520 | 0.8438 | 0.9910 | 0.0 | 0.8905 | 0.9883 | 0.9497 | 0.8015 | 0.9893 | | 0.0091 | 21.98 | 14460 | 0.0878 | 0.7726 | 0.9368 | 0.9628 | nan | 0.9011 | 0.9901 | 0.9604 | 0.8425 | 0.9898 | 0.0 | 0.8978 | 0.9895 | 0.9574 | 0.8028 | 0.9884 | | 0.0038 | 22.01 | 14480 | 0.0838 | 0.7675 | 0.9314 | 0.9602 | nan | 0.8804 | 0.9917 | 0.9585 | 0.8348 | 0.9913 | 0.0 | 0.8774 | 0.9906 | 0.9560 | 0.7915 | 0.9896 | | 0.0361 | 22.04 | 14500 | 0.0789 | 0.7730 | 0.9402 | 0.9644 | nan | 0.8943 | 0.9891 | 0.9628 | 0.8611 | 0.9937 | 0.0 | 0.8907 | 0.9886 | 0.9604 | 0.8067 | 0.9914 | | 0.004 | 22.07 | 14520 | 0.0802 | 0.7665 | 0.9288 | 0.9698 | nan | 0.8818 | 0.9880 | 0.9742 | 0.8109 | 0.9892 | 0.0 | 0.8797 | 0.9876 | 0.9707 | 0.7733 | 0.9877 | | 0.0158 | 22.1 | 14540 | 0.0701 | 0.7712 | 0.9343 | 0.9652 | nan | 0.8896 | 0.9873 | 0.9658 | 0.8378 | 0.9907 | 0.0 | 0.8873 | 0.9869 | 0.9627 | 0.8018 | 0.9886 | | 0.003 | 22.13 | 14560 | 0.0852 | 0.7650 | 0.9276 | 0.9515 | nan | 0.8554 | 0.9909 | 0.9483 | 0.8512 | 0.9921 | 0.0 | 0.8526 | 0.9901 | 0.9460 | 0.8128 | 0.9884 | | 0.0138 | 22.16 | 14580 | 0.0922 | 0.7659 | 0.9282 | 0.9562 | nan | 0.8495 | 0.9898 | 0.9567 | 0.8542 | 0.9910 | 0.0 | 0.8468 | 0.9890 | 0.9541 | 0.8171 | 0.9884 | | 0.0088 | 22.19 | 14600 | 0.0988 | 0.7658 | 0.9285 | 0.9513 | nan | 0.8733 | 0.9898 | 0.9469 | 0.8444 | 0.9881 | 0.0 | 0.8704 | 0.9891 | 0.9443 | 0.8045 | 0.9862 | | 0.0076 | 22.22 | 14620 | 0.0915 | 0.7653 | 0.9283 | 0.9582 | nan | 0.8734 | 0.9902 | 0.9573 | 0.8317 | 0.9888 | 0.0 | 0.8711 | 0.9895 | 0.9542 | 0.7897 | 0.9871 | | 0.0582 | 22.25 | 14640 | 0.0838 | 0.7675 | 0.9296 | 0.9669 | nan | 0.8741 | 0.9885 | 0.9704 | 0.8247 | 0.9902 | 0.0 | 0.8719 | 0.9880 | 0.9670 | 0.7895 | 0.9885 | | 0.0122 | 22.28 | 14660 | 0.0826 | 0.7659 | 0.9288 | 0.9597 | nan | 0.8815 | 0.9890 | 0.9584 | 0.8247 | 0.9901 | 0.0 | 0.8787 | 0.9885 | 0.9557 | 0.7844 | 0.9884 | | 0.0273 | 22.31 | 14680 | 0.0852 | 0.7734 | 0.9394 | 0.9551 | nan | 0.8834 | 0.9904 | 0.9503 | 0.8811 | 0.9918 | 0.0 | 0.8804 | 0.9897 | 0.9476 | 0.8329 | 0.9899 | | 0.0054 | 22.34 | 14700 | 0.0839 | 0.7746 | 0.9397 | 0.9617 | nan | 0.8896 | 0.9877 | 0.9597 | 0.8684 | 0.9932 | 0.0 | 0.8863 | 0.9873 | 0.9569 | 0.8259 | 0.9908 | | 0.0112 | 22.37 | 14720 | 0.0819 | 0.7704 | 0.9335 | 0.9591 | nan | 0.8820 | 0.9881 | 0.9566 | 0.8475 | 0.9935 | 0.0 | 0.8795 | 0.9877 | 0.9538 | 0.8110 | 0.9905 | | 0.0635 | 22.4 | 14740 | 0.0821 | 0.7711 | 0.9345 | 0.9611 | nan | 0.8810 | 0.9874 | 0.9607 | 0.8530 | 0.9904 | 0.0 | 0.8787 | 0.9869 | 0.9576 | 0.8149 | 0.9886 | | 0.0053 | 22.43 | 14760 | 0.0810 | 0.7709 | 0.9342 | 0.9630 | nan | 0.8891 | 0.9892 | 0.9626 | 0.8409 | 0.9890 | 0.0 | 0.8867 | 0.9888 | 0.9597 | 0.8025 | 0.9875 | | 0.0365 | 22.46 | 14780 | 0.0752 | 0.7748 | 0.9414 | 0.9610 | nan | 0.8968 | 0.9890 | 0.9580 | 0.8722 | 0.9914 | 0.0 | 0.8936 | 0.9886 | 0.9557 | 0.8220 | 0.9889 | | 0.0095 | 22.49 | 14800 | 0.0817 | 0.7710 | 0.9379 | 0.9548 | nan | 0.8870 | 0.9881 | 0.9502 | 0.8744 | 0.9896 | 0.0 | 0.8846 | 0.9877 | 0.9477 | 0.8188 | 0.9875 | | 0.0122 | 22.52 | 14820 | 0.0842 | 0.7772 | 0.9418 | 0.9601 | nan | 0.9021 | 0.9891 | 0.9556 | 0.8699 | 0.9924 | 0.0 | 0.8994 | 0.9886 | 0.9532 | 0.8326 | 0.9892 | | 0.0297 | 22.55 | 14840 | 0.0849 | 0.7713 | 0.9338 | 0.9555 | nan | 0.8837 | 0.9875 | 0.9509 | 0.8530 | 0.9937 | 0.0 | 0.8814 | 0.9870 | 0.9485 | 0.8214 | 0.9897 | | 0.0608 | 22.58 | 14860 | 0.0883 | 0.7658 | 0.9284 | 0.9465 | nan | 0.8868 | 0.9883 | 0.9362 | 0.8353 | 0.9953 | 0.0 | 0.8835 | 0.9878 | 0.9343 | 0.8000 | 0.9891 | | 0.044 | 22.61 | 14880 | 0.0833 | 0.7719 | 0.9349 | 0.9597 | nan | 0.8950 | 0.9874 | 0.9570 | 0.8461 | 0.9891 | 0.0 | 0.8919 | 0.9871 | 0.9542 | 0.8108 | 0.9875 | | 0.0214 | 22.64 | 14900 | 0.0914 | 0.7638 | 0.9246 | 0.9522 | nan | 0.8832 | 0.9890 | 0.9468 | 0.8145 | 0.9896 | 0.0 | 0.8805 | 0.9883 | 0.9444 | 0.7819 | 0.9875 | | 0.0077 | 22.67 | 14920 | 0.0936 | 0.7516 | 0.9092 | 0.9562 | nan | 0.8691 | 0.9880 | 0.9551 | 0.7441 | 0.9899 | 0.0 | 0.8665 | 0.9875 | 0.9524 | 0.7155 | 0.9877 | | 0.0535 | 22.71 | 14940 | 0.0973 | 0.7503 | 0.9069 | 0.9514 | nan | 0.8404 | 0.9902 | 0.9508 | 0.7619 | 0.9909 | 0.0 | 0.8383 | 0.9893 | 0.9481 | 0.7387 | 0.9878 | | 0.012 | 22.74 | 14960 | 0.0883 | 0.7620 | 0.9207 | 0.9621 | nan | 0.8687 | 0.9892 | 0.9639 | 0.7921 | 0.9896 | 0.0 | 0.8669 | 0.9886 | 0.9606 | 0.7682 | 0.9875 | | 0.0033 | 22.77 | 14980 | 0.0837 | 0.7684 | 0.9294 | 0.9642 | nan | 0.8721 | 0.9886 | 0.9655 | 0.8268 | 0.9939 | 0.0 | 0.8703 | 0.9878 | 0.9626 | 0.7991 | 0.9903 | | 0.0198 | 22.8 | 15000 | 0.0828 | 0.7703 | 0.9325 | 0.9603 | nan | 0.8792 | 0.9889 | 0.9593 | 0.8442 | 0.9910 | 0.0 | 0.8771 | 0.9884 | 0.9565 | 0.8108 | 0.9887 | | 0.002 | 22.83 | 15020 | 0.0794 | 0.7746 | 0.9379 | 0.9668 | nan | 0.8926 | 0.9903 | 0.9673 | 0.8486 | 0.9908 | 0.0 | 0.8903 | 0.9898 | 0.9642 | 0.8144 | 0.9888 | | 0.0061 | 22.86 | 15040 | 0.0833 | 0.7754 | 0.9395 | 0.9668 | nan | 0.8957 | 0.9901 | 0.9663 | 0.8517 | 0.9936 | 0.0 | 0.8935 | 0.9894 | 0.9634 | 0.8153 | 0.9906 | | 0.0155 | 22.89 | 15060 | 0.0810 | 0.7724 | 0.9363 | 0.9631 | nan | 0.8855 | 0.9881 | 0.9631 | 0.8547 | 0.9899 | 0.0 | 0.8832 | 0.9876 | 0.9603 | 0.8154 | 0.9880 | | 0.0069 | 22.92 | 15080 | 0.0816 | 0.7688 | 0.9311 | 0.9625 | nan | 0.8674 | 0.9873 | 0.9639 | 0.8436 | 0.9933 | 0.0 | 0.8655 | 0.9869 | 0.9611 | 0.8087 | 0.9905 | | 0.0148 | 22.95 | 15100 | 0.0778 | 0.7709 | 0.9347 | 0.9628 | nan | 0.8841 | 0.9903 | 0.9625 | 0.8463 | 0.9905 | 0.0 | 0.8814 | 0.9898 | 0.9598 | 0.8060 | 0.9886 | | 0.0054 | 22.98 | 15120 | 0.0757 | 0.7717 | 0.9367 | 0.9655 | nan | 0.8804 | 0.9919 | 0.9667 | 0.8537 | 0.9908 | 0.0 | 0.8780 | 0.9902 | 0.9639 | 0.8093 | 0.9888 | | 0.0038 | 23.01 | 15140 | 0.0791 | 0.7630 | 0.9258 | 0.9586 | nan | 0.8807 | 0.9868 | 0.9568 | 0.8136 | 0.9913 | 0.0 | 0.8781 | 0.9855 | 0.9545 | 0.7709 | 0.9890 | | 0.003 | 23.04 | 15160 | 0.0735 | 0.7681 | 0.9309 | 0.9628 | nan | 0.9012 | 0.9903 | 0.9612 | 0.8151 | 0.9869 | 0.0 | 0.8978 | 0.9890 | 0.9586 | 0.7774 | 0.9855 | | 0.0154 | 23.07 | 15180 | 0.0787 | 0.7707 | 0.9332 | 0.9667 | nan | 0.8886 | 0.9898 | 0.9679 | 0.8292 | 0.9904 | 0.0 | 0.8863 | 0.9889 | 0.9650 | 0.7951 | 0.9886 | | 0.0062 | 23.1 | 15200 | 0.0825 | 0.7668 | 0.9284 | 0.9625 | nan | 0.8798 | 0.9842 | 0.9637 | 0.8248 | 0.9897 | 0.0 | 0.8776 | 0.9839 | 0.9607 | 0.7905 | 0.9878 | | 0.008 | 23.13 | 15220 | 0.0818 | 0.7686 | 0.9307 | 0.9629 | nan | 0.8817 | 0.9887 | 0.9629 | 0.8282 | 0.9919 | 0.0 | 0.8798 | 0.9883 | 0.9600 | 0.7939 | 0.9895 | | 0.0274 | 23.16 | 15240 | 0.0819 | 0.7736 | 0.9372 | 0.9710 | nan | 0.8881 | 0.9890 | 0.9742 | 0.8422 | 0.9925 | 0.0 | 0.8863 | 0.9886 | 0.9707 | 0.8058 | 0.9900 | | 0.0106 | 23.19 | 15260 | 0.0778 | 0.7680 | 0.9309 | 0.9664 | nan | 0.8736 | 0.9896 | 0.9693 | 0.8313 | 0.9908 | 0.0 | 0.8717 | 0.9890 | 0.9663 | 0.7922 | 0.9887 | | 0.0065 | 23.22 | 15280 | 0.0796 | 0.7717 | 0.9341 | 0.9603 | nan | 0.8868 | 0.9901 | 0.9581 | 0.8447 | 0.9910 | 0.0 | 0.8846 | 0.9895 | 0.9552 | 0.8125 | 0.9887 | | 0.0305 | 23.25 | 15300 | 0.0849 | 0.7718 | 0.9342 | 0.9586 | nan | 0.8971 | 0.9878 | 0.9542 | 0.8398 | 0.9919 | 0.0 | 0.8945 | 0.9874 | 0.9515 | 0.8082 | 0.9894 | | 0.0127 | 23.28 | 15320 | 0.0903 | 0.7721 | 0.9349 | 0.9654 | nan | 0.8799 | 0.9895 | 0.9671 | 0.8478 | 0.9905 | 0.0 | 0.8779 | 0.9890 | 0.9637 | 0.8134 | 0.9883 | | 0.0091 | 23.31 | 15340 | 0.0880 | 0.7727 | 0.9371 | 0.9678 | nan | 0.8864 | 0.9887 | 0.9703 | 0.8508 | 0.9893 | 0.0 | 0.8843 | 0.9882 | 0.9669 | 0.8092 | 0.9874 | | 0.0232 | 23.34 | 15360 | 0.0848 | 0.7733 | 0.9389 | 0.9624 | nan | 0.8848 | 0.9889 | 0.9616 | 0.8677 | 0.9915 | 0.0 | 0.8826 | 0.9883 | 0.9587 | 0.8208 | 0.9892 | | 0.0064 | 23.37 | 15380 | 0.0847 | 0.7733 | 0.9376 | 0.9671 | nan | 0.8919 | 0.9895 | 0.9680 | 0.8482 | 0.9906 | 0.0 | 0.8900 | 0.9882 | 0.9648 | 0.8080 | 0.9887 | | 0.0058 | 23.4 | 15400 | 0.0804 | 0.7726 | 0.9396 | 0.9668 | nan | 0.8942 | 0.9883 | 0.9677 | 0.8580 | 0.9899 | 0.0 | 0.8919 | 0.9873 | 0.9646 | 0.8037 | 0.9883 | | 0.0038 | 23.43 | 15420 | 0.0820 | 0.7708 | 0.9364 | 0.9640 | nan | 0.8914 | 0.9884 | 0.9634 | 0.8477 | 0.9912 | 0.0 | 0.8891 | 0.9875 | 0.9605 | 0.7984 | 0.9893 | | 0.0294 | 23.47 | 15440 | 0.0872 | 0.7674 | 0.9300 | 0.9675 | nan | 0.8751 | 0.9883 | 0.9718 | 0.8269 | 0.9879 | 0.0 | 0.8736 | 0.9875 | 0.9680 | 0.7887 | 0.9865 | | 0.0031 | 23.5 | 15460 | 0.0819 | 0.7671 | 0.9276 | 0.9596 | nan | 0.8772 | 0.9907 | 0.9585 | 0.8213 | 0.9905 | 0.0 | 0.8752 | 0.9894 | 0.9559 | 0.7936 | 0.9886 | | 0.0036 | 23.53 | 15480 | 0.0792 | 0.7683 | 0.9307 | 0.9636 | nan | 0.8719 | 0.9911 | 0.9651 | 0.8344 | 0.9909 | 0.0 | 0.8695 | 0.9902 | 0.9623 | 0.7989 | 0.9889 | | 0.0043 | 23.56 | 15500 | 0.0824 | 0.7651 | 0.9283 | 0.9607 | nan | 0.8741 | 0.9883 | 0.9612 | 0.8288 | 0.9889 | 0.0 | 0.8718 | 0.9876 | 0.9583 | 0.7857 | 0.9872 | | 0.0426 | 23.59 | 15520 | 0.0804 | 0.7661 | 0.9303 | 0.9614 | nan | 0.8812 | 0.9897 | 0.9616 | 0.8319 | 0.9871 | 0.0 | 0.8789 | 0.9889 | 0.9587 | 0.7842 | 0.9856 | | 0.0169 | 23.62 | 15540 | 0.0831 | 0.7655 | 0.9284 | 0.9583 | nan | 0.8793 | 0.9889 | 0.9566 | 0.8275 | 0.9899 | 0.0 | 0.8770 | 0.9880 | 0.9542 | 0.7861 | 0.9879 | | 0.0095 | 23.65 | 15560 | 0.0839 | 0.7641 | 0.9253 | 0.9601 | nan | 0.8616 | 0.9887 | 0.9612 | 0.8232 | 0.9918 | 0.0 | 0.8595 | 0.9880 | 0.9585 | 0.7894 | 0.9895 | | 0.0141 | 23.68 | 15580 | 0.0871 | 0.7706 | 0.9335 | 0.9652 | nan | 0.8847 | 0.9899 | 0.9658 | 0.8351 | 0.9920 | 0.0 | 0.8825 | 0.9891 | 0.9629 | 0.7996 | 0.9898 | | 0.0217 | 23.71 | 15600 | 0.0935 | 0.7723 | 0.9372 | 0.9602 | nan | 0.8935 | 0.9887 | 0.9571 | 0.8550 | 0.9917 | 0.0 | 0.8907 | 0.9881 | 0.9546 | 0.8111 | 0.9894 | | 0.0045 | 23.74 | 15620 | 0.0884 | 0.7718 | 0.9359 | 0.9643 | nan | 0.8860 | 0.9889 | 0.9642 | 0.8485 | 0.9921 | 0.0 | 0.8837 | 0.9883 | 0.9614 | 0.8076 | 0.9898 | | 0.0022 | 23.77 | 15640 | 0.0903 | 0.7732 | 0.9374 | 0.9607 | nan | 0.9008 | 0.9901 | 0.9566 | 0.8474 | 0.9918 | 0.0 | 0.8986 | 0.9896 | 0.9538 | 0.8078 | 0.9895 | | 0.0146 | 23.8 | 15660 | 0.0902 | 0.7712 | 0.9344 | 0.9617 | nan | 0.8940 | 0.9890 | 0.9594 | 0.8383 | 0.9916 | 0.0 | 0.8918 | 0.9885 | 0.9563 | 0.8012 | 0.9892 | | 0.0453 | 23.83 | 15680 | 0.0871 | 0.7660 | 0.9293 | 0.9565 | nan | 0.8783 | 0.9864 | 0.9543 | 0.8382 | 0.9895 | 0.0 | 0.8753 | 0.9859 | 0.9517 | 0.7958 | 0.9875 | | 0.0058 | 23.86 | 15700 | 0.0815 | 0.7688 | 0.9293 | 0.9614 | nan | 0.9001 | 0.9876 | 0.9582 | 0.8084 | 0.9920 | 0.0 | 0.8976 | 0.9871 | 0.9553 | 0.7835 | 0.9896 | | 0.0059 | 23.89 | 15720 | 0.0749 | 0.7731 | 0.9348 | 0.9637 | nan | 0.8998 | 0.9902 | 0.9616 | 0.8309 | 0.9916 | 0.0 | 0.8973 | 0.9895 | 0.9587 | 0.8033 | 0.9896 | | 0.0096 | 23.92 | 15740 | 0.0827 | 0.7664 | 0.9275 | 0.9631 | nan | 0.8885 | 0.9903 | 0.9622 | 0.8053 | 0.9913 | 0.0 | 0.8858 | 0.9887 | 0.9600 | 0.7747 | 0.9891 | | 0.0064 | 23.95 | 15760 | 0.0880 | 0.7639 | 0.9233 | 0.9606 | nan | 0.8810 | 0.9893 | 0.9594 | 0.7946 | 0.9921 | 0.0 | 0.8790 | 0.9878 | 0.9569 | 0.7697 | 0.9898 | | 0.0546 | 23.98 | 15780 | 0.0869 | 0.7738 | 0.9365 | 0.9699 | nan | 0.8925 | 0.9898 | 0.9720 | 0.8364 | 0.9916 | 0.0 | 0.8897 | 0.9887 | 0.9691 | 0.8054 | 0.9896 | | 0.0147 | 24.01 | 15800 | 0.0928 | 0.7606 | 0.9216 | 0.9490 | nan | 0.8610 | 0.9880 | 0.9441 | 0.8224 | 0.9925 | 0.0 | 0.8582 | 0.9871 | 0.9422 | 0.7862 | 0.9900 | | 0.0127 | 24.04 | 15820 | 0.0906 | 0.7746 | 0.9393 | 0.9662 | nan | 0.8998 | 0.9889 | 0.9649 | 0.8493 | 0.9938 | 0.0 | 0.8970 | 0.9884 | 0.9621 | 0.8089 | 0.9914 | | 0.0029 | 24.07 | 15840 | 0.0928 | 0.7688 | 0.9341 | 0.9619 | nan | 0.8795 | 0.9878 | 0.9616 | 0.8497 | 0.9921 | 0.0 | 0.8776 | 0.9872 | 0.9587 | 0.7991 | 0.9901 | | 0.0096 | 24.1 | 15860 | 0.0866 | 0.7706 | 0.9363 | 0.9621 | nan | 0.8859 | 0.9871 | 0.9615 | 0.8561 | 0.9908 | 0.0 | 0.8840 | 0.9865 | 0.9585 | 0.8057 | 0.9890 | | 0.0382 | 24.13 | 15880 | 0.0912 | 0.7731 | 0.9389 | 0.9662 | nan | 0.8934 | 0.9908 | 0.9663 | 0.8535 | 0.9906 | 0.0 | 0.8914 | 0.9898 | 0.9630 | 0.8053 | 0.9889 | | 0.0107 | 24.16 | 15900 | 0.0900 | 0.7687 | 0.9318 | 0.9626 | nan | 0.8843 | 0.9869 | 0.9627 | 0.8349 | 0.9900 | 0.0 | 0.8821 | 0.9864 | 0.9596 | 0.7956 | 0.9885 | | 0.0318 | 24.19 | 15920 | 0.0874 | 0.7649 | 0.9294 | 0.9567 | nan | 0.8634 | 0.9867 | 0.9567 | 0.8514 | 0.9889 | 0.0 | 0.8609 | 0.9863 | 0.9539 | 0.8010 | 0.9870 | | 0.0042 | 24.22 | 15940 | 0.0913 | 0.7651 | 0.9323 | 0.9547 | nan | 0.8634 | 0.9883 | 0.9531 | 0.8669 | 0.9900 | 0.0 | 0.8609 | 0.9879 | 0.9504 | 0.8034 | 0.9878 | | 0.0024 | 24.26 | 15960 | 0.0802 | 0.7735 | 0.9408 | 0.9658 | nan | 0.8897 | 0.9883 | 0.9665 | 0.8692 | 0.9902 | 0.0 | 0.8873 | 0.9879 | 0.9634 | 0.8141 | 0.9885 | | 0.0042 | 24.29 | 15980 | 0.0845 | 0.7698 | 0.9333 | 0.9603 | nan | 0.8911 | 0.9890 | 0.9587 | 0.8403 | 0.9875 | 0.0 | 0.8891 | 0.9885 | 0.9556 | 0.7995 | 0.9859 | | 0.0039 | 24.32 | 16000 | 0.0871 | 0.7682 | 0.9312 | 0.9638 | nan | 0.8744 | 0.9891 | 0.9655 | 0.8367 | 0.9902 | 0.0 | 0.8729 | 0.9886 | 0.9621 | 0.7976 | 0.9883 | | 0.0446 | 24.35 | 16020 | 0.0864 | 0.7696 | 0.9352 | 0.9609 | nan | 0.8880 | 0.9885 | 0.9591 | 0.8496 | 0.9907 | 0.0 | 0.8858 | 0.9881 | 0.9563 | 0.7990 | 0.9886 | | 0.0297 | 24.38 | 16040 | 0.0834 | 0.7664 | 0.9321 | 0.9588 | nan | 0.8726 | 0.9896 | 0.9581 | 0.8504 | 0.9897 | 0.0 | 0.8702 | 0.9891 | 0.9554 | 0.7957 | 0.9880 | | 0.0435 | 24.41 | 16060 | 0.0882 | 0.7655 | 0.9254 | 0.9570 | nan | 0.8697 | 0.9853 | 0.9561 | 0.8248 | 0.9911 | 0.0 | 0.8676 | 0.9849 | 0.9533 | 0.7984 | 0.9890 | | 0.0082 | 24.44 | 16080 | 0.0950 | 0.7713 | 0.9322 | 0.9621 | nan | 0.8820 | 0.9894 | 0.9612 | 0.8357 | 0.9929 | 0.0 | 0.8799 | 0.9888 | 0.9584 | 0.8105 | 0.9902 | | 0.0108 | 24.47 | 16100 | 0.0856 | 0.7685 | 0.9279 | 0.9589 | nan | 0.8851 | 0.9894 | 0.9564 | 0.8175 | 0.9914 | 0.0 | 0.8832 | 0.9888 | 0.9538 | 0.7963 | 0.9888 | | 0.0266 | 24.5 | 16120 | 0.0856 | 0.7721 | 0.9341 | 0.9591 | nan | 0.8924 | 0.9879 | 0.9553 | 0.8413 | 0.9935 | 0.0 | 0.8900 | 0.9875 | 0.9527 | 0.8115 | 0.9909 | | 0.0428 | 24.53 | 16140 | 0.0859 | 0.7747 | 0.9380 | 0.9634 | nan | 0.8974 | 0.9910 | 0.9614 | 0.8497 | 0.9907 | 0.0 | 0.8948 | 0.9903 | 0.9584 | 0.8156 | 0.9890 | | 0.074 | 24.56 | 16160 | 0.0876 | 0.7735 | 0.9359 | 0.9642 | nan | 0.8896 | 0.9899 | 0.9638 | 0.8453 | 0.9908 | 0.0 | 0.8872 | 0.9893 | 0.9606 | 0.8147 | 0.9890 | | 0.0037 | 24.59 | 16180 | 0.0894 | 0.7720 | 0.9346 | 0.9640 | nan | 0.8843 | 0.9898 | 0.9646 | 0.8451 | 0.9893 | 0.0 | 0.8819 | 0.9891 | 0.9616 | 0.8119 | 0.9875 | | 0.0082 | 24.62 | 16200 | 0.0942 | 0.7717 | 0.9327 | 0.9655 | nan | 0.8903 | 0.9882 | 0.9662 | 0.8289 | 0.9900 | 0.0 | 0.8882 | 0.9878 | 0.9630 | 0.8034 | 0.9880 | | 0.0033 | 24.65 | 16220 | 0.0893 | 0.7692 | 0.9298 | 0.9645 | nan | 0.8776 | 0.9891 | 0.9660 | 0.8252 | 0.9908 | 0.0 | 0.8752 | 0.9887 | 0.9630 | 0.7997 | 0.9888 | | 0.0097 | 24.68 | 16240 | 0.0853 | 0.7684 | 0.9288 | 0.9656 | nan | 0.8966 | 0.9907 | 0.9645 | 0.7991 | 0.9929 | 0.0 | 0.8940 | 0.9901 | 0.9618 | 0.7742 | 0.9905 | | 0.1525 | 24.71 | 16260 | 0.0861 | 0.7619 | 0.9217 | 0.9597 | nan | 0.8937 | 0.9907 | 0.9558 | 0.7746 | 0.9936 | 0.0 | 0.8911 | 0.9900 | 0.9534 | 0.7458 | 0.9909 | | 0.0274 | 24.74 | 16280 | 0.0823 | 0.7595 | 0.9196 | 0.9643 | nan | 0.8885 | 0.9897 | 0.9648 | 0.7654 | 0.9896 | 0.0 | 0.8863 | 0.9892 | 0.9617 | 0.7324 | 0.9876 | | 0.004 | 24.77 | 16300 | 0.0826 | 0.7583 | 0.9178 | 0.9630 | nan | 0.8790 | 0.9896 | 0.9634 | 0.7650 | 0.9917 | 0.0 | 0.8767 | 0.9892 | 0.9605 | 0.7342 | 0.9894 | | 0.0598 | 24.8 | 16320 | 0.0853 | 0.7673 | 0.9294 | 0.9601 | nan | 0.8941 | 0.9887 | 0.9570 | 0.8153 | 0.9916 | 0.0 | 0.8912 | 0.9883 | 0.9545 | 0.7808 | 0.9892 | | 0.005 | 24.83 | 16340 | 0.0807 | 0.7715 | 0.9339 | 0.9659 | nan | 0.8932 | 0.9861 | 0.9678 | 0.8368 | 0.9856 | 0.0 | 0.8910 | 0.9858 | 0.9645 | 0.8031 | 0.9843 | | 0.0058 | 24.86 | 16360 | 0.0798 | 0.7729 | 0.9359 | 0.9607 | nan | 0.9062 | 0.9883 | 0.9565 | 0.8375 | 0.9909 | 0.0 | 0.9031 | 0.9879 | 0.9542 | 0.8037 | 0.9886 | | 0.0138 | 24.89 | 16380 | 0.0776 | 0.7661 | 0.9263 | 0.9652 | nan | 0.8650 | 0.9903 | 0.9688 | 0.8175 | 0.9900 | 0.0 | 0.8629 | 0.9898 | 0.9655 | 0.7900 | 0.9883 | | 0.0539 | 24.92 | 16400 | 0.0815 | 0.7675 | 0.9280 | 0.9621 | nan | 0.8813 | 0.9902 | 0.9611 | 0.8142 | 0.9931 | 0.0 | 0.8782 | 0.9896 | 0.9587 | 0.7882 | 0.9903 | | 0.0025 | 24.95 | 16420 | 0.0910 | 0.7544 | 0.9111 | 0.9607 | nan | 0.8673 | 0.9879 | 0.9627 | 0.7500 | 0.9876 | 0.0 | 0.8651 | 0.9874 | 0.9599 | 0.7282 | 0.9858 | | 0.0037 | 24.98 | 16440 | 0.0890 | 0.7474 | 0.9029 | 0.9606 | nan | 0.8658 | 0.9899 | 0.9620 | 0.7063 | 0.9903 | 0.0 | 0.8638 | 0.9893 | 0.9590 | 0.6839 | 0.9882 | | 0.0092 | 25.02 | 16460 | 0.0912 | 0.7526 | 0.9107 | 0.9572 | nan | 0.8713 | 0.9882 | 0.9560 | 0.7470 | 0.9912 | 0.0 | 0.8688 | 0.9876 | 0.9534 | 0.7165 | 0.9890 | | 0.0179 | 25.05 | 16480 | 0.0876 | 0.7583 | 0.9183 | 0.9584 | nan | 0.8921 | 0.9884 | 0.9547 | 0.7645 | 0.9919 | 0.0 | 0.8890 | 0.9880 | 0.9524 | 0.7311 | 0.9894 | | 0.0101 | 25.08 | 16500 | 0.0856 | 0.7599 | 0.9210 | 0.9622 | nan | 0.8848 | 0.9880 | 0.9617 | 0.7792 | 0.9910 | 0.0 | 0.8822 | 0.9875 | 0.9592 | 0.7418 | 0.9889 | | 0.0122 | 25.11 | 16520 | 0.0926 | 0.7599 | 0.9195 | 0.9621 | nan | 0.8838 | 0.9888 | 0.9624 | 0.7745 | 0.9880 | 0.0 | 0.8816 | 0.9884 | 0.9595 | 0.7436 | 0.9862 | | 0.0062 | 25.14 | 16540 | 0.0930 | 0.7726 | 0.9357 | 0.9618 | nan | 0.8972 | 0.9861 | 0.9594 | 0.8441 | 0.9918 | 0.0 | 0.8946 | 0.9858 | 0.9567 | 0.8095 | 0.9893 | | 0.0245 | 25.17 | 16560 | 0.0995 | 0.7702 | 0.9329 | 0.9565 | nan | 0.8890 | 0.9908 | 0.9512 | 0.8397 | 0.9939 | 0.0 | 0.8863 | 0.9886 | 0.9493 | 0.8063 | 0.9907 | | 0.0068 | 25.2 | 16580 | 0.0974 | 0.7617 | 0.9214 | 0.9586 | nan | 0.8968 | 0.9878 | 0.9554 | 0.7788 | 0.9884 | 0.0 | 0.8949 | 0.9867 | 0.9527 | 0.7492 | 0.9866 | | 0.0044 | 25.23 | 16600 | 0.0968 | 0.7595 | 0.9183 | 0.9667 | nan | 0.8993 | 0.9897 | 0.9663 | 0.7432 | 0.9928 | 0.0 | 0.8971 | 0.9887 | 0.9637 | 0.7174 | 0.9901 | | 0.0122 | 25.26 | 16620 | 0.0954 | 0.7524 | 0.9106 | 0.9641 | nan | 0.8898 | 0.9894 | 0.9636 | 0.7178 | 0.9925 | 0.0 | 0.8878 | 0.9885 | 0.9610 | 0.6875 | 0.9898 | | 0.0056 | 25.29 | 16640 | 0.0976 | 0.7471 | 0.9024 | 0.9538 | nan | 0.8845 | 0.9882 | 0.9498 | 0.7009 | 0.9887 | 0.0 | 0.8822 | 0.9873 | 0.9476 | 0.6784 | 0.9869 | | 0.007 | 25.32 | 16660 | 0.0866 | 0.7633 | 0.9220 | 0.9604 | nan | 0.8934 | 0.9847 | 0.9579 | 0.7810 | 0.9930 | 0.0 | 0.8913 | 0.9839 | 0.9549 | 0.7596 | 0.9904 | | 0.0067 | 25.35 | 16680 | 0.0889 | 0.7625 | 0.9218 | 0.9618 | nan | 0.9010 | 0.9734 | 0.9615 | 0.7835 | 0.9897 | 0.0 | 0.8990 | 0.9728 | 0.9565 | 0.7586 | 0.9884 | | 0.0122 | 25.38 | 16700 | 0.0885 | 0.7621 | 0.9212 | 0.9605 | nan | 0.8969 | 0.9706 | 0.9607 | 0.7894 | 0.9884 | 0.0 | 0.8950 | 0.9701 | 0.9555 | 0.7650 | 0.9870 | | 0.0075 | 25.41 | 16720 | 0.0822 | 0.7715 | 0.9343 | 0.9666 | nan | 0.9007 | 0.9890 | 0.9660 | 0.8239 | 0.9920 | 0.0 | 0.8979 | 0.9880 | 0.9636 | 0.7899 | 0.9898 | | 0.0075 | 25.44 | 16740 | 0.0853 | 0.7656 | 0.9281 | 0.9640 | nan | 0.8890 | 0.9882 | 0.9637 | 0.8082 | 0.9915 | 0.0 | 0.8867 | 0.9870 | 0.9613 | 0.7691 | 0.9894 | | 0.0049 | 25.47 | 16760 | 0.0867 | 0.7702 | 0.9339 | 0.9677 | nan | 0.8921 | 0.9883 | 0.9687 | 0.8280 | 0.9924 | 0.0 | 0.8901 | 0.9874 | 0.9660 | 0.7876 | 0.9902 | | 0.011 | 25.5 | 16780 | 0.0852 | 0.7697 | 0.9320 | 0.9674 | nan | 0.8808 | 0.9875 | 0.9703 | 0.8307 | 0.9905 | 0.0 | 0.8790 | 0.9868 | 0.9674 | 0.7964 | 0.9883 | | 0.0081 | 25.53 | 16800 | 0.0867 | 0.7667 | 0.9274 | 0.9655 | nan | 0.8895 | 0.9881 | 0.9662 | 0.8025 | 0.9909 | 0.0 | 0.8875 | 0.9875 | 0.9636 | 0.7729 | 0.9884 | | 0.0035 | 25.56 | 16820 | 0.0844 | 0.7723 | 0.9365 | 0.9649 | nan | 0.8870 | 0.9877 | 0.9658 | 0.8518 | 0.9900 | 0.0 | 0.8849 | 0.9872 | 0.9631 | 0.8103 | 0.9881 | | 0.0167 | 25.59 | 16840 | 0.0849 | 0.7684 | 0.9311 | 0.9634 | nan | 0.8856 | 0.9887 | 0.9636 | 0.8273 | 0.9901 | 0.0 | 0.8834 | 0.9882 | 0.9608 | 0.7897 | 0.9881 | | 0.0089 | 25.62 | 16860 | 0.0855 | 0.7697 | 0.9327 | 0.9604 | nan | 0.8896 | 0.9893 | 0.9591 | 0.8383 | 0.9870 | 0.0 | 0.8881 | 0.9888 | 0.9561 | 0.7998 | 0.9855 | | 0.0093 | 25.65 | 16880 | 0.0817 | 0.7790 | 0.9439 | 0.9671 | nan | 0.9111 | 0.9885 | 0.9658 | 0.8639 | 0.9900 | 0.0 | 0.9088 | 0.9882 | 0.9629 | 0.8258 | 0.9881 | | 0.014 | 25.68 | 16900 | 0.0817 | 0.7705 | 0.9336 | 0.9621 | nan | 0.8812 | 0.9874 | 0.9623 | 0.8474 | 0.9898 | 0.0 | 0.8788 | 0.9871 | 0.9596 | 0.8098 | 0.9881 | | 0.0043 | 25.71 | 16920 | 0.0854 | 0.7729 | 0.9384 | 0.9639 | nan | 0.8931 | 0.9892 | 0.9627 | 0.8547 | 0.9923 | 0.0 | 0.8881 | 0.9887 | 0.9602 | 0.8104 | 0.9902 | | 0.0135 | 25.74 | 16940 | 0.0845 | 0.7687 | 0.9333 | 0.9598 | nan | 0.8822 | 0.9876 | 0.9584 | 0.8482 | 0.9903 | 0.0 | 0.8782 | 0.9871 | 0.9560 | 0.8023 | 0.9884 | | 0.0071 | 25.78 | 16960 | 0.0829 | 0.7654 | 0.9299 | 0.9624 | nan | 0.8854 | 0.9876 | 0.9627 | 0.8255 | 0.9881 | 0.0 | 0.8827 | 0.9872 | 0.9596 | 0.7758 | 0.9869 | | 0.019 | 25.81 | 16980 | 0.0799 | 0.7658 | 0.9300 | 0.9662 | nan | 0.8777 | 0.9868 | 0.9697 | 0.8278 | 0.9880 | 0.0 | 0.8761 | 0.9864 | 0.9663 | 0.7790 | 0.9868 | | 0.0393 | 25.84 | 17000 | 0.0818 | 0.7627 | 0.9244 | 0.9636 | nan | 0.8926 | 0.9883 | 0.9636 | 0.7893 | 0.9880 | 0.0 | 0.8898 | 0.9878 | 0.9608 | 0.7512 | 0.9868 | | 0.0041 | 25.87 | 17020 | 0.0771 | 0.7743 | 0.9379 | 0.9646 | nan | 0.9061 | 0.9896 | 0.9623 | 0.8408 | 0.9907 | 0.0 | 0.9036 | 0.9890 | 0.9597 | 0.8049 | 0.9888 | | 0.0052 | 25.9 | 17040 | 0.0766 | 0.7721 | 0.9346 | 0.9654 | nan | 0.8922 | 0.9876 | 0.9658 | 0.8371 | 0.9901 | 0.0 | 0.8904 | 0.9869 | 0.9630 | 0.8042 | 0.9882 | | 0.0533 | 25.93 | 17060 | 0.0780 | 0.7710 | 0.9329 | 0.9638 | nan | 0.8938 | 0.9892 | 0.9627 | 0.8272 | 0.9918 | 0.0 | 0.8914 | 0.9883 | 0.9601 | 0.7968 | 0.9896 | | 0.0057 | 25.96 | 17080 | 0.0855 | 0.7665 | 0.9278 | 0.9630 | nan | 0.8801 | 0.9878 | 0.9639 | 0.8170 | 0.9900 | 0.0 | 0.8780 | 0.9869 | 0.9611 | 0.7848 | 0.9880 | | 0.0441 | 25.99 | 17100 | 0.0852 | 0.7727 | 0.9367 | 0.9648 | nan | 0.8791 | 0.9891 | 0.9667 | 0.8603 | 0.9886 | 0.0 | 0.8763 | 0.9883 | 0.9639 | 0.8206 | 0.9869 | | 0.031 | 26.02 | 17120 | 0.0847 | 0.7739 | 0.9377 | 0.9633 | nan | 0.8803 | 0.9879 | 0.9645 | 0.8670 | 0.9886 | 0.0 | 0.8783 | 0.9874 | 0.9613 | 0.8294 | 0.9870 | | 0.0026 | 26.05 | 17140 | 0.0852 | 0.7769 | 0.9407 | 0.9660 | nan | 0.8981 | 0.9869 | 0.9658 | 0.8618 | 0.9910 | 0.0 | 0.8957 | 0.9865 | 0.9630 | 0.8274 | 0.9890 | | 0.0073 | 26.08 | 17160 | 0.0838 | 0.7693 | 0.9308 | 0.9597 | nan | 0.8793 | 0.9871 | 0.9596 | 0.8408 | 0.9873 | 0.0 | 0.8773 | 0.9864 | 0.9568 | 0.8094 | 0.9858 | | 0.0069 | 26.11 | 17180 | 0.0854 | 0.7705 | 0.9316 | 0.9596 | nan | 0.8859 | 0.9887 | 0.9573 | 0.8347 | 0.9915 | 0.0 | 0.8839 | 0.9882 | 0.9548 | 0.8070 | 0.9893 | | 0.0069 | 26.14 | 17200 | 0.0902 | 0.7740 | 0.9375 | 0.9631 | nan | 0.8955 | 0.9875 | 0.9615 | 0.8514 | 0.9918 | 0.0 | 0.8932 | 0.9871 | 0.9588 | 0.8153 | 0.9896 | | 0.0073 | 26.17 | 17220 | 0.0912 | 0.7803 | 0.9480 | 0.9626 | nan | 0.9086 | 0.9888 | 0.9583 | 0.8912 | 0.9930 | 0.0 | 0.9059 | 0.9884 | 0.9559 | 0.8410 | 0.9905 | | 0.0334 | 26.2 | 17240 | 0.0891 | 0.7804 | 0.9469 | 0.9647 | nan | 0.9016 | 0.9884 | 0.9632 | 0.8903 | 0.9908 | 0.0 | 0.8997 | 0.9880 | 0.9602 | 0.8456 | 0.9887 | | 0.0123 | 26.23 | 17260 | 0.0870 | 0.7778 | 0.9429 | 0.9628 | nan | 0.9029 | 0.9871 | 0.9597 | 0.8720 | 0.9928 | 0.0 | 0.9008 | 0.9867 | 0.9570 | 0.8322 | 0.9898 | | 0.0192 | 26.26 | 17280 | 0.0899 | 0.7689 | 0.9304 | 0.9583 | nan | 0.8795 | 0.9887 | 0.9555 | 0.8345 | 0.9938 | 0.0 | 0.8776 | 0.9883 | 0.9531 | 0.8039 | 0.9904 | | 0.0227 | 26.29 | 17300 | 0.0858 | 0.7739 | 0.9355 | 0.9704 | nan | 0.8869 | 0.9850 | 0.9741 | 0.8395 | 0.9919 | 0.0 | 0.8853 | 0.9847 | 0.9707 | 0.8131 | 0.9895 | | 0.0099 | 26.32 | 17320 | 0.0817 | 0.7735 | 0.9345 | 0.9694 | nan | 0.8902 | 0.9881 | 0.9721 | 0.8316 | 0.9903 | 0.0 | 0.8886 | 0.9878 | 0.9690 | 0.8076 | 0.9880 | | 0.003 | 26.35 | 17340 | 0.0788 | 0.7766 | 0.9407 | 0.9648 | nan | 0.8985 | 0.9887 | 0.9640 | 0.8629 | 0.9897 | 0.0 | 0.8965 | 0.9882 | 0.9612 | 0.8261 | 0.9877 | | 0.0067 | 26.38 | 17360 | 0.0851 | 0.7733 | 0.9367 | 0.9670 | nan | 0.8743 | 0.9871 | 0.9699 | 0.8593 | 0.9930 | 0.0 | 0.8726 | 0.9867 | 0.9670 | 0.8231 | 0.9905 | | 0.0045 | 26.41 | 17380 | 0.0840 | 0.7716 | 0.9352 | 0.9594 | nan | 0.8763 | 0.9862 | 0.9580 | 0.8623 | 0.9934 | 0.0 | 0.8741 | 0.9858 | 0.9556 | 0.8236 | 0.9906 | | 0.0051 | 26.44 | 17400 | 0.0883 | 0.7751 | 0.9386 | 0.9635 | nan | 0.8863 | 0.9880 | 0.9632 | 0.8639 | 0.9918 | 0.0 | 0.8844 | 0.9876 | 0.9603 | 0.8284 | 0.9898 | | 0.0149 | 26.47 | 17420 | 0.0874 | 0.7721 | 0.9351 | 0.9626 | nan | 0.8751 | 0.9871 | 0.9633 | 0.8582 | 0.9921 | 0.0 | 0.8732 | 0.9866 | 0.9605 | 0.8224 | 0.9899 | | 0.008 | 26.5 | 17440 | 0.0843 | 0.7681 | 0.9300 | 0.9589 | nan | 0.8754 | 0.9879 | 0.9578 | 0.8379 | 0.9910 | 0.0 | 0.8737 | 0.9874 | 0.9550 | 0.8037 | 0.9887 | | 0.0057 | 26.53 | 17460 | 0.0857 | 0.7670 | 0.9279 | 0.9576 | nan | 0.8747 | 0.9881 | 0.9560 | 0.8302 | 0.9904 | 0.0 | 0.8733 | 0.9876 | 0.9531 | 0.7998 | 0.9884 | | 0.0043 | 26.57 | 17480 | 0.0823 | 0.7761 | 0.9394 | 0.9672 | nan | 0.8872 | 0.9905 | 0.9689 | 0.8609 | 0.9897 | 0.0 | 0.8856 | 0.9900 | 0.9656 | 0.8273 | 0.9881 | | 0.0033 | 26.6 | 17500 | 0.0790 | 0.7749 | 0.9382 | 0.9615 | nan | 0.8808 | 0.9881 | 0.9612 | 0.8709 | 0.9898 | 0.0 | 0.8787 | 0.9875 | 0.9585 | 0.8368 | 0.9879 | | 0.0349 | 26.63 | 17520 | 0.0784 | 0.7778 | 0.9413 | 0.9660 | nan | 0.8937 | 0.9909 | 0.9656 | 0.8645 | 0.9918 | 0.0 | 0.8915 | 0.9900 | 0.9627 | 0.8323 | 0.9900 | | 0.0056 | 26.66 | 17540 | 0.0816 | 0.7716 | 0.9329 | 0.9648 | nan | 0.8899 | 0.9906 | 0.9641 | 0.8268 | 0.9932 | 0.0 | 0.8882 | 0.9898 | 0.9613 | 0.7993 | 0.9910 | | 0.0227 | 26.69 | 17560 | 0.0832 | 0.7669 | 0.9271 | 0.9667 | nan | 0.8935 | 0.9904 | 0.9668 | 0.7920 | 0.9928 | 0.0 | 0.8919 | 0.9894 | 0.9640 | 0.7656 | 0.9903 | | 0.0055 | 26.72 | 17580 | 0.0842 | 0.7714 | 0.9343 | 0.9641 | nan | 0.9016 | 0.9887 | 0.9616 | 0.8260 | 0.9936 | 0.0 | 0.8995 | 0.9880 | 0.9592 | 0.7914 | 0.9906 | | 0.0236 | 26.75 | 17600 | 0.0818 | 0.7648 | 0.9270 | 0.9593 | nan | 0.8795 | 0.9876 | 0.9581 | 0.8188 | 0.9909 | 0.0 | 0.8775 | 0.9869 | 0.9556 | 0.7799 | 0.9888 | | 0.0119 | 26.78 | 17620 | 0.0851 | 0.7687 | 0.9316 | 0.9647 | nan | 0.8995 | 0.9887 | 0.9640 | 0.8163 | 0.9894 | 0.0 | 0.8972 | 0.9881 | 0.9612 | 0.7783 | 0.9877 | | 0.0033 | 26.81 | 17640 | 0.0851 | 0.7675 | 0.9290 | 0.9651 | nan | 0.8932 | 0.9893 | 0.9648 | 0.8059 | 0.9916 | 0.0 | 0.8912 | 0.9888 | 0.9621 | 0.7731 | 0.9898 | | 0.0081 | 26.84 | 17660 | 0.0865 | 0.7733 | 0.9355 | 0.9661 | nan | 0.9029 | 0.9887 | 0.9653 | 0.8297 | 0.9907 | 0.0 | 0.9008 | 0.9882 | 0.9625 | 0.7993 | 0.9892 | | 0.0175 | 26.87 | 17680 | 0.0869 | 0.7734 | 0.9365 | 0.9657 | nan | 0.8947 | 0.9877 | 0.9661 | 0.8444 | 0.9896 | 0.0 | 0.8927 | 0.9872 | 0.9626 | 0.8097 | 0.9883 | | 0.0167 | 26.9 | 17700 | 0.0861 | 0.7754 | 0.9396 | 0.9634 | nan | 0.8907 | 0.9908 | 0.9616 | 0.8619 | 0.9931 | 0.0 | 0.8885 | 0.9885 | 0.9592 | 0.8253 | 0.9909 | | 0.0088 | 26.93 | 17720 | 0.0857 | 0.7719 | 0.9432 | 0.9615 | nan | 0.8982 | 0.9904 | 0.9586 | 0.8787 | 0.9901 | 0.0 | 0.8957 | 0.9851 | 0.9563 | 0.8061 | 0.9884 | | 0.0017 | 26.96 | 17740 | 0.0863 | 0.7690 | 0.9408 | 0.9653 | nan | 0.8890 | 0.9874 | 0.9663 | 0.8724 | 0.9890 | 0.0 | 0.8872 | 0.9867 | 0.9632 | 0.7893 | 0.9877 | | 0.0083 | 26.99 | 17760 | 0.0847 | 0.7629 | 0.9295 | 0.9678 | nan | 0.9070 | 0.9889 | 0.9681 | 0.7958 | 0.9877 | 0.0 | 0.9042 | 0.9884 | 0.9654 | 0.7330 | 0.9862 | | 0.0107 | 27.02 | 17780 | 0.0899 | 0.7600 | 0.9220 | 0.9619 | nan | 0.8888 | 0.9890 | 0.9610 | 0.7812 | 0.9900 | 0.0 | 0.8864 | 0.9885 | 0.9587 | 0.7387 | 0.9876 | | 0.0529 | 27.05 | 17800 | 0.0882 | 0.7641 | 0.9257 | 0.9641 | nan | 0.8997 | 0.9890 | 0.9628 | 0.7864 | 0.9902 | 0.0 | 0.8976 | 0.9886 | 0.9602 | 0.7504 | 0.9879 | | 0.0041 | 27.08 | 17820 | 0.0876 | 0.7606 | 0.9197 | 0.9633 | nan | 0.8915 | 0.9889 | 0.9634 | 0.7671 | 0.9873 | 0.0 | 0.8900 | 0.9885 | 0.9604 | 0.7393 | 0.9856 | | 0.0065 | 27.11 | 17840 | 0.0879 | 0.7642 | 0.9242 | 0.9638 | nan | 0.8915 | 0.9885 | 0.9635 | 0.7874 | 0.9903 | 0.0 | 0.8899 | 0.9881 | 0.9607 | 0.7583 | 0.9880 | | 0.0041 | 27.14 | 17860 | 0.0886 | 0.7624 | 0.9225 | 0.9641 | nan | 0.8878 | 0.9881 | 0.9659 | 0.7856 | 0.9849 | 0.0 | 0.8866 | 0.9877 | 0.9626 | 0.7540 | 0.9836 | | 0.029 | 27.17 | 17880 | 0.0898 | 0.7670 | 0.9283 | 0.9644 | nan | 0.8862 | 0.9876 | 0.9655 | 0.8133 | 0.9886 | 0.0 | 0.8841 | 0.9872 | 0.9627 | 0.7813 | 0.9865 | | 0.0098 | 27.2 | 17900 | 0.0868 | 0.7726 | 0.9340 | 0.9613 | nan | 0.8858 | 0.9869 | 0.9608 | 0.8480 | 0.9887 | 0.0 | 0.8840 | 0.9865 | 0.9579 | 0.8207 | 0.9865 | | 0.0063 | 27.23 | 17920 | 0.0861 | 0.7710 | 0.9329 | 0.9571 | nan | 0.8683 | 0.9886 | 0.9557 | 0.8602 | 0.9916 | 0.0 | 0.8663 | 0.9880 | 0.9531 | 0.8299 | 0.9889 | | 0.0091 | 27.26 | 17940 | 0.0895 | 0.7714 | 0.9343 | 0.9571 | nan | 0.8823 | 0.9890 | 0.9542 | 0.8565 | 0.9898 | 0.0 | 0.8803 | 0.9884 | 0.9515 | 0.8205 | 0.9878 | | 0.0023 | 27.29 | 17960 | 0.0945 | 0.7737 | 0.9370 | 0.9620 | nan | 0.8957 | 0.9894 | 0.9598 | 0.8499 | 0.9903 | 0.0 | 0.8940 | 0.9889 | 0.9569 | 0.8140 | 0.9882 | | 0.0315 | 27.33 | 17980 | 0.0874 | 0.7769 | 0.9422 | 0.9636 | nan | 0.9037 | 0.9889 | 0.9613 | 0.8665 | 0.9904 | 0.0 | 0.9005 | 0.9884 | 0.9588 | 0.8252 | 0.9883 | | 0.0235 | 27.36 | 18000 | 0.0874 | 0.7730 | 0.9376 | 0.9586 | nan | 0.8946 | 0.9890 | 0.9549 | 0.8596 | 0.9900 | 0.0 | 0.8909 | 0.9885 | 0.9528 | 0.8183 | 0.9877 | | 0.0064 | 27.39 | 18020 | 0.0867 | 0.7700 | 0.9333 | 0.9604 | nan | 0.8724 | 0.9884 | 0.9604 | 0.8545 | 0.9909 | 0.0 | 0.8699 | 0.9879 | 0.9579 | 0.8157 | 0.9888 | | 0.0203 | 27.42 | 18040 | 0.0865 | 0.7720 | 0.9380 | 0.9591 | nan | 0.8927 | 0.9900 | 0.9561 | 0.8623 | 0.9887 | 0.0 | 0.8897 | 0.9893 | 0.9537 | 0.8121 | 0.9871 | | 0.0036 | 27.45 | 18060 | 0.0861 | 0.7743 | 0.9362 | 0.9646 | nan | 0.9005 | 0.9887 | 0.9636 | 0.8389 | 0.9895 | 0.0 | 0.8978 | 0.9881 | 0.9608 | 0.8114 | 0.9876 | | 0.0127 | 27.48 | 18080 | 0.0865 | 0.7729 | 0.9347 | 0.9640 | nan | 0.9000 | 0.9886 | 0.9623 | 0.8316 | 0.9912 | 0.0 | 0.8970 | 0.9881 | 0.9600 | 0.8038 | 0.9885 | | 0.0539 | 27.51 | 18100 | 0.0975 | 0.7620 | 0.9230 | 0.9491 | nan | 0.8889 | 0.9908 | 0.9416 | 0.8061 | 0.9877 | 0.0 | 0.8860 | 0.9900 | 0.9398 | 0.7704 | 0.9856 | | 0.0033 | 27.54 | 18120 | 0.0867 | 0.7665 | 0.9287 | 0.9615 | nan | 0.8894 | 0.9871 | 0.9609 | 0.8180 | 0.9880 | 0.0 | 0.8876 | 0.9866 | 0.9579 | 0.7804 | 0.9864 | | 0.0123 | 27.57 | 18140 | 0.0915 | 0.7687 | 0.9301 | 0.9552 | nan | 0.8856 | 0.9866 | 0.9511 | 0.8365 | 0.9906 | 0.0 | 0.8832 | 0.9862 | 0.9487 | 0.8054 | 0.9886 | | 0.0157 | 27.6 | 18160 | 0.0909 | 0.7696 | 0.9311 | 0.9547 | nan | 0.8871 | 0.9889 | 0.9498 | 0.8392 | 0.9907 | 0.0 | 0.8842 | 0.9884 | 0.9474 | 0.8087 | 0.9886 | | 0.0122 | 27.63 | 18180 | 0.0920 | 0.7724 | 0.9350 | 0.9636 | nan | 0.8905 | 0.9874 | 0.9636 | 0.8449 | 0.9888 | 0.0 | 0.8880 | 0.9871 | 0.9607 | 0.8119 | 0.9870 | | 0.031 | 27.66 | 18200 | 0.0871 | 0.7718 | 0.9359 | 0.9593 | nan | 0.8934 | 0.9874 | 0.9562 | 0.8517 | 0.9906 | 0.0 | 0.8904 | 0.9871 | 0.9538 | 0.8111 | 0.9883 | | 0.0191 | 27.69 | 18220 | 0.0889 | 0.7710 | 0.9341 | 0.9614 | nan | 0.8845 | 0.9867 | 0.9614 | 0.8496 | 0.9882 | 0.0 | 0.8821 | 0.9864 | 0.9586 | 0.8129 | 0.9864 | | 0.0045 | 27.72 | 18240 | 0.0902 | 0.7741 | 0.9377 | 0.9621 | nan | 0.9046 | 0.9890 | 0.9595 | 0.8476 | 0.9879 | 0.0 | 0.9022 | 0.9874 | 0.9569 | 0.8120 | 0.9858 | | 0.0507 | 27.75 | 18260 | 0.0870 | 0.7681 | 0.9310 | 0.9605 | nan | 0.8906 | 0.9878 | 0.9590 | 0.8291 | 0.9886 | 0.0 | 0.8883 | 0.9849 | 0.9564 | 0.7922 | 0.9866 | | 0.0031 | 27.78 | 18280 | 0.0890 | 0.7702 | 0.9329 | 0.9598 | nan | 0.8924 | 0.9878 | 0.9575 | 0.8383 | 0.9887 | 0.0 | 0.8897 | 0.9852 | 0.9548 | 0.8043 | 0.9870 | | 0.0037 | 27.81 | 18300 | 0.0912 | 0.7698 | 0.9319 | 0.9605 | nan | 0.8792 | 0.9880 | 0.9605 | 0.8437 | 0.9883 | 0.0 | 0.8769 | 0.9857 | 0.9576 | 0.8117 | 0.9867 | | 0.0216 | 27.84 | 18320 | 0.0872 | 0.7681 | 0.9297 | 0.9588 | nan | 0.8758 | 0.9876 | 0.9577 | 0.8366 | 0.9908 | 0.0 | 0.8734 | 0.9861 | 0.9551 | 0.8054 | 0.9889 | | 0.0094 | 27.87 | 18340 | 0.0900 | 0.7702 | 0.9317 | 0.9612 | nan | 0.8930 | 0.9875 | 0.9589 | 0.8276 | 0.9917 | 0.0 | 0.8906 | 0.9872 | 0.9563 | 0.7977 | 0.9895 | | 0.0082 | 27.9 | 18360 | 0.0855 | 0.7747 | 0.9381 | 0.9701 | nan | 0.8968 | 0.9886 | 0.9714 | 0.8402 | 0.9934 | 0.0 | 0.8948 | 0.9883 | 0.9686 | 0.8054 | 0.9909 | | 0.0323 | 27.93 | 18380 | 0.0843 | 0.7689 | 0.9324 | 0.9582 | nan | 0.8856 | 0.9889 | 0.9552 | 0.8411 | 0.9913 | 0.0 | 0.8835 | 0.9884 | 0.9530 | 0.7997 | 0.9886 | | 0.018 | 27.96 | 18400 | 0.0848 | 0.7713 | 0.9345 | 0.9618 | nan | 0.8997 | 0.9894 | 0.9590 | 0.8339 | 0.9907 | 0.0 | 0.8973 | 0.9889 | 0.9566 | 0.7967 | 0.9882 | | 0.0024 | 27.99 | 18420 | 0.0837 | 0.7753 | 0.9396 | 0.9615 | nan | 0.8993 | 0.9876 | 0.9588 | 0.8624 | 0.9901 | 0.0 | 0.8971 | 0.9873 | 0.9564 | 0.8231 | 0.9878 | | 0.0112 | 28.02 | 18440 | 0.0827 | 0.7743 | 0.9381 | 0.9624 | nan | 0.8952 | 0.9894 | 0.9602 | 0.8542 | 0.9912 | 0.0 | 0.8933 | 0.9890 | 0.9577 | 0.8168 | 0.9892 | | 0.0353 | 28.05 | 18460 | 0.0848 | 0.7734 | 0.9394 | 0.9641 | nan | 0.8948 | 0.9891 | 0.9630 | 0.8591 | 0.9909 | 0.0 | 0.8929 | 0.9886 | 0.9603 | 0.8092 | 0.9892 | | 0.0096 | 28.09 | 18480 | 0.0841 | 0.7746 | 0.9392 | 0.9657 | nan | 0.9026 | 0.9898 | 0.9640 | 0.8470 | 0.9927 | 0.0 | 0.9007 | 0.9892 | 0.9613 | 0.8056 | 0.9908 | | 0.0101 | 28.12 | 18500 | 0.0847 | 0.7706 | 0.9327 | 0.9645 | nan | 0.9004 | 0.9852 | 0.9632 | 0.8225 | 0.9923 | 0.0 | 0.8983 | 0.9847 | 0.9606 | 0.7901 | 0.9901 | | 0.0061 | 28.15 | 18520 | 0.0856 | 0.7734 | 0.9359 | 0.9649 | nan | 0.8994 | 0.9883 | 0.9638 | 0.8366 | 0.9915 | 0.0 | 0.8971 | 0.9878 | 0.9610 | 0.8052 | 0.9894 | | 0.0355 | 28.18 | 18540 | 0.0852 | 0.7715 | 0.9331 | 0.9626 | nan | 0.8930 | 0.9883 | 0.9612 | 0.8321 | 0.9908 | 0.0 | 0.8910 | 0.9878 | 0.9583 | 0.8033 | 0.9886 | | 0.0099 | 28.21 | 18560 | 0.0865 | 0.7730 | 0.9349 | 0.9637 | nan | 0.8950 | 0.9875 | 0.9625 | 0.8377 | 0.9915 | 0.0 | 0.8927 | 0.9869 | 0.9597 | 0.8091 | 0.9894 | | 0.0172 | 28.24 | 18580 | 0.0884 | 0.7734 | 0.9359 | 0.9634 | nan | 0.8940 | 0.9882 | 0.9618 | 0.8434 | 0.9923 | 0.0 | 0.8914 | 0.9876 | 0.9593 | 0.8124 | 0.9900 | | 0.0056 | 28.27 | 18600 | 0.0844 | 0.7730 | 0.9363 | 0.9622 | nan | 0.9000 | 0.9887 | 0.9595 | 0.8421 | 0.9914 | 0.0 | 0.8976 | 0.9882 | 0.9570 | 0.8062 | 0.9892 | | 0.0038 | 28.3 | 18620 | 0.0882 | 0.7697 | 0.9328 | 0.9599 | nan | 0.8831 | 0.9883 | 0.9584 | 0.8438 | 0.9904 | 0.0 | 0.8812 | 0.9879 | 0.9558 | 0.8047 | 0.9886 | | 0.0056 | 28.33 | 18640 | 0.0845 | 0.7714 | 0.9336 | 0.9617 | nan | 0.8943 | 0.9876 | 0.9600 | 0.8362 | 0.9898 | 0.0 | 0.8923 | 0.9873 | 0.9573 | 0.8033 | 0.9881 | | 0.0497 | 28.36 | 18660 | 0.0836 | 0.7706 | 0.9340 | 0.9553 | nan | 0.8920 | 0.9881 | 0.9505 | 0.8500 | 0.9892 | 0.0 | 0.8898 | 0.9876 | 0.9481 | 0.8110 | 0.9873 | | 0.0058 | 28.39 | 18680 | 0.0844 | 0.7738 | 0.9379 | 0.9583 | nan | 0.8940 | 0.9878 | 0.9544 | 0.8624 | 0.9908 | 0.0 | 0.8919 | 0.9874 | 0.9518 | 0.8231 | 0.9887 | | 0.0072 | 28.42 | 18700 | 0.0855 | 0.7701 | 0.9346 | 0.9595 | nan | 0.8832 | 0.9876 | 0.9582 | 0.8548 | 0.9894 | 0.0 | 0.8814 | 0.9872 | 0.9554 | 0.8092 | 0.9875 | | 0.0113 | 28.45 | 18720 | 0.0880 | 0.7702 | 0.9333 | 0.9595 | nan | 0.8866 | 0.9895 | 0.9577 | 0.8447 | 0.9882 | 0.0 | 0.8849 | 0.9890 | 0.9548 | 0.8058 | 0.9866 | | 0.0257 | 28.48 | 18740 | 0.0875 | 0.7744 | 0.9381 | 0.9643 | nan | 0.8951 | 0.9887 | 0.9630 | 0.8514 | 0.9922 | 0.0 | 0.8929 | 0.9884 | 0.9601 | 0.8148 | 0.9901 | | 0.0042 | 28.51 | 18760 | 0.0906 | 0.7724 | 0.9355 | 0.9629 | nan | 0.8987 | 0.9883 | 0.9611 | 0.8394 | 0.9898 | 0.0 | 0.8968 | 0.9880 | 0.9581 | 0.8035 | 0.9881 | | 0.0096 | 28.54 | 18780 | 0.0888 | 0.7694 | 0.9314 | 0.9598 | nan | 0.8850 | 0.9888 | 0.9581 | 0.8352 | 0.9898 | 0.0 | 0.8831 | 0.9883 | 0.9552 | 0.8018 | 0.9881 | | 0.0055 | 28.57 | 18800 | 0.0885 | 0.7682 | 0.9291 | 0.9621 | nan | 0.8810 | 0.9892 | 0.9627 | 0.8251 | 0.9875 | 0.0 | 0.8791 | 0.9884 | 0.9596 | 0.7957 | 0.9861 | | 0.0208 | 28.6 | 18820 | 0.0878 | 0.7688 | 0.9289 | 0.9634 | nan | 0.8894 | 0.9879 | 0.9632 | 0.8141 | 0.9899 | 0.0 | 0.8876 | 0.9871 | 0.9603 | 0.7898 | 0.9880 | | 0.0344 | 28.63 | 18840 | 0.0882 | 0.7688 | 0.9296 | 0.9622 | nan | 0.8924 | 0.9878 | 0.9613 | 0.8173 | 0.9891 | 0.0 | 0.8904 | 0.9871 | 0.9584 | 0.7895 | 0.9874 | | 0.0259 | 28.66 | 18860 | 0.0884 | 0.7675 | 0.9292 | 0.9641 | nan | 0.8856 | 0.9887 | 0.9656 | 0.8194 | 0.9869 | 0.0 | 0.8841 | 0.9881 | 0.9622 | 0.7850 | 0.9856 | | 0.0296 | 28.69 | 18880 | 0.0843 | 0.7715 | 0.9363 | 0.9622 | nan | 0.8922 | 0.9880 | 0.9605 | 0.8497 | 0.9911 | 0.0 | 0.8902 | 0.9875 | 0.9580 | 0.8041 | 0.9891 | | 0.0048 | 28.72 | 18900 | 0.0802 | 0.7742 | 0.9382 | 0.9677 | nan | 0.8938 | 0.9892 | 0.9688 | 0.8489 | 0.9904 | 0.0 | 0.8916 | 0.9888 | 0.9660 | 0.8100 | 0.9889 | | 0.0194 | 28.75 | 18920 | 0.0829 | 0.7728 | 0.9350 | 0.9603 | nan | 0.9011 | 0.9868 | 0.9569 | 0.8402 | 0.9900 | 0.0 | 0.8985 | 0.9864 | 0.9543 | 0.8093 | 0.9884 | | 0.0027 | 28.78 | 18940 | 0.0818 | 0.7707 | 0.9329 | 0.9626 | nan | 0.8936 | 0.9869 | 0.9625 | 0.8350 | 0.9865 | 0.0 | 0.8914 | 0.9866 | 0.9596 | 0.8015 | 0.9853 | | 0.0056 | 28.81 | 18960 | 0.0837 | 0.7682 | 0.9283 | 0.9631 | nan | 0.8862 | 0.9890 | 0.9628 | 0.8132 | 0.9905 | 0.0 | 0.8848 | 0.9885 | 0.9598 | 0.7876 | 0.9886 | | 0.004 | 28.84 | 18980 | 0.0855 | 0.7667 | 0.9270 | 0.9591 | nan | 0.8775 | 0.9889 | 0.9584 | 0.8213 | 0.9889 | 0.0 | 0.8760 | 0.9885 | 0.9553 | 0.7931 | 0.9873 | | 0.0077 | 28.88 | 19000 | 0.0837 | 0.7741 | 0.9362 | 0.9613 | nan | 0.9090 | 0.9877 | 0.9574 | 0.8368 | 0.9902 | 0.0 | 0.9068 | 0.9874 | 0.9545 | 0.8076 | 0.9884 | | 0.0093 | 28.91 | 19020 | 0.0808 | 0.7732 | 0.9360 | 0.9649 | nan | 0.8995 | 0.9867 | 0.9642 | 0.8395 | 0.9904 | 0.0 | 0.8981 | 0.9864 | 0.9609 | 0.8049 | 0.9886 | | 0.0045 | 28.94 | 19040 | 0.0830 | 0.7737 | 0.9373 | 0.9636 | nan | 0.8918 | 0.9883 | 0.9628 | 0.8527 | 0.9910 | 0.0 | 0.8900 | 0.9879 | 0.9599 | 0.8155 | 0.9887 | | 0.0065 | 28.97 | 19060 | 0.0837 | 0.7770 | 0.9415 | 0.9661 | nan | 0.9006 | 0.9892 | 0.9657 | 0.8628 | 0.9892 | 0.0 | 0.8985 | 0.9887 | 0.9626 | 0.8248 | 0.9875 | | 0.0047 | 29.0 | 19080 | 0.0832 | 0.7787 | 0.9435 | 0.9676 | nan | 0.9077 | 0.9891 | 0.9672 | 0.8644 | 0.9890 | 0.0 | 0.9055 | 0.9886 | 0.9641 | 0.8268 | 0.9874 | | 0.0041 | 29.03 | 19100 | 0.0821 | 0.7731 | 0.9368 | 0.9604 | nan | 0.8965 | 0.9889 | 0.9579 | 0.8522 | 0.9886 | 0.0 | 0.8941 | 0.9882 | 0.9551 | 0.8139 | 0.9871 | | 0.0049 | 29.06 | 19120 | 0.0831 | 0.7719 | 0.9353 | 0.9659 | nan | 0.8940 | 0.9906 | 0.9669 | 0.8386 | 0.9864 | 0.0 | 0.8919 | 0.9899 | 0.9636 | 0.8011 | 0.9852 | | 0.0309 | 29.09 | 19140 | 0.0829 | 0.7679 | 0.9306 | 0.9621 | nan | 0.8889 | 0.9884 | 0.9621 | 0.8267 | 0.9867 | 0.0 | 0.8866 | 0.9878 | 0.9592 | 0.7881 | 0.9855 | | 0.0181 | 29.12 | 19160 | 0.0829 | 0.7729 | 0.9359 | 0.9655 | nan | 0.8982 | 0.9897 | 0.9645 | 0.8353 | 0.9920 | 0.0 | 0.8959 | 0.9891 | 0.9617 | 0.8004 | 0.9901 | | 0.0096 | 29.15 | 19180 | 0.0843 | 0.7689 | 0.9309 | 0.9620 | nan | 0.8884 | 0.9885 | 0.9603 | 0.8241 | 0.9931 | 0.0 | 0.8862 | 0.9879 | 0.9577 | 0.7912 | 0.9907 | | 0.0206 | 29.18 | 19200 | 0.0891 | 0.7672 | 0.9286 | 0.9573 | nan | 0.8910 | 0.9878 | 0.9536 | 0.8210 | 0.9897 | 0.0 | 0.8887 | 0.9874 | 0.9511 | 0.7882 | 0.9880 | | 0.0303 | 29.21 | 19220 | 0.0873 | 0.7732 | 0.9362 | 0.9649 | nan | 0.8923 | 0.9880 | 0.9655 | 0.8472 | 0.9881 | 0.0 | 0.8904 | 0.9876 | 0.9622 | 0.8120 | 0.9869 | | 0.0127 | 29.24 | 19240 | 0.0878 | 0.7727 | 0.9352 | 0.9622 | nan | 0.8913 | 0.9872 | 0.9606 | 0.8451 | 0.9917 | 0.0 | 0.8892 | 0.9867 | 0.9579 | 0.8126 | 0.9896 | | 0.005 | 29.27 | 19260 | 0.0861 | 0.7737 | 0.9374 | 0.9658 | nan | 0.8885 | 0.9886 | 0.9667 | 0.8527 | 0.9904 | 0.0 | 0.8869 | 0.9881 | 0.9634 | 0.8152 | 0.9885 | | 0.0038 | 29.3 | 19280 | 0.0896 | 0.7768 | 0.9423 | 0.9681 | nan | 0.8978 | 0.9896 | 0.9685 | 0.8634 | 0.9920 | 0.0 | 0.8959 | 0.9890 | 0.9654 | 0.8207 | 0.9898 | | 0.022 | 29.33 | 19300 | 0.0899 | 0.7745 | 0.9380 | 0.9638 | nan | 0.8958 | 0.9893 | 0.9621 | 0.8505 | 0.9926 | 0.0 | 0.8938 | 0.9888 | 0.9593 | 0.8149 | 0.9901 | | 0.0018 | 29.36 | 19320 | 0.0910 | 0.7708 | 0.9329 | 0.9540 | nan | 0.8935 | 0.9884 | 0.9486 | 0.8460 | 0.9881 | 0.0 | 0.8916 | 0.9878 | 0.9462 | 0.8128 | 0.9862 | | 0.0032 | 29.39 | 19340 | 0.0883 | 0.7734 | 0.9366 | 0.9633 | nan | 0.8946 | 0.9886 | 0.9626 | 0.8492 | 0.9883 | 0.0 | 0.8928 | 0.9880 | 0.9596 | 0.8135 | 0.9867 | | 0.0065 | 29.42 | 19360 | 0.0841 | 0.7770 | 0.9428 | 0.9662 | nan | 0.9101 | 0.9894 | 0.9643 | 0.8592 | 0.9909 | 0.0 | 0.9077 | 0.9889 | 0.9616 | 0.8149 | 0.9890 | | 0.0106 | 29.45 | 19380 | 0.0854 | 0.7776 | 0.9435 | 0.9682 | nan | 0.9036 | 0.9896 | 0.9686 | 0.8667 | 0.9888 | 0.0 | 0.9012 | 0.9890 | 0.9657 | 0.8221 | 0.9873 | | 0.0039 | 29.48 | 19400 | 0.0857 | 0.7746 | 0.9408 | 0.9650 | nan | 0.9044 | 0.9901 | 0.9640 | 0.8580 | 0.9875 | 0.0 | 0.9016 | 0.9896 | 0.9612 | 0.8094 | 0.9861 | | 0.0172 | 29.51 | 19420 | 0.0876 | 0.7698 | 0.9324 | 0.9611 | nan | 0.8774 | 0.9888 | 0.9616 | 0.8461 | 0.9879 | 0.0 | 0.8754 | 0.9883 | 0.9587 | 0.8098 | 0.9864 | | 0.0076 | 29.54 | 19440 | 0.0890 | 0.7778 | 0.9432 | 0.9621 | nan | 0.9043 | 0.9882 | 0.9594 | 0.8754 | 0.9885 | 0.0 | 0.9016 | 0.9878 | 0.9567 | 0.8338 | 0.9868 | | 0.0041 | 29.57 | 19460 | 0.0889 | 0.7756 | 0.9411 | 0.9636 | nan | 0.8926 | 0.9898 | 0.9632 | 0.8717 | 0.9881 | 0.0 | 0.8905 | 0.9893 | 0.9603 | 0.8272 | 0.9866 | | 0.0115 | 29.6 | 19480 | 0.0879 | 0.7772 | 0.9428 | 0.9628 | nan | 0.8988 | 0.9903 | 0.9605 | 0.8746 | 0.9899 | 0.0 | 0.8966 | 0.9898 | 0.9579 | 0.8307 | 0.9880 | | 0.0046 | 29.64 | 19500 | 0.0857 | 0.7741 | 0.9405 | 0.9624 | nan | 0.8879 | 0.9901 | 0.9617 | 0.8741 | 0.9889 | 0.0 | 0.8859 | 0.9897 | 0.9590 | 0.8230 | 0.9872 | | 0.0044 | 29.67 | 19520 | 0.0825 | 0.7764 | 0.9409 | 0.9638 | nan | 0.8932 | 0.9874 | 0.9629 | 0.8697 | 0.9911 | 0.0 | 0.8912 | 0.9871 | 0.9602 | 0.8310 | 0.9889 | | 0.0081 | 29.7 | 19540 | 0.0896 | 0.7749 | 0.9396 | 0.9629 | nan | 0.8881 | 0.9884 | 0.9619 | 0.8679 | 0.9918 | 0.0 | 0.8857 | 0.9880 | 0.9593 | 0.8270 | 0.9893 | | 0.0045 | 29.73 | 19560 | 0.0902 | 0.7745 | 0.9379 | 0.9621 | nan | 0.8897 | 0.9887 | 0.9607 | 0.8596 | 0.9909 | 0.0 | 0.8876 | 0.9882 | 0.9580 | 0.8246 | 0.9887 | | 0.0038 | 29.76 | 19580 | 0.0882 | 0.7753 | 0.9383 | 0.9606 | nan | 0.8972 | 0.9894 | 0.9574 | 0.8569 | 0.9906 | 0.0 | 0.8955 | 0.9889 | 0.9546 | 0.8239 | 0.9886 | | 0.0034 | 29.79 | 19600 | 0.0913 | 0.7751 | 0.9399 | 0.9607 | nan | 0.8939 | 0.9889 | 0.9578 | 0.8672 | 0.9915 | 0.0 | 0.8920 | 0.9884 | 0.9551 | 0.8253 | 0.9894 | | 0.0065 | 29.82 | 19620 | 0.0887 | 0.7780 | 0.9438 | 0.9631 | nan | 0.9037 | 0.9894 | 0.9599 | 0.8737 | 0.9923 | 0.0 | 0.9016 | 0.9888 | 0.9573 | 0.8307 | 0.9899 | | 0.0176 | 29.85 | 19640 | 0.0852 | 0.7771 | 0.9419 | 0.9654 | nan | 0.8997 | 0.9877 | 0.9643 | 0.8656 | 0.9921 | 0.0 | 0.8974 | 0.9873 | 0.9616 | 0.8263 | 0.9899 | | 0.0029 | 29.88 | 19660 | 0.0852 | 0.7746 | 0.9384 | 0.9625 | nan | 0.8960 | 0.9871 | 0.9612 | 0.8585 | 0.9890 | 0.0 | 0.8938 | 0.9866 | 0.9583 | 0.8216 | 0.9873 | | 0.011 | 29.91 | 19680 | 0.0882 | 0.7738 | 0.9360 | 0.9642 | nan | 0.8938 | 0.9899 | 0.9635 | 0.8426 | 0.9900 | 0.0 | 0.8921 | 0.9893 | 0.9605 | 0.8128 | 0.9880 | | 0.027 | 29.94 | 19700 | 0.0884 | 0.7600 | 0.9192 | 0.9573 | nan | 0.8756 | 0.9873 | 0.9565 | 0.7894 | 0.9872 | 0.0 | 0.8737 | 0.9867 | 0.9539 | 0.7603 | 0.9854 | | 0.0048 | 29.97 | 19720 | 0.0894 | 0.7572 | 0.9150 | 0.9626 | nan | 0.8827 | 0.9890 | 0.9632 | 0.7509 | 0.9889 | 0.0 | 0.8811 | 0.9885 | 0.9603 | 0.7263 | 0.9870 | | 0.016 | 30.0 | 19740 | 0.0866 | 0.7585 | 0.9165 | 0.9588 | nan | 0.8743 | 0.9861 | 0.9583 | 0.7731 | 0.9908 | 0.0 | 0.8726 | 0.9858 | 0.9555 | 0.7486 | 0.9888 | | 0.0051 | 30.03 | 19760 | 0.0872 | 0.7689 | 0.9293 | 0.9626 | nan | 0.9033 | 0.9903 | 0.9600 | 0.8038 | 0.9893 | 0.0 | 0.9008 | 0.9897 | 0.9572 | 0.7781 | 0.9877 | | 0.0096 | 30.06 | 19780 | 0.0832 | 0.7593 | 0.9174 | 0.9622 | nan | 0.8876 | 0.9900 | 0.9617 | 0.7587 | 0.9890 | 0.0 | 0.8859 | 0.9893 | 0.9589 | 0.7346 | 0.9873 | | 0.0226 | 30.09 | 19800 | 0.0858 | 0.7619 | 0.9211 | 0.9651 | nan | 0.9037 | 0.9884 | 0.9637 | 0.7580 | 0.9915 | 0.0 | 0.9013 | 0.9880 | 0.9612 | 0.7314 | 0.9895 | | 0.0119 | 30.12 | 19820 | 0.0887 | 0.7648 | 0.9248 | 0.9566 | nan | 0.8906 | 0.9892 | 0.9523 | 0.8012 | 0.9906 | 0.0 | 0.8889 | 0.9886 | 0.9498 | 0.7728 | 0.9886 | | 0.0023 | 30.15 | 19840 | 0.0837 | 0.7718 | 0.9356 | 0.9618 | nan | 0.8888 | 0.9913 | 0.9596 | 0.8460 | 0.9925 | 0.0 | 0.8872 | 0.9900 | 0.9569 | 0.8069 | 0.9898 | | 0.0038 | 30.18 | 19860 | 0.0864 | 0.7709 | 0.9354 | 0.9610 | nan | 0.8862 | 0.9880 | 0.9592 | 0.8512 | 0.9924 | 0.0 | 0.8844 | 0.9873 | 0.9566 | 0.8075 | 0.9897 | | 0.0103 | 30.21 | 19880 | 0.0823 | 0.7659 | 0.9285 | 0.9649 | nan | 0.8852 | 0.9880 | 0.9656 | 0.8122 | 0.9916 | 0.0 | 0.8836 | 0.9875 | 0.9627 | 0.7721 | 0.9897 | | 0.0244 | 30.24 | 19900 | 0.0829 | 0.7665 | 0.9275 | 0.9648 | nan | 0.8851 | 0.9893 | 0.9651 | 0.8052 | 0.9927 | 0.0 | 0.8834 | 0.9888 | 0.9624 | 0.7738 | 0.9905 | | 0.0072 | 30.27 | 19920 | 0.0830 | 0.7642 | 0.9237 | 0.9588 | nan | 0.8904 | 0.9900 | 0.9552 | 0.7904 | 0.9927 | 0.0 | 0.8883 | 0.9894 | 0.9529 | 0.7647 | 0.9901 | | 0.0099 | 30.3 | 19940 | 0.0862 | 0.7626 | 0.9218 | 0.9572 | nan | 0.8922 | 0.9900 | 0.9525 | 0.7817 | 0.9925 | 0.0 | 0.8901 | 0.9894 | 0.9504 | 0.7560 | 0.9898 | | 0.0049 | 30.33 | 19960 | 0.0869 | 0.7624 | 0.9217 | 0.9606 | nan | 0.8858 | 0.9908 | 0.9583 | 0.7804 | 0.9932 | 0.0 | 0.8839 | 0.9902 | 0.9559 | 0.7540 | 0.9906 | | 0.0044 | 30.36 | 19980 | 0.0857 | 0.7643 | 0.9245 | 0.9660 | nan | 0.8953 | 0.9873 | 0.9661 | 0.7821 | 0.9917 | 0.0 | 0.8931 | 0.9870 | 0.9634 | 0.7529 | 0.9897 | | 0.0566 | 30.4 | 20000 | 0.0854 | 0.7633 | 0.9227 | 0.9589 | nan | 0.8813 | 0.9885 | 0.9567 | 0.7945 | 0.9926 | 0.0 | 0.8791 | 0.9880 | 0.9545 | 0.7680 | 0.9901 | | 0.0265 | 30.43 | 20020 | 0.0862 | 0.7736 | 0.9373 | 0.9649 | nan | 0.9003 | 0.9882 | 0.9634 | 0.8424 | 0.9922 | 0.0 | 0.8973 | 0.9878 | 0.9610 | 0.8056 | 0.9899 | | 0.023 | 30.46 | 20040 | 0.0876 | 0.7709 | 0.9349 | 0.9620 | nan | 0.8828 | 0.9892 | 0.9614 | 0.8506 | 0.9908 | 0.0 | 0.8803 | 0.9886 | 0.9588 | 0.8087 | 0.9888 | | 0.0096 | 30.49 | 20060 | 0.0891 | 0.7709 | 0.9339 | 0.9623 | nan | 0.8938 | 0.9869 | 0.9608 | 0.8368 | 0.9912 | 0.0 | 0.8913 | 0.9866 | 0.9583 | 0.8001 | 0.9891 | | 0.0306 | 30.52 | 20080 | 0.0906 | 0.7667 | 0.9287 | 0.9596 | nan | 0.8911 | 0.9901 | 0.9568 | 0.8155 | 0.9900 | 0.0 | 0.8885 | 0.9895 | 0.9545 | 0.7795 | 0.9880 | | 0.0041 | 30.55 | 20100 | 0.0913 | 0.7643 | 0.9252 | 0.9629 | nan | 0.8865 | 0.9898 | 0.9626 | 0.7971 | 0.9901 | 0.0 | 0.8843 | 0.9892 | 0.9600 | 0.7641 | 0.9882 | | 0.0058 | 30.58 | 20120 | 0.0882 | 0.7632 | 0.9235 | 0.9637 | nan | 0.8993 | 0.9871 | 0.9626 | 0.7789 | 0.9896 | 0.0 | 0.8969 | 0.9867 | 0.9601 | 0.7481 | 0.9877 | | 0.0121 | 30.61 | 20140 | 0.0901 | 0.7611 | 0.9205 | 0.9611 | nan | 0.8992 | 0.9883 | 0.9590 | 0.7678 | 0.9880 | 0.0 | 0.8972 | 0.9879 | 0.9563 | 0.7386 | 0.9863 | | 0.0333 | 30.64 | 20160 | 0.0878 | 0.7671 | 0.9273 | 0.9687 | nan | 0.9033 | 0.9897 | 0.9696 | 0.7850 | 0.9887 | 0.0 | 0.9013 | 0.9893 | 0.9665 | 0.7586 | 0.9870 | | 0.0033 | 30.67 | 20180 | 0.0856 | 0.7744 | 0.9384 | 0.9663 | nan | 0.9049 | 0.9900 | 0.9654 | 0.8421 | 0.9897 | 0.0 | 0.9026 | 0.9895 | 0.9628 | 0.8036 | 0.9878 | | 0.0347 | 30.7 | 20200 | 0.0860 | 0.7746 | 0.9398 | 0.9629 | nan | 0.9016 | 0.9898 | 0.9601 | 0.8563 | 0.9914 | 0.0 | 0.8989 | 0.9893 | 0.9577 | 0.8123 | 0.9892 | | 0.0304 | 30.73 | 20220 | 0.0897 | 0.7727 | 0.9367 | 0.9611 | nan | 0.8823 | 0.9902 | 0.9602 | 0.8609 | 0.9901 | 0.0 | 0.8805 | 0.9896 | 0.9574 | 0.8200 | 0.9884 | | 0.0095 | 30.76 | 20240 | 0.0880 | 0.7753 | 0.9395 | 0.9615 | nan | 0.8990 | 0.9907 | 0.9583 | 0.8586 | 0.9909 | 0.0 | 0.8968 | 0.9901 | 0.9558 | 0.8203 | 0.9889 | | 0.0267 | 30.79 | 20260 | 0.0879 | 0.7742 | 0.9375 | 0.9636 | nan | 0.9065 | 0.9892 | 0.9614 | 0.8421 | 0.9883 | 0.0 | 0.9042 | 0.9886 | 0.9589 | 0.8073 | 0.9865 | | 0.0058 | 30.82 | 20280 | 0.0867 | 0.7756 | 0.9411 | 0.9651 | nan | 0.9041 | 0.9899 | 0.9636 | 0.8586 | 0.9894 | 0.0 | 0.9022 | 0.9891 | 0.9609 | 0.8134 | 0.9878 | | 0.0123 | 30.85 | 20300 | 0.0954 | 0.7754 | 0.9419 | 0.9613 | nan | 0.8978 | 0.9907 | 0.9584 | 0.8729 | 0.9897 | 0.0 | 0.8957 | 0.9899 | 0.9560 | 0.8231 | 0.9879 | | 0.0313 | 30.88 | 20320 | 0.0924 | 0.7768 | 0.9430 | 0.9643 | nan | 0.9000 | 0.9889 | 0.9631 | 0.8739 | 0.9890 | 0.0 | 0.8981 | 0.9884 | 0.9603 | 0.8268 | 0.9873 | | 0.0122 | 30.91 | 20340 | 0.0909 | 0.7730 | 0.9371 | 0.9609 | nan | 0.8857 | 0.9894 | 0.9601 | 0.8625 | 0.9879 | 0.0 | 0.8837 | 0.9889 | 0.9573 | 0.8219 | 0.9862 | | 0.0065 | 30.94 | 20360 | 0.0899 | 0.7749 | 0.9409 | 0.9635 | nan | 0.8831 | 0.9893 | 0.9637 | 0.8780 | 0.9904 | 0.0 | 0.8806 | 0.9887 | 0.9611 | 0.8307 | 0.9885 | | 0.0141 | 30.97 | 20380 | 0.0900 | 0.7747 | 0.9404 | 0.9575 | nan | 0.8887 | 0.9900 | 0.9532 | 0.8783 | 0.9919 | 0.0 | 0.8862 | 0.9894 | 0.9510 | 0.8320 | 0.9895 | | 0.0053 | 31.0 | 20400 | 0.0923 | 0.7787 | 0.9446 | 0.9664 | nan | 0.8993 | 0.9908 | 0.9661 | 0.8777 | 0.9892 | 0.0 | 0.8978 | 0.9900 | 0.9630 | 0.8341 | 0.9875 | | 0.0044 | 31.03 | 20420 | 0.0863 | 0.7758 | 0.9405 | 0.9629 | nan | 0.8935 | 0.9879 | 0.9615 | 0.8685 | 0.9912 | 0.0 | 0.8913 | 0.9873 | 0.9589 | 0.8281 | 0.9891 | | 0.0311 | 31.06 | 20440 | 0.0868 | 0.7728 | 0.9366 | 0.9625 | nan | 0.8909 | 0.9883 | 0.9613 | 0.8518 | 0.9906 | 0.0 | 0.8890 | 0.9877 | 0.9585 | 0.8130 | 0.9888 | | 0.0093 | 31.09 | 20460 | 0.0936 | 0.7761 | 0.9411 | 0.9650 | nan | 0.8956 | 0.9886 | 0.9644 | 0.8658 | 0.9910 | 0.0 | 0.8933 | 0.9880 | 0.9615 | 0.8247 | 0.9893 | | 0.0105 | 31.12 | 20480 | 0.0923 | 0.7698 | 0.9325 | 0.9594 | nan | 0.8611 | 0.9873 | 0.9605 | 0.8631 | 0.9906 | 0.0 | 0.8589 | 0.9869 | 0.9577 | 0.8267 | 0.9888 | | 0.0274 | 31.16 | 20500 | 0.0893 | 0.7703 | 0.9319 | 0.9611 | nan | 0.8724 | 0.9891 | 0.9614 | 0.8460 | 0.9908 | 0.0 | 0.8700 | 0.9887 | 0.9587 | 0.8155 | 0.9889 | | 0.0264 | 31.19 | 20520 | 0.0938 | 0.7724 | 0.9343 | 0.9636 | nan | 0.8875 | 0.9895 | 0.9636 | 0.8415 | 0.9892 | 0.0 | 0.8854 | 0.9890 | 0.9607 | 0.8119 | 0.9876 | | 0.0353 | 31.22 | 20540 | 0.0919 | 0.7736 | 0.9353 | 0.9616 | nan | 0.8930 | 0.9888 | 0.9596 | 0.8446 | 0.9906 | 0.0 | 0.8907 | 0.9883 | 0.9570 | 0.8166 | 0.9887 | | 0.004 | 31.25 | 20560 | 0.0919 | 0.7750 | 0.9377 | 0.9649 | nan | 0.8922 | 0.9885 | 0.9645 | 0.8509 | 0.9922 | 0.0 | 0.8901 | 0.9880 | 0.9618 | 0.8201 | 0.9901 | | 0.0099 | 31.28 | 20580 | 0.0880 | 0.7768 | 0.9412 | 0.9644 | nan | 0.9070 | 0.9888 | 0.9621 | 0.8579 | 0.9901 | 0.0 | 0.9044 | 0.9882 | 0.9595 | 0.8198 | 0.9885 | | 0.035 | 31.31 | 20600 | 0.0863 | 0.7754 | 0.9383 | 0.9626 | nan | 0.9045 | 0.9883 | 0.9597 | 0.8484 | 0.9906 | 0.0 | 0.9021 | 0.9878 | 0.9572 | 0.8168 | 0.9887 | | 0.0026 | 31.34 | 20620 | 0.0878 | 0.7796 | 0.9470 | 0.9685 | nan | 0.8993 | 0.9898 | 0.9693 | 0.8862 | 0.9901 | 0.0 | 0.8972 | 0.9893 | 0.9664 | 0.8365 | 0.9884 | | 0.0289 | 31.37 | 20640 | 0.0889 | 0.7738 | 0.9408 | 0.9573 | nan | 0.8935 | 0.9875 | 0.9536 | 0.8812 | 0.9883 | 0.0 | 0.8910 | 0.9871 | 0.9511 | 0.8268 | 0.9865 | | 0.006 | 31.4 | 20660 | 0.0917 | 0.7745 | 0.9393 | 0.9551 | nan | 0.9049 | 0.9907 | 0.9485 | 0.8647 | 0.9878 | 0.0 | 0.9026 | 0.9902 | 0.9460 | 0.8221 | 0.9861 | | 0.0042 | 31.43 | 20680 | 0.0864 | 0.7767 | 0.9412 | 0.9659 | nan | 0.8989 | 0.9894 | 0.9656 | 0.8625 | 0.9896 | 0.0 | 0.8970 | 0.9890 | 0.9626 | 0.8238 | 0.9880 | | 0.0093 | 31.46 | 20700 | 0.0891 | 0.7731 | 0.9354 | 0.9609 | nan | 0.8976 | 0.9901 | 0.9578 | 0.8407 | 0.9907 | 0.0 | 0.8953 | 0.9895 | 0.9554 | 0.8099 | 0.9885 | | 0.0035 | 31.49 | 20720 | 0.0934 | 0.7737 | 0.9356 | 0.9653 | nan | 0.8940 | 0.9899 | 0.9655 | 0.8397 | 0.9887 | 0.0 | 0.8920 | 0.9893 | 0.9628 | 0.8116 | 0.9868 | | 0.0015 | 31.52 | 20740 | 0.0978 | 0.7718 | 0.9326 | 0.9617 | nan | 0.9023 | 0.9887 | 0.9595 | 0.8255 | 0.9870 | 0.0 | 0.9000 | 0.9883 | 0.9571 | 0.8000 | 0.9852 | | 0.0021 | 31.55 | 20760 | 0.0974 | 0.7715 | 0.9324 | 0.9599 | nan | 0.8985 | 0.9896 | 0.9560 | 0.8263 | 0.9914 | 0.0 | 0.8963 | 0.9891 | 0.9538 | 0.8005 | 0.9889 | | 0.0078 | 31.58 | 20780 | 0.0977 | 0.7747 | 0.9369 | 0.9630 | nan | 0.9005 | 0.9902 | 0.9600 | 0.8410 | 0.9926 | 0.0 | 0.8983 | 0.9897 | 0.9577 | 0.8121 | 0.9902 | | 0.008 | 31.61 | 20800 | 0.0968 | 0.7746 | 0.9369 | 0.9634 | nan | 0.8990 | 0.9889 | 0.9612 | 0.8431 | 0.9922 | 0.0 | 0.8972 | 0.9885 | 0.9588 | 0.8132 | 0.9900 | | 0.0044 | 31.64 | 20820 | 0.0980 | 0.7764 | 0.9403 | 0.9601 | nan | 0.9036 | 0.9897 | 0.9554 | 0.8607 | 0.9920 | 0.0 | 0.9018 | 0.9892 | 0.9530 | 0.8243 | 0.9898 | | 0.0092 | 31.67 | 20840 | 0.0939 | 0.7759 | 0.9404 | 0.9609 | nan | 0.8978 | 0.9907 | 0.9574 | 0.8653 | 0.9910 | 0.0 | 0.8960 | 0.9902 | 0.9549 | 0.8249 | 0.9892 | | 0.0053 | 31.7 | 20860 | 0.0956 | 0.7717 | 0.9364 | 0.9583 | nan | 0.8860 | 0.9877 | 0.9552 | 0.8608 | 0.9924 | 0.0 | 0.8840 | 0.9872 | 0.9531 | 0.8156 | 0.9901 | | 0.0439 | 31.73 | 20880 | 0.1011 | 0.7701 | 0.9353 | 0.9553 | nan | 0.8890 | 0.9883 | 0.9500 | 0.8571 | 0.9923 | 0.0 | 0.8865 | 0.9878 | 0.9482 | 0.8082 | 0.9898 | | 0.0139 | 31.76 | 20900 | 0.0952 | 0.7747 | 0.9402 | 0.9607 | nan | 0.8955 | 0.9887 | 0.9576 | 0.8680 | 0.9914 | 0.0 | 0.8936 | 0.9882 | 0.9553 | 0.8219 | 0.9890 | | 0.0028 | 31.79 | 20920 | 0.0974 | 0.7769 | 0.9431 | 0.9617 | nan | 0.9080 | 0.9883 | 0.9577 | 0.8709 | 0.9909 | 0.0 | 0.9059 | 0.9879 | 0.9554 | 0.8235 | 0.9886 | | 0.0314 | 31.82 | 20940 | 0.0953 | 0.7779 | 0.9435 | 0.9627 | nan | 0.9078 | 0.9899 | 0.9593 | 0.8703 | 0.9903 | 0.0 | 0.9061 | 0.9894 | 0.9567 | 0.8269 | 0.9883 | | 0.008 | 31.85 | 20960 | 0.0898 | 0.7776 | 0.9435 | 0.9641 | nan | 0.9002 | 0.9895 | 0.9618 | 0.8734 | 0.9927 | 0.0 | 0.8984 | 0.9891 | 0.9592 | 0.8285 | 0.9903 | | 0.0054 | 31.88 | 20980 | 0.0910 | 0.7763 | 0.9413 | 0.9637 | nan | 0.9002 | 0.9887 | 0.9616 | 0.8650 | 0.9911 | 0.0 | 0.8981 | 0.9883 | 0.9590 | 0.8232 | 0.9892 | | 0.004 | 31.91 | 21000 | 0.0930 | 0.7748 | 0.9382 | 0.9621 | nan | 0.8969 | 0.9902 | 0.9598 | 0.8540 | 0.9903 | 0.0 | 0.8951 | 0.9896 | 0.9571 | 0.8189 | 0.9883 | | 0.0136 | 31.95 | 21020 | 0.0912 | 0.7769 | 0.9409 | 0.9631 | nan | 0.9017 | 0.9894 | 0.9604 | 0.8617 | 0.9914 | 0.0 | 0.8996 | 0.9888 | 0.9580 | 0.8259 | 0.9891 | | 0.0086 | 31.98 | 21040 | 0.0884 | 0.7778 | 0.9430 | 0.9646 | nan | 0.9016 | 0.9903 | 0.9630 | 0.8705 | 0.9897 | 0.0 | 0.8997 | 0.9897 | 0.9602 | 0.8295 | 0.9877 | | 0.0039 | 32.01 | 21060 | 0.0897 | 0.7762 | 0.9412 | 0.9645 | nan | 0.9011 | 0.9872 | 0.9630 | 0.8638 | 0.9910 | 0.0 | 0.8988 | 0.9867 | 0.9605 | 0.8221 | 0.9889 | | 0.005 | 32.04 | 21080 | 0.0979 | 0.7802 | 0.9479 | 0.9680 | nan | 0.9063 | 0.9903 | 0.9670 | 0.8838 | 0.9919 | 0.0 | 0.9041 | 0.9896 | 0.9641 | 0.8336 | 0.9901 | | 0.0202 | 32.07 | 21100 | 0.1006 | 0.7738 | 0.9414 | 0.9583 | nan | 0.8936 | 0.9889 | 0.9542 | 0.8789 | 0.9913 | 0.0 | 0.8915 | 0.9884 | 0.9516 | 0.8223 | 0.9893 | | 0.0135 | 32.1 | 21120 | 0.0997 | 0.7757 | 0.9418 | 0.9633 | nan | 0.8954 | 0.9901 | 0.9617 | 0.8710 | 0.9906 | 0.0 | 0.8938 | 0.9895 | 0.9588 | 0.8230 | 0.9889 | | 0.0135 | 32.13 | 21140 | 0.0938 | 0.7761 | 0.9419 | 0.9628 | nan | 0.8999 | 0.9886 | 0.9604 | 0.8691 | 0.9912 | 0.0 | 0.8980 | 0.9881 | 0.9577 | 0.8237 | 0.9892 | | 0.0036 | 32.16 | 21160 | 0.0897 | 0.7758 | 0.9407 | 0.9593 | nan | 0.8987 | 0.9876 | 0.9550 | 0.8704 | 0.9921 | 0.0 | 0.8967 | 0.9871 | 0.9525 | 0.8283 | 0.9899 | | 0.0072 | 32.19 | 21180 | 0.0954 | 0.7765 | 0.9400 | 0.9607 | nan | 0.8963 | 0.9894 | 0.9569 | 0.8643 | 0.9932 | 0.0 | 0.8942 | 0.9888 | 0.9544 | 0.8307 | 0.9905 | | 0.0066 | 32.22 | 21200 | 0.0985 | 0.7741 | 0.9378 | 0.9616 | nan | 0.8885 | 0.9899 | 0.9597 | 0.8596 | 0.9915 | 0.0 | 0.8866 | 0.9893 | 0.9570 | 0.8224 | 0.9894 | | 0.0071 | 32.25 | 21220 | 0.0992 | 0.7713 | 0.9347 | 0.9587 | nan | 0.8890 | 0.9893 | 0.9556 | 0.8488 | 0.9907 | 0.0 | 0.8872 | 0.9888 | 0.9531 | 0.8105 | 0.9884 | | 0.0546 | 32.28 | 21240 | 0.0983 | 0.7728 | 0.9363 | 0.9639 | nan | 0.8924 | 0.9885 | 0.9631 | 0.8462 | 0.9913 | 0.0 | 0.8905 | 0.9880 | 0.9604 | 0.8088 | 0.9891 | | 0.0078 | 32.31 | 21260 | 0.0999 | 0.7736 | 0.9385 | 0.9579 | nan | 0.9005 | 0.9894 | 0.9529 | 0.8594 | 0.9904 | 0.0 | 0.8979 | 0.9888 | 0.9505 | 0.8157 | 0.9885 | | 0.0049 | 32.34 | 21280 | 0.1008 | 0.7743 | 0.9388 | 0.9600 | nan | 0.8976 | 0.9882 | 0.9562 | 0.8598 | 0.9922 | 0.0 | 0.8951 | 0.9877 | 0.9537 | 0.8193 | 0.9900 | | 0.0018 | 32.37 | 21300 | 0.0973 | 0.7744 | 0.9375 | 0.9621 | nan | 0.8979 | 0.9876 | 0.9596 | 0.8505 | 0.9922 | 0.0 | 0.8957 | 0.9872 | 0.9569 | 0.8168 | 0.9899 | | 0.0142 | 32.4 | 21320 | 0.0944 | 0.7734 | 0.9372 | 0.9588 | nan | 0.8937 | 0.9883 | 0.9552 | 0.8581 | 0.9910 | 0.0 | 0.8916 | 0.9878 | 0.9526 | 0.8194 | 0.9889 | | 0.0098 | 32.43 | 21340 | 0.1006 | 0.7726 | 0.9361 | 0.9598 | nan | 0.8951 | 0.9867 | 0.9566 | 0.8507 | 0.9914 | 0.0 | 0.8931 | 0.9863 | 0.9540 | 0.8130 | 0.9892 | | 0.0035 | 32.46 | 21360 | 0.1012 | 0.7730 | 0.9359 | 0.9630 | nan | 0.8949 | 0.9886 | 0.9615 | 0.8443 | 0.9904 | 0.0 | 0.8934 | 0.9881 | 0.9586 | 0.8092 | 0.9885 | | 0.0051 | 32.49 | 21380 | 0.0971 | 0.7737 | 0.9373 | 0.9605 | nan | 0.9044 | 0.9887 | 0.9563 | 0.8460 | 0.9910 | 0.0 | 0.9025 | 0.9881 | 0.9538 | 0.8086 | 0.9891 | | 0.0059 | 32.52 | 21400 | 0.0935 | 0.7711 | 0.9347 | 0.9586 | nan | 0.8945 | 0.9898 | 0.9557 | 0.8474 | 0.9863 | 0.0 | 0.8926 | 0.9892 | 0.9530 | 0.8066 | 0.9850 | | 0.0124 | 32.55 | 21420 | 0.0923 | 0.7712 | 0.9354 | 0.9612 | nan | 0.8849 | 0.9876 | 0.9604 | 0.8542 | 0.9898 | 0.0 | 0.8829 | 0.9871 | 0.9577 | 0.8115 | 0.9878 | | 0.0094 | 32.58 | 21440 | 0.0952 | 0.7725 | 0.9363 | 0.9623 | nan | 0.8870 | 0.9872 | 0.9620 | 0.8562 | 0.9892 | 0.0 | 0.8853 | 0.9867 | 0.9591 | 0.8168 | 0.9873 | | 0.0102 | 32.61 | 21460 | 0.0940 | 0.7726 | 0.9352 | 0.9628 | nan | 0.8876 | 0.9880 | 0.9624 | 0.8476 | 0.9902 | 0.0 | 0.8859 | 0.9875 | 0.9595 | 0.8148 | 0.9881 | | 0.002 | 32.64 | 21480 | 0.0954 | 0.7703 | 0.9326 | 0.9589 | nan | 0.8776 | 0.9891 | 0.9580 | 0.8498 | 0.9885 | 0.0 | 0.8761 | 0.9886 | 0.9551 | 0.8151 | 0.9867 | | 0.0054 | 32.67 | 21500 | 0.0923 | 0.7708 | 0.9334 | 0.9594 | nan | 0.8793 | 0.9896 | 0.9583 | 0.8505 | 0.9891 | 0.0 | 0.8779 | 0.9891 | 0.9554 | 0.8153 | 0.9873 | | 0.0086 | 32.71 | 21520 | 0.0950 | 0.7732 | 0.9370 | 0.9596 | nan | 0.8925 | 0.9885 | 0.9564 | 0.8561 | 0.9916 | 0.0 | 0.8907 | 0.9881 | 0.9537 | 0.8173 | 0.9892 | | 0.0368 | 32.74 | 21540 | 0.0976 | 0.7749 | 0.9385 | 0.9640 | nan | 0.8965 | 0.9892 | 0.9626 | 0.8535 | 0.9909 | 0.0 | 0.8948 | 0.9887 | 0.9597 | 0.8174 | 0.9888 | | 0.0066 | 32.77 | 21560 | 0.0977 | 0.7732 | 0.9368 | 0.9591 | nan | 0.8959 | 0.9880 | 0.9552 | 0.8529 | 0.9920 | 0.0 | 0.8937 | 0.9876 | 0.9527 | 0.8158 | 0.9896 | | 0.012 | 32.8 | 21580 | 0.0966 | 0.7741 | 0.9403 | 0.9616 | nan | 0.9036 | 0.9897 | 0.9588 | 0.8618 | 0.9876 | 0.0 | 0.9012 | 0.9892 | 0.9561 | 0.8118 | 0.9861 | | 0.007 | 32.83 | 21600 | 0.0961 | 0.7723 | 0.9379 | 0.9633 | nan | 0.8902 | 0.9882 | 0.9637 | 0.8605 | 0.9867 | 0.0 | 0.8884 | 0.9877 | 0.9607 | 0.8120 | 0.9852 | | 0.0434 | 32.86 | 21620 | 0.0918 | 0.7725 | 0.9371 | 0.9629 | nan | 0.8938 | 0.9885 | 0.9624 | 0.8535 | 0.9872 | 0.0 | 0.8917 | 0.9879 | 0.9596 | 0.8099 | 0.9857 | | 0.0107 | 32.89 | 21640 | 0.0946 | 0.7720 | 0.9349 | 0.9630 | nan | 0.8932 | 0.9881 | 0.9617 | 0.8405 | 0.9909 | 0.0 | 0.8913 | 0.9872 | 0.9590 | 0.8058 | 0.9888 | | 0.0149 | 32.92 | 21660 | 0.0985 | 0.7705 | 0.9324 | 0.9616 | nan | 0.8917 | 0.9871 | 0.9600 | 0.8327 | 0.9907 | 0.0 | 0.8901 | 0.9864 | 0.9572 | 0.8008 | 0.9885 | | 0.0111 | 32.95 | 21680 | 0.0910 | 0.7714 | 0.9335 | 0.9655 | nan | 0.8972 | 0.9895 | 0.9651 | 0.8255 | 0.9902 | 0.0 | 0.8958 | 0.9889 | 0.9621 | 0.7937 | 0.9882 | | 0.0079 | 32.98 | 21700 | 0.0923 | 0.7732 | 0.9356 | 0.9669 | nan | 0.8979 | 0.9896 | 0.9670 | 0.8329 | 0.9905 | 0.0 | 0.8964 | 0.9890 | 0.9639 | 0.8013 | 0.9885 | | 0.0032 | 33.01 | 21720 | 0.0909 | 0.7718 | 0.9340 | 0.9660 | nan | 0.8964 | 0.9886 | 0.9661 | 0.8284 | 0.9906 | 0.0 | 0.8946 | 0.9882 | 0.9630 | 0.7961 | 0.9887 | | 0.0031 | 33.04 | 21740 | 0.0861 | 0.7698 | 0.9314 | 0.9633 | nan | 0.8956 | 0.9876 | 0.9623 | 0.8213 | 0.9899 | 0.0 | 0.8938 | 0.9873 | 0.9593 | 0.7904 | 0.9882 | | 0.0104 | 33.07 | 21760 | 0.0898 | 0.7723 | 0.9357 | 0.9651 | nan | 0.8942 | 0.9865 | 0.9652 | 0.8421 | 0.9907 | 0.0 | 0.8923 | 0.9862 | 0.9620 | 0.8046 | 0.9888 | | 0.0504 | 33.1 | 21780 | 0.0901 | 0.7753 | 0.9402 | 0.9657 | nan | 0.8998 | 0.9889 | 0.9649 | 0.8563 | 0.9908 | 0.0 | 0.8972 | 0.9885 | 0.9621 | 0.8152 | 0.9889 | | 0.0029 | 33.13 | 21800 | 0.0894 | 0.7752 | 0.9404 | 0.9629 | nan | 0.8966 | 0.9884 | 0.9611 | 0.8653 | 0.9909 | 0.0 | 0.8943 | 0.9879 | 0.9584 | 0.8216 | 0.9889 | | 0.0078 | 33.16 | 21820 | 0.0931 | 0.7724 | 0.9368 | 0.9594 | nan | 0.8895 | 0.9880 | 0.9567 | 0.8589 | 0.9907 | 0.0 | 0.8875 | 0.9875 | 0.9541 | 0.8168 | 0.9887 | | 0.012 | 33.19 | 21840 | 0.0933 | 0.7729 | 0.9357 | 0.9609 | nan | 0.8906 | 0.9891 | 0.9593 | 0.8510 | 0.9885 | 0.0 | 0.8887 | 0.9885 | 0.9565 | 0.8169 | 0.9867 | | 0.0066 | 33.22 | 21860 | 0.0920 | 0.7735 | 0.9373 | 0.9608 | nan | 0.8963 | 0.9876 | 0.9589 | 0.8564 | 0.9873 | 0.0 | 0.8943 | 0.9871 | 0.9562 | 0.8177 | 0.9857 | | 0.0099 | 33.25 | 21880 | 0.0921 | 0.7772 | 0.9428 | 0.9634 | nan | 0.8997 | 0.9901 | 0.9615 | 0.8729 | 0.9898 | 0.0 | 0.8976 | 0.9894 | 0.9588 | 0.8294 | 0.9878 | | 0.0131 | 33.28 | 21900 | 0.0988 | 0.7806 | 0.9452 | 0.9709 | nan | 0.9040 | 0.9912 | 0.9718 | 0.8672 | 0.9919 | 0.0 | 0.9024 | 0.9904 | 0.9685 | 0.8327 | 0.9897 | | 0.0034 | 33.31 | 21920 | 0.0927 | 0.7759 | 0.9403 | 0.9642 | nan | 0.8929 | 0.9861 | 0.9637 | 0.8674 | 0.9910 | 0.0 | 0.8912 | 0.9857 | 0.9609 | 0.8289 | 0.9889 | | 0.0259 | 33.34 | 21940 | 0.0925 | 0.7742 | 0.9374 | 0.9602 | nan | 0.8921 | 0.9887 | 0.9572 | 0.8573 | 0.9917 | 0.0 | 0.8901 | 0.9882 | 0.9547 | 0.8229 | 0.9894 | | 0.0045 | 33.37 | 21960 | 0.0951 | 0.7726 | 0.9364 | 0.9607 | nan | 0.8810 | 0.9887 | 0.9600 | 0.8621 | 0.9900 | 0.0 | 0.8791 | 0.9882 | 0.9572 | 0.8231 | 0.9882 | | 0.006 | 33.4 | 21980 | 0.0897 | 0.7748 | 0.9392 | 0.9623 | nan | 0.8934 | 0.9904 | 0.9604 | 0.8616 | 0.9900 | 0.0 | 0.8911 | 0.9899 | 0.9579 | 0.8217 | 0.9881 | | 0.0064 | 33.43 | 22000 | 0.0944 | 0.7739 | 0.9379 | 0.9621 | nan | 0.8891 | 0.9881 | 0.9609 | 0.8607 | 0.9907 | 0.0 | 0.8870 | 0.9876 | 0.9583 | 0.8219 | 0.9887 | | 0.006 | 33.47 | 22020 | 0.0922 | 0.7717 | 0.9345 | 0.9621 | nan | 0.8838 | 0.9889 | 0.9619 | 0.8486 | 0.9894 | 0.0 | 0.8817 | 0.9885 | 0.9591 | 0.8133 | 0.9876 | | 0.0175 | 33.5 | 22040 | 0.0934 | 0.7735 | 0.9360 | 0.9643 | nan | 0.8896 | 0.9883 | 0.9642 | 0.8466 | 0.9913 | 0.0 | 0.8874 | 0.9879 | 0.9613 | 0.8151 | 0.9892 | | 0.0021 | 33.53 | 22060 | 0.0901 | 0.7751 | 0.9389 | 0.9635 | nan | 0.8933 | 0.9894 | 0.9623 | 0.8584 | 0.9909 | 0.0 | 0.8913 | 0.9890 | 0.9595 | 0.8221 | 0.9889 | | 0.0136 | 33.56 | 22080 | 0.0953 | 0.7711 | 0.9341 | 0.9589 | nan | 0.8916 | 0.9883 | 0.9557 | 0.8445 | 0.9905 | 0.0 | 0.8895 | 0.9878 | 0.9530 | 0.8078 | 0.9886 | | 0.0061 | 33.59 | 22100 | 0.0934 | 0.7731 | 0.9371 | 0.9624 | nan | 0.8888 | 0.9885 | 0.9609 | 0.8548 | 0.9926 | 0.0 | 0.8867 | 0.9879 | 0.9584 | 0.8152 | 0.9902 | | 0.0077 | 33.62 | 22120 | 0.0930 | 0.7734 | 0.9368 | 0.9611 | nan | 0.8894 | 0.9876 | 0.9587 | 0.8551 | 0.9931 | 0.0 | 0.8874 | 0.9870 | 0.9563 | 0.8191 | 0.9906 | | 0.008 | 33.65 | 22140 | 0.0887 | 0.7738 | 0.9368 | 0.9601 | nan | 0.8925 | 0.9896 | 0.9577 | 0.8553 | 0.9890 | 0.0 | 0.8904 | 0.9891 | 0.9550 | 0.8212 | 0.9873 | | 0.0024 | 33.68 | 22160 | 0.0914 | 0.7724 | 0.9354 | 0.9608 | nan | 0.8862 | 0.9884 | 0.9599 | 0.8542 | 0.9881 | 0.0 | 0.8841 | 0.9879 | 0.9571 | 0.8186 | 0.9866 | | 0.011 | 33.71 | 22180 | 0.0894 | 0.7750 | 0.9383 | 0.9641 | nan | 0.8951 | 0.9888 | 0.9627 | 0.8527 | 0.9920 | 0.0 | 0.8930 | 0.9884 | 0.9599 | 0.8187 | 0.9899 | | 0.0392 | 33.74 | 22200 | 0.0929 | 0.7726 | 0.9364 | 0.9620 | nan | 0.8883 | 0.9868 | 0.9612 | 0.8553 | 0.9903 | 0.0 | 0.8862 | 0.9865 | 0.9584 | 0.8161 | 0.9885 | | 0.0043 | 33.77 | 22220 | 0.0960 | 0.7726 | 0.9370 | 0.9597 | nan | 0.8933 | 0.9874 | 0.9567 | 0.8567 | 0.9911 | 0.0 | 0.8912 | 0.9870 | 0.9542 | 0.8143 | 0.9892 | | 0.0018 | 33.8 | 22240 | 0.0967 | 0.7736 | 0.9369 | 0.9632 | nan | 0.8894 | 0.9890 | 0.9625 | 0.8532 | 0.9906 | 0.0 | 0.8876 | 0.9886 | 0.9598 | 0.8171 | 0.9888 | | 0.0026 | 33.83 | 22260 | 0.0964 | 0.7746 | 0.9378 | 0.9619 | nan | 0.8970 | 0.9889 | 0.9594 | 0.8527 | 0.9911 | 0.0 | 0.8952 | 0.9884 | 0.9568 | 0.8182 | 0.9891 | | 0.0027 | 33.86 | 22280 | 0.1005 | 0.7749 | 0.9372 | 0.9607 | nan | 0.9036 | 0.9882 | 0.9568 | 0.8465 | 0.9909 | 0.0 | 0.9018 | 0.9877 | 0.9544 | 0.8167 | 0.9889 | | 0.0229 | 33.89 | 22300 | 0.0972 | 0.7750 | 0.9373 | 0.9631 | nan | 0.8964 | 0.9889 | 0.9616 | 0.8498 | 0.9899 | 0.0 | 0.8948 | 0.9885 | 0.9588 | 0.8194 | 0.9881 | | 0.0323 | 33.92 | 22320 | 0.0982 | 0.7739 | 0.9369 | 0.9619 | nan | 0.8952 | 0.9880 | 0.9595 | 0.8500 | 0.9920 | 0.0 | 0.8934 | 0.9876 | 0.9569 | 0.8157 | 0.9898 | | 0.0035 | 33.95 | 22340 | 0.0979 | 0.7740 | 0.9371 | 0.9615 | nan | 0.8994 | 0.9890 | 0.9583 | 0.8472 | 0.9914 | 0.0 | 0.8974 | 0.9885 | 0.9557 | 0.8133 | 0.9894 | | 0.0465 | 33.98 | 22360 | 0.0987 | 0.7739 | 0.9372 | 0.9633 | nan | 0.8916 | 0.9889 | 0.9620 | 0.8511 | 0.9924 | 0.0 | 0.8897 | 0.9883 | 0.9593 | 0.8156 | 0.9902 | | 0.0666 | 34.01 | 22380 | 0.0964 | 0.7730 | 0.9365 | 0.9599 | nan | 0.8945 | 0.9887 | 0.9566 | 0.8513 | 0.9914 | 0.0 | 0.8924 | 0.9882 | 0.9539 | 0.8141 | 0.9896 | | 0.0077 | 34.04 | 22400 | 0.1050 | 0.7672 | 0.9294 | 0.9540 | nan | 0.8768 | 0.9879 | 0.9500 | 0.8410 | 0.9912 | 0.0 | 0.8751 | 0.9875 | 0.9473 | 0.8036 | 0.9893 | | 0.0025 | 34.07 | 22420 | 0.0995 | 0.7718 | 0.9355 | 0.9608 | nan | 0.8927 | 0.9890 | 0.9580 | 0.8459 | 0.9918 | 0.0 | 0.8907 | 0.9886 | 0.9553 | 0.8064 | 0.9899 | | 0.0084 | 34.1 | 22440 | 0.0946 | 0.7710 | 0.9337 | 0.9615 | nan | 0.8840 | 0.9884 | 0.9607 | 0.8450 | 0.9905 | 0.0 | 0.8822 | 0.9880 | 0.9580 | 0.8091 | 0.9888 | | 0.0017 | 34.13 | 22460 | 0.0946 | 0.7735 | 0.9373 | 0.9642 | nan | 0.8909 | 0.9885 | 0.9637 | 0.8523 | 0.9912 | 0.0 | 0.8888 | 0.9882 | 0.9609 | 0.8137 | 0.9893 | | 0.0056 | 34.16 | 22480 | 0.0922 | 0.7707 | 0.9323 | 0.9605 | nan | 0.8866 | 0.9888 | 0.9590 | 0.8373 | 0.9898 | 0.0 | 0.8845 | 0.9884 | 0.9564 | 0.8076 | 0.9875 | | 0.0039 | 34.19 | 22500 | 0.0900 | 0.7736 | 0.9362 | 0.9649 | nan | 0.8945 | 0.9872 | 0.9646 | 0.8437 | 0.9909 | 0.0 | 0.8926 | 0.9869 | 0.9618 | 0.8120 | 0.9886 | | 0.0974 | 34.22 | 22520 | 0.0883 | 0.7759 | 0.9408 | 0.9645 | nan | 0.8984 | 0.9889 | 0.9631 | 0.8625 | 0.9911 | 0.0 | 0.8964 | 0.9885 | 0.9605 | 0.8209 | 0.9890 | | 0.0084 | 34.26 | 22540 | 0.0887 | 0.7745 | 0.9386 | 0.9637 | nan | 0.9012 | 0.9894 | 0.9613 | 0.8491 | 0.9921 | 0.0 | 0.8996 | 0.9889 | 0.9587 | 0.8100 | 0.9897 | | 0.0095 | 34.29 | 22560 | 0.0879 | 0.7735 | 0.9364 | 0.9622 | nan | 0.9042 | 0.9889 | 0.9587 | 0.8380 | 0.9920 | 0.0 | 0.9024 | 0.9885 | 0.9561 | 0.8041 | 0.9897 | | 0.0045 | 34.32 | 22580 | 0.0932 | 0.7726 | 0.9343 | 0.9613 | nan | 0.9132 | 0.9895 | 0.9560 | 0.8203 | 0.9923 | 0.0 | 0.9111 | 0.9891 | 0.9536 | 0.7921 | 0.9899 | | 0.0105 | 34.35 | 22600 | 0.0892 | 0.7734 | 0.9356 | 0.9690 | nan | 0.9090 | 0.9882 | 0.9686 | 0.8203 | 0.9922 | 0.0 | 0.9070 | 0.9878 | 0.9658 | 0.7901 | 0.9899 | | 0.0071 | 34.38 | 22620 | 0.0890 | 0.7728 | 0.9350 | 0.9672 | nan | 0.9022 | 0.9885 | 0.9670 | 0.8260 | 0.9913 | 0.0 | 0.9004 | 0.9881 | 0.9643 | 0.7950 | 0.9891 | | 0.0299 | 34.41 | 22640 | 0.0881 | 0.7704 | 0.9334 | 0.9617 | nan | 0.8997 | 0.9883 | 0.9591 | 0.8298 | 0.9902 | 0.0 | 0.8975 | 0.9878 | 0.9565 | 0.7927 | 0.9882 | | 0.007 | 34.44 | 22660 | 0.0894 | 0.7720 | 0.9348 | 0.9627 | nan | 0.9049 | 0.9885 | 0.9596 | 0.8295 | 0.9915 | 0.0 | 0.9031 | 0.9881 | 0.9569 | 0.7944 | 0.9894 | | 0.0175 | 34.47 | 22680 | 0.0898 | 0.7699 | 0.9317 | 0.9629 | nan | 0.8929 | 0.9872 | 0.9616 | 0.8250 | 0.9918 | 0.0 | 0.8912 | 0.9867 | 0.9589 | 0.7929 | 0.9896 | | 0.0094 | 34.5 | 22700 | 0.0924 | 0.7728 | 0.9357 | 0.9629 | nan | 0.8983 | 0.9884 | 0.9603 | 0.8381 | 0.9934 | 0.0 | 0.8963 | 0.9880 | 0.9578 | 0.8040 | 0.9907 | | 0.0038 | 34.53 | 22720 | 0.0984 | 0.7736 | 0.9367 | 0.9638 | nan | 0.8993 | 0.9891 | 0.9613 | 0.8401 | 0.9937 | 0.0 | 0.8974 | 0.9887 | 0.9587 | 0.8060 | 0.9912 | | 0.0153 | 34.56 | 22740 | 0.0952 | 0.7739 | 0.9368 | 0.9646 | nan | 0.9019 | 0.9868 | 0.9630 | 0.8403 | 0.9921 | 0.0 | 0.9000 | 0.9865 | 0.9603 | 0.8065 | 0.9901 | | 0.0129 | 34.59 | 22760 | 0.0917 | 0.7710 | 0.9329 | 0.9620 | nan | 0.8927 | 0.9883 | 0.9607 | 0.8331 | 0.9895 | 0.0 | 0.8907 | 0.9879 | 0.9579 | 0.8015 | 0.9878 | | 0.0095 | 34.62 | 22780 | 0.0936 | 0.7682 | 0.9302 | 0.9584 | nan | 0.8846 | 0.9881 | 0.9564 | 0.8329 | 0.9888 | 0.0 | 0.8824 | 0.9876 | 0.9538 | 0.7984 | 0.9870 | | 0.005 | 34.65 | 22800 | 0.0939 | 0.7682 | 0.9299 | 0.9587 | nan | 0.8723 | 0.9898 | 0.9575 | 0.8381 | 0.9917 | 0.0 | 0.8703 | 0.9892 | 0.9550 | 0.8053 | 0.9896 | | 0.0053 | 34.68 | 22820 | 0.0945 | 0.7726 | 0.9349 | 0.9640 | nan | 0.8880 | 0.9897 | 0.9633 | 0.8413 | 0.9924 | 0.0 | 0.8861 | 0.9891 | 0.9607 | 0.8096 | 0.9902 | | 0.0048 | 34.71 | 22840 | 0.0952 | 0.7721 | 0.9340 | 0.9623 | nan | 0.8935 | 0.9870 | 0.9604 | 0.8369 | 0.9922 | 0.0 | 0.8917 | 0.9866 | 0.9579 | 0.8063 | 0.9900 | | 0.024 | 34.74 | 22860 | 0.0902 | 0.7703 | 0.9323 | 0.9612 | nan | 0.8831 | 0.9888 | 0.9603 | 0.8386 | 0.9909 | 0.0 | 0.8812 | 0.9883 | 0.9577 | 0.8055 | 0.9890 | | 0.0079 | 34.77 | 22880 | 0.0921 | 0.7706 | 0.9352 | 0.9630 | nan | 0.8852 | 0.9883 | 0.9632 | 0.8504 | 0.9891 | 0.0 | 0.8834 | 0.9878 | 0.9605 | 0.8046 | 0.9876 | | 0.0042 | 34.8 | 22900 | 0.0932 | 0.7754 | 0.9398 | 0.9649 | nan | 0.8972 | 0.9883 | 0.9639 | 0.8583 | 0.9914 | 0.0 | 0.8953 | 0.9878 | 0.9611 | 0.8184 | 0.9896 | | 0.015 | 34.83 | 22920 | 0.0935 | 0.7750 | 0.9387 | 0.9637 | nan | 0.8987 | 0.9894 | 0.9618 | 0.8520 | 0.9917 | 0.0 | 0.8969 | 0.9888 | 0.9592 | 0.8151 | 0.9898 | | 0.0075 | 34.86 | 22940 | 0.0917 | 0.7733 | 0.9361 | 0.9619 | nan | 0.8973 | 0.9863 | 0.9598 | 0.8463 | 0.9910 | 0.0 | 0.8953 | 0.9860 | 0.9573 | 0.8123 | 0.9887 | | 0.0043 | 34.89 | 22960 | 0.0923 | 0.7721 | 0.9340 | 0.9611 | nan | 0.8953 | 0.9889 | 0.9582 | 0.8361 | 0.9916 | 0.0 | 0.8935 | 0.9885 | 0.9558 | 0.8058 | 0.9891 | | 0.0127 | 34.92 | 22980 | 0.0915 | 0.7743 | 0.9382 | 0.9626 | nan | 0.8981 | 0.9889 | 0.9604 | 0.8528 | 0.9907 | 0.0 | 0.8961 | 0.9885 | 0.9579 | 0.8146 | 0.9886 | | 0.0051 | 34.95 | 23000 | 0.0928 | 0.7728 | 0.9359 | 0.9626 | nan | 0.8939 | 0.9867 | 0.9613 | 0.8467 | 0.9907 | 0.0 | 0.8918 | 0.9864 | 0.9587 | 0.8110 | 0.9887 | | 0.0277 | 34.98 | 23020 | 0.0918 | 0.7742 | 0.9383 | 0.9617 | nan | 0.8949 | 0.9881 | 0.9592 | 0.8571 | 0.9923 | 0.0 | 0.8920 | 0.9876 | 0.9570 | 0.8185 | 0.9900 | | 0.0068 | 35.02 | 23040 | 0.0918 | 0.7760 | 0.9392 | 0.9644 | nan | 0.9006 | 0.9894 | 0.9624 | 0.8513 | 0.9924 | 0.0 | 0.8984 | 0.9890 | 0.9599 | 0.8184 | 0.9902 | | 0.0076 | 35.05 | 23060 | 0.0945 | 0.7737 | 0.9369 | 0.9626 | nan | 0.8937 | 0.9880 | 0.9608 | 0.8499 | 0.9922 | 0.0 | 0.8919 | 0.9875 | 0.9584 | 0.8147 | 0.9899 | | 0.0035 | 35.08 | 23080 | 0.0939 | 0.7737 | 0.9374 | 0.9633 | nan | 0.8938 | 0.9869 | 0.9628 | 0.8550 | 0.9887 | 0.0 | 0.8919 | 0.9865 | 0.9601 | 0.8165 | 0.9869 | | 0.011 | 35.11 | 23100 | 0.0940 | 0.7754 | 0.9400 | 0.9657 | nan | 0.9000 | 0.9884 | 0.9653 | 0.8569 | 0.9894 | 0.0 | 0.8980 | 0.9880 | 0.9626 | 0.8160 | 0.9875 | | 0.0042 | 35.14 | 23120 | 0.0936 | 0.7746 | 0.9400 | 0.9635 | nan | 0.8950 | 0.9886 | 0.9619 | 0.8626 | 0.9920 | 0.0 | 0.8932 | 0.9881 | 0.9593 | 0.8175 | 0.9896 | | 0.0041 | 35.17 | 23140 | 0.0951 | 0.7763 | 0.9407 | 0.9666 | nan | 0.9012 | 0.9886 | 0.9660 | 0.8562 | 0.9913 | 0.0 | 0.8994 | 0.9882 | 0.9631 | 0.8179 | 0.9892 | | 0.0092 | 35.2 | 23160 | 0.0954 | 0.7725 | 0.9360 | 0.9620 | nan | 0.8874 | 0.9889 | 0.9612 | 0.8529 | 0.9895 | 0.0 | 0.8859 | 0.9884 | 0.9582 | 0.8146 | 0.9877 | | 0.0047 | 35.23 | 23180 | 0.0969 | 0.7763 | 0.9411 | 0.9637 | nan | 0.9002 | 0.9897 | 0.9613 | 0.8622 | 0.9920 | 0.0 | 0.8982 | 0.9892 | 0.9585 | 0.8217 | 0.9900 | | 0.0097 | 35.26 | 23200 | 0.0971 | 0.7734 | 0.9375 | 0.9609 | nan | 0.8931 | 0.9871 | 0.9587 | 0.8574 | 0.9909 | 0.0 | 0.8911 | 0.9867 | 0.9560 | 0.8174 | 0.9890 | | 0.0051 | 35.29 | 23220 | 0.0947 | 0.7779 | 0.9421 | 0.9699 | nan | 0.9061 | 0.9889 | 0.9705 | 0.8538 | 0.9911 | 0.0 | 0.9041 | 0.9884 | 0.9675 | 0.8183 | 0.9892 | | 0.023 | 35.32 | 23240 | 0.0988 | 0.7724 | 0.9343 | 0.9594 | nan | 0.8994 | 0.9879 | 0.9554 | 0.8378 | 0.9911 | 0.0 | 0.8971 | 0.9872 | 0.9532 | 0.8078 | 0.9889 | | 0.0293 | 35.35 | 23260 | 0.1002 | 0.7746 | 0.9369 | 0.9638 | nan | 0.9006 | 0.9894 | 0.9618 | 0.8412 | 0.9913 | 0.0 | 0.8985 | 0.9886 | 0.9594 | 0.8121 | 0.9892 | | 0.0261 | 35.38 | 23280 | 0.0987 | 0.7755 | 0.9387 | 0.9634 | nan | 0.9082 | 0.9903 | 0.9597 | 0.8429 | 0.9922 | 0.0 | 0.9058 | 0.9895 | 0.9574 | 0.8106 | 0.9898 | | 0.0074 | 35.41 | 23300 | 0.0996 | 0.7727 | 0.9353 | 0.9606 | nan | 0.8977 | 0.9896 | 0.9571 | 0.8403 | 0.9919 | 0.0 | 0.8954 | 0.9888 | 0.9548 | 0.8074 | 0.9896 | | 0.0028 | 35.44 | 23320 | 0.1018 | 0.7702 | 0.9316 | 0.9605 | nan | 0.8853 | 0.9901 | 0.9589 | 0.8338 | 0.9899 | 0.0 | 0.8835 | 0.9893 | 0.9563 | 0.8042 | 0.9880 | | 0.0084 | 35.47 | 23340 | 0.0997 | 0.7700 | 0.9314 | 0.9605 | nan | 0.8914 | 0.9893 | 0.9582 | 0.8282 | 0.9900 | 0.0 | 0.8894 | 0.9887 | 0.9558 | 0.7981 | 0.9879 | | 0.0079 | 35.5 | 23360 | 0.1006 | 0.7694 | 0.9308 | 0.9602 | nan | 0.8906 | 0.9892 | 0.9582 | 0.8270 | 0.9892 | 0.0 | 0.8889 | 0.9886 | 0.9557 | 0.7958 | 0.9872 | | 0.0098 | 35.53 | 23380 | 0.0995 | 0.7721 | 0.9345 | 0.9622 | nan | 0.9051 | 0.9880 | 0.9594 | 0.8306 | 0.9894 | 0.0 | 0.9031 | 0.9876 | 0.9568 | 0.7979 | 0.9875 | | 0.0317 | 35.56 | 23400 | 0.0933 | 0.7750 | 0.9388 | 0.9648 | nan | 0.9027 | 0.9888 | 0.9633 | 0.8485 | 0.9906 | 0.0 | 0.9002 | 0.9883 | 0.9608 | 0.8120 | 0.9885 | | 0.0096 | 35.59 | 23420 | 0.0904 | 0.7741 | 0.9368 | 0.9650 | nan | 0.9013 | 0.9893 | 0.9636 | 0.8389 | 0.9909 | 0.0 | 0.8991 | 0.9888 | 0.9610 | 0.8071 | 0.9888 | | 0.0099 | 35.62 | 23440 | 0.0898 | 0.7740 | 0.9369 | 0.9669 | nan | 0.9010 | 0.9900 | 0.9663 | 0.8354 | 0.9918 | 0.0 | 0.8990 | 0.9895 | 0.9635 | 0.8025 | 0.9895 | | 0.0306 | 35.65 | 23460 | 0.0887 | 0.7727 | 0.9348 | 0.9651 | nan | 0.9000 | 0.9891 | 0.9641 | 0.8306 | 0.9904 | 0.0 | 0.8980 | 0.9886 | 0.9613 | 0.7997 | 0.9883 | | 0.0134 | 35.68 | 23480 | 0.0892 | 0.7730 | 0.9354 | 0.9653 | nan | 0.9001 | 0.9895 | 0.9647 | 0.8337 | 0.9889 | 0.0 | 0.8983 | 0.9891 | 0.9617 | 0.8022 | 0.9870 | | 0.0257 | 35.71 | 23500 | 0.0934 | 0.7754 | 0.9383 | 0.9659 | nan | 0.9039 | 0.9900 | 0.9644 | 0.8418 | 0.9913 | 0.0 | 0.9016 | 0.9896 | 0.9617 | 0.8107 | 0.9890 | | 0.004 | 35.74 | 23520 | 0.0900 | 0.7738 | 0.9362 | 0.9632 | nan | 0.9028 | 0.9884 | 0.9608 | 0.8381 | 0.9909 | 0.0 | 0.9006 | 0.9879 | 0.9583 | 0.8071 | 0.9886 | | 0.0304 | 35.78 | 23540 | 0.0980 | 0.7722 | 0.9341 | 0.9614 | nan | 0.9041 | 0.9899 | 0.9580 | 0.8290 | 0.9896 | 0.0 | 0.9020 | 0.9893 | 0.9553 | 0.7989 | 0.9878 | | 0.0461 | 35.81 | 23560 | 0.0982 | 0.7718 | 0.9335 | 0.9619 | nan | 0.8974 | 0.9883 | 0.9598 | 0.8325 | 0.9897 | 0.0 | 0.8954 | 0.9878 | 0.9570 | 0.8026 | 0.9879 | | 0.012 | 35.84 | 23580 | 0.0965 | 0.7698 | 0.9310 | 0.9606 | nan | 0.8965 | 0.9880 | 0.9575 | 0.8214 | 0.9916 | 0.0 | 0.8944 | 0.9876 | 0.9549 | 0.7924 | 0.9893 | | 0.004 | 35.87 | 23600 | 0.0973 | 0.7740 | 0.9375 | 0.9630 | nan | 0.8989 | 0.9895 | 0.9604 | 0.8462 | 0.9923 | 0.0 | 0.8967 | 0.9891 | 0.9579 | 0.8103 | 0.9900 | | 0.0063 | 35.9 | 23620 | 0.0936 | 0.7728 | 0.9369 | 0.9631 | nan | 0.8950 | 0.9882 | 0.9617 | 0.8487 | 0.9908 | 0.0 | 0.8931 | 0.9879 | 0.9589 | 0.8079 | 0.9888 | | 0.0113 | 35.93 | 23640 | 0.0989 | 0.7728 | 0.9362 | 0.9656 | nan | 0.8913 | 0.9867 | 0.9657 | 0.8448 | 0.9927 | 0.0 | 0.8897 | 0.9865 | 0.9627 | 0.8077 | 0.9904 | | 0.0082 | 35.96 | 23660 | 0.0932 | 0.7746 | 0.9378 | 0.9638 | nan | 0.9000 | 0.9896 | 0.9617 | 0.8462 | 0.9917 | 0.0 | 0.8979 | 0.9892 | 0.9588 | 0.8116 | 0.9898 | | 0.0042 | 35.99 | 23680 | 0.0940 | 0.7732 | 0.9367 | 0.9645 | nan | 0.8946 | 0.9885 | 0.9640 | 0.8463 | 0.9898 | 0.0 | 0.8927 | 0.9883 | 0.9609 | 0.8092 | 0.9882 | | 0.0592 | 36.02 | 23700 | 0.0920 | 0.7719 | 0.9345 | 0.9638 | nan | 0.8963 | 0.9875 | 0.9631 | 0.8359 | 0.9896 | 0.0 | 0.8942 | 0.9872 | 0.9601 | 0.8018 | 0.9880 | | 0.0058 | 36.05 | 23720 | 0.0923 | 0.7722 | 0.9350 | 0.9649 | nan | 0.8879 | 0.9872 | 0.9660 | 0.8453 | 0.9886 | 0.0 | 0.8860 | 0.9869 | 0.9629 | 0.8106 | 0.9870 | | 0.0178 | 36.08 | 23740 | 0.0942 | 0.7709 | 0.9328 | 0.9591 | nan | 0.8909 | 0.9884 | 0.9567 | 0.8399 | 0.9882 | 0.0 | 0.8889 | 0.9880 | 0.9539 | 0.8080 | 0.9865 | | 0.0053 | 36.11 | 23760 | 0.0972 | 0.7745 | 0.9368 | 0.9654 | nan | 0.8983 | 0.9902 | 0.9647 | 0.8409 | 0.9900 | 0.0 | 0.8964 | 0.9898 | 0.9617 | 0.8108 | 0.9881 | | 0.0034 | 36.14 | 23780 | 0.0957 | 0.7731 | 0.9357 | 0.9621 | nan | 0.8986 | 0.9885 | 0.9595 | 0.8404 | 0.9913 | 0.0 | 0.8961 | 0.9881 | 0.9570 | 0.8083 | 0.9892 | | 0.0117 | 36.17 | 23800 | 0.0952 | 0.7718 | 0.9344 | 0.9606 | nan | 0.8951 | 0.9880 | 0.9575 | 0.8391 | 0.9921 | 0.0 | 0.8924 | 0.9877 | 0.9551 | 0.8057 | 0.9898 | | 0.008 | 36.2 | 23820 | 0.0942 | 0.7710 | 0.9337 | 0.9593 | nan | 0.8921 | 0.9875 | 0.9561 | 0.8415 | 0.9915 | 0.0 | 0.8896 | 0.9872 | 0.9535 | 0.8065 | 0.9893 | | 0.0065 | 36.23 | 23840 | 0.0949 | 0.7694 | 0.9320 | 0.9571 | nan | 0.8880 | 0.9880 | 0.9538 | 0.8408 | 0.9893 | 0.0 | 0.8860 | 0.9877 | 0.9510 | 0.8040 | 0.9876 | | 0.0127 | 36.26 | 23860 | 0.0975 | 0.7727 | 0.9378 | 0.9597 | nan | 0.8957 | 0.9883 | 0.9565 | 0.8581 | 0.9903 | 0.0 | 0.8933 | 0.9880 | 0.9538 | 0.8124 | 0.9884 | | 0.0105 | 36.29 | 23880 | 0.0972 | 0.7721 | 0.9360 | 0.9623 | nan | 0.8898 | 0.9884 | 0.9613 | 0.8506 | 0.9898 | 0.0 | 0.8879 | 0.9881 | 0.9583 | 0.8106 | 0.9880 | | 0.0037 | 36.32 | 23900 | 0.1002 | 0.7740 | 0.9371 | 0.9631 | nan | 0.8998 | 0.9877 | 0.9612 | 0.8463 | 0.9906 | 0.0 | 0.8977 | 0.9874 | 0.9583 | 0.8120 | 0.9886 | | 0.0148 | 36.35 | 23920 | 0.0961 | 0.7737 | 0.9372 | 0.9621 | nan | 0.8954 | 0.9888 | 0.9603 | 0.8514 | 0.9899 | 0.0 | 0.8933 | 0.9884 | 0.9574 | 0.8152 | 0.9880 | | 0.002 | 36.38 | 23940 | 0.0962 | 0.7728 | 0.9352 | 0.9612 | nan | 0.8946 | 0.9885 | 0.9588 | 0.8436 | 0.9904 | 0.0 | 0.8927 | 0.9881 | 0.9560 | 0.8117 | 0.9884 | | 0.0359 | 36.41 | 23960 | 0.1016 | 0.7731 | 0.9359 | 0.9597 | nan | 0.8989 | 0.9887 | 0.9561 | 0.8458 | 0.9901 | 0.0 | 0.8966 | 0.9883 | 0.9535 | 0.8119 | 0.9881 | | 0.0028 | 36.44 | 23980 | 0.0980 | 0.7746 | 0.9388 | 0.9622 | nan | 0.9004 | 0.9893 | 0.9592 | 0.8536 | 0.9914 | 0.0 | 0.8980 | 0.9889 | 0.9565 | 0.8146 | 0.9895 | | 0.0057 | 36.47 | 24000 | 0.0968 | 0.7726 | 0.9360 | 0.9622 | nan | 0.8932 | 0.9877 | 0.9609 | 0.8487 | 0.9895 | 0.0 | 0.8911 | 0.9874 | 0.9580 | 0.8112 | 0.9879 | | 0.0023 | 36.5 | 24020 | 0.0979 | 0.7709 | 0.9336 | 0.9618 | nan | 0.8937 | 0.9866 | 0.9608 | 0.8391 | 0.9880 | 0.0 | 0.8917 | 0.9863 | 0.9579 | 0.8033 | 0.9865 | | 0.0294 | 36.53 | 24040 | 0.0907 | 0.7728 | 0.9356 | 0.9640 | nan | 0.8949 | 0.9883 | 0.9632 | 0.8410 | 0.9904 | 0.0 | 0.8928 | 0.9879 | 0.9604 | 0.8075 | 0.9885 | | 0.0056 | 36.57 | 24060 | 0.0917 | 0.7728 | 0.9356 | 0.9627 | nan | 0.8952 | 0.9873 | 0.9611 | 0.8433 | 0.9911 | 0.0 | 0.8930 | 0.9869 | 0.9585 | 0.8095 | 0.9888 | | 0.0183 | 36.6 | 24080 | 0.0917 | 0.7724 | 0.9350 | 0.9629 | nan | 0.8977 | 0.9875 | 0.9614 | 0.8383 | 0.9899 | 0.0 | 0.8954 | 0.9871 | 0.9587 | 0.8056 | 0.9878 | | 0.0181 | 36.63 | 24100 | 0.0922 | 0.7730 | 0.9356 | 0.9643 | nan | 0.8978 | 0.9875 | 0.9638 | 0.8402 | 0.9887 | 0.0 | 0.8957 | 0.9872 | 0.9609 | 0.8074 | 0.9869 | | 0.0033 | 36.66 | 24120 | 0.0949 | 0.7741 | 0.9391 | 0.9642 | nan | 0.9009 | 0.9873 | 0.9631 | 0.8551 | 0.9892 | 0.0 | 0.8988 | 0.9870 | 0.9603 | 0.8109 | 0.9874 | | 0.0442 | 36.69 | 24140 | 0.0938 | 0.7724 | 0.9358 | 0.9623 | nan | 0.8941 | 0.9880 | 0.9605 | 0.8455 | 0.9910 | 0.0 | 0.8921 | 0.9876 | 0.9578 | 0.8079 | 0.9888 | | 0.0026 | 36.72 | 24160 | 0.0964 | 0.7709 | 0.9344 | 0.9602 | nan | 0.8926 | 0.9874 | 0.9583 | 0.8454 | 0.9881 | 0.0 | 0.8906 | 0.9870 | 0.9555 | 0.8060 | 0.9865 | | 0.0077 | 36.75 | 24180 | 0.0983 | 0.7740 | 0.9385 | 0.9625 | nan | 0.8957 | 0.9888 | 0.9604 | 0.8564 | 0.9911 | 0.0 | 0.8935 | 0.9884 | 0.9577 | 0.8152 | 0.9891 | | 0.0043 | 36.78 | 24200 | 0.0979 | 0.7735 | 0.9373 | 0.9619 | nan | 0.8974 | 0.9885 | 0.9594 | 0.8502 | 0.9911 | 0.0 | 0.8952 | 0.9881 | 0.9568 | 0.8122 | 0.9889 | | 0.0031 | 36.81 | 24220 | 0.1002 | 0.7736 | 0.9379 | 0.9604 | nan | 0.9072 | 0.9883 | 0.9563 | 0.8484 | 0.9892 | 0.0 | 0.9048 | 0.9879 | 0.9538 | 0.8079 | 0.9873 | | 0.0089 | 36.84 | 24240 | 0.0999 | 0.7719 | 0.9360 | 0.9613 | nan | 0.8939 | 0.9878 | 0.9593 | 0.8489 | 0.9899 | 0.0 | 0.8919 | 0.9873 | 0.9568 | 0.8075 | 0.9878 | | 0.0124 | 36.87 | 24260 | 0.0976 | 0.7742 | 0.9384 | 0.9643 | nan | 0.9021 | 0.9890 | 0.9630 | 0.8487 | 0.9892 | 0.0 | 0.8998 | 0.9885 | 0.9603 | 0.8091 | 0.9874 | | 0.016 | 36.9 | 24280 | 0.0938 | 0.7740 | 0.9384 | 0.9632 | nan | 0.8986 | 0.9882 | 0.9616 | 0.8537 | 0.9898 | 0.0 | 0.8964 | 0.9878 | 0.9591 | 0.8129 | 0.9878 | | 0.0342 | 36.93 | 24300 | 0.0960 | 0.7745 | 0.9402 | 0.9622 | nan | 0.8981 | 0.9873 | 0.9599 | 0.8649 | 0.9910 | 0.0 | 0.8956 | 0.9869 | 0.9575 | 0.8181 | 0.9887 | | 0.0076 | 36.96 | 24320 | 0.1000 | 0.7744 | 0.9401 | 0.9595 | nan | 0.9043 | 0.9872 | 0.9549 | 0.8632 | 0.9910 | 0.0 | 0.9016 | 0.9869 | 0.9526 | 0.8171 | 0.9885 | | 0.0075 | 36.99 | 24340 | 0.0972 | 0.7736 | 0.9381 | 0.9622 | nan | 0.8941 | 0.9888 | 0.9604 | 0.8566 | 0.9905 | 0.0 | 0.8919 | 0.9884 | 0.9577 | 0.8151 | 0.9887 | | 0.0049 | 37.02 | 24360 | 0.1010 | 0.7740 | 0.9381 | 0.9625 | nan | 0.8941 | 0.9881 | 0.9608 | 0.8565 | 0.9912 | 0.0 | 0.8917 | 0.9877 | 0.9581 | 0.8173 | 0.9892 | | 0.0034 | 37.05 | 24380 | 0.0984 | 0.7743 | 0.9386 | 0.9606 | nan | 0.8994 | 0.9873 | 0.9571 | 0.8577 | 0.9918 | 0.0 | 0.8966 | 0.9869 | 0.9547 | 0.8180 | 0.9897 | | 0.0061 | 37.08 | 24400 | 0.1001 | 0.7736 | 0.9382 | 0.9623 | nan | 0.8955 | 0.9876 | 0.9601 | 0.8557 | 0.9921 | 0.0 | 0.8931 | 0.9872 | 0.9576 | 0.8140 | 0.9899 | | 0.0531 | 37.11 | 24420 | 0.1003 | 0.7682 | 0.9312 | 0.9590 | nan | 0.8951 | 0.9884 | 0.9553 | 0.8256 | 0.9915 | 0.0 | 0.8923 | 0.9880 | 0.9531 | 0.7865 | 0.9894 | | 0.0045 | 37.14 | 24440 | 0.0976 | 0.7720 | 0.9349 | 0.9603 | nan | 0.9008 | 0.9894 | 0.9563 | 0.8364 | 0.9914 | 0.0 | 0.8984 | 0.9890 | 0.9540 | 0.8016 | 0.9893 | | 0.0022 | 37.17 | 24460 | 0.0975 | 0.7736 | 0.9375 | 0.9626 | nan | 0.8979 | 0.9887 | 0.9606 | 0.8502 | 0.9903 | 0.0 | 0.8955 | 0.9883 | 0.9580 | 0.8115 | 0.9885 | | 0.0245 | 37.2 | 24480 | 0.0984 | 0.7730 | 0.9371 | 0.9610 | nan | 0.8934 | 0.9889 | 0.9591 | 0.8554 | 0.9889 | 0.0 | 0.8910 | 0.9884 | 0.9565 | 0.8150 | 0.9873 | | 0.0116 | 37.23 | 24500 | 0.0969 | 0.7730 | 0.9380 | 0.9604 | nan | 0.8896 | 0.9881 | 0.9587 | 0.8646 | 0.9888 | 0.0 | 0.8874 | 0.9876 | 0.9561 | 0.8196 | 0.9872 | | 0.0073 | 37.26 | 24520 | 0.1008 | 0.7741 | 0.9394 | 0.9607 | nan | 0.8954 | 0.9882 | 0.9580 | 0.8653 | 0.9901 | 0.0 | 0.8933 | 0.9877 | 0.9554 | 0.8197 | 0.9882 | | 0.005 | 37.29 | 24540 | 0.0992 | 0.7751 | 0.9396 | 0.9630 | nan | 0.8975 | 0.9896 | 0.9613 | 0.8602 | 0.9897 | 0.0 | 0.8950 | 0.9890 | 0.9586 | 0.8198 | 0.9879 | | 0.0044 | 37.33 | 24560 | 0.0967 | 0.7728 | 0.9364 | 0.9609 | nan | 0.8935 | 0.9862 | 0.9592 | 0.8536 | 0.9893 | 0.0 | 0.8913 | 0.9858 | 0.9566 | 0.8155 | 0.9874 | | 0.0035 | 37.36 | 24580 | 0.0993 | 0.7725 | 0.9360 | 0.9595 | nan | 0.8921 | 0.9873 | 0.9572 | 0.8548 | 0.9887 | 0.0 | 0.8899 | 0.9868 | 0.9546 | 0.8169 | 0.9868 | | 0.0313 | 37.39 | 24600 | 0.1020 | 0.7736 | 0.9363 | 0.9612 | nan | 0.8938 | 0.9890 | 0.9586 | 0.8485 | 0.9914 | 0.0 | 0.8917 | 0.9885 | 0.9560 | 0.8163 | 0.9890 | | 0.0049 | 37.42 | 24620 | 0.1067 | 0.7743 | 0.9369 | 0.9629 | nan | 0.8929 | 0.9892 | 0.9610 | 0.8490 | 0.9925 | 0.0 | 0.8907 | 0.9887 | 0.9584 | 0.8179 | 0.9900 | | 0.0199 | 37.45 | 24640 | 0.1050 | 0.7738 | 0.9372 | 0.9613 | nan | 0.8893 | 0.9880 | 0.9593 | 0.8573 | 0.9924 | 0.0 | 0.8870 | 0.9875 | 0.9567 | 0.8216 | 0.9900 | | 0.0044 | 37.48 | 24660 | 0.1037 | 0.7737 | 0.9391 | 0.9597 | nan | 0.8952 | 0.9877 | 0.9564 | 0.8655 | 0.9909 | 0.0 | 0.8927 | 0.9874 | 0.9538 | 0.8194 | 0.9888 | | 0.0182 | 37.51 | 24680 | 0.1033 | 0.7742 | 0.9397 | 0.9604 | nan | 0.8954 | 0.9881 | 0.9576 | 0.8672 | 0.9901 | 0.0 | 0.8932 | 0.9877 | 0.9549 | 0.8212 | 0.9883 | | 0.0174 | 37.54 | 24700 | 0.1020 | 0.7751 | 0.9386 | 0.9610 | nan | 0.8948 | 0.9894 | 0.9581 | 0.8594 | 0.9911 | 0.0 | 0.8925 | 0.9889 | 0.9556 | 0.8246 | 0.9891 | | 0.0051 | 37.57 | 24720 | 0.1040 | 0.7740 | 0.9370 | 0.9610 | nan | 0.8934 | 0.9895 | 0.9585 | 0.8525 | 0.9909 | 0.0 | 0.8912 | 0.9888 | 0.9560 | 0.8193 | 0.9888 | | 0.0373 | 37.6 | 24740 | 0.1050 | 0.7723 | 0.9345 | 0.9612 | nan | 0.8884 | 0.9878 | 0.9597 | 0.8461 | 0.9905 | 0.0 | 0.8864 | 0.9872 | 0.9571 | 0.8145 | 0.9885 | | 0.0088 | 37.63 | 24760 | 0.1052 | 0.7728 | 0.9351 | 0.9582 | nan | 0.8952 | 0.9880 | 0.9541 | 0.8470 | 0.9913 | 0.0 | 0.8929 | 0.9874 | 0.9518 | 0.8159 | 0.9891 | | 0.0178 | 37.66 | 24780 | 0.1031 | 0.7739 | 0.9364 | 0.9594 | nan | 0.8991 | 0.9891 | 0.9554 | 0.8475 | 0.9908 | 0.0 | 0.8968 | 0.9885 | 0.9530 | 0.8164 | 0.9888 | | 0.0258 | 37.69 | 24800 | 0.1031 | 0.7758 | 0.9392 | 0.9627 | nan | 0.9075 | 0.9885 | 0.9594 | 0.8498 | 0.9906 | 0.0 | 0.9050 | 0.9881 | 0.9568 | 0.8159 | 0.9887 | | 0.0071 | 37.72 | 24820 | 0.1032 | 0.7744 | 0.9385 | 0.9613 | nan | 0.8969 | 0.9877 | 0.9586 | 0.8579 | 0.9912 | 0.0 | 0.8945 | 0.9872 | 0.9561 | 0.8194 | 0.9892 | | 0.003 | 37.75 | 24840 | 0.1031 | 0.7740 | 0.9380 | 0.9612 | nan | 0.8920 | 0.9890 | 0.9590 | 0.8589 | 0.9909 | 0.0 | 0.8898 | 0.9885 | 0.9565 | 0.8200 | 0.9889 | | 0.009 | 37.78 | 24860 | 0.1046 | 0.7764 | 0.9412 | 0.9654 | nan | 0.9051 | 0.9890 | 0.9637 | 0.8571 | 0.9910 | 0.0 | 0.9026 | 0.9886 | 0.9611 | 0.8173 | 0.9889 | | 0.0067 | 37.81 | 24880 | 0.1026 | 0.7741 | 0.9407 | 0.9624 | nan | 0.9010 | 0.9879 | 0.9597 | 0.8642 | 0.9909 | 0.0 | 0.8984 | 0.9875 | 0.9573 | 0.8124 | 0.9888 | | 0.0057 | 37.84 | 24900 | 0.1091 | 0.7723 | 0.9388 | 0.9600 | nan | 0.8939 | 0.9884 | 0.9567 | 0.8631 | 0.9919 | 0.0 | 0.8915 | 0.9880 | 0.9544 | 0.8104 | 0.9895 | | 0.0039 | 37.87 | 24920 | 0.1021 | 0.7716 | 0.9388 | 0.9586 | nan | 0.8994 | 0.9893 | 0.9546 | 0.8626 | 0.9881 | 0.0 | 0.8968 | 0.9888 | 0.9524 | 0.8055 | 0.9863 | | 0.0042 | 37.9 | 24940 | 0.1025 | 0.7715 | 0.9380 | 0.9608 | nan | 0.8971 | 0.9877 | 0.9586 | 0.8583 | 0.9882 | 0.0 | 0.8951 | 0.9872 | 0.9561 | 0.8043 | 0.9865 | | 0.002 | 37.93 | 24960 | 0.1022 | 0.7739 | 0.9407 | 0.9639 | nan | 0.9046 | 0.9886 | 0.9620 | 0.8590 | 0.9895 | 0.0 | 0.9026 | 0.9882 | 0.9594 | 0.8055 | 0.9876 | | 0.0016 | 37.96 | 24980 | 0.0979 | 0.7733 | 0.9398 | 0.9622 | nan | 0.8996 | 0.9885 | 0.9597 | 0.8605 | 0.9908 | 0.0 | 0.8975 | 0.9881 | 0.9572 | 0.8082 | 0.9887 | | 0.0099 | 37.99 | 25000 | 0.1001 | 0.7722 | 0.9369 | 0.9626 | nan | 0.8956 | 0.9887 | 0.9612 | 0.8496 | 0.9893 | 0.0 | 0.8937 | 0.9883 | 0.9584 | 0.8052 | 0.9876 | | 0.0376 | 38.02 | 25020 | 0.0971 | 0.7718 | 0.9361 | 0.9598 | nan | 0.8969 | 0.9891 | 0.9566 | 0.8484 | 0.9893 | 0.0 | 0.8950 | 0.9887 | 0.9539 | 0.8054 | 0.9876 | | 0.016 | 38.05 | 25040 | 0.0970 | 0.7720 | 0.9359 | 0.9644 | nan | 0.8932 | 0.9886 | 0.9643 | 0.8440 | 0.9892 | 0.0 | 0.8916 | 0.9882 | 0.9613 | 0.8032 | 0.9875 | | 0.0097 | 38.09 | 25060 | 0.0980 | 0.7709 | 0.9362 | 0.9602 | nan | 0.8892 | 0.9887 | 0.9576 | 0.8536 | 0.9918 | 0.0 | 0.8869 | 0.9882 | 0.9552 | 0.8056 | 0.9896 | | 0.0059 | 38.12 | 25080 | 0.1009 | 0.7707 | 0.9358 | 0.9586 | nan | 0.8930 | 0.9884 | 0.9547 | 0.8512 | 0.9919 | 0.0 | 0.8909 | 0.9879 | 0.9523 | 0.8034 | 0.9896 | | 0.0105 | 38.15 | 25100 | 0.0969 | 0.7697 | 0.9355 | 0.9597 | nan | 0.8893 | 0.9890 | 0.9572 | 0.8520 | 0.9902 | 0.0 | 0.8874 | 0.9885 | 0.9547 | 0.7993 | 0.9883 | | 0.0078 | 38.18 | 25120 | 0.0994 | 0.7718 | 0.9371 | 0.9612 | nan | 0.8937 | 0.9887 | 0.9589 | 0.8534 | 0.9906 | 0.0 | 0.8919 | 0.9883 | 0.9563 | 0.8057 | 0.9885 | | 0.0287 | 38.21 | 25140 | 0.0983 | 0.7720 | 0.9387 | 0.9602 | nan | 0.8964 | 0.9901 | 0.9569 | 0.8599 | 0.9902 | 0.0 | 0.8935 | 0.9895 | 0.9545 | 0.8062 | 0.9882 | | 0.0014 | 38.24 | 25160 | 0.1017 | 0.7720 | 0.9359 | 0.9611 | nan | 0.8925 | 0.9895 | 0.9588 | 0.8479 | 0.9906 | 0.0 | 0.8902 | 0.9890 | 0.9563 | 0.8081 | 0.9887 | | 0.0538 | 38.27 | 25180 | 0.1004 | 0.7734 | 0.9360 | 0.9618 | nan | 0.8947 | 0.9888 | 0.9595 | 0.8459 | 0.9912 | 0.0 | 0.8926 | 0.9883 | 0.9568 | 0.8132 | 0.9891 | | 0.0025 | 38.3 | 25200 | 0.1042 | 0.7747 | 0.9393 | 0.9635 | nan | 0.9055 | 0.9878 | 0.9612 | 0.8519 | 0.9897 | 0.0 | 0.9035 | 0.9875 | 0.9585 | 0.8110 | 0.9878 | | 0.0046 | 38.33 | 25220 | 0.1021 | 0.7730 | 0.9369 | 0.9631 | nan | 0.9000 | 0.9879 | 0.9617 | 0.8467 | 0.9883 | 0.0 | 0.8979 | 0.9876 | 0.9589 | 0.8071 | 0.9867 | | 0.0016 | 38.36 | 25240 | 0.1009 | 0.7727 | 0.9364 | 0.9616 | nan | 0.8950 | 0.9888 | 0.9595 | 0.8490 | 0.9899 | 0.0 | 0.8929 | 0.9883 | 0.9569 | 0.8101 | 0.9880 | | 0.0056 | 38.39 | 25260 | 0.1016 | 0.7766 | 0.9415 | 0.9654 | nan | 0.9049 | 0.9897 | 0.9635 | 0.8580 | 0.9912 | 0.0 | 0.9026 | 0.9892 | 0.9608 | 0.8177 | 0.9892 | | 0.006 | 38.42 | 25280 | 0.1007 | 0.7731 | 0.9372 | 0.9615 | nan | 0.8967 | 0.9874 | 0.9591 | 0.8518 | 0.9908 | 0.0 | 0.8945 | 0.9869 | 0.9565 | 0.8117 | 0.9888 | | 0.0027 | 38.45 | 25300 | 0.1021 | 0.7743 | 0.9401 | 0.9620 | nan | 0.9022 | 0.9879 | 0.9590 | 0.8606 | 0.9906 | 0.0 | 0.8999 | 0.9875 | 0.9564 | 0.8129 | 0.9887 | | 0.0315 | 38.48 | 25320 | 0.1055 | 0.7727 | 0.9376 | 0.9607 | nan | 0.8924 | 0.9884 | 0.9581 | 0.8578 | 0.9911 | 0.0 | 0.8902 | 0.9880 | 0.9555 | 0.8131 | 0.9892 | | 0.0158 | 38.51 | 25340 | 0.1008 | 0.7726 | 0.9352 | 0.9609 | nan | 0.8933 | 0.9886 | 0.9586 | 0.8451 | 0.9904 | 0.0 | 0.8911 | 0.9881 | 0.9559 | 0.8120 | 0.9885 | | 0.0076 | 38.54 | 25360 | 0.1038 | 0.7730 | 0.9350 | 0.9635 | nan | 0.8954 | 0.9881 | 0.9625 | 0.8393 | 0.9900 | 0.0 | 0.8935 | 0.9877 | 0.9596 | 0.8092 | 0.9882 | | 0.0041 | 38.57 | 25380 | 0.1106 | 0.7723 | 0.9344 | 0.9623 | nan | 0.9004 | 0.9865 | 0.9602 | 0.8348 | 0.9901 | 0.0 | 0.8983 | 0.9862 | 0.9574 | 0.8038 | 0.9882 | | 0.0059 | 38.6 | 25400 | 0.0995 | 0.7696 | 0.9303 | 0.9601 | nan | 0.8991 | 0.9871 | 0.9575 | 0.8197 | 0.9881 | 0.0 | 0.8968 | 0.9868 | 0.9549 | 0.7929 | 0.9862 | | 0.0256 | 38.63 | 25420 | 0.0969 | 0.7741 | 0.9372 | 0.9634 | nan | 0.9014 | 0.9886 | 0.9615 | 0.8446 | 0.9899 | 0.0 | 0.8989 | 0.9882 | 0.9590 | 0.8104 | 0.9881 | | 0.0053 | 38.66 | 25440 | 0.0972 | 0.7731 | 0.9362 | 0.9628 | nan | 0.8947 | 0.9879 | 0.9611 | 0.8461 | 0.9912 | 0.0 | 0.8926 | 0.9875 | 0.9586 | 0.8106 | 0.9891 | | 0.0111 | 38.69 | 25460 | 0.0956 | 0.7728 | 0.9365 | 0.9639 | nan | 0.8955 | 0.9884 | 0.9631 | 0.8457 | 0.9896 | 0.0 | 0.8931 | 0.9880 | 0.9604 | 0.8077 | 0.9879 | | 0.0267 | 38.72 | 25480 | 0.0986 | 0.7729 | 0.9356 | 0.9619 | nan | 0.8985 | 0.9889 | 0.9592 | 0.8404 | 0.9911 | 0.0 | 0.8962 | 0.9886 | 0.9567 | 0.8068 | 0.9890 | | 0.0346 | 38.75 | 25500 | 0.1010 | 0.7734 | 0.9365 | 0.9589 | nan | 0.9069 | 0.9887 | 0.9531 | 0.8410 | 0.9929 | 0.0 | 0.9043 | 0.9884 | 0.9509 | 0.8068 | 0.9903 | | 0.0056 | 38.78 | 25520 | 0.1039 | 0.7748 | 0.9395 | 0.9614 | nan | 0.9090 | 0.9887 | 0.9571 | 0.8514 | 0.9913 | 0.0 | 0.9061 | 0.9883 | 0.9548 | 0.8104 | 0.9892 | | 0.0061 | 38.81 | 25540 | 0.1045 | 0.7744 | 0.9381 | 0.9621 | nan | 0.9057 | 0.9889 | 0.9587 | 0.8469 | 0.9906 | 0.0 | 0.9034 | 0.9885 | 0.9564 | 0.8092 | 0.9887 | | 0.0092 | 38.84 | 25560 | 0.1024 | 0.7731 | 0.9363 | 0.9612 | nan | 0.9039 | 0.9890 | 0.9576 | 0.8405 | 0.9904 | 0.0 | 0.9018 | 0.9886 | 0.9553 | 0.8046 | 0.9885 | | 0.006 | 38.88 | 25580 | 0.1093 | 0.7737 | 0.9366 | 0.9622 | nan | 0.9029 | 0.9881 | 0.9595 | 0.8422 | 0.9902 | 0.0 | 0.9009 | 0.9877 | 0.9570 | 0.8082 | 0.9883 | | 0.0047 | 38.91 | 25600 | 0.1025 | 0.7736 | 0.9366 | 0.9598 | nan | 0.9009 | 0.9884 | 0.9562 | 0.8483 | 0.9892 | 0.0 | 0.8989 | 0.9880 | 0.9538 | 0.8133 | 0.9874 | | 0.0071 | 38.94 | 25620 | 0.1007 | 0.7749 | 0.9390 | 0.9625 | nan | 0.9014 | 0.9887 | 0.9598 | 0.8544 | 0.9905 | 0.0 | 0.8995 | 0.9883 | 0.9573 | 0.8155 | 0.9886 | | 0.0044 | 38.97 | 25640 | 0.0991 | 0.7746 | 0.9407 | 0.9631 | nan | 0.9008 | 0.9881 | 0.9609 | 0.8631 | 0.9906 | 0.0 | 0.8987 | 0.9877 | 0.9585 | 0.8139 | 0.9886 | | 0.0027 | 39.0 | 25660 | 0.0961 | 0.7748 | 0.9403 | 0.9624 | nan | 0.9006 | 0.9881 | 0.9601 | 0.8627 | 0.9900 | 0.0 | 0.8984 | 0.9877 | 0.9577 | 0.8166 | 0.9882 | | 0.0138 | 39.03 | 25680 | 0.0979 | 0.7755 | 0.9401 | 0.9613 | nan | 0.9054 | 0.9883 | 0.9575 | 0.8588 | 0.9906 | 0.0 | 0.9033 | 0.9879 | 0.9551 | 0.8178 | 0.9886 | | 0.0197 | 39.06 | 25700 | 0.1015 | 0.7756 | 0.9402 | 0.9645 | nan | 0.9029 | 0.9883 | 0.9630 | 0.8572 | 0.9897 | 0.0 | 0.9011 | 0.9880 | 0.9603 | 0.8161 | 0.9879 | | 0.0136 | 39.09 | 25720 | 0.1017 | 0.7748 | 0.9389 | 0.9643 | nan | 0.9023 | 0.9874 | 0.9630 | 0.8525 | 0.9892 | 0.0 | 0.9006 | 0.9870 | 0.9604 | 0.8135 | 0.9875 | | 0.0178 | 39.12 | 25740 | 0.0980 | 0.7759 | 0.9409 | 0.9640 | nan | 0.9029 | 0.9882 | 0.9624 | 0.8615 | 0.9895 | 0.0 | 0.9007 | 0.9879 | 0.9598 | 0.8194 | 0.9878 | | 0.0017 | 39.15 | 25760 | 0.0960 | 0.7739 | 0.9382 | 0.9627 | nan | 0.8978 | 0.9891 | 0.9612 | 0.8545 | 0.9886 | 0.0 | 0.8955 | 0.9887 | 0.9586 | 0.8135 | 0.9870 | | 0.0025 | 39.18 | 25780 | 0.0976 | 0.7739 | 0.9392 | 0.9632 | nan | 0.8972 | 0.9882 | 0.9615 | 0.8584 | 0.9906 | 0.0 | 0.8949 | 0.9879 | 0.9591 | 0.8130 | 0.9887 | | 0.0157 | 39.21 | 25800 | 0.0953 | 0.7750 | 0.9405 | 0.9643 | nan | 0.8969 | 0.9873 | 0.9632 | 0.8638 | 0.9911 | 0.0 | 0.8947 | 0.9869 | 0.9607 | 0.8184 | 0.9890 | | 0.0229 | 39.24 | 25820 | 0.0979 | 0.7753 | 0.9404 | 0.9653 | nan | 0.8957 | 0.9882 | 0.9647 | 0.8620 | 0.9913 | 0.0 | 0.8936 | 0.9878 | 0.9621 | 0.8190 | 0.9892 | | 0.0186 | 39.27 | 25840 | 0.0980 | 0.7749 | 0.9398 | 0.9622 | nan | 0.8988 | 0.9888 | 0.9596 | 0.8609 | 0.9911 | 0.0 | 0.8966 | 0.9884 | 0.9571 | 0.8183 | 0.9889 | | 0.0028 | 39.3 | 25860 | 0.1015 | 0.7744 | 0.9385 | 0.9616 | nan | 0.9002 | 0.9889 | 0.9588 | 0.8544 | 0.9899 | 0.0 | 0.8981 | 0.9886 | 0.9562 | 0.8154 | 0.9880 | | 0.0017 | 39.33 | 25880 | 0.1006 | 0.7738 | 0.9381 | 0.9618 | nan | 0.8963 | 0.9882 | 0.9599 | 0.8571 | 0.9892 | 0.0 | 0.8942 | 0.9878 | 0.9573 | 0.8160 | 0.9876 | | 0.0166 | 39.36 | 25900 | 0.0951 | 0.7752 | 0.9402 | 0.9640 | nan | 0.8989 | 0.9885 | 0.9627 | 0.8608 | 0.9902 | 0.0 | 0.8968 | 0.9881 | 0.9599 | 0.8182 | 0.9884 | | 0.0086 | 39.39 | 25920 | 0.0958 | 0.7781 | 0.9448 | 0.9653 | nan | 0.9025 | 0.9906 | 0.9633 | 0.8758 | 0.9917 | 0.0 | 0.9003 | 0.9901 | 0.9608 | 0.8278 | 0.9895 | | 0.0206 | 39.42 | 25940 | 0.0951 | 0.7746 | 0.9416 | 0.9619 | nan | 0.8947 | 0.9879 | 0.9601 | 0.8756 | 0.9896 | 0.0 | 0.8926 | 0.9875 | 0.9577 | 0.8220 | 0.9877 | | 0.0045 | 39.45 | 25960 | 0.0931 | 0.7765 | 0.9421 | 0.9646 | nan | 0.9003 | 0.9895 | 0.9636 | 0.8683 | 0.9888 | 0.0 | 0.8982 | 0.9891 | 0.9610 | 0.8236 | 0.9871 | | 0.0037 | 39.48 | 25980 | 0.0934 | 0.7760 | 0.9420 | 0.9630 | nan | 0.8977 | 0.9891 | 0.9610 | 0.8715 | 0.9909 | 0.0 | 0.8956 | 0.9886 | 0.9587 | 0.8245 | 0.9888 | | 0.028 | 39.51 | 26000 | 0.0944 | 0.7756 | 0.9417 | 0.9635 | nan | 0.8960 | 0.9894 | 0.9618 | 0.8700 | 0.9913 | 0.0 | 0.8939 | 0.9889 | 0.9595 | 0.8219 | 0.9891 | | 0.0061 | 39.54 | 26020 | 0.0963 | 0.7764 | 0.9415 | 0.9641 | nan | 0.9006 | 0.9894 | 0.9624 | 0.8648 | 0.9905 | 0.0 | 0.8986 | 0.9889 | 0.9599 | 0.8225 | 0.9886 | | 0.0159 | 39.57 | 26040 | 0.0968 | 0.7749 | 0.9396 | 0.9620 | nan | 0.8971 | 0.9896 | 0.9599 | 0.8625 | 0.9890 | 0.0 | 0.8952 | 0.9891 | 0.9573 | 0.8208 | 0.9872 | | 0.0098 | 39.6 | 26060 | 0.0975 | 0.7765 | 0.9414 | 0.9650 | nan | 0.9020 | 0.9897 | 0.9639 | 0.8622 | 0.9889 | 0.0 | 0.9000 | 0.9892 | 0.9612 | 0.8216 | 0.9872 | | 0.0367 | 39.64 | 26080 | 0.0939 | 0.7746 | 0.9388 | 0.9638 | nan | 0.8936 | 0.9887 | 0.9626 | 0.8576 | 0.9915 | 0.0 | 0.8916 | 0.9882 | 0.9602 | 0.8184 | 0.9894 | | 0.0037 | 39.67 | 26100 | 0.0960 | 0.7740 | 0.9383 | 0.9631 | nan | 0.8909 | 0.9892 | 0.9615 | 0.8573 | 0.9925 | 0.0 | 0.8889 | 0.9886 | 0.9592 | 0.8174 | 0.9900 | | 0.0057 | 39.7 | 26120 | 0.0930 | 0.7743 | 0.9383 | 0.9637 | nan | 0.8999 | 0.9862 | 0.9619 | 0.8517 | 0.9919 | 0.0 | 0.8975 | 0.9858 | 0.9597 | 0.8131 | 0.9895 | | 0.0204 | 39.73 | 26140 | 0.0970 | 0.7737 | 0.9387 | 0.9612 | nan | 0.8978 | 0.9876 | 0.9583 | 0.8583 | 0.9913 | 0.0 | 0.8951 | 0.9872 | 0.9560 | 0.8147 | 0.9890 | | 0.0136 | 39.76 | 26160 | 0.0935 | 0.7712 | 0.9361 | 0.9621 | nan | 0.8825 | 0.9882 | 0.9619 | 0.8575 | 0.9902 | 0.0 | 0.8805 | 0.9878 | 0.9593 | 0.8116 | 0.9882 | | 0.0249 | 39.79 | 26180 | 0.0945 | 0.7733 | 0.9382 | 0.9630 | nan | 0.8932 | 0.9884 | 0.9616 | 0.8565 | 0.9913 | 0.0 | 0.8910 | 0.9880 | 0.9591 | 0.8123 | 0.9893 | | 0.0052 | 39.82 | 26200 | 0.0986 | 0.7729 | 0.9386 | 0.9633 | nan | 0.8941 | 0.9869 | 0.9630 | 0.8611 | 0.9880 | 0.0 | 0.8921 | 0.9866 | 0.9602 | 0.8120 | 0.9865 | | 0.0034 | 39.85 | 26220 | 0.0999 | 0.7739 | 0.9394 | 0.9626 | nan | 0.9015 | 0.9867 | 0.9613 | 0.8610 | 0.9866 | 0.0 | 0.8990 | 0.9864 | 0.9586 | 0.8142 | 0.9851 | | 0.0206 | 39.88 | 26240 | 0.0966 | 0.7763 | 0.9419 | 0.9636 | nan | 0.9039 | 0.9895 | 0.9616 | 0.8662 | 0.9884 | 0.0 | 0.9013 | 0.9891 | 0.9590 | 0.8216 | 0.9867 | | 0.0109 | 39.91 | 26260 | 0.0979 | 0.7752 | 0.9397 | 0.9630 | nan | 0.8965 | 0.9894 | 0.9610 | 0.8606 | 0.9912 | 0.0 | 0.8940 | 0.9890 | 0.9585 | 0.8206 | 0.9889 | | 0.0038 | 39.94 | 26280 | 0.0980 | 0.7755 | 0.9406 | 0.9636 | nan | 0.8978 | 0.9891 | 0.9619 | 0.8632 | 0.9908 | 0.0 | 0.8956 | 0.9887 | 0.9592 | 0.8209 | 0.9886 | | 0.0011 | 39.97 | 26300 | 0.1015 | 0.7752 | 0.9414 | 0.9625 | nan | 0.9016 | 0.9895 | 0.9596 | 0.8651 | 0.9910 | 0.0 | 0.8991 | 0.9890 | 0.9571 | 0.8169 | 0.9888 | | 0.0031 | 40.0 | 26320 | 0.1049 | 0.7732 | 0.9379 | 0.9606 | nan | 0.8920 | 0.9893 | 0.9581 | 0.8597 | 0.9904 | 0.0 | 0.8899 | 0.9888 | 0.9555 | 0.8166 | 0.9884 | | 0.0183 | 40.03 | 26340 | 0.1014 | 0.7735 | 0.9380 | 0.9619 | nan | 0.8950 | 0.9884 | 0.9600 | 0.8567 | 0.9898 | 0.0 | 0.8928 | 0.9880 | 0.9573 | 0.8151 | 0.9879 | | 0.011 | 40.06 | 26360 | 0.1000 | 0.7754 | 0.9404 | 0.9629 | nan | 0.9019 | 0.9886 | 0.9605 | 0.8605 | 0.9903 | 0.0 | 0.8996 | 0.9882 | 0.9578 | 0.8181 | 0.9884 | | 0.003 | 40.09 | 26380 | 0.1009 | 0.7742 | 0.9388 | 0.9636 | nan | 0.8963 | 0.9883 | 0.9625 | 0.8573 | 0.9896 | 0.0 | 0.8941 | 0.9880 | 0.9598 | 0.8155 | 0.9877 | | 0.0077 | 40.12 | 26400 | 0.0964 | 0.7740 | 0.9392 | 0.9632 | nan | 0.8951 | 0.9891 | 0.9623 | 0.8614 | 0.9883 | 0.0 | 0.8930 | 0.9887 | 0.9595 | 0.8163 | 0.9867 | | 0.02 | 40.15 | 26420 | 0.0958 | 0.7739 | 0.9391 | 0.9610 | nan | 0.8997 | 0.9881 | 0.9581 | 0.8600 | 0.9897 | 0.0 | 0.8973 | 0.9877 | 0.9556 | 0.8152 | 0.9878 | | 0.005 | 40.18 | 26440 | 0.0997 | 0.7751 | 0.9400 | 0.9637 | nan | 0.9007 | 0.9882 | 0.9621 | 0.8594 | 0.9894 | 0.0 | 0.8986 | 0.9879 | 0.9595 | 0.8170 | 0.9876 | | 0.0041 | 40.21 | 26460 | 0.0990 | 0.7758 | 0.9395 | 0.9634 | nan | 0.9014 | 0.9888 | 0.9615 | 0.8562 | 0.9897 | 0.0 | 0.8994 | 0.9884 | 0.9588 | 0.8201 | 0.9878 | | 0.0067 | 40.24 | 26480 | 0.0991 | 0.7740 | 0.9381 | 0.9611 | nan | 0.8942 | 0.9888 | 0.9592 | 0.8597 | 0.9886 | 0.0 | 0.8920 | 0.9883 | 0.9567 | 0.8203 | 0.9868 | | 0.0085 | 40.27 | 26500 | 0.0990 | 0.7748 | 0.9392 | 0.9620 | nan | 0.8999 | 0.9885 | 0.9598 | 0.8588 | 0.9891 | 0.0 | 0.8974 | 0.9880 | 0.9573 | 0.8190 | 0.9873 | | 0.0074 | 40.3 | 26520 | 0.1008 | 0.7736 | 0.9368 | 0.9628 | nan | 0.8962 | 0.9879 | 0.9612 | 0.8488 | 0.9901 | 0.0 | 0.8943 | 0.9875 | 0.9584 | 0.8130 | 0.9882 | | 0.035 | 40.33 | 26540 | 0.1004 | 0.7742 | 0.9381 | 0.9615 | nan | 0.8975 | 0.9889 | 0.9588 | 0.8547 | 0.9907 | 0.0 | 0.8953 | 0.9884 | 0.9562 | 0.8170 | 0.9886 | | 0.0039 | 40.36 | 26560 | 0.1064 | 0.7745 | 0.9381 | 0.9637 | nan | 0.8986 | 0.9882 | 0.9622 | 0.8510 | 0.9903 | 0.0 | 0.8967 | 0.9878 | 0.9594 | 0.8149 | 0.9883 | | 0.0303 | 40.4 | 26580 | 0.1018 | 0.7731 | 0.9355 | 0.9614 | nan | 0.8987 | 0.9875 | 0.9589 | 0.8423 | 0.9901 | 0.0 | 0.8966 | 0.9872 | 0.9563 | 0.8105 | 0.9880 | | 0.0025 | 40.43 | 26600 | 0.1036 | 0.7728 | 0.9360 | 0.9616 | nan | 0.8966 | 0.9885 | 0.9597 | 0.8462 | 0.9887 | 0.0 | 0.8945 | 0.9881 | 0.9570 | 0.8101 | 0.9869 | | 0.009 | 40.46 | 26620 | 0.0966 | 0.7734 | 0.9377 | 0.9653 | nan | 0.8947 | 0.9886 | 0.9659 | 0.8522 | 0.9872 | 0.0 | 0.8929 | 0.9881 | 0.9628 | 0.8111 | 0.9857 | | 0.0092 | 40.49 | 26640 | 0.0989 | 0.7732 | 0.9370 | 0.9624 | nan | 0.8966 | 0.9884 | 0.9606 | 0.8495 | 0.9901 | 0.0 | 0.8946 | 0.9879 | 0.9579 | 0.8110 | 0.9879 | | 0.01 | 40.52 | 26660 | 0.0963 | 0.7724 | 0.9353 | 0.9606 | nan | 0.8933 | 0.9888 | 0.9579 | 0.8455 | 0.9911 | 0.0 | 0.8913 | 0.9882 | 0.9554 | 0.8108 | 0.9886 | | 0.0391 | 40.55 | 26680 | 0.0994 | 0.7723 | 0.9351 | 0.9613 | nan | 0.8933 | 0.9885 | 0.9596 | 0.8449 | 0.9891 | 0.0 | 0.8914 | 0.9880 | 0.9568 | 0.8105 | 0.9872 | | 0.0053 | 40.58 | 26700 | 0.0967 | 0.7732 | 0.9359 | 0.9634 | nan | 0.8953 | 0.9877 | 0.9625 | 0.8447 | 0.9892 | 0.0 | 0.8936 | 0.9873 | 0.9596 | 0.8116 | 0.9873 | | 0.0095 | 40.61 | 26720 | 0.0972 | 0.7749 | 0.9384 | 0.9637 | nan | 0.8996 | 0.9885 | 0.9620 | 0.8512 | 0.9905 | 0.0 | 0.8976 | 0.9880 | 0.9593 | 0.8160 | 0.9883 | | 0.0048 | 40.64 | 26740 | 0.1005 | 0.7736 | 0.9387 | 0.9615 | nan | 0.8976 | 0.9874 | 0.9594 | 0.8597 | 0.9892 | 0.0 | 0.8958 | 0.9870 | 0.9567 | 0.8149 | 0.9873 | | 0.0247 | 40.67 | 26760 | 0.0979 | 0.7735 | 0.9370 | 0.9637 | nan | 0.8951 | 0.9884 | 0.9629 | 0.8488 | 0.9896 | 0.0 | 0.8933 | 0.9880 | 0.9600 | 0.8120 | 0.9876 | | 0.0054 | 40.7 | 26780 | 0.1019 | 0.7741 | 0.9379 | 0.9651 | nan | 0.8952 | 0.9886 | 0.9650 | 0.8513 | 0.9896 | 0.0 | 0.8934 | 0.9882 | 0.9621 | 0.8132 | 0.9876 | | 0.0041 | 40.73 | 26800 | 0.1026 | 0.7726 | 0.9367 | 0.9624 | nan | 0.8915 | 0.9874 | 0.9615 | 0.8533 | 0.9898 | 0.0 | 0.8893 | 0.9870 | 0.9588 | 0.8128 | 0.9878 | | 0.0031 | 40.76 | 26820 | 0.1036 | 0.7732 | 0.9371 | 0.9642 | nan | 0.8936 | 0.9878 | 0.9637 | 0.8500 | 0.9905 | 0.0 | 0.8918 | 0.9874 | 0.9608 | 0.8105 | 0.9885 | | 0.0036 | 40.79 | 26840 | 0.1016 | 0.7725 | 0.9363 | 0.9643 | nan | 0.8903 | 0.9875 | 0.9646 | 0.8495 | 0.9897 | 0.0 | 0.8886 | 0.9872 | 0.9616 | 0.8098 | 0.9879 | | 0.0072 | 40.82 | 26860 | 0.1072 | 0.7732 | 0.9369 | 0.9633 | nan | 0.8922 | 0.9885 | 0.9624 | 0.8509 | 0.9907 | 0.0 | 0.8904 | 0.9881 | 0.9596 | 0.8125 | 0.9886 | | 0.0068 | 40.85 | 26880 | 0.1032 | 0.7720 | 0.9351 | 0.9631 | nan | 0.8868 | 0.9885 | 0.9628 | 0.8468 | 0.9905 | 0.0 | 0.8851 | 0.9880 | 0.9599 | 0.8105 | 0.9885 | | 0.02 | 40.88 | 26900 | 0.1065 | 0.7727 | 0.9360 | 0.9632 | nan | 0.8942 | 0.9874 | 0.9622 | 0.8462 | 0.9901 | 0.0 | 0.8924 | 0.9870 | 0.9594 | 0.8094 | 0.9881 | | 0.0443 | 40.91 | 26920 | 0.1022 | 0.7740 | 0.9377 | 0.9633 | nan | 0.8995 | 0.9898 | 0.9612 | 0.8470 | 0.9909 | 0.0 | 0.8976 | 0.9892 | 0.9584 | 0.8098 | 0.9888 | | 0.0195 | 40.94 | 26940 | 0.1028 | 0.7732 | 0.9372 | 0.9612 | nan | 0.8978 | 0.9898 | 0.9581 | 0.8496 | 0.9909 | 0.0 | 0.8956 | 0.9893 | 0.9555 | 0.8101 | 0.9888 | | 0.0367 | 40.97 | 26960 | 0.1032 | 0.7724 | 0.9370 | 0.9600 | nan | 0.8959 | 0.9886 | 0.9568 | 0.8531 | 0.9907 | 0.0 | 0.8938 | 0.9881 | 0.9542 | 0.8098 | 0.9887 | | 0.0068 | 41.0 | 26980 | 0.1044 | 0.7728 | 0.9377 | 0.9613 | nan | 0.8945 | 0.9892 | 0.9588 | 0.8550 | 0.9908 | 0.0 | 0.8927 | 0.9887 | 0.9560 | 0.8102 | 0.9888 | | 0.0035 | 41.03 | 27000 | 0.1066 | 0.7712 | 0.9359 | 0.9605 | nan | 0.8909 | 0.9875 | 0.9584 | 0.8525 | 0.9903 | 0.0 | 0.8891 | 0.9871 | 0.9557 | 0.8067 | 0.9884 | | 0.0057 | 41.06 | 27020 | 0.1066 | 0.7715 | 0.9364 | 0.9595 | nan | 0.8936 | 0.9883 | 0.9566 | 0.8536 | 0.9898 | 0.0 | 0.8916 | 0.9879 | 0.9540 | 0.8074 | 0.9879 | | 0.0021 | 41.09 | 27040 | 0.0991 | 0.7741 | 0.9382 | 0.9625 | nan | 0.9005 | 0.9888 | 0.9602 | 0.8520 | 0.9895 | 0.0 | 0.8986 | 0.9883 | 0.9573 | 0.8123 | 0.9878 | | 0.0047 | 41.12 | 27060 | 0.0973 | 0.7737 | 0.9378 | 0.9617 | nan | 0.8951 | 0.9879 | 0.9598 | 0.8569 | 0.9894 | 0.0 | 0.8931 | 0.9875 | 0.9571 | 0.8168 | 0.9877 | | 0.0377 | 41.16 | 27080 | 0.1009 | 0.7731 | 0.9368 | 0.9628 | nan | 0.8905 | 0.9884 | 0.9618 | 0.8531 | 0.9904 | 0.0 | 0.8887 | 0.9879 | 0.9590 | 0.8143 | 0.9884 | | 0.0066 | 41.19 | 27100 | 0.1011 | 0.7733 | 0.9379 | 0.9635 | nan | 0.8949 | 0.9878 | 0.9630 | 0.8561 | 0.9879 | 0.0 | 0.8929 | 0.9874 | 0.9602 | 0.8132 | 0.9863 | | 0.0039 | 41.22 | 27120 | 0.1049 | 0.7741 | 0.9380 | 0.9639 | nan | 0.8986 | 0.9879 | 0.9627 | 0.8508 | 0.9900 | 0.0 | 0.8969 | 0.9874 | 0.9598 | 0.8125 | 0.9882 | | 0.0046 | 41.25 | 27140 | 0.1038 | 0.7766 | 0.9410 | 0.9665 | nan | 0.9002 | 0.9895 | 0.9658 | 0.8580 | 0.9915 | 0.0 | 0.8984 | 0.9889 | 0.9630 | 0.8198 | 0.9894 | | 0.0029 | 41.28 | 27160 | 0.1020 | 0.7759 | 0.9409 | 0.9650 | nan | 0.9013 | 0.9875 | 0.9638 | 0.8610 | 0.9906 | 0.0 | 0.8992 | 0.9871 | 0.9611 | 0.8193 | 0.9886 | | 0.0042 | 41.31 | 27180 | 0.0992 | 0.7750 | 0.9398 | 0.9626 | nan | 0.8955 | 0.9881 | 0.9607 | 0.8634 | 0.9914 | 0.0 | 0.8930 | 0.9876 | 0.9583 | 0.8219 | 0.9891 | | 0.005 | 41.34 | 27200 | 0.0982 | 0.7742 | 0.9390 | 0.9624 | nan | 0.8937 | 0.9883 | 0.9607 | 0.8617 | 0.9907 | 0.0 | 0.8912 | 0.9879 | 0.9582 | 0.8191 | 0.9885 | | 0.0299 | 41.37 | 27220 | 0.1003 | 0.7744 | 0.9404 | 0.9619 | nan | 0.8984 | 0.9890 | 0.9595 | 0.8652 | 0.9900 | 0.0 | 0.8958 | 0.9886 | 0.9571 | 0.8172 | 0.9880 | | 0.01 | 41.4 | 27240 | 0.1015 | 0.7722 | 0.9368 | 0.9602 | nan | 0.8920 | 0.9881 | 0.9584 | 0.8577 | 0.9876 | 0.0 | 0.8897 | 0.9876 | 0.9559 | 0.8137 | 0.9860 | | 0.0051 | 41.43 | 27260 | 0.1018 | 0.7742 | 0.9389 | 0.9634 | nan | 0.8958 | 0.9890 | 0.9623 | 0.8579 | 0.9892 | 0.0 | 0.8936 | 0.9886 | 0.9596 | 0.8160 | 0.9875 | | 0.0039 | 41.46 | 27280 | 0.0982 | 0.7740 | 0.9383 | 0.9624 | nan | 0.8938 | 0.9879 | 0.9609 | 0.8584 | 0.9904 | 0.0 | 0.8917 | 0.9875 | 0.9583 | 0.8179 | 0.9885 | | 0.0046 | 41.49 | 27300 | 0.1017 | 0.7738 | 0.9377 | 0.9614 | nan | 0.8934 | 0.9878 | 0.9590 | 0.8566 | 0.9917 | 0.0 | 0.8914 | 0.9873 | 0.9565 | 0.8180 | 0.9894 | | 0.0228 | 41.52 | 27320 | 0.1011 | 0.7758 | 0.9405 | 0.9651 | nan | 0.8998 | 0.9890 | 0.9642 | 0.8594 | 0.9901 | 0.0 | 0.8978 | 0.9885 | 0.9613 | 0.8189 | 0.9884 | | 0.0212 | 41.55 | 27340 | 0.1001 | 0.7749 | 0.9390 | 0.9650 | nan | 0.8953 | 0.9879 | 0.9648 | 0.8572 | 0.9899 | 0.0 | 0.8933 | 0.9875 | 0.9620 | 0.8182 | 0.9881 | | 0.0053 | 41.58 | 27360 | 0.0970 | 0.7741 | 0.9385 | 0.9632 | nan | 0.8958 | 0.9870 | 0.9622 | 0.8580 | 0.9893 | 0.0 | 0.8936 | 0.9867 | 0.9595 | 0.8173 | 0.9876 | | 0.0048 | 41.61 | 27380 | 0.1021 | 0.7754 | 0.9400 | 0.9645 | nan | 0.8991 | 0.9885 | 0.9634 | 0.8592 | 0.9899 | 0.0 | 0.8971 | 0.9881 | 0.9606 | 0.8185 | 0.9881 | | 0.0031 | 41.64 | 27400 | 0.1021 | 0.7740 | 0.9384 | 0.9632 | nan | 0.8933 | 0.9874 | 0.9623 | 0.8586 | 0.9902 | 0.0 | 0.8915 | 0.9870 | 0.9595 | 0.8174 | 0.9884 | | 0.003 | 41.67 | 27420 | 0.1080 | 0.7733 | 0.9370 | 0.9618 | nan | 0.8926 | 0.9868 | 0.9600 | 0.8541 | 0.9918 | 0.0 | 0.8906 | 0.9864 | 0.9573 | 0.8157 | 0.9895 | | 0.0028 | 41.7 | 27440 | 0.1006 | 0.7761 | 0.9408 | 0.9641 | nan | 0.9019 | 0.9882 | 0.9621 | 0.8599 | 0.9918 | 0.0 | 0.8997 | 0.9878 | 0.9593 | 0.8199 | 0.9898 | | 0.0277 | 41.73 | 27460 | 0.0984 | 0.7747 | 0.9391 | 0.9640 | nan | 0.8997 | 0.9872 | 0.9629 | 0.8562 | 0.9897 | 0.0 | 0.8976 | 0.9868 | 0.9600 | 0.8160 | 0.9880 | | 0.0214 | 41.76 | 27480 | 0.0998 | 0.7744 | 0.9383 | 0.9651 | nan | 0.8938 | 0.9881 | 0.9649 | 0.8540 | 0.9909 | 0.0 | 0.8918 | 0.9877 | 0.9620 | 0.8155 | 0.9891 | | 0.0214 | 41.79 | 27500 | 0.0971 | 0.7757 | 0.9403 | 0.9628 | nan | 0.8987 | 0.9887 | 0.9602 | 0.8613 | 0.9925 | 0.0 | 0.8965 | 0.9882 | 0.9577 | 0.8216 | 0.9902 | | 0.0164 | 41.82 | 27520 | 0.0969 | 0.7722 | 0.9362 | 0.9601 | nan | 0.8867 | 0.9883 | 0.9580 | 0.8565 | 0.9913 | 0.0 | 0.8850 | 0.9878 | 0.9555 | 0.8159 | 0.9892 | | 0.0053 | 41.85 | 27540 | 0.0996 | 0.7740 | 0.9384 | 0.9622 | nan | 0.8957 | 0.9888 | 0.9600 | 0.8563 | 0.9910 | 0.0 | 0.8938 | 0.9883 | 0.9573 | 0.8154 | 0.9890 | | 0.0142 | 41.88 | 27560 | 0.1008 | 0.7728 | 0.9364 | 0.9617 | nan | 0.8940 | 0.9875 | 0.9598 | 0.8497 | 0.9909 | 0.0 | 0.8922 | 0.9870 | 0.9571 | 0.8117 | 0.9888 | | 0.0018 | 41.91 | 27580 | 0.1018 | 0.7727 | 0.9365 | 0.9614 | nan | 0.8952 | 0.9868 | 0.9594 | 0.8509 | 0.9903 | 0.0 | 0.8933 | 0.9864 | 0.9567 | 0.8117 | 0.9883 | | 0.0121 | 41.95 | 27600 | 0.0985 | 0.7752 | 0.9394 | 0.9642 | nan | 0.9010 | 0.9886 | 0.9627 | 0.8545 | 0.9900 | 0.0 | 0.8990 | 0.9882 | 0.9599 | 0.8157 | 0.9882 | | 0.0067 | 41.98 | 27620 | 0.1009 | 0.7735 | 0.9383 | 0.9627 | nan | 0.8944 | 0.9884 | 0.9614 | 0.8579 | 0.9895 | 0.0 | 0.8924 | 0.9879 | 0.9587 | 0.8146 | 0.9877 | | 0.0199 | 42.01 | 27640 | 0.0970 | 0.7732 | 0.9373 | 0.9628 | nan | 0.8902 | 0.9881 | 0.9619 | 0.8558 | 0.9908 | 0.0 | 0.8885 | 0.9876 | 0.9591 | 0.8154 | 0.9888 | | 0.0156 | 42.04 | 27660 | 0.0991 | 0.7749 | 0.9396 | 0.9634 | nan | 0.9014 | 0.9880 | 0.9614 | 0.8570 | 0.9903 | 0.0 | 0.8996 | 0.9875 | 0.9587 | 0.8151 | 0.9884 | | 0.0083 | 42.07 | 27680 | 0.0978 | 0.7749 | 0.9398 | 0.9628 | nan | 0.9016 | 0.9886 | 0.9602 | 0.8574 | 0.9910 | 0.0 | 0.8997 | 0.9881 | 0.9577 | 0.8151 | 0.9889 | | 0.0193 | 42.1 | 27700 | 0.0952 | 0.7738 | 0.9379 | 0.9619 | nan | 0.8965 | 0.9885 | 0.9597 | 0.8551 | 0.9899 | 0.0 | 0.8947 | 0.9880 | 0.9571 | 0.8150 | 0.9881 | | 0.0103 | 42.13 | 27720 | 0.0978 | 0.7737 | 0.9379 | 0.9631 | nan | 0.8940 | 0.9885 | 0.9621 | 0.8557 | 0.9893 | 0.0 | 0.8925 | 0.9880 | 0.9592 | 0.8150 | 0.9877 | | 0.0034 | 42.16 | 27740 | 0.0996 | 0.7736 | 0.9381 | 0.9614 | nan | 0.8948 | 0.9877 | 0.9590 | 0.8573 | 0.9914 | 0.0 | 0.8930 | 0.9873 | 0.9564 | 0.8158 | 0.9893 | | 0.0158 | 42.19 | 27760 | 0.1003 | 0.7738 | 0.9386 | 0.9623 | nan | 0.8960 | 0.9876 | 0.9604 | 0.8588 | 0.9904 | 0.0 | 0.8940 | 0.9871 | 0.9577 | 0.8155 | 0.9886 | | 0.0004 | 42.22 | 27780 | 0.1000 | 0.7744 | 0.9392 | 0.9631 | nan | 0.8994 | 0.9883 | 0.9613 | 0.8570 | 0.9900 | 0.0 | 0.8976 | 0.9879 | 0.9585 | 0.8141 | 0.9882 | | 0.0298 | 42.25 | 27800 | 0.0953 | 0.7746 | 0.9395 | 0.9626 | nan | 0.9002 | 0.9887 | 0.9600 | 0.8578 | 0.9910 | 0.0 | 0.8981 | 0.9882 | 0.9575 | 0.8148 | 0.9890 | | 0.0041 | 42.28 | 27820 | 0.1039 | 0.7741 | 0.9391 | 0.9628 | nan | 0.8976 | 0.9888 | 0.9608 | 0.8576 | 0.9904 | 0.0 | 0.8959 | 0.9883 | 0.9582 | 0.8139 | 0.9884 | | 0.012 | 42.31 | 27840 | 0.0998 | 0.7729 | 0.9378 | 0.9625 | nan | 0.8953 | 0.9883 | 0.9612 | 0.8556 | 0.9886 | 0.0 | 0.8936 | 0.9878 | 0.9586 | 0.8106 | 0.9868 | | 0.0042 | 42.34 | 27860 | 0.1018 | 0.7735 | 0.9383 | 0.9630 | nan | 0.8995 | 0.9880 | 0.9619 | 0.8553 | 0.9871 | 0.0 | 0.8977 | 0.9875 | 0.9591 | 0.8113 | 0.9856 | | 0.0115 | 42.37 | 27880 | 0.1020 | 0.7740 | 0.9387 | 0.9626 | nan | 0.8987 | 0.9882 | 0.9608 | 0.8563 | 0.9893 | 0.0 | 0.8967 | 0.9877 | 0.9583 | 0.8138 | 0.9874 | | 0.0246 | 42.4 | 27900 | 0.0999 | 0.7726 | 0.9366 | 0.9618 | nan | 0.8974 | 0.9859 | 0.9602 | 0.8507 | 0.9886 | 0.0 | 0.8956 | 0.9856 | 0.9575 | 0.8100 | 0.9868 | | 0.0053 | 42.43 | 27920 | 0.0985 | 0.7755 | 0.9404 | 0.9629 | nan | 0.9045 | 0.9886 | 0.9602 | 0.8585 | 0.9904 | 0.0 | 0.9024 | 0.9881 | 0.9577 | 0.8165 | 0.9884 | | 0.0053 | 42.46 | 27940 | 0.1021 | 0.7742 | 0.9390 | 0.9617 | nan | 0.8992 | 0.9883 | 0.9592 | 0.8587 | 0.9898 | 0.0 | 0.8970 | 0.9879 | 0.9567 | 0.8159 | 0.9879 | | 0.0154 | 42.49 | 27960 | 0.1011 | 0.7733 | 0.9378 | 0.9607 | nan | 0.8966 | 0.9868 | 0.9581 | 0.8576 | 0.9899 | 0.0 | 0.8946 | 0.9863 | 0.9557 | 0.8155 | 0.9879 | | 0.0046 | 42.52 | 27980 | 0.1011 | 0.7756 | 0.9401 | 0.9635 | nan | 0.9026 | 0.9883 | 0.9614 | 0.8578 | 0.9906 | 0.0 | 0.9006 | 0.9878 | 0.9589 | 0.8178 | 0.9886 | | 0.0556 | 42.55 | 28000 | 0.0988 | 0.7742 | 0.9393 | 0.9621 | nan | 0.8966 | 0.9883 | 0.9601 | 0.8615 | 0.9898 | 0.0 | 0.8943 | 0.9878 | 0.9577 | 0.8175 | 0.9879 | | 0.002 | 42.58 | 28020 | 0.1016 | 0.7752 | 0.9406 | 0.9636 | nan | 0.9015 | 0.9890 | 0.9619 | 0.8620 | 0.9886 | 0.0 | 0.8994 | 0.9885 | 0.9593 | 0.8171 | 0.9869 | | 0.0055 | 42.61 | 28040 | 0.1025 | 0.7751 | 0.9396 | 0.9629 | nan | 0.9001 | 0.9894 | 0.9608 | 0.8585 | 0.9895 | 0.0 | 0.8982 | 0.9889 | 0.9582 | 0.8176 | 0.9876 | | 0.0046 | 42.64 | 28060 | 0.1012 | 0.7729 | 0.9370 | 0.9611 | nan | 0.8887 | 0.9881 | 0.9595 | 0.8583 | 0.9904 | 0.0 | 0.8868 | 0.9876 | 0.9571 | 0.8175 | 0.9883 | | 0.0336 | 42.67 | 28080 | 0.0988 | 0.7730 | 0.9364 | 0.9615 | nan | 0.8916 | 0.9874 | 0.9600 | 0.8528 | 0.9899 | 0.0 | 0.8898 | 0.9870 | 0.9574 | 0.8161 | 0.9879 | | 0.0168 | 42.71 | 28100 | 0.0992 | 0.7727 | 0.9368 | 0.9615 | nan | 0.8850 | 0.9886 | 0.9606 | 0.8598 | 0.9901 | 0.0 | 0.8832 | 0.9881 | 0.9579 | 0.8186 | 0.9882 | | 0.0069 | 42.74 | 28120 | 0.0990 | 0.7744 | 0.9394 | 0.9620 | nan | 0.8945 | 0.9888 | 0.9601 | 0.8640 | 0.9898 | 0.0 | 0.8924 | 0.9882 | 0.9576 | 0.8200 | 0.9880 | | 0.0029 | 42.77 | 28140 | 0.1012 | 0.7740 | 0.9394 | 0.9610 | nan | 0.8976 | 0.9877 | 0.9585 | 0.8637 | 0.9893 | 0.0 | 0.8952 | 0.9873 | 0.9559 | 0.8183 | 0.9875 | | 0.0242 | 42.8 | 28160 | 0.1033 | 0.7730 | 0.9382 | 0.9578 | nan | 0.8938 | 0.9886 | 0.9539 | 0.8655 | 0.9894 | 0.0 | 0.8915 | 0.9881 | 0.9515 | 0.8195 | 0.9876 | | 0.0189 | 42.83 | 28180 | 0.0983 | 0.7734 | 0.9383 | 0.9589 | nan | 0.8944 | 0.9882 | 0.9556 | 0.8641 | 0.9893 | 0.0 | 0.8922 | 0.9877 | 0.9531 | 0.8199 | 0.9875 | | 0.0019 | 42.86 | 28200 | 0.1042 | 0.7745 | 0.9396 | 0.9607 | nan | 0.8956 | 0.9881 | 0.9578 | 0.8654 | 0.9909 | 0.0 | 0.8937 | 0.9877 | 0.9553 | 0.8213 | 0.9888 | | 0.0039 | 42.89 | 28220 | 0.1019 | 0.7742 | 0.9380 | 0.9597 | nan | 0.8976 | 0.9876 | 0.9562 | 0.8581 | 0.9906 | 0.0 | 0.8955 | 0.9872 | 0.9537 | 0.8203 | 0.9885 | | 0.0192 | 42.92 | 28240 | 0.0996 | 0.7738 | 0.9382 | 0.9589 | nan | 0.8985 | 0.9875 | 0.9551 | 0.8604 | 0.9897 | 0.0 | 0.8963 | 0.9871 | 0.9525 | 0.8191 | 0.9878 | | 0.0081 | 42.95 | 28260 | 0.0978 | 0.7734 | 0.9367 | 0.9601 | nan | 0.8980 | 0.9870 | 0.9570 | 0.8512 | 0.9902 | 0.0 | 0.8959 | 0.9866 | 0.9545 | 0.8151 | 0.9881 | | 0.0067 | 42.98 | 28280 | 0.1029 | 0.7744 | 0.9383 | 0.9619 | nan | 0.8973 | 0.9878 | 0.9595 | 0.8558 | 0.9912 | 0.0 | 0.8952 | 0.9874 | 0.9569 | 0.8182 | 0.9890 | | 0.0046 | 43.01 | 28300 | 0.1019 | 0.7741 | 0.9381 | 0.9616 | nan | 0.8912 | 0.9881 | 0.9598 | 0.8605 | 0.9908 | 0.0 | 0.8895 | 0.9877 | 0.9572 | 0.8211 | 0.9888 | | 0.0207 | 43.04 | 28320 | 0.1013 | 0.7760 | 0.9402 | 0.9614 | nan | 0.9041 | 0.9892 | 0.9577 | 0.8594 | 0.9907 | 0.0 | 0.9021 | 0.9888 | 0.9553 | 0.8214 | 0.9887 | | 0.0058 | 43.07 | 28340 | 0.0985 | 0.7758 | 0.9402 | 0.9621 | nan | 0.9005 | 0.9879 | 0.9595 | 0.8627 | 0.9906 | 0.0 | 0.8986 | 0.9875 | 0.9570 | 0.8229 | 0.9886 | | 0.0027 | 43.1 | 28360 | 0.1014 | 0.7759 | 0.9412 | 0.9624 | nan | 0.9001 | 0.9877 | 0.9598 | 0.8675 | 0.9912 | 0.0 | 0.8982 | 0.9873 | 0.9573 | 0.8236 | 0.9892 | | 0.0048 | 43.13 | 28380 | 0.1010 | 0.7760 | 0.9416 | 0.9614 | nan | 0.9028 | 0.9885 | 0.9579 | 0.8676 | 0.9911 | 0.0 | 0.9006 | 0.9880 | 0.9556 | 0.8230 | 0.9891 | | 0.005 | 43.16 | 28400 | 0.1032 | 0.7769 | 0.9423 | 0.9630 | nan | 0.9060 | 0.9883 | 0.9598 | 0.8662 | 0.9912 | 0.0 | 0.9037 | 0.9879 | 0.9574 | 0.8233 | 0.9892 | | 0.0033 | 43.19 | 28420 | 0.1022 | 0.7765 | 0.9415 | 0.9628 | nan | 0.9043 | 0.9888 | 0.9597 | 0.8631 | 0.9915 | 0.0 | 0.9021 | 0.9883 | 0.9572 | 0.8222 | 0.9894 | | 0.0292 | 43.22 | 28440 | 0.1042 | 0.7764 | 0.9422 | 0.9631 | nan | 0.9043 | 0.9883 | 0.9604 | 0.8672 | 0.9906 | 0.0 | 0.9021 | 0.9878 | 0.9579 | 0.8216 | 0.9887 | | 0.0019 | 43.25 | 28460 | 0.1043 | 0.7762 | 0.9414 | 0.9633 | nan | 0.9031 | 0.9880 | 0.9609 | 0.8643 | 0.9907 | 0.0 | 0.9011 | 0.9876 | 0.9583 | 0.8217 | 0.9888 | | 0.0034 | 43.28 | 28480 | 0.1051 | 0.7749 | 0.9402 | 0.9609 | nan | 0.8984 | 0.9880 | 0.9580 | 0.8667 | 0.9899 | 0.0 | 0.8966 | 0.9877 | 0.9553 | 0.8215 | 0.9880 | | 0.0038 | 43.31 | 28500 | 0.1063 | 0.7761 | 0.9419 | 0.9628 | nan | 0.9018 | 0.9886 | 0.9603 | 0.8686 | 0.9901 | 0.0 | 0.8998 | 0.9882 | 0.9576 | 0.8230 | 0.9883 | | 0.0071 | 43.34 | 28520 | 0.1055 | 0.7752 | 0.9402 | 0.9621 | nan | 0.8971 | 0.9886 | 0.9598 | 0.8650 | 0.9906 | 0.0 | 0.8950 | 0.9881 | 0.9572 | 0.8224 | 0.9886 | | 0.007 | 43.37 | 28540 | 0.1054 | 0.7753 | 0.9396 | 0.9632 | nan | 0.8981 | 0.9889 | 0.9616 | 0.8597 | 0.9898 | 0.0 | 0.8963 | 0.9884 | 0.9589 | 0.8204 | 0.9879 | | 0.0049 | 43.4 | 28560 | 0.1046 | 0.7750 | 0.9395 | 0.9633 | nan | 0.8971 | 0.9880 | 0.9620 | 0.8609 | 0.9895 | 0.0 | 0.8953 | 0.9875 | 0.9593 | 0.8204 | 0.9877 | | 0.0109 | 43.43 | 28580 | 0.1013 | 0.7758 | 0.9408 | 0.9629 | nan | 0.9012 | 0.9891 | 0.9606 | 0.8634 | 0.9897 | 0.0 | 0.8991 | 0.9885 | 0.9580 | 0.8213 | 0.9879 | | 0.0074 | 43.47 | 28600 | 0.1007 | 0.7747 | 0.9395 | 0.9613 | nan | 0.8982 | 0.9880 | 0.9590 | 0.8634 | 0.9890 | 0.0 | 0.8961 | 0.9875 | 0.9564 | 0.8210 | 0.9873 | | 0.0043 | 43.5 | 28620 | 0.1019 | 0.7751 | 0.9402 | 0.9616 | nan | 0.9018 | 0.9875 | 0.9592 | 0.8640 | 0.9884 | 0.0 | 0.8997 | 0.9871 | 0.9566 | 0.8207 | 0.9868 | | 0.0053 | 43.53 | 28640 | 0.1025 | 0.7759 | 0.9400 | 0.9638 | nan | 0.9018 | 0.9888 | 0.9620 | 0.8576 | 0.9900 | 0.0 | 0.8998 | 0.9883 | 0.9593 | 0.8203 | 0.9880 | | 0.0032 | 43.56 | 28660 | 0.1016 | 0.7753 | 0.9393 | 0.9635 | nan | 0.8993 | 0.9884 | 0.9617 | 0.8564 | 0.9907 | 0.0 | 0.8973 | 0.9879 | 0.9590 | 0.8192 | 0.9887 | | 0.0048 | 43.59 | 28680 | 0.1035 | 0.7739 | 0.9371 | 0.9615 | nan | 0.8958 | 0.9881 | 0.9593 | 0.8523 | 0.9901 | 0.0 | 0.8939 | 0.9877 | 0.9566 | 0.8170 | 0.9881 | | 0.0121 | 43.62 | 28700 | 0.1024 | 0.7734 | 0.9367 | 0.9603 | nan | 0.8946 | 0.9883 | 0.9579 | 0.8538 | 0.9890 | 0.0 | 0.8927 | 0.9879 | 0.9552 | 0.8175 | 0.9873 | | 0.0033 | 43.65 | 28720 | 0.1046 | 0.7746 | 0.9388 | 0.9607 | nan | 0.8989 | 0.9883 | 0.9577 | 0.8595 | 0.9897 | 0.0 | 0.8969 | 0.9878 | 0.9551 | 0.8200 | 0.9879 | | 0.0053 | 43.68 | 28740 | 0.1038 | 0.7739 | 0.9376 | 0.9612 | nan | 0.8944 | 0.9879 | 0.9590 | 0.8566 | 0.9899 | 0.0 | 0.8925 | 0.9875 | 0.9563 | 0.8191 | 0.9881 | | 0.0033 | 43.71 | 28760 | 0.1039 | 0.7738 | 0.9374 | 0.9609 | nan | 0.8956 | 0.9882 | 0.9584 | 0.8552 | 0.9896 | 0.0 | 0.8937 | 0.9877 | 0.9558 | 0.8175 | 0.9878 | | 0.0033 | 43.74 | 28780 | 0.1026 | 0.7749 | 0.9392 | 0.9623 | nan | 0.8996 | 0.9885 | 0.9601 | 0.8584 | 0.9896 | 0.0 | 0.8973 | 0.9880 | 0.9575 | 0.8185 | 0.9879 | | 0.036 | 43.77 | 28800 | 0.1046 | 0.7741 | 0.9387 | 0.9622 | nan | 0.8947 | 0.9893 | 0.9604 | 0.8594 | 0.9899 | 0.0 | 0.8925 | 0.9888 | 0.9578 | 0.8176 | 0.9882 | | 0.011 | 43.8 | 28820 | 0.1042 | 0.7735 | 0.9385 | 0.9607 | nan | 0.8954 | 0.9885 | 0.9583 | 0.8609 | 0.9892 | 0.0 | 0.8930 | 0.9880 | 0.9558 | 0.8164 | 0.9875 | | 0.0254 | 43.83 | 28840 | 0.1024 | 0.7761 | 0.9417 | 0.9641 | nan | 0.9007 | 0.9892 | 0.9625 | 0.8657 | 0.9902 | 0.0 | 0.8983 | 0.9888 | 0.9598 | 0.8210 | 0.9885 | | 0.1378 | 43.86 | 28860 | 0.1030 | 0.7757 | 0.9413 | 0.9636 | nan | 0.9015 | 0.9883 | 0.9617 | 0.8651 | 0.9900 | 0.0 | 0.8989 | 0.9879 | 0.9592 | 0.8201 | 0.9882 | | 0.0062 | 43.89 | 28880 | 0.1031 | 0.7755 | 0.9403 | 0.9633 | nan | 0.8976 | 0.9891 | 0.9614 | 0.8626 | 0.9909 | 0.0 | 0.8952 | 0.9886 | 0.9589 | 0.8213 | 0.9890 | | 0.0034 | 43.92 | 28900 | 0.1038 | 0.7737 | 0.9379 | 0.9605 | nan | 0.8941 | 0.9881 | 0.9580 | 0.8591 | 0.9902 | 0.0 | 0.8917 | 0.9876 | 0.9557 | 0.8190 | 0.9884 | | 0.0437 | 43.95 | 28920 | 0.1040 | 0.7747 | 0.9400 | 0.9622 | nan | 0.8972 | 0.9895 | 0.9600 | 0.8633 | 0.9900 | 0.0 | 0.8949 | 0.9890 | 0.9575 | 0.8188 | 0.9883 | | 0.0082 | 43.98 | 28940 | 0.1058 | 0.7739 | 0.9382 | 0.9624 | nan | 0.8935 | 0.9890 | 0.9606 | 0.8569 | 0.9910 | 0.0 | 0.8916 | 0.9884 | 0.9581 | 0.8162 | 0.9890 | | 0.002 | 44.01 | 28960 | 0.1039 | 0.7742 | 0.9388 | 0.9626 | nan | 0.8971 | 0.9888 | 0.9607 | 0.8570 | 0.9904 | 0.0 | 0.8951 | 0.9883 | 0.9582 | 0.8151 | 0.9885 | | 0.0058 | 44.04 | 28980 | 0.1030 | 0.7726 | 0.9381 | 0.9609 | nan | 0.8947 | 0.9884 | 0.9587 | 0.8589 | 0.9896 | 0.0 | 0.8926 | 0.9879 | 0.9562 | 0.8111 | 0.9879 | | 0.003 | 44.07 | 29000 | 0.1047 | 0.7741 | 0.9394 | 0.9627 | nan | 0.8984 | 0.9885 | 0.9608 | 0.8595 | 0.9901 | 0.0 | 0.8964 | 0.9880 | 0.9582 | 0.8138 | 0.9883 | | 0.0026 | 44.1 | 29020 | 0.1049 | 0.7744 | 0.9399 | 0.9629 | nan | 0.8973 | 0.9890 | 0.9610 | 0.8613 | 0.9906 | 0.0 | 0.8953 | 0.9885 | 0.9585 | 0.8154 | 0.9887 | | 0.0052 | 44.13 | 29040 | 0.1047 | 0.7737 | 0.9390 | 0.9633 | nan | 0.8944 | 0.9885 | 0.9621 | 0.8599 | 0.9903 | 0.0 | 0.8924 | 0.9880 | 0.9596 | 0.8137 | 0.9884 | | 0.0025 | 44.16 | 29060 | 0.1063 | 0.7744 | 0.9409 | 0.9622 | nan | 0.8968 | 0.9890 | 0.9597 | 0.8675 | 0.9913 | 0.0 | 0.8946 | 0.9885 | 0.9574 | 0.8166 | 0.9892 | | 0.0036 | 44.19 | 29080 | 0.1032 | 0.7750 | 0.9409 | 0.9625 | nan | 0.9008 | 0.9884 | 0.9600 | 0.8648 | 0.9907 | 0.0 | 0.8985 | 0.9879 | 0.9576 | 0.8175 | 0.9887 | | 0.0123 | 44.22 | 29100 | 0.1013 | 0.7744 | 0.9403 | 0.9623 | nan | 0.8967 | 0.9885 | 0.9602 | 0.8659 | 0.9904 | 0.0 | 0.8944 | 0.9880 | 0.9578 | 0.8178 | 0.9886 | | 0.0058 | 44.26 | 29120 | 0.1033 | 0.7750 | 0.9409 | 0.9614 | nan | 0.8994 | 0.9888 | 0.9583 | 0.8672 | 0.9909 | 0.0 | 0.8969 | 0.9883 | 0.9560 | 0.8197 | 0.9890 | | 0.0097 | 44.29 | 29140 | 0.1016 | 0.7749 | 0.9402 | 0.9616 | nan | 0.8984 | 0.9888 | 0.9588 | 0.8642 | 0.9907 | 0.0 | 0.8962 | 0.9883 | 0.9564 | 0.8196 | 0.9889 | | 0.0208 | 44.32 | 29160 | 0.1014 | 0.7749 | 0.9395 | 0.9628 | nan | 0.8954 | 0.9881 | 0.9610 | 0.8617 | 0.9912 | 0.0 | 0.8934 | 0.9876 | 0.9584 | 0.8205 | 0.9893 | | 0.0031 | 44.35 | 29180 | 0.0991 | 0.7741 | 0.9396 | 0.9634 | nan | 0.8960 | 0.9883 | 0.9624 | 0.8623 | 0.9893 | 0.0 | 0.8940 | 0.9878 | 0.9596 | 0.8156 | 0.9877 | | 0.0236 | 44.38 | 29200 | 0.1028 | 0.7755 | 0.9402 | 0.9624 | nan | 0.9002 | 0.9884 | 0.9597 | 0.8612 | 0.9913 | 0.0 | 0.8983 | 0.9879 | 0.9571 | 0.8204 | 0.9894 | | 0.0162 | 44.41 | 29220 | 0.1032 | 0.7746 | 0.9386 | 0.9603 | nan | 0.8992 | 0.9888 | 0.9567 | 0.8573 | 0.9908 | 0.0 | 0.8970 | 0.9882 | 0.9543 | 0.8189 | 0.9889 | | 0.0043 | 44.44 | 29240 | 0.1068 | 0.7748 | 0.9389 | 0.9608 | nan | 0.9015 | 0.9886 | 0.9571 | 0.8562 | 0.9910 | 0.0 | 0.8995 | 0.9881 | 0.9546 | 0.8178 | 0.9890 | | 0.0042 | 44.47 | 29260 | 0.1038 | 0.7749 | 0.9399 | 0.9612 | nan | 0.8983 | 0.9886 | 0.9584 | 0.8642 | 0.9899 | 0.0 | 0.8962 | 0.9881 | 0.9559 | 0.8209 | 0.9882 | | 0.01 | 44.5 | 29280 | 0.1012 | 0.7754 | 0.9402 | 0.9619 | nan | 0.9009 | 0.9881 | 0.9591 | 0.8625 | 0.9904 | 0.0 | 0.8986 | 0.9877 | 0.9565 | 0.8209 | 0.9886 | | 0.0042 | 44.53 | 29300 | 0.1062 | 0.7745 | 0.9384 | 0.9608 | nan | 0.8984 | 0.9876 | 0.9582 | 0.8590 | 0.9889 | 0.0 | 0.8964 | 0.9872 | 0.9557 | 0.8201 | 0.9873 | | 0.0034 | 44.56 | 29320 | 0.1057 | 0.7746 | 0.9384 | 0.9603 | nan | 0.9004 | 0.9879 | 0.9571 | 0.8574 | 0.9891 | 0.0 | 0.8985 | 0.9875 | 0.9545 | 0.8194 | 0.9874 | | 0.0053 | 44.59 | 29340 | 0.1030 | 0.7746 | 0.9387 | 0.9621 | nan | 0.8947 | 0.9886 | 0.9604 | 0.8602 | 0.9896 | 0.0 | 0.8928 | 0.9882 | 0.9577 | 0.8211 | 0.9879 | | 0.0078 | 44.62 | 29360 | 0.1060 | 0.7744 | 0.9380 | 0.9621 | nan | 0.8938 | 0.9881 | 0.9604 | 0.8569 | 0.9906 | 0.0 | 0.8920 | 0.9877 | 0.9577 | 0.8200 | 0.9888 | | 0.022 | 44.65 | 29380 | 0.1047 | 0.7729 | 0.9373 | 0.9596 | nan | 0.8920 | 0.9878 | 0.9570 | 0.8604 | 0.9893 | 0.0 | 0.8900 | 0.9874 | 0.9544 | 0.8182 | 0.9876 | | 0.0071 | 44.68 | 29400 | 0.1071 | 0.7739 | 0.9384 | 0.9604 | nan | 0.8934 | 0.9881 | 0.9578 | 0.8623 | 0.9904 | 0.0 | 0.8914 | 0.9876 | 0.9552 | 0.8208 | 0.9886 | | 0.0057 | 44.71 | 29420 | 0.1042 | 0.7735 | 0.9372 | 0.9595 | nan | 0.8937 | 0.9877 | 0.9565 | 0.8575 | 0.9903 | 0.0 | 0.8918 | 0.9873 | 0.9540 | 0.8193 | 0.9885 | | 0.0079 | 44.74 | 29440 | 0.1035 | 0.7757 | 0.9403 | 0.9624 | nan | 0.8980 | 0.9889 | 0.9598 | 0.8635 | 0.9915 | 0.0 | 0.8961 | 0.9884 | 0.9573 | 0.8230 | 0.9895 | | 0.0073 | 44.77 | 29460 | 0.1039 | 0.7749 | 0.9396 | 0.9616 | nan | 0.8980 | 0.9880 | 0.9591 | 0.8625 | 0.9903 | 0.0 | 0.8961 | 0.9876 | 0.9566 | 0.8207 | 0.9884 | | 0.0039 | 44.8 | 29480 | 0.1071 | 0.7752 | 0.9400 | 0.9618 | nan | 0.8997 | 0.9876 | 0.9591 | 0.8630 | 0.9907 | 0.0 | 0.8976 | 0.9872 | 0.9566 | 0.8213 | 0.9887 | | 0.0281 | 44.83 | 29500 | 0.0977 | 0.7765 | 0.9418 | 0.9639 | nan | 0.9026 | 0.9886 | 0.9618 | 0.8653 | 0.9909 | 0.0 | 0.9006 | 0.9881 | 0.9591 | 0.8222 | 0.9889 | | 0.0263 | 44.86 | 29520 | 0.0992 | 0.7751 | 0.9398 | 0.9636 | nan | 0.8940 | 0.9884 | 0.9623 | 0.8628 | 0.9913 | 0.0 | 0.8920 | 0.9880 | 0.9597 | 0.8218 | 0.9892 | | 0.0082 | 44.89 | 29540 | 0.1013 | 0.7739 | 0.9380 | 0.9623 | nan | 0.8922 | 0.9884 | 0.9606 | 0.8577 | 0.9910 | 0.0 | 0.8902 | 0.9880 | 0.9581 | 0.8185 | 0.9889 | | 0.0127 | 44.92 | 29560 | 0.1009 | 0.7750 | 0.9395 | 0.9630 | nan | 0.8974 | 0.9886 | 0.9612 | 0.8601 | 0.9901 | 0.0 | 0.8954 | 0.9882 | 0.9586 | 0.8199 | 0.9883 | | 0.0352 | 44.95 | 29580 | 0.1013 | 0.7754 | 0.9398 | 0.9632 | nan | 0.8973 | 0.9894 | 0.9615 | 0.8607 | 0.9900 | 0.0 | 0.8953 | 0.9890 | 0.9589 | 0.8212 | 0.9882 | | 0.0191 | 44.98 | 29600 | 0.0991 | 0.7753 | 0.9398 | 0.9631 | nan | 0.8949 | 0.9897 | 0.9616 | 0.8627 | 0.9901 | 0.0 | 0.8927 | 0.9892 | 0.9590 | 0.8224 | 0.9883 | | 0.0197 | 45.02 | 29620 | 0.1012 | 0.7736 | 0.9383 | 0.9620 | nan | 0.8924 | 0.9886 | 0.9606 | 0.8606 | 0.9890 | 0.0 | 0.8904 | 0.9882 | 0.9579 | 0.8176 | 0.9874 | | 0.0036 | 45.05 | 29640 | 0.1017 | 0.7734 | 0.9379 | 0.9612 | nan | 0.8945 | 0.9885 | 0.9592 | 0.8585 | 0.9888 | 0.0 | 0.8925 | 0.9881 | 0.9565 | 0.8158 | 0.9872 | | 0.0034 | 45.08 | 29660 | 0.1039 | 0.7729 | 0.9372 | 0.9612 | nan | 0.8908 | 0.9884 | 0.9597 | 0.8577 | 0.9893 | 0.0 | 0.8889 | 0.9880 | 0.9570 | 0.8158 | 0.9876 | | 0.0165 | 45.11 | 29680 | 0.1031 | 0.7749 | 0.9396 | 0.9647 | nan | 0.8976 | 0.9891 | 0.9641 | 0.8580 | 0.9892 | 0.0 | 0.8956 | 0.9887 | 0.9612 | 0.8162 | 0.9876 | | 0.016 | 45.14 | 29700 | 0.1036 | 0.7732 | 0.9373 | 0.9631 | nan | 0.8908 | 0.9880 | 0.9626 | 0.8558 | 0.9891 | 0.0 | 0.8890 | 0.9877 | 0.9598 | 0.8154 | 0.9875 | | 0.0192 | 45.17 | 29720 | 0.1026 | 0.7744 | 0.9384 | 0.9642 | nan | 0.8969 | 0.9871 | 0.9639 | 0.8556 | 0.9884 | 0.0 | 0.8948 | 0.9868 | 0.9610 | 0.8167 | 0.9868 | | 0.0097 | 45.2 | 29740 | 0.0999 | 0.7745 | 0.9385 | 0.9636 | nan | 0.8940 | 0.9884 | 0.9629 | 0.8577 | 0.9895 | 0.0 | 0.8920 | 0.9880 | 0.9602 | 0.8191 | 0.9878 | | 0.0051 | 45.23 | 29760 | 0.1049 | 0.7751 | 0.9397 | 0.9633 | nan | 0.8979 | 0.9887 | 0.9615 | 0.8596 | 0.9905 | 0.0 | 0.8958 | 0.9883 | 0.9589 | 0.8188 | 0.9886 | | 0.0249 | 45.26 | 29780 | 0.1030 | 0.7751 | 0.9402 | 0.9627 | nan | 0.8974 | 0.9887 | 0.9607 | 0.8635 | 0.9908 | 0.0 | 0.8953 | 0.9882 | 0.9581 | 0.8200 | 0.9889 | | 0.0152 | 45.29 | 29800 | 0.1007 | 0.7751 | 0.9395 | 0.9620 | nan | 0.8990 | 0.9880 | 0.9593 | 0.8600 | 0.9911 | 0.0 | 0.8968 | 0.9876 | 0.9568 | 0.8207 | 0.9890 | | 0.0277 | 45.32 | 29820 | 0.1023 | 0.7739 | 0.9383 | 0.9621 | nan | 0.8957 | 0.9878 | 0.9603 | 0.8579 | 0.9898 | 0.0 | 0.8937 | 0.9875 | 0.9576 | 0.8166 | 0.9881 | | 0.0036 | 45.35 | 29840 | 0.1079 | 0.7744 | 0.9383 | 0.9618 | nan | 0.8983 | 0.9885 | 0.9592 | 0.8544 | 0.9910 | 0.0 | 0.8964 | 0.9880 | 0.9565 | 0.8163 | 0.9890 | | 0.0298 | 45.38 | 29860 | 0.1001 | 0.7753 | 0.9399 | 0.9619 | nan | 0.8985 | 0.9894 | 0.9589 | 0.8611 | 0.9916 | 0.0 | 0.8965 | 0.9889 | 0.9564 | 0.8206 | 0.9895 | | 0.0055 | 45.41 | 29880 | 0.1057 | 0.7750 | 0.9394 | 0.9624 | nan | 0.8975 | 0.9884 | 0.9602 | 0.8600 | 0.9909 | 0.0 | 0.8957 | 0.9880 | 0.9574 | 0.8201 | 0.9890 | | 0.0092 | 45.44 | 29900 | 0.1037 | 0.7748 | 0.9386 | 0.9626 | nan | 0.8956 | 0.9882 | 0.9606 | 0.8571 | 0.9914 | 0.0 | 0.8938 | 0.9878 | 0.9579 | 0.8199 | 0.9893 | | 0.0068 | 45.47 | 29920 | 0.1015 | 0.7739 | 0.9377 | 0.9605 | nan | 0.8938 | 0.9885 | 0.9579 | 0.8577 | 0.9907 | 0.0 | 0.8919 | 0.9881 | 0.9552 | 0.8193 | 0.9887 | | 0.0017 | 45.5 | 29940 | 0.1058 | 0.7744 | 0.9385 | 0.9609 | nan | 0.8945 | 0.9892 | 0.9584 | 0.8602 | 0.9903 | 0.0 | 0.8927 | 0.9887 | 0.9557 | 0.8207 | 0.9884 | | 0.0066 | 45.53 | 29960 | 0.1031 | 0.7747 | 0.9389 | 0.9621 | nan | 0.8953 | 0.9887 | 0.9599 | 0.8596 | 0.9913 | 0.0 | 0.8932 | 0.9882 | 0.9572 | 0.8200 | 0.9893 | | 0.0199 | 45.56 | 29980 | 0.1035 | 0.7742 | 0.9384 | 0.9613 | nan | 0.8950 | 0.9884 | 0.9588 | 0.8588 | 0.9908 | 0.0 | 0.8931 | 0.9880 | 0.9561 | 0.8191 | 0.9889 | | 0.008 | 45.59 | 30000 | 0.1015 | 0.7749 | 0.9399 | 0.9612 | nan | 0.8986 | 0.9882 | 0.9582 | 0.8635 | 0.9910 | 0.0 | 0.8965 | 0.9878 | 0.9556 | 0.8207 | 0.9890 | | 0.0086 | 45.62 | 30020 | 0.1087 | 0.7755 | 0.9401 | 0.9630 | nan | 0.9008 | 0.9885 | 0.9607 | 0.8594 | 0.9909 | 0.0 | 0.8989 | 0.9881 | 0.9580 | 0.8189 | 0.9890 | | 0.0028 | 45.65 | 30040 | 0.1037 | 0.7736 | 0.9381 | 0.9618 | nan | 0.8948 | 0.9882 | 0.9598 | 0.8575 | 0.9900 | 0.0 | 0.8928 | 0.9877 | 0.9571 | 0.8159 | 0.9883 | | 0.0091 | 45.68 | 30060 | 0.1022 | 0.7725 | 0.9357 | 0.9602 | nan | 0.8931 | 0.9876 | 0.9578 | 0.8501 | 0.9900 | 0.0 | 0.8910 | 0.9872 | 0.9552 | 0.8133 | 0.9881 | | 0.0268 | 45.71 | 30080 | 0.1034 | 0.7737 | 0.9377 | 0.9616 | nan | 0.8959 | 0.9882 | 0.9594 | 0.8548 | 0.9902 | 0.0 | 0.8939 | 0.9877 | 0.9567 | 0.8155 | 0.9883 | | 0.0222 | 45.74 | 30100 | 0.0999 | 0.7742 | 0.9376 | 0.9626 | nan | 0.8972 | 0.9889 | 0.9605 | 0.8506 | 0.9907 | 0.0 | 0.8953 | 0.9884 | 0.9578 | 0.8152 | 0.9888 | | 0.0049 | 45.78 | 30120 | 0.1070 | 0.7745 | 0.9383 | 0.9633 | nan | 0.8971 | 0.9890 | 0.9615 | 0.8532 | 0.9908 | 0.0 | 0.8953 | 0.9885 | 0.9587 | 0.8156 | 0.9889 | | 0.015 | 45.81 | 30140 | 0.1006 | 0.7747 | 0.9393 | 0.9633 | nan | 0.8984 | 0.9887 | 0.9618 | 0.8585 | 0.9893 | 0.0 | 0.8964 | 0.9882 | 0.9590 | 0.8169 | 0.9876 | | 0.0054 | 45.84 | 30160 | 0.1036 | 0.7731 | 0.9375 | 0.9611 | nan | 0.8933 | 0.9878 | 0.9593 | 0.8578 | 0.9893 | 0.0 | 0.8914 | 0.9874 | 0.9567 | 0.8156 | 0.9876 | | 0.0074 | 45.87 | 30180 | 0.1025 | 0.7739 | 0.9380 | 0.9617 | nan | 0.8974 | 0.9878 | 0.9595 | 0.8559 | 0.9896 | 0.0 | 0.8954 | 0.9874 | 0.9568 | 0.8157 | 0.9878 | | 0.0046 | 45.9 | 30200 | 0.1031 | 0.7744 | 0.9385 | 0.9617 | nan | 0.8995 | 0.9882 | 0.9592 | 0.8555 | 0.9899 | 0.0 | 0.8975 | 0.9878 | 0.9565 | 0.8163 | 0.9881 | | 0.0064 | 45.93 | 30220 | 0.1028 | 0.7733 | 0.9370 | 0.9615 | nan | 0.8915 | 0.9884 | 0.9600 | 0.8557 | 0.9896 | 0.0 | 0.8897 | 0.9879 | 0.9572 | 0.8173 | 0.9878 | | 0.0014 | 45.96 | 30240 | 0.1042 | 0.7737 | 0.9380 | 0.9615 | nan | 0.8940 | 0.9880 | 0.9598 | 0.8593 | 0.9889 | 0.0 | 0.8921 | 0.9876 | 0.9571 | 0.8179 | 0.9872 | | 0.002 | 45.99 | 30260 | 0.1088 | 0.7735 | 0.9372 | 0.9619 | nan | 0.8940 | 0.9878 | 0.9604 | 0.8546 | 0.9891 | 0.0 | 0.8924 | 0.9874 | 0.9576 | 0.8162 | 0.9874 | | 0.0017 | 46.02 | 30280 | 0.1073 | 0.7732 | 0.9367 | 0.9604 | nan | 0.8937 | 0.9878 | 0.9580 | 0.8541 | 0.9899 | 0.0 | 0.8919 | 0.9874 | 0.9553 | 0.8164 | 0.9880 | | 0.0198 | 46.05 | 30300 | 0.1033 | 0.7737 | 0.9378 | 0.9614 | nan | 0.8961 | 0.9881 | 0.9593 | 0.8567 | 0.9890 | 0.0 | 0.8942 | 0.9877 | 0.9566 | 0.8163 | 0.9873 | | 0.005 | 46.08 | 30320 | 0.1051 | 0.7743 | 0.9386 | 0.9620 | nan | 0.8980 | 0.9880 | 0.9598 | 0.8574 | 0.9898 | 0.0 | 0.8960 | 0.9876 | 0.9571 | 0.8173 | 0.9880 | | 0.0198 | 46.11 | 30340 | 0.1007 | 0.7747 | 0.9382 | 0.9627 | nan | 0.8998 | 0.9882 | 0.9607 | 0.8524 | 0.9899 | 0.0 | 0.8979 | 0.9878 | 0.9579 | 0.8166 | 0.9881 | | 0.0172 | 46.14 | 30360 | 0.1049 | 0.7727 | 0.9357 | 0.9609 | nan | 0.8930 | 0.9880 | 0.9589 | 0.8491 | 0.9893 | 0.0 | 0.8913 | 0.9876 | 0.9562 | 0.8135 | 0.9876 | | 0.0196 | 46.17 | 30380 | 0.1031 | 0.7735 | 0.9367 | 0.9607 | nan | 0.8958 | 0.9886 | 0.9581 | 0.8513 | 0.9897 | 0.0 | 0.8939 | 0.9882 | 0.9555 | 0.8154 | 0.9878 | | 0.0105 | 46.2 | 30400 | 0.1041 | 0.7736 | 0.9363 | 0.9624 | nan | 0.8971 | 0.9879 | 0.9607 | 0.8465 | 0.9894 | 0.0 | 0.8954 | 0.9875 | 0.9579 | 0.8135 | 0.9876 | | 0.0045 | 46.23 | 30420 | 0.1018 | 0.7756 | 0.9391 | 0.9637 | nan | 0.9011 | 0.9888 | 0.9615 | 0.8529 | 0.9912 | 0.0 | 0.8992 | 0.9884 | 0.9588 | 0.8179 | 0.9892 | | 0.0222 | 46.26 | 30440 | 0.1029 | 0.7739 | 0.9378 | 0.9624 | nan | 0.8940 | 0.9886 | 0.9609 | 0.8554 | 0.9900 | 0.0 | 0.8922 | 0.9881 | 0.9582 | 0.8165 | 0.9882 | | 0.0128 | 46.29 | 30460 | 0.1030 | 0.7752 | 0.9392 | 0.9630 | nan | 0.8978 | 0.9888 | 0.9610 | 0.8572 | 0.9911 | 0.0 | 0.8959 | 0.9883 | 0.9584 | 0.8194 | 0.9892 | | 0.0034 | 46.32 | 30480 | 0.1056 | 0.7742 | 0.9387 | 0.9629 | nan | 0.8936 | 0.9882 | 0.9615 | 0.8593 | 0.9907 | 0.0 | 0.8918 | 0.9878 | 0.9588 | 0.8178 | 0.9888 | | 0.0014 | 46.35 | 30500 | 0.1064 | 0.7743 | 0.9392 | 0.9632 | nan | 0.8962 | 0.9877 | 0.9620 | 0.8603 | 0.9896 | 0.0 | 0.8945 | 0.9873 | 0.9592 | 0.8172 | 0.9878 | | 0.0066 | 46.38 | 30520 | 0.1027 | 0.7746 | 0.9390 | 0.9638 | nan | 0.8972 | 0.9877 | 0.9627 | 0.8578 | 0.9898 | 0.0 | 0.8954 | 0.9873 | 0.9599 | 0.8168 | 0.9880 | | 0.0158 | 46.41 | 30540 | 0.0990 | 0.7734 | 0.9375 | 0.9606 | nan | 0.8938 | 0.9879 | 0.9583 | 0.8578 | 0.9895 | 0.0 | 0.8918 | 0.9875 | 0.9556 | 0.8180 | 0.9877 | | 0.008 | 46.44 | 30560 | 0.1015 | 0.7748 | 0.9389 | 0.9620 | nan | 0.8998 | 0.9876 | 0.9596 | 0.8576 | 0.9901 | 0.0 | 0.8978 | 0.9872 | 0.9569 | 0.8186 | 0.9882 | | 0.0077 | 46.47 | 30580 | 0.1026 | 0.7741 | 0.9383 | 0.9618 | nan | 0.8960 | 0.9877 | 0.9599 | 0.8582 | 0.9895 | 0.0 | 0.8941 | 0.9873 | 0.9572 | 0.8185 | 0.9877 | | 0.0058 | 46.5 | 30600 | 0.0998 | 0.7742 | 0.9379 | 0.9624 | nan | 0.8954 | 0.9878 | 0.9608 | 0.8561 | 0.9896 | 0.0 | 0.8935 | 0.9874 | 0.9581 | 0.8181 | 0.9879 | | 0.0051 | 46.53 | 30620 | 0.1037 | 0.7741 | 0.9381 | 0.9616 | nan | 0.8955 | 0.9881 | 0.9595 | 0.8574 | 0.9899 | 0.0 | 0.8935 | 0.9876 | 0.9569 | 0.8184 | 0.9881 | | 0.0053 | 46.57 | 30640 | 0.1003 | 0.7754 | 0.9402 | 0.9627 | nan | 0.8994 | 0.9885 | 0.9606 | 0.8625 | 0.9899 | 0.0 | 0.8973 | 0.9881 | 0.9580 | 0.8211 | 0.9882 | | 0.0048 | 46.6 | 30660 | 0.1063 | 0.7752 | 0.9395 | 0.9628 | nan | 0.8979 | 0.9886 | 0.9609 | 0.8603 | 0.9900 | 0.0 | 0.8961 | 0.9882 | 0.9582 | 0.8207 | 0.9882 | | 0.0052 | 46.63 | 30680 | 0.1073 | 0.7744 | 0.9384 | 0.9624 | nan | 0.8955 | 0.9888 | 0.9605 | 0.8568 | 0.9902 | 0.0 | 0.8938 | 0.9883 | 0.9578 | 0.8180 | 0.9883 | | 0.004 | 46.66 | 30700 | 0.1041 | 0.7752 | 0.9397 | 0.9633 | nan | 0.8987 | 0.9886 | 0.9616 | 0.8594 | 0.9903 | 0.0 | 0.8969 | 0.9882 | 0.9588 | 0.8190 | 0.9885 | | 0.0061 | 46.69 | 30720 | 0.1045 | 0.7740 | 0.9385 | 0.9629 | nan | 0.8956 | 0.9876 | 0.9618 | 0.8583 | 0.9893 | 0.0 | 0.8937 | 0.9872 | 0.9590 | 0.8167 | 0.9876 | | 0.0162 | 46.72 | 30740 | 0.1022 | 0.7745 | 0.9388 | 0.9625 | nan | 0.8965 | 0.9884 | 0.9608 | 0.8587 | 0.9895 | 0.0 | 0.8946 | 0.9880 | 0.9581 | 0.8183 | 0.9878 | | 0.0098 | 46.75 | 30760 | 0.1033 | 0.7745 | 0.9388 | 0.9630 | nan | 0.8959 | 0.9881 | 0.9615 | 0.8582 | 0.9903 | 0.0 | 0.8941 | 0.9877 | 0.9588 | 0.8178 | 0.9885 | | 0.003 | 46.78 | 30780 | 0.1060 | 0.7738 | 0.9380 | 0.9619 | nan | 0.8948 | 0.9882 | 0.9602 | 0.8570 | 0.9897 | 0.0 | 0.8930 | 0.9877 | 0.9575 | 0.8167 | 0.9879 | | 0.0205 | 46.81 | 30800 | 0.1058 | 0.7745 | 0.9391 | 0.9624 | nan | 0.8969 | 0.9885 | 0.9604 | 0.8593 | 0.9902 | 0.0 | 0.8951 | 0.9881 | 0.9577 | 0.8180 | 0.9883 | | 0.0265 | 46.84 | 30820 | 0.1020 | 0.7734 | 0.9372 | 0.9617 | nan | 0.8927 | 0.9883 | 0.9601 | 0.8554 | 0.9897 | 0.0 | 0.8909 | 0.9879 | 0.9574 | 0.8164 | 0.9879 | | 0.006 | 46.87 | 30840 | 0.1052 | 0.7739 | 0.9385 | 0.9608 | nan | 0.8940 | 0.9886 | 0.9583 | 0.8616 | 0.9900 | 0.0 | 0.8922 | 0.9882 | 0.9557 | 0.8190 | 0.9881 | | 0.0078 | 46.9 | 30860 | 0.1037 | 0.7743 | 0.9393 | 0.9620 | nan | 0.8939 | 0.9893 | 0.9603 | 0.8638 | 0.9894 | 0.0 | 0.8920 | 0.9888 | 0.9577 | 0.8195 | 0.9877 | | 0.0024 | 46.93 | 30880 | 0.1080 | 0.7743 | 0.9388 | 0.9618 | nan | 0.8967 | 0.9883 | 0.9595 | 0.8591 | 0.9901 | 0.0 | 0.8949 | 0.9879 | 0.9569 | 0.8178 | 0.9882 | | 0.0342 | 46.96 | 30900 | 0.1022 | 0.7754 | 0.9405 | 0.9618 | nan | 0.9017 | 0.9886 | 0.9589 | 0.8635 | 0.9900 | 0.0 | 0.8996 | 0.9881 | 0.9564 | 0.8199 | 0.9881 | | 0.0099 | 46.99 | 30920 | 0.1006 | 0.7755 | 0.9403 | 0.9621 | nan | 0.9008 | 0.9887 | 0.9593 | 0.8616 | 0.9910 | 0.0 | 0.8986 | 0.9882 | 0.9568 | 0.8206 | 0.9889 | | 0.009 | 47.02 | 30940 | 0.1060 | 0.7748 | 0.9394 | 0.9622 | nan | 0.8948 | 0.9884 | 0.9602 | 0.8630 | 0.9906 | 0.0 | 0.8929 | 0.9879 | 0.9577 | 0.8217 | 0.9887 | | 0.0541 | 47.05 | 30960 | 0.1034 | 0.7748 | 0.9383 | 0.9627 | nan | 0.8970 | 0.9883 | 0.9606 | 0.8547 | 0.9911 | 0.0 | 0.8951 | 0.9878 | 0.9580 | 0.8188 | 0.9891 | | 0.0127 | 47.08 | 30980 | 0.1013 | 0.7744 | 0.9393 | 0.9619 | nan | 0.8968 | 0.9879 | 0.9600 | 0.8624 | 0.9894 | 0.0 | 0.8949 | 0.9875 | 0.9573 | 0.8189 | 0.9877 | | 0.0053 | 47.11 | 31000 | 0.1049 | 0.7747 | 0.9397 | 0.9623 | nan | 0.8973 | 0.9885 | 0.9603 | 0.8626 | 0.9895 | 0.0 | 0.8955 | 0.9880 | 0.9577 | 0.8195 | 0.9877 | | 0.0044 | 47.14 | 31020 | 0.1062 | 0.7743 | 0.9390 | 0.9624 | nan | 0.8973 | 0.9877 | 0.9608 | 0.8601 | 0.9891 | 0.0 | 0.8955 | 0.9873 | 0.9581 | 0.8177 | 0.9875 | | 0.003 | 47.17 | 31040 | 0.1070 | 0.7750 | 0.9401 | 0.9631 | nan | 0.8993 | 0.9882 | 0.9614 | 0.8622 | 0.9894 | 0.0 | 0.8975 | 0.9877 | 0.9586 | 0.8183 | 0.9877 | | 0.0344 | 47.2 | 31060 | 0.1048 | 0.7754 | 0.9412 | 0.9630 | nan | 0.8985 | 0.9890 | 0.9610 | 0.8670 | 0.9903 | 0.0 | 0.8966 | 0.9885 | 0.9583 | 0.8204 | 0.9885 | | 0.0032 | 47.23 | 31080 | 0.1045 | 0.7755 | 0.9411 | 0.9630 | nan | 0.8989 | 0.9890 | 0.9609 | 0.8660 | 0.9908 | 0.0 | 0.8970 | 0.9885 | 0.9583 | 0.8203 | 0.9889 | | 0.0058 | 47.26 | 31100 | 0.1022 | 0.7751 | 0.9399 | 0.9631 | nan | 0.8983 | 0.9886 | 0.9612 | 0.8607 | 0.9905 | 0.0 | 0.8964 | 0.9881 | 0.9585 | 0.8189 | 0.9886 | | 0.0019 | 47.29 | 31120 | 0.1067 | 0.7755 | 0.9409 | 0.9628 | nan | 0.9020 | 0.9888 | 0.9602 | 0.8629 | 0.9904 | 0.0 | 0.9000 | 0.9883 | 0.9576 | 0.8187 | 0.9885 | | 0.0288 | 47.33 | 31140 | 0.1058 | 0.7749 | 0.9401 | 0.9630 | nan | 0.8994 | 0.9885 | 0.9612 | 0.8618 | 0.9899 | 0.0 | 0.8976 | 0.9880 | 0.9585 | 0.8172 | 0.9881 | | 0.0138 | 47.36 | 31160 | 0.1033 | 0.7755 | 0.9410 | 0.9635 | nan | 0.9015 | 0.9882 | 0.9617 | 0.8642 | 0.9897 | 0.0 | 0.8996 | 0.9877 | 0.9591 | 0.8186 | 0.9879 | | 0.0117 | 47.39 | 31180 | 0.1024 | 0.7752 | 0.9409 | 0.9637 | nan | 0.9002 | 0.9889 | 0.9623 | 0.8643 | 0.9888 | 0.0 | 0.8983 | 0.9884 | 0.9595 | 0.8176 | 0.9872 | | 0.006 | 47.42 | 31200 | 0.1005 | 0.7740 | 0.9388 | 0.9615 | nan | 0.8954 | 0.9883 | 0.9595 | 0.8617 | 0.9891 | 0.0 | 0.8935 | 0.9878 | 0.9570 | 0.8182 | 0.9874 | | 0.0007 | 47.45 | 31220 | 0.1011 | 0.7754 | 0.9405 | 0.9625 | nan | 0.8993 | 0.9887 | 0.9604 | 0.8646 | 0.9894 | 0.0 | 0.8974 | 0.9882 | 0.9578 | 0.8212 | 0.9877 | | 0.0032 | 47.48 | 31240 | 0.1041 | 0.7757 | 0.9401 | 0.9632 | nan | 0.9005 | 0.9887 | 0.9612 | 0.8603 | 0.9898 | 0.0 | 0.8986 | 0.9882 | 0.9585 | 0.8208 | 0.9880 | | 0.0174 | 47.51 | 31260 | 0.1040 | 0.7747 | 0.9400 | 0.9622 | nan | 0.8978 | 0.9885 | 0.9603 | 0.8645 | 0.9889 | 0.0 | 0.8959 | 0.9881 | 0.9577 | 0.8191 | 0.9872 | | 0.0211 | 47.54 | 31280 | 0.1035 | 0.7750 | 0.9401 | 0.9614 | nan | 0.8988 | 0.9883 | 0.9588 | 0.8651 | 0.9897 | 0.0 | 0.8968 | 0.9879 | 0.9562 | 0.8213 | 0.9879 | | 0.0069 | 47.57 | 31300 | 0.1022 | 0.7757 | 0.9408 | 0.9620 | nan | 0.9014 | 0.9885 | 0.9592 | 0.8650 | 0.9899 | 0.0 | 0.8992 | 0.9881 | 0.9567 | 0.8223 | 0.9881 | | 0.0108 | 47.6 | 31320 | 0.0990 | 0.7747 | 0.9406 | 0.9607 | nan | 0.8990 | 0.9891 | 0.9577 | 0.8683 | 0.9890 | 0.0 | 0.8968 | 0.9885 | 0.9552 | 0.8202 | 0.9873 | | 0.005 | 47.63 | 31340 | 0.1030 | 0.7747 | 0.9392 | 0.9620 | nan | 0.8967 | 0.9886 | 0.9599 | 0.8612 | 0.9899 | 0.0 | 0.8948 | 0.9881 | 0.9573 | 0.8199 | 0.9881 | | 0.003 | 47.66 | 31360 | 0.1043 | 0.7753 | 0.9403 | 0.9627 | nan | 0.8971 | 0.9889 | 0.9606 | 0.8645 | 0.9906 | 0.0 | 0.8951 | 0.9884 | 0.9581 | 0.8214 | 0.9887 | | 0.0019 | 47.69 | 31380 | 0.1074 | 0.7748 | 0.9391 | 0.9620 | nan | 0.8982 | 0.9882 | 0.9595 | 0.8589 | 0.9907 | 0.0 | 0.8963 | 0.9878 | 0.9570 | 0.8190 | 0.9887 | | 0.0163 | 47.72 | 31400 | 0.1059 | 0.7748 | 0.9390 | 0.9618 | nan | 0.8974 | 0.9889 | 0.9593 | 0.8588 | 0.9906 | 0.0 | 0.8955 | 0.9884 | 0.9568 | 0.8194 | 0.9886 | | 0.0065 | 47.75 | 31420 | 0.1027 | 0.7738 | 0.9379 | 0.9606 | nan | 0.8955 | 0.9885 | 0.9580 | 0.8579 | 0.9897 | 0.0 | 0.8933 | 0.9880 | 0.9555 | 0.8180 | 0.9879 | | 0.0023 | 47.78 | 31440 | 0.1054 | 0.7754 | 0.9396 | 0.9624 | nan | 0.9005 | 0.9888 | 0.9597 | 0.8578 | 0.9910 | 0.0 | 0.8984 | 0.9883 | 0.9572 | 0.8197 | 0.9890 | | 0.0052 | 47.81 | 31460 | 0.1068 | 0.7751 | 0.9395 | 0.9633 | nan | 0.8970 | 0.9885 | 0.9618 | 0.8599 | 0.9906 | 0.0 | 0.8951 | 0.9881 | 0.9591 | 0.8195 | 0.9887 | | 0.0024 | 47.84 | 31480 | 0.1102 | 0.7757 | 0.9400 | 0.9636 | nan | 0.8993 | 0.9888 | 0.9615 | 0.8588 | 0.9916 | 0.0 | 0.8975 | 0.9883 | 0.9589 | 0.8202 | 0.9895 | | 0.0068 | 47.87 | 31500 | 0.1071 | 0.7750 | 0.9391 | 0.9631 | nan | 0.8968 | 0.9884 | 0.9612 | 0.8573 | 0.9917 | 0.0 | 0.8950 | 0.9879 | 0.9586 | 0.8191 | 0.9895 | | 0.0059 | 47.9 | 31520 | 0.1067 | 0.7753 | 0.9401 | 0.9634 | nan | 0.8987 | 0.9882 | 0.9616 | 0.8612 | 0.9907 | 0.0 | 0.8969 | 0.9878 | 0.9589 | 0.8192 | 0.9888 | | 0.007 | 47.93 | 31540 | 0.1102 | 0.7749 | 0.9397 | 0.9632 | nan | 0.8974 | 0.9882 | 0.9616 | 0.8610 | 0.9903 | 0.0 | 0.8956 | 0.9878 | 0.9590 | 0.8188 | 0.9884 | | 0.0111 | 47.96 | 31560 | 0.1027 | 0.7765 | 0.9425 | 0.9647 | nan | 0.9018 | 0.9893 | 0.9633 | 0.8682 | 0.9899 | 0.0 | 0.8999 | 0.9888 | 0.9606 | 0.8217 | 0.9882 | | 0.0038 | 47.99 | 31580 | 0.1031 | 0.7750 | 0.9394 | 0.9625 | nan | 0.8986 | 0.9886 | 0.9603 | 0.8590 | 0.9904 | 0.0 | 0.8967 | 0.9881 | 0.9577 | 0.8191 | 0.9885 | | 0.0013 | 48.02 | 31600 | 0.1042 | 0.7756 | 0.9408 | 0.9625 | nan | 0.9000 | 0.9887 | 0.9600 | 0.8648 | 0.9905 | 0.0 | 0.8979 | 0.9882 | 0.9575 | 0.8213 | 0.9886 | | 0.0184 | 48.05 | 31620 | 0.1043 | 0.7753 | 0.9397 | 0.9625 | nan | 0.8994 | 0.9884 | 0.9603 | 0.8602 | 0.9900 | 0.0 | 0.8974 | 0.9880 | 0.9578 | 0.8203 | 0.9882 | | 0.0045 | 48.09 | 31640 | 0.1032 | 0.7745 | 0.9389 | 0.9619 | nan | 0.8961 | 0.9883 | 0.9599 | 0.8601 | 0.9901 | 0.0 | 0.8941 | 0.9878 | 0.9573 | 0.8197 | 0.9883 | | 0.0024 | 48.12 | 31660 | 0.1027 | 0.7754 | 0.9396 | 0.9626 | nan | 0.8995 | 0.9889 | 0.9603 | 0.8589 | 0.9902 | 0.0 | 0.8975 | 0.9884 | 0.9577 | 0.8204 | 0.9884 | | 0.0011 | 48.15 | 31680 | 0.1098 | 0.7745 | 0.9384 | 0.9618 | nan | 0.8983 | 0.9882 | 0.9592 | 0.8555 | 0.9905 | 0.0 | 0.8963 | 0.9878 | 0.9567 | 0.8177 | 0.9885 | | 0.0027 | 48.18 | 31700 | 0.1053 | 0.7759 | 0.9403 | 0.9629 | nan | 0.9033 | 0.9887 | 0.9604 | 0.8593 | 0.9901 | 0.0 | 0.9012 | 0.9882 | 0.9578 | 0.8198 | 0.9882 | | 0.0061 | 48.21 | 31720 | 0.1043 | 0.7756 | 0.9402 | 0.9625 | nan | 0.9014 | 0.9888 | 0.9598 | 0.8604 | 0.9905 | 0.0 | 0.8994 | 0.9883 | 0.9573 | 0.8200 | 0.9886 | | 0.0054 | 48.24 | 31740 | 0.1061 | 0.7751 | 0.9397 | 0.9619 | nan | 0.8994 | 0.9883 | 0.9594 | 0.8612 | 0.9904 | 0.0 | 0.8975 | 0.9879 | 0.9568 | 0.8200 | 0.9885 | | 0.0135 | 48.27 | 31760 | 0.1046 | 0.7747 | 0.9387 | 0.9624 | nan | 0.8978 | 0.9877 | 0.9604 | 0.8572 | 0.9903 | 0.0 | 0.8958 | 0.9873 | 0.9578 | 0.8186 | 0.9884 | | 0.0383 | 48.3 | 31780 | 0.1073 | 0.7747 | 0.9389 | 0.9606 | nan | 0.8992 | 0.9883 | 0.9572 | 0.8587 | 0.9911 | 0.0 | 0.8972 | 0.9878 | 0.9548 | 0.8196 | 0.9890 | | 0.0175 | 48.33 | 31800 | 0.1020 | 0.7744 | 0.9396 | 0.9608 | nan | 0.8989 | 0.9882 | 0.9579 | 0.8637 | 0.9895 | 0.0 | 0.8966 | 0.9877 | 0.9555 | 0.8189 | 0.9877 | | 0.0026 | 48.36 | 31820 | 0.1050 | 0.7749 | 0.9397 | 0.9622 | nan | 0.8985 | 0.9882 | 0.9599 | 0.8615 | 0.9901 | 0.0 | 0.8967 | 0.9877 | 0.9573 | 0.8195 | 0.9883 | | 0.0012 | 48.39 | 31840 | 0.1088 | 0.7750 | 0.9393 | 0.9615 | nan | 0.8983 | 0.9884 | 0.9587 | 0.8603 | 0.9906 | 0.0 | 0.8964 | 0.9880 | 0.9562 | 0.8205 | 0.9887 | | 0.0055 | 48.42 | 31860 | 0.1080 | 0.7748 | 0.9385 | 0.9631 | nan | 0.8980 | 0.9882 | 0.9612 | 0.8543 | 0.9908 | 0.0 | 0.8963 | 0.9878 | 0.9585 | 0.8173 | 0.9889 | | 0.0074 | 48.45 | 31880 | 0.1023 | 0.7750 | 0.9390 | 0.9623 | nan | 0.8979 | 0.9889 | 0.9601 | 0.8583 | 0.9900 | 0.0 | 0.8958 | 0.9884 | 0.9575 | 0.8196 | 0.9883 | | 0.015 | 48.48 | 31900 | 0.1015 | 0.7759 | 0.9398 | 0.9627 | nan | 0.9019 | 0.9898 | 0.9600 | 0.8568 | 0.9906 | 0.0 | 0.8998 | 0.9893 | 0.9574 | 0.8201 | 0.9887 | | 0.0059 | 48.51 | 31920 | 0.1039 | 0.7746 | 0.9389 | 0.9620 | nan | 0.8964 | 0.9887 | 0.9601 | 0.8597 | 0.9894 | 0.0 | 0.8945 | 0.9883 | 0.9575 | 0.8195 | 0.9877 | | 0.0016 | 48.54 | 31940 | 0.1097 | 0.7747 | 0.9392 | 0.9626 | nan | 0.8983 | 0.9887 | 0.9608 | 0.8591 | 0.9891 | 0.0 | 0.8964 | 0.9883 | 0.9581 | 0.8182 | 0.9874 | | 0.0263 | 48.57 | 31960 | 0.1041 | 0.7750 | 0.9395 | 0.9620 | nan | 0.8988 | 0.9890 | 0.9597 | 0.8605 | 0.9892 | 0.0 | 0.8969 | 0.9885 | 0.9571 | 0.8199 | 0.9876 | | 0.0033 | 48.6 | 31980 | 0.1042 | 0.7750 | 0.9395 | 0.9619 | nan | 0.9001 | 0.9891 | 0.9594 | 0.8597 | 0.9891 | 0.0 | 0.8981 | 0.9886 | 0.9569 | 0.8191 | 0.9873 | | 0.0034 | 48.63 | 32000 | 0.1041 | 0.7749 | 0.9393 | 0.9618 | nan | 0.8976 | 0.9889 | 0.9594 | 0.8602 | 0.9905 | 0.0 | 0.8956 | 0.9885 | 0.9569 | 0.8201 | 0.9886 | | 0.0032 | 48.66 | 32020 | 0.1066 | 0.7748 | 0.9394 | 0.9626 | nan | 0.8978 | 0.9884 | 0.9608 | 0.8600 | 0.9899 | 0.0 | 0.8959 | 0.9880 | 0.9582 | 0.8189 | 0.9881 | | 0.0032 | 48.69 | 32040 | 0.1074 | 0.7749 | 0.9391 | 0.9632 | nan | 0.8977 | 0.9883 | 0.9617 | 0.8577 | 0.9901 | 0.0 | 0.8959 | 0.9879 | 0.9590 | 0.8184 | 0.9883 | | 0.012 | 48.72 | 32060 | 0.1055 | 0.7749 | 0.9394 | 0.9626 | nan | 0.8978 | 0.9885 | 0.9606 | 0.8598 | 0.9903 | 0.0 | 0.8959 | 0.9880 | 0.9580 | 0.8192 | 0.9885 | | 0.0047 | 48.75 | 32080 | 0.1037 | 0.7757 | 0.9401 | 0.9630 | nan | 0.9014 | 0.9885 | 0.9606 | 0.8590 | 0.9908 | 0.0 | 0.8994 | 0.9881 | 0.9581 | 0.8197 | 0.9889 | | 0.0161 | 48.78 | 32100 | 0.1022 | 0.7751 | 0.9392 | 0.9626 | nan | 0.8989 | 0.9885 | 0.9604 | 0.8580 | 0.9905 | 0.0 | 0.8969 | 0.9881 | 0.9578 | 0.8196 | 0.9886 | | 0.0048 | 48.81 | 32120 | 0.1071 | 0.7754 | 0.9398 | 0.9632 | nan | 0.8975 | 0.9890 | 0.9613 | 0.8602 | 0.9910 | 0.0 | 0.8955 | 0.9885 | 0.9587 | 0.8206 | 0.9890 | | 0.0117 | 48.84 | 32140 | 0.1043 | 0.7757 | 0.9405 | 0.9629 | nan | 0.8993 | 0.9894 | 0.9608 | 0.8629 | 0.9902 | 0.0 | 0.8972 | 0.9889 | 0.9582 | 0.8215 | 0.9884 | | 0.0006 | 48.88 | 32160 | 0.1076 | 0.7760 | 0.9408 | 0.9633 | nan | 0.9020 | 0.9888 | 0.9611 | 0.8616 | 0.9902 | 0.0 | 0.9001 | 0.9884 | 0.9585 | 0.8206 | 0.9884 | | 0.0025 | 48.91 | 32180 | 0.1072 | 0.7753 | 0.9401 | 0.9624 | nan | 0.8983 | 0.9887 | 0.9600 | 0.8627 | 0.9908 | 0.0 | 0.8963 | 0.9882 | 0.9575 | 0.8211 | 0.9889 | | 0.0034 | 48.94 | 32200 | 0.1049 | 0.7756 | 0.9407 | 0.9626 | nan | 0.8983 | 0.9888 | 0.9602 | 0.8650 | 0.9911 | 0.0 | 0.8961 | 0.9883 | 0.9578 | 0.8223 | 0.9891 | | 0.0061 | 48.97 | 32220 | 0.1056 | 0.7749 | 0.9396 | 0.9626 | nan | 0.8977 | 0.9882 | 0.9608 | 0.8619 | 0.9895 | 0.0 | 0.8957 | 0.9878 | 0.9582 | 0.8196 | 0.9878 | | 0.0047 | 49.0 | 32240 | 0.1066 | 0.7748 | 0.9398 | 0.9617 | nan | 0.8971 | 0.9885 | 0.9594 | 0.8640 | 0.9898 | 0.0 | 0.8950 | 0.9880 | 0.9569 | 0.8208 | 0.9881 | | 0.0094 | 49.03 | 32260 | 0.1076 | 0.7749 | 0.9392 | 0.9619 | nan | 0.8975 | 0.9884 | 0.9597 | 0.8602 | 0.9901 | 0.0 | 0.8956 | 0.9880 | 0.9571 | 0.8202 | 0.9883 | | 0.0089 | 49.06 | 32280 | 0.1050 | 0.7747 | 0.9398 | 0.9625 | nan | 0.8983 | 0.9882 | 0.9607 | 0.8628 | 0.9892 | 0.0 | 0.8963 | 0.9878 | 0.9580 | 0.8185 | 0.9876 | | 0.0029 | 49.09 | 32300 | 0.1060 | 0.7748 | 0.9395 | 0.9619 | nan | 0.8968 | 0.9885 | 0.9597 | 0.8627 | 0.9899 | 0.0 | 0.8949 | 0.9881 | 0.9571 | 0.8205 | 0.9882 | | 0.024 | 49.12 | 32320 | 0.1034 | 0.7747 | 0.9395 | 0.9612 | nan | 0.8972 | 0.9885 | 0.9586 | 0.8634 | 0.9900 | 0.0 | 0.8950 | 0.9881 | 0.9561 | 0.8209 | 0.9882 | | 0.0023 | 49.15 | 32340 | 0.1045 | 0.7752 | 0.9409 | 0.9629 | nan | 0.9002 | 0.9889 | 0.9610 | 0.8654 | 0.9892 | 0.0 | 0.8981 | 0.9884 | 0.9583 | 0.8188 | 0.9876 | | 0.0032 | 49.18 | 32360 | 0.1080 | 0.7759 | 0.9404 | 0.9633 | nan | 0.9008 | 0.9889 | 0.9611 | 0.8604 | 0.9906 | 0.0 | 0.8989 | 0.9884 | 0.9585 | 0.8207 | 0.9888 | | 0.0015 | 49.21 | 32380 | 0.1050 | 0.7759 | 0.9407 | 0.9630 | nan | 0.9021 | 0.9886 | 0.9606 | 0.8617 | 0.9903 | 0.0 | 0.9001 | 0.9882 | 0.9581 | 0.8205 | 0.9885 | | 0.0057 | 49.24 | 32400 | 0.1030 | 0.7750 | 0.9394 | 0.9620 | nan | 0.8996 | 0.9883 | 0.9596 | 0.8599 | 0.9897 | 0.0 | 0.8975 | 0.9879 | 0.9571 | 0.8195 | 0.9879 | | 0.0087 | 49.27 | 32420 | 0.1043 | 0.7752 | 0.9398 | 0.9623 | nan | 0.8991 | 0.9882 | 0.9599 | 0.8614 | 0.9905 | 0.0 | 0.8971 | 0.9878 | 0.9574 | 0.8205 | 0.9886 | | 0.0039 | 49.3 | 32440 | 0.1050 | 0.7754 | 0.9394 | 0.9623 | nan | 0.9008 | 0.9885 | 0.9597 | 0.8574 | 0.9909 | 0.0 | 0.8987 | 0.9880 | 0.9571 | 0.8197 | 0.9889 | | 0.0107 | 49.33 | 32460 | 0.1007 | 0.7747 | 0.9393 | 0.9615 | nan | 0.8977 | 0.9884 | 0.9590 | 0.8611 | 0.9902 | 0.0 | 0.8957 | 0.9880 | 0.9565 | 0.8199 | 0.9884 | | 0.0037 | 49.36 | 32480 | 0.1054 | 0.7756 | 0.9406 | 0.9628 | nan | 0.9000 | 0.9889 | 0.9607 | 0.8635 | 0.9898 | 0.0 | 0.8981 | 0.9884 | 0.9580 | 0.8211 | 0.9881 | | 0.0375 | 49.39 | 32500 | 0.1065 | 0.7745 | 0.9388 | 0.9617 | nan | 0.8951 | 0.9888 | 0.9595 | 0.8606 | 0.9900 | 0.0 | 0.8932 | 0.9883 | 0.9569 | 0.8202 | 0.9882 | | 0.0399 | 49.42 | 32520 | 0.1049 | 0.7758 | 0.9407 | 0.9626 | nan | 0.9018 | 0.9885 | 0.9601 | 0.8627 | 0.9905 | 0.0 | 0.8998 | 0.9881 | 0.9574 | 0.8209 | 0.9887 | | 0.0047 | 49.45 | 32540 | 0.1080 | 0.7748 | 0.9391 | 0.9623 | nan | 0.8962 | 0.9887 | 0.9602 | 0.8601 | 0.9904 | 0.0 | 0.8945 | 0.9882 | 0.9576 | 0.8199 | 0.9885 | | 0.006 | 49.48 | 32560 | 0.1054 | 0.7757 | 0.9403 | 0.9629 | nan | 0.9000 | 0.9888 | 0.9608 | 0.8616 | 0.9903 | 0.0 | 0.8981 | 0.9884 | 0.9581 | 0.8209 | 0.9885 | | 0.0019 | 49.51 | 32580 | 0.1058 | 0.7747 | 0.9391 | 0.9623 | nan | 0.8967 | 0.9888 | 0.9603 | 0.8597 | 0.9900 | 0.0 | 0.8949 | 0.9883 | 0.9576 | 0.8193 | 0.9883 | | 0.0039 | 49.54 | 32600 | 0.1068 | 0.7747 | 0.9393 | 0.9624 | nan | 0.8968 | 0.9883 | 0.9606 | 0.8609 | 0.9899 | 0.0 | 0.8949 | 0.9878 | 0.9579 | 0.8192 | 0.9881 | | 0.0368 | 49.57 | 32620 | 0.1070 | 0.7755 | 0.9403 | 0.9630 | nan | 0.9000 | 0.9883 | 0.9611 | 0.8623 | 0.9900 | 0.0 | 0.8980 | 0.9878 | 0.9584 | 0.8204 | 0.9883 | | 0.0077 | 49.6 | 32640 | 0.1039 | 0.7742 | 0.9388 | 0.9617 | nan | 0.8959 | 0.9881 | 0.9597 | 0.8608 | 0.9894 | 0.0 | 0.8941 | 0.9877 | 0.9571 | 0.8188 | 0.9877 | | 0.0096 | 49.64 | 32660 | 0.1051 | 0.7750 | 0.9394 | 0.9614 | nan | 0.8983 | 0.9889 | 0.9587 | 0.8611 | 0.9901 | 0.0 | 0.8963 | 0.9884 | 0.9562 | 0.8206 | 0.9883 | | 0.0046 | 49.67 | 32680 | 0.1073 | 0.7755 | 0.9398 | 0.9627 | nan | 0.8993 | 0.9889 | 0.9605 | 0.8598 | 0.9904 | 0.0 | 0.8974 | 0.9884 | 0.9579 | 0.8205 | 0.9885 | | 0.445 | 49.7 | 32700 | 0.1067 | 0.7754 | 0.9395 | 0.9634 | nan | 0.8990 | 0.9888 | 0.9617 | 0.8576 | 0.9904 | 0.0 | 0.8973 | 0.9884 | 0.9589 | 0.8195 | 0.9886 | | 0.0087 | 49.73 | 32720 | 0.1057 | 0.7757 | 0.9405 | 0.9632 | nan | 0.8988 | 0.9890 | 0.9611 | 0.8628 | 0.9906 | 0.0 | 0.8969 | 0.9886 | 0.9585 | 0.8213 | 0.9888 | | 0.0642 | 49.76 | 32740 | 0.1061 | 0.7752 | 0.9393 | 0.9627 | nan | 0.8973 | 0.9884 | 0.9607 | 0.8592 | 0.9910 | 0.0 | 0.8955 | 0.9880 | 0.9580 | 0.8204 | 0.9890 | | 0.0092 | 49.79 | 32760 | 0.1052 | 0.7755 | 0.9400 | 0.9626 | nan | 0.8996 | 0.9886 | 0.9603 | 0.8611 | 0.9902 | 0.0 | 0.8977 | 0.9882 | 0.9577 | 0.8211 | 0.9884 | | 0.0081 | 49.82 | 32780 | 0.1112 | 0.7752 | 0.9393 | 0.9628 | nan | 0.8981 | 0.9884 | 0.9607 | 0.8586 | 0.9908 | 0.0 | 0.8962 | 0.9880 | 0.9581 | 0.8198 | 0.9889 | | 0.0369 | 49.85 | 32800 | 0.1065 | 0.7754 | 0.9404 | 0.9627 | nan | 0.8982 | 0.9889 | 0.9606 | 0.8635 | 0.9906 | 0.0 | 0.8962 | 0.9884 | 0.9580 | 0.8211 | 0.9888 | | 0.0051 | 49.88 | 32820 | 0.1060 | 0.7755 | 0.9398 | 0.9630 | nan | 0.8985 | 0.9888 | 0.9609 | 0.8599 | 0.9908 | 0.0 | 0.8966 | 0.9883 | 0.9583 | 0.8206 | 0.9889 | | 0.0047 | 49.91 | 32840 | 0.1091 | 0.7748 | 0.9390 | 0.9616 | nan | 0.8985 | 0.9881 | 0.9591 | 0.8589 | 0.9901 | 0.0 | 0.8966 | 0.9877 | 0.9566 | 0.8194 | 0.9883 | | 0.0026 | 49.94 | 32860 | 0.1058 | 0.7745 | 0.9386 | 0.9619 | nan | 0.8952 | 0.9885 | 0.9599 | 0.8593 | 0.9901 | 0.0 | 0.8933 | 0.9880 | 0.9573 | 0.8201 | 0.9883 | | 0.0071 | 49.97 | 32880 | 0.1066 | 0.7750 | 0.9389 | 0.9630 | nan | 0.8980 | 0.9886 | 0.9611 | 0.8563 | 0.9906 | 0.0 | 0.8961 | 0.9882 | 0.9583 | 0.8187 | 0.9887 | | 0.0036 | 50.0 | 32900 | 0.1093 | 0.7759 | 0.9403 | 0.9638 | nan | 0.9007 | 0.9887 | 0.9619 | 0.8594 | 0.9905 | 0.0 | 0.8989 | 0.9883 | 0.9592 | 0.8204 | 0.9887 | ### Framework versions - Transformers 4.38.0.dev0 - Pytorch 2.1.2+cu121 - Datasets 2.16.1 - Tokenizers 0.15.0

[ "background", "lamella", "manipulator", "landing_post", "copper_adapter", "volume_block" ]

as-cle-bert/segformer-breastcancer

# segformer-breastcancer This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.1986 - Mean Iou: 0.4951 - Mean Accuracy: 0.5647 - Overall Accuracy: 0.5716 - Per Category Iou: [0.41886373003284666, 0.5713219432574086] - Per Category Accuracy: [0.542773911636187, 0.5866474640793707] ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------------------------------:|:------------------------------------------:| | 0.9179 | 1.25 | 20 | 0.8275 | 0.1056 | 0.2990 | 0.2215 | [0.15928433223106872, 0.05189369644942194] | [0.5449101796407185, 0.053152424747755486] | | 0.7951 | 2.5 | 40 | 0.7554 | 0.3808 | 0.6154 | 0.6539 | [0.2962250026735109, 0.46535774064135604] | [0.4931218643793494, 0.7375983290380178] | | 0.6317 | 3.75 | 60 | 0.5784 | 0.2076 | 0.3576 | 0.3005 | [0.24602488191071786, 0.16910477266308951] | [0.5386308464152776, 0.17651220374955784] | | 0.5525 | 5.0 | 80 | 0.4935 | 0.3310 | 0.4279 | 0.3908 | [0.3572223576675606, 0.30487703968490387] | [0.5453956950962939, 0.31031549514039786] | | 0.4365 | 6.25 | 100 | 0.4277 | 0.4259 | 0.5007 | 0.5093 | [0.3753112405986087, 0.4765198093920762] | [0.473248098397799, 0.528071150639244] | | 0.3658 | 7.5 | 120 | 0.3757 | 0.3739 | 0.4207 | 0.4501 | [0.2934911929427469, 0.45430117531467024] | [0.32736688784592977, 0.5140397864133273] | | 0.357 | 8.75 | 140 | 0.3155 | 0.4305 | 0.5273 | 0.5652 | [0.31276016750127367, 0.5482260296446353] | [0.40734746722770676, 0.6473124799973049] | | 0.2889 | 10.0 | 160 | 0.3121 | 0.4761 | 0.5439 | 0.5495 | [0.39972203089638886, 0.5525428502787649] | [0.5259588930247613, 0.56174305590648] | | 0.2536 | 11.25 | 180 | 0.2611 | 0.4607 | 0.5411 | 0.5586 | [0.37248963582652733, 0.5489196143472734] | [0.4856772940605276, 0.5965098455370829] | | 0.3375 | 12.5 | 200 | 0.2522 | 0.3905 | 0.4676 | 0.4535 | [0.3615823724169426, 0.4193968866718472] | [0.512558666450882, 0.4227348526959422] | | 0.1835 | 13.75 | 220 | 0.2393 | 0.4343 | 0.4809 | 0.5004 | [0.3816968232451229, 0.4869246466631396] | [0.41924259588930246, 0.5425994239223811] | | 0.1878 | 15.0 | 240 | 0.2364 | 0.3883 | 0.4769 | 0.4591 | [0.3594858252766199, 0.4170536161683648] | [0.5331607056157954, 0.42058719490626106] | | 0.1804 | 16.25 | 260 | 0.2388 | 0.3503 | 0.4221 | 0.3934 | [0.3722368961671656, 0.3283766624340039] | [0.5131736526946108, 0.3310593427324945] | | 0.2296 | 17.5 | 280 | 0.2108 | 0.3845 | 0.4523 | 0.4383 | [0.36382381172455475, 0.4051134890024848] | [0.4968765172357987, 0.40781915879192143] | | 0.1752 | 18.75 | 300 | 0.2065 | 0.4408 | 0.5307 | 0.5278 | [0.37362255868123995, 0.5080655748465653] | [0.539941738145331, 0.5215102666464534] | | 0.1404 | 20.0 | 320 | 0.2025 | 0.4192 | 0.5049 | 0.4948 | [0.37603680369849973, 0.4624047452321127] | [0.5370771969574365, 0.4727289571647548] | | 0.1044 | 21.25 | 340 | 0.1993 | 0.4134 | 0.5006 | 0.4938 | [0.36164057945015027, 0.46514651056315] | [0.5219938501375627, 0.4791635083463877] | | 0.1047 | 22.5 | 360 | 0.1995 | 0.4409 | 0.5612 | 0.5654 | [0.35316826827766823, 0.5286988461568266] | [0.5477909046771322, 0.5746205804571564] | | 0.0969 | 23.75 | 380 | 0.1934 | 0.4208 | 0.5256 | 0.5171 | [0.3610564616784075, 0.480532337904731] | [0.5524356692021363, 0.49872824970101237] | | 0.1198 | 25.0 | 400 | 0.2100 | 0.4047 | 0.4892 | 0.4726 | [0.377810637529348, 0.43159533203482664] | [0.5416895937854022, 0.4366988394225748] | | 0.116 | 26.25 | 420 | 0.2038 | 0.4208 | 0.5123 | 0.5040 | [0.3659432240473206, 0.47558361909786334] | [0.5386632141123159, 0.48590968046220967] | | 0.0803 | 27.5 | 440 | 0.2035 | 0.4643 | 0.5486 | 0.5520 | [0.3885018236229309, 0.5400125204269953] | [0.537854021686357, 0.5594101099937676] | | 0.1031 | 28.75 | 460 | 0.2068 | 0.4193 | 0.5268 | 0.5199 | [0.3565531095848628, 0.48207738324971056] | [0.5486324648001295, 0.5049522461973824] | | 0.0652 | 30.0 | 480 | 0.1906 | 0.4799 | 0.5572 | 0.5719 | [0.39256244632789455, 0.5671483599490623] | [0.5104709499919081, 0.6039045260835144] | | 0.0865 | 31.25 | 500 | 0.1946 | 0.4660 | 0.5319 | 0.5360 | [0.4022848534304187, 0.5297039831736081] | [0.5185952419485353, 0.5451176579581248] | | 0.0781 | 32.5 | 520 | 0.2018 | 0.4170 | 0.4977 | 0.4881 | [0.37508619500758517, 0.4588260589120619] | [0.5281922641204079, 0.46729664628497314] | | 0.0922 | 33.75 | 540 | 0.1932 | 0.4649 | 0.5558 | 0.5608 | [0.39512968947922955, 0.5346638407173079] | [0.5401683120245995, 0.571521215490087] | | 0.0802 | 35.0 | 560 | 0.2029 | 0.4519 | 0.5364 | 0.5344 | [0.3877223005943433, 0.5161263869184783] | [0.5426606246965529, 0.5300756312429464] | | 0.0737 | 36.25 | 580 | 0.1983 | 0.4605 | 0.5598 | 0.5666 | [0.3930664524057094, 0.5280028151990147] | [0.5383719048389707, 0.5812993750736941] | | 0.0766 | 37.5 | 600 | 0.2097 | 0.4902 | 0.5645 | 0.5701 | [0.41298901286924217, 0.5674679408239331] | [0.5468846091600582, 0.5821500160021561] | | 0.0663 | 38.75 | 620 | 0.1926 | 0.5041 | 0.5653 | 0.5781 | [0.42229021548076295, 0.5859655697770101] | [0.5249069428710147, 0.6057405629390065] | | 0.0572 | 40.0 | 640 | 0.1944 | 0.4884 | 0.5550 | 0.5643 | [0.41379925802215733, 0.5630840363400389] | [0.525295355235475, 0.5846429834756683] | | 0.1065 | 41.25 | 660 | 0.1949 | 0.4713 | 0.5603 | 0.5687 | [0.4052270716602772, 0.537297205601135] | [0.5337271403139666, 0.5868664409520441] | | 0.0881 | 42.5 | 680 | 0.1945 | 0.4557 | 0.5355 | 0.5362 | [0.38861418270649184, 0.5228113541121006] | [0.5329341317365269, 0.5379672208465983] | | 0.0616 | 43.75 | 700 | 0.2055 | 0.4851 | 0.5479 | 0.5493 | [0.4288067420034476, 0.5413945423770796] | [0.543486000971031, 0.5522512506948305] | | 0.135 | 45.0 | 720 | 0.2017 | 0.4950 | 0.5702 | 0.5770 | [0.4186215922560253, 0.5714192766576933] | [0.5487133840427254, 0.5917428874627318] | | 0.0683 | 46.25 | 740 | 0.1986 | 0.4880 | 0.5579 | 0.5633 | [0.41617258731503165, 0.5599071727881785] | [0.5407347467227707, 0.5750585342025031] | | 0.0962 | 47.5 | 760 | 0.2010 | 0.4907 | 0.5660 | 0.5730 | [0.41037067786677084, 0.571094427269902] | [0.543955332578087, 0.5881213468762106] | | 0.0534 | 48.75 | 780 | 0.2061 | 0.4941 | 0.5671 | 0.5740 | [0.4158937943809818, 0.5723742349360128] | [0.5450234665803528, 0.5891404315528829] | | 0.069 | 50.0 | 800 | 0.1986 | 0.4951 | 0.5647 | 0.5716 | [0.41886373003284666, 0.5713219432574086] | [0.542773911636187, 0.5866474640793707] | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "benign_breast_cancer", "malignant_breast_cancer", "background" ]

as-cle-bert/segformer-v1-breastcancer

# segformer-v1-breastcancer This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.2084 - Mean Iou: 0.6074 - Mean Accuracy: 0.7133 - Overall Accuracy: 0.6718 - Per Category Iou: [0.6503515075769412, 0.5644565972298056] - Per Category Accuracy: [0.7843872475128127, 0.6421245639664888] ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 3 - eval_batch_size: 3 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy | |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:---------------------------------------------:|:---------------------------------------------:| | 1.0349 | 1.82 | 20 | 0.9385 | 0.1001 | 0.3453 | 0.5410 | [0.00702490904002239, 0.19315512632820392] | [0.00945884835694905, 0.6811663337407948] | | 0.8631 | 3.64 | 40 | 0.8712 | 0.1270 | 0.3748 | 0.5931 | [9.482867619168036e-05, 0.25396146547703435] | [0.00011305396442568585, 0.7494807350208202] | | 0.6657 | 5.45 | 60 | 0.6510 | 0.1313 | 0.2115 | 0.3347 | [0.00014806040864672785, 0.26239433754030744] | [0.00015073861923424781, 0.42294505232402135] | | 0.6924 | 7.27 | 80 | 0.5721 | 0.1917 | 0.3061 | 0.4833 | [0.002107933665379521, 0.38125252274350296] | [0.0021291829966837506, 0.6101487731433172] | | 0.5177 | 9.09 | 100 | 0.4836 | 0.1991 | 0.3081 | 0.4876 | [0.0, 0.3981538560328774] | [0.0, 0.6162060363932699] | | 0.3851 | 10.91 | 120 | 0.4029 | 0.2127 | 0.2893 | 0.4440 | [0.023690796530116853, 0.40166184061437743] | [0.02372249020198975, 0.5548632022499826] | | 0.3266 | 12.73 | 140 | 0.3811 | 0.2300 | 0.3350 | 0.5130 | [0.028268806709322924, 0.43178856750464767] | [0.02946940006029545, 0.6405295012074774] | | 0.3397 | 14.55 | 160 | 0.3353 | 0.2616 | 0.3719 | 0.5640 | [0.04190433583118965, 0.4812188969936601] | [0.042357552004823634, 0.7015294713932202] | | 0.3008 | 16.36 | 180 | 0.3363 | 0.3885 | 0.4376 | 0.4135 | [0.4227194892852987, 0.35420100310527275] | [0.47910385890865237, 0.3961867565069616] | | 0.2558 | 18.18 | 200 | 0.3163 | 0.4200 | 0.4832 | 0.4322 | [0.48242302607476784, 0.35761699452079404] | [0.570677570093458, 0.3956699760492134] | | 0.2686 | 20.0 | 220 | 0.2771 | 0.4777 | 0.5444 | 0.5868 | [0.4603203796001692, 0.49515000498355427] | [0.4716046126017486, 0.6171352474086441] | | 0.1953 | 21.82 | 240 | 0.2811 | 0.4756 | 0.5676 | 0.5920 | [0.46844517569632155, 0.4827354154204578] | [0.5257386192342478, 0.6095276427854467] | | 0.1623 | 23.64 | 260 | 0.2612 | 0.4833 | 0.5416 | 0.5447 | [0.506478482184174, 0.46020570281796136] | [0.5361961109436237, 0.5469524860121443] | | 0.1851 | 25.45 | 280 | 0.2620 | 0.5107 | 0.5880 | 0.5313 | [0.5881106780729983, 0.4333538137452822] | [0.6852389207114863, 0.49066316846049113] | | 0.1315 | 27.27 | 300 | 0.2230 | 0.6652 | 0.7361 | 0.6967 | [0.7577948727059535, 0.5726185409040606] | [0.8037006331022007, 0.6684903053973743] | | 0.1294 | 29.09 | 320 | 0.2330 | 0.5189 | 0.6179 | 0.6328 | [0.506419446816051, 0.5313992809888866] | [0.5923462466083811, 0.6434165151108594] | | 0.1532 | 30.91 | 340 | 0.2326 | 0.5319 | 0.6251 | 0.6503 | [0.5461152173144251, 0.5176845532961513] | [0.581945281881218, 0.6683163888971706] | | 0.1074 | 32.73 | 360 | 0.2280 | 0.5790 | 0.6418 | 0.5960 | [0.6624514966740577, 0.4955288623414331] | [0.7205682845945132, 0.5631018753167765] | | 0.1184 | 34.55 | 380 | 0.2168 | 0.6385 | 0.7453 | 0.7145 | [0.7140882114917724, 0.5629577265658137] | [0.7980479348809165, 0.6925007205112151] | | 0.1411 | 36.36 | 400 | 0.2191 | 0.5935 | 0.6776 | 0.6459 | [0.6633485862587079, 0.5236754959973609] | [0.7320432619837203, 0.6231328821442413] | | 0.1224 | 38.18 | 420 | 0.2068 | 0.6114 | 0.6869 | 0.6689 | [0.6632029659025639, 0.5596692813228747] | [0.717949201085318, 0.6559037198254872] | | 0.0892 | 40.0 | 440 | 0.2096 | 0.5867 | 0.6817 | 0.6756 | [0.6250170137471076, 0.548339821945447] | [0.692191739523666, 0.6711785575862378] | | 0.103 | 41.82 | 460 | 0.2117 | 0.5693 | 0.6553 | 0.6511 | [0.6029494984137872, 0.5356447598629901] | [0.6625150738619234, 0.6480725082734564] | | 0.0996 | 43.64 | 480 | 0.2082 | 0.6011 | 0.7024 | 0.6743 | [0.6408627400521119, 0.5614076241331366] | [0.7507725354235755, 0.6540800810947796] | | 0.1095 | 45.45 | 500 | 0.2065 | 0.6254 | 0.7302 | 0.6836 | [0.6779631615467104, 0.5728211009174312] | [0.8100504974374435, 0.6502936704332012] | | 0.097 | 47.27 | 520 | 0.2083 | 0.6079 | 0.7042 | 0.6628 | [0.6564823383005202, 0.5592888498683055] | [0.7753052457039493, 0.6330858749987578] | | 0.0866 | 49.09 | 540 | 0.2084 | 0.6074 | 0.7133 | 0.6718 | [0.6503515075769412, 0.5644565972298056] | [0.7843872475128127, 0.6421245639664888] | ### Framework versions - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "benign_breast_cancer", "malignant_breast_cancer", "background" ]

imessam/segformer-b0-finetuned-agriculture-freeze-encoder

# segformer-b0-finetuned-agriculture-freeze-encoder This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.4279 - Mean Iou: 0.2863 - Mean Accuracy: 0.3449 - Overall Accuracy: 0.3991 - Accuracy Unlabeled: nan - Accuracy Nutrient Deficiency: 0.3911 - Accuracy Planter Skip: 0.2441 - Accuracy Water: 0.7100 - Accuracy Waterway: 0.1217 - Accuracy Weed Cluster: 0.2574 - Iou Unlabeled: 0.0 - Iou Nutrient Deficiency: 0.3885 - Iou Planter Skip: 0.2436 - Iou Water: 0.7074 - Iou Waterway: 0.1213 - Iou Weed Cluster: 0.2569 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 20 ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Nutrient Deficiency | Accuracy Planter Skip | Accuracy Water | Accuracy Waterway | Accuracy Weed Cluster | Iou Unlabeled | Iou Nutrient Deficiency | Iou Planter Skip | Iou Water | Iou Waterway | Iou Weed Cluster | |:-------------:|:-----:|:------:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:----------------------------:|:---------------------:|:--------------:|:-----------------:|:---------------------:|:-------------:|:-----------------------:|:----------------:|:---------:|:------------:|:----------------:| | 0.2023 | 1.0 | 8145 | 0.5192 | 0.1103 | 0.1327 | 0.1902 | nan | 0.2070 | 0.0003 | 0.3457 | 0.0000 | 0.1105 | 0.0 | 0.2057 | 0.0003 | 0.3455 | 0.0000 | 0.1103 | | 0.7172 | 2.0 | 16290 | 0.4974 | 0.1282 | 0.1543 | 0.2138 | nan | 0.2617 | 0.0332 | 0.3582 | 0.0098 | 0.1083 | 0.0 | 0.2601 | 0.0332 | 0.3582 | 0.0098 | 0.1082 | | 0.6844 | 3.0 | 24435 | 0.4657 | 0.2032 | 0.2445 | 0.3092 | nan | 0.3512 | 0.1223 | 0.5564 | 0.0384 | 0.1544 | 0.0 | 0.3492 | 0.1220 | 0.5554 | 0.0382 | 0.1543 | | 0.2052 | 4.0 | 32580 | 0.4671 | 0.1912 | 0.2299 | 0.2961 | nan | 0.3261 | 0.1340 | 0.4389 | 0.0347 | 0.2160 | 0.0 | 0.3245 | 0.1338 | 0.4389 | 0.0346 | 0.2154 | | 0.6564 | 5.0 | 40725 | 0.4468 | 0.2317 | 0.2788 | 0.3460 | nan | 0.3663 | 0.1487 | 0.5721 | 0.0793 | 0.2278 | 0.0 | 0.3642 | 0.1485 | 0.5715 | 0.0790 | 0.2272 | | 0.1997 | 6.0 | 48870 | 0.4483 | 0.2392 | 0.2879 | 0.3446 | nan | 0.3524 | 0.1821 | 0.6219 | 0.0772 | 0.2059 | 0.0 | 0.3501 | 0.1817 | 0.6209 | 0.0769 | 0.2055 | | 0.3586 | 7.0 | 57015 | 0.4413 | 0.2379 | 0.2860 | 0.3492 | nan | 0.3676 | 0.2073 | 0.5656 | 0.0505 | 0.2392 | 0.0 | 0.3661 | 0.2069 | 0.5653 | 0.0504 | 0.2387 | | 0.7879 | 8.0 | 65160 | 0.4369 | 0.2501 | 0.3008 | 0.3597 | nan | 0.3632 | 0.2320 | 0.6003 | 0.0585 | 0.2497 | 0.0 | 0.3618 | 0.2315 | 0.6000 | 0.0584 | 0.2491 | | 1.137 | 9.0 | 73305 | 0.4393 | 0.2649 | 0.3189 | 0.3853 | nan | 0.4236 | 0.2202 | 0.6417 | 0.0772 | 0.2316 | 0.0 | 0.4212 | 0.2197 | 0.6405 | 0.0770 | 0.2312 | | 0.2625 | 10.0 | 81450 | 0.4388 | 0.2540 | 0.3057 | 0.3850 | nan | 0.4493 | 0.2058 | 0.5276 | 0.0705 | 0.2755 | 0.0 | 0.4460 | 0.2054 | 0.5275 | 0.0704 | 0.2748 | | 0.2108 | 11.0 | 89595 | 0.4308 | 0.2845 | 0.3427 | 0.4149 | nan | 0.4475 | 0.2446 | 0.6482 | 0.0891 | 0.2838 | 0.0 | 0.4438 | 0.2440 | 0.6472 | 0.0889 | 0.2830 | | 0.3237 | 12.0 | 97740 | 0.4251 | 0.2858 | 0.3440 | 0.4225 | nan | 0.4322 | 0.2372 | 0.6314 | 0.0854 | 0.3336 | 0.0 | 0.4296 | 0.2367 | 0.6309 | 0.0853 | 0.3322 | | 1.0289 | 13.0 | 105885 | 0.4488 | 0.2604 | 0.3138 | 0.3823 | nan | 0.4623 | 0.2111 | 0.6343 | 0.0744 | 0.1869 | 0.0 | 0.4575 | 0.2107 | 0.6332 | 0.0742 | 0.1867 | | 0.6843 | 14.0 | 114030 | 0.4253 | 0.2922 | 0.3519 | 0.4252 | nan | 0.4515 | 0.2267 | 0.6901 | 0.1089 | 0.2824 | 0.0 | 0.4481 | 0.2263 | 0.6884 | 0.1086 | 0.2815 | | 0.2695 | 15.0 | 122175 | 0.4299 | 0.2856 | 0.3437 | 0.3878 | nan | 0.3812 | 0.2818 | 0.6873 | 0.1207 | 0.2472 | 0.0 | 0.3801 | 0.2811 | 0.6858 | 0.1203 | 0.2466 | | 0.3991 | 16.0 | 130320 | 0.4225 | 0.2938 | 0.3534 | 0.4137 | nan | 0.4213 | 0.2714 | 0.6712 | 0.1131 | 0.2898 | 0.0 | 0.4198 | 0.2708 | 0.6702 | 0.1129 | 0.2888 | | 0.7352 | 17.0 | 138465 | 0.4303 | 0.2732 | 0.3288 | 0.3894 | nan | 0.4176 | 0.2558 | 0.5941 | 0.1024 | 0.2740 | 0.0 | 0.4150 | 0.2553 | 0.5939 | 0.1022 | 0.2731 | | 0.6884 | 18.0 | 146610 | 0.4243 | 0.2956 | 0.3556 | 0.4135 | nan | 0.4154 | 0.2735 | 0.6575 | 0.1294 | 0.3024 | 0.0 | 0.4137 | 0.2728 | 0.6568 | 0.1290 | 0.3013 | | 0.3863 | 19.0 | 154755 | 0.4249 | 0.2861 | 0.3445 | 0.4184 | nan | 0.4597 | 0.2254 | 0.6370 | 0.1138 | 0.2864 | 0.0 | 0.4561 | 0.2251 | 0.6365 | 0.1135 | 0.2858 | | 0.3208 | 20.0 | 162900 | 0.4279 | 0.2863 | 0.3449 | 0.3991 | nan | 0.3911 | 0.2441 | 0.7100 | 0.1217 | 0.2574 | 0.0 | 0.3885 | 0.2436 | 0.7074 | 0.1213 | 0.2569 | ### Framework versions - Transformers 4.39.1 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "nutrient_deficiency", "planter_skip", "water", "waterway", "weed_cluster" ]

qubvel-hf/segformer-finetuned-sidewalk-10k-steps

# segformer-finetuned-sidewalk-10k-steps This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set: - Loss: 0.5453 - Mean Iou: 0.3123 - Mean Accuracy: 0.3821 - Overall Accuracy: 0.8406 - Accuracy Unlabeled: nan - Accuracy Flat-road: 0.8220 - Accuracy Flat-sidewalk: 0.9387 - Accuracy Flat-crosswalk: 0.6663 - Accuracy Flat-cyclinglane: 0.7911 - Accuracy Flat-parkingdriveway: 0.3209 - Accuracy Flat-railtrack: nan - Accuracy Flat-curb: 0.5714 - Accuracy Human-person: 0.5996 - Accuracy Human-rider: 0.0 - Accuracy Vehicle-car: 0.9404 - Accuracy Vehicle-truck: 0.0 - Accuracy Vehicle-bus: 0.0 - Accuracy Vehicle-tramtrain: nan - Accuracy Vehicle-motorcycle: 0.0 - Accuracy Vehicle-bicycle: 0.6232 - Accuracy Vehicle-caravan: 0.0 - Accuracy Vehicle-cartrailer: 0.0 - Accuracy Construction-building: 0.8732 - Accuracy Construction-door: 0.0 - Accuracy Construction-wall: 0.7142 - Accuracy Construction-fenceguardrail: 0.5908 - Accuracy Construction-bridge: 0.0 - Accuracy Construction-tunnel: 0.0 - Accuracy Construction-stairs: 0.0 - Accuracy Object-pole: 0.3235 - Accuracy Object-trafficsign: 0.0 - Accuracy Object-trafficlight: 0.0 - Accuracy Nature-vegetation: 0.9238 - Accuracy Nature-terrain: 0.8502 - Accuracy Sky: 0.9659 - Accuracy Void-ground: 0.0 - Accuracy Void-dynamic: 0.3317 - Accuracy Void-static: 0.3816 - Accuracy Void-unclear: 0.0 - Iou Unlabeled: nan - Iou Flat-road: 0.7048 - Iou Flat-sidewalk: 0.8303 - Iou Flat-crosswalk: 0.6312 - Iou Flat-cyclinglane: 0.6782 - Iou Flat-parkingdriveway: 0.2827 - Iou Flat-railtrack: nan - Iou Flat-curb: 0.4000 - Iou Human-person: 0.4140 - Iou Human-rider: 0.0 - Iou Vehicle-car: 0.8091 - Iou Vehicle-truck: 0.0 - Iou Vehicle-bus: 0.0 - Iou Vehicle-tramtrain: nan - Iou Vehicle-motorcycle: 0.0 - Iou Vehicle-bicycle: 0.3207 - Iou Vehicle-caravan: 0.0 - Iou Vehicle-cartrailer: 0.0 - Iou Construction-building: 0.6911 - Iou Construction-door: 0.0 - Iou Construction-wall: 0.5184 - Iou Construction-fenceguardrail: 0.4636 - Iou Construction-bridge: 0.0 - Iou Construction-tunnel: 0.0 - Iou Construction-stairs: 0.0 - Iou Object-pole: 0.2087 - Iou Object-trafficsign: 0.0 - Iou Object-trafficlight: 0.0 - Iou Nature-vegetation: 0.8468 - Iou Nature-terrain: 0.7295 - Iou Sky: 0.9215 - Iou Void-ground: 0.0 - Iou Void-dynamic: 0.2688 - Iou Void-static: 0.2733 - Iou Void-unclear: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results | Training Loss | Epoch | Step | Accuracy Construction-bridge | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-fenceguardrail | Accuracy Construction-stairs | Accuracy Construction-tunnel | Accuracy Construction-wall | Accuracy Flat-crosswalk | Accuracy Flat-curb | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Human-person | Accuracy Human-rider | Accuracy Nature-terrain | Accuracy Nature-vegetation | Accuracy Object-pole | Accuracy Object-trafficlight | Accuracy Object-trafficsign | Accuracy Sky | Accuracy Unlabeled | Accuracy Vehicle-bicycle | Accuracy Vehicle-bus | Accuracy Vehicle-car | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Vehicle-motorcycle | Accuracy Vehicle-tramtrain | Accuracy Vehicle-truck | Accuracy Void-dynamic | Accuracy Void-ground | Accuracy Void-static | Accuracy Void-unclear | Iou Construction-bridge | Iou Construction-building | Iou Construction-door | Iou Construction-fenceguardrail | Iou Construction-stairs | Iou Construction-tunnel | Iou Construction-wall | Iou Flat-crosswalk | Iou Flat-curb | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-road | Iou Flat-sidewalk | Iou Human-person | Iou Human-rider | Iou Nature-terrain | Iou Nature-vegetation | Iou Object-pole | Iou Object-trafficlight | Iou Object-trafficsign | Iou Sky | Iou Unlabeled | Iou Vehicle-bicycle | Iou Vehicle-bus | Iou Vehicle-car | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Vehicle-motorcycle | Iou Vehicle-tramtrain | Iou Vehicle-truck | Iou Void-dynamic | Iou Void-ground | Iou Void-static | Iou Void-unclear | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy | 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| 2.6565 | 1.0 | 107 | 0.0 | 0.7975 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0001 | 0.1613 | 0.0264 | nan | 0.6720 | 0.8392 | 0.0 | 0.0 | 0.8404 | 0.8947 | 0.0 | 0.0 | 0.0 | 0.0920 | nan | 0.0 | 0.0 | 0.8406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4385 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0001 | 0.1605 | 0.0242 | 0.0 | 0.4588 | 0.6841 | 0.0 | 0.0 | 0.4904 | 0.5740 | 0.0 | 0.0 | 0.0 | 0.0918 | nan | 0.0 | 0.0 | 0.5002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.9726 | 0.1614 | 0.1037 | 0.6529 | | 1.8153 | 2.0 | 214 | 0.0 | 0.8270 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.3100 | 0.0063 | nan | 0.7586 | 0.8437 | 0.0 | 0.0 | 0.8548 | 0.8408 | 0.0 | 0.0 | 0.0 | 0.7401 | nan | 0.0 | 0.0 | 0.8490 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4838 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.3052 | 0.0063 | nan | 0.4512 | 0.7037 | 0.0 | 0.0 | 0.4988 | 0.6604 | 0.0 | 0.0 | 0.0 | 0.7126 | nan | 0.0 | 0.0 | 0.5324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.4898 | 0.1884 | 0.1361 | 0.6931 | | 1.5059 | 3.0 | 321 | 0.0 | 0.8119 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.4839 | 0.0097 | nan | 0.7839 | 0.8792 | 0.0 | 0.0 | 0.8748 | 0.8309 | 0.0 | 0.0 | 0.0 | 0.7939 | nan | 0.0 | 0.0 | 0.8255 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5222 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.4461 | 0.0097 | nan | 0.5118 | 0.7385 | 0.0 | 0.0 | 0.4480 | 0.6201 | 0.0 | 0.0 | 0.0 | 0.7671 | nan | 0.0 | 0.0 | 0.5996 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.2858 | 0.1967 | 0.1457 | 0.7171 | | 1.2974 | 4.0 | 428 | 0.0 | 0.9107 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.5193 | 0.0394 | nan | 0.6819 | 0.8213 | 0.0 | 0.0 | 0.8799 | 0.8477 | 0.0 | 0.0 | 0.0 | 0.7999 | nan | 0.0 | 0.0 | 0.7091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4222 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.4755 | 0.0373 | nan | 0.4326 | 0.7226 | 0.0 | 0.0 | 0.5089 | 0.6693 | 0.0 | 0.0 | 0.0 | 0.7720 | nan | 0.0 | 0.0 | 0.5591 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.2931 | 0.1940 | 0.1437 | 0.6947 | | 1.2082 | 5.0 | 535 | 0.0 | 0.9251 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.6249 | 0.0810 | nan | 0.8383 | 0.8276 | 0.0 | 0.0 | 0.9019 | 0.7639 | 0.0 | 0.0 | 0.0 | 0.8666 | nan | 0.0 | 0.0 | 0.8637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4893 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.5462 | 0.0750 | nan | 0.4988 | 0.7480 | 0.0 | 0.0 | 0.4877 | 0.6780 | 0.0 | 0.0 | 0.0 | 0.8051 | nan | 0.0 | 0.0 | 0.6017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.1346 | 0.2092 | 0.1541 | 0.7217 | | 1.0533 | 6.0 | 642 | 0.0 | 0.8887 | 0.0 | 0.0 | 0.0 | nan | 0.0003 | 0.0034 | 0.0001 | 0.5758 | 0.1782 | nan | 0.7557 | 0.8698 | 0.0 | 0.0 | 0.8777 | 0.8619 | 0.0 | 0.0 | 0.0 | 0.8223 | nan | 0.0 | 0.0 | 0.9004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5200 | 0.0 | 0.0 | 0.0 | nan | 0.0003 | 0.0034 | 0.0001 | 0.4873 | 0.1339 | nan | 0.5271 | 0.7548 | 0.0 | 0.0 | 0.5542 | 0.7061 | 0.0 | 0.0 | 0.0 | 0.7894 | nan | 0.0 | 0.0 | 0.6049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0493 | 0.2104 | 0.1588 | 0.7364 | | 0.9787 | 7.0 | 749 | 0.0 | 0.9096 | 0.0 | 0.0 | 0.0 | nan | 0.0068 | 0.0007 | 0.0027 | 0.5668 | 0.1591 | nan | 0.7674 | 0.8723 | 0.0 | 0.0 | 0.8149 | 0.8944 | 0.0005 | 0.0 | 0.0 | 0.8193 | nan | 0.0 | 0.0 | 0.9175 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5134 | 0.0 | 0.0 | 0.0 | nan | 0.0067 | 0.0007 | 0.0027 | 0.4962 | 0.1322 | nan | 0.5231 | 0.7581 | 0.0 | 0.0 | 0.6447 | 0.7477 | 0.0005 | 0.0 | 0.0 | 0.7864 | nan | 0.0 | 0.0 | 0.5879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9818 | 0.2104 | 0.1625 | 0.7431 | | 0.9352 | 8.0 | 856 | 0.0 | 0.9181 | 0.0 | 0.0 | 0.0 | nan | 0.0220 | 0.3888 | 0.0174 | 0.6856 | 0.1735 | nan | 0.7767 | 0.8766 | 0.0 | 0.0 | 0.9052 | 0.7814 | 0.0237 | 0.0 | 0.0 | 0.8373 | nan | 0.0 | 0.0 | 0.9184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5390 | 0.0 | 0.0 | 0.0 | nan | 0.0205 | 0.3059 | 0.0172 | 0.5643 | 0.1403 | nan | 0.5563 | 0.7702 | 0.0 | 0.0 | 0.4875 | 0.6788 | 0.0235 | 0.0 | 0.0 | 0.8045 | nan | 0.0 | 0.0 | 0.6258 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9447 | 0.2289 | 0.1729 | 0.7449 | | 0.8813 | 9.0 | 963 | 0.0 | 0.9027 | 0.0 | 0.0 | 0.0 | nan | 0.0444 | 0.5346 | 0.0815 | 0.6656 | 0.1494 | nan | 0.7836 | 0.8684 | 0.0098 | 0.0 | 0.8231 | 0.9172 | 0.0707 | 0.0 | 0.0 | 0.8615 | nan | 0.0 | 0.0 | 0.8208 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5668 | 0.0 | 0.0 | 0.0 | nan | 0.0415 | 0.3656 | 0.0737 | 0.5123 | 0.1303 | nan | 0.5382 | 0.7637 | 0.0096 | 0.0 | 0.6133 | 0.7318 | 0.0685 | 0.0 | 0.0 | 0.8106 | nan | 0.0 | 0.0 | 0.6651 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8816 | 0.2354 | 0.1841 | 0.7557 | | 0.8472 | 10.0 | 1070 | 0.0 | 0.7958 | 0.0 | 0.0 | 0.0 | nan | 0.2135 | 0.5907 | 0.1311 | 0.6663 | 0.2215 | nan | 0.7736 | 0.8817 | 0.0857 | 0.0 | 0.8969 | 0.8565 | 0.1806 | 0.0 | 0.0 | 0.9238 | nan | 0.0 | 0.0 | 0.9459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.5868 | 0.0 | 0.0 | 0.0 | nan | 0.1541 | 0.3492 | 0.1112 | 0.5270 | 0.1677 | nan | 0.5794 | 0.7747 | 0.0819 | 0.0 | 0.5577 | 0.7238 | 0.1398 | 0.0 | 0.0 | 0.8435 | nan | 0.0 | 0.0 | 0.5893 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.8800 | 0.2552 | 0.1934 | 0.7592 | | 0.8106 | 11.0 | 1177 | 0.0 | 0.8961 | 0.0 | 0.0 | 0.0 | nan | 0.1263 | 0.6559 | 0.1820 | 0.6675 | 0.1933 | nan | 0.7409 | 0.8650 | 0.0082 | 0.0 | 0.8293 | 0.9050 | 0.1567 | 0.0 | 0.0 | 0.8818 | nan | 0.0 | 0.0 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0031 | 0.0 | 0.0 | 0.5524 | 0.0 | 0.0 | 0.0 | nan | 0.0953 | 0.3313 | 0.1481 | 0.5231 | 0.1613 | nan | 0.5669 | 0.7643 | 0.0082 | 0.0 | 0.6577 | 0.7539 | 0.1392 | 0.0 | 0.0 | 0.8412 | nan | 0.0 | 0.0 | 0.6347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0031 | 0.0 | 0.8711 | 0.2510 | 0.1931 | 0.7597 | | 0.7419 | 12.0 | 1284 | 0.0 | 0.9082 | 0.0 | 0.0 | 0.0 | nan | 0.2287 | 0.5583 | 0.2201 | 0.6230 | 0.2109 | nan | 0.6572 | 0.9225 | 0.1244 | 0.0 | 0.8802 | 0.8402 | 0.2081 | 0.0 | 0.0 | 0.9141 | nan | 0.0 | 0.0 | 0.8896 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0204 | 0.0 | 0.0 | 0.5947 | 0.0 | 0.0 | 0.0 | nan | 0.1544 | 0.3939 | 0.1740 | 0.4993 | 0.1772 | nan | 0.5394 | 0.7789 | 0.1162 | 0.0 | 0.5749 | 0.7338 | 0.1704 | 0.0 | 0.0 | 0.8557 | nan | 0.0 | 0.0 | 0.6718 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0200 | 0.0 | 0.8464 | 0.2564 | 0.2017 | 0.7651 | | 0.7609 | 13.0 | 1391 | 0.0 | 0.8639 | 0.0 | 0.0 | 0.0 | nan | 0.2723 | 0.5618 | 0.1835 | 0.7294 | 0.2595 | nan | 0.8081 | 0.8748 | 0.2091 | 0.0 | 0.7065 | 0.9278 | 0.1908 | 0.0 | 0.0 | 0.9148 | nan | 0.0 | 0.0 | 0.8740 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0120 | 0.0 | 0.0 | 0.5903 | 0.0 | 0.0 | 0.0 | nan | 0.1742 | 0.3625 | 0.1550 | 0.5396 | 0.2070 | nan | 0.5826 | 0.7957 | 0.1913 | 0.0 | 0.6142 | 0.7560 | 0.1445 | 0.0 | 0.0 | 0.8606 | nan | 0.0 | 0.0 | 0.6712 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0117 | 0.0 | 0.7896 | 0.2621 | 0.2080 | 0.7745 | | 0.7455 | 14.0 | 1498 | 0.0 | 0.8564 | 0.0 | 0.0019 | 0.0 | nan | 0.2225 | 0.5236 | 0.1934 | 0.8098 | 0.2290 | nan | 0.7359 | 0.8144 | 0.3450 | 0.0 | 0.8487 | 0.9055 | 0.2513 | 0.0 | 0.0 | 0.9280 | nan | 0.0 | 0.0 | 0.9383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0673 | 0.0 | 0.0 | 0.6308 | 0.0 | 0.0019 | 0.0 | nan | 0.1726 | 0.3830 | 0.1549 | 0.3913 | 0.1841 | nan | 0.5589 | 0.7489 | 0.2969 | 0.0 | 0.6690 | 0.7714 | 0.1872 | 0.0 | 0.0 | 0.8581 | nan | 0.0 | 0.0 | 0.6264 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0586 | 0.0 | 0.8565 | 0.2710 | 0.2092 | 0.7539 | | 0.6881 | 15.0 | 1605 | 0.0 | 0.8287 | 0.0 | 0.0033 | 0.0 | nan | 0.3191 | 0.5507 | 0.2979 | 0.5358 | 0.2541 | nan | 0.6901 | 0.9374 | 0.4436 | 0.0 | 0.8288 | 0.9143 | 0.3035 | 0.0 | 0.0 | 0.8749 | nan | 0.0 | 0.0 | 0.9256 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1109 | 0.0 | 0.0 | 0.6175 | 0.0 | 0.0033 | 0.0 | nan | 0.1864 | 0.3985 | 0.2078 | 0.4672 | 0.2015 | nan | 0.5951 | 0.7873 | 0.2857 | 0.0 | 0.6630 | 0.7731 | 0.2011 | 0.0 | 0.0 | 0.8380 | nan | 0.0 | 0.0 | 0.6740 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0885 | 0.0 | 0.7964 | 0.2756 | 0.2184 | 0.7782 | | 0.6765 | 16.0 | 1712 | 0.0 | 0.8966 | 0.0 | 0.0040 | 0.0 | nan | 0.2551 | 0.5566 | 0.2521 | 0.7439 | 0.2253 | nan | 0.7619 | 0.8998 | 0.3746 | 0.0 | 0.8767 | 0.8728 | 0.3282 | 0.0 | 0.0 | 0.9049 | nan | 0.0 | 0.0 | 0.9103 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0815 | 0.0 | 0.0 | 0.6382 | 0.0 | 0.0040 | 0.0 | nan | 0.1860 | 0.3390 | 0.1969 | 0.5335 | 0.1895 | nan | 0.5992 | 0.8004 | 0.2743 | 0.0 | 0.6415 | 0.7725 | 0.2014 | 0.0 | 0.0 | 0.8593 | nan | 0.0 | 0.0 | 0.6739 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0690 | 0.0 | 0.7522 | 0.2795 | 0.2181 | 0.7840 | | 0.6916 | 17.0 | 1819 | 0.0 | 0.9197 | 0.0 | 0.0012 | 0.0 | nan | 0.2264 | 0.5975 | 0.3264 | 0.6124 | 0.2644 | nan | 0.7144 | 0.9387 | 0.4727 | 0.0 | 0.7551 | 0.9054 | 0.2726 | 0.0 | 0.0 | 0.8723 | nan | 0.0 | 0.0 | 0.9130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1324 | 0.0 | 0.0 | 0.6320 | 0.0 | 0.0012 | 0.0 | nan | 0.1790 | 0.3650 | 0.2435 | 0.4937 | 0.2143 | nan | 0.6024 | 0.8068 | 0.3370 | 0.0 | 0.6333 | 0.7786 | 0.2202 | 0.0 | 0.0 | 0.8384 | nan | 0.0 | 0.0 | 0.6874 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1116 | 0.0 | 0.7345 | 0.2789 | 0.2233 | 0.7894 | | 0.6542 | 18.0 | 1926 | 0.0 | 0.8497 | 0.0 | 0.0173 | 0.0 | nan | 0.3213 | 0.5996 | 0.3201 | 0.6111 | 0.3493 | nan | 0.6840 | 0.9287 | 0.4330 | 0.0 | 0.8411 | 0.8923 | 0.2688 | 0.0 | 0.0 | 0.8652 | nan | 0.0 | 0.0 | 0.9027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0931 | 0.0 | 0.0 | 0.5867 | 0.0 | 0.0170 | 0.0 | nan | 0.1595 | 0.3689 | 0.2485 | 0.5211 | 0.2366 | nan | 0.5922 | 0.7996 | 0.3077 | 0.0 | 0.6825 | 0.7806 | 0.2212 | 0.0 | 0.0 | 0.8294 | nan | 0.0 | 0.0 | 0.6811 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0783 | 0.0 | 0.7572 | 0.2805 | 0.2222 | 0.7793 | | 0.6571 | 19.0 | 2033 | 0.0 | 0.9083 | 0.0 | 0.0447 | 0.0 | nan | 0.2459 | 0.5112 | 0.2124 | 0.7723 | 0.2259 | nan | 0.7202 | 0.9209 | 0.5086 | 0.0 | 0.7827 | 0.9200 | 0.3190 | 0.0 | 0.0 | 0.9195 | nan | 0.0 | 0.0 | 0.9093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1057 | 0.0 | 0.0 | 0.6473 | 0.0 | 0.0437 | 0.0 | nan | 0.1863 | 0.4262 | 0.1823 | 0.5132 | 0.1920 | nan | 0.6192 | 0.8032 | 0.3263 | 0.0 | 0.6546 | 0.7807 | 0.2313 | 0.0 | 0.0 | 0.8716 | nan | 0.0 | 0.0 | 0.7148 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0893 | 0.0 | 0.7364 | 0.2821 | 0.2276 | 0.7931 | | 0.6384 | 20.0 | 2140 | 0.0 | 0.8849 | 0.0 | 0.0414 | 0.0 | nan | 0.1962 | 0.5820 | 0.3236 | 0.6575 | 0.2474 | nan | 0.8182 | 0.8822 | 0.6807 | 0.0 | 0.8467 | 0.9131 | 0.3208 | 0.0 | 0.0 | 0.9268 | nan | 0.0 | 0.0 | 0.8965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1188 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.0407 | 0.0 | nan | 0.1568 | 0.5335 | 0.2405 | 0.5179 | 0.2066 | nan | 0.5750 | 0.7900 | 0.2993 | 0.0 | 0.6815 | 0.7709 | 0.2355 | 0.0 | 0.0 | 0.8693 | nan | 0.0 | 0.0 | 0.7333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0981 | 0.0 | 0.7340 | 0.2918 | 0.2311 | 0.7859 | | 0.6252 | 21.0 | 2247 | 0.0 | 0.8263 | 0.0 | 0.1258 | 0.0 | nan | 0.2778 | 0.6121 | 0.3499 | 0.6934 | 0.2266 | nan | 0.7969 | 0.8769 | 0.6939 | 0.0 | 0.9227 | 0.8686 | 0.4050 | 0.0 | 0.0 | 0.9405 | nan | 0.0 | 0.0 | 0.9128 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1771 | 0.0 | 0.0 | 0.6456 | 0.0 | 0.1131 | 0.0 | nan | 0.1814 | 0.3747 | 0.2492 | 0.5367 | 0.1801 | nan | 0.5816 | 0.8003 | 0.3315 | 0.0 | 0.5921 | 0.7556 | 0.2651 | 0.0 | 0.0 | 0.8754 | nan | 0.0 | 0.0 | 0.7049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1212 | 0.0 | 0.7321 | 0.3033 | 0.2284 | 0.7796 | | 0.6698 | 22.0 | 2354 | 0.0 | 0.8912 | 0.0 | 0.1502 | 0.0 | nan | 0.2718 | 0.6639 | 0.3004 | 0.6492 | 0.3218 | nan | 0.6951 | 0.9186 | 0.4743 | 0.0 | 0.8959 | 0.8911 | 0.3409 | 0.0 | 0.0 | 0.9252 | nan | 0.0001 | 0.0 | 0.9031 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1087 | 0.0 | 0.0 | 0.6475 | 0.0 | 0.1340 | 0.0 | nan | 0.2023 | 0.3261 | 0.2150 | 0.5312 | 0.2352 | nan | 0.5859 | 0.8034 | 0.2980 | 0.0 | 0.6442 | 0.7695 | 0.2464 | 0.0 | 0.0 | 0.8737 | nan | 0.0001 | 0.0 | 0.6981 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0865 | 0.0 | 0.7266 | 0.2938 | 0.2280 | 0.7872 | | 0.6429 | 23.0 | 2461 | 0.0 | 0.9294 | 0.0 | 0.0817 | 0.0 | nan | 0.2604 | 0.6158 | 0.3461 | 0.7275 | 0.1766 | nan | 0.8067 | 0.9012 | 0.5425 | 0.0 | 0.8040 | 0.9204 | 0.3580 | 0.0 | 0.0 | 0.9378 | nan | 0.0373 | 0.0 | 0.8848 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0688 | 0.0 | 0.0 | 0.6194 | 0.0 | 0.0780 | 0.0 | nan | 0.1961 | 0.4622 | 0.2457 | 0.5838 | 0.1559 | nan | 0.6136 | 0.8213 | 0.2747 | 0.0 | 0.7080 | 0.7948 | 0.2476 | 0.0 | 0.0 | 0.8849 | nan | 0.0372 | 0.0 | 0.7229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0594 | 0.0 | 0.6875 | 0.2937 | 0.2346 | 0.7987 | | 0.5917 | 24.0 | 2568 | 0.0 | 0.7986 | 0.0 | 0.1549 | 0.0 | nan | 0.2686 | 0.6394 | 0.3909 | 0.6896 | 0.2851 | nan | 0.7589 | 0.9191 | 0.6678 | 0.0 | 0.8044 | 0.9486 | 0.3270 | 0.0 | 0.0 | 0.9296 | nan | 0.0751 | 0.0 | 0.9440 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1671 | 0.0 | 0.0 | 0.6617 | 0.0 | 0.1325 | 0.0 | nan | 0.1979 | 0.3704 | 0.2705 | 0.5359 | 0.2339 | nan | 0.6163 | 0.8235 | 0.4201 | 0.0 | 0.7010 | 0.7736 | 0.2251 | 0.0 | 0.0 | 0.8827 | nan | 0.0747 | 0.0 | 0.6398 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1288 | 0.0 | 0.6978 | 0.3053 | 0.2403 | 0.7975 | | 0.5778 | 25.0 | 2675 | 0.0 | 0.9212 | 0.0 | 0.1422 | 0.0 | nan | 0.2097 | 0.5965 | 0.2734 | 0.7111 | 0.2954 | nan | 0.7440 | 0.9157 | 0.6745 | 0.0 | 0.8814 | 0.8879 | 0.3736 | 0.0 | 0.0 | 0.9391 | nan | 0.1615 | 0.0 | 0.9217 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1080 | 0.0 | 0.0 | 0.6438 | 0.0 | 0.1322 | 0.0 | nan | 0.1576 | 0.4708 | 0.2033 | 0.5371 | 0.2346 | nan | 0.6170 | 0.8108 | 0.3663 | 0.0 | 0.6723 | 0.7908 | 0.2612 | 0.0 | 0.0 | 0.8791 | nan | 0.1579 | 0.0 | 0.7238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0896 | 0.0 | 0.7019 | 0.3049 | 0.2421 | 0.7968 | | 0.5839 | 26.0 | 2782 | 0.0 | 0.8477 | 0.0 | 0.1731 | 0.0 | nan | 0.2914 | 0.6101 | 0.3760 | 0.6827 | 0.2357 | nan | 0.8232 | 0.8993 | 0.5657 | 0.0 | 0.9195 | 0.9062 | 0.3810 | 0.0 | 0.0 | 0.9409 | nan | 0.1232 | 0.0 | 0.9046 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1500 | 0.0 | 0.0 | 0.6593 | 0.0 | 0.1446 | 0.0 | nan | 0.2071 | 0.4717 | 0.2693 | 0.5334 | 0.1979 | nan | 0.6011 | 0.8287 | 0.4161 | 0.0 | 0.6505 | 0.7672 | 0.2521 | 0.0 | 0.0 | 0.8827 | nan | 0.1228 | 0.0 | 0.7147 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1207 | 0.0 | 0.6879 | 0.3072 | 0.2450 | 0.7973 | | 0.5734 | 27.0 | 2889 | 0.0 | 0.8007 | 0.0 | 0.2540 | 0.0 | nan | 0.3862 | 0.6117 | 0.4273 | 0.7247 | 0.3942 | nan | 0.7622 | 0.9146 | 0.7149 | 0.0 | 0.8766 | 0.8963 | 0.4298 | 0.0 | 0.0 | 0.9339 | nan | 0.3326 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1441 | 0.0 | 0.0 | 0.6389 | 0.0 | 0.2109 | 0.0 | nan | 0.2249 | 0.3922 | 0.2973 | 0.5280 | 0.2871 | nan | 0.6366 | 0.8226 | 0.3818 | 0.0 | 0.6832 | 0.8028 | 0.2587 | 0.0 | 0.0 | 0.8848 | nan | 0.2959 | 0.0 | 0.7255 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1113 | 0.0 | 0.6813 | 0.3292 | 0.2557 | 0.8006 | | 0.5741 | 28.0 | 2996 | 0.0 | 0.9092 | 0.0 | 0.1978 | 0.0 | nan | 0.2749 | 0.7645 | 0.3532 | 0.7271 | 0.2706 | nan | 0.7194 | 0.9155 | 0.5846 | 0.0 | 0.8878 | 0.9022 | 0.3896 | 0.0 | 0.0 | 0.9181 | nan | 0.3047 | 0.0 | 0.9347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1532 | 0.0 | 0.0 | 0.6509 | 0.0 | 0.1716 | 0.0 | nan | 0.2177 | 0.3532 | 0.2519 | 0.5745 | 0.2240 | nan | 0.6098 | 0.8118 | 0.3964 | 0.0 | 0.6719 | 0.8016 | 0.2893 | 0.0 | 0.0 | 0.8860 | nan | 0.2832 | 0.0 | 0.7055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1234 | 0.0 | 0.6998 | 0.3190 | 0.2507 | 0.8005 | | 0.5836 | 29.0 | 3103 | 0.0 | 0.8758 | 0.0 | 0.2305 | 0.0 | nan | 0.2952 | 0.6134 | 0.3681 | 0.6283 | 0.3272 | nan | 0.6950 | 0.9400 | 0.6323 | 0.0 | 0.8473 | 0.9286 | 0.3703 | 0.0 | 0.0 | 0.9201 | nan | 0.3964 | 0.0 | 0.9223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1975 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.1947 | 0.0 | nan | 0.2209 | 0.4202 | 0.2705 | 0.5066 | 0.2588 | nan | 0.5920 | 0.8115 | 0.4589 | 0.0 | 0.7138 | 0.7930 | 0.2682 | 0.0 | 0.0 | 0.8848 | nan | 0.3418 | 0.0 | 0.7119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1442 | 0.0 | 0.7093 | 0.3184 | 0.2583 | 0.8015 | | 0.5577 | 30.0 | 3210 | 0.0 | 0.9147 | 0.0 | 0.2788 | 0.0 | nan | 0.2229 | 0.5876 | 0.4227 | 0.7800 | 0.2299 | nan | 0.7470 | 0.8943 | 0.6187 | 0.0 | 0.8646 | 0.9010 | 0.3976 | 0.0 | 0.0 | 0.9387 | nan | 0.4046 | 0.0 | 0.9205 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1340 | 0.0 | 0.0 | 0.6683 | 0.0 | 0.2358 | 0.0 | nan | 0.1901 | 0.4637 | 0.2960 | 0.4967 | 0.2003 | nan | 0.6012 | 0.8010 | 0.4205 | 0.0 | 0.7067 | 0.8031 | 0.2925 | 0.0 | 0.0 | 0.8828 | nan | 0.3489 | 0.0 | 0.7312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1072 | 0.0 | 0.6963 | 0.3205 | 0.2577 | 0.7976 | | 0.5545 | 31.0 | 3317 | 0.0 | 0.9001 | 0.0 | 0.2977 | 0.0 | nan | 0.2712 | 0.6252 | 0.3806 | 0.7290 | 0.2459 | nan | 0.7609 | 0.9054 | 0.7156 | 0.0 | 0.8482 | 0.9031 | 0.4154 | 0.0 | 0.0 | 0.9352 | nan | 0.4643 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1637 | 0.0 | 0.0 | 0.6673 | 0.0 | 0.2376 | 0.0 | nan | 0.2101 | 0.3995 | 0.2665 | 0.5230 | 0.2174 | nan | 0.6141 | 0.8159 | 0.4339 | 0.0 | 0.7005 | 0.8009 | 0.2695 | 0.0 | 0.0 | 0.8859 | nan | 0.3878 | 0.0 | 0.7091 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1213 | 0.0 | 0.6836 | 0.3280 | 0.2581 | 0.8010 | | 0.5269 | 32.0 | 3424 | 0.0 | 0.9060 | 0.0 | 0.4759 | 0.0 | nan | 0.3232 | 0.6432 | 0.3927 | 0.6342 | 0.2602 | nan | 0.7524 | 0.9194 | 0.7033 | 0.0 | 0.8792 | 0.8537 | 0.4221 | 0.0 | 0.0 | 0.9403 | nan | 0.4556 | 0.0 | 0.9178 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1575 | 0.0 | 0.0 | 0.6672 | 0.0 | 0.3371 | 0.0 | nan | 0.2263 | 0.3706 | 0.2765 | 0.5210 | 0.2255 | nan | 0.5975 | 0.8101 | 0.4598 | 0.0 | 0.6359 | 0.7793 | 0.2807 | 0.0 | 0.0 | 0.8920 | nan | 0.3796 | 0.0 | 0.7200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1272 | 0.0 | 0.6946 | 0.3324 | 0.2596 | 0.7966 | | 0.5213 | 33.0 | 3531 | 0.0 | 0.8315 | 0.0 | 0.4657 | 0.0 | nan | 0.3881 | 0.6345 | 0.4295 | 0.6866 | 0.2536 | nan | 0.7532 | 0.9289 | 0.6601 | 0.0 | 0.8186 | 0.9079 | 0.3757 | 0.0 | 0.0 | 0.9176 | nan | 0.5423 | 0.0 | 0.9215 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1955 | 0.0 | 0.0 | 0.6437 | 0.0 | 0.3329 | 0.0 | nan | 0.2176 | 0.4091 | 0.2939 | 0.5582 | 0.2099 | nan | 0.6195 | 0.8257 | 0.4062 | 0.0 | 0.6797 | 0.8014 | 0.2790 | 0.0 | 0.0 | 0.8839 | nan | 0.4195 | 0.0 | 0.7277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1398 | 0.0 | 0.6696 | 0.3347 | 0.2640 | 0.8028 | | 0.5055 | 34.0 | 3638 | 0.0 | 0.8649 | 0.0 | 0.3888 | 0.0 | nan | 0.3544 | 0.5920 | 0.3898 | 0.7622 | 0.2193 | nan | 0.7865 | 0.9063 | 0.6768 | 0.0 | 0.8973 | 0.8918 | 0.4342 | 0.0 | 0.0 | 0.9390 | nan | 0.5511 | 0.0 | 0.9095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2330 | 0.0 | 0.0 | 0.6676 | 0.0 | 0.3081 | 0.0 | nan | 0.2152 | 0.4420 | 0.2797 | 0.5614 | 0.1915 | nan | 0.6343 | 0.8194 | 0.4193 | 0.0 | 0.6603 | 0.7899 | 0.2946 | 0.0 | 0.0 | 0.8978 | nan | 0.4256 | 0.0 | 0.7625 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1620 | 0.0 | 0.6759 | 0.3374 | 0.2666 | 0.8045 | | 0.5124 | 35.0 | 3745 | 0.0 | 0.9149 | 0.0 | 0.2266 | 0.0 | nan | 0.2506 | 0.5803 | 0.3588 | 0.7242 | 0.2005 | nan | 0.7093 | 0.9308 | 0.6701 | 0.0 | 0.8525 | 0.8968 | 0.4241 | 0.0 | 0.0 | 0.9384 | nan | 0.5869 | 0.0 | 0.9321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1433 | 0.0 | 0.0 | 0.6710 | 0.0 | 0.2056 | 0.0 | nan | 0.1856 | 0.4767 | 0.2627 | 0.5190 | 0.1790 | nan | 0.6001 | 0.8052 | 0.4527 | 0.0 | 0.7062 | 0.8069 | 0.3050 | 0.0 | 0.0 | 0.8952 | nan | 0.4466 | 0.0 | 0.7249 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1195 | 0.0 | 0.6842 | 0.3231 | 0.2613 | 0.8015 | | 0.4959 | 36.0 | 3852 | 0.0 | 0.8790 | 0.0 | 0.3951 | 0.0 | nan | 0.3026 | 0.6862 | 0.3491 | 0.6539 | 0.2649 | nan | 0.7458 | 0.9103 | 0.7193 | 0.0 | 0.7866 | 0.9228 | 0.4530 | 0.0 | 0.0 | 0.9465 | nan | 0.5683 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2218 | 0.0 | 0.0 | 0.6744 | 0.0 | 0.2824 | 0.0 | nan | 0.1899 | 0.4262 | 0.2589 | 0.5171 | 0.2221 | nan | 0.6050 | 0.8097 | 0.4873 | 0.0 | 0.6860 | 0.7991 | 0.2925 | 0.0 | 0.0 | 0.9010 | nan | 0.4504 | 0.0 | 0.7251 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1442 | 0.0 | 0.6853 | 0.3355 | 0.2647 | 0.7987 | | 0.4958 | 37.0 | 3959 | 0.0 | 0.7509 | 0.0 | 0.4632 | 0.0 | nan | 0.3745 | 0.6063 | 0.4119 | 0.6774 | 0.2271 | nan | 0.8061 | 0.9174 | 0.7258 | 0.0 | 0.8569 | 0.9360 | 0.4130 | 0.0 | 0.0 | 0.9352 | nan | 0.7228 | 0.0 | 0.8839 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3199 | 0.0 | 0.0 | 0.6300 | 0.0 | 0.2861 | 0.0 | nan | 0.1945 | 0.4176 | 0.2925 | 0.5179 | 0.1990 | nan | 0.6393 | 0.8261 | 0.4386 | 0.0 | 0.7103 | 0.7994 | 0.2762 | 0.0 | 0.0 | 0.8997 | nan | 0.4071 | 0.0 | 0.7774 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1933 | 0.0 | 0.6565 | 0.3446 | 0.2658 | 0.8017 | | 0.5013 | 38.0 | 4066 | 0.0 | 0.8619 | 0.0 | 0.3570 | 0.0 | nan | 0.3168 | 0.6329 | 0.4214 | 0.5528 | 0.2093 | nan | 0.7294 | 0.9391 | 0.7966 | 0.0 | 0.8516 | 0.9236 | 0.4781 | 0.0 | 0.0 | 0.9385 | nan | 0.5837 | 0.0 | 0.9275 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2179 | 0.0 | 0.0 | 0.6793 | 0.0 | 0.3130 | 0.0 | nan | 0.2073 | 0.4319 | 0.2970 | 0.4523 | 0.1862 | nan | 0.6205 | 0.8096 | 0.3777 | 0.0 | 0.7073 | 0.8023 | 0.2939 | 0.0 | 0.0 | 0.8996 | nan | 0.4674 | 0.0 | 0.7528 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1439 | 0.0 | 0.6816 | 0.3356 | 0.2638 | 0.8016 | | 0.5281 | 39.0 | 4173 | 0.0 | 0.8928 | 0.0 | 0.4702 | 0.0 | nan | 0.3180 | 0.6194 | 0.3986 | 0.6849 | 0.2775 | nan | 0.7503 | 0.9264 | 0.6477 | 0.0 | 0.8682 | 0.9023 | 0.4431 | 0.0 | 0.0 | 0.9526 | nan | 0.6658 | 0.0 | 0.9184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1814 | 0.0 | 0.0 | 0.6700 | 0.0 | 0.3452 | 0.0 | nan | 0.2057 | 0.4170 | 0.2878 | 0.5042 | 0.2297 | nan | 0.6408 | 0.8273 | 0.4644 | 0.0 | 0.7025 | 0.8064 | 0.3063 | 0.0 | 0.0 | 0.8981 | nan | 0.4867 | 0.0 | 0.7473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1373 | 0.0 | 0.6531 | 0.3412 | 0.2711 | 0.8084 | | 0.4642 | 40.0 | 4280 | 0.0 | 0.8705 | 0.0 | 0.4131 | 0.0 | nan | 0.3329 | 0.6256 | 0.4232 | 0.6321 | 0.3194 | nan | 0.7360 | 0.9466 | 0.7107 | 0.0 | 0.9011 | 0.8641 | 0.4380 | 0.0 | 0.0 | 0.9412 | nan | 0.6649 | 0.0 | 0.9078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1999 | 0.0 | 0.0 | 0.6692 | 0.0 | 0.3172 | 0.0 | nan | 0.2010 | 0.3998 | 0.2886 | 0.5335 | 0.2623 | nan | 0.6463 | 0.8276 | 0.4132 | 0.0 | 0.6283 | 0.7706 | 0.3106 | 0.0 | 0.0 | 0.8973 | nan | 0.4979 | 0.0 | 0.7587 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1438 | 0.0 | 0.6581 | 0.3415 | 0.2677 | 0.8055 | | 0.4831 | 41.0 | 4387 | 0.0 | 0.8860 | 0.0 | 0.4131 | 0.0 | nan | 0.2894 | 0.6372 | 0.4171 | 0.6812 | 0.2075 | nan | 0.7951 | 0.9141 | 0.6933 | 0.0 | 0.8844 | 0.8988 | 0.4327 | 0.0 | 0.0 | 0.9427 | nan | 0.6858 | 0.0 | 0.9285 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2420 | 0.0 | 0.0 | 0.6691 | 0.0 | 0.3088 | 0.0 | nan | 0.2073 | 0.4344 | 0.3032 | 0.5591 | 0.1867 | nan | 0.6253 | 0.8188 | 0.4484 | 0.0 | 0.7043 | 0.8055 | 0.3157 | 0.0 | 0.0 | 0.8995 | nan | 0.4878 | 0.0 | 0.7087 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1631 | 0.0 | 0.6573 | 0.3422 | 0.2702 | 0.8071 | | 0.4714 | 42.0 | 4494 | 0.0 | 0.8946 | 0.0 | 0.3704 | 0.0 | nan | 0.2957 | 0.6643 | 0.4568 | 0.6497 | 0.3592 | nan | 0.7478 | 0.9243 | 0.6273 | 0.0 | 0.9198 | 0.8512 | 0.4352 | 0.0 | 0.0 | 0.9436 | nan | 0.7072 | 0.0 | 0.9447 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2599 | 0.0 | 0.0 | 0.6701 | 0.0 | 0.2442 | 0.0 | nan | 0.2178 | 0.3513 | 0.3192 | 0.5243 | 0.2831 | nan | 0.6260 | 0.8325 | 0.4782 | 0.0 | 0.6241 | 0.7831 | 0.3127 | 0.0 | 0.0 | 0.8992 | nan | 0.4946 | 0.0 | 0.7056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1871 | 0.0 | 0.6549 | 0.3454 | 0.2673 | 0.8045 | | 0.4878 | 43.0 | 4601 | 0.0 | 0.9033 | 0.0 | 0.3113 | 0.0 | nan | 0.2935 | 0.6221 | 0.3967 | 0.6793 | 0.3211 | nan | 0.7428 | 0.9121 | 0.6910 | 0.0 | 0.8810 | 0.9132 | 0.4458 | 0.0 | 0.0 | 0.9358 | nan | 0.6824 | 0.0 | 0.9124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1703 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.2277 | 0.0 | nan | 0.2084 | 0.4498 | 0.2853 | 0.4922 | 0.2737 | nan | 0.6147 | 0.8098 | 0.4437 | 0.0 | 0.7178 | 0.8046 | 0.2922 | 0.0 | 0.0 | 0.8994 | nan | 0.5097 | 0.0 | 0.7565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1302 | 0.0 | 0.6586 | 0.3379 | 0.2685 | 0.8038 | | 0.4805 | 44.0 | 4708 | 0.0 | 0.8824 | 0.0 | 0.4241 | 0.0 | nan | 0.3467 | 0.7158 | 0.3892 | 0.7250 | 0.2814 | nan | 0.7464 | 0.8815 | 0.6941 | 0.0 | 0.8797 | 0.8895 | 0.4336 | 0.0 | 0.0 | 0.9494 | nan | 0.7047 | 0.0 | 0.9271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2682 | 0.0 | 0.0 | 0.6706 | 0.0 | 0.3130 | 0.0 | nan | 0.2076 | 0.3547 | 0.2856 | 0.4866 | 0.2421 | nan | 0.6148 | 0.7963 | 0.4777 | 0.0 | 0.6900 | 0.7974 | 0.3125 | 0.0 | 0.0 | 0.9002 | nan | 0.4969 | 0.0 | 0.7504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1810 | 0.0 | 0.6820 | 0.3481 | 0.2680 | 0.7946 | | 0.4747 | 45.0 | 4815 | 0.0 | 0.8139 | 0.0 | 0.4088 | 0.0 | nan | 0.3106 | 0.6807 | 0.4671 | 0.6958 | 0.2292 | nan | 0.8321 | 0.9179 | 0.7484 | 0.0 | 0.8543 | 0.9247 | 0.4923 | 0.0 | 0.0 | 0.9555 | nan | 0.7380 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2129 | 0.0 | 0.0 | 0.6686 | 0.0 | 0.3037 | 0.0 | nan | 0.1998 | 0.4850 | 0.3274 | 0.5518 | 0.2008 | nan | 0.6553 | 0.8314 | 0.4621 | 0.0 | 0.7211 | 0.8091 | 0.3011 | 0.0 | 0.0 | 0.9038 | nan | 0.4781 | 0.0 | 0.7437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1502 | 0.0 | 0.6262 | 0.3507 | 0.2748 | 0.8131 | | 0.4681 | 46.0 | 4922 | 0.0 | 0.8402 | 0.0 | 0.3950 | 0.0 | nan | 0.3435 | 0.6379 | 0.4827 | 0.6967 | 0.3347 | nan | 0.8343 | 0.9109 | 0.7782 | 0.0 | 0.8995 | 0.9110 | 0.4448 | 0.0 | 0.0 | 0.9547 | nan | 0.7459 | 0.0 | 0.9330 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2634 | 0.0 | 0.0 | 0.6763 | 0.0 | 0.3256 | 0.0 | nan | 0.2373 | 0.4296 | 0.3347 | 0.5622 | 0.2714 | nan | 0.6528 | 0.8350 | 0.4949 | 0.0 | 0.7053 | 0.8056 | 0.3120 | 0.0 | 0.0 | 0.9040 | nan | 0.4853 | 0.0 | 0.7434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1809 | 0.0 | 0.6220 | 0.3565 | 0.2799 | 0.8162 | | 0.419 | 47.0 | 5029 | 0.0 | 0.8527 | 0.0 | 0.4471 | 0.0 | nan | 0.3417 | 0.6008 | 0.4955 | 0.7197 | 0.2757 | nan | 0.8323 | 0.8835 | 0.7060 | 0.0 | 0.8791 | 0.9219 | 0.3697 | 0.0 | 0.0 | 0.9280 | nan | 0.7093 | 0.0 | 0.9327 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2186 | 0.0 | 0.0 | 0.6613 | 0.0 | 0.3293 | 0.0 | nan | 0.2184 | 0.4937 | 0.3240 | 0.5170 | 0.2344 | nan | 0.6411 | 0.8225 | 0.5321 | 0.0 | 0.7023 | 0.7950 | 0.2979 | 0.0 | 0.0 | 0.8961 | nan | 0.5071 | 0.0 | 0.7187 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1744 | 0.0 | 0.6605 | 0.3473 | 0.2770 | 0.8059 | | 0.4736 | 48.0 | 5136 | 0.0 | 0.8026 | 0.0 | 0.5737 | 0.0 | nan | 0.4110 | 0.6952 | 0.3557 | 0.7365 | 0.3253 | nan | 0.7093 | 0.9250 | 0.7357 | 0.0 | 0.8942 | 0.8800 | 0.4467 | 0.0 | 0.0 | 0.9579 | nan | 0.6806 | 0.0 | 0.9206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2863 | 0.0 | 0.0 | 0.6519 | 0.0 | 0.3273 | 0.0 | nan | 0.2130 | 0.3824 | 0.2797 | 0.5295 | 0.2802 | nan | 0.5993 | 0.8177 | 0.5033 | 0.0 | 0.6894 | 0.8022 | 0.3029 | 0.0 | 0.0 | 0.9009 | nan | 0.5006 | 0.0 | 0.7643 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1923 | 0.0 | 0.6830 | 0.3543 | 0.2730 | 0.8008 | | 0.4425 | 49.0 | 5243 | 0.0 | 0.7921 | 0.0 | 0.5531 | 0.0 | nan | 0.3940 | 0.7707 | 0.4011 | 0.6824 | 0.3842 | nan | 0.7273 | 0.9257 | 0.7685 | 0.0 | 0.8880 | 0.9076 | 0.4550 | 0.0 | 0.0 | 0.9551 | nan | 0.7330 | 0.0 | 0.9277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2620 | 0.0 | 0.0 | 0.6538 | 0.0 | 0.2907 | 0.0 | nan | 0.2122 | 0.3565 | 0.2962 | 0.5324 | 0.3094 | nan | 0.6311 | 0.8308 | 0.4845 | 0.0 | 0.7015 | 0.8021 | 0.2936 | 0.0 | 0.0 | 0.9025 | nan | 0.4894 | 0.0 | 0.7460 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1746 | 0.0 | 0.6564 | 0.3602 | 0.2721 | 0.8055 | | 0.4661 | 50.0 | 5350 | 0.0 | 0.8057 | 0.0 | 0.5361 | 0.0 | nan | 0.3774 | 0.6634 | 0.4568 | 0.7309 | 0.2670 | nan | 0.7893 | 0.9067 | 0.7933 | 0.0 | 0.9024 | 0.8721 | 0.4749 | 0.0 | 0.0 | 0.9422 | nan | 0.7443 | 0.0 | 0.9375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3137 | 0.0 | 0.0 | 0.6580 | 0.0 | 0.3192 | 0.0 | nan | 0.1932 | 0.3982 | 0.3127 | 0.5787 | 0.2306 | nan | 0.6296 | 0.8278 | 0.4690 | 0.0 | 0.6596 | 0.7925 | 0.3145 | 0.0 | 0.0 | 0.9057 | nan | 0.4979 | 0.0 | 0.7491 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1928 | 0.0 | 0.6489 | 0.3598 | 0.2728 | 0.8032 | | 0.4256 | 51.0 | 5457 | 0.0 | 0.8672 | 0.0 | 0.4777 | 0.0 | nan | 0.3676 | 0.6395 | 0.5028 | 0.6649 | 0.3376 | nan | 0.7862 | 0.9337 | 0.7858 | 0.0 | 0.8546 | 0.9026 | 0.4770 | 0.0 | 0.0 | 0.9547 | nan | 0.7407 | 0.0 | 0.9300 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2173 | 0.0 | 0.0 | 0.6749 | 0.0 | 0.3788 | 0.0 | nan | 0.2209 | 0.4977 | 0.3397 | 0.5864 | 0.2740 | nan | 0.6558 | 0.8276 | 0.4978 | 0.0 | 0.7259 | 0.8143 | 0.3176 | 0.0 | 0.0 | 0.9035 | nan | 0.5077 | 0.0 | 0.7595 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1557 | 0.0 | 0.6223 | 0.3575 | 0.2856 | 0.8180 | | 0.4521 | 52.0 | 5564 | 0.0 | 0.8747 | 0.0 | 0.4678 | 0.0 | nan | 0.3192 | 0.6484 | 0.3583 | 0.7574 | 0.2903 | nan | 0.6127 | 0.9469 | 0.7390 | 0.0 | 0.8844 | 0.9108 | 0.4266 | 0.0 | 0.0 | 0.9525 | nan | 0.7503 | 0.0 | 0.9363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2319 | 0.0 | 0.0 | 0.6755 | 0.0 | 0.3182 | 0.0 | nan | 0.1914 | 0.3799 | 0.2700 | 0.5715 | 0.2491 | nan | 0.5706 | 0.8172 | 0.5261 | 0.0 | 0.7168 | 0.8136 | 0.3114 | 0.0 | 0.0 | 0.9068 | nan | 0.4979 | 0.0 | 0.7388 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1589 | 0.0 | 0.7228 | 0.3471 | 0.2723 | 0.8057 | | 0.4594 | 53.0 | 5671 | 0.0 | 0.8640 | 0.0 | 0.4316 | 0.0 | nan | 0.3507 | 0.6731 | 0.4467 | 0.6220 | 0.2304 | nan | 0.7081 | 0.9579 | 0.7696 | 0.0 | 0.8863 | 0.8956 | 0.4593 | 0.0 | 0.0 | 0.9481 | nan | 0.6978 | 0.0 | 0.9423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2288 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.3201 | 0.0 | nan | 0.2219 | 0.4133 | 0.3128 | 0.5093 | 0.2070 | nan | 0.6373 | 0.8249 | 0.5076 | 0.0 | 0.6897 | 0.8032 | 0.3026 | 0.0 | 0.0 | 0.9077 | nan | 0.5201 | 0.0 | 0.7468 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1619 | 0.0 | 0.6590 | 0.3473 | 0.2741 | 0.8109 | | 0.4292 | 54.0 | 5778 | 0.0 | 0.8348 | 0.0 | 0.5076 | 0.0 | nan | 0.3867 | 0.6328 | 0.4033 | 0.6993 | 0.3455 | nan | 0.7519 | 0.9264 | 0.7356 | 0.0 | 0.9025 | 0.8939 | 0.4629 | 0.0 | 0.0 | 0.9510 | nan | 0.7576 | 0.0 | 0.9176 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2736 | 0.0 | 0.0 | 0.6714 | 0.0 | 0.3257 | 0.0 | nan | 0.2035 | 0.5028 | 0.3065 | 0.5403 | 0.2818 | nan | 0.6383 | 0.8249 | 0.5152 | 0.0 | 0.6904 | 0.8033 | 0.2960 | 0.0 | 0.0 | 0.9079 | nan | 0.4958 | 0.0 | 0.7713 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1787 | 0.0 | 0.6394 | 0.3557 | 0.2798 | 0.8092 | | 0.4494 | 55.0 | 5885 | 0.0 | 0.8844 | 0.0 | 0.4411 | 0.0 | nan | 0.3325 | 0.6274 | 0.4516 | 0.6744 | 0.2684 | nan | 0.7502 | 0.9321 | 0.7468 | 0.0 | 0.8040 | 0.9305 | 0.4396 | 0.0 | 0.0 | 0.9461 | nan | 0.7823 | 0.0 | 0.8996 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.2080 | 0.0 | 0.0 | 0.6811 | 0.0 | 0.3156 | 0.0 | nan | 0.2063 | 0.4219 | 0.3271 | 0.5443 | 0.2390 | nan | 0.6275 | 0.8219 | 0.5092 | 0.0 | 0.7164 | 0.8065 | 0.2998 | 0.0 | 0.0 | 0.9075 | nan | 0.4419 | 0.0 | 0.7686 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.1529 | 0.0 | 0.6424 | 0.3475 | 0.2746 | 0.8117 | | 0.4294 | 56.0 | 5992 | 0.0 | 0.8976 | 0.0 | 0.4680 | 0.0 | nan | 0.3425 | 0.6190 | 0.4314 | 0.6770 | 0.3085 | nan | 0.7059 | 0.9529 | 0.7681 | 0.0 | 0.8552 | 0.9063 | 0.4410 | 0.0 | 0.0 | 0.9526 | nan | 0.7496 | 0.0 | 0.9177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.2113 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3638 | 0.0 | nan | 0.2346 | 0.4123 | 0.3259 | 0.5412 | 0.2595 | nan | 0.6095 | 0.8275 | 0.4918 | 0.0 | 0.7346 | 0.8133 | 0.2980 | 0.0 | 0.0 | 0.9071 | nan | 0.4929 | 0.0 | 0.7684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.1561 | 0.0 | 0.6518 | 0.3502 | 0.2791 | 0.8157 | | 0.4404 | 57.0 | 6099 | 0.0 | 0.8956 | 0.0 | 0.4652 | 0.0 | nan | 0.3053 | 0.5931 | 0.3719 | 0.7425 | 0.3279 | nan | 0.7655 | 0.9342 | 0.6656 | 0.0 | 0.8289 | 0.9263 | 0.4147 | 0.0 | 0.0 | 0.9513 | nan | 0.7603 | 0.0 | 0.9333 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.2207 | 0.0 | 0.0 | 0.6926 | 0.0 | 0.3228 | 0.0 | nan | 0.2046 | 0.5076 | 0.3023 | 0.5902 | 0.2677 | nan | 0.6498 | 0.8285 | 0.5208 | 0.0 | 0.7265 | 0.8112 | 0.3032 | 0.0 | 0.0 | 0.9083 | nan | 0.4687 | 0.0 | 0.7536 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.1627 | 0.0 | 0.6298 | 0.3470 | 0.2819 | 0.8199 | | 0.4254 | 58.0 | 6206 | 0.0 | 0.8663 | 0.0 | 0.4342 | 0.0 | nan | 0.3106 | 0.6058 | 0.4613 | 0.6708 | 0.3024 | nan | 0.7520 | 0.9387 | 0.8012 | 0.0 | 0.8518 | 0.9194 | 0.4829 | 0.0 | 0.0 | 0.9426 | nan | 0.7812 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.2831 | 0.0 | 0.0 | 0.6962 | 0.0 | 0.3329 | 0.0 | nan | 0.2048 | 0.4916 | 0.3322 | 0.5489 | 0.2571 | nan | 0.6467 | 0.8232 | 0.5156 | 0.0 | 0.7277 | 0.8109 | 0.2931 | 0.0 | 0.0 | 0.9087 | nan | 0.4685 | 0.0 | 0.7608 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0068 | 0.0 | 0.1732 | 0.0 | 0.6405 | 0.3545 | 0.2812 | 0.8157 | | 0.4164 | 59.0 | 6313 | 0.0 | 0.9146 | 0.0 | 0.4587 | 0.0 | nan | 0.2989 | 0.6010 | 0.3841 | 0.6391 | 0.3067 | nan | 0.7498 | 0.9371 | 0.7594 | 0.0 | 0.8833 | 0.8948 | 0.4520 | 0.0 | 0.0 | 0.9455 | nan | 0.7465 | 0.0 | 0.9454 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2239 | 0.0 | 0.0 | 0.6925 | 0.0 | 0.3551 | 0.0 | nan | 0.2122 | 0.4631 | 0.3021 | 0.5018 | 0.2635 | nan | 0.6420 | 0.8140 | 0.5532 | 0.0 | 0.7154 | 0.8122 | 0.3145 | 0.0 | 0.0 | 0.9040 | nan | 0.4988 | 0.0 | 0.7542 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1658 | 0.0 | 0.6517 | 0.3482 | 0.2801 | 0.8131 | | 0.3823 | 60.0 | 6420 | 0.0 | 0.8996 | 0.0 | 0.4467 | 0.0 | nan | 0.2645 | 0.6417 | 0.4255 | 0.6317 | 0.3183 | nan | 0.7917 | 0.9441 | 0.7665 | 0.0 | 0.8413 | 0.9202 | 0.4940 | 0.0 | 0.0 | 0.9586 | nan | 0.7351 | 0.0 | 0.9494 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.2062 | 0.0 | 0.0 | 0.7050 | 0.0 | 0.3343 | 0.0 | nan | 0.2083 | 0.4730 | 0.3271 | 0.5285 | 0.2620 | nan | 0.6697 | 0.8329 | 0.5311 | 0.0 | 0.7315 | 0.8182 | 0.2794 | 0.0 | 0.0 | 0.9065 | nan | 0.5006 | 0.0 | 0.7512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.1532 | 0.0 | 0.6152 | 0.3511 | 0.2817 | 0.8221 | | 0.4264 | 61.0 | 6527 | 0.0 | 0.8899 | 0.0 | 0.5092 | 0.0 | nan | 0.3008 | 0.6231 | 0.4186 | 0.7128 | 0.3189 | nan | 0.7527 | 0.9254 | 0.7602 | 0.0 | 0.8910 | 0.9120 | 0.4520 | 0.0 | 0.0 | 0.9510 | nan | 0.7332 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.2553 | 0.0 | 0.0 | 0.7043 | 0.0 | 0.3398 | 0.0 | nan | 0.2141 | 0.4455 | 0.3158 | 0.5493 | 0.2689 | nan | 0.6372 | 0.8246 | 0.5279 | 0.0 | 0.7064 | 0.8068 | 0.3112 | 0.0 | 0.0 | 0.9081 | nan | 0.4899 | 0.0 | 0.7489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.1792 | 0.0 | 0.6340 | 0.3546 | 0.2806 | 0.8157 | | 0.4051 | 62.0 | 6634 | 0.0 | 0.9085 | 0.0 | 0.4420 | 0.0 | nan | 0.3199 | 0.6534 | 0.4284 | 0.7220 | 0.3306 | nan | 0.7673 | 0.9232 | 0.7586 | 0.0 | 0.9002 | 0.9025 | 0.4679 | 0.0 | 0.0 | 0.9424 | nan | 0.7207 | 0.0 | 0.9332 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2895 | 0.0 | 0.0 | 0.6784 | 0.0 | 0.3445 | 0.0 | nan | 0.2082 | 0.4523 | 0.3186 | 0.5612 | 0.2726 | nan | 0.6628 | 0.8334 | 0.5184 | 0.0 | 0.7278 | 0.8150 | 0.3297 | 0.0 | 0.0 | 0.9050 | nan | 0.4988 | 0.0 | 0.7560 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1900 | 0.0 | 0.6268 | 0.3566 | 0.2835 | 0.8184 | | 0.4135 | 63.0 | 6741 | 0.0 | 0.9089 | 0.0 | 0.4730 | 0.0 | nan | 0.2668 | 0.6423 | 0.4607 | 0.6895 | 0.3119 | nan | 0.7745 | 0.9383 | 0.7458 | 0.0 | 0.8750 | 0.9103 | 0.4368 | 0.0 | 0.0 | 0.9565 | nan | 0.7387 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.2260 | 0.0 | 0.0 | 0.6914 | 0.0 | 0.3259 | 0.0 | nan | 0.2002 | 0.5059 | 0.3356 | 0.5459 | 0.2617 | nan | 0.6670 | 0.8381 | 0.5657 | 0.0 | 0.7273 | 0.8161 | 0.3207 | 0.0 | 0.0 | 0.9069 | nan | 0.5059 | 0.0 | 0.7319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.1713 | 0.0 | 0.6131 | 0.3532 | 0.2850 | 0.8222 | | 0.3989 | 64.0 | 6848 | 0.0 | 0.8601 | 0.0 | 0.5152 | 0.0 | nan | 0.3149 | 0.6217 | 0.4579 | 0.7076 | 0.3262 | nan | 0.7712 | 0.9325 | 0.7439 | 0.0 | 0.8694 | 0.9259 | 0.4789 | 0.0 | 0.0 | 0.9585 | nan | 0.7482 | 0.0 | 0.9361 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0017 | 0.0 | 0.2068 | 0.0 | 0.0 | 0.6939 | 0.0 | 0.3522 | 0.0 | nan | 0.2061 | 0.4920 | 0.3363 | 0.5427 | 0.2723 | nan | 0.6592 | 0.8321 | 0.5132 | 0.0 | 0.7342 | 0.8134 | 0.2975 | 0.0 | 0.0 | 0.9054 | nan | 0.4905 | 0.0 | 0.7679 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0017 | 0.0 | 0.1539 | 0.0 | 0.6313 | 0.3555 | 0.2833 | 0.8194 | | 0.4052 | 65.0 | 6955 | 0.0 | 0.8993 | 0.0 | 0.5055 | 0.0 | nan | 0.3119 | 0.6286 | 0.4650 | 0.6915 | 0.2743 | nan | 0.7769 | 0.9340 | 0.7567 | 0.0 | 0.8886 | 0.8930 | 0.4683 | 0.0 | 0.0 | 0.9523 | nan | 0.7680 | 0.0 | 0.9392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.2283 | 0.0 | 0.0 | 0.7001 | 0.0 | 0.3919 | 0.0 | nan | 0.2277 | 0.4707 | 0.3239 | 0.5311 | 0.2415 | nan | 0.6481 | 0.8319 | 0.5109 | 0.0 | 0.7075 | 0.8120 | 0.3052 | 0.0 | 0.0 | 0.9070 | nan | 0.4932 | 0.0 | 0.7653 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0003 | 0.0 | 0.1668 | 0.0 | 0.6258 | 0.3557 | 0.2823 | 0.8183 | | 0.4075 | 66.0 | 7062 | 0.0 | 0.8941 | 0.0 | 0.4844 | 0.0 | nan | 0.3375 | 0.6413 | 0.4576 | 0.7740 | 0.3073 | nan | 0.7661 | 0.9120 | 0.7317 | 0.0 | 0.8807 | 0.9130 | 0.4715 | 0.0 | 0.0 | 0.9462 | nan | 0.7628 | 0.0 | 0.9225 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.2137 | 0.0 | 0.0 | 0.6934 | 0.0 | 0.3742 | 0.0 | nan | 0.2187 | 0.4594 | 0.3217 | 0.5288 | 0.2619 | nan | 0.6587 | 0.8279 | 0.5105 | 0.0 | 0.7242 | 0.8132 | 0.3073 | 0.0 | 0.0 | 0.9076 | nan | 0.4976 | 0.0 | 0.7707 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.1601 | 0.0 | 0.6290 | 0.3568 | 0.2824 | 0.8160 | | 0.3822 | 67.0 | 7169 | 0.0 | 0.8893 | 0.0 | 0.4875 | 0.0 | nan | 0.3045 | 0.6387 | 0.4273 | 0.6770 | 0.2593 | nan | 0.7583 | 0.9394 | 0.7275 | 0.0 | 0.8890 | 0.9096 | 0.4685 | 0.0 | 0.0 | 0.9498 | nan | 0.7511 | 0.0 | 0.9386 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.2016 | 0.0 | 0.0 | 0.6952 | 0.0 | 0.3534 | 0.0 | nan | 0.2096 | 0.4906 | 0.3182 | 0.5035 | 0.2298 | nan | 0.6582 | 0.8298 | 0.5364 | 0.0 | 0.7131 | 0.8107 | 0.3037 | 0.0 | 0.0 | 0.9076 | nan | 0.5078 | 0.0 | 0.7647 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.1506 | 0.0 | 0.6295 | 0.3505 | 0.2807 | 0.8167 | | 0.3969 | 68.0 | 7276 | 0.0 | 0.8974 | 0.0 | 0.4822 | 0.0 | nan | 0.3193 | 0.6091 | 0.4139 | 0.6999 | 0.2834 | nan | 0.7541 | 0.9325 | 0.7385 | 0.0 | 0.8728 | 0.9142 | 0.4311 | 0.0 | 0.0 | 0.9454 | nan | 0.7622 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.2615 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.3574 | 0.0 | nan | 0.2004 | 0.4730 | 0.3055 | 0.5351 | 0.2490 | nan | 0.6518 | 0.8301 | 0.5134 | 0.0 | 0.7390 | 0.8178 | 0.3192 | 0.0 | 0.0 | 0.9077 | nan | 0.5127 | 0.0 | 0.7637 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.1820 | 0.0 | 0.6329 | 0.3518 | 0.2824 | 0.8168 | | 0.3732 | 69.0 | 7383 | 0.0 | 0.8348 | 0.0 | 0.5004 | 0.0 | nan | 0.3131 | 0.6562 | 0.4523 | 0.6603 | 0.3224 | nan | 0.7755 | 0.9378 | 0.7922 | 0.0 | 0.8798 | 0.9072 | 0.4389 | 0.0 | 0.0 | 0.9584 | nan | 0.7771 | 0.0 | 0.9537 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0110 | 0.0 | 0.2658 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.3375 | 0.0 | nan | 0.2074 | 0.4797 | 0.3368 | 0.5078 | 0.2700 | nan | 0.6537 | 0.8304 | 0.4811 | 0.0 | 0.7083 | 0.8134 | 0.3094 | 0.0 | 0.0 | 0.9077 | nan | 0.5005 | 0.0 | 0.7544 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0109 | 0.0 | 0.1793 | 0.0 | 0.6189 | 0.3574 | 0.2805 | 0.8158 | | 0.3651 | 70.0 | 7490 | 0.0 | 0.8915 | 0.0 | 0.4742 | 0.0 | nan | 0.3032 | 0.6629 | 0.4175 | 0.7358 | 0.2892 | nan | 0.7499 | 0.9324 | 0.7836 | 0.0 | 0.8834 | 0.9100 | 0.4869 | 0.0 | 0.0 | 0.9358 | nan | 0.7669 | 0.0 | 0.9397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0094 | 0.0 | 0.2276 | 0.0 | 0.0 | 0.6916 | 0.0 | 0.3449 | 0.0 | nan | 0.2085 | 0.4198 | 0.3196 | 0.5438 | 0.2492 | nan | 0.6497 | 0.8330 | 0.4906 | 0.0 | 0.7208 | 0.8193 | 0.3078 | 0.0 | 0.0 | 0.9059 | nan | 0.5072 | 0.0 | 0.7693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0094 | 0.0 | 0.1546 | 0.0 | 0.6495 | 0.3562 | 0.2795 | 0.8175 | | 0.3754 | 71.0 | 7597 | 0.0 | 0.9017 | 0.0 | 0.4746 | 0.0 | nan | 0.2988 | 0.6541 | 0.4346 | 0.6533 | 0.3173 | nan | 0.7618 | 0.9291 | 0.7483 | 0.0 | 0.8973 | 0.9121 | 0.4672 | 0.0 | 0.0 | 0.9510 | nan | 0.7642 | 0.0 | 0.9392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.1684 | 0.0 | 0.0 | 0.6953 | 0.0 | 0.3112 | 0.0 | nan | 0.2094 | 0.4711 | 0.3261 | 0.4997 | 0.2679 | nan | 0.6423 | 0.8283 | 0.5270 | 0.0 | 0.7187 | 0.8138 | 0.3039 | 0.0 | 0.0 | 0.9111 | nan | 0.5178 | 0.0 | 0.7585 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.1329 | 0.0 | 0.6540 | 0.3525 | 0.2794 | 0.8152 | | 0.3779 | 72.0 | 7704 | 0.0 | 0.8984 | 0.0 | 0.5174 | 0.0 | nan | 0.3236 | 0.6382 | 0.3777 | 0.7392 | 0.2533 | nan | 0.7519 | 0.9349 | 0.7433 | 0.0 | 0.8848 | 0.9012 | 0.4570 | 0.0 | 0.0 | 0.9472 | nan | 0.7874 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.2330 | 0.0 | 0.0 | 0.6977 | 0.0 | 0.3395 | 0.0 | nan | 0.2104 | 0.5079 | 0.2974 | 0.5469 | 0.2275 | nan | 0.6562 | 0.8239 | 0.5331 | 0.0 | 0.7195 | 0.8153 | 0.3146 | 0.0 | 0.0 | 0.9097 | nan | 0.5072 | 0.0 | 0.7617 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0061 | 0.0 | 0.1634 | 0.0 | 0.6312 | 0.3541 | 0.2824 | 0.8171 | | 0.3789 | 73.0 | 7811 | 0.0 | 0.9116 | 0.0 | 0.4804 | 0.0 | nan | 0.3366 | 0.6517 | 0.4301 | 0.7367 | 0.3069 | nan | 0.7586 | 0.9321 | 0.7585 | 0.0 | 0.8720 | 0.8988 | 0.4559 | 0.0 | 0.0 | 0.9460 | nan | 0.7691 | 0.0 | 0.9342 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0044 | 0.0 | 0.2296 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3364 | 0.0 | nan | 0.2116 | 0.5035 | 0.3256 | 0.5620 | 0.2631 | nan | 0.6508 | 0.8295 | 0.4944 | 0.0 | 0.7366 | 0.8192 | 0.3179 | 0.0 | 0.0 | 0.9070 | nan | 0.5157 | 0.0 | 0.7798 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0043 | 0.0 | 0.1628 | 0.0 | 0.6190 | 0.3567 | 0.2848 | 0.8196 | | 0.3764 | 74.0 | 7918 | 0.0 | 0.9095 | 0.0 | 0.5175 | 0.0 | nan | 0.2967 | 0.6535 | 0.3874 | 0.7262 | 0.3228 | nan | 0.7482 | 0.9252 | 0.7514 | 0.0 | 0.8844 | 0.9092 | 0.4719 | 0.0 | 0.0 | 0.9340 | nan | 0.7668 | 0.0 | 0.9213 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0 | 0.2294 | 0.0 | 0.0 | 0.6929 | 0.0 | 0.3192 | 0.0 | nan | 0.1935 | 0.4711 | 0.3023 | 0.5264 | 0.2796 | nan | 0.6468 | 0.8246 | 0.4995 | 0.0 | 0.7246 | 0.8169 | 0.3056 | 0.0 | 0.0 | 0.9062 | nan | 0.5098 | 0.0 | 0.7918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0048 | 0.0 | 0.1592 | 0.0 | 0.6431 | 0.3550 | 0.2805 | 0.8151 | | 0.3631 | 75.0 | 8025 | 0.0 | 0.9065 | 0.0 | 0.3759 | 0.0 | nan | 0.3228 | 0.6689 | 0.4088 | 0.7057 | 0.3160 | nan | 0.7608 | 0.9328 | 0.7376 | 0.0 | 0.8763 | 0.9209 | 0.4211 | 0.0 | 0.0 | 0.9463 | nan | 0.7559 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0 | 0.2502 | 0.0 | 0.0 | 0.6904 | 0.0 | 0.2874 | 0.0 | nan | 0.2098 | 0.4493 | 0.3213 | 0.5348 | 0.2741 | nan | 0.6612 | 0.8323 | 0.5098 | 0.0 | 0.7399 | 0.8203 | 0.3126 | 0.0 | 0.0 | 0.9104 | nan | 0.5274 | 0.0 | 0.7683 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0026 | 0.0 | 0.1792 | 0.0 | 0.6114 | 0.3516 | 0.2822 | 0.8203 | | 0.3706 | 76.0 | 8132 | 0.0 | 0.9325 | 0.0 | 0.4465 | 0.0 | nan | 0.2803 | 0.6537 | 0.4361 | 0.7182 | 0.2822 | nan | 0.7900 | 0.9134 | 0.7589 | 0.0 | 0.8907 | 0.8986 | 0.4597 | 0.0 | 0.0 | 0.9412 | nan | 0.7730 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0 | 0.2424 | 0.0 | 0.0 | 0.6776 | 0.0 | 0.3219 | 0.0 | nan | 0.2027 | 0.4770 | 0.3303 | 0.5371 | 0.2497 | nan | 0.6501 | 0.8245 | 0.4919 | 0.0 | 0.7288 | 0.8177 | 0.3277 | 0.0 | 0.0 | 0.9050 | nan | 0.5141 | 0.0 | 0.7793 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0054 | 0.0 | 0.1725 | 0.0 | 0.6243 | 0.3548 | 0.2817 | 0.8161 | | 0.3873 | 77.0 | 8239 | 0.0 | 0.8975 | 0.0 | 0.5896 | 0.0 | nan | 0.3211 | 0.6569 | 0.4735 | 0.6426 | 0.2748 | nan | 0.7753 | 0.9149 | 0.7513 | 0.0 | 0.8759 | 0.9026 | 0.4596 | 0.0 | 0.0 | 0.9399 | nan | 0.7893 | 0.0 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0284 | 0.0 | 0.2322 | 0.0 | 0.0 | 0.6927 | 0.0 | 0.3409 | 0.0 | nan | 0.1984 | 0.4666 | 0.3324 | 0.4994 | 0.2439 | nan | 0.6369 | 0.8140 | 0.5086 | 0.0 | 0.7367 | 0.8186 | 0.3182 | 0.0 | 0.0 | 0.9092 | nan | 0.4926 | 0.0 | 0.7663 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0275 | 0.0 | 0.1671 | 0.0 | 0.6427 | 0.3583 | 0.2803 | 0.8103 | | 0.371 | 78.0 | 8346 | 0.0 | 0.8971 | 0.0 | 0.5398 | 0.0 | nan | 0.3166 | 0.6432 | 0.4582 | 0.7331 | 0.3475 | nan | 0.7304 | 0.9260 | 0.7298 | 0.0 | 0.8704 | 0.9153 | 0.4902 | 0.0 | 0.0 | 0.9547 | nan | 0.7795 | 0.0 | 0.9287 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0146 | 0.0 | 0.2424 | 0.0 | 0.0 | 0.6968 | 0.0 | 0.3553 | 0.0 | nan | 0.2018 | 0.4461 | 0.3289 | 0.5340 | 0.2894 | nan | 0.6410 | 0.8263 | 0.5199 | 0.0 | 0.7434 | 0.8211 | 0.3200 | 0.0 | 0.0 | 0.9113 | nan | 0.5114 | 0.0 | 0.7833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0143 | 0.0 | 0.1742 | 0.0 | 0.6333 | 0.3599 | 0.2850 | 0.8170 | | 0.3793 | 79.0 | 8453 | 0.0 | 0.8882 | 0.0 | 0.5598 | 0.0 | nan | 0.3054 | 0.6482 | 0.4315 | 0.7152 | 0.2878 | nan | 0.7397 | 0.9175 | 0.7483 | 0.0 | 0.8759 | 0.9113 | 0.4619 | 0.0 | 0.0 | 0.9533 | nan | 0.7908 | 0.0 | 0.9355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0196 | 0.0 | 0.2502 | 0.0 | 0.0 | 0.6918 | 0.0 | 0.3512 | 0.0 | nan | 0.1935 | 0.4372 | 0.3172 | 0.5263 | 0.2527 | nan | 0.6239 | 0.8162 | 0.5169 | 0.0 | 0.7381 | 0.8192 | 0.3172 | 0.0 | 0.0 | 0.9115 | nan | 0.4863 | 0.0 | 0.7670 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0192 | 0.0 | 0.1732 | 0.0 | 0.6536 | 0.3575 | 0.2800 | 0.8109 | | 0.3711 | 80.0 | 8560 | 0.0 | 0.8901 | 0.0 | 0.5615 | 0.0 | nan | 0.3125 | 0.6619 | 0.4489 | 0.7472 | 0.2889 | nan | 0.7492 | 0.9067 | 0.7661 | 0.0 | 0.8710 | 0.9131 | 0.4897 | 0.0 | 0.0 | 0.9467 | nan | 0.7760 | 0.0 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0169 | 0.0 | 0.2306 | 0.0 | 0.0 | 0.6951 | 0.0 | 0.3343 | 0.0 | nan | 0.1942 | 0.4488 | 0.3290 | 0.5250 | 0.2534 | nan | 0.6320 | 0.8136 | 0.4920 | 0.0 | 0.7390 | 0.8195 | 0.3060 | 0.0 | 0.0 | 0.9118 | nan | 0.4994 | 0.0 | 0.7824 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0165 | 0.0 | 0.1624 | 0.0 | 0.6386 | 0.3596 | 0.2798 | 0.8104 | | 0.3645 | 81.0 | 8667 | 0.0 | 0.8809 | 0.0 | 0.5451 | 0.0 | nan | 0.3286 | 0.6648 | 0.4080 | 0.7549 | 0.2869 | nan | 0.7270 | 0.9200 | 0.7659 | 0.0 | 0.8636 | 0.9155 | 0.4738 | 0.0 | 0.0 | 0.9472 | nan | 0.7650 | 0.0 | 0.9385 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0094 | 0.0 | 0.2153 | 0.0 | 0.0 | 0.6859 | 0.0 | 0.3478 | 0.0 | nan | 0.1947 | 0.4436 | 0.3068 | 0.5330 | 0.2520 | nan | 0.6385 | 0.8180 | 0.5116 | 0.0 | 0.7469 | 0.8205 | 0.3062 | 0.0 | 0.0 | 0.9119 | nan | 0.5179 | 0.0 | 0.7704 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0092 | 0.0 | 0.1510 | 0.0 | 0.6499 | 0.3566 | 0.2802 | 0.8116 | | 0.3706 | 82.0 | 8774 | 0.0 | 0.8968 | 0.0 | 0.5124 | 0.0 | nan | 0.2951 | 0.6434 | 0.4508 | 0.7092 | 0.2975 | nan | 0.7499 | 0.9306 | 0.7644 | 0.0 | 0.8959 | 0.9057 | 0.4810 | 0.0 | 0.0 | 0.9550 | nan | 0.7653 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0133 | 0.0 | 0.2304 | 0.0 | 0.0 | 0.6985 | 0.0 | 0.3425 | 0.0 | nan | 0.2003 | 0.4933 | 0.3332 | 0.5322 | 0.2610 | nan | 0.6504 | 0.8252 | 0.5111 | 0.0 | 0.7181 | 0.8124 | 0.3116 | 0.0 | 0.0 | 0.9118 | nan | 0.5169 | 0.0 | 0.7742 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0130 | 0.0 | 0.1638 | 0.0 | 0.6370 | 0.3572 | 0.2834 | 0.8171 | | 0.3683 | 83.0 | 8881 | 0.0 | 0.9101 | 0.0 | 0.5216 | 0.0 | nan | 0.3265 | 0.6504 | 0.4171 | 0.7634 | 0.2973 | nan | 0.7433 | 0.9164 | 0.7641 | 0.0 | 0.8835 | 0.8966 | 0.4750 | 0.0 | 0.0 | 0.9499 | nan | 0.7579 | 0.0 | 0.9377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0210 | 0.0 | 0.2290 | 0.0 | 0.0 | 0.6920 | 0.0 | 0.3440 | 0.0 | nan | 0.2067 | 0.4426 | 0.3188 | 0.5254 | 0.2610 | nan | 0.6473 | 0.8204 | 0.5215 | 0.0 | 0.7365 | 0.8190 | 0.3169 | 0.0 | 0.0 | 0.9111 | nan | 0.5214 | 0.0 | 0.7664 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0203 | 0.0 | 0.1660 | 0.0 | 0.6481 | 0.3581 | 0.2824 | 0.8138 | | 0.3347 | 84.0 | 8988 | 0.0 | 0.8771 | 0.0 | 0.5259 | 0.0 | nan | 0.3372 | 0.6412 | 0.4296 | 0.7845 | 0.2637 | nan | 0.7138 | 0.9233 | 0.7690 | 0.0 | 0.8889 | 0.8928 | 0.5035 | 0.0 | 0.0 | 0.9573 | nan | 0.7731 | 0.0 | 0.9371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0208 | 0.0 | 0.2466 | 0.0 | 0.0 | 0.6872 | 0.0 | 0.3814 | 0.0 | nan | 0.2022 | 0.4426 | 0.3143 | 0.5254 | 0.2358 | nan | 0.6405 | 0.8206 | 0.5277 | 0.0 | 0.7230 | 0.8147 | 0.3074 | 0.0 | 0.0 | 0.9114 | nan | 0.5186 | 0.0 | 0.7681 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0200 | 0.0 | 0.1680 | 0.0 | 0.6548 | 0.3589 | 0.2815 | 0.8110 | | 0.343 | 85.0 | 9095 | 0.0 | 0.9000 | 0.0 | 0.5410 | 0.0 | nan | 0.3321 | 0.6523 | 0.4218 | 0.7341 | 0.2961 | nan | 0.7318 | 0.9266 | 0.7599 | 0.0 | 0.8948 | 0.9014 | 0.4639 | 0.0 | 0.0 | 0.9544 | nan | 0.7684 | 0.0 | 0.9299 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0112 | 0.0 | 0.2317 | 0.0 | 0.0 | 0.6868 | 0.0 | 0.3643 | 0.0 | nan | 0.2044 | 0.4337 | 0.3165 | 0.5489 | 0.2577 | nan | 0.6402 | 0.8228 | 0.5199 | 0.0 | 0.7264 | 0.8182 | 0.3098 | 0.0 | 0.0 | 0.9096 | nan | 0.5144 | 0.0 | 0.7767 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0109 | 0.0 | 0.1623 | 0.0 | 0.6512 | 0.3579 | 0.2820 | 0.8146 | | 0.3491 | 86.0 | 9202 | 0.0 | 0.8978 | 0.0 | 0.5406 | 0.0 | nan | 0.3165 | 0.6396 | 0.4140 | 0.7287 | 0.3027 | nan | 0.7528 | 0.9337 | 0.7555 | 0.0 | 0.8840 | 0.9025 | 0.4757 | 0.0 | 0.0 | 0.9531 | nan | 0.7745 | 0.0 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0132 | 0.0 | 0.2505 | 0.0 | 0.0 | 0.6961 | 0.0 | 0.3614 | 0.0 | nan | 0.2053 | 0.4576 | 0.3198 | 0.5492 | 0.2615 | nan | 0.6567 | 0.8283 | 0.5286 | 0.0 | 0.7255 | 0.8178 | 0.3117 | 0.0 | 0.0 | 0.9105 | nan | 0.5150 | 0.0 | 0.7759 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0128 | 0.0 | 0.1739 | 0.0 | 0.6360 | 0.3585 | 0.2846 | 0.8189 | | 0.3543 | 87.0 | 9309 | 0.0 | 0.8922 | 0.0 | 0.5185 | 0.0 | nan | 0.3321 | 0.6518 | 0.4252 | 0.7288 | 0.2801 | nan | 0.7426 | 0.9346 | 0.7493 | 0.0 | 0.8749 | 0.9068 | 0.4816 | 0.0 | 0.0 | 0.9504 | nan | 0.7933 | 0.0 | 0.9356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0176 | 0.0 | 0.2413 | 0.0 | 0.0 | 0.6904 | 0.0 | 0.3660 | 0.0 | nan | 0.2008 | 0.4417 | 0.3246 | 0.5570 | 0.2486 | nan | 0.6514 | 0.8257 | 0.5325 | 0.0 | 0.7378 | 0.8219 | 0.3104 | 0.0 | 0.0 | 0.9117 | nan | 0.5081 | 0.0 | 0.7751 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0168 | 0.0 | 0.1658 | 0.0 | 0.6400 | 0.3580 | 0.2840 | 0.8177 | | 0.3517 | 88.0 | 9416 | 0.0 | 0.8938 | 0.0 | 0.5214 | 0.0 | nan | 0.3258 | 0.6531 | 0.4426 | 0.7404 | 0.3177 | nan | 0.7210 | 0.9295 | 0.7315 | 0.0 | 0.8870 | 0.9117 | 0.4812 | 0.0 | 0.0 | 0.9530 | nan | 0.7708 | 0.0 | 0.9381 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0076 | 0.0 | 0.2278 | 0.0 | 0.0 | 0.6938 | 0.0 | 0.3578 | 0.0 | nan | 0.2032 | 0.4330 | 0.3223 | 0.5467 | 0.2704 | nan | 0.6459 | 0.8259 | 0.5373 | 0.0 | 0.7274 | 0.8175 | 0.3099 | 0.0 | 0.0 | 0.9125 | nan | 0.5221 | 0.0 | 0.7734 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.1628 | 0.0 | 0.6408 | 0.3579 | 0.2834 | 0.8164 | | 0.3372 | 89.0 | 9523 | 0.0 | 0.8836 | 0.0 | 0.5305 | 0.0 | nan | 0.3218 | 0.6384 | 0.4518 | 0.7414 | 0.3066 | nan | 0.7532 | 0.9271 | 0.7563 | 0.0 | 0.8882 | 0.9133 | 0.4758 | 0.0 | 0.0 | 0.9531 | nan | 0.7705 | 0.0 | 0.9323 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0088 | 0.0 | 0.2612 | 0.0 | 0.0 | 0.7017 | 0.0 | 0.3672 | 0.0 | nan | 0.2097 | 0.4450 | 0.3318 | 0.5501 | 0.2665 | nan | 0.6539 | 0.8250 | 0.5270 | 0.0 | 0.7256 | 0.8162 | 0.3099 | 0.0 | 0.0 | 0.9123 | nan | 0.5184 | 0.0 | 0.7865 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0086 | 0.0 | 0.1784 | 0.0 | 0.6165 | 0.3598 | 0.2854 | 0.8186 | | 0.3377 | 90.0 | 9630 | 0.0 | 0.8853 | 0.0 | 0.5549 | 0.0 | nan | 0.3414 | 0.6360 | 0.4464 | 0.7332 | 0.3117 | nan | 0.7639 | 0.9221 | 0.7568 | 0.0 | 0.8933 | 0.9074 | 0.4833 | 0.0 | 0.0 | 0.9523 | nan | 0.7702 | 0.0 | 0.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0 | 0.2522 | 0.0 | 0.0 | 0.6927 | 0.0 | 0.3673 | 0.0 | nan | 0.2040 | 0.4461 | 0.3330 | 0.5503 | 0.2653 | nan | 0.6583 | 0.8287 | 0.5336 | 0.0 | 0.7294 | 0.8190 | 0.3135 | 0.0 | 0.0 | 0.9117 | nan | 0.5172 | 0.0 | 0.7757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.1756 | 0.0 | 0.6244 | 0.3611 | 0.2852 | 0.8179 | | 0.3432 | 91.0 | 9737 | 0.0 | 0.8837 | 0.0 | 0.5533 | 0.0 | nan | 0.3413 | 0.6523 | 0.4454 | 0.7098 | 0.3020 | nan | 0.7378 | 0.9360 | 0.7546 | 0.0 | 0.8944 | 0.9080 | 0.4643 | 0.0 | 0.0 | 0.9536 | nan | 0.7880 | 0.0 | 0.9396 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0074 | 0.0 | 0.2363 | 0.0 | 0.0 | 0.6955 | 0.0 | 0.3656 | 0.0 | nan | 0.2090 | 0.4313 | 0.3297 | 0.5422 | 0.2632 | nan | 0.6516 | 0.8291 | 0.5350 | 0.0 | 0.7242 | 0.8175 | 0.3101 | 0.0 | 0.0 | 0.9122 | nan | 0.5117 | 0.0 | 0.7748 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0072 | 0.0 | 0.1687 | 0.0 | 0.6332 | 0.3596 | 0.2837 | 0.8180 | | 0.337 | 92.0 | 9844 | 0.0 | 0.9003 | 0.0 | 0.5278 | 0.0 | nan | 0.3263 | 0.6382 | 0.4361 | 0.7128 | 0.2674 | nan | 0.7616 | 0.9287 | 0.7550 | 0.0 | 0.8860 | 0.9130 | 0.4556 | 0.0 | 0.0 | 0.9505 | nan | 0.7722 | 0.0 | 0.9389 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.2292 | 0.0 | 0.0 | 0.6930 | 0.0 | 0.3623 | 0.0 | nan | 0.2080 | 0.4397 | 0.3276 | 0.5390 | 0.2398 | nan | 0.6539 | 0.8300 | 0.5330 | 0.0 | 0.7310 | 0.8187 | 0.3110 | 0.0 | 0.0 | 0.9119 | nan | 0.5161 | 0.0 | 0.7697 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0069 | 0.0 | 0.1656 | 0.0 | 0.6341 | 0.3565 | 0.2830 | 0.8183 | | 0.3673 | 93.0 | 9951 | 0.0 | 0.8897 | 0.0 | 0.4911 | 0.0 | nan | 0.3377 | 0.6461 | 0.4581 | 0.6732 | 0.3169 | nan | 0.7497 | 0.9381 | 0.7530 | 0.0 | 0.8841 | 0.9142 | 0.4674 | 0.0 | 0.0 | 0.9540 | nan | 0.7756 | 0.0 | 0.9366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0061 | 0.0 | 0.2254 | 0.0 | 0.0 | 0.6953 | 0.0 | 0.3625 | 0.0 | nan | 0.2105 | 0.4526 | 0.3357 | 0.5356 | 0.2697 | nan | 0.6552 | 0.8285 | 0.5390 | 0.0 | 0.7292 | 0.8177 | 0.3100 | 0.0 | 0.0 | 0.9120 | nan | 0.5155 | 0.0 | 0.7769 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0060 | 0.0 | 0.1622 | 0.0 | 0.6337 | 0.3568 | 0.2848 | 0.8190 | | 0.3236 | 93.46 | 10000 | 0.0 | 0.8893 | 0.0 | 0.5576 | 0.0 | nan | 0.3358 | 0.6440 | 0.4518 | 0.7003 | 0.3059 | nan | 0.7510 | 0.9361 | 0.7586 | 0.0 | 0.8814 | 0.9045 | 0.4869 | 0.0 | 0.0 | 0.9529 | nan | 0.7863 | 0.0 | 0.9322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0090 | 0.0 | 0.2624 | 0.0 | 0.0 | 0.6967 | 0.0 | 0.3647 | 0.0 | nan | 0.2072 | 0.4454 | 0.3338 | 0.5428 | 0.2643 | nan | 0.6541 | 0.8293 | 0.5352 | 0.0 | 0.7329 | 0.8200 | 0.3169 | 0.0 | 0.0 | 0.9120 | nan | 0.5114 | 0.0 | 0.7833 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0088 | 0.0 | 0.1778 | 0.0 | 0.6267 | 0.3608 | 0.2855 | 0.8189 | | 0.571 | 93.47 | 10001 | 0.5453 | 0.3123 | 0.3821 | 0.8406 | nan | 0.8220 | 0.9387 | 0.6663 | 0.7911 | 0.3209 | nan | 0.5714 | 0.5996 | 0.0 | 0.9404 | 0.0 | 0.0 | nan | 0.0 | 0.6232 | 0.0 | 0.0 | 0.8732 | 0.0 | 0.7142 | 0.5908 | 0.0 | 0.0 | 0.0 | 0.3235 | 0.0 | 0.0 | 0.9238 | 0.8502 | 0.9659 | 0.0 | 0.3317 | 0.3816 | 0.0 | nan | 0.7048 | 0.8303 | 0.6312 | 0.6782 | 0.2827 | nan | 0.4000 | 0.4140 | 0.0 | 0.8091 | 0.0 | 0.0 | nan | 0.0 | 0.3207 | 0.0 | 0.0 | 0.6911 | 0.0 | 0.5184 | 0.4636 | 0.0 | 0.0 | 0.0 | 0.2087 | 0.0 | 0.0 | 0.8468 | 0.7295 | 0.9215 | 0.0 | 0.2688 | 0.2733 | 0.0 | ### Framework versions - Transformers 4.40.0.dev0 - Pytorch 1.13.0+cu117 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "unlabeled", "flat-road", "flat-sidewalk", "flat-crosswalk", "flat-cyclinglane", "flat-parkingdriveway", "flat-railtrack", "flat-curb", "human-person", "human-rider", "vehicle-car", "vehicle-truck", "vehicle-bus", "vehicle-tramtrain", "vehicle-motorcycle", "vehicle-bicycle", "vehicle-caravan", "vehicle-cartrailer", "construction-building", "construction-door", "construction-wall", "construction-fenceguardrail", "construction-bridge", "construction-tunnel", "construction-stairs", "object-pole", "object-trafficsign", "object-trafficlight", "nature-vegetation", "nature-terrain", "sky", "void-ground", "void-dynamic", "void-static", "void-unclear" ]

TREENAMU/segformer-cloth-hoodie-30-steps

# segformer-cloth-hoodie-30-steps This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the TREENAMU/segFinetune dataset. It achieves the following results on the evaluation set: - Loss: 0.3849 - Mean Iou: 0.2926 - Mean Accuracy: 0.3657 - Overall Accuracy: 0.9048 - Accuracy Background: nan - Accuracy Button: 0.0 - Accuracy Cuff: 0.1239 - Accuracy Drawstring: 0.1256 - Accuracy Hem: 0.2565 - Accuracy Hood: 0.9038 - Accuracy Pocket: 0.0 - Accuracy Sleeve: 0.9272 - Accuracy Torso: 0.9544 - Accuracy Zipper: 0.0 - Iou Background: 0.0 - Iou Button: 0.0 - Iou Cuff: 0.0975 - Iou Drawstring: 0.1042 - Iou Hem: 0.1177 - Iou Hood: 0.8538 - Iou Pocket: 0.0 - Iou Sleeve: 0.8862 - Iou Torso: 0.8661 - Iou Zipper: 0.0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 6e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 1337 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: polynomial - training_steps: 10000 ### Training results ### Framework versions - Transformers 4.39.3 - Pytorch 2.2.2 - Datasets 2.18.0 - Tokenizers 0.15.2

[ "background", "button", "cuff", "drawstring", "hem", "hood", "pocket", "sleeve", "torso", "zipper" ]