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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 55 new columns ({'plddt_mean', 'frac_T', 'frac_H', 'frac_Y', 'signalp', 'frac_D', 'frac_hydrophobic_surface', 'frac_W', 'chain', 'signalp_tool', 'input_file', 'frac_V', 'frac_M', 'cys_count', 'frac_P', 'seq_id', 'frac_G', 'frac_K', 'sec_sheet', 'length', 'gravy', 'sec_coil', 'frac_L', 'iupred_mean_disorder', 'frac_E', 'contact_density', 'frac_A', 'ss_pred_helix', 'cys_spacings', 'sasa_total', 'frac_Q', 'instability_index', 'frac_C', 'frac_N', 'frac_F', 'dssp_len', 'aliphatic_index', 'signalp_cleavage', 'rg', 'ss_pred_turn', 'charge_pH7', 'boman_index', 'ss_pred_sheet', 'sec_helix', 'disulfide_pairs', 'frac_R', 'aromaticity', 'plddt_median', 'n_residues', 'frac_I', 'mw', 'pI', 'tmhmm_nhelix', 'frac_S', 'frac_plddt_lt70'}) and 1 missing columns ({'seq_id,length,mw,gravy,pI,charge_pH7,instability_index,aromaticity,ss_pred_helix,ss_pred_turn,ss_pred_sheet,aliphatic_index,boman_index,frac_A,frac_C,frac_D,frac_E,frac_F,frac_G,frac_H,frac_I,frac_K,frac_L,frac_M,frac_N,frac_P,frac_Q,frac_R,frac_S,frac_T,frac_V,frac_W,frac_Y,cys_count,cys_spacings,signalp,signalp_tool,signalp_cleavage,tmhmm_nhelix,iupred_mean_disorder'}).
This happened while the csv dataset builder was generating data using
hf://datasets/danilo-trabuco26/venom-peptide-atlas/attrubutes_pep_venom.tsv (at revision 5e0c993b2351e37fd7eab7cab76acdde97c8e533), [/tmp/hf-datasets-cache/medium/datasets/17598336595663-config-parquet-and-info-danilo-trabuco26-venom-pe-b055d00f/hub/datasets--danilo-trabuco26--venom-peptide-atlas/snapshots/5e0c993b2351e37fd7eab7cab76acdde97c8e533/attributtes_pep_non-venom.tsv (origin=hf://datasets/danilo-trabuco26/venom-peptide-atlas@5e0c993b2351e37fd7eab7cab76acdde97c8e533/attributtes_pep_non-venom.tsv), /tmp/hf-datasets-cache/medium/datasets/17598336595663-config-parquet-and-info-danilo-trabuco26-venom-pe-b055d00f/hub/datasets--danilo-trabuco26--venom-peptide-atlas/snapshots/5e0c993b2351e37fd7eab7cab76acdde97c8e533/attrubutes_pep_venom.tsv (origin=hf://datasets/danilo-trabuco26/venom-peptide-atlas@5e0c993b2351e37fd7eab7cab76acdde97c8e533/attrubutes_pep_venom.tsv), /tmp/hf-datasets-cache/medium/datasets/17598336595663-config-parquet-and-info-danilo-trabuco26-venom-pe-b055d00f/hub/datasets--danilo-trabuco26--venom-peptide-atlas/snapshots/5e0c993b2351e37fd7eab7cab76acdde97c8e533/peptides_structures.zip (origin=hf://datasets/danilo-trabuco26/venom-peptide-atlas@5e0c993b2351e37fd7eab7cab76acdde97c8e533/peptides_structures.zip)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
input_file: string
chain: string
n_residues: int64
sec_helix: double
sec_sheet: double
sec_coil: double
dssp_len: double
sasa_total: double
frac_hydrophobic_surface: double
rg: double
disulfide_pairs: int64
plddt_mean: double
plddt_median: double
frac_plddt_lt70: double
contact_density: double
seq_id: string
length: int64
mw: double
gravy: double
pI: double
charge_pH7: double
instability_index: double
aromaticity: double
ss_pred_helix: double
ss_pred_turn: double
ss_pred_sheet: double
aliphatic_index: double
boman_index: double
frac_A: double
frac_C: double
frac_D: double
frac_E: double
frac_F: double
frac_G: double
frac_H: double
frac_I: double
frac_K: double
frac_L: double
frac_M: double
frac_N: double
frac_P: double
frac_Q: double
frac_R: double
frac_S: double
frac_T: double
frac_V: double
frac_W: double
frac_Y: double
cys_count: int64
cys_spacings: string
signalp: string
signalp_tool: string
signalp_cleavage: double
tmhmm_nhelix: double
iupred_mean_disorder: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 6781
to
{'seq_id,length,mw,gravy,pI,charge_pH7,instability_index,aromaticity,ss_pred_helix,ss_pred_turn,ss_pred_sheet,aliphatic_index,boman_index,frac_A,frac_C,frac_D,frac_E,frac_F,frac_G,frac_H,frac_I,frac_K,frac_L,frac_M,frac_N,frac_P,frac_Q,frac_R,frac_S,frac_T,frac_V,frac_W,frac_Y,cys_count,cys_spacings,signalp,signalp_tool,signalp_cleavage,tmhmm_nhelix,iupred_mean_disorder': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 55 new columns ({'plddt_mean', 'frac_T', 'frac_H', 'frac_Y', 'signalp', 'frac_D', 'frac_hydrophobic_surface', 'frac_W', 'chain', 'signalp_tool', 'input_file', 'frac_V', 'frac_M', 'cys_count', 'frac_P', 'seq_id', 'frac_G', 'frac_K', 'sec_sheet', 'length', 'gravy', 'sec_coil', 'frac_L', 'iupred_mean_disorder', 'frac_E', 'contact_density', 'frac_A', 'ss_pred_helix', 'cys_spacings', 'sasa_total', 'frac_Q', 'instability_index', 'frac_C', 'frac_N', 'frac_F', 'dssp_len', 'aliphatic_index', 'signalp_cleavage', 'rg', 'ss_pred_turn', 'charge_pH7', 'boman_index', 'ss_pred_sheet', 'sec_helix', 'disulfide_pairs', 'frac_R', 'aromaticity', 'plddt_median', 'n_residues', 'frac_I', 'mw', 'pI', 'tmhmm_nhelix', 'frac_S', 'frac_plddt_lt70'}) and 1 missing columns ({'seq_id,length,mw,gravy,pI,charge_pH7,instability_index,aromaticity,ss_pred_helix,ss_pred_turn,ss_pred_sheet,aliphatic_index,boman_index,frac_A,frac_C,frac_D,frac_E,frac_F,frac_G,frac_H,frac_I,frac_K,frac_L,frac_M,frac_N,frac_P,frac_Q,frac_R,frac_S,frac_T,frac_V,frac_W,frac_Y,cys_count,cys_spacings,signalp,signalp_tool,signalp_cleavage,tmhmm_nhelix,iupred_mean_disorder'}).
This happened while the csv dataset builder was generating data using
hf://datasets/danilo-trabuco26/venom-peptide-atlas/attrubutes_pep_venom.tsv (at revision 5e0c993b2351e37fd7eab7cab76acdde97c8e533), [/tmp/hf-datasets-cache/medium/datasets/17598336595663-config-parquet-and-info-danilo-trabuco26-venom-pe-b055d00f/hub/datasets--danilo-trabuco26--venom-peptide-atlas/snapshots/5e0c993b2351e37fd7eab7cab76acdde97c8e533/attributtes_pep_non-venom.tsv (origin=hf://datasets/danilo-trabuco26/venom-peptide-atlas@5e0c993b2351e37fd7eab7cab76acdde97c8e533/attributtes_pep_non-venom.tsv), /tmp/hf-datasets-cache/medium/datasets/17598336595663-config-parquet-and-info-danilo-trabuco26-venom-pe-b055d00f/hub/datasets--danilo-trabuco26--venom-peptide-atlas/snapshots/5e0c993b2351e37fd7eab7cab76acdde97c8e533/attrubutes_pep_venom.tsv (origin=hf://datasets/danilo-trabuco26/venom-peptide-atlas@5e0c993b2351e37fd7eab7cab76acdde97c8e533/attrubutes_pep_venom.tsv), /tmp/hf-datasets-cache/medium/datasets/17598336595663-config-parquet-and-info-danilo-trabuco26-venom-pe-b055d00f/hub/datasets--danilo-trabuco26--venom-peptide-atlas/snapshots/5e0c993b2351e37fd7eab7cab76acdde97c8e533/peptides_structures.zip (origin=hf://datasets/danilo-trabuco26/venom-peptide-atlas@5e0c993b2351e37fd7eab7cab76acdde97c8e533/peptides_structures.zip)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
seq_id,length,mw,gravy,pI,charge_pH7,instability_index,aromaticity,ss_pred_helix,ss_pred_turn,ss_pred_sheet,aliphatic_index,boman_index,frac_A,frac_C,frac_D,frac_E,frac_F,frac_G,frac_H,frac_I,frac_K,frac_L,frac_M,frac_N,frac_P,frac_Q,frac_R,frac_S,frac_T,frac_V,frac_W,frac_Y,cys_count,cys_spacings,signalp,signalp_tool,signalp_cleavage,tmhmm_nhelix,iupred_mean_disorder string |
|---|
DRAMP00005,30,3223.7914,-0.21999999999999995,9.751181602478024,4.4275482460644096,29.106666666666662,0.03333333333333333,0.19999999999999998,0.2,0.13333333333333333,65.0,0.18033333333333335,0.1,0.1,0.03333333333333333,0.0,0.03333333333333333,0.03333333333333333,0.0,0.03333333333333333,0.13333333333333333,0.033333333333... |
DRAMP00017,24,2354.6385,0.3333333333333333,5.466399192810059,-0.3155165605398971,60.60416666666668,0.08333333333333333,0.16666666666666666,0.5,0.041666666666666664,28.333333333333332,-0.05583333333333334,0.0,0.20833333333333334,0.0,0.0,0.041666666666666664,0.16666666666666666,0.0,0.0,0.0,0.041666666666666664,0.0,0.0416... |
DRAMP00032,24,2747.1555,0.08749999999999995,6.722313499450684,-0.1806157068789307,1.6124999999999994,0.125,0.29166666666666663,0.24999999999999997,0.16666666666666666,60.83333333333333,0.12083333333333335,0.0,0.125,0.0,0.041666666666666664,0.08333333333333333,0.08333333333333333,0.041666666666666664,0.04166666666666666... |
DRAMP00063,21,2217.6086,0.8904761904761904,5.710295295715333,-0.5766570391052315,113.87142857142857,0.047619047619047616,0.2857142857142857,0.23809523809523808,0.19047619047619047,97.6190476190476,0.0780952380952381,0.047619047619047616,0.19047619047619047,0.0,0.047619047619047616,0.0,0.09523809523809523,0.0,0.14285714... |
DRAMP00068,51,5984.1503999999995,-0.08431372549019611,10.06707668304443,7.492988598500753,-3.894117647058826,0.1764705882352941,0.4313725490196078,0.17647058823529413,0.29411764705882354,101.37254901960785,0.34411764705882353,0.09803921568627451,0.0,0.0,0.0392156862745098,0.0196078431372549,0.0784313725490196,0.0,0.039... |
DRAMP00069,50,5327.921700000001,-0.1780000000000001,9.055245399475098,1.9973807612529955,-0.33999999999999847,0.12,0.3,0.34,0.16,66.19999999999999,0.12960000000000002,0.08,0.02,0.02,0.02,0.04,0.16,0.04,0.02,0.04,0.04,0.02,0.08,0.04,0.02,0.04,0.06,0.06,0.12,0.02,0.06,1,,,,,, |
DRAMP00074,44,4630.1202,-0.15000000000000002,8.070490837097168,0.8648617159610699,13.311363636363634,0.11363636363636363,0.2727272727272727,0.38636363636363635,0.20454545454545456,66.5909090909091,0.1384090909090909,0.11363636363636363,0.045454545454545456,0.0,0.045454545454545456,0.0,0.18181818181818182,0.022727272727... |
DRAMP00089,39,4125.691799999999,0.1641025641025639,8.288265037536622,1.335793650775566,-3.85128205128205,0.10256410256410256,0.2564102564102564,0.30769230769230765,0.20512820512820512,65.12820512820512,0.10589743589743594,0.1282051282051282,0.15384615384615385,0.0,0.0,0.0,0.10256410256410256,0.0,0.0,0.05128205128205128... |
DRAMP00090,48,4969.445800000001,-0.27708333333333335,9.69554538726807,3.712970868034336,18.675000000000004,0.10416666666666666,0.25,0.41666666666666663,0.10416666666666666,54.79166666666666,0.11625,0.08333333333333333,0.041666666666666664,0.0,0.020833333333333332,0.041666666666666664,0.16666666666666666,0.0,0.041666666... |
DRAMP00105,40,4422.138099999999,0.007500000000000048,8.76900577545166,1.6108186114735932,21.705,0.1,0.325,0.325,0.15000000000000002,85.25,0.15875,0.025,0.05,0.025,0.0,0.025,0.125,0.05,0.1,0.075,0.075,0.05,0.075,0.05,0.05,0.0,0.075,0.025,0.05,0.025,0.05,2,14,,,,, |
DRAMP00106,37,4067.6525,-0.19729729729729717,9.820936393737792,2.8456230804684175,24.635135135135137,0.10810810810810811,0.35135135135135137,0.2702702702702703,0.13513513513513514,97.56756756756756,0.2583783783783784,0.08108108108108109,0.0,0.08108108108108109,0.0,0.02702702702702703,0.16216216216216217,0.0270270270270... |
DRAMP00107,37,4002.6384000000016,0.26216216216216226,9.821903419494628,2.3943123504114676,2.7702702702702675,0.13513513513513514,0.3783783783783784,0.2972972972972973,0.13513513513513514,97.56756756756756,0.21378378378378377,0.08108108108108109,0.0,0.02702702702702703,0.0,0.08108108108108109,0.16216216216216217,0.0,0.1... |
DRAMP00126,33,3545.0629,0.0666666666666666,11.567578315734863,4.8453595607867275,-2.0090909090909084,0.09090909090909091,0.36363636363636365,0.33333333333333337,0.09090909090909091,100.3030303030303,0.25060606060606055,0.06060606060606061,0.0,0.030303030303030304,0.0,0.06060606060606061,0.18181818181818182,0.0303030303... |
DRAMP00127,34,3703.131799999999,0.03529411764705879,10.266993141174314,2.9064305247071656,7.094117647058823,0.14705882352941174,0.35294117647058826,0.29411764705882354,0.14705882352941177,80.29411764705881,0.17999999999999997,0.14705882352941177,0.0,0.029411764705882353,0.0,0.058823529411764705,0.11764705882352941,0.05... |
DRAMP00128,25,2929.256,-0.9319999999999999,10.931533241271975,3.760995834505351,54.61240000000001,0.2,0.27999999999999997,0.28,0.2,43.2,0.31439999999999996,0.12,0.0,0.04,0.04,0.08,0.16,0.0,0.04,0.08,0.04,0.0,0.04,0.0,0.0,0.16,0.08,0.0,0.0,0.08,0.04,0,,,,,, |
DRAMP00129,32,3502.8972000000003,-0.6562499999999998,10.520160484313966,4.758987832607348,64.103125,0.125,0.28125,0.3125,0.1875,67.1875,0.2593749999999999,0.125,0.0,0.03125,0.03125,0.03125,0.1875,0.0,0.0625,0.0625,0.03125,0.0,0.0625,0.0,0.0,0.15625,0.0625,0.0,0.0625,0.0,0.09375,0,,,,,, |
DRAMP00136,62,6179.832000000001,-0.17741935483870977,8.994645118713382,2.819990212272484,42.56290322580646,0.11290322580645161,0.2096774193548387,0.3870967741935484,0.24193548387096775,47.41935483870968,0.15177419354838703,0.16129032258064516,0.04838709677419355,0.0,0.04838709677419355,0.03225806451612903,0.24193548387... |
DRAMP00171,61,6078.076400000004,0.8262295081967209,9.7000581741333,1.9336845096811626,8.94262295081967,0.06557377049180328,0.34426229508196726,0.19672131147540983,0.39344262295081966,126.72131147540983,0.2098360655737705,0.2786885245901639,0.0,0.03278688524590164,0.0,0.0,0.11475409836065574,0.03278688524590164,0.065573... |
DRAMP00173,61,6119.118600000001,0.750819672131147,9.528378868103026,1.848900722394307,2.8672131147540987,0.04918032786885246,0.3442622950819672,0.22950819672131148,0.39344262295081966,129.83606557377047,0.20836065573770496,0.22950819672131148,0.0,0.0,0.03278688524590164,0.0,0.09836065573770492,0.01639344262295082,0.081... |
DRAMP00177,53,5450.159300000001,-0.3754716981132074,9.594394493103025,3.900305582899399,13.581132075471706,0.05660377358490566,0.20754716981132076,0.41509433962264153,0.2830188679245283,72.0754716981132,0.19301886792452827,0.1509433962264151,0.03773584905660377,0.018867924528301886,0.018867924528301886,0.01886792452830... |
DRAMP00178,44,5322.253600000002,-0.5886363636363638,9.918412590026854,5.494966600698753,19.452272727272728,0.18181818181818182,0.3409090909090909,0.1590909090909091,0.2727272727272727,71.13636363636363,0.25840909090909087,0.11363636363636363,0.0,0.0,0.045454545454545456,0.022727272727272728,0.022727272727272728,0.0,0.0... |
DRAMP00189,31,3657.2708000000002,-0.8548387096774193,9.902359962463379,4.841637076372415,43.599999999999994,0.12903225806451613,0.3548387096774194,0.12903225806451613,0.1935483870967742,91.29032258064515,0.3796774193548387,0.06451612903225806,0.0,0.0967741935483871,0.0,0.0,0.12903225806451613,0.03225806451612903,0.0645... |
DRAMP00190,57,6602.451200000001,-0.7438596491228069,9.7943754196167,5.669558497089613,28.3280701754386,0.15789473684210525,0.3333333333333333,0.2982456140350877,0.15789473684210525,70.17543859649122,0.2745614035087719,0.03508771929824561,0.0,0.03508771929824561,0.03508771929824561,0.07017543859649122,0.1228070175438596... |
DRAMP00191,21,2125.3371000000006,0.3999999999999999,5.240180015563964,-1.1519117375809023,28.157619047619036,0.19047619047619047,0.38095238095238093,0.42857142857142855,0.09523809523809523,69.52380952380952,0.052380952380952375,0.047619047619047616,0.0,0.0,0.047619047619047616,0.09523809523809523,0.2857142857142857,0.0... |
DRAMP00201,14,1364.6356999999998,1.107142857142857,5.228755378723143,-0.5992594813764603,79.8,0.0,0.14285714285714285,0.42857142857142855,0.0,41.42857142857142,-0.135,0.0,0.42857142857142855,0.0,0.0,0.0,0.07142857142857142,0.0,0.0,0.0,0.0,0.0,0.07142857142857142,0.07142857142857142,0.0,0.0,0.21428571428571427,0.0,0.142... |
DRAMP00204,14,1520.7500999999997,0.7928571428571427,5.23040370941162,-0.5903574922764515,33.53571428571429,0.14285714285714285,0.21428571428571427,0.3571428571428571,0.0,27.857142857142854,-0.07857142857142858,0.0,0.35714285714285715,0.0,0.0,0.07142857142857142,0.0,0.0,0.07142857142857142,0.0,0.0,0.0,0.0714285714285714... |
DRAMP00218,14,1506.7005999999997,0.45000000000000007,8.072102546691895,0.7402896340912819,105.94285714285716,0.07142857142857142,0.21428571428571427,0.2857142857142857,0.0,55.71428571428571,0.017142857142857144,0.0,0.14285714285714285,0.0,0.0,0.07142857142857142,0.0,0.0,0.14285714285714285,0.0,0.0,0.0,0.0,0.0,0.0,0.071... |
DRAMP00222,84,7936.532899999997,0.06547619047619054,4.0500284194946286,-4.147550453762368,18.913095238095238,0.047619047619047616,0.23809523809523808,0.48809523809523814,0.25,81.42857142857142,0.079047619047619,0.11904761904761904,0.0,0.03571428571428571,0.011904761904761904,0.011904761904761904,0.2261904761904762,0.01... |
DRAMP00232,22,2220.6073999999994,1.1090909090909091,5.553419685363769,-0.22392739234393277,23.62727272727273,0.045454545454545456,0.3181818181818182,0.18181818181818182,0.18181818181818182,106.36363636363635,0.025909090909090913,0.13636363636363635,0.09090909090909091,0.0,0.0,0.045454545454545456,0.045454545454545456,0... |
DRAMP00244,19,1885.1615000000002,0.9315789473684211,4.0500284194946286,-1.5989929436601618,60.15789473684211,0.05263157894736842,0.2631578947368421,0.15789473684210525,0.3157894736842105,103.1578947368421,0.0368421052631579,0.2631578947368421,0.0,0.0,0.05263157894736842,0.05263157894736842,0.0,0.0,0.15789473684210525,0... |
DRAMP00254,43,4379.081600000002,1.1976744186046515,4.0500284194946286,-1.24008492683449,68.37465116279068,0.11627906976744186,0.4418604651162791,0.23255813953488372,0.3023255813953488,131.62790697674419,0.11906976744186049,0.20930232558139536,0.0,0.0,0.023255813953488372,0.023255813953488372,0.11627906976744186,0.0,0.1... |
DRAMP00275,63,6907.040200000003,-0.7698412698412698,8.974530982971192,7.726241576308918,40.48730158730157,0.06349206349206349,0.14285714285714285,0.2857142857142857,0.12698412698412698,32.53968253968254,0.1825396825396825,0.031746031746031744,0.19047619047619047,0.047619047619047616,0.047619047619047616,0.0158730158730... |
DRAMP00336,28,2963.5606000000007,0.7500000000000001,7.769003486633301,0.7005091325714505,29.371428571428574,0.07142857142857142,0.2857142857142857,0.24999999999999997,0.10714285714285714,83.57142857142857,0.05857142857142857,0.07142857142857142,0.21428571428571427,0.0,0.03571428571428571,0.0,0.07142857142857142,0.0,0.1... |
DRAMP00337,29,3092.6778000000004,0.7551724137931034,7.8097806930542,0.7372711073352347,25.800000000000004,0.06896551724137931,0.3103448275862069,0.3103448275862069,0.06896551724137931,87.24137931034483,0.04275862068965517,0.034482758620689655,0.20689655172413793,0.0,0.034482758620689655,0.0,0.06896551724137931,0.0,0.13... |
DRAMP00338,28,3016.5999,0.6071428571428571,6.0287073135375975,-0.29837010648870477,20.914285714285715,0.10714285714285714,0.28571428571428564,0.3214285714285714,0.07142857142857142,62.5,0.05321428571428572,0.0,0.21428571428571427,0.03571428571428571,0.03571428571428571,0.03571428571428571,0.10714285714285714,0.0,0.1071... |
DRAMP00385,28,3090.6652000000004,0.24999999999999986,7.773493766784668,0.7014881337704493,7.810714285714288,0.07142857142857142,0.2857142857142857,0.25,0.10714285714285714,76.42857142857142,0.03892857142857144,0.0,0.21428571428571427,0.0,0.03571428571428571,0.0,0.10714285714285714,0.0,0.07142857142857142,0.0,0.07142857... |
DRAMP00431,46,5242.2273,-0.43913043478260844,9.20216884613037,6.763967096972854,42.05869565217392,0.08695652173913043,0.19565217391304346,0.17391304347826086,0.15217391304347827,44.565217391304344,0.19543478260869565,0.021739130434782608,0.17391304347826086,0.021739130434782608,0.021739130434782608,0.0,0.13043478260869... |
DRAMP00764,20,2538.1774,-0.4950000000000003,11.132287788391114,7.735274629296274,19.849999999999998,0.15000000000000002,0.35,0.15000000000000002,0.1,78.0,0.46099999999999997,0.0,0.1,0.0,0.0,0.1,0.0,0.0,0.1,0.25,0.1,0.0,0.0,0.05,0.0,0.15,0.1,0.0,0.0,0.05,0.0,2,7,,,,, |
DRAMP00774,30,3428.984200000001,-0.09999999999999996,8.661923789978026,2.6994901317724476,9.256666666666664,0.2,0.26666666666666666,0.23333333333333334,0.1,26.0,0.12966666666666668,0.03333333333333333,0.2,0.0,0.03333333333333333,0.1,0.13333333333333333,0.0,0.0,0.06666666666666667,0.03333333333333333,0.0,0.0333333333333... |
DRAMP00795,30,3123.7349000000004,0.6566666666666668,8.333779716491701,1.7004991326714496,18.663333333333334,0.06666666666666667,0.26666666666666666,0.30000000000000004,0.1,78.0,0.08233333333333334,0.06666666666666667,0.2,0.0,0.03333333333333333,0.03333333333333333,0.1,0.0,0.13333333333333333,0.06666666666666667,0.0,0.0... |
DRAMP00856,29,2916.3370000000004,0.15172413793103443,5.962319374084472,-0.29650386433154763,46.5896551724138,0.034482758620689655,0.1724137931034483,0.37931034482758624,0.06896551724137931,43.44827586206896,-0.03344827586206896,0.0,0.20689655172413793,0.0,0.034482758620689655,0.0,0.1724137931034483,0.0,0.0,0.0,0.034482... |
DRAMP00877,30,3175.7697000000007,0.4166666666666668,8.333779716491701,1.7004991326714496,26.556666666666676,0.06666666666666667,0.26666666666666666,0.33333333333333337,0.13333333333333333,78.0,0.09733333333333334,0.06666666666666667,0.2,0.0,0.03333333333333333,0.0,0.1,0.0,0.1,0.06666666666666667,0.03333333333333333,0.0... |
DRAMP00878,31,3307.970300000001,0.6419354838709677,8.333779716491701,1.7004991326714496,28.76129032258065,0.06451612903225806,0.3225806451612903,0.3225806451612903,0.0967741935483871,90.96774193548387,0.09903225806451615,0.0,0.1935483870967742,0.0,0.03225806451612903,0.03225806451612903,0.0967741935483871,0.0,0.0967741... |
DRAMP01374,33,3462.0457,0.509090909090909,9.307703590393068,2.7374243909351246,7.078787878787879,0.09090909090909091,0.33333333333333337,0.2727272727272727,0.30303030303030304,100.60606060606061,0.24545454545454545,0.12121212121212122,0.06060606060606061,0.030303030303030304,0.0,0.09090909090909091,0.06060606060606061,... |
DRAMP01373,33,3260.8230000000003,0.5151515151515152,8.8212251663208,1.7385451518749688,19.154545454545453,0.0,0.30303030303030304,0.2727272727272727,0.30303030303030304,121.21212121212122,0.2224242424242424,0.12121212121212122,0.06060606060606061,0.06060606060606061,0.0,0.0,0.12121212121212122,0.0,0.030303030303030304,... |
DRAMP01372,20,2188.6601,-0.42000000000000004,10.065400505065917,4.772066603760063,18.040000000000003,0.1,0.2,0.3,0.15000000000000002,49.0,0.259,0.1,0.1,0.0,0.0,0.05,0.1,0.0,0.05,0.2,0.05,0.0,0.0,0.15,0.0,0.05,0.05,0.05,0.0,0.05,0.0,2,9,,,,, |
DRAMP00933,76,8137.969400000003,-0.3210526315789471,9.075424003601075,4.571987111452758,17.780263157894737,0.14473684210526316,0.22368421052631576,0.3289473684210526,0.14473684210526316,40.0,0.11697368421052626,0.11842105263157894,0.07894736842105263,0.013157894736842105,0.013157894736842105,0.06578947368421052,0.13157... |
DRAMP01012,55,6029.275300000005,-1.6781818181818173,8.127932167053224,0.8475946388966049,52.97090909090907,0.10909090909090909,0.14545454545454545,0.4363636363636364,0.1272727272727273,12.363636363636363,0.10290909090909085,0.01818181818181818,0.01818181818181818,0.03636363636363636,0.09090909090909091,0.0,0.2545454545... |
DRAMP01016,37,4000.487000000001,-0.7513513513513513,8.661794853210449,2.6994801318724466,21.518918918918928,0.10810810810810811,0.1891891891891892,0.43243243243243246,0.05405405405405406,28.918918918918923,0.07351351351351353,0.0,0.16216216216216217,0.0,0.02702702702702703,0.02702702702702703,0.21621621621621623,0.0,0.... |
DRAMP01017,36,3893.3803000000007,-0.625,8.687904548645019,2.701468133970447,27.62500000000001,0.08333333333333333,0.19444444444444448,0.4444444444444444,0.05555555555555555,37.77777777777778,0.07333333333333335,0.0,0.16666666666666666,0.0,0.027777777777777776,0.027777777777777776,0.19444444444444445,0.0,0.0277777777777... |
DRAMP01018,31,3254.9045000000006,0.6516129032258067,8.2836877822876,1.3995549766007462,30.3741935483871,0.06451612903225806,0.29032258064516125,0.29032258064516125,0.12903225806451613,81.61290322580645,0.08935483870967742,0.03225806451612903,0.1935483870967742,0.0,0.03225806451612903,0.03225806451612903,0.0645161290322... |
DRAMP18193,34,4152.308900000001,-0.43529411764705894,11.999967765808105,14.747094601402289,4.320588235294117,0.14705882352941177,0.38235294117647056,0.11764705882352941,0.058823529411764705,80.0,0.5158823529411766,0.0,0.0,0.0,0.0,0.14705882352941177,0.029411764705882353,0.0,0.08823529411764706,0.38235294117647056,0.029... |
DRAMP01066,19,2194.31,-1.010526315789474,4.0500284194946286,-3.036727449533382,64.55789473684212,0.10526315789473684,0.3157894736842105,0.2631578947368421,0.15789473684210525,66.3157894736842,0.001578947368421051,0.0,0.0,0.05263157894736842,0.10526315789473684,0.0,0.05263157894736842,0.0,0.0,0.0,0.05263157894736842,0.0... |
DRAMP01081,23,2279.679399999999,0.6304347826086957,9.703152656555176,1.845399560386732,-12.986956521739131,0.043478260869565216,0.34782608695652173,0.2608695652173913,0.30434782608695654,127.39130434782608,0.28304347826086956,0.17391304347826086,0.0,0.043478260869565216,0.0,0.043478260869565216,0.17391304347826086,0.04... |
DRAMP01082,16,1583.9103000000002,1.2750000000000001,8.750052070617677,0.7591026131903019,10.8,0.0,0.4375,0.3125,0.5,183.125,0.2925,0.125,0.0,0.0,0.0,0.0,0.125,0.0,0.0625,0.0625,0.375,0.0,0.0625,0.0,0.0,0.0,0.125,0.0625,0.0,0.0,0.0,0,,,,,, |
DRAMP01085,23,2266.680699999999,0.7478260869565218,9.703152656555176,1.8470892614200976,-4.6130434782608685,0.043478260869565216,0.34782608695652173,0.2608695652173913,0.34782608695652173,127.39130434782608,0.2773913043478261,0.17391304347826086,0.0,0.0,0.043478260869565216,0.043478260869565216,0.17391304347826086,0.04... |
DRAMP01088,23,2337.715499999999,0.48260869565217396,8.505201148986817,0.8482100223599423,-16.678260869565218,0.043478260869565216,0.34782608695652173,0.21739130434782608,0.34782608695652173,123.04347826086955,0.2717391304347826,0.17391304347826086,0.0,0.043478260869565216,0.043478260869565216,0.043478260869565216,0.130... |
DRAMP01089,23,2305.7166999999995,0.46956521739130436,9.703152656555176,1.8470892614200976,-5.865217391304348,0.043478260869565216,0.34782608695652173,0.30434782608695654,0.30434782608695654,118.69565217391305,0.25608695652173913,0.13043478260869565,0.0,0.0,0.043478260869565216,0.043478260869565216,0.17391304347826086,0... |
DRAMP01090,16,1626.9366000000002,1.26875,8.757208061218265,0.8462768014448888,-1.2375000000000003,0.0625,0.4375,0.3125,0.375,158.75,0.27125,0.125,0.0,0.0,0.0,0.0625,0.125,0.0625,0.125,0.0625,0.25,0.0,0.0,0.0,0.0,0.0,0.1875,0.0,0.0,0.0,0.0,0,,,,,, |
DRAMP01091,16,1615.9967000000004,1.9562500000000003,6.741127204895021,-0.15272419755611044,14.30625,0.0,0.5625,0.3125,0.375,219.375,0.22562500000000005,0.0625,0.0,0.0,0.0,0.0,0.125,0.0625,0.1875,0.0,0.3125,0.0,0.0,0.0625,0.0,0.0,0.125,0.0,0.0625,0.0,0.0,0,,,,,, |
DRAMP01096,27,2581.9633,0.42592592592592604,9.703152656555176,1.8470892614200976,-5.592592592592592,0.037037037037037035,0.25925925925925924,0.3333333333333333,0.4074074074074074,108.88888888888889,0.26222222222222225,0.2222222222222222,0.0,0.0,0.037037037037037035,0.037037037037037035,0.18518518518518517,0.03703703703... |
DRAMP03017,13,1421.7695999999999,1.1307692307692307,9.750021171569824,0.7600916142893016,76.83076923076923,0.07692307692307693,0.38461538461538464,0.38461538461538464,0.3076923076923077,120.0,0.22076923076923077,0.0,0.0,0.0,0.0,0.07692307692307693,0.15384615384615385,0.0,0.15384615384615385,0.0,0.15384615384615385,0.15... |
DRAMP01105,18,2086.4369999999994,-0.2555555555555555,9.994291877746583,1.7592143732311445,25.59444444444444,0.1111111111111111,0.2777777777777778,0.2777777777777778,0.2222222222222222,64.99999999999999,0.27222222222222225,0.05555555555555555,0.0,0.05555555555555555,0.0,0.1111111111111111,0.05555555555555555,0.0,0.05555... |
DRAMP02090,24,2582.3042,1.2958333333333332,9.390158653259277,2.7373026309942805,30.516666666666673,0.08333333333333333,0.375,0.16666666666666666,0.375,117.91666666666664,0.25375,0.125,0.08333333333333333,0.0,0.0,0.08333333333333333,0.041666666666666664,0.0,0.041666666666666664,0.125,0.16666666666666666,0.08333333333333... |
DRAMP02091,24,2645.3401,1.1,9.70128307342529,3.73630362999528,35.2625,0.16666666666666666,0.37499999999999994,0.16666666666666666,0.29166666666666663,97.91666666666666,0.30249999999999994,0.16666666666666666,0.08333333333333333,0.0,0.0,0.16666666666666666,0.041666666666666664,0.0,0.125,0.16666666666666666,0.08333333333... |
DRAMP01829,14,1604.0305999999998,1.6214285714285717,8.757208061218265,0.8462768014448888,56.464285714285715,0.07142857142857142,0.6428571428571428,0.21428571428571427,0.35714285714285715,222.85714285714283,0.36000000000000004,0.0,0.0,0.0,0.0,0.07142857142857142,0.07142857142857142,0.07142857142857142,0.2142857142857142... |
DRAMP01828,14,1575.956,0.7857142857142858,10.002737236022949,1.758103612191301,-13.578571428571427,0.07142857142857142,0.42857142857142855,0.21428571428571427,0.3571428571428571,146.4285714285714,0.36,0.07142857142857142,0.0,0.0,0.0,0.07142857142857142,0.07142857142857142,0.0,0.14285714285714285,0.14285714285714285,0.2... |
DRAMP01518,37,3750.458699999999,0.34594594594594613,9.595425987243651,3.825289279224076,11.991891891891889,0.05405405405405406,0.24324324324324326,0.21621621621621623,0.35135135135135137,90.0,0.2591891891891892,0.16216216216216217,0.05405405405405406,0.0,0.02702702702702703,0.05405405405405406,0.16216216216216217,0.027... |
DRAMP01827,13,1367.7819,1.9000000000000001,8.720009803771973,0.7329893889561515,20.476923076923075,0.0,0.5384615384615385,0.23076923076923078,0.5384615384615385,210.0,0.3215384615384615,0.07692307692307693,0.0,0.0,0.0,0.0,0.07692307692307693,0.0,0.07692307692307693,0.07692307692307693,0.38461538461538464,0.076923076923... |
DRAMP01517,37,3870.5905000000002,0.35675675675675667,10.207811164855958,5.736405390136122,21.98378378378378,0.08108108108108109,0.32432432432432434,0.2702702702702703,0.21621621621621623,97.56756756756756,0.28297297297297297,0.10810810810810811,0.05405405405405406,0.02702702702702703,0.0,0.08108108108108109,0.135135135... |
DRAMP01516,37,3837.5989,0.39189189189189194,9.787283897399899,4.736537149976966,18.537837837837834,0.05405405405405406,0.32432432432432434,0.21621621621621623,0.2702702702702703,110.8108108108108,0.30243243243243245,0.10810810810810811,0.05405405405405406,0.05405405405405406,0.0,0.05405405405405406,0.13513513513513514,... |
DRAMP02077,24,2579.2589,1.2958333333333336,9.70128307342529,3.73630362999528,15.020833333333336,0.125,0.4166666666666667,0.16666666666666666,0.20833333333333331,126.25,0.28291666666666665,0.16666666666666666,0.08333333333333333,0.0,0.0,0.125,0.041666666666666664,0.0,0.20833333333333334,0.16666666666666666,0.04166666666... |
DRAMP01830,13,1369.7330999999997,1.7999999999999998,8.750052070617677,0.7591026131903019,-2.0769230769230766,0.07692307692307693,0.6153846153846154,0.3076923076923077,0.38461538461538464,202.3076923076923,0.32,0.0,0.0,0.0,0.0,0.07692307692307693,0.15384615384615385,0.0,0.07692307692307693,0.07692307692307693,0.38461538... |
DRAMP01151,17,1781.1477999999997,0.8823529411764706,9.994291877746583,1.7592143732311445,20.27647058823529,0.0,0.47058823529411764,0.23529411764705882,0.11764705882352941,165.88235294117646,0.27117647058823524,0.058823529411764705,0.0,0.058823529411764705,0.0,0.0,0.11764705882352941,0.0,0.17647058823529413,0.1176470588... |
DRAMP01152,17,1778.1439000000005,0.488235294117647,9.703023719787598,1.7582253721321448,10.75294117647059,0.0,0.4117647058823529,0.23529411764705882,0.23529411764705882,148.8235294117647,0.28294117647058814,0.11764705882352941,0.0,0.058823529411764705,0.0,0.0,0.058823529411764705,0.0,0.058823529411764705,0.176470588235... |
DRAMP01153,17,1784.1930000000002,1.0588235294117647,10.302063941955566,2.7571046111923003,-0.5764705882352944,0.058823529411764705,0.47058823529411764,0.1764705882352941,0.29411764705882354,154.70588235294116,0.3347058823529411,0.17647058823529413,0.0,0.0,0.0,0.058823529411764705,0.058823529411764705,0.0,0.058823529411... |
DRAMP01154,17,1771.1081000000004,1.0823529411764705,8.59094409942627,0.7592243731311454,-0.5764705882352944,0.058823529411764705,0.47058823529411764,0.1764705882352941,0.29411764705882354,154.70588235294116,0.2723529411764706,0.17647058823529413,0.0,0.058823529411764705,0.0,0.058823529411764705,0.058823529411764705,0.0... |
DRAMP01155,17,1771.1081000000004,1.0823529411764707,8.59094409942627,0.7592243731311454,4.41764705882353,0.058823529411764705,0.47058823529411764,0.1764705882352941,0.29411764705882354,154.70588235294116,0.2723529411764706,0.17647058823529413,0.0,0.058823529411764705,0.0,0.058823529411764705,0.058823529411764705,0.0,0.... |
DRAMP01162,39,4262.9342,-0.992307692307692,11.999967765808105,11.876984770814662,46.115384615384606,0.05128205128205128,0.20512820512820512,0.28205128205128205,0.1794871794871795,62.56410256410256,0.3382051282051283,0.10256410256410256,0.0,0.0,0.0,0.02564102564102564,0.1794871794871795,0.02564102564102564,0.0,0.1282051... |
DRAMP01164,24,2294.6510999999996,0.35833333333333334,9.703152656555176,1.8470892614200976,-22.64166666666667,0.041666666666666664,0.25,0.2916666666666667,0.45833333333333337,106.25,0.29291666666666666,0.25,0.0,0.0,0.041666666666666664,0.041666666666666664,0.20833333333333334,0.041666666666666664,0.041666666666666664,0.... |
DRAMP01167,14,1311.5698,1.0142857142857145,8.59094409942627,0.7592243731311454,10.914285714285715,0.0,0.2857142857142857,0.14285714285714285,0.4285714285714286,147.14285714285714,0.305,0.35714285714285715,0.0,0.07142857142857142,0.0,0.0,0.14285714285714285,0.0,0.21428571428571427,0.14285714285714285,0.07142857142857142... |
DRAMP01170,25,2953.5078000000003,-0.4640000000000001,9.863549995422364,3.837980731496294,23.540000000000006,0.04,0.36,0.16,0.32,120.8,0.35640000000000016,0.04,0.04,0.0,0.08,0.0,0.04,0.04,0.04,0.16,0.2,0.0,0.08,0.0,0.04,0.08,0.04,0.0,0.08,0.0,0.04,1,,,,,, |
DRAMP01174,21,2275.6839999999997,0.8095238095238096,5.959761619567872,-0.23965486592901009,-3.0238095238095277,0.09523809523809523,0.47619047619047616,0.14285714285714285,0.19047619047619047,143.8095238095238,0.2566666666666667,0.047619047619047616,0.0,0.09523809523809523,0.0,0.09523809523809523,0.14285714285714285,0.0... |
DRAMP01177,25,2549.041,0.43200000000000005,9.528378868103026,1.8455213203275758,3.784000000000001,0.0,0.32,0.2,0.32,128.8,0.29400000000000004,0.16,0.0,0.08,0.0,0.0,0.12,0.04,0.08,0.16,0.12,0.04,0.04,0.0,0.0,0.0,0.04,0.0,0.12,0.0,0.0,0,,,,,, |
DRAMP01182,25,2543.0316000000003,0.37200000000000005,9.528249931335449,1.7600368331063545,-16.788000000000004,0.0,0.32,0.24,0.4,124.8,0.2928,0.12,0.0,0.04,0.04,0.0,0.12,0.0,0.0,0.16,0.2,0.04,0.04,0.0,0.0,0.0,0.08,0.04,0.12,0.0,0.0,0,,,,,, |
DRAMP01188,19,2167.5977,-0.32105263157894753,10.461623191833493,3.8443905594877297,25.689473684210526,0.10526315789473684,0.3684210526315789,0.21052631578947367,0.3157894736842105,107.89473684210525,0.44526315789473686,0.05263157894736842,0.0,0.05263157894736842,0.0,0.05263157894736842,0.15789473684210525,0.05263157894... |
DRAMP01189,17,1953.3361,0.36470588235294116,9.505428123474118,2.861238794012652,16.11764705882353,0.17647058823529413,0.29411764705882354,0.11764705882352941,0.17647058823529413,57.647058823529406,0.24176470588235296,0.17647058823529413,0.11764705882352941,0.0,0.0,0.17647058823529413,0.0,0.058823529411764705,0.05882352... |
DRAMP01190,17,1951.3631999999998,0.6529411764705882,9.505428123474118,2.861238794012652,24.95882352941176,0.17647058823529413,0.3529411764705882,0.11764705882352941,0.17647058823529413,74.70588235294117,0.25411764705882356,0.17647058823529413,0.11764705882352941,0.0,0.0,0.17647058823529413,0.0,0.058823529411764705,0.05... |
DRAMP01191,20,2125.4647,0.725,6.282379722595215,-0.2310381840947886,6.974999999999998,0.15,0.44999999999999996,0.3,0.25,112.00000000000001,0.25449999999999995,0.05,0.0,0.0,0.1,0.15,0.2,0.0,0.1,0.1,0.1,0.0,0.05,0.0,0.0,0.0,0.05,0.0,0.1,0.0,0.0,0,,,,,, |
DRAMP01194,13,1647.9659,-0.9692307692307693,10.320759773254391,4.375367611471603,80.17769230769233,0.15384615384615385,0.23076923076923078,0.15384615384615385,0.0,30.0,0.32538461538461544,0.0,0.15384615384615385,0.0,0.0,0.07692307692307693,0.0,0.0,0.07692307692307693,0.15384615384615385,0.0,0.0,0.0,0.0,0.0,0.2307692307... |
DRAMP01195,15,1794.1464,0.23999999999999996,11.16626262664795,2.7580936122913,51.46666666666667,0.2,0.4666666666666667,0.3333333333333333,0.06666666666666667,104.0,0.34133333333333327,0.0,0.0,0.0,0.0,0.2,0.06666666666666667,0.0,0.2,0.13333333333333333,0.06666666666666667,0.0,0.13333333333333333,0.06666666666666667,0.0,... |
DRAMP01199,16,1988.4066000000003,-0.90625,11.744350624084472,5.756075610493296,31.86875,0.25,0.3125,0.25,0.0625,24.375,0.426875,0.0,0.0,0.0,0.0,0.1875,0.1875,0.0,0.0625,0.1875,0.0,0.0625,0.0,0.0625,0.0,0.1875,0.0,0.0,0.0,0.0,0.0625,0,,,,,, |
DRAMP01200,24,2916.4462000000008,-0.725,10.295617103576657,3.7542857459136445,61.82083333333334,0.16666666666666666,0.29166666666666663,0.25,0.125,48.74999999999999,0.25208333333333327,0.041666666666666664,0.041666666666666664,0.041666666666666664,0.041666666666666664,0.125,0.0,0.0,0.041666666666666664,0.125,0.04166666... |
DRAMP01201,17,1845.1950000000002,-0.1,9.390416526794432,2.7741863656989083,-5.252941176470588,0.17647058823529413,0.23529411764705882,0.23529411764705882,0.1764705882352941,34.705882352941174,0.29411764705882354,0.11764705882352941,0.11764705882352941,0.058823529411764705,0.0,0.17647058823529413,0.17647058823529413,0.0... |
DRAMP01202,17,1739.0664000000002,0.8529411764705881,8.598357963562016,0.8463985613857326,-5.011764705882353,0.058823529411764705,0.4117647058823529,0.23529411764705882,0.29411764705882354,143.52941176470586,0.29647058823529404,0.11764705882352941,0.0,0.058823529411764705,0.0,0.058823529411764705,0.17647058823529413,0.0... |
DRAMP01203,16,1647.9989,0.9937499999999997,8.598357963562016,0.8463985613857326,-1.2375000000000003,0.0,0.4375,0.1875,0.375,176.87499999999997,0.32625000000000004,0.125,0.0,0.0625,0.0,0.0,0.125,0.0625,0.125,0.125,0.25,0.0,0.0,0.0,0.0,0.0,0.0625,0.0,0.0625,0.0,0.0,0,,,,,, |
DRAMP01204,21,2194.6593000000003,1.0476190476190477,8.76417064666748,0.9334509896994757,37.5,0.047619047619047616,0.47619047619047616,0.38095238095238093,0.19047619047619047,157.6190476190476,0.18714285714285717,0.0,0.0,0.0,0.0,0.047619047619047616,0.14285714285714285,0.09523809523809523,0.14285714285714285,0.047619047... |
DRAMP01208,26,3053.6634,-0.05769230769230776,9.30203037261963,2.439148937096785,51.8923076923077,0.07692307692307693,0.3076923076923077,0.11538461538461539,0.2692307692307693,97.69230769230771,0.23461538461538461,0.07692307692307693,0.07692307692307693,0.0,0.038461538461538464,0.0,0.0,0.0,0.11538461538461539,0.11538461... |
DRAMP01214,20,1976.3214000000003,1.475,6.741127204895021,-0.15272419755611044,3.125000000000001,0.05,0.4,0.2,0.44999999999999996,156.5,0.185,0.3,0.0,0.0,0.0,0.05,0.05,0.05,0.1,0.0,0.15,0.0,0.1,0.05,0.0,0.0,0.0,0.05,0.1,0.0,0.0,0,,,,,, |
DRAMP01218,21,2283.7723,0.8333333333333331,8.50500774383545,0.8453995603867315,6.780952380952382,0.09523809523809523,0.42857142857142855,0.23809523809523808,0.23809523809523808,134.76190476190476,0.22857142857142856,0.09523809523809523,0.0,0.047619047619047616,0.0,0.047619047619047616,0.09523809523809523,0.047619047619... |
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Venom Peptide Atlas
This dataset provides a structure-informed atlas of venom-derived peptides, including sequence-based and structure-based descriptors.
Contents
- FASTA files (venom and non-venom peptides)
- Feature tables (physicochemical and structural descriptors)
- AlphaFold-derived structures
Description
The dataset integrates sequence-based and structure-based features to define a unified peptide chemical space.
It supports:
- Multivariate analysis (PCA, UMAP)
- Machine learning applications
- Comparative peptide studies
Files
venon_peptides.fastanon_venon_peptides.fastaattrubutes_pep_venom.tsvattributtes_pep_non-venom.tsvpeptides_structures.zip
Citation
If you use this dataset, please cite:
Gonçalves TC, Cortez EHT, Amaral DT (2026) A Structure-Informed Atlas of Venom-Derived Peptides
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