Convert dataset to Parquet

README.md

@@ -20,8 +20,108 @@ task_categories:
 task_ids:
 - intent-classification
 - multi-class-classification
-paperswithcode_id: null
 pretty_name: BANKING77
+dataset_info:
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': activate_my_card
+          '1': age_limit
+          '2': apple_pay_or_google_pay
+          '3': atm_support
+          '4': automatic_top_up
+          '5': balance_not_updated_after_bank_transfer
+          '6': balance_not_updated_after_cheque_or_cash_deposit
+          '7': beneficiary_not_allowed
+          '8': cancel_transfer
+          '9': card_about_to_expire
+          '10': card_acceptance
+          '11': card_arrival
+          '12': card_delivery_estimate
+          '13': card_linking
+          '14': card_not_working
+          '15': card_payment_fee_charged
+          '16': card_payment_not_recognised
+          '17': card_payment_wrong_exchange_rate
+          '18': card_swallowed
+          '19': cash_withdrawal_charge
+          '20': cash_withdrawal_not_recognised
+          '21': change_pin
+          '22': compromised_card
+          '23': contactless_not_working
+          '24': country_support
+          '25': declined_card_payment
+          '26': declined_cash_withdrawal
+          '27': declined_transfer
+          '28': direct_debit_payment_not_recognised
+          '29': disposable_card_limits
+          '30': edit_personal_details
+          '31': exchange_charge
+          '32': exchange_rate
+          '33': exchange_via_app
+          '34': extra_charge_on_statement
+          '35': failed_transfer
+          '36': fiat_currency_support
+          '37': get_disposable_virtual_card
+          '38': get_physical_card
+          '39': getting_spare_card
+          '40': getting_virtual_card
+          '41': lost_or_stolen_card
+          '42': lost_or_stolen_phone
+          '43': order_physical_card
+          '44': passcode_forgotten
+          '45': pending_card_payment
+          '46': pending_cash_withdrawal
+          '47': pending_top_up
+          '48': pending_transfer
+          '49': pin_blocked
+          '50': receiving_money
+          '51': Refund_not_showing_up
+          '52': request_refund
+          '53': reverted_card_payment?
+          '54': supported_cards_and_currencies
+          '55': terminate_account
+          '56': top_up_by_bank_transfer_charge
+          '57': top_up_by_card_charge
+          '58': top_up_by_cash_or_cheque
+          '59': top_up_failed
+          '60': top_up_limits
+          '61': top_up_reverted
+          '62': topping_up_by_card
+          '63': transaction_charged_twice
+          '64': transfer_fee_charged
+          '65': transfer_into_account
+          '66': transfer_not_received_by_recipient
+          '67': transfer_timing
+          '68': unable_to_verify_identity
+          '69': verify_my_identity
+          '70': verify_source_of_funds
+          '71': verify_top_up
+          '72': virtual_card_not_working
+          '73': visa_or_mastercard
+          '74': why_verify_identity
+          '75': wrong_amount_of_cash_received
+          '76': wrong_exchange_rate_for_cash_withdrawal
+  splits:
+  - name: train
+    num_bytes: 715028
+    num_examples: 10003
+  - name: test
+    num_bytes: 204010
+    num_examples: 3080
+  download_size: 388204
+  dataset_size: 919038
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: test
+    path: data/test-*
 ---
 
 # Dataset Card for BANKING77

banking77.py

@@ -1,169 +0,0 @@
-# coding=utf-8
-# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-"""BANKING77 dataset."""
-
-
-import csv
-
-import datasets
-
-
-_CITATION = """\
-@inproceedings{Casanueva2020,
-    author      = {I{\~{n}}igo Casanueva and Tadas Temcinas and Daniela Gerz and Matthew Henderson and Ivan Vulic},
-    title       = {Efficient Intent Detection with Dual Sentence Encoders},
-    year        = {2020},
-    month       = {mar},
-    note        = {Data available at https://github.com/PolyAI-LDN/task-specific-datasets},
-    url         = {https://arxiv.org/abs/2003.04807},
-    booktitle   = {Proceedings of the 2nd Workshop on NLP for ConvAI - ACL 2020}
-}
-"""  # noqa: W605
-
-_DESCRIPTION = """\
-BANKING77 dataset provides a very fine-grained set of intents in a banking domain.
-It comprises 13,083 customer service queries labeled with 77 intents.
-It focuses on fine-grained single-domain intent detection.
-"""
-
-_HOMEPAGE = "https://github.com/PolyAI-LDN/task-specific-datasets"
-
-_LICENSE = "Creative Commons Attribution 4.0 International"
-
-_TRAIN_DOWNLOAD_URL = (
-    "https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/master/banking_data/train.csv"
-)
-_TEST_DOWNLOAD_URL = "https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/master/banking_data/test.csv"
-
-
-class Banking77(datasets.GeneratorBasedBuilder):
-    """BANKING77 dataset."""
-
-    VERSION = datasets.Version("1.1.0")
-
-    def _info(self):
-        features = datasets.Features(
-            {
-                "text": datasets.Value("string"),
-                "label": datasets.features.ClassLabel(
-                    names=[
-                        "activate_my_card",
-                        "age_limit",
-                        "apple_pay_or_google_pay",
-                        "atm_support",
-                        "automatic_top_up",
-                        "balance_not_updated_after_bank_transfer",
-                        "balance_not_updated_after_cheque_or_cash_deposit",
-                        "beneficiary_not_allowed",
-                        "cancel_transfer",
-                        "card_about_to_expire",
-                        "card_acceptance",
-                        "card_arrival",
-                        "card_delivery_estimate",
-                        "card_linking",
-                        "card_not_working",
-                        "card_payment_fee_charged",
-                        "card_payment_not_recognised",
-                        "card_payment_wrong_exchange_rate",
-                        "card_swallowed",
-                        "cash_withdrawal_charge",
-                        "cash_withdrawal_not_recognised",
-                        "change_pin",
-                        "compromised_card",
-                        "contactless_not_working",
-                        "country_support",
-                        "declined_card_payment",
-                        "declined_cash_withdrawal",
-                        "declined_transfer",
-                        "direct_debit_payment_not_recognised",
-                        "disposable_card_limits",
-                        "edit_personal_details",
-                        "exchange_charge",
-                        "exchange_rate",
-                        "exchange_via_app",
-                        "extra_charge_on_statement",
-                        "failed_transfer",
-                        "fiat_currency_support",
-                        "get_disposable_virtual_card",
-                        "get_physical_card",
-                        "getting_spare_card",
-                        "getting_virtual_card",
-                        "lost_or_stolen_card",
-                        "lost_or_stolen_phone",
-                        "order_physical_card",
-                        "passcode_forgotten",
-                        "pending_card_payment",
-                        "pending_cash_withdrawal",
-                        "pending_top_up",
-                        "pending_transfer",
-                        "pin_blocked",
-                        "receiving_money",
-                        "Refund_not_showing_up",
-                        "request_refund",
-                        "reverted_card_payment?",
-                        "supported_cards_and_currencies",
-                        "terminate_account",
-                        "top_up_by_bank_transfer_charge",
-                        "top_up_by_card_charge",
-                        "top_up_by_cash_or_cheque",
-                        "top_up_failed",
-                        "top_up_limits",
-                        "top_up_reverted",
-                        "topping_up_by_card",
-                        "transaction_charged_twice",
-                        "transfer_fee_charged",
-                        "transfer_into_account",
-                        "transfer_not_received_by_recipient",
-                        "transfer_timing",
-                        "unable_to_verify_identity",
-                        "verify_my_identity",
-                        "verify_source_of_funds",
-                        "verify_top_up",
-                        "virtual_card_not_working",
-                        "visa_or_mastercard",
-                        "why_verify_identity",
-                        "wrong_amount_of_cash_received",
-                        "wrong_exchange_rate_for_cash_withdrawal",
-                    ]
-                ),
-            }
-        )
-        return datasets.DatasetInfo(
-            description=_DESCRIPTION,
-            features=features,
-            supervised_keys=None,
-            homepage=_HOMEPAGE,
-            license=_LICENSE,
-            citation=_CITATION,
-        )
-
-    def _split_generators(self, dl_manager):
-        """Returns SplitGenerators."""
-        train_path = dl_manager.download_and_extract(_TRAIN_DOWNLOAD_URL)
-        test_path = dl_manager.download_and_extract(_TEST_DOWNLOAD_URL)
-        return [
-            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}),
-            datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": test_path}),
-        ]
-
-    def _generate_examples(self, filepath):
-        """Yields examples as (key, example) tuples."""
-        with open(filepath, encoding="utf-8") as f:
-            csv_reader = csv.reader(f, quotechar='"', delimiter=",", quoting=csv.QUOTE_ALL, skipinitialspace=True)
-            # call next to skip header
-            next(csv_reader)
-            for id_, row in enumerate(csv_reader):
-                text, label = row
-                yield id_, {"text": text, "label": label}

data/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
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+oid sha256:535fc96c4c2b4c2dbdeb0d4b31f24a4859620cf663d6c19c1bd1f97450c410be
+size 92969

data/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
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+oid sha256:4526edfa60622ff9b39e238657ab6d712f6aba1ba91c9d7ed7897b0715ee0390
+size 295235

dataset_infos.json

@@ -1 +0,0 @@
-{"default": {"description": "BANKING77 dataset provides a very fine-grained set of intents in a banking domain.\nIt comprises 13,083 customer service queries labeled with 77 intents.\nIt focuses on fine-grained single-domain intent detection.\n", "citation": "@inproceedings{Casanueva2020,\n    author      = {I{\\~{n}}igo Casanueva and Tadas Temcinas and Daniela Gerz and Matthew Henderson and Ivan Vulic},\n    title       = {Efficient Intent Detection with Dual Sentence Encoders},\n    year        = {2020},\n    month       = {mar},\n    note        = {Data available at https://github.com/PolyAI-LDN/task-specific-datasets},\n    url         = {https://arxiv.org/abs/2003.04807},\n    booktitle   = {Proceedings of the 2nd Workshop on NLP for ConvAI - ACL 2020}\n}\n", "homepage": "https://github.com/PolyAI-LDN/task-specific-datasets", "license": "Creative Commons Attribution 4.0 International", "features": {"text": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 77, "names": ["activate_my_card", "age_limit", "apple_pay_or_google_pay", "atm_support", "automatic_top_up", "balance_not_updated_after_bank_transfer", "balance_not_updated_after_cheque_or_cash_deposit", "beneficiary_not_allowed", "cancel_transfer", "card_about_to_expire", "card_acceptance", "card_arrival", "card_delivery_estimate", "card_linking", "card_not_working", "card_payment_fee_charged", "card_payment_not_recognised", "card_payment_wrong_exchange_rate", "card_swallowed", "cash_withdrawal_charge", "cash_withdrawal_not_recognised", "change_pin", "compromised_card", "contactless_not_working", "country_support", "declined_card_payment", "declined_cash_withdrawal", "declined_transfer", "direct_debit_payment_not_recognised", "disposable_card_limits", "edit_personal_details", "exchange_charge", "exchange_rate", "exchange_via_app", "extra_charge_on_statement", "failed_transfer", "fiat_currency_support", "get_disposable_virtual_card", "get_physical_card", "getting_spare_card", "getting_virtual_card", "lost_or_stolen_card", "lost_or_stolen_phone", "order_physical_card", "passcode_forgotten", "pending_card_payment", "pending_cash_withdrawal", "pending_top_up", "pending_transfer", "pin_blocked", "receiving_money", "Refund_not_showing_up", "request_refund", "reverted_card_payment?", "supported_cards_and_currencies", "terminate_account", "top_up_by_bank_transfer_charge", "top_up_by_card_charge", "top_up_by_cash_or_cheque", "top_up_failed", "top_up_limits", "top_up_reverted", "topping_up_by_card", "transaction_charged_twice", "transfer_fee_charged", "transfer_into_account", "transfer_not_received_by_recipient", "transfer_timing", "unable_to_verify_identity", "verify_my_identity", "verify_source_of_funds", "verify_top_up", "virtual_card_not_working", "visa_or_mastercard", "why_verify_identity", "wrong_amount_of_cash_received", "wrong_exchange_rate_for_cash_withdrawal"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "task_templates": [{"task": "text-classification", "text_column": "text", "label_column": "label", "labels": ["Refund_not_showing_up", "activate_my_card", "age_limit", "apple_pay_or_google_pay", "atm_support", "automatic_top_up", "balance_not_updated_after_bank_transfer", "balance_not_updated_after_cheque_or_cash_deposit", "beneficiary_not_allowed", "cancel_transfer", "card_about_to_expire", "card_acceptance", "card_arrival", "card_delivery_estimate", "card_linking", "card_not_working", "card_payment_fee_charged", "card_payment_not_recognised", "card_payment_wrong_exchange_rate", "card_swallowed", "cash_withdrawal_charge", "cash_withdrawal_not_recognised", "change_pin", "compromised_card", "contactless_not_working", "country_support", "declined_card_payment", "declined_cash_withdrawal", "declined_transfer", "direct_debit_payment_not_recognised", "disposable_card_limits", "edit_personal_details", "exchange_charge", "exchange_rate", "exchange_via_app", "extra_charge_on_statement", "failed_transfer", "fiat_currency_support", "get_disposable_virtual_card", "get_physical_card", "getting_spare_card", "getting_virtual_card", "lost_or_stolen_card", "lost_or_stolen_phone", "order_physical_card", "passcode_forgotten", "pending_card_payment", "pending_cash_withdrawal", "pending_top_up", "pending_transfer", "pin_blocked", "receiving_money", "request_refund", "reverted_card_payment?", "supported_cards_and_currencies", "terminate_account", "top_up_by_bank_transfer_charge", "top_up_by_card_charge", "top_up_by_cash_or_cheque", "top_up_failed", "top_up_limits", "top_up_reverted", "topping_up_by_card", "transaction_charged_twice", "transfer_fee_charged", "transfer_into_account", "transfer_not_received_by_recipient", "transfer_timing", "unable_to_verify_identity", "verify_my_identity", "verify_source_of_funds", "verify_top_up", "virtual_card_not_working", "visa_or_mastercard", "why_verify_identity", "wrong_amount_of_cash_received", "wrong_exchange_rate_for_cash_withdrawal"]}], "builder_name": "banking77", "config_name": "default", "version": {"version_str": "1.1.0", "description": null, "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 715036, "num_examples": 10003, "dataset_name": "banking77"}, "test": {"name": "test", "num_bytes": 204014, "num_examples": 3080, "dataset_name": "banking77"}}, "download_checksums": {"https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/master/banking_data/train.csv": {"num_bytes": 839073, "checksum": "b06e26ac675513959a63135f11b94ea7786ed02da65db93a5650d8838cbc664b"}, "https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/master/banking_data/test.csv": {"num_bytes": 239961, "checksum": "d12d6e3bc4c3103966ae786dc435913c0c563dfa328f5a3646d0e62cfeeb474d"}}, "download_size": 1079034, "post_processing_size": null, "dataset_size": 919050, "size_in_bytes": 1998084}}