Datasets:

Modalities:
Text
Formats:
parquet
Languages:
English
ArXiv:
Libraries:
Datasets
pandas
License:
albertvillanova HF staff commited on
Commit
f541215
1 Parent(s): d85bf57

Convert dataset to Parquet (#7)

Browse files

- Convert dataset to Parquet (11b7417dada441d485a3059c97cfe1ab7e2ed26c)
- Delete loading script (9c043e500d2074e28cd411686a22f35e269b2c65)
- Delete legacy dataset_infos.json (a087e01fe8a0dd687f6ec5e40f845cb1120038c7)

README.md CHANGED
@@ -106,13 +106,20 @@ dataset_info:
106
  '76': wrong_exchange_rate_for_cash_withdrawal
107
  splits:
108
  - name: train
109
- num_bytes: 715036
110
  num_examples: 10003
111
  - name: test
112
- num_bytes: 204014
113
  num_examples: 3080
114
- download_size: 1079034
115
- dataset_size: 919050
 
 
 
 
 
 
 
116
  train-eval-index:
117
  - config: default
118
  task: text-classification
 
106
  '76': wrong_exchange_rate_for_cash_withdrawal
107
  splits:
108
  - name: train
109
+ num_bytes: 715028
110
  num_examples: 10003
111
  - name: test
112
+ num_bytes: 204010
113
  num_examples: 3080
114
+ download_size: 392040
115
+ dataset_size: 919038
116
+ configs:
117
+ - config_name: default
118
+ data_files:
119
+ - split: train
120
+ path: data/train-*
121
+ - split: test
122
+ path: data/test-*
123
  train-eval-index:
124
  - config: default
125
  task: text-classification
banking77.py DELETED
@@ -1,176 +0,0 @@
1
- # coding=utf-8
2
- # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
3
- #
4
- # Licensed under the Apache License, Version 2.0 (the "License");
5
- # you may not use this file except in compliance with the License.
6
- # You may obtain a copy of the License at
7
- #
8
- # http://www.apache.org/licenses/LICENSE-2.0
9
- #
10
- # Unless required by applicable law or agreed to in writing, software
11
- # distributed under the License is distributed on an "AS IS" BASIS,
12
- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
- # See the License for the specific language governing permissions and
14
- # limitations under the License.
15
- """BANKING77 dataset."""
16
-
17
-
18
- import csv
19
- import warnings
20
-
21
- import datasets
22
- from datasets.tasks import TextClassification
23
-
24
-
25
- _CITATION = r"""\
26
- @inproceedings{Casanueva2020,
27
- author = {I{\~{n}}igo Casanueva and Tadas Temcinas and Daniela Gerz and Matthew Henderson and Ivan Vulic},
28
- title = {Efficient Intent Detection with Dual Sentence Encoders},
29
- year = {2020},
30
- month = {mar},
31
- note = {Data available at https://github.com/PolyAI-LDN/task-specific-datasets},
32
- url = {https://arxiv.org/abs/2003.04807},
33
- booktitle = {Proceedings of the 2nd Workshop on NLP for ConvAI - ACL 2020}
34
- }
35
- """ # noqa: W605
36
-
37
- _DESCRIPTION = """\
38
- BANKING77 dataset provides a very fine-grained set of intents in a banking domain.
39
- It comprises 13,083 customer service queries labeled with 77 intents.
40
- It focuses on fine-grained single-domain intent detection.
41
- """
42
-
43
- _HOMEPAGE = "https://github.com/PolyAI-LDN/task-specific-datasets"
44
-
45
- _LICENSE = "Creative Commons Attribution 4.0 International"
46
-
47
- _TRAIN_DOWNLOAD_URL = (
48
- "https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/master/banking_data/train.csv"
49
- )
50
- _TEST_DOWNLOAD_URL = "https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/master/banking_data/test.csv"
51
-
52
-
53
- class Banking77(datasets.GeneratorBasedBuilder):
54
- """BANKING77 dataset."""
55
-
56
- VERSION = datasets.Version("1.1.0")
57
-
58
- def _info(self):
59
- warnings.warn(
60
- "Dataset 'banking77' is deprecated and will be deleted. Use 'PolyAI/banking77' instead.",
61
- FutureWarning,
62
- )
63
- features = datasets.Features(
64
- {
65
- "text": datasets.Value("string"),
66
- "label": datasets.features.ClassLabel(
67
- names=[
68
- "activate_my_card",
69
- "age_limit",
70
- "apple_pay_or_google_pay",
71
- "atm_support",
72
- "automatic_top_up",
73
- "balance_not_updated_after_bank_transfer",
74
- "balance_not_updated_after_cheque_or_cash_deposit",
75
- "beneficiary_not_allowed",
76
- "cancel_transfer",
77
- "card_about_to_expire",
78
- "card_acceptance",
79
- "card_arrival",
80
- "card_delivery_estimate",
81
- "card_linking",
82
- "card_not_working",
83
- "card_payment_fee_charged",
84
- "card_payment_not_recognised",
85
- "card_payment_wrong_exchange_rate",
86
- "card_swallowed",
87
- "cash_withdrawal_charge",
88
- "cash_withdrawal_not_recognised",
89
- "change_pin",
90
- "compromised_card",
91
- "contactless_not_working",
92
- "country_support",
93
- "declined_card_payment",
94
- "declined_cash_withdrawal",
95
- "declined_transfer",
96
- "direct_debit_payment_not_recognised",
97
- "disposable_card_limits",
98
- "edit_personal_details",
99
- "exchange_charge",
100
- "exchange_rate",
101
- "exchange_via_app",
102
- "extra_charge_on_statement",
103
- "failed_transfer",
104
- "fiat_currency_support",
105
- "get_disposable_virtual_card",
106
- "get_physical_card",
107
- "getting_spare_card",
108
- "getting_virtual_card",
109
- "lost_or_stolen_card",
110
- "lost_or_stolen_phone",
111
- "order_physical_card",
112
- "passcode_forgotten",
113
- "pending_card_payment",
114
- "pending_cash_withdrawal",
115
- "pending_top_up",
116
- "pending_transfer",
117
- "pin_blocked",
118
- "receiving_money",
119
- "Refund_not_showing_up",
120
- "request_refund",
121
- "reverted_card_payment?",
122
- "supported_cards_and_currencies",
123
- "terminate_account",
124
- "top_up_by_bank_transfer_charge",
125
- "top_up_by_card_charge",
126
- "top_up_by_cash_or_cheque",
127
- "top_up_failed",
128
- "top_up_limits",
129
- "top_up_reverted",
130
- "topping_up_by_card",
131
- "transaction_charged_twice",
132
- "transfer_fee_charged",
133
- "transfer_into_account",
134
- "transfer_not_received_by_recipient",
135
- "transfer_timing",
136
- "unable_to_verify_identity",
137
- "verify_my_identity",
138
- "verify_source_of_funds",
139
- "verify_top_up",
140
- "virtual_card_not_working",
141
- "visa_or_mastercard",
142
- "why_verify_identity",
143
- "wrong_amount_of_cash_received",
144
- "wrong_exchange_rate_for_cash_withdrawal",
145
- ]
146
- ),
147
- }
148
- )
149
- return datasets.DatasetInfo(
150
- description=_DESCRIPTION,
151
- features=features,
152
- supervised_keys=None,
153
- homepage=_HOMEPAGE,
154
- license=_LICENSE,
155
- citation=_CITATION,
156
- task_templates=[TextClassification(text_column="text", label_column="label")],
157
- )
158
-
159
- def _split_generators(self, dl_manager):
160
- """Returns SplitGenerators."""
161
- train_path = dl_manager.download(_TRAIN_DOWNLOAD_URL)
162
- test_path = dl_manager.download(_TEST_DOWNLOAD_URL)
163
- return [
164
- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}),
165
- datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": test_path}),
166
- ]
167
-
168
- def _generate_examples(self, filepath):
169
- """Yields examples as (key, example) tuples."""
170
- with open(filepath, encoding="utf-8") as f:
171
- csv_reader = csv.reader(f, quotechar='"', delimiter=",", quoting=csv.QUOTE_ALL, skipinitialspace=True)
172
- # call next to skip header
173
- next(csv_reader)
174
- for id_, row in enumerate(csv_reader):
175
- text, label = row
176
- yield id_, {"text": text, "label": label}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
data/test-00000-of-00001.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:318da70fb77a0e01bcfaecc97ef6e3645313aab98c429f0f0630c9d48e703ecc
3
+ size 93870
data/train-00000-of-00001.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3c648a31689f4ab3acbd4f4f4d120944bb521cf6ba57da77aa87c57e8979be81
3
+ size 298170
dataset_infos.json DELETED
@@ -1 +0,0 @@
1
- {"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}}