Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
intent-classification
Languages:
English
Size:
10K - 100K
License:
Convert dataset to Parquet (#5)
Browse files- Convert dataset to Parquet (79cc05a408d566ef67222afd05c4728032295384)
- Add plus data files (3731e6933c98beb3bb53342ff11518de99c22f71)
- Add small data files (c78dcdda8e141f0572e2664fa901140c9a3a602f)
- Delete loading script (161a65568f7f274a37e586b41e743a85ee8a48aa)
- Delete data file (c0f23d8450ff2747ae8ccce9f93f659ec885bf07)
- Delete data file (23d3c66a0090ce1f613643e327fc3e4b1ac012ba)
- Delete data file (76be542076d36165b3b9fc8ce0d6d15a0d1b1875)
- README.md +28 -3
- clinc_oos.py +0 -275
- data/data_imbalanced.json.gz → imbalanced/test-00000-of-00001.parquet +2 -2
- data/data_oos_plus.json.gz → imbalanced/train-00000-of-00001.parquet +2 -2
- data/data_small.json.gz → imbalanced/validation-00000-of-00001.parquet +2 -2
- plus/test-00000-of-00001.parquet +3 -0
- plus/train-00000-of-00001.parquet +3 -0
- plus/validation-00000-of-00001.parquet +3 -0
- small/test-00000-of-00001.parquet +3 -0
- small/train-00000-of-00001.parquet +3 -0
- small/validation-00000-of-00001.parquet +3 -0
README.md
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@@ -189,7 +189,7 @@ dataset_info:
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- name: test
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num_bytes: 286966
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num_examples: 5500
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download_size:
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dataset_size: 994165
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- config_name: plus
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features:
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- name: test
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num_bytes: 286966
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num_examples: 5500
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download_size:
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dataset_size: 1238511
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- config_name: small
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features:
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- name: test
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num_bytes: 286966
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num_examples: 5500
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download_size:
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dataset_size: 841388
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---
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# Dataset Card for CLINC150
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- name: test
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num_bytes: 286966
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num_examples: 5500
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+
download_size: 441918
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dataset_size: 994165
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- config_name: plus
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features:
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- name: test
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num_bytes: 286966
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num_examples: 5500
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+
download_size: 525729
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dataset_size: 1238511
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- config_name: small
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features:
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- name: test
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num_bytes: 286966
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num_examples: 5500
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+
download_size: 385185
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dataset_size: 841388
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+
configs:
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- config_name: imbalanced
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data_files:
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- split: train
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path: imbalanced/train-*
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- split: validation
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path: imbalanced/validation-*
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- split: test
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path: imbalanced/test-*
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- config_name: plus
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data_files:
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- split: train
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path: plus/train-*
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- split: validation
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path: plus/validation-*
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- split: test
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path: plus/test-*
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- config_name: small
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data_files:
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- split: train
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path: small/train-*
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- split: validation
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path: small/validation-*
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- split: test
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path: small/test-*
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---
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# Dataset Card for CLINC150
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clinc_oos.py
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"""An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction"""
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import json
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import textwrap
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-
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import datasets
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-
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_CITATION = """\
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@inproceedings{larson-etal-2019-evaluation,
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title = "An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction",
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author = "Larson, Stefan and
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Mahendran, Anish and
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Peper, Joseph J. and
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Clarke, Christopher and
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Lee, Andrew and
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Hill, Parker and
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Kummerfeld, Jonathan K. and
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Leach, Kevin and
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Laurenzano, Michael A. and
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Tang, Lingjia and
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Mars, Jason",
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booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)",
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year = "2019",
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url = "https://www.aclweb.org/anthology/D19-1131"
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}
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-
"""
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-
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_DESCRIPTION = """\
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This dataset is for evaluating the performance of intent classification systems in the
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presence of "out-of-scope" queries. By "out-of-scope", we mean queries that do not fall
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into any of the system-supported intent classes. Most datasets include only data that is
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"in-scope". Our dataset includes both in-scope and out-of-scope data. You might also know
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the term "out-of-scope" by other terms, including "out-of-domain" or "out-of-distribution".
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"""
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_DESCRIPTIONS = {
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"small": textwrap.dedent(
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"""\
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Small, in which there are only 50 training queries per each in-scope intent
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"""
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),
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"imbalanced": textwrap.dedent(
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"""\
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Imbalanced, in which intents have either 25, 50, 75, or 100 training queries.
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"""
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),
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"plus": textwrap.dedent(
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"""\
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OOS+, in which there are 250 out-of-scope training examples, rather than 100.
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"""
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),
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}
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-
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_URL = "https://github.com/clinc/oos-eval/"
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-
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# Source:
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# - https://raw.githubusercontent.com/clinc/oos-eval/master/data/data_small.json
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# - https://raw.githubusercontent.com/clinc/oos-eval/master/data/data_imbalanced.json
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# - https://raw.githubusercontent.com/clinc/oos-eval/master/data/data_oos_plus.json
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_DATA_URLS = {
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"small": "data/data_small.json.gz",
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"imbalanced": "data/data_imbalanced.json.gz",
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"plus": "data/data_oos_plus.json.gz",
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}
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class ClincConfig(datasets.BuilderConfig):
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"""BuilderConfig for CLINC150"""
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def __init__(self, description, data_url, citation, url, **kwrags):
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"""
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Args:
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description: `string`, brief description of the dataset
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data_url: `dictionary`, dict with url for each split of data.
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citation: `string`, citation for the dataset.
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-
url: `string`, url for information about the dataset.
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**kwrags: keyword arguments frowarded to super
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"""
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super(ClincConfig, self).__init__(version=datasets.Version("1.0.0", ""), **kwrags)
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-
self.description = description
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self.data_url = data_url
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self.citation = citation
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self.url = url
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-
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-
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class ClincOos(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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ClincConfig(
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name=name, description=_DESCRIPTIONS[name], data_url=_DATA_URLS[name], citation=_CITATION, url=_URL
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)
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for name in ["small", "imbalanced", "plus"]
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-
]
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-
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def _info(self):
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features = {}
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features["text"] = datasets.Value("string")
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labels_list = [
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"restaurant_reviews",
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"nutrition_info",
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"account_blocked",
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"oil_change_how",
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"time",
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"weather",
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| 107 |
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"redeem_rewards",
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"interest_rate",
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"gas_type",
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| 110 |
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"accept_reservations",
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"smart_home",
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"user_name",
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"report_lost_card",
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"repeat",
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| 115 |
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"whisper_mode",
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| 116 |
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"what_are_your_hobbies",
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"order",
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"jump_start",
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"schedule_meeting",
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"meeting_schedule",
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"freeze_account",
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"what_song",
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| 123 |
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"meaning_of_life",
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| 124 |
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"restaurant_reservation",
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"traffic",
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| 126 |
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"make_call",
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"text",
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"bill_balance",
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"improve_credit_score",
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"change_language",
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"no",
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"measurement_conversion",
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"timer",
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"flip_coin",
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"do_you_have_pets",
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"balance",
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"tell_joke",
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"last_maintenance",
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"exchange_rate",
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"uber",
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"car_rental",
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"credit_limit",
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"oos",
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"shopping_list",
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"expiration_date",
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"routing",
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"meal_suggestion",
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"tire_change",
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"todo_list",
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"card_declined",
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"rewards_balance",
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"change_accent",
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"vaccines",
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"reminder_update",
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"food_last",
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"change_ai_name",
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"bill_due",
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"who_do_you_work_for",
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"share_location",
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"international_visa",
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"calendar",
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"translate",
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"carry_on",
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"book_flight",
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| 165 |
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"insurance_change",
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| 166 |
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"todo_list_update",
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| 167 |
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"timezone",
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| 168 |
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"cancel_reservation",
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| 169 |
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"transactions",
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| 170 |
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"credit_score",
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"report_fraud",
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"spending_history",
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| 173 |
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"directions",
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| 174 |
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"spelling",
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| 175 |
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"insurance",
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| 176 |
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"what_is_your_name",
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"reminder",
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"where_are_you_from",
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"distance",
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| 180 |
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"payday",
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| 181 |
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"flight_status",
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| 182 |
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"find_phone",
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| 183 |
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"greeting",
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| 184 |
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"alarm",
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| 185 |
-
"order_status",
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| 186 |
-
"confirm_reservation",
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| 187 |
-
"cook_time",
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| 188 |
-
"damaged_card",
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| 189 |
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"reset_settings",
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| 190 |
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"pin_change",
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| 191 |
-
"replacement_card_duration",
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| 192 |
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"new_card",
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| 193 |
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"roll_dice",
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| 194 |
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"income",
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| 195 |
-
"taxes",
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| 196 |
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"date",
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| 197 |
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"who_made_you",
|
| 198 |
-
"pto_request",
|
| 199 |
-
"tire_pressure",
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| 200 |
-
"how_old_are_you",
|
| 201 |
-
"rollover_401k",
|
| 202 |
-
"pto_request_status",
|
| 203 |
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"how_busy",
|
| 204 |
-
"application_status",
|
| 205 |
-
"recipe",
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| 206 |
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"calendar_update",
|
| 207 |
-
"play_music",
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| 208 |
-
"yes",
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| 209 |
-
"direct_deposit",
|
| 210 |
-
"credit_limit_change",
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| 211 |
-
"gas",
|
| 212 |
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"pay_bill",
|
| 213 |
-
"ingredients_list",
|
| 214 |
-
"lost_luggage",
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| 215 |
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"goodbye",
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| 216 |
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"what_can_i_ask_you",
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| 217 |
-
"book_hotel",
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| 218 |
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"are_you_a_bot",
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| 219 |
-
"next_song",
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| 220 |
-
"change_speed",
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| 221 |
-
"plug_type",
|
| 222 |
-
"maybe",
|
| 223 |
-
"w2",
|
| 224 |
-
"oil_change_when",
|
| 225 |
-
"thank_you",
|
| 226 |
-
"shopping_list_update",
|
| 227 |
-
"pto_balance",
|
| 228 |
-
"order_checks",
|
| 229 |
-
"travel_alert",
|
| 230 |
-
"fun_fact",
|
| 231 |
-
"sync_device",
|
| 232 |
-
"schedule_maintenance",
|
| 233 |
-
"apr",
|
| 234 |
-
"transfer",
|
| 235 |
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"ingredient_substitution",
|
| 236 |
-
"calories",
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| 237 |
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"current_location",
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| 238 |
-
"international_fees",
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| 239 |
-
"calculator",
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| 240 |
-
"definition",
|
| 241 |
-
"next_holiday",
|
| 242 |
-
"update_playlist",
|
| 243 |
-
"mpg",
|
| 244 |
-
"min_payment",
|
| 245 |
-
"change_user_name",
|
| 246 |
-
"restaurant_suggestion",
|
| 247 |
-
"travel_notification",
|
| 248 |
-
"cancel",
|
| 249 |
-
"pto_used",
|
| 250 |
-
"travel_suggestion",
|
| 251 |
-
"change_volume",
|
| 252 |
-
]
|
| 253 |
-
features["intent"] = datasets.ClassLabel(names=labels_list)
|
| 254 |
-
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| 255 |
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return datasets.DatasetInfo(
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description=_DESCRIPTION + "\n" + self.config.description,
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features=datasets.Features(features),
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homepage=self.config.url,
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| 259 |
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citation=_CITATION,
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)
|
| 261 |
-
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| 262 |
-
def _split_generators(self, dl_manager):
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file_ = dl_manager.download_and_extract(self.config.data_url)
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-
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": file_, "split": "train"}),
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datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": file_, "split": "val"}),
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datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": file_, "split": "test"}),
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-
]
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| 270 |
-
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| 271 |
-
def _generate_examples(self, filepath, split):
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| 272 |
-
with open(filepath, encoding="utf-8") as f:
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| 273 |
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j = json.load(f)
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| 274 |
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for id_, row in enumerate(j[split] + j["oos_" + split]):
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| 275 |
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yield id_, {"text": row[0], "intent": row[1]}
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|
data/data_imbalanced.json.gz → imbalanced/test-00000-of-00001.parquet
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:
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| 3 |
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| 2 |
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| 3 |
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size 135844
|
data/data_oos_plus.json.gz → imbalanced/train-00000-of-00001.parquet
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
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| 3 |
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size
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| 3 |
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size 228285
|
data/data_small.json.gz → imbalanced/validation-00000-of-00001.parquet
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
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|
| 3 |
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size 77789
|
plus/test-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
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|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
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size 135844
|
plus/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
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size 312096
|
plus/validation-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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size 77789
|
small/test-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
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size 135844
|
small/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 171552
|
small/validation-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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size 77789
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