Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
sentiment-classification
Languages:
Polish
Size:
10K - 100K
License:
Commit
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439e84d
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Parent(s):
Update files from the datasets library (from 1.2.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.2.0
- .gitattributes +27 -0
- README.md +141 -0
- cdt.py +92 -0
- dataset_infos.json +1 -0
- dummy/1.1.0/dummy_data.zip +3 -0
.gitattributes
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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annotations_creators:
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- expert-generated
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language_creators:
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- other
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languages:
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- pl
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licenses:
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- bsd-3-clause
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multilinguality:
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- monolingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- original
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task_categories:
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- text-classification
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task_ids:
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- sentiment-classification
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---
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# Dataset Card for [Dataset Name]
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-instances)
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- [Data Splits](#data-instances)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:**
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http://2019.poleval.pl/index.php/tasks/
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- **Repository:**
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https://github.com/ptaszynski/cyberbullying-Polish
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- **Paper:**
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- **Leaderboard:**
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https://klejbenchmark.com/leaderboard/
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- **Point of Contact:**
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### Dataset Summary
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The Cyberbullying Detection task was part of 2019 edition of PolEval competition. The goal is to predict if a given Twitter message contains a cyberbullying (harmful) content.
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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Polish
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## Dataset Structure
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### Data Instances
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[More Information Needed]
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### Data Fields
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- sentence: an anonymized tweet in polish
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- target: 1 if tweet is described as bullying, 0 otherwise. The test set doesn't have labels so -1 is used instead.
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### Data Splits
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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[More Information Needed]
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### Annotations
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#### Annotation process
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[More Information Needed]
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#### Who are the annotators?
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[More Information Needed]
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### Personal and Sensitive Information
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[More Information Needed]
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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BSD 3-Clause
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### Citation Information
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[More Information Needed]
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cdt.py
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# coding=utf-8
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Cyberbullying detection task"""
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from __future__ import absolute_import, division, print_function
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import csv
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import os
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import datasets
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_CITATION = """\
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@article{ptaszynski2019results,
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title={Results of the PolEval 2019 Shared Task 6: First Dataset and Open Shared Task for Automatic Cyberbullying Detection in Polish Twitter},
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author={Ptaszynski, Michal and Pieciukiewicz, Agata and Dybala, Pawel},
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journal={Proceedings of the PolEval 2019 Workshop},
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publisher={Institute of Computer Science, Polish Academy of Sciences},
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pages={89},
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year={2019}
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}
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"""
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_DESCRIPTION = """\
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The Cyberbullying Detection task was part of 2019 edition of PolEval competition. The goal is to predict if a given Twitter message contains a cyberbullying (harmful) content.
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"""
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_HOMEPAGE = "https://github.com/ptaszynski/cyberbullying-Polish"
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_LICENSE = "BSD 3-Clause"
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_URLs = "https://klejbenchmark.com/static/data/klej_cbd.zip"
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class Cdt(datasets.GeneratorBasedBuilder):
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"""CyberbullyingDetectionTask"""
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VERSION = datasets.Version("1.1.0")
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"sentence": datasets.Value("string"),
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"target": datasets.ClassLabel(names=["0", "1"]),
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}
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),
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supervised_keys=None,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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data_dir = dl_manager.download_and_extract(_URLs)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"filepath": os.path.join(data_dir, "train.tsv"),
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"filepath": os.path.join(data_dir, "test_features.tsv"), "split": "test"},
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),
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]
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def _generate_examples(self, filepath, split):
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""" Yields examples. """
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with open(filepath, encoding="utf-8") as f:
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reader = csv.DictReader(f, delimiter="\t", quoting=csv.QUOTE_NONE)
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for id_, row in enumerate(reader):
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yield id_, {
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"sentence": row["sentence"],
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"target": -1 if split == "test" else row["target"],
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}
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dataset_infos.json
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{"default": {"description": "The Cyberbullying Detection task was part of 2019 edition of PolEval competition. The goal is to predict if a given Twitter message contains a cyberbullying (harmful) content.\n", "citation": "@article{ptaszynski2019results,\ntitle={Results of the PolEval 2019 Shared Task 6: First Dataset and Open Shared Task for Automatic Cyberbullying Detection in Polish Twitter},\nauthor={Ptaszynski, Michal and Pieciukiewicz, Agata and Dybala, Pawel},\njournal={Proceedings of the PolEval 2019 Workshop},\npublisher={Institute of Computer Science, Polish Academy of Sciences},\npages={89},\nyear={2019}\n}\n", "homepage": "https://github.com/ptaszynski/cyberbullying-Polish", "license": "BSD 3-Clause", "features": {"sentence": {"dtype": "string", "id": null, "_type": "Value"}, "target": {"num_classes": 2, "names": ["0", "1"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "cdt", "config_name": "default", "version": {"version_str": "1.1.0", "description": null, "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 1104322, "num_examples": 10041, "dataset_name": "cdt"}, "test": {"name": "test", "num_bytes": 109681, "num_examples": 1000, "dataset_name": "cdt"}}, "download_checksums": {"https://klejbenchmark.com/static/data/klej_cbd.zip": {"num_bytes": 375476, "checksum": "aee5213938374b25e239a853cd56d579b037f75bef52ec5e79d8a36f7cf76602"}}, "download_size": 375476, "post_processing_size": null, "dataset_size": 1214003, "size_in_bytes": 1589479}}
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dummy/1.1.0/dummy_data.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:8986677d035852c0fdb2945ad5facce3e8fed3d553a3deeb0d4b892721dfd935
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size 1019
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