Datasets:
Tasks:
Text Classification
Formats:
parquet
Sub-tasks:
multi-label-classification
Languages:
English
Size:
1M - 10M
ArXiv:
License:
| language: | |
| - en | |
| license: cc0-1.0 | |
| paperswithcode_id: civil-comments | |
| pretty_name: Civil Comments | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - multi-label-classification | |
| dataset_info: | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: toxicity | |
| dtype: float32 | |
| - name: severe_toxicity | |
| dtype: float32 | |
| - name: obscene | |
| dtype: float32 | |
| - name: threat | |
| dtype: float32 | |
| - name: insult | |
| dtype: float32 | |
| - name: identity_attack | |
| dtype: float32 | |
| - name: sexual_explicit | |
| dtype: float32 | |
| splits: | |
| - name: train | |
| num_bytes: 594805164 | |
| num_examples: 1804874 | |
| - name: validation | |
| num_bytes: 32216880 | |
| num_examples: 97320 | |
| - name: test | |
| num_bytes: 31963524 | |
| num_examples: 97320 | |
| download_size: 422061071 | |
| dataset_size: 658985568 | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: data/train-* | |
| - split: validation | |
| path: data/validation-* | |
| - split: test | |
| path: data/test-* | |
| # Dataset Card for "civil_comments" | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [Dataset Creation](#dataset-creation) | |
| - [Curation Rationale](#curation-rationale) | |
| - [Source Data](#source-data) | |
| - [Annotations](#annotations) | |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) | |
| - [Considerations for Using the Data](#considerations-for-using-the-data) | |
| - [Social Impact of Dataset](#social-impact-of-dataset) | |
| - [Discussion of Biases](#discussion-of-biases) | |
| - [Other Known Limitations](#other-known-limitations) | |
| - [Additional Information](#additional-information) | |
| - [Dataset Curators](#dataset-curators) | |
| - [Licensing Information](#licensing-information) | |
| - [Citation Information](#citation-information) | |
| - [Contributions](#contributions) | |
| ## Dataset Description | |
| - **Homepage:** [https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data](https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data) | |
| - **Repository:** https://github.com/conversationai/unintended-ml-bias-analysis | |
| - **Paper:** https://arxiv.org/abs/1903.04561 | |
| - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Size of downloaded dataset files:** 414.95 MB | |
| - **Size of the generated dataset:** 661.23 MB | |
| - **Total amount of disk used:** 1.08 GB | |
| ### Dataset Summary | |
| The comments in this dataset come from an archive of the Civil Comments | |
| platform, a commenting plugin for independent news sites. These public comments | |
| were created from 2015 - 2017 and appeared on approximately 50 English-language | |
| news sites across the world. When Civil Comments shut down in 2017, they chose | |
| to make the public comments available in a lasting open archive to enable future | |
| research. The original data, published on figshare, includes the public comment | |
| text, some associated metadata such as article IDs, timestamps and | |
| commenter-generated "civility" labels, but does not include user ids. Jigsaw | |
| extended this dataset by adding additional labels for toxicity and identity | |
| mentions. This data set is an exact replica of the data released for the | |
| Jigsaw Unintended Bias in Toxicity Classification Kaggle challenge. This | |
| dataset is released under CC0, as is the underlying comment text. | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Languages | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Dataset Structure | |
| ### Data Instances | |
| #### default | |
| - **Size of downloaded dataset files:** 414.95 MB | |
| - **Size of the generated dataset:** 661.23 MB | |
| - **Total amount of disk used:** 1.08 GB | |
| An example of 'validation' looks as follows. | |
| ``` | |
| { | |
| "identity_attack": 0.0, | |
| "insult": 0.0, | |
| "obscene": 0.0, | |
| "severe_toxicity": 0.0, | |
| "sexual_explicit": 0.0, | |
| "text": "The public test.", | |
| "threat": 0.0, | |
| "toxicity": 0.0 | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### default | |
| - `text`: a `string` feature. | |
| - `toxicity`: a `float32` feature. | |
| - `severe_toxicity`: a `float32` feature. | |
| - `obscene`: a `float32` feature. | |
| - `threat`: a `float32` feature. | |
| - `insult`: a `float32` feature. | |
| - `identity_attack`: a `float32` feature. | |
| - `sexual_explicit`: a `float32` feature. | |
| ### Data Splits | |
| | name | train |validation|test | | |
| |-------|------:|---------:|----:| | |
| |default|1804874| 97320|97320| | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the source language producers? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Annotations | |
| #### Annotation process | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the annotators? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Personal and Sensitive Information | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Discussion of Biases | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Other Known Limitations | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Licensing Information | |
| This dataset is released under [CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/). | |
| ### Citation Information | |
| ``` | |
| @article{DBLP:journals/corr/abs-1903-04561, | |
| author = {Daniel Borkan and | |
| Lucas Dixon and | |
| Jeffrey Sorensen and | |
| Nithum Thain and | |
| Lucy Vasserman}, | |
| title = {Nuanced Metrics for Measuring Unintended Bias with Real Data for Text | |
| Classification}, | |
| journal = {CoRR}, | |
| volume = {abs/1903.04561}, | |
| year = {2019}, | |
| url = {http://arxiv.org/abs/1903.04561}, | |
| archivePrefix = {arXiv}, | |
| eprint = {1903.04561}, | |
| timestamp = {Sun, 31 Mar 2019 19:01:24 +0200}, | |
| biburl = {https://dblp.org/rec/bib/journals/corr/abs-1903-04561}, | |
| bibsource = {dblp computer science bibliography, https://dblp.org} | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |