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README.md

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+---
+language:
+- en
+license: cc0-1.0
+paperswithcode_id: civil-comments
+pretty_name: Civil Comments
+tags:
+- toxic-comment-classification
+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.

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