|
--- |
|
--- |
|
|
|
# Dataset Card for "civil_comments" |
|
|
|
## Table of Contents |
|
- [Dataset Description](#dataset-description) |
|
- [Dataset Summary](#dataset-summary) |
|
- [Supported Tasks](#supported-tasks) |
|
- [Languages](#languages) |
|
- [Dataset Structure](#dataset-structure) |
|
- [Data Instances](#data-instances) |
|
- [Data Fields](#data-fields) |
|
- [Data Splits Sample Size](#data-splits-sample-size) |
|
- [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](#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:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
- **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:** 395.73 MB |
|
- **Size of the generated dataset:** 630.60 MB |
|
- **Total amount of disk used:** 1026.33 MB |
|
|
|
### [Dataset Summary](#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](#supported-tasks) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### [Languages](#languages) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
## [Dataset Structure](#dataset-structure) |
|
|
|
We show detailed information for up to 5 configurations of the dataset. |
|
|
|
### [Data Instances](#data-instances) |
|
|
|
#### default |
|
|
|
- **Size of downloaded dataset files:** 395.73 MB |
|
- **Size of the generated dataset:** 630.60 MB |
|
- **Total amount of disk used:** 1026.33 MB |
|
|
|
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](#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 Sample Size](#data-splits-sample-size) |
|
|
|
| name | train |validation|test | |
|
|-------|------:|---------:|----:| |
|
|default|1804874| 97320|97320| |
|
|
|
## [Dataset Creation](#dataset-creation) |
|
|
|
### [Curation Rationale](#curation-rationale) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### [Source Data](#source-data) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### [Annotations](#annotations) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### [Personal and Sensitive Information](#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](#considerations-for-using-the-data) |
|
|
|
### [Social Impact of Dataset](#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](#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](#other-known-limitations) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
## [Additional Information](#additional-information) |
|
|
|
### [Dataset Curators](#dataset-curators) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### [Licensing Information](#licensing-information) |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### [Citation Information](#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. |
