Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
found
Annotations Creators:
found
Source Datasets:
original
Tags:
License:
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#2)
1f445fa
| annotations_creators: | |
| - found | |
| language: | |
| - en | |
| language_creators: | |
| - found | |
| license: | |
| - unknown | |
| multilinguality: | |
| - monolingual | |
| pretty_name: 20 Newsgroups | |
| size_categories: | |
| - 10K<n<100K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - multi-class-classification | |
| paperswithcode_id: 20-newsgroups | |
| dataset_info: | |
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| # Dataset Card for "newsgroup" | |
| ## 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:** [http://qwone.com/~jason/20Newsgroups/](http://qwone.com/~jason/20Newsgroups/) | |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Paper:** [NewsWeeder: Learning to Filter Netnews](https://doi.org/10.1016/B978-1-55860-377-6.50048-7) | |
| - **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:** 929.27 MB | |
| - **Size of the generated dataset:** 124.41 MB | |
| - **Total amount of disk used:** 1.05 GB | |
| ### Dataset Summary | |
| The 20 Newsgroups data set is a collection of approximately 20,000 newsgroup documents, partitioned (nearly) evenly across | |
| 20 different newsgroups. To the best of my knowledge, it was originally collected by Ken Lang, probably for his Newsweeder: | |
| Learning to filter netnews paper, though he does not explicitly mention this collection. The 20 newsgroups collection has become | |
| a popular data set for experiments in text applications of machine learning techniques, such as text classification and text clustering. | |
| does not include cross-posts and includes only the "From" and "Subject" headers. | |
| ### 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 | |
| #### 18828_alt.atheism | |
| - **Size of downloaded dataset files:** 14.67 MB | |
| - **Size of the generated dataset:** 1.67 MB | |
| - **Total amount of disk used:** 16.34 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### 18828_comp.graphics | |
| - **Size of downloaded dataset files:** 14.67 MB | |
| - **Size of the generated dataset:** 1.66 MB | |
| - **Total amount of disk used:** 16.33 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### 18828_comp.os.ms-windows.misc | |
| - **Size of downloaded dataset files:** 14.67 MB | |
| - **Size of the generated dataset:** 2.38 MB | |
| - **Total amount of disk used:** 17.05 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### 18828_comp.sys.ibm.pc.hardware | |
| - **Size of downloaded dataset files:** 14.67 MB | |
| - **Size of the generated dataset:** 1.18 MB | |
| - **Total amount of disk used:** 15.85 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| #### 18828_comp.sys.mac.hardware | |
| - **Size of downloaded dataset files:** 14.67 MB | |
| - **Size of the generated dataset:** 1.06 MB | |
| - **Total amount of disk used:** 15.73 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### 18828_alt.atheism | |
| - `text`: a `string` feature. | |
| #### 18828_comp.graphics | |
| - `text`: a `string` feature. | |
| #### 18828_comp.os.ms-windows.misc | |
| - `text`: a `string` feature. | |
| #### 18828_comp.sys.ibm.pc.hardware | |
| - `text`: a `string` feature. | |
| #### 18828_comp.sys.mac.hardware | |
| - `text`: a `string` feature. | |
| ### Data Splits | |
| | name |train| | |
| |------------------------------|----:| | |
| |18828_alt.atheism | 799| | |
| |18828_comp.graphics | 973| | |
| |18828_comp.os.ms-windows.misc | 985| | |
| |18828_comp.sys.ibm.pc.hardware| 982| | |
| |18828_comp.sys.mac.hardware | 961| | |
| ## 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 | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Citation Information | |
| ``` | |
| @incollection{LANG1995331, | |
| title = {NewsWeeder: Learning to Filter Netnews}, | |
| editor = {Armand Prieditis and Stuart Russell}, | |
| booktitle = {Machine Learning Proceedings 1995}, | |
| publisher = {Morgan Kaufmann}, | |
| address = {San Francisco (CA)}, | |
| pages = {331-339}, | |
| year = {1995}, | |
| isbn = {978-1-55860-377-6}, | |
| doi = {https://doi.org/10.1016/B978-1-55860-377-6.50048-7}, | |
| url = {https://www.sciencedirect.com/science/article/pii/B9781558603776500487}, | |
| author = {Ken Lang}, | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@mariamabarham](https://github.com/mariamabarham), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq) for adding this dataset. |