google-bert/bert-base-uncased
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Dataset Card for Wikipedia
Dataset Summary
Wikipedia dataset containing cleaned articles of all languages. The datasets are built from the Wikipedia dump (https://dumps.wikimedia.org/) with one split per language. Each example contains the content of one full Wikipedia article with cleaning to strip markdown and unwanted sections (references, etc.).
The articles are parsed using the mwparserfromhell tool, which can be installed with:
pip install mwparserfromhell
Then, you can load any subset of Wikipedia per language and per date this way:
from datasets import load_dataset
load_dataset("wikipedia", language="sw", date="20220120")
You can specify
num_proc=inload_datasetto generate the dataset in parallel.
You can find the full list of languages and dates here.
Some subsets of Wikipedia have already been processed by HuggingFace, and you can load them just with:
from datasets import load_dataset
load_dataset("wikipedia", "20220301.en")
The list of pre-processed subsets is:
- "20220301.de"
- "20220301.en"
- "20220301.fr"
- "20220301.frr"
- "20220301.it"
- "20220301.simple"
Supported Tasks and Leaderboards
The dataset is generally used for Language Modeling.
Languages
You can find the list of languages here.
Dataset Structure
Data Instances
An example looks as follows:
{'id': '1',
'url': 'https://simple.wikipedia.org/wiki/April',
'title': 'April',
'text': 'April is the fourth month...'
}
Some subsets of Wikipedia have already been processed by HuggingFace, as you can see below:
20220301.de
- Size of downloaded dataset files: 5.34 GB
- Size of the generated dataset: 8.91 GB
- Total amount of disk used: 14.25 GB
20220301.en
- Size of downloaded dataset files: 11.69 GB
- Size of the generated dataset: 20.28 GB
- Total amount of disk used: 31.96 GB
20220301.fr
- Size of downloaded dataset files: 4.22 GB
- Size of the generated dataset: 7.38 GB
- Total amount of disk used: 11.60 GB
20220301.frr
- Size of downloaded dataset files: 4.53 MB
- Size of the generated dataset: 9.13 MB
- Total amount of disk used: 13.66 MB
20220301.it
- Size of downloaded dataset files: 2.71 GB
- Size of the generated dataset: 4.54 GB
- Total amount of disk used: 7.25 GB
20220301.simple
- Size of downloaded dataset files: 133.89 MB
- Size of the generated dataset: 235.07 MB
- Total amount of disk used: 368.96 MB
Data Fields
The data fields are the same among all configurations:
id(str): ID of the article.url(str): URL of the article.title(str): Title of the article.text(str): Text content of the article.
Data Splits
Here are the number of examples for several configurations:
| name | train |
|---|---|
| 20220301.de | 2665357 |
| 20220301.en | 6458670 |
| 20220301.fr | 2402095 |
| 20220301.frr | 15199 |
| 20220301.it | 1743035 |
| 20220301.simple | 205328 |
Dataset Creation
Curation Rationale
Source Data
Initial Data Collection and Normalization
Who are the source language producers?
Annotations
Annotation process
Who are the annotators?
Personal and Sensitive Information
Considerations for Using the Data
Social Impact of Dataset
Discussion of Biases
Other Known Limitations
Additional Information
Dataset Curators
Licensing Information
Most of Wikipedia's text and many of its images are co-licensed under the Creative Commons Attribution-ShareAlike 3.0 Unported License (CC BY-SA) and the GNU Free Documentation License (GFDL) (unversioned, with no invariant sections, front-cover texts, or back-cover texts).
Some text has been imported only under CC BY-SA and CC BY-SA-compatible license and cannot be reused under GFDL; such text will be identified on the page footer, in the page history, or on the discussion page of the article that utilizes the text.
Citation Information
@ONLINE{wikidump,
author = "Wikimedia Foundation",
title = "Wikimedia Downloads",
url = "https://dumps.wikimedia.org"
}
Contributions
Thanks to @lewtun, @mariamabarham, @thomwolf, @lhoestq, @patrickvonplaten for adding this dataset.
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