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license: other |
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# Polylingual Indonesia Dataset/Model Card |
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## Description |
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Polylingual Indonesia is a diverse dataset composed of a collection of publicly available data and some self-crawled data in the Indonesian language. The data originates from various sources including news articles, books, forums, and stories. This dataset is processed and filtered through specific techniques detailed in the sections below. |
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## Prerequisites |
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To run and utilize this dataset, make sure you have the `zstandard` package installed in your environment. |
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## Format |
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The original format of the dataset is JSONL with zstandard compressed |
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## Dataset Details |
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### Filtering |
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The dataset undergoes a filtration process using a specific filter from BigScience. Detailed information about the filter used can be found here: [BigScience Filter](https://drive.google.com/file/d/1cCJ8sWE88TRLDAa3eHLmXO4JlkR2QzLY/view?usp=sharing). |
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### Data Sources |
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The data originates from various sources, and each folder in the dataset represents the source from where the original data came. Here are the details of each folder/source: |
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#### 1. HPLT_filtered |
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- Link: [HPLT Project](https://hplt-project.org/datasets/v1) |
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- Source : Internet Archive Snapshot WIDE15 and WIDE17 and CC-MAIN-2022-40 |
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#### 2. Mc4-und-id |
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- Data is filtered from the undefined language segment of MC4 (c4-und) using FastText, BigScience filters. |
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- Sample: [MC4 Sample](https://huggingface.co/datasets/allenai/c4/blob/mC4310/multilingual/c4-und.00000-00001-00002-00003-00004-00005-00006-00007.json.gz) |
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#### 3. Indonesia-Crawl |
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This folder contains a collection of the Common Crawl dataset and self crawled data, specific for the Indonesian language, accumulated from various snapshots. The data is divided into several sections: |
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- **Mc4 original(dedup)**: Ranging from snapshot CC-2013-20 to CC-2020-34. |
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- **Kopi-CC(dedup)**: This covers data from snapshot CC-2020-34 to CC-2023-06. More details can be found [here](https://huggingface.co/datasets/acul3/KoPI-CC) (Note: Last snapshot to be uploaded). |
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- **KoPI-CC_News**: This includes the Common Crawl News Dataset ranging from the year 2016 to 2022. Detailed information can be accessed [here](https://huggingface.co/datasets/acul3/KoPI-CC) (Note: Last snapshot to be uploaded). |
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- **Self Crawled Data**: consists of data crawled from various platforms including news sites, story sites, forums, and others. |
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## Usage |
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install zstandard first |
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``` |
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from datasets import load_dataset |
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hplt = load_dataset('duckaiml/Polylingual_Id','hplt') #hplt only |
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mc4_und = load_dataset('duckaiml/Polylingual_Id','mc4_und') #mc4_und only |
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indonesia_crawl = load_dataset('duckaiml/Polylingual_Id','indonesia_crawl') #indonesia_crawl only |
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load_dataset('duckaiml/Polylingual_Id','full') #load all |
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``` |
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## Limitation/Issue |
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- Although some source data already dedup separately, some duplicate might be found as dataset need dedup as whole dataset |
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## Contributing |
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Feel free to contribute to the dataset by adding more diverse sources or helping in enhancing the filtration process. |
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## License |
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The data is collected from public sources, and it's recommended to refer to the original data sources for information on licensing and usage restrictions. |
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## Contact |
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For any queries or contributions to the dataset, please feel free to reach out (contact information to be added). |
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