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README.md
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---
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tags:
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- python
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- code
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---
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# CodeParrot 🦜 Dataset Cleaned
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## What is it?
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A dataset of Python files from Github. This is the deduplicated version of the [codeparrot](https://huggingface.co/datasets/transformersbook/codeparrot).
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## Processing
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The original dataset contains a lot of duplicated and noisy data. Therefore, the dataset was cleaned with the following steps:
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- Deduplication
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- Remove exact matches
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- Filtering
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- Average line length < 100
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- Maximum line length < 1000
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- Alpha numeric characters fraction > 0.25
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- Remove auto-generated files (keyword search)
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For more details see the preprocessing script in the transformers repository [here](https://github.com/huggingface/transformers/tree/master/examples/research_projects/codeparrot).
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## Splits
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The dataset is split in a [train](https://huggingface.co/datasets/lvwerra/codeparrot-clean-train) and [validation](https://huggingface.co/datasets/lvwerra/codeparrot-clean-valid) split used for training and evaluation.
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