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README.md
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---
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annotations_creators:
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- no-annotation
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language:
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- py
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language_creators:
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- found
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license:
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- unknown
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multilinguality:
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- monolingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- original
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task_categories:
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- code-generation
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- conditional-text-generation
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task_ids:
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- language-modeling
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- code-generation
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---
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# Dataset Card for notional-python
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Languages](#languages)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:** https://notional.ai/
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- **Repository:** [Needs More Information]
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- **Paper:** [Needs More Information]
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- **Leaderboard:** [Needs More Information]
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- **Point of Contact:** [Needs More Information]
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### Dataset Summary
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The Notional-python dataset contains python code files from 100 well-known repositories gathered from Google Bigquery Github Dataset. The dataset was created to test the ability of programming language models.
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Follow [our repo]() to do the model evaluation using notional-python dataset.
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### Languages
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Python
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## Dataset Creation
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### Curation Rationale
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Notional-python was built to provide a dataset for testing the ability of the machine to generate python code.
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### Source Data
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#### Initial Data Collection and Normalization
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The data was obtained by filtering code from [Google Bigquery Github data](https://cloud.google.com/blog/topics/public-datasets/github-on-bigquery-analyze-all-the-open-source-code)
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In order to improve the quality of the dataset, only python code files that meet the below conditions are added to the dataset:
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- Code with more than 60% of executable lines
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- Code with logic, not config files or comment-only files
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- Code with more than 30% of attribute declaration lines (E.G.: Some files contain just only class names and their class attributes, usually used for configuration of the project, these files were not selected)
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- Code without `TODO` and `FIXME`.
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#### Who are the source language producers?
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The producers are users of github.
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notional_python.json → notional--notional-python/json-train.parquet
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version https://git-lfs.github.com/spec/v1
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size 19866487
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