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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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-
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- # Dataset Card for notional-python
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-
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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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-
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- ## Dataset Description
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-
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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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-
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- ### Dataset Summary
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-
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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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-
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- ### Languages
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-
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- Python
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-
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- ## Dataset Creation
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-
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- ### Curation Rationale
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-
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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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-
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- ### Source Data
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-
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- #### Initial Data Collection and Normalization
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-
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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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-
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- #### Who are the source language producers?
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-
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- The producers are users of github.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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