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Typing Status of PyPI Packages\n\n[![Kaggle](https://img.shields.io/badge/Kaggle-035a7d?logo=kaggle\u0026logoColor=white)](https://www.kaggle.com/datasets/donbarbos/pypi-typing)\n[![GitHub Release](https://img.shields.io/github/v/release/donbarbos/pypi-typing)](https://github.com/donBarbos/pypi-typing/releases/)\n\n## About\n\nThe initial idea behind this dataset was to explore type coverage among the most widely used libraries on PyPI, and to help systematize adding such stubs to [typeshed](https://github.com/python/typeshed/).\n\nFor parsing, I adapted the core logic from typeshed’s [stubsabot](https://github.com/python/typeshed/blob/main/scripts/stubsabot.py)..\n\nThe list of the most popular PyPI packages was originally taken from the [top-pypi-packages](https://hugovk.github.io/top-pypi-packages/) dump, thanks to [Hugo van Kemenade](https://github.com/hugovk).\n\n### Schema of `pypi-packages-typing.csv`\n\n| Column            | Type        | Description                                                                 |\n|-------------------|-------------|-----------------------------------------------------------------------------|\n| `package`         | string      | The name of the PyPI project.                                               |\n| `has_py_typed`    | boolean     | `True` if the package bundles inline type hints (includes a `py.typed` file), otherwise `False`. |\n| `has_types_package` | boolean / null | Indicates whether a `types-\u003cpackage\u003e` stub package exists on PyPI. |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdonbarbos%2Fpypi-typing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdonbarbos%2Fpypi-typing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdonbarbos%2Fpypi-typing/lists"}