├── .gitattributes ├── .github └── workflows │ └── python-package-conda.yml ├── .gitignore ├── README.md ├── RQ1_Comparison.ipynb ├── RQ2_APIEval.ipynb ├── RQ3_APIStats.ipynb ├── RQ4_APIUsage.ipynb ├── RQ5_APIEvolution.ipynb ├── data ├── .gitignore ├── packages.csv └── pypi_downloads_last_180_days_20211117.csv ├── evaluation ├── .gitignore ├── access_chains.csv ├── apis-snifferdog │ ├── aiohttp-3.8.1.txt │ ├── async-timeout-4.0.2.txt │ ├── attrs-21.4.0.txt │ ├── awscli-1.22.26.txt │ ├── azure-common-1.1.27.txt │ ├── azure-core-1.21.1.txt │ ├── azure-storage-blob-12.9.0.txt │ ├── boto3-1.20.27.txt │ ├── botocore-1.23.26.txt │ ├── cachetools-5.0.0.txt │ ├── certifi-2021.10.8.txt │ ├── cffi-1.15.0.txt │ ├── chardet-4.0.0.txt │ ├── charset-normalizer-2.0.9.txt │ ├── click-8.0.3.txt │ ├── colorama-0.4.4.txt │ ├── cryptography-36.0.1.txt │ ├── decorator-5.1.0.txt │ ├── defusedxml-0.7.1.txt │ ├── discord-1.7.3.txt │ ├── discord-py-1.7.3.txt │ ├── docker-5.0.3.txt │ ├── docutils-0.18.1.txt │ ├── filelock-3.4.2.txt │ ├── flask-2.0.2.txt │ ├── fsspec-2021.11.1.txt │ ├── future-0.18.0.txt │ ├── gitpython-3.1.24.txt │ ├── google-api-core-2.3.2.txt │ ├── google-api-python-client-2.33.0.txt │ ├── google-auth-2.3.3.txt │ ├── google-auth-httplib2-0.1.0.txt │ ├── google-cloud-core-2.2.1.txt │ ├── google-cloud-storage-1.43.0.txt │ ├── google-resumable-media-2.1.0.txt │ ├── googleapis-common-protos-1.54.0.txt │ ├── greenlet-1.1.2.txt │ ├── grpcio-1.43.0.txt │ ├── gunicorn-20.1.0.txt │ ├── idna-3.3.txt │ ├── importlib-metadata-4.10.0.txt │ ├── isodate-0.6.1.txt │ ├── itsdangerous-2.0.1.txt │ ├── jinja2-3.0.3.txt │ ├── jmespath-0.10.0.txt │ ├── joblib-1.1.0.txt │ ├── jsonschema-4.3.3.txt │ ├── kiwisolver-1.3.2.txt │ ├── lxml-4.7.1.txt │ ├── markupsafe-2.0.1.txt │ ├── matplotlib-3.5.1.txt │ ├── msrest-0.6.21.txt │ ├── multidict-5.2.0.txt │ ├── mypy-extensions-0.4.3.txt │ ├── numpy-1.22.0.txt │ ├── oauthlib-3.1.1.txt │ ├── packaging-21.3.txt │ ├── pandas-1.3.5.txt │ ├── pillow-9.0.0.txt │ ├── pip-21.3.1.txt │ ├── pluggy-1.0.0.txt │ ├── prometheus-client-0.12.0.txt │ ├── protobuf-3.19.1.txt │ ├── psutil-5.9.0.txt │ ├── py-1.11.0.txt │ ├── pyarrow-6.0.1.txt │ ├── pyasn1-0.4.8.txt │ ├── pyasn1-modules-0.2.8.txt │ ├── pycparser-2.21.txt │ ├── pygments-2.11.1.txt │ ├── pyjwt-2.3.0.txt │ ├── pyopenssl-21.0.0.txt │ ├── pyparsing-3.0.6.txt │ ├── pyrsistent-0.18.0.txt │ ├── pytest-6.2.5.txt │ ├── python-dateutil-2.8.2.txt │ ├── pytz-2021.3.txt │ ├── pyyaml-6.0.txt │ ├── regex-2021.11.10.txt │ ├── requests-2.26.0.txt │ ├── requests-oauthlib-1.3.0.txt │ ├── rsa-4.8.txt │ ├── s3transfer-0.5.0.txt │ ├── scikit-learn-1.0.2.txt │ ├── scipy-1.7.3.txt │ ├── setuptools-60.2.0.txt │ ├── six-1.16.0.txt │ ├── sqlalchemy-1.4.29.txt │ ├── tabulate-0.8.9.txt │ ├── toml-0.10.2.txt │ ├── tqdm-4.62.3.txt │ ├── typing-extensions-4.0.1.txt │ ├── uritemplate-4.1.1.txt │ ├── urllib3-1.26.7.txt │ ├── websocket-client-1.2.3.txt │ ├── werkzeug-2.0.2.txt │ ├── wheel-0.37.1.txt │ ├── wrapt-1.13.3.txt │ ├── yarl-1.7.2.txt │ └── zipp-3.7.0.txt ├── apis │ ├── aiohttp-3.8.1.txt │ ├── async-timeout-4.0.2.txt │ ├── attrs-21.4.0.txt │ ├── awscli-1.22.26.txt │ ├── azure-common-1.1.27.txt │ ├── azure-core-1.21.1.txt │ ├── azure-storage-blob-12.9.0.txt │ ├── boto3-1.20.27.txt │ ├── botocore-1.23.26.txt │ ├── cachetools-5.0.0.txt │ ├── certifi-2021.10.8.txt │ ├── cffi-1.15.0.txt │ ├── chardet-4.0.0.txt │ ├── charset-normalizer-2.0.9.txt │ ├── click-8.0.3.txt │ ├── colorama-0.4.4.txt │ ├── cryptography-36.0.1.txt │ ├── decorator-5.1.0.txt │ ├── defusedxml-0.7.1.txt │ ├── discord-1.7.3.txt │ ├── discord-py-1.7.3.txt │ ├── docker-5.0.3.txt │ ├── docutils-0.18.1.txt │ ├── filelock-3.4.2.txt │ ├── flask-2.0.2.txt │ ├── fsspec-2021.11.1.txt │ ├── future-0.18.0.txt │ ├── gitpython-3.1.24.txt │ ├── google-api-core-2.3.2.txt │ ├── google-api-python-client-2.33.0.txt │ ├── google-auth-2.3.3.txt │ ├── google-auth-httplib2-0.1.0.txt │ ├── google-cloud-core-2.2.1.txt │ ├── google-cloud-storage-1.43.0.txt │ ├── google-resumable-media-2.1.0.txt │ ├── googleapis-common-protos-1.54.0.txt │ ├── greenlet-1.1.2.txt │ ├── grpcio-1.43.0.txt │ ├── gunicorn-20.1.0.txt │ ├── idna-3.3.txt │ ├── importlib-metadata-4.10.0.txt │ ├── isodate-0.6.1.txt │ ├── itsdangerous-2.0.1.txt │ ├── jinja2-3.0.3.txt │ ├── jmespath-0.10.0.txt │ ├── joblib-1.1.0.txt │ ├── jsonschema-4.3.3.txt │ ├── kiwisolver-1.3.2.txt │ ├── lxml-4.7.1.txt │ ├── markupsafe-2.0.1.txt │ ├── matplotlib-3.5.1.txt │ ├── msrest-0.6.21.txt │ ├── multidict-5.2.0.txt │ ├── mypy-extensions-0.4.3.txt │ ├── numpy-1.22.0.txt │ ├── oauthlib-3.1.1.txt │ ├── packaging-21.3.txt │ ├── pandas-1.3.5.txt │ ├── pillow-9.0.0.txt │ ├── pip-21.3.1.txt │ ├── pluggy-1.0.0.txt │ ├── prometheus-client-0.12.0.txt │ ├── protobuf-3.19.1.txt │ ├── psutil-5.9.0.txt │ ├── py-1.11.0.txt │ ├── pyarrow-6.0.1.txt │ ├── pyasn1-0.4.8.txt │ ├── pyasn1-modules-0.2.8.txt │ ├── pycparser-2.21.txt │ ├── pygments-2.11.1.txt │ ├── pyjwt-2.3.0.txt │ ├── pyopenssl-21.0.0.txt │ ├── pyparsing-3.0.6.txt │ ├── pyrsistent-0.18.0.txt │ ├── pytest-6.2.5.txt │ ├── python-dateutil-2.8.2.txt │ ├── pytz-2021.3.txt │ ├── pyyaml-6.0.txt │ ├── regex-2021.11.10.txt │ ├── requests-2.26.0.txt │ ├── requests-oauthlib-1.3.0.txt │ ├── rsa-4.8.txt │ ├── s3transfer-0.5.0.txt │ ├── scikit-learn-1.0.2.txt │ ├── scipy-1.7.3.txt │ ├── setuptools-60.2.0.txt │ ├── six-1.16.0.txt │ ├── sqlalchemy-1.4.29.txt │ ├── tabulate-0.8.9.txt │ ├── toml-0.10.2.txt │ ├── tqdm-4.62.3.txt │ ├── typing-extensions-4.0.1.txt │ ├── uritemplate-4.1.1.txt │ ├── urllib3-1.26.7.txt │ ├── websocket-client-1.2.3.txt │ ├── werkzeug-2.0.2.txt │ ├── wheel-0.37.1.txt │ ├── wrapt-1.13.3.txt │ ├── yarl-1.7.2.txt │ └── zipp-3.7.0.txt ├── apis_precision.csv ├── apis_recall.csv └── gistable │ ├── 0.py │ ├── 1.py │ ├── 10.py │ ├── 11.py │ ├── 12.py │ ├── 13.py │ ├── 14.py │ ├── 15.py │ ├── 16.py │ ├── 17.py │ ├── 18.py │ ├── 19.py │ ├── 2.py │ ├── 20.py │ ├── 21.py │ ├── 22.py │ ├── 23.py │ ├── 24.py │ ├── 25.py │ ├── 26.py │ ├── 27.py │ ├── 28.py │ ├── 29.py │ ├── 3.py │ ├── 30.py │ ├── 31.py │ ├── 32.py │ ├── 33.py │ ├── 34.py │ ├── 35.py │ ├── 36.py │ ├── 37.py │ ├── 38.py │ ├── 39.py │ ├── 4.py │ ├── 40.py │ ├── 41.py │ ├── 42.py │ ├── 43.py │ ├── 44.py │ ├── 45.py │ ├── 46.py │ ├── 47.py │ ├── 48.py │ ├── 49.py │ ├── 5.py │ ├── 50.py │ ├── 51.py │ ├── 52.py │ ├── 53.py │ ├── 54.py │ ├── 55.py │ ├── 56.py │ ├── 57.py │ ├── 58.py │ ├── 59.py │ ├── 6.py │ ├── 60.py │ ├── 61.py │ ├── 62.py │ ├── 63.py │ ├── 64.py │ ├── 65.py │ ├── 66.py │ ├── 67.py │ ├── 68.py │ ├── 69.py │ ├── 7.py │ ├── 70.py │ ├── 71.py │ ├── 72.py │ ├── 73.py │ ├── 74.py │ ├── 75.py │ ├── 76.py │ ├── 77.py │ ├── 78.py │ ├── 79.py │ ├── 8.py │ ├── 80.py │ ├── 81.py │ ├── 82.py │ ├── 83.py │ ├── 84.py │ ├── 85.py │ ├── 86.py │ ├── 87.py │ ├── 88.py │ ├── 89.py │ ├── 9.py │ ├── 90.py │ ├── 91.py │ ├── 92.py │ ├── 93.py │ ├── 94.py │ ├── 95.py │ ├── 96.py │ ├── 97.py │ ├── 98.py │ └── 99.py ├── py4a ├── __init__.py ├── api │ ├── __init__.py │ ├── accessor.py │ ├── diff.py │ ├── dynamic.py │ ├── entity.py │ ├── extractor.py │ ├── requirements.py │ ├── static.py │ └── stdlib.py ├── check_pypi_dep_error.py ├── client │ ├── __init__.py │ ├── analyzer.py │ └── checker.py ├── eval │ ├── __init__.py │ ├── collect_apis.py │ ├── eval_api.py │ ├── eval_client_gistable.py │ ├── rq1_get_apis.py │ └── try_access_api.py ├── get_api_changes.py ├── get_api_usage.py ├── get_package_data.py ├── select_packages.py └── util.py ├── pytest.ini ├── requirements.txt ├── setup.py └── tests ├── api ├── test_accessor.py ├── test_diff.py ├── test_dynamic.py ├── test_extractor.py ├── test_requirements.py ├── test_static_entity.py └── test_static_package.py ├── client ├── test_analyzer.py └── test_checker.py ├── resource ├── Cython-0.29.24-py2.py3-none-any.whl ├── MarkupSafe-2.0.1-cp39-cp39-manylinux1_i686.whl ├── matplotlib-3.4.3-pp37-pypy37_pp73-manylinux2010_x86_64.whl ├── 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