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        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: Implementation :: CPython",
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Please refer\nto its `contributors\nlist <https://github.com/python/typeshed/graphs/contributors>`__ and\n`license <https://github.com/python/typeshed/blob/master/LICENSE>`__ for\ndetails.\n\nMotivation\n----------\n\n-  Static error detection (see\n   `SPARK-20631 <https://issues.apache.org/jira/browse/SPARK-20631>`__)\n\n   |SPARK-20631|\n\n-  Improved completion for chained method calls.\n\n   |Syntax completion|\n\nInstallation and usage\n----------------------\n\nPlease note that the guidelines for distribution of type information is\nstill work in progress (`PEP 561 - Distributing and Packaging Type\nInformation <https://www.python.org/dev/peps/pep-0561/>`__). Currently\ninstallation script overlays existing Spark installations (``pyi`` stub\nfiles are copied next to their ``py`` counterparts in the PySpark\ninstallation directory). If this approach is not acceptable you can stub\nfiles to the search path manually.\n\nAccording to `PEP\n484 <https://www.python.org/dev/peps/pep-0484/#storing-and-distributing-stub-files>`__:\n\n    Third-party stub packages can use any location for stub storage.\n    Type checkers should search for them using PYTHONPATH.\n\nMoreover:\n\n    Third-party stub packages can use any location for stub storage.\n    Type checkers should search for them using PYTHONPATH. A default\n    fallback directory that is always checked is\n    shared/typehints/python3.5/ (or 3.6, etc.)\n\nPlease check usage before proceeding.\n\nThe package is available on PYPI:\n\n.. code:: bash\n\n    pip install pyspark-stubs\n\n\nDepending on your environment you might also need a type checker, like `Mypy <https://github.com/python/mypy>`__\nor `Pytype <https://github.com/google/pytype/>`__.\n\n- `PyCharm <https://www.jetbrains.com/pycharm/>`__ - Works out-of-the-box, though as of today (PyCharm 2018.2.4) built-in type checker is somewhat limited compared to MyPy.\n- `Atom <https://atom.io/>`__ - Requires `atom-mypy <https://atom.io/packages/atom-mypy>`__ or equivalent.\n- `Jupyter Notebooks <https://jupyter.org/>`__ - `It is possible <http://journalpanic.com/post/spice-up-thy-jupyter-notebooks-with-mypy/>`__ to use magics to type check directly in the notebook.\n- Environment independent - Just use your favorite checker directly, optionally combined with tool like `entr <http://eradman.com/entrproject/>`__.\n\nVersion Compatibility\n---------------------\n\nPackage versions follow PySpark versions with exception to maintenance releases - i.e. `pyspark-stubs==2.3.0` should be compatible with `pyspark>=2.3.0,<2.4.0`.\nMaintenance releases (`post1`, `post2`, ..., `postN`) are reserved for internal annotations updates.\n\nAPI Coverage\n------------\n\n+------------------------------------------------+---------------------+--------------------+------------+\n| Module                                         | Dynamically typed   | Statically typed   | Notes      |\n+================================================+=====================+====================+============+\n| pyspark                                        | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.accumulators                           | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.broadcast                              | \u2714                   | \u2714                  | Mixed      |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.cloudpickle                            | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.conf                                   | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.context                                | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.daemon                                 | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.files                                  | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.find\\_spark\\_home                      | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.heapq3                                 | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.java\\_gateway                          | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.join                                   | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml                                     | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.base                                | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.classification                      | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.clustering                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.common                              | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.evaluation                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.feature                             | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.fpm                                 | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.image                               | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.linalg                              | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.param                               | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.param.\\_shared\\_params\\_code\\_gen   | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.param.shared                        | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.pipeline                            | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.recommendation                      | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.regression                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.stat                                | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.tests                               | \u2718                   | \u2718                  | Tests      |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.tuning                              | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.util                                | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.ml.wrapper                             | \u2714                   | \u2714                  | Mixed      |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib                                  | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.classification                   | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.clustering                       | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.common                           | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.evaluation                       | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.feature                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.fpm                              | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.linalg                           | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.linalg.distributed               | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.random                           | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.recommendation                   | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.regression                       | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.mllib.stat                             | \u2718                   | \u2714                  |            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|\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.rdd                                    | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.rddsampler                             | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.resultiterable                         | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.serializers                            | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.shell                                  | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.shuffle                                | \u2718                   | \u2718                  | Internal   |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql                                    | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.catalog                            | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.column                             | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.conf                               | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.context                            | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.dataframe                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.functions                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.group                              | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.readwriter                         | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.session                            | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.streaming                          | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.tests                              | \u2718                   | \u2718                  | Tests      |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.types                              | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.utils                              | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.sql.window                             | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.statcounter                            | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.status                                 | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.storagelevel                           | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming                              | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.context                      | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.dstream                      | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.flume                        | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.kafka                        | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.kinesis                      | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.listener                     | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.tests                        | \u2718                   | \u2718                  | Tests      |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.streaming.util                         | \u2714                   | \u2718                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.taskcontext                            | \u2718                   | \u2714                  |            |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.tests                                  | \u2718                   | \u2718                  | Tests      |\n+------------------------------------------------+---------------------+--------------------+------------+\n| pyspark.traceback\\_utils                       | \u2718                   | \u2718                  | Internal   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This project is not owned, endorsed, or\nsponsored by The Apache Software Foundation.\n\n.. |Build Status| image:: https://travis-ci.org/zero323/pyspark-stubs.svg?branch=master\n   :target: https://travis-ci.org/zero323/pyspark-stubs\n.. |PyPI version| image:: https://img.shields.io/pypi/v/pyspark-stubs.svg\n   :target: https://pypi.org/project/pyspark-stubs/\n.. |Conda Forge version| image:: https://img.shields.io/conda/vn/conda-forge/pyspark-stubs.svg\n   :target: https://anaconda.org/conda-forge/pyspark-stubs\n.. |SPARK-20631| image:: https://i.imgur.com/GfDCGjv.gif\n     :alt: SPARK-20631\n.. |Syntax completion| image:: https://i.imgur.com/qvkLTAp.gif\n     :alt: Syntax completion\n\n\n",
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