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   <section id="api-reference">
 <h1>API Reference<a class="headerlink" href="#api-reference" title="Permalink to this headline">#</a></h1>
 <p>This page lists an overview of all public PySpark modules, classes, functions and methods.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p>Spark SQL, Pandas API on Spark, Structured Streaming, and MLlib (DataFrame-based) support
 Spark Connect.</p>
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 <li class="toctree-l1"><a class="reference internal" href="pyspark.sql/index.html">Spark SQL</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/core_classes.html">Core Classes</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/configuration.html">Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/io.html">Input/Output</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/dataframe.html">DataFrame</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/functions.html">Functions</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/grouping.html">Grouping</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/avro.html">Avro</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/observation.html">Observation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/udf.html">UDF</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/udtf.html">UDTF</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/variant_val.html">VariantVal</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/protobuf.html">Protobuf</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.sql/datasource.html">Python Data Source</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="pyspark.pandas/index.html">Pandas API on Spark</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/io.html">Input/Output</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/general_functions.html">General functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/series.html">Series</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/frame.html">DataFrame</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/indexing.html">Index objects</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/window.html">Window</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/groupby.html">GroupBy</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/resampling.html">Resampling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/options.html">Options and settings</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/ml.html">Machine Learning utilities</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/extensions.html">Extensions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.pandas/testing.html">Testing</a></li>
 </ul>
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 <li class="toctree-l1"><a class="reference internal" href="pyspark.ss/index.html">Structured Streaming</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ss/core_classes.html">Core Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ss/io.html">Input/Output</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#pipeline-apis">Pipeline APIs</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#classification">Classification</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#clustering">Clustering</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#vector-and-matrix">Vector and Matrix</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#recommendation">Recommendation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#regression">Regression</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#statistics">Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#tuning">Tuning</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#frequency-pattern-mining">Frequency Pattern Mining</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#image">Image</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#distributor">Distributor</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.html#utilities">Utilities</a></li>
 </ul>
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 <li class="toctree-l1"><a class="reference internal" href="pyspark.ml.connect.html">MLlib (DataFrame-based) for Spark Connect</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.connect.html#pipeline-apis">Pipeline APIs</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.connect.html#feature">Feature</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.connect.html#classification">Classification</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.connect.html#tuning">Tuning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.connect.html#evaluation">Evaluation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.ml.connect.html#utilities">Utilities</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="pyspark.streaming.html">Spark Streaming (Legacy)</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.streaming.html#core-classes">Core Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.streaming.html#streaming-management">Streaming Management</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.streaming.html#input-and-output">Input and Output</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.streaming.html#transformations-and-actions">Transformations and Actions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.streaming.html#kinesis">Kinesis</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="pyspark.mllib.html">MLlib (RDD-based)</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#classification">Classification</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#clustering">Clustering</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#evaluation">Evaluation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#feature">Feature</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#frequency-pattern-mining">Frequency Pattern Mining</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#vector-and-matrix">Vector and Matrix</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#random">Random</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#recommendation">Recommendation</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#regression">Regression</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#statistics">Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#tree">Tree</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.mllib.html#utilities">Utilities</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="pyspark.html">Spark Core</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.html#public-classes">Public Classes</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.html#spark-context-apis">Spark Context APIs</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.html#rdd-apis">RDD APIs</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.html#broadcast-and-accumulator">Broadcast and Accumulator</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.html#management">Management</a></li>
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 </li>
 <li class="toctree-l1"><a class="reference internal" href="pyspark.resource.html">Resource Management</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyspark.resource.html#core-classes">Core Classes</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="pyspark.errors.html">Errors</a><ul>
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 <li class="toctree-l1"><a class="reference internal" href="pyspark.testing.html">Testing</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="api/pyspark.testing.assertDataFrameEqual.html">pyspark.testing.assertDataFrameEqual</a></li>
 <li class="toctree-l2"><a class="reference internal" href="api/pyspark.testing.assertSchemaEqual.html">pyspark.testing.assertSchemaEqual</a></li>
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