blob: 8f6452af42a922e4473c58459e20acea66846841 [file] [log] [blame]
<!DOCTYPE html>
<html >
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
<title>DataFrame &#8212; PySpark 4.0.0-preview1 documentation</title>
<script data-cfasync="false">
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
</script>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
<link href="../../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
<link href="../../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
<link rel="stylesheet" type="text/css" href="../../_static/css/pyspark.css" />
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
<script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
<script src="../../_static/jquery.js"></script>
<script src="../../_static/underscore.js"></script>
<script src="../../_static/doctools.js"></script>
<script src="../../_static/clipboard.min.js"></script>
<script src="../../_static/copybutton.js"></script>
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
<script>DOCUMENTATION_OPTIONS.pagename = 'reference/pyspark.sql/dataframe';</script>
<link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.sql/dataframe.html" />
<link rel="search" title="Search" href="../../search.html" />
<link rel="next" title="pyspark.sql.DataFrame.__getattr__" href="api/pyspark.sql.DataFrame.__getattr__.html" />
<link rel="prev" title="pyspark.sql.DataFrameWriterV2.overwritePartitions" href="api/pyspark.sql.DataFrameWriterV2.overwritePartitions.html" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="docsearch:language" content="None">
<!-- Matomo -->
<script type="text/javascript">
var _paq = window._paq = window._paq || [];
/* tracker methods like "setCustomDimension" should be called before "trackPageView" */
_paq.push(["disableCookies"]);
_paq.push(['trackPageView']);
_paq.push(['enableLinkTracking']);
(function() {
var u="https://analytics.apache.org/";
_paq.push(['setTrackerUrl', u+'matomo.php']);
_paq.push(['setSiteId', '40']);
var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0];
g.async=true; g.src=u+'matomo.js'; s.parentNode.insertBefore(g,s);
})();
</script>
<!-- End Matomo Code -->
</head>
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
<a class="skip-link" href="#main-content">Skip to main content</a>
<input type="checkbox"
class="sidebar-toggle"
name="__primary"
id="__primary"/>
<label class="overlay overlay-primary" for="__primary"></label>
<input type="checkbox"
class="sidebar-toggle"
name="__secondary"
id="__secondary"/>
<label class="overlay overlay-secondary" for="__secondary"></label>
<div class="search-button__wrapper">
<div class="search-button__overlay"></div>
<div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
action="../../search.html"
method="get">
<i class="fa-solid fa-magnifying-glass"></i>
<input type="search"
class="form-control"
name="q"
id="search-input"
placeholder="Search the docs ..."
aria-label="Search the docs ..."
autocomplete="off"
autocorrect="off"
autocapitalize="off"
spellcheck="false"/>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
</div>
<nav class="bd-header navbar navbar-expand-lg bd-navbar">
<div class="bd-header__inner bd-page-width">
<label class="sidebar-toggle primary-toggle" for="__primary">
<span class="fa-solid fa-bars"></span>
</label>
<div class="navbar-header-items__start">
<div class="navbar-item">
<a class="navbar-brand logo" href="../../index.html">
<img src="../../_static/spark-logo-light.png" class="logo__image only-light" alt="Logo image"/>
<script>document.write(`<img src="../../_static/spark-logo-dark.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
</a></div>
</div>
<div class="col-lg-9 navbar-header-items">
<div class="me-auto navbar-header-items__center">
<div class="navbar-item"><nav class="navbar-nav">
<p class="sidebar-header-items__title"
role="heading"
aria-level="1"
aria-label="Site Navigation">
Site Navigation
</p>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item">
<a class="nav-link nav-internal" href="../../index.html">
Overview
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../getting_started/index.html">
Getting Started
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../user_guide/index.html">
User Guides
</a>
</li>
<li class="nav-item current active">
<a class="nav-link nav-internal" href="../index.html">
API Reference
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../development/index.html">
Development
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../migration_guide/index.html">
Migration Guides
</a>
</li>
</ul>
</nav></div>
</div>
<div class="navbar-header-items__end">
<div class="navbar-item navbar-persistent--container">
<script>
document.write(`
<button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass"></i>
</button>
`);
</script>
</div>
<div class="navbar-item"><!--
Licensed to the Apache Software Foundation (ASF) under one or more
contributor license agreements. See the NOTICE file distributed with
this work for additional information regarding copyright ownership.
The ASF licenses this file to You under the Apache License, Version 2.0
(the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
-->
<div id="version-button" class="dropdown">
<button type="button" class="btn btn-secondary btn-sm navbar-btn dropdown-toggle" id="version_switcher_button" data-toggle="dropdown">
4.0.0-preview1
<span class="caret"></span>
</button>
<div id="version_switcher" class="dropdown-menu list-group-flush py-0" aria-labelledby="version_switcher_button">
<!-- dropdown will be populated by javascript on page load -->
</div>
</div>
<script type="text/javascript">
// Function to construct the target URL from the JSON components
function buildURL(entry) {
var template = "https://spark.apache.org/docs/{version}/api/python/index.html"; // supplied by jinja
template = template.replace("{version}", entry.version);
return template;
}
// Function to check if corresponding page path exists in other version of docs
// and, if so, go there instead of the homepage of the other docs version
function checkPageExistsAndRedirect(event) {
const currentFilePath = "reference/pyspark.sql/dataframe.html",
otherDocsHomepage = event.target.getAttribute("href");
let tryUrl = `${otherDocsHomepage}${currentFilePath}`;
$.ajax({
type: 'HEAD',
url: tryUrl,
// if the page exists, go there
success: function() {
location.href = tryUrl;
}
}).fail(function() {
location.href = otherDocsHomepage;
});
return false;
}
// Function to populate the version switcher
(function () {
// get JSON config
$.getJSON("https://spark.apache.org/static/versions.json", function(data, textStatus, jqXHR) {
// create the nodes first (before AJAX calls) to ensure the order is
// correct (for now, links will go to doc version homepage)
$.each(data, function(index, entry) {
// if no custom name specified (e.g., "latest"), use version string
if (!("name" in entry)) {
entry.name = entry.version;
}
// construct the appropriate URL, and add it to the dropdown
entry.url = buildURL(entry);
const node = document.createElement("a");
node.setAttribute("class", "list-group-item list-group-item-action py-1");
node.setAttribute("href", `${entry.url}`);
node.textContent = `${entry.name}`;
node.onclick = checkPageExistsAndRedirect;
$("#version_switcher").append(node);
});
});
})();
</script></div>
<div class="navbar-item">
<script>
document.write(`
<button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
<span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
<span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
</button>
`);
</script></div>
<div class="navbar-item"><ul class="navbar-icon-links navbar-nav"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/apache/spark" title="GitHub" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fa-brands fa-github"></i></span>
<label class="sr-only">GitHub</label></a>
</li>
<li class="nav-item">
<a href="https://pypi.org/project/pyspark" title="PyPI" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fa-solid fa-box"></i></span>
<label class="sr-only">PyPI</label></a>
</li>
</ul></div>
</div>
</div>
<div class="navbar-persistent--mobile">
<script>
document.write(`
<button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass"></i>
</button>
`);
</script>
</div>
<label class="sidebar-toggle secondary-toggle" for="__secondary">
<span class="fa-solid fa-outdent"></span>
</label>
</div>
</nav>
<div class="bd-container">
<div class="bd-container__inner bd-page-width">
<div class="bd-sidebar-primary bd-sidebar">
<div class="sidebar-header-items sidebar-primary__section">
<div class="sidebar-header-items__center">
<div class="navbar-item"><nav class="navbar-nav">
<p class="sidebar-header-items__title"
role="heading"
aria-level="1"
aria-label="Site Navigation">
Site Navigation
</p>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item">
<a class="nav-link nav-internal" href="../../index.html">
Overview
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../getting_started/index.html">
Getting Started
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../user_guide/index.html">
User Guides
</a>
</li>
<li class="nav-item current active">
<a class="nav-link nav-internal" href="../index.html">
API Reference
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../development/index.html">
Development
</a>
</li>
<li class="nav-item">
<a class="nav-link nav-internal" href="../../migration_guide/index.html">
Migration Guides
</a>
</li>
</ul>
</nav></div>
</div>
<div class="sidebar-header-items__end">
<div class="navbar-item"><!--
Licensed to the Apache Software Foundation (ASF) under one or more
contributor license agreements. See the NOTICE file distributed with
this work for additional information regarding copyright ownership.
The ASF licenses this file to You under the Apache License, Version 2.0
(the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
-->
<div id="version-button" class="dropdown">
<button type="button" class="btn btn-secondary btn-sm navbar-btn dropdown-toggle" id="version_switcher_button" data-toggle="dropdown">
4.0.0-preview1
<span class="caret"></span>
</button>
<div id="version_switcher" class="dropdown-menu list-group-flush py-0" aria-labelledby="version_switcher_button">
<!-- dropdown will be populated by javascript on page load -->
</div>
</div>
<script type="text/javascript">
// Function to construct the target URL from the JSON components
function buildURL(entry) {
var template = "https://spark.apache.org/docs/{version}/api/python/index.html"; // supplied by jinja
template = template.replace("{version}", entry.version);
return template;
}
// Function to check if corresponding page path exists in other version of docs
// and, if so, go there instead of the homepage of the other docs version
function checkPageExistsAndRedirect(event) {
const currentFilePath = "reference/pyspark.sql/dataframe.html",
otherDocsHomepage = event.target.getAttribute("href");
let tryUrl = `${otherDocsHomepage}${currentFilePath}`;
$.ajax({
type: 'HEAD',
url: tryUrl,
// if the page exists, go there
success: function() {
location.href = tryUrl;
}
}).fail(function() {
location.href = otherDocsHomepage;
});
return false;
}
// Function to populate the version switcher
(function () {
// get JSON config
$.getJSON("https://spark.apache.org/static/versions.json", function(data, textStatus, jqXHR) {
// create the nodes first (before AJAX calls) to ensure the order is
// correct (for now, links will go to doc version homepage)
$.each(data, function(index, entry) {
// if no custom name specified (e.g., "latest"), use version string
if (!("name" in entry)) {
entry.name = entry.version;
}
// construct the appropriate URL, and add it to the dropdown
entry.url = buildURL(entry);
const node = document.createElement("a");
node.setAttribute("class", "list-group-item list-group-item-action py-1");
node.setAttribute("href", `${entry.url}`);
node.textContent = `${entry.name}`;
node.onclick = checkPageExistsAndRedirect;
$("#version_switcher").append(node);
});
});
})();
</script></div>
<div class="navbar-item">
<script>
document.write(`
<button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
<span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
<span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
</button>
`);
</script></div>
<div class="navbar-item"><ul class="navbar-icon-links navbar-nav"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/apache/spark" title="GitHub" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fa-brands fa-github"></i></span>
<label class="sr-only">GitHub</label></a>
</li>
<li class="nav-item">
<a href="https://pypi.org/project/pyspark" title="PyPI" class="nav-link" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><span><i class="fa-solid fa-box"></i></span>
<label class="sr-only">PyPI</label></a>
</li>
</ul></div>
</div>
</div>
<div class="sidebar-primary-items__start sidebar-primary__section">
<div class="sidebar-primary-item"><nav class="bd-docs-nav bd-links"
aria-label="Section Navigation">
<p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
<div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Spark SQL</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
<li class="toctree-l2 has-children"><a class="reference internal" href="core_classes.html">Core Classes</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.html">pyspark.sql.SparkSession</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.html">pyspark.sql.Catalog</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.html">pyspark.sql.DataFrame</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.html">pyspark.sql.Column</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Observation.html">pyspark.sql.Observation</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Row.html">pyspark.sql.Row</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.html">pyspark.sql.GroupedData</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.PandasCogroupedOps.html">pyspark.sql.PandasCogroupedOps</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.html">pyspark.sql.DataFrameNaFunctions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.html">pyspark.sql.DataFrameStatFunctions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.html">pyspark.sql.Window</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.html">pyspark.sql.DataFrameReader</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.html">pyspark.sql.DataFrameWriter</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.html">pyspark.sql.DataFrameWriterV2</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.UDFRegistration.html">pyspark.sql.UDFRegistration</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.UDTFRegistration.html">pyspark.sql.UDTFRegistration</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.udf.UserDefinedFunction.html">pyspark.sql.udf.UserDefinedFunction</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.udtf.UserDefinedTableFunction.html">pyspark.sql.udtf.UserDefinedTableFunction</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSource.html">pyspark.sql.datasource.DataSource</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceReader.html">pyspark.sql.datasource.DataSourceReader</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.html">pyspark.sql.datasource.DataSourceStreamReader</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceWriter.html">pyspark.sql.datasource.DataSourceWriter</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceRegistration.html">pyspark.sql.datasource.DataSourceRegistration</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.InputPartition.html">pyspark.sql.datasource.InputPartition</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.WriterCommitMessage.html">pyspark.sql.datasource.WriterCommitMessage</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.VariantVal.html">pyspark.sql.VariantVal</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="spark_session.html">Spark Session</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.active.html">pyspark.sql.SparkSession.active</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.appName.html">pyspark.sql.SparkSession.builder.appName</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.config.html">pyspark.sql.SparkSession.builder.config</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.enableHiveSupport.html">pyspark.sql.SparkSession.builder.enableHiveSupport</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.getOrCreate.html">pyspark.sql.SparkSession.builder.getOrCreate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.master.html">pyspark.sql.SparkSession.builder.master</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.remote.html">pyspark.sql.SparkSession.builder.remote</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.catalog.html">pyspark.sql.SparkSession.catalog</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.conf.html">pyspark.sql.SparkSession.conf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.createDataFrame.html">pyspark.sql.SparkSession.createDataFrame</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.dataSource.html">pyspark.sql.SparkSession.dataSource</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.getActiveSession.html">pyspark.sql.SparkSession.getActiveSession</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.newSession.html">pyspark.sql.SparkSession.newSession</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.profile.html">pyspark.sql.SparkSession.profile</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.range.html">pyspark.sql.SparkSession.range</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.read.html">pyspark.sql.SparkSession.read</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.readStream.html">pyspark.sql.SparkSession.readStream</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.sparkContext.html">pyspark.sql.SparkSession.sparkContext</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.sql.html">pyspark.sql.SparkSession.sql</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.stop.html">pyspark.sql.SparkSession.stop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.streams.html">pyspark.sql.SparkSession.streams</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.table.html">pyspark.sql.SparkSession.table</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.udf.html">pyspark.sql.SparkSession.udf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.udtf.html">pyspark.sql.SparkSession.udtf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.version.html">pyspark.sql.SparkSession.version</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.is_remote.html">pyspark.sql.is_remote</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.create.html">pyspark.sql.SparkSession.builder.create</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.addArtifact.html">pyspark.sql.SparkSession.addArtifact</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.addArtifacts.html">pyspark.sql.SparkSession.addArtifacts</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.addTag.html">pyspark.sql.SparkSession.addTag</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.clearProgressHandlers.html">pyspark.sql.SparkSession.clearProgressHandlers</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.clearTags.html">pyspark.sql.SparkSession.clearTags</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.client.html">pyspark.sql.SparkSession.client</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.copyFromLocalToFs.html">pyspark.sql.SparkSession.copyFromLocalToFs</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.getTags.html">pyspark.sql.SparkSession.getTags</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.interruptAll.html">pyspark.sql.SparkSession.interruptAll</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.interruptOperation.html">pyspark.sql.SparkSession.interruptOperation</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.interruptTag.html">pyspark.sql.SparkSession.interruptTag</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.registerProgressHandler.html">pyspark.sql.SparkSession.registerProgressHandler</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.removeProgressHandler.html">pyspark.sql.SparkSession.removeProgressHandler</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.SparkSession.removeTag.html">pyspark.sql.SparkSession.removeTag</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="configuration.html">Configuration</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.conf.RuntimeConfig.html">pyspark.sql.conf.RuntimeConfig</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="io.html">Input/Output</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.csv.html">pyspark.sql.DataFrameReader.csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.format.html">pyspark.sql.DataFrameReader.format</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.jdbc.html">pyspark.sql.DataFrameReader.jdbc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.json.html">pyspark.sql.DataFrameReader.json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.load.html">pyspark.sql.DataFrameReader.load</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.option.html">pyspark.sql.DataFrameReader.option</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.options.html">pyspark.sql.DataFrameReader.options</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.orc.html">pyspark.sql.DataFrameReader.orc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.parquet.html">pyspark.sql.DataFrameReader.parquet</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.schema.html">pyspark.sql.DataFrameReader.schema</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.table.html">pyspark.sql.DataFrameReader.table</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameReader.text.html">pyspark.sql.DataFrameReader.text</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.bucketBy.html">pyspark.sql.DataFrameWriter.bucketBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.csv.html">pyspark.sql.DataFrameWriter.csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.format.html">pyspark.sql.DataFrameWriter.format</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.insertInto.html">pyspark.sql.DataFrameWriter.insertInto</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.jdbc.html">pyspark.sql.DataFrameWriter.jdbc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.json.html">pyspark.sql.DataFrameWriter.json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.mode.html">pyspark.sql.DataFrameWriter.mode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.option.html">pyspark.sql.DataFrameWriter.option</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.options.html">pyspark.sql.DataFrameWriter.options</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.orc.html">pyspark.sql.DataFrameWriter.orc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.parquet.html">pyspark.sql.DataFrameWriter.parquet</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.partitionBy.html">pyspark.sql.DataFrameWriter.partitionBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.save.html">pyspark.sql.DataFrameWriter.save</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.saveAsTable.html">pyspark.sql.DataFrameWriter.saveAsTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.sortBy.html">pyspark.sql.DataFrameWriter.sortBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriter.text.html">pyspark.sql.DataFrameWriter.text</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.using.html">pyspark.sql.DataFrameWriterV2.using</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.option.html">pyspark.sql.DataFrameWriterV2.option</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.options.html">pyspark.sql.DataFrameWriterV2.options</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.tableProperty.html">pyspark.sql.DataFrameWriterV2.tableProperty</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.partitionedBy.html">pyspark.sql.DataFrameWriterV2.partitionedBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.create.html">pyspark.sql.DataFrameWriterV2.create</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.replace.html">pyspark.sql.DataFrameWriterV2.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.createOrReplace.html">pyspark.sql.DataFrameWriterV2.createOrReplace</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.append.html">pyspark.sql.DataFrameWriterV2.append</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.overwrite.html">pyspark.sql.DataFrameWriterV2.overwrite</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameWriterV2.overwritePartitions.html">pyspark.sql.DataFrameWriterV2.overwritePartitions</a></li>
</ul>
</li>
<li class="toctree-l2 current active has-children"><a class="current reference internal" href="#">DataFrame</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-6"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.__getattr__.html">pyspark.sql.DataFrame.__getattr__</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.__getitem__.html">pyspark.sql.DataFrame.__getitem__</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.agg.html">pyspark.sql.DataFrame.agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.alias.html">pyspark.sql.DataFrame.alias</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.approxQuantile.html">pyspark.sql.DataFrame.approxQuantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.cache.html">pyspark.sql.DataFrame.cache</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.checkpoint.html">pyspark.sql.DataFrame.checkpoint</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.coalesce.html">pyspark.sql.DataFrame.coalesce</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.colRegex.html">pyspark.sql.DataFrame.colRegex</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.collect.html">pyspark.sql.DataFrame.collect</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.columns.html">pyspark.sql.DataFrame.columns</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.corr.html">pyspark.sql.DataFrame.corr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.count.html">pyspark.sql.DataFrame.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.cov.html">pyspark.sql.DataFrame.cov</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.createGlobalTempView.html">pyspark.sql.DataFrame.createGlobalTempView</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.createOrReplaceGlobalTempView.html">pyspark.sql.DataFrame.createOrReplaceGlobalTempView</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.createOrReplaceTempView.html">pyspark.sql.DataFrame.createOrReplaceTempView</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.createTempView.html">pyspark.sql.DataFrame.createTempView</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.crossJoin.html">pyspark.sql.DataFrame.crossJoin</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.crosstab.html">pyspark.sql.DataFrame.crosstab</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.cube.html">pyspark.sql.DataFrame.cube</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.describe.html">pyspark.sql.DataFrame.describe</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.distinct.html">pyspark.sql.DataFrame.distinct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.drop.html">pyspark.sql.DataFrame.drop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.dropDuplicates.html">pyspark.sql.DataFrame.dropDuplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.dropDuplicatesWithinWatermark.html">pyspark.sql.DataFrame.dropDuplicatesWithinWatermark</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.drop_duplicates.html">pyspark.sql.DataFrame.drop_duplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.dropna.html">pyspark.sql.DataFrame.dropna</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.dtypes.html">pyspark.sql.DataFrame.dtypes</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.exceptAll.html">pyspark.sql.DataFrame.exceptAll</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.explain.html">pyspark.sql.DataFrame.explain</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.fillna.html">pyspark.sql.DataFrame.fillna</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.filter.html">pyspark.sql.DataFrame.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.first.html">pyspark.sql.DataFrame.first</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.foreach.html">pyspark.sql.DataFrame.foreach</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.foreachPartition.html">pyspark.sql.DataFrame.foreachPartition</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.freqItems.html">pyspark.sql.DataFrame.freqItems</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.groupBy.html">pyspark.sql.DataFrame.groupBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.groupingSets.html">pyspark.sql.DataFrame.groupingSets</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.head.html">pyspark.sql.DataFrame.head</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.hint.html">pyspark.sql.DataFrame.hint</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.inputFiles.html">pyspark.sql.DataFrame.inputFiles</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.intersect.html">pyspark.sql.DataFrame.intersect</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.intersectAll.html">pyspark.sql.DataFrame.intersectAll</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.isEmpty.html">pyspark.sql.DataFrame.isEmpty</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.isLocal.html">pyspark.sql.DataFrame.isLocal</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.isStreaming.html">pyspark.sql.DataFrame.isStreaming</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.join.html">pyspark.sql.DataFrame.join</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.limit.html">pyspark.sql.DataFrame.limit</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.localCheckpoint.html">pyspark.sql.DataFrame.localCheckpoint</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.mapInPandas.html">pyspark.sql.DataFrame.mapInPandas</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.mapInArrow.html">pyspark.sql.DataFrame.mapInArrow</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.melt.html">pyspark.sql.DataFrame.melt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.na.html">pyspark.sql.DataFrame.na</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.observe.html">pyspark.sql.DataFrame.observe</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.offset.html">pyspark.sql.DataFrame.offset</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.orderBy.html">pyspark.sql.DataFrame.orderBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.persist.html">pyspark.sql.DataFrame.persist</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.printSchema.html">pyspark.sql.DataFrame.printSchema</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.randomSplit.html">pyspark.sql.DataFrame.randomSplit</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.rdd.html">pyspark.sql.DataFrame.rdd</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.registerTempTable.html">pyspark.sql.DataFrame.registerTempTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.repartition.html">pyspark.sql.DataFrame.repartition</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.repartitionByRange.html">pyspark.sql.DataFrame.repartitionByRange</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.replace.html">pyspark.sql.DataFrame.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.rollup.html">pyspark.sql.DataFrame.rollup</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.sameSemantics.html">pyspark.sql.DataFrame.sameSemantics</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.sample.html">pyspark.sql.DataFrame.sample</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.sampleBy.html">pyspark.sql.DataFrame.sampleBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.schema.html">pyspark.sql.DataFrame.schema</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.select.html">pyspark.sql.DataFrame.select</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.selectExpr.html">pyspark.sql.DataFrame.selectExpr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.semanticHash.html">pyspark.sql.DataFrame.semanticHash</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.show.html">pyspark.sql.DataFrame.show</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.sort.html">pyspark.sql.DataFrame.sort</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.sortWithinPartitions.html">pyspark.sql.DataFrame.sortWithinPartitions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.sparkSession.html">pyspark.sql.DataFrame.sparkSession</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.stat.html">pyspark.sql.DataFrame.stat</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.storageLevel.html">pyspark.sql.DataFrame.storageLevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.subtract.html">pyspark.sql.DataFrame.subtract</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.summary.html">pyspark.sql.DataFrame.summary</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.tail.html">pyspark.sql.DataFrame.tail</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.take.html">pyspark.sql.DataFrame.take</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.to.html">pyspark.sql.DataFrame.to</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.toArrow.html">pyspark.sql.DataFrame.toArrow</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.toDF.html">pyspark.sql.DataFrame.toDF</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.toJSON.html">pyspark.sql.DataFrame.toJSON</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.toLocalIterator.html">pyspark.sql.DataFrame.toLocalIterator</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.toPandas.html">pyspark.sql.DataFrame.toPandas</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.transform.html">pyspark.sql.DataFrame.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.union.html">pyspark.sql.DataFrame.union</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.unionAll.html">pyspark.sql.DataFrame.unionAll</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.unionByName.html">pyspark.sql.DataFrame.unionByName</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.unpersist.html">pyspark.sql.DataFrame.unpersist</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.unpivot.html">pyspark.sql.DataFrame.unpivot</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.where.html">pyspark.sql.DataFrame.where</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumn.html">pyspark.sql.DataFrame.withColumn</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumns.html">pyspark.sql.DataFrame.withColumns</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumnRenamed.html">pyspark.sql.DataFrame.withColumnRenamed</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumnsRenamed.html">pyspark.sql.DataFrame.withColumnsRenamed</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.withMetadata.html">pyspark.sql.DataFrame.withMetadata</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.withWatermark.html">pyspark.sql.DataFrame.withWatermark</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.write.html">pyspark.sql.DataFrame.write</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.writeStream.html">pyspark.sql.DataFrame.writeStream</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.writeTo.html">pyspark.sql.DataFrame.writeTo</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrame.pandas_api.html">pyspark.sql.DataFrame.pandas_api</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.drop.html">pyspark.sql.DataFrameNaFunctions.drop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.fill.html">pyspark.sql.DataFrameNaFunctions.fill</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.replace.html">pyspark.sql.DataFrameNaFunctions.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.approxQuantile.html">pyspark.sql.DataFrameStatFunctions.approxQuantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.corr.html">pyspark.sql.DataFrameStatFunctions.corr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.cov.html">pyspark.sql.DataFrameStatFunctions.cov</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.crosstab.html">pyspark.sql.DataFrameStatFunctions.crosstab</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.freqItems.html">pyspark.sql.DataFrameStatFunctions.freqItems</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.sampleBy.html">pyspark.sql.DataFrameStatFunctions.sampleBy</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="column.html">Column</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-7"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.__getattr__.html">pyspark.sql.Column.__getattr__</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.__getitem__.html">pyspark.sql.Column.__getitem__</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.alias.html">pyspark.sql.Column.alias</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.asc.html">pyspark.sql.Column.asc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.asc_nulls_first.html">pyspark.sql.Column.asc_nulls_first</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.asc_nulls_last.html">pyspark.sql.Column.asc_nulls_last</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.astype.html">pyspark.sql.Column.astype</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.between.html">pyspark.sql.Column.between</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.bitwiseAND.html">pyspark.sql.Column.bitwiseAND</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.bitwiseOR.html">pyspark.sql.Column.bitwiseOR</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.bitwiseXOR.html">pyspark.sql.Column.bitwiseXOR</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.cast.html">pyspark.sql.Column.cast</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.contains.html">pyspark.sql.Column.contains</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.desc.html">pyspark.sql.Column.desc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.desc_nulls_first.html">pyspark.sql.Column.desc_nulls_first</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.desc_nulls_last.html">pyspark.sql.Column.desc_nulls_last</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.dropFields.html">pyspark.sql.Column.dropFields</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.endswith.html">pyspark.sql.Column.endswith</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.eqNullSafe.html">pyspark.sql.Column.eqNullSafe</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.getField.html">pyspark.sql.Column.getField</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.getItem.html">pyspark.sql.Column.getItem</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.ilike.html">pyspark.sql.Column.ilike</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.isNaN.html">pyspark.sql.Column.isNaN</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.isNotNull.html">pyspark.sql.Column.isNotNull</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.isNull.html">pyspark.sql.Column.isNull</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.isin.html">pyspark.sql.Column.isin</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.like.html">pyspark.sql.Column.like</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.name.html">pyspark.sql.Column.name</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.otherwise.html">pyspark.sql.Column.otherwise</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.over.html">pyspark.sql.Column.over</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.rlike.html">pyspark.sql.Column.rlike</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.startswith.html">pyspark.sql.Column.startswith</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.substr.html">pyspark.sql.Column.substr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.try_cast.html">pyspark.sql.Column.try_cast</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.when.html">pyspark.sql.Column.when</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Column.withField.html">pyspark.sql.Column.withField</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="data_types.html">Data Types</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-8"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.ArrayType.html">ArrayType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.BinaryType.html">BinaryType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.BooleanType.html">BooleanType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.ByteType.html">ByteType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.DataType.html">DataType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.DateType.html">DateType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.DecimalType.html">DecimalType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.DoubleType.html">DoubleType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.FloatType.html">FloatType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.IntegerType.html">IntegerType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.LongType.html">LongType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.MapType.html">MapType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.NullType.html">NullType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.ShortType.html">ShortType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.StringType.html">StringType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.CharType.html">CharType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.VarcharType.html">VarcharType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.StructField.html">StructField</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.StructType.html">StructType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.VariantType.html">VariantType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.TimestampType.html">TimestampType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.TimestampNTZType.html">TimestampNTZType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.DayTimeIntervalType.html">DayTimeIntervalType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.YearMonthIntervalType.html">YearMonthIntervalType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.types.CalendarIntervalType.html">CalendarIntervalType</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="row.html">Row</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-9"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Row.asDict.html">pyspark.sql.Row.asDict</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="functions.html">Functions</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-10"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.broadcast.html">pyspark.sql.functions.broadcast</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.call_function.html">pyspark.sql.functions.call_function</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.col.html">pyspark.sql.functions.col</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.column.html">pyspark.sql.functions.column</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.lit.html">pyspark.sql.functions.lit</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.expr.html">pyspark.sql.functions.expr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.coalesce.html">pyspark.sql.functions.coalesce</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ifnull.html">pyspark.sql.functions.ifnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.nanvl.html">pyspark.sql.functions.nanvl</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.nullif.html">pyspark.sql.functions.nullif</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.nvl.html">pyspark.sql.functions.nvl</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.nvl2.html">pyspark.sql.functions.nvl2</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.when.html">pyspark.sql.functions.when</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.equal_null.html">pyspark.sql.functions.equal_null</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ilike.html">pyspark.sql.functions.ilike</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.isnan.html">pyspark.sql.functions.isnan</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.isnotnull.html">pyspark.sql.functions.isnotnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.isnull.html">pyspark.sql.functions.isnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.like.html">pyspark.sql.functions.like</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp.html">pyspark.sql.functions.regexp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_like.html">pyspark.sql.functions.regexp_like</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.rlike.html">pyspark.sql.functions.rlike</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.asc.html">pyspark.sql.functions.asc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.asc_nulls_first.html">pyspark.sql.functions.asc_nulls_first</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.asc_nulls_last.html">pyspark.sql.functions.asc_nulls_last</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.desc.html">pyspark.sql.functions.desc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.desc_nulls_first.html">pyspark.sql.functions.desc_nulls_first</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.desc_nulls_last.html">pyspark.sql.functions.desc_nulls_last</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.abs.html">pyspark.sql.functions.abs</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.acos.html">pyspark.sql.functions.acos</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.acosh.html">pyspark.sql.functions.acosh</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.asin.html">pyspark.sql.functions.asin</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.asinh.html">pyspark.sql.functions.asinh</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.atan.html">pyspark.sql.functions.atan</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.atan2.html">pyspark.sql.functions.atan2</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.atanh.html">pyspark.sql.functions.atanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bin.html">pyspark.sql.functions.bin</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bround.html">pyspark.sql.functions.bround</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.cbrt.html">pyspark.sql.functions.cbrt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ceil.html">pyspark.sql.functions.ceil</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ceiling.html">pyspark.sql.functions.ceiling</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.conv.html">pyspark.sql.functions.conv</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.cos.html">pyspark.sql.functions.cos</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.cosh.html">pyspark.sql.functions.cosh</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.cot.html">pyspark.sql.functions.cot</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.csc.html">pyspark.sql.functions.csc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.degrees.html">pyspark.sql.functions.degrees</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.e.html">pyspark.sql.functions.e</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.exp.html">pyspark.sql.functions.exp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.expm1.html">pyspark.sql.functions.expm1</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.factorial.html">pyspark.sql.functions.factorial</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.floor.html">pyspark.sql.functions.floor</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.greatest.html">pyspark.sql.functions.greatest</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hex.html">pyspark.sql.functions.hex</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hypot.html">pyspark.sql.functions.hypot</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.least.html">pyspark.sql.functions.least</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ln.html">pyspark.sql.functions.ln</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.log.html">pyspark.sql.functions.log</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.log10.html">pyspark.sql.functions.log10</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.log1p.html">pyspark.sql.functions.log1p</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.log2.html">pyspark.sql.functions.log2</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.negate.html">pyspark.sql.functions.negate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.negative.html">pyspark.sql.functions.negative</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.pi.html">pyspark.sql.functions.pi</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.pmod.html">pyspark.sql.functions.pmod</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.positive.html">pyspark.sql.functions.positive</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.pow.html">pyspark.sql.functions.pow</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.power.html">pyspark.sql.functions.power</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.radians.html">pyspark.sql.functions.radians</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.rand.html">pyspark.sql.functions.rand</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.randn.html">pyspark.sql.functions.randn</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.rint.html">pyspark.sql.functions.rint</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.round.html">pyspark.sql.functions.round</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sec.html">pyspark.sql.functions.sec</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sign.html">pyspark.sql.functions.sign</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.signum.html">pyspark.sql.functions.signum</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sin.html">pyspark.sql.functions.sin</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sinh.html">pyspark.sql.functions.sinh</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sqrt.html">pyspark.sql.functions.sqrt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.tan.html">pyspark.sql.functions.tan</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.tanh.html">pyspark.sql.functions.tanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_add.html">pyspark.sql.functions.try_add</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_divide.html">pyspark.sql.functions.try_divide</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_multiply.html">pyspark.sql.functions.try_multiply</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_remainder.html">pyspark.sql.functions.try_remainder</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_subtract.html">pyspark.sql.functions.try_subtract</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unhex.html">pyspark.sql.functions.unhex</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.width_bucket.html">pyspark.sql.functions.width_bucket</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ascii.html">pyspark.sql.functions.ascii</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.base64.html">pyspark.sql.functions.base64</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bit_length.html">pyspark.sql.functions.bit_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.btrim.html">pyspark.sql.functions.btrim</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.char.html">pyspark.sql.functions.char</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.char_length.html">pyspark.sql.functions.char_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.character_length.html">pyspark.sql.functions.character_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.collate.html">pyspark.sql.functions.collate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.collation.html">pyspark.sql.functions.collation</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.concat_ws.html">pyspark.sql.functions.concat_ws</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.contains.html">pyspark.sql.functions.contains</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.decode.html">pyspark.sql.functions.decode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.elt.html">pyspark.sql.functions.elt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.encode.html">pyspark.sql.functions.encode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.endswith.html">pyspark.sql.functions.endswith</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.find_in_set.html">pyspark.sql.functions.find_in_set</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.format_number.html">pyspark.sql.functions.format_number</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.format_string.html">pyspark.sql.functions.format_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.initcap.html">pyspark.sql.functions.initcap</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.instr.html">pyspark.sql.functions.instr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.lcase.html">pyspark.sql.functions.lcase</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.left.html">pyspark.sql.functions.left</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.length.html">pyspark.sql.functions.length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.levenshtein.html">pyspark.sql.functions.levenshtein</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.locate.html">pyspark.sql.functions.locate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.lower.html">pyspark.sql.functions.lower</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.lpad.html">pyspark.sql.functions.lpad</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ltrim.html">pyspark.sql.functions.ltrim</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.mask.html">pyspark.sql.functions.mask</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.octet_length.html">pyspark.sql.functions.octet_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.overlay.html">pyspark.sql.functions.overlay</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.position.html">pyspark.sql.functions.position</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.printf.html">pyspark.sql.functions.printf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_count.html">pyspark.sql.functions.regexp_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_extract.html">pyspark.sql.functions.regexp_extract</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_extract_all.html">pyspark.sql.functions.regexp_extract_all</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_instr.html">pyspark.sql.functions.regexp_instr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_replace.html">pyspark.sql.functions.regexp_replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regexp_substr.html">pyspark.sql.functions.regexp_substr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.repeat.html">pyspark.sql.functions.repeat</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.replace.html">pyspark.sql.functions.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.right.html">pyspark.sql.functions.right</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.rpad.html">pyspark.sql.functions.rpad</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.rtrim.html">pyspark.sql.functions.rtrim</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sentences.html">pyspark.sql.functions.sentences</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.soundex.html">pyspark.sql.functions.soundex</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.split.html">pyspark.sql.functions.split</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.split_part.html">pyspark.sql.functions.split_part</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.startswith.html">pyspark.sql.functions.startswith</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.substr.html">pyspark.sql.functions.substr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.substring.html">pyspark.sql.functions.substring</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.substring_index.html">pyspark.sql.functions.substring_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_binary.html">pyspark.sql.functions.to_binary</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_char.html">pyspark.sql.functions.to_char</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_number.html">pyspark.sql.functions.to_number</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_varchar.html">pyspark.sql.functions.to_varchar</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.translate.html">pyspark.sql.functions.translate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.trim.html">pyspark.sql.functions.trim</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_to_binary.html">pyspark.sql.functions.try_to_binary</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_to_number.html">pyspark.sql.functions.try_to_number</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ucase.html">pyspark.sql.functions.ucase</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unbase64.html">pyspark.sql.functions.unbase64</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.upper.html">pyspark.sql.functions.upper</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bit_count.html">pyspark.sql.functions.bit_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bit_get.html">pyspark.sql.functions.bit_get</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bitwise_not.html">pyspark.sql.functions.bitwise_not</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.getbit.html">pyspark.sql.functions.getbit</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.shiftleft.html">pyspark.sql.functions.shiftleft</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.shiftright.html">pyspark.sql.functions.shiftright</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.shiftrightunsigned.html">pyspark.sql.functions.shiftrightunsigned</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.add_months.html">pyspark.sql.functions.add_months</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.convert_timezone.html">pyspark.sql.functions.convert_timezone</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.curdate.html">pyspark.sql.functions.curdate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_date.html">pyspark.sql.functions.current_date</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_timestamp.html">pyspark.sql.functions.current_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_timezone.html">pyspark.sql.functions.current_timezone</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_add.html">pyspark.sql.functions.date_add</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_diff.html">pyspark.sql.functions.date_diff</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_format.html">pyspark.sql.functions.date_format</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_from_unix_date.html">pyspark.sql.functions.date_from_unix_date</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_part.html">pyspark.sql.functions.date_part</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_sub.html">pyspark.sql.functions.date_sub</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.date_trunc.html">pyspark.sql.functions.date_trunc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.dateadd.html">pyspark.sql.functions.dateadd</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.datediff.html">pyspark.sql.functions.datediff</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.datepart.html">pyspark.sql.functions.datepart</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.day.html">pyspark.sql.functions.day</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.dayname.html">pyspark.sql.functions.dayname</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.dayofmonth.html">pyspark.sql.functions.dayofmonth</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.dayofweek.html">pyspark.sql.functions.dayofweek</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.dayofyear.html">pyspark.sql.functions.dayofyear</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.extract.html">pyspark.sql.functions.extract</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.from_unixtime.html">pyspark.sql.functions.from_unixtime</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.from_utc_timestamp.html">pyspark.sql.functions.from_utc_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hour.html">pyspark.sql.functions.hour</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.last_day.html">pyspark.sql.functions.last_day</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.localtimestamp.html">pyspark.sql.functions.localtimestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_date.html">pyspark.sql.functions.make_date</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_dt_interval.html">pyspark.sql.functions.make_dt_interval</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_interval.html">pyspark.sql.functions.make_interval</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_timestamp.html">pyspark.sql.functions.make_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_timestamp_ltz.html">pyspark.sql.functions.make_timestamp_ltz</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_timestamp_ntz.html">pyspark.sql.functions.make_timestamp_ntz</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.make_ym_interval.html">pyspark.sql.functions.make_ym_interval</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.minute.html">pyspark.sql.functions.minute</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.month.html">pyspark.sql.functions.month</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.monthname.html">pyspark.sql.functions.monthname</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.months_between.html">pyspark.sql.functions.months_between</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.next_day.html">pyspark.sql.functions.next_day</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.now.html">pyspark.sql.functions.now</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.quarter.html">pyspark.sql.functions.quarter</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.second.html">pyspark.sql.functions.second</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.session_window.html">pyspark.sql.functions.session_window</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.timestamp_add.html">pyspark.sql.functions.timestamp_add</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.timestamp_diff.html">pyspark.sql.functions.timestamp_diff</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.timestamp_micros.html">pyspark.sql.functions.timestamp_micros</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.timestamp_millis.html">pyspark.sql.functions.timestamp_millis</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.timestamp_seconds.html">pyspark.sql.functions.timestamp_seconds</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_date.html">pyspark.sql.functions.to_date</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_timestamp.html">pyspark.sql.functions.to_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_timestamp_ltz.html">pyspark.sql.functions.to_timestamp_ltz</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_timestamp_ntz.html">pyspark.sql.functions.to_timestamp_ntz</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_unix_timestamp.html">pyspark.sql.functions.to_unix_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_utc_timestamp.html">pyspark.sql.functions.to_utc_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.trunc.html">pyspark.sql.functions.trunc</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_to_timestamp.html">pyspark.sql.functions.try_to_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unix_date.html">pyspark.sql.functions.unix_date</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unix_micros.html">pyspark.sql.functions.unix_micros</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unix_millis.html">pyspark.sql.functions.unix_millis</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unix_seconds.html">pyspark.sql.functions.unix_seconds</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unix_timestamp.html">pyspark.sql.functions.unix_timestamp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.weekday.html">pyspark.sql.functions.weekday</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.weekofyear.html">pyspark.sql.functions.weekofyear</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.window.html">pyspark.sql.functions.window</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.window_time.html">pyspark.sql.functions.window_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.year.html">pyspark.sql.functions.year</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.crc32.html">pyspark.sql.functions.crc32</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hash.html">pyspark.sql.functions.hash</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.md5.html">pyspark.sql.functions.md5</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sha.html">pyspark.sql.functions.sha</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sha1.html">pyspark.sql.functions.sha1</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sha2.html">pyspark.sql.functions.sha2</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xxhash64.html">pyspark.sql.functions.xxhash64</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.aggregate.html">pyspark.sql.functions.aggregate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_sort.html">pyspark.sql.functions.array_sort</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.cardinality.html">pyspark.sql.functions.cardinality</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.concat.html">pyspark.sql.functions.concat</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.element_at.html">pyspark.sql.functions.element_at</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.exists.html">pyspark.sql.functions.exists</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.filter.html">pyspark.sql.functions.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.forall.html">pyspark.sql.functions.forall</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_filter.html">pyspark.sql.functions.map_filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_zip_with.html">pyspark.sql.functions.map_zip_with</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.reduce.html">pyspark.sql.functions.reduce</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.reverse.html">pyspark.sql.functions.reverse</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.size.html">pyspark.sql.functions.size</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.transform.html">pyspark.sql.functions.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.transform_keys.html">pyspark.sql.functions.transform_keys</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.transform_values.html">pyspark.sql.functions.transform_values</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_element_at.html">pyspark.sql.functions.try_element_at</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.zip_with.html">pyspark.sql.functions.zip_with</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array.html">pyspark.sql.functions.array</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_append.html">pyspark.sql.functions.array_append</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_compact.html">pyspark.sql.functions.array_compact</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_contains.html">pyspark.sql.functions.array_contains</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_distinct.html">pyspark.sql.functions.array_distinct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_except.html">pyspark.sql.functions.array_except</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_insert.html">pyspark.sql.functions.array_insert</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_intersect.html">pyspark.sql.functions.array_intersect</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_join.html">pyspark.sql.functions.array_join</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_max.html">pyspark.sql.functions.array_max</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_min.html">pyspark.sql.functions.array_min</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_position.html">pyspark.sql.functions.array_position</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_prepend.html">pyspark.sql.functions.array_prepend</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_remove.html">pyspark.sql.functions.array_remove</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_repeat.html">pyspark.sql.functions.array_repeat</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_size.html">pyspark.sql.functions.array_size</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_union.html">pyspark.sql.functions.array_union</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.arrays_overlap.html">pyspark.sql.functions.arrays_overlap</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.arrays_zip.html">pyspark.sql.functions.arrays_zip</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.flatten.html">pyspark.sql.functions.flatten</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.get.html">pyspark.sql.functions.get</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sequence.html">pyspark.sql.functions.sequence</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.shuffle.html">pyspark.sql.functions.shuffle</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.slice.html">pyspark.sql.functions.slice</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sort_array.html">pyspark.sql.functions.sort_array</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.named_struct.html">pyspark.sql.functions.named_struct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.struct.html">pyspark.sql.functions.struct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.create_map.html">pyspark.sql.functions.create_map</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_concat.html">pyspark.sql.functions.map_concat</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_contains_key.html">pyspark.sql.functions.map_contains_key</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_entries.html">pyspark.sql.functions.map_entries</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_from_arrays.html">pyspark.sql.functions.map_from_arrays</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_from_entries.html">pyspark.sql.functions.map_from_entries</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_keys.html">pyspark.sql.functions.map_keys</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.map_values.html">pyspark.sql.functions.map_values</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.str_to_map.html">pyspark.sql.functions.str_to_map</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.any_value.html">pyspark.sql.functions.any_value</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.approx_count_distinct.html">pyspark.sql.functions.approx_count_distinct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.approx_percentile.html">pyspark.sql.functions.approx_percentile</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.array_agg.html">pyspark.sql.functions.array_agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.avg.html">pyspark.sql.functions.avg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bit_and.html">pyspark.sql.functions.bit_and</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bit_or.html">pyspark.sql.functions.bit_or</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bit_xor.html">pyspark.sql.functions.bit_xor</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bitmap_construct_agg.html">pyspark.sql.functions.bitmap_construct_agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bitmap_or_agg.html">pyspark.sql.functions.bitmap_or_agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bool_and.html">pyspark.sql.functions.bool_and</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bool_or.html">pyspark.sql.functions.bool_or</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.collect_list.html">pyspark.sql.functions.collect_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.collect_set.html">pyspark.sql.functions.collect_set</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.corr.html">pyspark.sql.functions.corr</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.count.html">pyspark.sql.functions.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.count_distinct.html">pyspark.sql.functions.count_distinct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.count_if.html">pyspark.sql.functions.count_if</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.count_min_sketch.html">pyspark.sql.functions.count_min_sketch</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.covar_pop.html">pyspark.sql.functions.covar_pop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.covar_samp.html">pyspark.sql.functions.covar_samp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.every.html">pyspark.sql.functions.every</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.first.html">pyspark.sql.functions.first</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.first_value.html">pyspark.sql.functions.first_value</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.grouping.html">pyspark.sql.functions.grouping</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.grouping_id.html">pyspark.sql.functions.grouping_id</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.histogram_numeric.html">pyspark.sql.functions.histogram_numeric</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hll_sketch_agg.html">pyspark.sql.functions.hll_sketch_agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hll_union_agg.html">pyspark.sql.functions.hll_union_agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.kurtosis.html">pyspark.sql.functions.kurtosis</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.last.html">pyspark.sql.functions.last</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.last_value.html">pyspark.sql.functions.last_value</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.max.html">pyspark.sql.functions.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.max_by.html">pyspark.sql.functions.max_by</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.mean.html">pyspark.sql.functions.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.median.html">pyspark.sql.functions.median</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.min.html">pyspark.sql.functions.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.min_by.html">pyspark.sql.functions.min_by</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.mode.html">pyspark.sql.functions.mode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.percentile.html">pyspark.sql.functions.percentile</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.percentile_approx.html">pyspark.sql.functions.percentile_approx</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.product.html">pyspark.sql.functions.product</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_avgx.html">pyspark.sql.functions.regr_avgx</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_avgy.html">pyspark.sql.functions.regr_avgy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_count.html">pyspark.sql.functions.regr_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_intercept.html">pyspark.sql.functions.regr_intercept</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_r2.html">pyspark.sql.functions.regr_r2</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_slope.html">pyspark.sql.functions.regr_slope</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_sxx.html">pyspark.sql.functions.regr_sxx</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_sxy.html">pyspark.sql.functions.regr_sxy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.regr_syy.html">pyspark.sql.functions.regr_syy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.skewness.html">pyspark.sql.functions.skewness</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.some.html">pyspark.sql.functions.some</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.std.html">pyspark.sql.functions.std</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.stddev.html">pyspark.sql.functions.stddev</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.stddev_pop.html">pyspark.sql.functions.stddev_pop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.stddev_samp.html">pyspark.sql.functions.stddev_samp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sum.html">pyspark.sql.functions.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.sum_distinct.html">pyspark.sql.functions.sum_distinct</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_avg.html">pyspark.sql.functions.try_avg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_sum.html">pyspark.sql.functions.try_sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.var_pop.html">pyspark.sql.functions.var_pop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.var_samp.html">pyspark.sql.functions.var_samp</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.variance.html">pyspark.sql.functions.variance</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.cume_dist.html">pyspark.sql.functions.cume_dist</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.dense_rank.html">pyspark.sql.functions.dense_rank</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.lag.html">pyspark.sql.functions.lag</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.lead.html">pyspark.sql.functions.lead</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.nth_value.html">pyspark.sql.functions.nth_value</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.ntile.html">pyspark.sql.functions.ntile</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.percent_rank.html">pyspark.sql.functions.percent_rank</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.rank.html">pyspark.sql.functions.rank</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.row_number.html">pyspark.sql.functions.row_number</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.explode.html">pyspark.sql.functions.explode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.explode_outer.html">pyspark.sql.functions.explode_outer</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.inline.html">pyspark.sql.functions.inline</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.inline_outer.html">pyspark.sql.functions.inline_outer</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.posexplode.html">pyspark.sql.functions.posexplode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.posexplode_outer.html">pyspark.sql.functions.posexplode_outer</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.stack.html">pyspark.sql.functions.stack</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.partitioning.years.html">pyspark.sql.functions.partitioning.years</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.partitioning.months.html">pyspark.sql.functions.partitioning.months</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.partitioning.days.html">pyspark.sql.functions.partitioning.days</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.partitioning.hours.html">pyspark.sql.functions.partitioning.hours</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.partitioning.bucket.html">pyspark.sql.functions.partitioning.bucket</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.from_csv.html">pyspark.sql.functions.from_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.schema_of_csv.html">pyspark.sql.functions.schema_of_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_csv.html">pyspark.sql.functions.to_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.from_json.html">pyspark.sql.functions.from_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.get_json_object.html">pyspark.sql.functions.get_json_object</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.json_array_length.html">pyspark.sql.functions.json_array_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.json_object_keys.html">pyspark.sql.functions.json_object_keys</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.json_tuple.html">pyspark.sql.functions.json_tuple</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.schema_of_json.html">pyspark.sql.functions.schema_of_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_json.html">pyspark.sql.functions.to_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.is_variant_null.html">pyspark.sql.functions.is_variant_null</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.parse_json.html">pyspark.sql.functions.parse_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.schema_of_variant.html">pyspark.sql.functions.schema_of_variant</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.schema_of_variant_agg.html">pyspark.sql.functions.schema_of_variant_agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_variant_get.html">pyspark.sql.functions.try_variant_get</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.variant_get.html">pyspark.sql.functions.variant_get</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_parse_json.html">pyspark.sql.functions.try_parse_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.from_xml.html">pyspark.sql.functions.from_xml</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.schema_of_xml.html">pyspark.sql.functions.schema_of_xml</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.to_xml.html">pyspark.sql.functions.to_xml</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath.html">pyspark.sql.functions.xpath</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_boolean.html">pyspark.sql.functions.xpath_boolean</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_double.html">pyspark.sql.functions.xpath_double</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_float.html">pyspark.sql.functions.xpath_float</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_int.html">pyspark.sql.functions.xpath_int</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_long.html">pyspark.sql.functions.xpath_long</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_number.html">pyspark.sql.functions.xpath_number</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_short.html">pyspark.sql.functions.xpath_short</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.xpath_string.html">pyspark.sql.functions.xpath_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.parse_url.html">pyspark.sql.functions.parse_url</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.url_decode.html">pyspark.sql.functions.url_decode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.url_encode.html">pyspark.sql.functions.url_encode</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.aes_decrypt.html">pyspark.sql.functions.aes_decrypt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.aes_encrypt.html">pyspark.sql.functions.aes_encrypt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.assert_true.html">pyspark.sql.functions.assert_true</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bitmap_bit_position.html">pyspark.sql.functions.bitmap_bit_position</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bitmap_bucket_number.html">pyspark.sql.functions.bitmap_bucket_number</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.bitmap_count.html">pyspark.sql.functions.bitmap_count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_catalog.html">pyspark.sql.functions.current_catalog</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_database.html">pyspark.sql.functions.current_database</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_schema.html">pyspark.sql.functions.current_schema</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.current_user.html">pyspark.sql.functions.current_user</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hll_sketch_estimate.html">pyspark.sql.functions.hll_sketch_estimate</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.hll_union.html">pyspark.sql.functions.hll_union</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.input_file_block_length.html">pyspark.sql.functions.input_file_block_length</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.input_file_block_start.html">pyspark.sql.functions.input_file_block_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.input_file_name.html">pyspark.sql.functions.input_file_name</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.java_method.html">pyspark.sql.functions.java_method</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.monotonically_increasing_id.html">pyspark.sql.functions.monotonically_increasing_id</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.raise_error.html">pyspark.sql.functions.raise_error</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.reflect.html">pyspark.sql.functions.reflect</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.session_user.html">pyspark.sql.functions.session_user</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.spark_partition_id.html">pyspark.sql.functions.spark_partition_id</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_aes_decrypt.html">pyspark.sql.functions.try_aes_decrypt</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.try_reflect.html">pyspark.sql.functions.try_reflect</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.typeof.html">pyspark.sql.functions.typeof</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.user.html">pyspark.sql.functions.user</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.version.html">pyspark.sql.functions.version</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.call_udf.html">pyspark.sql.functions.call_udf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.pandas_udf.html">pyspark.sql.functions.pandas_udf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.udf.html">pyspark.sql.functions.udf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.udtf.html">pyspark.sql.functions.udtf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.functions.unwrap_udt.html">pyspark.sql.functions.unwrap_udt</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="window.html">Window</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-11"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.currentRow.html">pyspark.sql.Window.currentRow</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.orderBy.html">pyspark.sql.Window.orderBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.partitionBy.html">pyspark.sql.Window.partitionBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.rangeBetween.html">pyspark.sql.Window.rangeBetween</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.rowsBetween.html">pyspark.sql.Window.rowsBetween</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.unboundedFollowing.html">pyspark.sql.Window.unboundedFollowing</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Window.unboundedPreceding.html">pyspark.sql.Window.unboundedPreceding</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.WindowSpec.orderBy.html">pyspark.sql.WindowSpec.orderBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.WindowSpec.partitionBy.html">pyspark.sql.WindowSpec.partitionBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.WindowSpec.rangeBetween.html">pyspark.sql.WindowSpec.rangeBetween</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.WindowSpec.rowsBetween.html">pyspark.sql.WindowSpec.rowsBetween</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="grouping.html">Grouping</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-12"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.agg.html">pyspark.sql.GroupedData.agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.apply.html">pyspark.sql.GroupedData.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.applyInArrow.html">pyspark.sql.GroupedData.applyInArrow</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.applyInPandas.html">pyspark.sql.GroupedData.applyInPandas</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.applyInPandasWithState.html">pyspark.sql.GroupedData.applyInPandasWithState</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.avg.html">pyspark.sql.GroupedData.avg</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.cogroup.html">pyspark.sql.GroupedData.cogroup</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.count.html">pyspark.sql.GroupedData.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.max.html">pyspark.sql.GroupedData.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.mean.html">pyspark.sql.GroupedData.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.min.html">pyspark.sql.GroupedData.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.pivot.html">pyspark.sql.GroupedData.pivot</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.GroupedData.sum.html">pyspark.sql.GroupedData.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.PandasCogroupedOps.applyInArrow.html">pyspark.sql.PandasCogroupedOps.applyInArrow</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.PandasCogroupedOps.applyInPandas.html">pyspark.sql.PandasCogroupedOps.applyInPandas</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="catalog.html">Catalog</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-13"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.cacheTable.html">pyspark.sql.Catalog.cacheTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.clearCache.html">pyspark.sql.Catalog.clearCache</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.createExternalTable.html">pyspark.sql.Catalog.createExternalTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.createTable.html">pyspark.sql.Catalog.createTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.currentCatalog.html">pyspark.sql.Catalog.currentCatalog</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.currentDatabase.html">pyspark.sql.Catalog.currentDatabase</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.databaseExists.html">pyspark.sql.Catalog.databaseExists</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.dropGlobalTempView.html">pyspark.sql.Catalog.dropGlobalTempView</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.dropTempView.html">pyspark.sql.Catalog.dropTempView</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.functionExists.html">pyspark.sql.Catalog.functionExists</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.getDatabase.html">pyspark.sql.Catalog.getDatabase</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.getFunction.html">pyspark.sql.Catalog.getFunction</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.getTable.html">pyspark.sql.Catalog.getTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.isCached.html">pyspark.sql.Catalog.isCached</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.listCatalogs.html">pyspark.sql.Catalog.listCatalogs</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.listColumns.html">pyspark.sql.Catalog.listColumns</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.listDatabases.html">pyspark.sql.Catalog.listDatabases</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.listFunctions.html">pyspark.sql.Catalog.listFunctions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.listTables.html">pyspark.sql.Catalog.listTables</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.recoverPartitions.html">pyspark.sql.Catalog.recoverPartitions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.refreshByPath.html">pyspark.sql.Catalog.refreshByPath</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.refreshTable.html">pyspark.sql.Catalog.refreshTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.registerFunction.html">pyspark.sql.Catalog.registerFunction</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.setCurrentCatalog.html">pyspark.sql.Catalog.setCurrentCatalog</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.setCurrentDatabase.html">pyspark.sql.Catalog.setCurrentDatabase</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.tableExists.html">pyspark.sql.Catalog.tableExists</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Catalog.uncacheTable.html">pyspark.sql.Catalog.uncacheTable</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="avro.html">Avro</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.avro.functions.from_avro.html">pyspark.sql.avro.functions.from_avro</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.avro.functions.to_avro.html">pyspark.sql.avro.functions.to_avro</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="observation.html">Observation</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.Observation.get.html">pyspark.sql.Observation.get</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="udf.html">UDF</a><input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-16"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.udf.UserDefinedFunction.asNondeterministic.html">pyspark.sql.udf.UserDefinedFunction.asNondeterministic</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.udf.UserDefinedFunction.returnType.html">pyspark.sql.udf.UserDefinedFunction.returnType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.UDFRegistration.register.html">pyspark.sql.UDFRegistration.register</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.UDFRegistration.registerJavaFunction.html">pyspark.sql.UDFRegistration.registerJavaFunction</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.UDFRegistration.registerJavaUDAF.html">pyspark.sql.UDFRegistration.registerJavaUDAF</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="udtf.html">UDTF</a><input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-17"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.udtf.UserDefinedTableFunction.asDeterministic.html">pyspark.sql.udtf.UserDefinedTableFunction.asDeterministic</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.udtf.UserDefinedTableFunction.returnType.html">pyspark.sql.udtf.UserDefinedTableFunction.returnType</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.UDTFRegistration.register.html">pyspark.sql.UDTFRegistration.register</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="variant_val.html">VariantVal</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-18"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.VariantVal.toPython.html">pyspark.sql.VariantVal.toPython</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.VariantVal.toJson.html">pyspark.sql.VariantVal.toJson</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="protobuf.html">Protobuf</a><input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-19"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.protobuf.functions.from_protobuf.html">pyspark.sql.protobuf.functions.from_protobuf</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.protobuf.functions.to_protobuf.html">pyspark.sql.protobuf.functions.to_protobuf</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="datasource.html">Python Data Source</a><input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-20"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSource.name.html">pyspark.sql.datasource.DataSource.name</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSource.reader.html">pyspark.sql.datasource.DataSource.reader</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSource.schema.html">pyspark.sql.datasource.DataSource.schema</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSource.streamReader.html">pyspark.sql.datasource.DataSource.streamReader</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSource.writer.html">pyspark.sql.datasource.DataSource.writer</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceReader.partitions.html">pyspark.sql.datasource.DataSourceReader.partitions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceReader.read.html">pyspark.sql.datasource.DataSourceReader.read</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceRegistration.register.html">pyspark.sql.datasource.DataSourceRegistration.register</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.commit.html">pyspark.sql.datasource.DataSourceStreamReader.commit</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.initialOffset.html">pyspark.sql.datasource.DataSourceStreamReader.initialOffset</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.latestOffset.html">pyspark.sql.datasource.DataSourceStreamReader.latestOffset</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.partitions.html">pyspark.sql.datasource.DataSourceStreamReader.partitions</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.read.html">pyspark.sql.datasource.DataSourceStreamReader.read</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceStreamReader.stop.html">pyspark.sql.datasource.DataSourceStreamReader.stop</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceWriter.abort.html">pyspark.sql.datasource.DataSourceWriter.abort</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceWriter.commit.html">pyspark.sql.datasource.DataSourceWriter.commit</a></li>
<li class="toctree-l3"><a class="reference internal" href="api/pyspark.sql.datasource.DataSourceWriter.write.html">pyspark.sql.datasource.DataSourceWriter.write</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.pandas/index.html">Pandas API on Spark</a><input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-21"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/io.html">Input/Output</a><input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-22"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.range.html">pyspark.pandas.range</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_table.html">pyspark.pandas.read_table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_table.html">pyspark.pandas.DataFrame.to_table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_delta.html">pyspark.pandas.read_delta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_delta.html">pyspark.pandas.DataFrame.to_delta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_parquet.html">pyspark.pandas.read_parquet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_parquet.html">pyspark.pandas.DataFrame.to_parquet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_orc.html">pyspark.pandas.read_orc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_orc.html">pyspark.pandas.DataFrame.to_orc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_spark_io.html">pyspark.pandas.read_spark_io</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.to_spark_io.html">pyspark.pandas.DataFrame.spark.to_spark_io</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_csv.html">pyspark.pandas.read_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_csv.html">pyspark.pandas.DataFrame.to_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_clipboard.html">pyspark.pandas.read_clipboard</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_clipboard.html">pyspark.pandas.DataFrame.to_clipboard</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_excel.html">pyspark.pandas.read_excel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_excel.html">pyspark.pandas.DataFrame.to_excel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_json.html">pyspark.pandas.read_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_json.html">pyspark.pandas.DataFrame.to_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_html.html">pyspark.pandas.read_html</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_html.html">pyspark.pandas.DataFrame.to_html</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_sql_table.html">pyspark.pandas.read_sql_table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_sql_query.html">pyspark.pandas.read_sql_query</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.read_sql.html">pyspark.pandas.read_sql</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/general_functions.html">General functions</a><input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-23"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.melt.html">pyspark.pandas.melt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.merge.html">pyspark.pandas.merge</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.merge_asof.html">pyspark.pandas.merge_asof</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.get_dummies.html">pyspark.pandas.get_dummies</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.concat.html">pyspark.pandas.concat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.sql.html">pyspark.pandas.sql</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.broadcast.html">pyspark.pandas.broadcast</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.isna.html">pyspark.pandas.isna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.isnull.html">pyspark.pandas.isnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.notna.html">pyspark.pandas.notna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.notnull.html">pyspark.pandas.notnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.to_numeric.html">pyspark.pandas.to_numeric</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.to_datetime.html">pyspark.pandas.to_datetime</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.date_range.html">pyspark.pandas.date_range</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.to_timedelta.html">pyspark.pandas.to_timedelta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.timedelta_range.html">pyspark.pandas.timedelta_range</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/series.html">Series</a><input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-24"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.html">pyspark.pandas.Series</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.index.html">pyspark.pandas.Series.index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dtype.html">pyspark.pandas.Series.dtype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dtypes.html">pyspark.pandas.Series.dtypes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.ndim.html">pyspark.pandas.Series.ndim</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.name.html">pyspark.pandas.Series.name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.shape.html">pyspark.pandas.Series.shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.axes.html">pyspark.pandas.Series.axes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.size.html">pyspark.pandas.Series.size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.empty.html">pyspark.pandas.Series.empty</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.T.html">pyspark.pandas.Series.T</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.hasnans.html">pyspark.pandas.Series.hasnans</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.values.html">pyspark.pandas.Series.values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.astype.html">pyspark.pandas.Series.astype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.copy.html">pyspark.pandas.Series.copy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.bool.html">pyspark.pandas.Series.bool</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.at.html">pyspark.pandas.Series.at</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.iat.html">pyspark.pandas.Series.iat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.loc.html">pyspark.pandas.Series.loc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.iloc.html">pyspark.pandas.Series.iloc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.keys.html">pyspark.pandas.Series.keys</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.pop.html">pyspark.pandas.Series.pop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.items.html">pyspark.pandas.Series.items</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.item.html">pyspark.pandas.Series.item</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.xs.html">pyspark.pandas.Series.xs</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.get.html">pyspark.pandas.Series.get</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.add.html">pyspark.pandas.Series.add</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.div.html">pyspark.pandas.Series.div</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.mul.html">pyspark.pandas.Series.mul</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.radd.html">pyspark.pandas.Series.radd</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rdiv.html">pyspark.pandas.Series.rdiv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rmul.html">pyspark.pandas.Series.rmul</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rsub.html">pyspark.pandas.Series.rsub</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rtruediv.html">pyspark.pandas.Series.rtruediv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.sub.html">pyspark.pandas.Series.sub</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.truediv.html">pyspark.pandas.Series.truediv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.pow.html">pyspark.pandas.Series.pow</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rpow.html">pyspark.pandas.Series.rpow</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.mod.html">pyspark.pandas.Series.mod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rmod.html">pyspark.pandas.Series.rmod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.floordiv.html">pyspark.pandas.Series.floordiv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rfloordiv.html">pyspark.pandas.Series.rfloordiv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.divmod.html">pyspark.pandas.Series.divmod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rdivmod.html">pyspark.pandas.Series.rdivmod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.combine_first.html">pyspark.pandas.Series.combine_first</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.lt.html">pyspark.pandas.Series.lt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.gt.html">pyspark.pandas.Series.gt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.le.html">pyspark.pandas.Series.le</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.ge.html">pyspark.pandas.Series.ge</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.ne.html">pyspark.pandas.Series.ne</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.eq.html">pyspark.pandas.Series.eq</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.product.html">pyspark.pandas.Series.product</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dot.html">pyspark.pandas.Series.dot</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.apply.html">pyspark.pandas.Series.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.agg.html">pyspark.pandas.Series.agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.aggregate.html">pyspark.pandas.Series.aggregate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.transform.html">pyspark.pandas.Series.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.map.html">pyspark.pandas.Series.map</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.groupby.html">pyspark.pandas.Series.groupby</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rolling.html">pyspark.pandas.Series.rolling</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.expanding.html">pyspark.pandas.Series.expanding</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.pipe.html">pyspark.pandas.Series.pipe</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.abs.html">pyspark.pandas.Series.abs</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.all.html">pyspark.pandas.Series.all</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.any.html">pyspark.pandas.Series.any</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.autocorr.html">pyspark.pandas.Series.autocorr</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.between.html">pyspark.pandas.Series.between</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.clip.html">pyspark.pandas.Series.clip</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.corr.html">pyspark.pandas.Series.corr</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.count.html">pyspark.pandas.Series.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cov.html">pyspark.pandas.Series.cov</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cummax.html">pyspark.pandas.Series.cummax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cummin.html">pyspark.pandas.Series.cummin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cumsum.html">pyspark.pandas.Series.cumsum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cumprod.html">pyspark.pandas.Series.cumprod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.describe.html">pyspark.pandas.Series.describe</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.ewm.html">pyspark.pandas.Series.ewm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.filter.html">pyspark.pandas.Series.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.kurt.html">pyspark.pandas.Series.kurt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.max.html">pyspark.pandas.Series.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.mean.html">pyspark.pandas.Series.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.min.html">pyspark.pandas.Series.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.mode.html">pyspark.pandas.Series.mode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.nlargest.html">pyspark.pandas.Series.nlargest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.nsmallest.html">pyspark.pandas.Series.nsmallest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.pct_change.html">pyspark.pandas.Series.pct_change</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.prod.html">pyspark.pandas.Series.prod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.nunique.html">pyspark.pandas.Series.nunique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.is_unique.html">pyspark.pandas.Series.is_unique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.quantile.html">pyspark.pandas.Series.quantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rank.html">pyspark.pandas.Series.rank</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.sem.html">pyspark.pandas.Series.sem</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.skew.html">pyspark.pandas.Series.skew</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.std.html">pyspark.pandas.Series.std</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.sum.html">pyspark.pandas.Series.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.median.html">pyspark.pandas.Series.median</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.var.html">pyspark.pandas.Series.var</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.kurtosis.html">pyspark.pandas.Series.kurtosis</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.unique.html">pyspark.pandas.Series.unique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.value_counts.html">pyspark.pandas.Series.value_counts</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.round.html">pyspark.pandas.Series.round</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.diff.html">pyspark.pandas.Series.diff</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.is_monotonic_increasing.html">pyspark.pandas.Series.is_monotonic_increasing</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.is_monotonic_decreasing.html">pyspark.pandas.Series.is_monotonic_decreasing</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.align.html">pyspark.pandas.Series.align</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.drop.html">pyspark.pandas.Series.drop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.droplevel.html">pyspark.pandas.Series.droplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.drop_duplicates.html">pyspark.pandas.Series.drop_duplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.duplicated.html">pyspark.pandas.Series.duplicated</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.equals.html">pyspark.pandas.Series.equals</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.add_prefix.html">pyspark.pandas.Series.add_prefix</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.add_suffix.html">pyspark.pandas.Series.add_suffix</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.first.html">pyspark.pandas.Series.first</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.head.html">pyspark.pandas.Series.head</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.idxmax.html">pyspark.pandas.Series.idxmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.idxmin.html">pyspark.pandas.Series.idxmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.isin.html">pyspark.pandas.Series.isin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.last.html">pyspark.pandas.Series.last</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rename.html">pyspark.pandas.Series.rename</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.rename_axis.html">pyspark.pandas.Series.rename_axis</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.reindex.html">pyspark.pandas.Series.reindex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.reindex_like.html">pyspark.pandas.Series.reindex_like</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.reset_index.html">pyspark.pandas.Series.reset_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.sample.html">pyspark.pandas.Series.sample</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.searchsorted.html">pyspark.pandas.Series.searchsorted</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.swaplevel.html">pyspark.pandas.Series.swaplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.swapaxes.html">pyspark.pandas.Series.swapaxes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.take.html">pyspark.pandas.Series.take</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.tail.html">pyspark.pandas.Series.tail</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.where.html">pyspark.pandas.Series.where</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.mask.html">pyspark.pandas.Series.mask</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.truncate.html">pyspark.pandas.Series.truncate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.backfill.html">pyspark.pandas.Series.backfill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.bfill.html">pyspark.pandas.Series.bfill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.ffill.html">pyspark.pandas.Series.ffill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.isna.html">pyspark.pandas.Series.isna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.isnull.html">pyspark.pandas.Series.isnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.notna.html">pyspark.pandas.Series.notna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.notnull.html">pyspark.pandas.Series.notnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.pad.html">pyspark.pandas.Series.pad</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dropna.html">pyspark.pandas.Series.dropna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.fillna.html">pyspark.pandas.Series.fillna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.interpolate.html">pyspark.pandas.Series.interpolate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.argsort.html">pyspark.pandas.Series.argsort</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.argmin.html">pyspark.pandas.Series.argmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.argmax.html">pyspark.pandas.Series.argmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.sort_index.html">pyspark.pandas.Series.sort_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.sort_values.html">pyspark.pandas.Series.sort_values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.unstack.html">pyspark.pandas.Series.unstack</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.explode.html">pyspark.pandas.Series.explode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.repeat.html">pyspark.pandas.Series.repeat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.squeeze.html">pyspark.pandas.Series.squeeze</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.factorize.html">pyspark.pandas.Series.factorize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.compare.html">pyspark.pandas.Series.compare</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.replace.html">pyspark.pandas.Series.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.update.html">pyspark.pandas.Series.update</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.asof.html">pyspark.pandas.Series.asof</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.resample.html">pyspark.pandas.Series.resample</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.shift.html">pyspark.pandas.Series.shift</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.first_valid_index.html">pyspark.pandas.Series.first_valid_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.last_valid_index.html">pyspark.pandas.Series.last_valid_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.at_time.html">pyspark.pandas.Series.at_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.between_time.html">pyspark.pandas.Series.between_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.spark.column.html">pyspark.pandas.Series.spark.column</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.spark.transform.html">pyspark.pandas.Series.spark.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.spark.apply.html">pyspark.pandas.Series.spark.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.date.html">pyspark.pandas.Series.dt.date</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.year.html">pyspark.pandas.Series.dt.year</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.month.html">pyspark.pandas.Series.dt.month</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.day.html">pyspark.pandas.Series.dt.day</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.hour.html">pyspark.pandas.Series.dt.hour</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.minute.html">pyspark.pandas.Series.dt.minute</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.second.html">pyspark.pandas.Series.dt.second</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.microsecond.html">pyspark.pandas.Series.dt.microsecond</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.isocalendar.html">pyspark.pandas.Series.dt.isocalendar</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.dayofweek.html">pyspark.pandas.Series.dt.dayofweek</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.weekday.html">pyspark.pandas.Series.dt.weekday</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.dayofyear.html">pyspark.pandas.Series.dt.dayofyear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.quarter.html">pyspark.pandas.Series.dt.quarter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_month_start.html">pyspark.pandas.Series.dt.is_month_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_month_end.html">pyspark.pandas.Series.dt.is_month_end</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_quarter_start.html">pyspark.pandas.Series.dt.is_quarter_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_quarter_end.html">pyspark.pandas.Series.dt.is_quarter_end</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_year_start.html">pyspark.pandas.Series.dt.is_year_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_year_end.html">pyspark.pandas.Series.dt.is_year_end</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.is_leap_year.html">pyspark.pandas.Series.dt.is_leap_year</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.daysinmonth.html">pyspark.pandas.Series.dt.daysinmonth</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.days_in_month.html">pyspark.pandas.Series.dt.days_in_month</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.normalize.html">pyspark.pandas.Series.dt.normalize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.strftime.html">pyspark.pandas.Series.dt.strftime</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.round.html">pyspark.pandas.Series.dt.round</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.floor.html">pyspark.pandas.Series.dt.floor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.ceil.html">pyspark.pandas.Series.dt.ceil</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.month_name.html">pyspark.pandas.Series.dt.month_name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.dt.day_name.html">pyspark.pandas.Series.dt.day_name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.capitalize.html">pyspark.pandas.Series.str.capitalize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.cat.html">pyspark.pandas.Series.str.cat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.center.html">pyspark.pandas.Series.str.center</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.contains.html">pyspark.pandas.Series.str.contains</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.count.html">pyspark.pandas.Series.str.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.decode.html">pyspark.pandas.Series.str.decode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.encode.html">pyspark.pandas.Series.str.encode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.endswith.html">pyspark.pandas.Series.str.endswith</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.extract.html">pyspark.pandas.Series.str.extract</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.extractall.html">pyspark.pandas.Series.str.extractall</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.find.html">pyspark.pandas.Series.str.find</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.findall.html">pyspark.pandas.Series.str.findall</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.get.html">pyspark.pandas.Series.str.get</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.get_dummies.html">pyspark.pandas.Series.str.get_dummies</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.index.html">pyspark.pandas.Series.str.index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isalnum.html">pyspark.pandas.Series.str.isalnum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isalpha.html">pyspark.pandas.Series.str.isalpha</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isdigit.html">pyspark.pandas.Series.str.isdigit</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isspace.html">pyspark.pandas.Series.str.isspace</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.islower.html">pyspark.pandas.Series.str.islower</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isupper.html">pyspark.pandas.Series.str.isupper</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.istitle.html">pyspark.pandas.Series.str.istitle</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isnumeric.html">pyspark.pandas.Series.str.isnumeric</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.isdecimal.html">pyspark.pandas.Series.str.isdecimal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.join.html">pyspark.pandas.Series.str.join</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.len.html">pyspark.pandas.Series.str.len</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.ljust.html">pyspark.pandas.Series.str.ljust</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.lower.html">pyspark.pandas.Series.str.lower</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.lstrip.html">pyspark.pandas.Series.str.lstrip</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.match.html">pyspark.pandas.Series.str.match</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.normalize.html">pyspark.pandas.Series.str.normalize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.pad.html">pyspark.pandas.Series.str.pad</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.partition.html">pyspark.pandas.Series.str.partition</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.repeat.html">pyspark.pandas.Series.str.repeat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.replace.html">pyspark.pandas.Series.str.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.rfind.html">pyspark.pandas.Series.str.rfind</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.rindex.html">pyspark.pandas.Series.str.rindex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.rjust.html">pyspark.pandas.Series.str.rjust</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.rpartition.html">pyspark.pandas.Series.str.rpartition</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.rsplit.html">pyspark.pandas.Series.str.rsplit</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.rstrip.html">pyspark.pandas.Series.str.rstrip</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.slice.html">pyspark.pandas.Series.str.slice</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.slice_replace.html">pyspark.pandas.Series.str.slice_replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.split.html">pyspark.pandas.Series.str.split</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.startswith.html">pyspark.pandas.Series.str.startswith</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.strip.html">pyspark.pandas.Series.str.strip</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.swapcase.html">pyspark.pandas.Series.str.swapcase</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.title.html">pyspark.pandas.Series.str.title</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.translate.html">pyspark.pandas.Series.str.translate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.upper.html">pyspark.pandas.Series.str.upper</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.wrap.html">pyspark.pandas.Series.str.wrap</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.str.zfill.html">pyspark.pandas.Series.str.zfill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.categories.html">pyspark.pandas.Series.cat.categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.ordered.html">pyspark.pandas.Series.cat.ordered</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.codes.html">pyspark.pandas.Series.cat.codes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.rename_categories.html">pyspark.pandas.Series.cat.rename_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.reorder_categories.html">pyspark.pandas.Series.cat.reorder_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.add_categories.html">pyspark.pandas.Series.cat.add_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.remove_categories.html">pyspark.pandas.Series.cat.remove_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.remove_unused_categories.html">pyspark.pandas.Series.cat.remove_unused_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.set_categories.html">pyspark.pandas.Series.cat.set_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.as_ordered.html">pyspark.pandas.Series.cat.as_ordered</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.cat.as_unordered.html">pyspark.pandas.Series.cat.as_unordered</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.area.html">pyspark.pandas.Series.plot.area</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.bar.html">pyspark.pandas.Series.plot.bar</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.barh.html">pyspark.pandas.Series.plot.barh</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.box.html">pyspark.pandas.Series.plot.box</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.density.html">pyspark.pandas.Series.plot.density</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.hist.html">pyspark.pandas.Series.plot.hist</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.line.html">pyspark.pandas.Series.plot.line</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.pie.html">pyspark.pandas.Series.plot.pie</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.plot.kde.html">pyspark.pandas.Series.plot.kde</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.hist.html">pyspark.pandas.Series.hist</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_pandas.html">pyspark.pandas.Series.to_pandas</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_numpy.html">pyspark.pandas.Series.to_numpy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_list.html">pyspark.pandas.Series.to_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_string.html">pyspark.pandas.Series.to_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_dict.html">pyspark.pandas.Series.to_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_clipboard.html">pyspark.pandas.Series.to_clipboard</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_latex.html">pyspark.pandas.Series.to_latex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_markdown.html">pyspark.pandas.Series.to_markdown</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_json.html">pyspark.pandas.Series.to_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_csv.html">pyspark.pandas.Series.to_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_excel.html">pyspark.pandas.Series.to_excel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_hdf.html">pyspark.pandas.Series.to_hdf</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.to_frame.html">pyspark.pandas.Series.to_frame</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Series.pandas_on_spark.transform_batch.html">pyspark.pandas.Series.pandas_on_spark.transform_batch</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/frame.html">DataFrame</a><input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-25"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.html">pyspark.pandas.DataFrame</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.index.html">pyspark.pandas.DataFrame.index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.info.html">pyspark.pandas.DataFrame.info</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.columns.html">pyspark.pandas.DataFrame.columns</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.empty.html">pyspark.pandas.DataFrame.empty</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.dtypes.html">pyspark.pandas.DataFrame.dtypes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.shape.html">pyspark.pandas.DataFrame.shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.axes.html">pyspark.pandas.DataFrame.axes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.ndim.html">pyspark.pandas.DataFrame.ndim</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.size.html">pyspark.pandas.DataFrame.size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.select_dtypes.html">pyspark.pandas.DataFrame.select_dtypes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.values.html">pyspark.pandas.DataFrame.values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.copy.html">pyspark.pandas.DataFrame.copy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.isna.html">pyspark.pandas.DataFrame.isna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.astype.html">pyspark.pandas.DataFrame.astype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.isnull.html">pyspark.pandas.DataFrame.isnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.notna.html">pyspark.pandas.DataFrame.notna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.notnull.html">pyspark.pandas.DataFrame.notnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.bool.html">pyspark.pandas.DataFrame.bool</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.at.html">pyspark.pandas.DataFrame.at</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.iat.html">pyspark.pandas.DataFrame.iat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.head.html">pyspark.pandas.DataFrame.head</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.idxmax.html">pyspark.pandas.DataFrame.idxmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.idxmin.html">pyspark.pandas.DataFrame.idxmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.loc.html">pyspark.pandas.DataFrame.loc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.iloc.html">pyspark.pandas.DataFrame.iloc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.insert.html">pyspark.pandas.DataFrame.insert</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.items.html">pyspark.pandas.DataFrame.items</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.iterrows.html">pyspark.pandas.DataFrame.iterrows</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.itertuples.html">pyspark.pandas.DataFrame.itertuples</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.keys.html">pyspark.pandas.DataFrame.keys</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pop.html">pyspark.pandas.DataFrame.pop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.tail.html">pyspark.pandas.DataFrame.tail</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.xs.html">pyspark.pandas.DataFrame.xs</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.get.html">pyspark.pandas.DataFrame.get</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.where.html">pyspark.pandas.DataFrame.where</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.mask.html">pyspark.pandas.DataFrame.mask</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.query.html">pyspark.pandas.DataFrame.query</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.add.html">pyspark.pandas.DataFrame.add</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.radd.html">pyspark.pandas.DataFrame.radd</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.div.html">pyspark.pandas.DataFrame.div</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rdiv.html">pyspark.pandas.DataFrame.rdiv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.truediv.html">pyspark.pandas.DataFrame.truediv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rtruediv.html">pyspark.pandas.DataFrame.rtruediv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.mul.html">pyspark.pandas.DataFrame.mul</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rmul.html">pyspark.pandas.DataFrame.rmul</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.sub.html">pyspark.pandas.DataFrame.sub</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rsub.html">pyspark.pandas.DataFrame.rsub</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pow.html">pyspark.pandas.DataFrame.pow</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rpow.html">pyspark.pandas.DataFrame.rpow</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.mod.html">pyspark.pandas.DataFrame.mod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rmod.html">pyspark.pandas.DataFrame.rmod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.floordiv.html">pyspark.pandas.DataFrame.floordiv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rfloordiv.html">pyspark.pandas.DataFrame.rfloordiv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.lt.html">pyspark.pandas.DataFrame.lt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.gt.html">pyspark.pandas.DataFrame.gt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.le.html">pyspark.pandas.DataFrame.le</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.ge.html">pyspark.pandas.DataFrame.ge</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.ne.html">pyspark.pandas.DataFrame.ne</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.eq.html">pyspark.pandas.DataFrame.eq</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.dot.html">pyspark.pandas.DataFrame.dot</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.combine_first.html">pyspark.pandas.DataFrame.combine_first</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.apply.html">pyspark.pandas.DataFrame.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.applymap.html">pyspark.pandas.DataFrame.applymap</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.map.html">pyspark.pandas.DataFrame.map</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pipe.html">pyspark.pandas.DataFrame.pipe</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.agg.html">pyspark.pandas.DataFrame.agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.aggregate.html">pyspark.pandas.DataFrame.aggregate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.groupby.html">pyspark.pandas.DataFrame.groupby</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rolling.html">pyspark.pandas.DataFrame.rolling</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.expanding.html">pyspark.pandas.DataFrame.expanding</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.transform.html">pyspark.pandas.DataFrame.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.abs.html">pyspark.pandas.DataFrame.abs</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.all.html">pyspark.pandas.DataFrame.all</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.any.html">pyspark.pandas.DataFrame.any</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.clip.html">pyspark.pandas.DataFrame.clip</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.corr.html">pyspark.pandas.DataFrame.corr</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.corrwith.html">pyspark.pandas.DataFrame.corrwith</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.count.html">pyspark.pandas.DataFrame.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.cov.html">pyspark.pandas.DataFrame.cov</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.describe.html">pyspark.pandas.DataFrame.describe</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.ewm.html">pyspark.pandas.DataFrame.ewm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.kurt.html">pyspark.pandas.DataFrame.kurt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.kurtosis.html">pyspark.pandas.DataFrame.kurtosis</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.max.html">pyspark.pandas.DataFrame.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.mean.html">pyspark.pandas.DataFrame.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.min.html">pyspark.pandas.DataFrame.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.median.html">pyspark.pandas.DataFrame.median</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.mode.html">pyspark.pandas.DataFrame.mode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pct_change.html">pyspark.pandas.DataFrame.pct_change</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.prod.html">pyspark.pandas.DataFrame.prod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.product.html">pyspark.pandas.DataFrame.product</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.quantile.html">pyspark.pandas.DataFrame.quantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rank.html">pyspark.pandas.DataFrame.rank</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.nunique.html">pyspark.pandas.DataFrame.nunique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.sem.html">pyspark.pandas.DataFrame.sem</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.skew.html">pyspark.pandas.DataFrame.skew</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.sum.html">pyspark.pandas.DataFrame.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.std.html">pyspark.pandas.DataFrame.std</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.var.html">pyspark.pandas.DataFrame.var</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.cummin.html">pyspark.pandas.DataFrame.cummin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.cummax.html">pyspark.pandas.DataFrame.cummax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.cumsum.html">pyspark.pandas.DataFrame.cumsum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.cumprod.html">pyspark.pandas.DataFrame.cumprod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.round.html">pyspark.pandas.DataFrame.round</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.diff.html">pyspark.pandas.DataFrame.diff</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.eval.html">pyspark.pandas.DataFrame.eval</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.add_prefix.html">pyspark.pandas.DataFrame.add_prefix</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.add_suffix.html">pyspark.pandas.DataFrame.add_suffix</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.align.html">pyspark.pandas.DataFrame.align</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.at_time.html">pyspark.pandas.DataFrame.at_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.between_time.html">pyspark.pandas.DataFrame.between_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.drop.html">pyspark.pandas.DataFrame.drop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.droplevel.html">pyspark.pandas.DataFrame.droplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.drop_duplicates.html">pyspark.pandas.DataFrame.drop_duplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.duplicated.html">pyspark.pandas.DataFrame.duplicated</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.equals.html">pyspark.pandas.DataFrame.equals</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.filter.html">pyspark.pandas.DataFrame.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.first.html">pyspark.pandas.DataFrame.first</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.head.html">pyspark.pandas.DataFrame.head</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.last.html">pyspark.pandas.DataFrame.last</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.reindex.html">pyspark.pandas.DataFrame.reindex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.reindex_like.html">pyspark.pandas.DataFrame.reindex_like</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rename.html">pyspark.pandas.DataFrame.rename</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.rename_axis.html">pyspark.pandas.DataFrame.rename_axis</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.reset_index.html">pyspark.pandas.DataFrame.reset_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.set_index.html">pyspark.pandas.DataFrame.set_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.swapaxes.html">pyspark.pandas.DataFrame.swapaxes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.swaplevel.html">pyspark.pandas.DataFrame.swaplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.take.html">pyspark.pandas.DataFrame.take</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.isin.html">pyspark.pandas.DataFrame.isin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.sample.html">pyspark.pandas.DataFrame.sample</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.truncate.html">pyspark.pandas.DataFrame.truncate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.backfill.html">pyspark.pandas.DataFrame.backfill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.dropna.html">pyspark.pandas.DataFrame.dropna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.fillna.html">pyspark.pandas.DataFrame.fillna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.replace.html">pyspark.pandas.DataFrame.replace</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.bfill.html">pyspark.pandas.DataFrame.bfill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.ffill.html">pyspark.pandas.DataFrame.ffill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.interpolate.html">pyspark.pandas.DataFrame.interpolate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pad.html">pyspark.pandas.DataFrame.pad</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pivot_table.html">pyspark.pandas.DataFrame.pivot_table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pivot.html">pyspark.pandas.DataFrame.pivot</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.sort_index.html">pyspark.pandas.DataFrame.sort_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.sort_values.html">pyspark.pandas.DataFrame.sort_values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.nlargest.html">pyspark.pandas.DataFrame.nlargest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.nsmallest.html">pyspark.pandas.DataFrame.nsmallest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.stack.html">pyspark.pandas.DataFrame.stack</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.unstack.html">pyspark.pandas.DataFrame.unstack</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.melt.html">pyspark.pandas.DataFrame.melt</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.explode.html">pyspark.pandas.DataFrame.explode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.squeeze.html">pyspark.pandas.DataFrame.squeeze</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.T.html">pyspark.pandas.DataFrame.T</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.transpose.html">pyspark.pandas.DataFrame.transpose</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.assign.html">pyspark.pandas.DataFrame.assign</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.merge.html">pyspark.pandas.DataFrame.merge</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.join.html">pyspark.pandas.DataFrame.join</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.update.html">pyspark.pandas.DataFrame.update</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.resample.html">pyspark.pandas.DataFrame.resample</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.shift.html">pyspark.pandas.DataFrame.shift</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.first_valid_index.html">pyspark.pandas.DataFrame.first_valid_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.last_valid_index.html">pyspark.pandas.DataFrame.last_valid_index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.from_dict.html">pyspark.pandas.DataFrame.from_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.from_records.html">pyspark.pandas.DataFrame.from_records</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_table.html">pyspark.pandas.DataFrame.to_table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_delta.html">pyspark.pandas.DataFrame.to_delta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_parquet.html">pyspark.pandas.DataFrame.to_parquet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_csv.html">pyspark.pandas.DataFrame.to_csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_orc.html">pyspark.pandas.DataFrame.to_orc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_pandas.html">pyspark.pandas.DataFrame.to_pandas</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_html.html">pyspark.pandas.DataFrame.to_html</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_numpy.html">pyspark.pandas.DataFrame.to_numpy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_spark.html">pyspark.pandas.DataFrame.to_spark</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_string.html">pyspark.pandas.DataFrame.to_string</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_feather.html">pyspark.pandas.DataFrame.to_feather</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_stata.html">pyspark.pandas.DataFrame.to_stata</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_json.html">pyspark.pandas.DataFrame.to_json</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_dict.html">pyspark.pandas.DataFrame.to_dict</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_excel.html">pyspark.pandas.DataFrame.to_excel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_hdf.html">pyspark.pandas.DataFrame.to_hdf</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_clipboard.html">pyspark.pandas.DataFrame.to_clipboard</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_markdown.html">pyspark.pandas.DataFrame.to_markdown</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_records.html">pyspark.pandas.DataFrame.to_records</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.to_latex.html">pyspark.pandas.DataFrame.to_latex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.style.html">pyspark.pandas.DataFrame.style</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.frame.html">pyspark.pandas.DataFrame.spark.frame</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.cache.html">pyspark.pandas.DataFrame.spark.cache</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.persist.html">pyspark.pandas.DataFrame.spark.persist</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.hint.html">pyspark.pandas.DataFrame.spark.hint</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.to_table.html">pyspark.pandas.DataFrame.spark.to_table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.to_spark_io.html">pyspark.pandas.DataFrame.spark.to_spark_io</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.apply.html">pyspark.pandas.DataFrame.spark.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.repartition.html">pyspark.pandas.DataFrame.spark.repartition</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.spark.coalesce.html">pyspark.pandas.DataFrame.spark.coalesce</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.area.html">pyspark.pandas.DataFrame.plot.area</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.barh.html">pyspark.pandas.DataFrame.plot.barh</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.bar.html">pyspark.pandas.DataFrame.plot.bar</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.hist.html">pyspark.pandas.DataFrame.plot.hist</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.box.html">pyspark.pandas.DataFrame.plot.box</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.line.html">pyspark.pandas.DataFrame.plot.line</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.pie.html">pyspark.pandas.DataFrame.plot.pie</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.scatter.html">pyspark.pandas.DataFrame.plot.scatter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.plot.density.html">pyspark.pandas.DataFrame.plot.density</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.hist.html">pyspark.pandas.DataFrame.hist</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.boxplot.html">pyspark.pandas.DataFrame.boxplot</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.kde.html">pyspark.pandas.DataFrame.kde</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pandas_on_spark.apply_batch.html">pyspark.pandas.DataFrame.pandas_on_spark.apply_batch</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DataFrame.pandas_on_spark.transform_batch.html">pyspark.pandas.DataFrame.pandas_on_spark.transform_batch</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/indexing.html">Index objects</a><input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-26"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.html">pyspark.pandas.Index</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_monotonic_increasing.html">pyspark.pandas.Index.is_monotonic_increasing</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_monotonic_decreasing.html">pyspark.pandas.Index.is_monotonic_decreasing</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_unique.html">pyspark.pandas.Index.is_unique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.has_duplicates.html">pyspark.pandas.Index.has_duplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.hasnans.html">pyspark.pandas.Index.hasnans</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.dtype.html">pyspark.pandas.Index.dtype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.inferred_type.html">pyspark.pandas.Index.inferred_type</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.shape.html">pyspark.pandas.Index.shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.name.html">pyspark.pandas.Index.name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.names.html">pyspark.pandas.Index.names</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.ndim.html">pyspark.pandas.Index.ndim</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.size.html">pyspark.pandas.Index.size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.nlevels.html">pyspark.pandas.Index.nlevels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.empty.html">pyspark.pandas.Index.empty</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.T.html">pyspark.pandas.Index.T</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.values.html">pyspark.pandas.Index.values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.all.html">pyspark.pandas.Index.all</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.any.html">pyspark.pandas.Index.any</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.argmin.html">pyspark.pandas.Index.argmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.argmax.html">pyspark.pandas.Index.argmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.copy.html">pyspark.pandas.Index.copy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.delete.html">pyspark.pandas.Index.delete</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.equals.html">pyspark.pandas.Index.equals</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.factorize.html">pyspark.pandas.Index.factorize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.identical.html">pyspark.pandas.Index.identical</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.insert.html">pyspark.pandas.Index.insert</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_boolean.html">pyspark.pandas.Index.is_boolean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_categorical.html">pyspark.pandas.Index.is_categorical</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_floating.html">pyspark.pandas.Index.is_floating</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_integer.html">pyspark.pandas.Index.is_integer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_interval.html">pyspark.pandas.Index.is_interval</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_numeric.html">pyspark.pandas.Index.is_numeric</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.is_object.html">pyspark.pandas.Index.is_object</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.drop.html">pyspark.pandas.Index.drop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.drop_duplicates.html">pyspark.pandas.Index.drop_duplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.min.html">pyspark.pandas.Index.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.max.html">pyspark.pandas.Index.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.map.html">pyspark.pandas.Index.map</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.rename.html">pyspark.pandas.Index.rename</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.repeat.html">pyspark.pandas.Index.repeat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.take.html">pyspark.pandas.Index.take</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.unique.html">pyspark.pandas.Index.unique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.nunique.html">pyspark.pandas.Index.nunique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.value_counts.html">pyspark.pandas.Index.value_counts</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.set_names.html">pyspark.pandas.Index.set_names</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.droplevel.html">pyspark.pandas.Index.droplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.fillna.html">pyspark.pandas.Index.fillna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.dropna.html">pyspark.pandas.Index.dropna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.isna.html">pyspark.pandas.Index.isna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.isnull.html">pyspark.pandas.Index.isnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.notna.html">pyspark.pandas.Index.notna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.notnull.html">pyspark.pandas.Index.notnull</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.astype.html">pyspark.pandas.Index.astype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.item.html">pyspark.pandas.Index.item</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.to_list.html">pyspark.pandas.Index.to_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.to_series.html">pyspark.pandas.Index.to_series</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.to_frame.html">pyspark.pandas.Index.to_frame</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.view.html">pyspark.pandas.Index.view</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.to_numpy.html">pyspark.pandas.Index.to_numpy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.spark.column.html">pyspark.pandas.Index.spark.column</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.spark.transform.html">pyspark.pandas.Index.spark.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.sort_values.html">pyspark.pandas.Index.sort_values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.shift.html">pyspark.pandas.Index.shift</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.append.html">pyspark.pandas.Index.append</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.intersection.html">pyspark.pandas.Index.intersection</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.union.html">pyspark.pandas.Index.union</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.difference.html">pyspark.pandas.Index.difference</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.symmetric_difference.html">pyspark.pandas.Index.symmetric_difference</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.asof.html">pyspark.pandas.Index.asof</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.Index.isin.html">pyspark.pandas.Index.isin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.html">pyspark.pandas.CategoricalIndex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.codes.html">pyspark.pandas.CategoricalIndex.codes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.categories.html">pyspark.pandas.CategoricalIndex.categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.ordered.html">pyspark.pandas.CategoricalIndex.ordered</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.rename_categories.html">pyspark.pandas.CategoricalIndex.rename_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.reorder_categories.html">pyspark.pandas.CategoricalIndex.reorder_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.add_categories.html">pyspark.pandas.CategoricalIndex.add_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.remove_categories.html">pyspark.pandas.CategoricalIndex.remove_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.remove_unused_categories.html">pyspark.pandas.CategoricalIndex.remove_unused_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.set_categories.html">pyspark.pandas.CategoricalIndex.set_categories</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.as_ordered.html">pyspark.pandas.CategoricalIndex.as_ordered</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.as_unordered.html">pyspark.pandas.CategoricalIndex.as_unordered</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.map.html">pyspark.pandas.CategoricalIndex.map</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.equals.html">pyspark.pandas.CategoricalIndex.equals</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.max.html">pyspark.pandas.CategoricalIndex.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.min.html">pyspark.pandas.CategoricalIndex.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.CategoricalIndex.tolist.html">pyspark.pandas.CategoricalIndex.tolist</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.html">pyspark.pandas.MultiIndex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.from_arrays.html">pyspark.pandas.MultiIndex.from_arrays</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.from_tuples.html">pyspark.pandas.MultiIndex.from_tuples</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.from_product.html">pyspark.pandas.MultiIndex.from_product</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.from_frame.html">pyspark.pandas.MultiIndex.from_frame</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.has_duplicates.html">pyspark.pandas.MultiIndex.has_duplicates</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.hasnans.html">pyspark.pandas.MultiIndex.hasnans</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.inferred_type.html">pyspark.pandas.MultiIndex.inferred_type</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.shape.html">pyspark.pandas.MultiIndex.shape</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.names.html">pyspark.pandas.MultiIndex.names</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.ndim.html">pyspark.pandas.MultiIndex.ndim</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.empty.html">pyspark.pandas.MultiIndex.empty</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.T.html">pyspark.pandas.MultiIndex.T</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.size.html">pyspark.pandas.MultiIndex.size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.nlevels.html">pyspark.pandas.MultiIndex.nlevels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.levshape.html">pyspark.pandas.MultiIndex.levshape</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.values.html">pyspark.pandas.MultiIndex.values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.dtypes.html">pyspark.pandas.MultiIndex.dtypes</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.swaplevel.html">pyspark.pandas.MultiIndex.swaplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.droplevel.html">pyspark.pandas.MultiIndex.droplevel</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.fillna.html">pyspark.pandas.MultiIndex.fillna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.dropna.html">pyspark.pandas.MultiIndex.dropna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.equals.html">pyspark.pandas.MultiIndex.equals</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.equal_levels.html">pyspark.pandas.MultiIndex.equal_levels</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.identical.html">pyspark.pandas.MultiIndex.identical</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.insert.html">pyspark.pandas.MultiIndex.insert</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.drop.html">pyspark.pandas.MultiIndex.drop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.copy.html">pyspark.pandas.MultiIndex.copy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.delete.html">pyspark.pandas.MultiIndex.delete</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.rename.html">pyspark.pandas.MultiIndex.rename</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.repeat.html">pyspark.pandas.MultiIndex.repeat</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.take.html">pyspark.pandas.MultiIndex.take</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.unique.html">pyspark.pandas.MultiIndex.unique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.min.html">pyspark.pandas.MultiIndex.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.max.html">pyspark.pandas.MultiIndex.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.value_counts.html">pyspark.pandas.MultiIndex.value_counts</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.append.html">pyspark.pandas.MultiIndex.append</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.intersection.html">pyspark.pandas.MultiIndex.intersection</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.union.html">pyspark.pandas.MultiIndex.union</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.difference.html">pyspark.pandas.MultiIndex.difference</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.symmetric_difference.html">pyspark.pandas.MultiIndex.symmetric_difference</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.astype.html">pyspark.pandas.MultiIndex.astype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.item.html">pyspark.pandas.MultiIndex.item</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.to_list.html">pyspark.pandas.MultiIndex.to_list</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.to_series.html">pyspark.pandas.MultiIndex.to_series</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.to_frame.html">pyspark.pandas.MultiIndex.to_frame</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.view.html">pyspark.pandas.MultiIndex.view</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.to_numpy.html">pyspark.pandas.MultiIndex.to_numpy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.spark.data_type.html">pyspark.pandas.MultiIndex.spark.data_type</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.spark.column.html">pyspark.pandas.MultiIndex.spark.column</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.spark.transform.html">pyspark.pandas.MultiIndex.spark.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.MultiIndex.sort_values.html">pyspark.pandas.MultiIndex.sort_values</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.html">pyspark.pandas.DatetimeIndex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.year.html">pyspark.pandas.DatetimeIndex.year</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.month.html">pyspark.pandas.DatetimeIndex.month</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.day.html">pyspark.pandas.DatetimeIndex.day</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.hour.html">pyspark.pandas.DatetimeIndex.hour</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.minute.html">pyspark.pandas.DatetimeIndex.minute</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.second.html">pyspark.pandas.DatetimeIndex.second</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.microsecond.html">pyspark.pandas.DatetimeIndex.microsecond</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.isocalendar.html">pyspark.pandas.DatetimeIndex.isocalendar</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.dayofweek.html">pyspark.pandas.DatetimeIndex.dayofweek</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.day_of_week.html">pyspark.pandas.DatetimeIndex.day_of_week</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.weekday.html">pyspark.pandas.DatetimeIndex.weekday</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.dayofyear.html">pyspark.pandas.DatetimeIndex.dayofyear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.day_of_year.html">pyspark.pandas.DatetimeIndex.day_of_year</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.quarter.html">pyspark.pandas.DatetimeIndex.quarter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_month_start.html">pyspark.pandas.DatetimeIndex.is_month_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_month_end.html">pyspark.pandas.DatetimeIndex.is_month_end</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_quarter_start.html">pyspark.pandas.DatetimeIndex.is_quarter_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_quarter_end.html">pyspark.pandas.DatetimeIndex.is_quarter_end</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_year_start.html">pyspark.pandas.DatetimeIndex.is_year_start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_year_end.html">pyspark.pandas.DatetimeIndex.is_year_end</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.is_leap_year.html">pyspark.pandas.DatetimeIndex.is_leap_year</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.daysinmonth.html">pyspark.pandas.DatetimeIndex.daysinmonth</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.days_in_month.html">pyspark.pandas.DatetimeIndex.days_in_month</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.indexer_between_time.html">pyspark.pandas.DatetimeIndex.indexer_between_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.indexer_at_time.html">pyspark.pandas.DatetimeIndex.indexer_at_time</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.normalize.html">pyspark.pandas.DatetimeIndex.normalize</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.strftime.html">pyspark.pandas.DatetimeIndex.strftime</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.round.html">pyspark.pandas.DatetimeIndex.round</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.floor.html">pyspark.pandas.DatetimeIndex.floor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.ceil.html">pyspark.pandas.DatetimeIndex.ceil</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.month_name.html">pyspark.pandas.DatetimeIndex.month_name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.DatetimeIndex.day_name.html">pyspark.pandas.DatetimeIndex.day_name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.TimedeltaIndex.html">pyspark.pandas.TimedeltaIndex</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.TimedeltaIndex.days.html">pyspark.pandas.TimedeltaIndex.days</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.TimedeltaIndex.seconds.html">pyspark.pandas.TimedeltaIndex.seconds</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.TimedeltaIndex.microseconds.html">pyspark.pandas.TimedeltaIndex.microseconds</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/window.html">Window</a><input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-27"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Rolling.count.html">pyspark.pandas.window.Rolling.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Rolling.sum.html">pyspark.pandas.window.Rolling.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Rolling.min.html">pyspark.pandas.window.Rolling.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Rolling.max.html">pyspark.pandas.window.Rolling.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Rolling.mean.html">pyspark.pandas.window.Rolling.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Rolling.quantile.html">pyspark.pandas.window.Rolling.quantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Expanding.count.html">pyspark.pandas.window.Expanding.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Expanding.sum.html">pyspark.pandas.window.Expanding.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Expanding.min.html">pyspark.pandas.window.Expanding.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Expanding.max.html">pyspark.pandas.window.Expanding.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Expanding.mean.html">pyspark.pandas.window.Expanding.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.Expanding.quantile.html">pyspark.pandas.window.Expanding.quantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.window.ExponentialMoving.mean.html">pyspark.pandas.window.ExponentialMoving.mean</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/groupby.html">GroupBy</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-28"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.get_group.html">pyspark.pandas.groupby.GroupBy.get_group</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.apply.html">pyspark.pandas.groupby.GroupBy.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.transform.html">pyspark.pandas.groupby.GroupBy.transform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.DataFrameGroupBy.agg.html">pyspark.pandas.groupby.DataFrameGroupBy.agg</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.DataFrameGroupBy.aggregate.html">pyspark.pandas.groupby.DataFrameGroupBy.aggregate</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.all.html">pyspark.pandas.groupby.GroupBy.all</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.any.html">pyspark.pandas.groupby.GroupBy.any</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.count.html">pyspark.pandas.groupby.GroupBy.count</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.cumcount.html">pyspark.pandas.groupby.GroupBy.cumcount</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.cummax.html">pyspark.pandas.groupby.GroupBy.cummax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.cummin.html">pyspark.pandas.groupby.GroupBy.cummin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.cumprod.html">pyspark.pandas.groupby.GroupBy.cumprod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.cumsum.html">pyspark.pandas.groupby.GroupBy.cumsum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.ewm.html">pyspark.pandas.groupby.GroupBy.ewm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.filter.html">pyspark.pandas.groupby.GroupBy.filter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.first.html">pyspark.pandas.groupby.GroupBy.first</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.last.html">pyspark.pandas.groupby.GroupBy.last</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.max.html">pyspark.pandas.groupby.GroupBy.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.mean.html">pyspark.pandas.groupby.GroupBy.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.median.html">pyspark.pandas.groupby.GroupBy.median</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.min.html">pyspark.pandas.groupby.GroupBy.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.nth.html">pyspark.pandas.groupby.GroupBy.nth</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.prod.html">pyspark.pandas.groupby.GroupBy.prod</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.rank.html">pyspark.pandas.groupby.GroupBy.rank</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.sem.html">pyspark.pandas.groupby.GroupBy.sem</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.std.html">pyspark.pandas.groupby.GroupBy.std</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.sum.html">pyspark.pandas.groupby.GroupBy.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.var.html">pyspark.pandas.groupby.GroupBy.var</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.nunique.html">pyspark.pandas.groupby.GroupBy.nunique</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.quantile.html">pyspark.pandas.groupby.GroupBy.quantile</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.size.html">pyspark.pandas.groupby.GroupBy.size</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.diff.html">pyspark.pandas.groupby.GroupBy.diff</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.idxmax.html">pyspark.pandas.groupby.GroupBy.idxmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.idxmin.html">pyspark.pandas.groupby.GroupBy.idxmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.fillna.html">pyspark.pandas.groupby.GroupBy.fillna</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.bfill.html">pyspark.pandas.groupby.GroupBy.bfill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.ffill.html">pyspark.pandas.groupby.GroupBy.ffill</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.head.html">pyspark.pandas.groupby.GroupBy.head</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.shift.html">pyspark.pandas.groupby.GroupBy.shift</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.GroupBy.tail.html">pyspark.pandas.groupby.GroupBy.tail</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.DataFrameGroupBy.describe.html">pyspark.pandas.groupby.DataFrameGroupBy.describe</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.SeriesGroupBy.nsmallest.html">pyspark.pandas.groupby.SeriesGroupBy.nsmallest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.SeriesGroupBy.nlargest.html">pyspark.pandas.groupby.SeriesGroupBy.nlargest</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.SeriesGroupBy.value_counts.html">pyspark.pandas.groupby.SeriesGroupBy.value_counts</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.groupby.SeriesGroupBy.unique.html">pyspark.pandas.groupby.SeriesGroupBy.unique</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/resampling.html">Resampling</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-29"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.resample.Resampler.max.html">pyspark.pandas.resample.Resampler.max</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.resample.Resampler.mean.html">pyspark.pandas.resample.Resampler.mean</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.resample.Resampler.min.html">pyspark.pandas.resample.Resampler.min</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.resample.Resampler.std.html">pyspark.pandas.resample.Resampler.std</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.resample.Resampler.sum.html">pyspark.pandas.resample.Resampler.sum</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.resample.Resampler.var.html">pyspark.pandas.resample.Resampler.var</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/options.html">Options and settings</a><input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-30"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.reset_option.html">pyspark.pandas.reset_option</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.get_option.html">pyspark.pandas.get_option</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.set_option.html">pyspark.pandas.set_option</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.option_context.html">pyspark.pandas.option_context</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/ml.html">Machine Learning utilities</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-31"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.mlflow.PythonModelWrapper.html">pyspark.pandas.mlflow.PythonModelWrapper</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.mlflow.load_model.html">pyspark.pandas.mlflow.load_model</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/extensions.html">Extensions</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-32"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.extensions.register_dataframe_accessor.html">pyspark.pandas.extensions.register_dataframe_accessor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.extensions.register_series_accessor.html">pyspark.pandas.extensions.register_series_accessor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.extensions.register_index_accessor.html">pyspark.pandas.extensions.register_index_accessor</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.pandas/testing.html">Testing</a><input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-33"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.testing.assert_frame_equal.html">pyspark.pandas.testing.assert_frame_equal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.testing.assert_series_equal.html">pyspark.pandas.testing.assert_series_equal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.pandas/api/pyspark.pandas.testing.assert_index_equal.html">pyspark.pandas.testing.assert_index_equal</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.ss/index.html">Structured Streaming</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-34"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.ss/core_classes.html">Core Classes</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-35"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.html">pyspark.sql.streaming.DataStreamReader</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.html">pyspark.sql.streaming.DataStreamWriter</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.html">pyspark.sql.streaming.StreamingQuery</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.html">pyspark.sql.streaming.StreamingQueryManager</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryListener.html">pyspark.sql.streaming.StreamingQueryListener</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.ss/io.html">Input/Output</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-36"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.csv.html">pyspark.sql.streaming.DataStreamReader.csv</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.format.html">pyspark.sql.streaming.DataStreamReader.format</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.json.html">pyspark.sql.streaming.DataStreamReader.json</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.load.html">pyspark.sql.streaming.DataStreamReader.load</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.option.html">pyspark.sql.streaming.DataStreamReader.option</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.options.html">pyspark.sql.streaming.DataStreamReader.options</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.orc.html">pyspark.sql.streaming.DataStreamReader.orc</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.parquet.html">pyspark.sql.streaming.DataStreamReader.parquet</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.schema.html">pyspark.sql.streaming.DataStreamReader.schema</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.table.html">pyspark.sql.streaming.DataStreamReader.table</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamReader.text.html">pyspark.sql.streaming.DataStreamReader.text</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.foreach.html">pyspark.sql.streaming.DataStreamWriter.foreach</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.foreachBatch.html">pyspark.sql.streaming.DataStreamWriter.foreachBatch</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.format.html">pyspark.sql.streaming.DataStreamWriter.format</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.option.html">pyspark.sql.streaming.DataStreamWriter.option</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.options.html">pyspark.sql.streaming.DataStreamWriter.options</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.outputMode.html">pyspark.sql.streaming.DataStreamWriter.outputMode</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.partitionBy.html">pyspark.sql.streaming.DataStreamWriter.partitionBy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.queryName.html">pyspark.sql.streaming.DataStreamWriter.queryName</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.start.html">pyspark.sql.streaming.DataStreamWriter.start</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.toTable.html">pyspark.sql.streaming.DataStreamWriter.toTable</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.trigger.html">pyspark.sql.streaming.DataStreamWriter.trigger</a></li>
</ul>
</li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../pyspark.ss/query_management.html">Query Management</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-37"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.awaitTermination.html">pyspark.sql.streaming.StreamingQuery.awaitTermination</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.exception.html">pyspark.sql.streaming.StreamingQuery.exception</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.explain.html">pyspark.sql.streaming.StreamingQuery.explain</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.id.html">pyspark.sql.streaming.StreamingQuery.id</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.isActive.html">pyspark.sql.streaming.StreamingQuery.isActive</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.lastProgress.html">pyspark.sql.streaming.StreamingQuery.lastProgress</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.name.html">pyspark.sql.streaming.StreamingQuery.name</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.processAllAvailable.html">pyspark.sql.streaming.StreamingQuery.processAllAvailable</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.recentProgress.html">pyspark.sql.streaming.StreamingQuery.recentProgress</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.runId.html">pyspark.sql.streaming.StreamingQuery.runId</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.status.html">pyspark.sql.streaming.StreamingQuery.status</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQuery.stop.html">pyspark.sql.streaming.StreamingQuery.stop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.active.html">pyspark.sql.streaming.StreamingQueryManager.active</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.addListener.html">pyspark.sql.streaming.StreamingQueryManager.addListener</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.awaitAnyTermination.html">pyspark.sql.streaming.StreamingQueryManager.awaitAnyTermination</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.get.html">pyspark.sql.streaming.StreamingQueryManager.get</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.removeListener.html">pyspark.sql.streaming.StreamingQueryManager.removeListener</a></li>
<li class="toctree-l3"><a class="reference internal" href="../pyspark.ss/api/pyspark.sql.streaming.StreamingQueryManager.resetTerminated.html">pyspark.sql.streaming.StreamingQueryManager.resetTerminated</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.ml.html">MLlib (DataFrame-based)</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-38"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.Transformer.html">Transformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.UnaryTransformer.html">UnaryTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.Estimator.html">Estimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.Model.html">Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.Predictor.html">Predictor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.PredictionModel.html">PredictionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.Pipeline.html">Pipeline</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.PipelineModel.html">PipelineModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.param.Param.html">Param</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.param.Params.html">Params</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.param.TypeConverters.html">TypeConverters</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Binarizer.html">Binarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.BucketedRandomProjectionLSH.html">BucketedRandomProjectionLSH</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.BucketedRandomProjectionLSHModel.html">BucketedRandomProjectionLSHModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Bucketizer.html">Bucketizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.ChiSqSelector.html">ChiSqSelector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.ChiSqSelectorModel.html">ChiSqSelectorModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.CountVectorizer.html">CountVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.CountVectorizerModel.html">CountVectorizerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.DCT.html">DCT</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.ElementwiseProduct.html">ElementwiseProduct</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.FeatureHasher.html">FeatureHasher</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.HashingTF.html">HashingTF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.IDF.html">IDF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.IDFModel.html">IDFModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Imputer.html">Imputer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.ImputerModel.html">ImputerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.IndexToString.html">IndexToString</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Interaction.html">Interaction</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.MaxAbsScaler.html">MaxAbsScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.MaxAbsScalerModel.html">MaxAbsScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.MinHashLSH.html">MinHashLSH</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.MinHashLSHModel.html">MinHashLSHModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.MinMaxScaler.html">MinMaxScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.MinMaxScalerModel.html">MinMaxScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.NGram.html">NGram</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Normalizer.html">Normalizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.OneHotEncoder.html">OneHotEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.OneHotEncoderModel.html">OneHotEncoderModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.PCA.html">PCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.PCAModel.html">PCAModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.PolynomialExpansion.html">PolynomialExpansion</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.QuantileDiscretizer.html">QuantileDiscretizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.RobustScaler.html">RobustScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.RobustScalerModel.html">RobustScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.RegexTokenizer.html">RegexTokenizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.RFormula.html">RFormula</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.RFormulaModel.html">RFormulaModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.SQLTransformer.html">SQLTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.StandardScaler.html">StandardScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.StandardScalerModel.html">StandardScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.StopWordsRemover.html">StopWordsRemover</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.StringIndexer.html">StringIndexer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.StringIndexerModel.html">StringIndexerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Tokenizer.html">Tokenizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.UnivariateFeatureSelector.html">UnivariateFeatureSelector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.UnivariateFeatureSelectorModel.html">UnivariateFeatureSelectorModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VarianceThresholdSelector.html">VarianceThresholdSelector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VarianceThresholdSelectorModel.html">VarianceThresholdSelectorModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VectorAssembler.html">VectorAssembler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VectorIndexer.html">VectorIndexer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VectorIndexerModel.html">VectorIndexerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VectorSizeHint.html">VectorSizeHint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.VectorSlicer.html">VectorSlicer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Word2Vec.html">Word2Vec</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.feature.Word2VecModel.html">Word2VecModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LinearSVC.html">LinearSVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LinearSVCModel.html">LinearSVCModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LinearSVCSummary.html">LinearSVCSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LinearSVCTrainingSummary.html">LinearSVCTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LogisticRegression.html">LogisticRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LogisticRegressionModel.html">LogisticRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LogisticRegressionSummary.html">LogisticRegressionSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.LogisticRegressionTrainingSummary.html">LogisticRegressionTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.BinaryLogisticRegressionSummary.html">BinaryLogisticRegressionSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.BinaryLogisticRegressionTrainingSummary.html">BinaryLogisticRegressionTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.DecisionTreeClassifier.html">DecisionTreeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.DecisionTreeClassificationModel.html">DecisionTreeClassificationModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.GBTClassifier.html">GBTClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.GBTClassificationModel.html">GBTClassificationModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.RandomForestClassifier.html">RandomForestClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.RandomForestClassificationModel.html">RandomForestClassificationModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.RandomForestClassificationSummary.html">RandomForestClassificationSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.RandomForestClassificationTrainingSummary.html">RandomForestClassificationTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.BinaryRandomForestClassificationSummary.html">BinaryRandomForestClassificationSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.BinaryRandomForestClassificationTrainingSummary.html">BinaryRandomForestClassificationTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.NaiveBayes.html">NaiveBayes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.NaiveBayesModel.html">NaiveBayesModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.MultilayerPerceptronClassifier.html">MultilayerPerceptronClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.MultilayerPerceptronClassificationModel.html">MultilayerPerceptronClassificationModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.MultilayerPerceptronClassificationSummary.html">MultilayerPerceptronClassificationSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.MultilayerPerceptronClassificationTrainingSummary.html">MultilayerPerceptronClassificationTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.OneVsRest.html">OneVsRest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.OneVsRestModel.html">OneVsRestModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.FMClassifier.html">FMClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.FMClassificationModel.html">FMClassificationModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.FMClassificationSummary.html">FMClassificationSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.classification.FMClassificationTrainingSummary.html">FMClassificationTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.BisectingKMeans.html">BisectingKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.BisectingKMeansModel.html">BisectingKMeansModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.BisectingKMeansSummary.html">BisectingKMeansSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.KMeans.html">KMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.KMeansModel.html">KMeansModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.KMeansSummary.html">KMeansSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.GaussianMixture.html">GaussianMixture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.GaussianMixtureModel.html">GaussianMixtureModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.GaussianMixtureSummary.html">GaussianMixtureSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.LDA.html">LDA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.LDAModel.html">LDAModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.LocalLDAModel.html">LocalLDAModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.DistributedLDAModel.html">DistributedLDAModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.clustering.PowerIterationClustering.html">PowerIterationClustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.functions.array_to_vector.html">pyspark.ml.functions.array_to_vector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.functions.vector_to_array.html">pyspark.ml.functions.vector_to_array</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.functions.predict_batch_udf.html">pyspark.ml.functions.predict_batch_udf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.Vector.html">Vector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.DenseVector.html">DenseVector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.SparseVector.html">SparseVector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.Vectors.html">Vectors</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.Matrix.html">Matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.DenseMatrix.html">DenseMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.SparseMatrix.html">SparseMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.linalg.Matrices.html">Matrices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.recommendation.ALS.html">ALS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.recommendation.ALSModel.html">ALSModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.AFTSurvivalRegression.html">AFTSurvivalRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.AFTSurvivalRegressionModel.html">AFTSurvivalRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.DecisionTreeRegressor.html">DecisionTreeRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.DecisionTreeRegressionModel.html">DecisionTreeRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.GBTRegressor.html">GBTRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.GBTRegressionModel.html">GBTRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.GeneralizedLinearRegression.html">GeneralizedLinearRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.GeneralizedLinearRegressionModel.html">GeneralizedLinearRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.GeneralizedLinearRegressionSummary.html">GeneralizedLinearRegressionSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.GeneralizedLinearRegressionTrainingSummary.html">GeneralizedLinearRegressionTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.IsotonicRegression.html">IsotonicRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.IsotonicRegressionModel.html">IsotonicRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.LinearRegression.html">LinearRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.LinearRegressionModel.html">LinearRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.LinearRegressionSummary.html">LinearRegressionSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.LinearRegressionTrainingSummary.html">LinearRegressionTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.RandomForestRegressor.html">RandomForestRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.RandomForestRegressionModel.html">RandomForestRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.FMRegressor.html">FMRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.regression.FMRegressionModel.html">FMRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.stat.ChiSquareTest.html">ChiSquareTest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.stat.Correlation.html">Correlation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.stat.KolmogorovSmirnovTest.html">KolmogorovSmirnovTest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.stat.MultivariateGaussian.html">MultivariateGaussian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.stat.Summarizer.html">Summarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.stat.SummaryBuilder.html">SummaryBuilder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.tuning.ParamGridBuilder.html">ParamGridBuilder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.tuning.CrossValidator.html">CrossValidator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.tuning.CrossValidatorModel.html">CrossValidatorModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.tuning.TrainValidationSplit.html">TrainValidationSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.tuning.TrainValidationSplitModel.html">TrainValidationSplitModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.Evaluator.html">Evaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.BinaryClassificationEvaluator.html">BinaryClassificationEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.RegressionEvaluator.html">RegressionEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.MulticlassClassificationEvaluator.html">MulticlassClassificationEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.MultilabelClassificationEvaluator.html">MultilabelClassificationEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.ClusteringEvaluator.html">ClusteringEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.evaluation.RankingEvaluator.html">RankingEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.fpm.FPGrowth.html">FPGrowth</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.fpm.FPGrowthModel.html">FPGrowthModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.fpm.PrefixSpan.html">PrefixSpan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.image.ImageSchema.html">ImageSchema</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.image._ImageSchema.html">_ImageSchema</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.torch.distributor.TorchDistributor.html">TorchDistributor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.deepspeed.deepspeed_distributor.DeepspeedTorchDistributor.html">DeepspeedTorchDistributor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.BaseReadWrite.html">BaseReadWrite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.DefaultParamsReadable.html">DefaultParamsReadable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.DefaultParamsReader.html">DefaultParamsReader</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.DefaultParamsWritable.html">DefaultParamsWritable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.DefaultParamsWriter.html">DefaultParamsWriter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.GeneralMLWriter.html">GeneralMLWriter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.HasTrainingSummary.html">HasTrainingSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.Identifiable.html">Identifiable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.MLReadable.html">MLReadable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.MLReader.html">MLReader</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.MLWritable.html">MLWritable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.util.MLWriter.html">MLWriter</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.ml.connect.html">MLlib (DataFrame-based) for Spark Connect</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-39"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.Transformer.html">Transformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.Estimator.html">Estimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.Model.html">Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.Evaluator.html">Evaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.Pipeline.html">Pipeline</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.PipelineModel.html">PipelineModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.feature.MaxAbsScaler.html">MaxAbsScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.feature.MaxAbsScalerModel.html">MaxAbsScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.feature.StandardScaler.html">StandardScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.feature.StandardScalerModel.html">StandardScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.feature.ArrayAssembler.html">ArrayAssembler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.classification.LogisticRegression.html">LogisticRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.classification.LogisticRegressionModel.html">LogisticRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.functions.array_to_vector.html">pyspark.ml.connect.functions.array_to_vector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.functions.vector_to_array.html">pyspark.ml.connect.functions.vector_to_array</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.tuning.CrossValidator.html">CrossValidator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.tuning.CrossValidatorModel.html">CrossValidatorModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.evaluation.RegressionEvaluator.html">RegressionEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.evaluation.BinaryClassificationEvaluator.html">BinaryClassificationEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.evaluation.MulticlassClassificationEvaluator.html">MulticlassClassificationEvaluator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.io_utils.ParamsReadWrite.html">ParamsReadWrite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.io_utils.CoreModelReadWrite.html">CoreModelReadWrite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.ml.connect.io_utils.MetaAlgorithmReadWrite.html">MetaAlgorithmReadWrite</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.streaming.html">Spark Streaming (Legacy)</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-40"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.html">pyspark.streaming.StreamingContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.html">pyspark.streaming.DStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.addStreamingListener.html">pyspark.streaming.StreamingContext.addStreamingListener</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.awaitTermination.html">pyspark.streaming.StreamingContext.awaitTermination</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.awaitTerminationOrTimeout.html">pyspark.streaming.StreamingContext.awaitTerminationOrTimeout</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.checkpoint.html">pyspark.streaming.StreamingContext.checkpoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.getActive.html">pyspark.streaming.StreamingContext.getActive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.getActiveOrCreate.html">pyspark.streaming.StreamingContext.getActiveOrCreate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.getOrCreate.html">pyspark.streaming.StreamingContext.getOrCreate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.remember.html">pyspark.streaming.StreamingContext.remember</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.sparkContext.html">pyspark.streaming.StreamingContext.sparkContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.start.html">pyspark.streaming.StreamingContext.start</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.stop.html">pyspark.streaming.StreamingContext.stop</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.transform.html">pyspark.streaming.StreamingContext.transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.union.html">pyspark.streaming.StreamingContext.union</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.binaryRecordsStream.html">pyspark.streaming.StreamingContext.binaryRecordsStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.queueStream.html">pyspark.streaming.StreamingContext.queueStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.socketTextStream.html">pyspark.streaming.StreamingContext.socketTextStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.StreamingContext.textFileStream.html">pyspark.streaming.StreamingContext.textFileStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.pprint.html">pyspark.streaming.DStream.pprint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.saveAsTextFiles.html">pyspark.streaming.DStream.saveAsTextFiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.cache.html">pyspark.streaming.DStream.cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.checkpoint.html">pyspark.streaming.DStream.checkpoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.cogroup.html">pyspark.streaming.DStream.cogroup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.combineByKey.html">pyspark.streaming.DStream.combineByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.context.html">pyspark.streaming.DStream.context</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.count.html">pyspark.streaming.DStream.count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.countByValue.html">pyspark.streaming.DStream.countByValue</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.countByValueAndWindow.html">pyspark.streaming.DStream.countByValueAndWindow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.countByWindow.html">pyspark.streaming.DStream.countByWindow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.filter.html">pyspark.streaming.DStream.filter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.flatMap.html">pyspark.streaming.DStream.flatMap</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.flatMapValues.html">pyspark.streaming.DStream.flatMapValues</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.foreachRDD.html">pyspark.streaming.DStream.foreachRDD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.fullOuterJoin.html">pyspark.streaming.DStream.fullOuterJoin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.glom.html">pyspark.streaming.DStream.glom</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.groupByKey.html">pyspark.streaming.DStream.groupByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.groupByKeyAndWindow.html">pyspark.streaming.DStream.groupByKeyAndWindow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.join.html">pyspark.streaming.DStream.join</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.leftOuterJoin.html">pyspark.streaming.DStream.leftOuterJoin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.map.html">pyspark.streaming.DStream.map</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.mapPartitions.html">pyspark.streaming.DStream.mapPartitions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.mapPartitionsWithIndex.html">pyspark.streaming.DStream.mapPartitionsWithIndex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.mapValues.html">pyspark.streaming.DStream.mapValues</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.partitionBy.html">pyspark.streaming.DStream.partitionBy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.persist.html">pyspark.streaming.DStream.persist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.reduce.html">pyspark.streaming.DStream.reduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.reduceByKey.html">pyspark.streaming.DStream.reduceByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.reduceByKeyAndWindow.html">pyspark.streaming.DStream.reduceByKeyAndWindow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.reduceByWindow.html">pyspark.streaming.DStream.reduceByWindow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.repartition.html">pyspark.streaming.DStream.repartition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.rightOuterJoin.html">pyspark.streaming.DStream.rightOuterJoin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.slice.html">pyspark.streaming.DStream.slice</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.transform.html">pyspark.streaming.DStream.transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.transformWith.html">pyspark.streaming.DStream.transformWith</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.union.html">pyspark.streaming.DStream.union</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.updateStateByKey.html">pyspark.streaming.DStream.updateStateByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.DStream.window.html">pyspark.streaming.DStream.window</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.kinesis.KinesisUtils.createStream.html">pyspark.streaming.kinesis.KinesisUtils.createStream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.kinesis.InitialPositionInStream.LATEST.html">pyspark.streaming.kinesis.InitialPositionInStream.LATEST</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.streaming.kinesis.InitialPositionInStream.TRIM_HORIZON.html">pyspark.streaming.kinesis.InitialPositionInStream.TRIM_HORIZON</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.mllib.html">MLlib (RDD-based)</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-41"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.LogisticRegressionModel.html">LogisticRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.LogisticRegressionWithSGD.html">LogisticRegressionWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.LogisticRegressionWithLBFGS.html">LogisticRegressionWithLBFGS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.SVMModel.html">SVMModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.SVMWithSGD.html">SVMWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.NaiveBayesModel.html">NaiveBayesModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.NaiveBayes.html">NaiveBayes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.classification.StreamingLogisticRegressionWithSGD.html">StreamingLogisticRegressionWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.BisectingKMeansModel.html">BisectingKMeansModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.BisectingKMeans.html">BisectingKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.KMeansModel.html">KMeansModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.KMeans.html">KMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.GaussianMixtureModel.html">GaussianMixtureModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.GaussianMixture.html">GaussianMixture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.PowerIterationClusteringModel.html">PowerIterationClusteringModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.PowerIterationClustering.html">PowerIterationClustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.StreamingKMeans.html">StreamingKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.StreamingKMeansModel.html">StreamingKMeansModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.LDA.html">LDA</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.clustering.LDAModel.html">LDAModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.evaluation.BinaryClassificationMetrics.html">BinaryClassificationMetrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.evaluation.RegressionMetrics.html">RegressionMetrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.evaluation.MulticlassMetrics.html">MulticlassMetrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.evaluation.RankingMetrics.html">RankingMetrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.Normalizer.html">Normalizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.StandardScalerModel.html">StandardScalerModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.StandardScaler.html">StandardScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.HashingTF.html">HashingTF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.IDFModel.html">IDFModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.IDF.html">IDF</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.Word2Vec.html">Word2Vec</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.Word2VecModel.html">Word2VecModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.ChiSqSelector.html">ChiSqSelector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.ChiSqSelectorModel.html">ChiSqSelectorModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.feature.ElementwiseProduct.html">ElementwiseProduct</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.fpm.FPGrowth.html">FPGrowth</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.fpm.FPGrowthModel.html">FPGrowthModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.fpm.PrefixSpan.html">PrefixSpan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.fpm.PrefixSpanModel.html">PrefixSpanModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.Vector.html">Vector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.DenseVector.html">DenseVector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.SparseVector.html">SparseVector</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.Vectors.html">Vectors</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.Matrix.html">Matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.DenseMatrix.html">DenseMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.SparseMatrix.html">SparseMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.Matrices.html">Matrices</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.QRDecomposition.html">QRDecomposition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.BlockMatrix.html">BlockMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.CoordinateMatrix.html">CoordinateMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.DistributedMatrix.html">DistributedMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.IndexedRow.html">IndexedRow</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.IndexedRowMatrix.html">IndexedRowMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.MatrixEntry.html">MatrixEntry</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.RowMatrix.html">RowMatrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.linalg.distributed.SingularValueDecomposition.html">SingularValueDecomposition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.random.RandomRDDs.html">RandomRDDs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.recommendation.MatrixFactorizationModel.html">MatrixFactorizationModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.recommendation.ALS.html">ALS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.recommendation.Rating.html">Rating</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.LabeledPoint.html">LabeledPoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.LinearModel.html">LinearModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.LinearRegressionModel.html">LinearRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.LinearRegressionWithSGD.html">LinearRegressionWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.RidgeRegressionModel.html">RidgeRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.RidgeRegressionWithSGD.html">RidgeRegressionWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.LassoModel.html">LassoModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.LassoWithSGD.html">LassoWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.IsotonicRegressionModel.html">IsotonicRegressionModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.IsotonicRegression.html">IsotonicRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.StreamingLinearAlgorithm.html">StreamingLinearAlgorithm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.regression.StreamingLinearRegressionWithSGD.html">StreamingLinearRegressionWithSGD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.Statistics.html">Statistics</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.MultivariateStatisticalSummary.html">MultivariateStatisticalSummary</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.ChiSqTestResult.html">ChiSqTestResult</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.MultivariateGaussian.html">MultivariateGaussian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.KernelDensity.html">KernelDensity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.ChiSqTestResult.html">ChiSqTestResult</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.stat.KolmogorovSmirnovTestResult.html">KolmogorovSmirnovTestResult</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.tree.DecisionTreeModel.html">DecisionTreeModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.tree.DecisionTree.html">DecisionTree</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.tree.RandomForestModel.html">RandomForestModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.tree.RandomForest.html">RandomForest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.tree.GradientBoostedTreesModel.html">GradientBoostedTreesModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.tree.GradientBoostedTrees.html">GradientBoostedTrees</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.util.JavaLoader.html">JavaLoader</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.util.JavaSaveable.html">JavaSaveable</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.util.LinearDataGenerator.html">LinearDataGenerator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.util.Loader.html">Loader</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.util.MLUtils.html">MLUtils</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.mllib.util.Saveable.html">Saveable</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.html">Spark Core</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-42"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.html">pyspark.SparkContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.html">pyspark.RDD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.html">pyspark.Broadcast</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Accumulator.html">pyspark.Accumulator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.AccumulatorParam.html">pyspark.AccumulatorParam</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.html">pyspark.SparkConf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkFiles.html">pyspark.SparkFiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.html">pyspark.StorageLevel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.html">pyspark.TaskContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDDBarrier.html">pyspark.RDDBarrier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.html">pyspark.BarrierTaskContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskInfo.html">pyspark.BarrierTaskInfo</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.InheritableThread.html">pyspark.InheritableThread</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.util.VersionUtils.html">pyspark.util.VersionUtils</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.PACKAGE_EXTENSIONS.html">pyspark.SparkContext.PACKAGE_EXTENSIONS</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.accumulator.html">pyspark.SparkContext.accumulator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.addArchive.html">pyspark.SparkContext.addArchive</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.addFile.html">pyspark.SparkContext.addFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.addJobTag.html">pyspark.SparkContext.addJobTag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.addPyFile.html">pyspark.SparkContext.addPyFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.applicationId.html">pyspark.SparkContext.applicationId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.binaryFiles.html">pyspark.SparkContext.binaryFiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.binaryRecords.html">pyspark.SparkContext.binaryRecords</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.broadcast.html">pyspark.SparkContext.broadcast</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.cancelAllJobs.html">pyspark.SparkContext.cancelAllJobs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.cancelJobGroup.html">pyspark.SparkContext.cancelJobGroup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.cancelJobsWithTag.html">pyspark.SparkContext.cancelJobsWithTag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.clearJobTags.html">pyspark.SparkContext.clearJobTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.defaultMinPartitions.html">pyspark.SparkContext.defaultMinPartitions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.defaultParallelism.html">pyspark.SparkContext.defaultParallelism</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.dump_profiles.html">pyspark.SparkContext.dump_profiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.emptyRDD.html">pyspark.SparkContext.emptyRDD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.getCheckpointDir.html">pyspark.SparkContext.getCheckpointDir</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.getConf.html">pyspark.SparkContext.getConf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.getJobTags.html">pyspark.SparkContext.getJobTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.getLocalProperty.html">pyspark.SparkContext.getLocalProperty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.getOrCreate.html">pyspark.SparkContext.getOrCreate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.hadoopFile.html">pyspark.SparkContext.hadoopFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.hadoopRDD.html">pyspark.SparkContext.hadoopRDD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.listArchives.html">pyspark.SparkContext.listArchives</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.listFiles.html">pyspark.SparkContext.listFiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.newAPIHadoopFile.html">pyspark.SparkContext.newAPIHadoopFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.newAPIHadoopRDD.html">pyspark.SparkContext.newAPIHadoopRDD</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.parallelize.html">pyspark.SparkContext.parallelize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.pickleFile.html">pyspark.SparkContext.pickleFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.range.html">pyspark.SparkContext.range</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.resources.html">pyspark.SparkContext.resources</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.removeJobTag.html">pyspark.SparkContext.removeJobTag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.runJob.html">pyspark.SparkContext.runJob</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.sequenceFile.html">pyspark.SparkContext.sequenceFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setCheckpointDir.html">pyspark.SparkContext.setCheckpointDir</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setInterruptOnCancel.html">pyspark.SparkContext.setInterruptOnCancel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setJobDescription.html">pyspark.SparkContext.setJobDescription</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setJobGroup.html">pyspark.SparkContext.setJobGroup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setLocalProperty.html">pyspark.SparkContext.setLocalProperty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setLogLevel.html">pyspark.SparkContext.setLogLevel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.setSystemProperty.html">pyspark.SparkContext.setSystemProperty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.show_profiles.html">pyspark.SparkContext.show_profiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.sparkUser.html">pyspark.SparkContext.sparkUser</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.startTime.html">pyspark.SparkContext.startTime</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.statusTracker.html">pyspark.SparkContext.statusTracker</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.stop.html">pyspark.SparkContext.stop</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.textFile.html">pyspark.SparkContext.textFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.uiWebUrl.html">pyspark.SparkContext.uiWebUrl</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.union.html">pyspark.SparkContext.union</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.version.html">pyspark.SparkContext.version</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkContext.wholeTextFiles.html">pyspark.SparkContext.wholeTextFiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.aggregate.html">pyspark.RDD.aggregate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.aggregateByKey.html">pyspark.RDD.aggregateByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.barrier.html">pyspark.RDD.barrier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.cache.html">pyspark.RDD.cache</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.cartesian.html">pyspark.RDD.cartesian</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.checkpoint.html">pyspark.RDD.checkpoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.cleanShuffleDependencies.html">pyspark.RDD.cleanShuffleDependencies</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.coalesce.html">pyspark.RDD.coalesce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.cogroup.html">pyspark.RDD.cogroup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.collect.html">pyspark.RDD.collect</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.collectAsMap.html">pyspark.RDD.collectAsMap</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.collectWithJobGroup.html">pyspark.RDD.collectWithJobGroup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.combineByKey.html">pyspark.RDD.combineByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.context.html">pyspark.RDD.context</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.count.html">pyspark.RDD.count</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.countApprox.html">pyspark.RDD.countApprox</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.countApproxDistinct.html">pyspark.RDD.countApproxDistinct</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.countByKey.html">pyspark.RDD.countByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.countByValue.html">pyspark.RDD.countByValue</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.distinct.html">pyspark.RDD.distinct</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.filter.html">pyspark.RDD.filter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.first.html">pyspark.RDD.first</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.flatMap.html">pyspark.RDD.flatMap</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.flatMapValues.html">pyspark.RDD.flatMapValues</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.fold.html">pyspark.RDD.fold</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.foldByKey.html">pyspark.RDD.foldByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.foreach.html">pyspark.RDD.foreach</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.foreachPartition.html">pyspark.RDD.foreachPartition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.fullOuterJoin.html">pyspark.RDD.fullOuterJoin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.getCheckpointFile.html">pyspark.RDD.getCheckpointFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.getNumPartitions.html">pyspark.RDD.getNumPartitions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.getResourceProfile.html">pyspark.RDD.getResourceProfile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.getStorageLevel.html">pyspark.RDD.getStorageLevel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.glom.html">pyspark.RDD.glom</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.groupBy.html">pyspark.RDD.groupBy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.groupByKey.html">pyspark.RDD.groupByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.groupWith.html">pyspark.RDD.groupWith</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.histogram.html">pyspark.RDD.histogram</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.id.html">pyspark.RDD.id</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.intersection.html">pyspark.RDD.intersection</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.isCheckpointed.html">pyspark.RDD.isCheckpointed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.isEmpty.html">pyspark.RDD.isEmpty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.isLocallyCheckpointed.html">pyspark.RDD.isLocallyCheckpointed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.join.html">pyspark.RDD.join</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.keyBy.html">pyspark.RDD.keyBy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.keys.html">pyspark.RDD.keys</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.leftOuterJoin.html">pyspark.RDD.leftOuterJoin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.localCheckpoint.html">pyspark.RDD.localCheckpoint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.lookup.html">pyspark.RDD.lookup</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.map.html">pyspark.RDD.map</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.mapPartitions.html">pyspark.RDD.mapPartitions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.mapPartitionsWithIndex.html">pyspark.RDD.mapPartitionsWithIndex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.mapPartitionsWithSplit.html">pyspark.RDD.mapPartitionsWithSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.mapValues.html">pyspark.RDD.mapValues</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.max.html">pyspark.RDD.max</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.mean.html">pyspark.RDD.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.meanApprox.html">pyspark.RDD.meanApprox</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.min.html">pyspark.RDD.min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.name.html">pyspark.RDD.name</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.partitionBy.html">pyspark.RDD.partitionBy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.persist.html">pyspark.RDD.persist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.pipe.html">pyspark.RDD.pipe</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.randomSplit.html">pyspark.RDD.randomSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.reduce.html">pyspark.RDD.reduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.reduceByKey.html">pyspark.RDD.reduceByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.reduceByKeyLocally.html">pyspark.RDD.reduceByKeyLocally</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.repartition.html">pyspark.RDD.repartition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.repartitionAndSortWithinPartitions.html">pyspark.RDD.repartitionAndSortWithinPartitions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.rightOuterJoin.html">pyspark.RDD.rightOuterJoin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sample.html">pyspark.RDD.sample</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sampleByKey.html">pyspark.RDD.sampleByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sampleStdev.html">pyspark.RDD.sampleStdev</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sampleVariance.html">pyspark.RDD.sampleVariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsHadoopDataset.html">pyspark.RDD.saveAsHadoopDataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsHadoopFile.html">pyspark.RDD.saveAsHadoopFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsNewAPIHadoopDataset.html">pyspark.RDD.saveAsNewAPIHadoopDataset</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsNewAPIHadoopFile.html">pyspark.RDD.saveAsNewAPIHadoopFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsPickleFile.html">pyspark.RDD.saveAsPickleFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsSequenceFile.html">pyspark.RDD.saveAsSequenceFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.saveAsTextFile.html">pyspark.RDD.saveAsTextFile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.setName.html">pyspark.RDD.setName</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sortBy.html">pyspark.RDD.sortBy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sortByKey.html">pyspark.RDD.sortByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.stats.html">pyspark.RDD.stats</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.stdev.html">pyspark.RDD.stdev</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.subtract.html">pyspark.RDD.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.subtractByKey.html">pyspark.RDD.subtractByKey</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sum.html">pyspark.RDD.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.sumApprox.html">pyspark.RDD.sumApprox</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.take.html">pyspark.RDD.take</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.takeOrdered.html">pyspark.RDD.takeOrdered</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.takeSample.html">pyspark.RDD.takeSample</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.toDebugString.html">pyspark.RDD.toDebugString</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.toLocalIterator.html">pyspark.RDD.toLocalIterator</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.top.html">pyspark.RDD.top</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.treeAggregate.html">pyspark.RDD.treeAggregate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.treeReduce.html">pyspark.RDD.treeReduce</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.union.html">pyspark.RDD.union</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.unpersist.html">pyspark.RDD.unpersist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.values.html">pyspark.RDD.values</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.variance.html">pyspark.RDD.variance</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.withResources.html">pyspark.RDD.withResources</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.zip.html">pyspark.RDD.zip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.zipWithIndex.html">pyspark.RDD.zipWithIndex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDD.zipWithUniqueId.html">pyspark.RDD.zipWithUniqueId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.destroy.html">pyspark.Broadcast.destroy</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.dump.html">pyspark.Broadcast.dump</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.load.html">pyspark.Broadcast.load</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.load_from_path.html">pyspark.Broadcast.load_from_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.unpersist.html">pyspark.Broadcast.unpersist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Broadcast.value.html">pyspark.Broadcast.value</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Accumulator.add.html">pyspark.Accumulator.add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.Accumulator.value.html">pyspark.Accumulator.value</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.AccumulatorParam.addInPlace.html">pyspark.AccumulatorParam.addInPlace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.AccumulatorParam.zero.html">pyspark.AccumulatorParam.zero</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.inheritable_thread_target.html">pyspark.inheritable_thread_target</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.contains.html">pyspark.SparkConf.contains</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.get.html">pyspark.SparkConf.get</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.getAll.html">pyspark.SparkConf.getAll</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.set.html">pyspark.SparkConf.set</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.setAll.html">pyspark.SparkConf.setAll</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.setAppName.html">pyspark.SparkConf.setAppName</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.setExecutorEnv.html">pyspark.SparkConf.setExecutorEnv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.setIfMissing.html">pyspark.SparkConf.setIfMissing</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.setMaster.html">pyspark.SparkConf.setMaster</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.setSparkHome.html">pyspark.SparkConf.setSparkHome</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkConf.toDebugString.html">pyspark.SparkConf.toDebugString</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkFiles.get.html">pyspark.SparkFiles.get</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.SparkFiles.getRootDirectory.html">pyspark.SparkFiles.getRootDirectory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.DISK_ONLY.html">pyspark.StorageLevel.DISK_ONLY</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.DISK_ONLY_2.html">pyspark.StorageLevel.DISK_ONLY_2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.DISK_ONLY_3.html">pyspark.StorageLevel.DISK_ONLY_3</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.MEMORY_AND_DISK.html">pyspark.StorageLevel.MEMORY_AND_DISK</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.MEMORY_AND_DISK_2.html">pyspark.StorageLevel.MEMORY_AND_DISK_2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.MEMORY_AND_DISK_DESER.html">pyspark.StorageLevel.MEMORY_AND_DISK_DESER</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.MEMORY_ONLY.html">pyspark.StorageLevel.MEMORY_ONLY</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.MEMORY_ONLY_2.html">pyspark.StorageLevel.MEMORY_ONLY_2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.StorageLevel.OFF_HEAP.html">pyspark.StorageLevel.OFF_HEAP</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.attemptNumber.html">pyspark.TaskContext.attemptNumber</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.cpus.html">pyspark.TaskContext.cpus</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.get.html">pyspark.TaskContext.get</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.getLocalProperty.html">pyspark.TaskContext.getLocalProperty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.partitionId.html">pyspark.TaskContext.partitionId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.resources.html">pyspark.TaskContext.resources</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.stageId.html">pyspark.TaskContext.stageId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.TaskContext.taskAttemptId.html">pyspark.TaskContext.taskAttemptId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDDBarrier.mapPartitions.html">pyspark.RDDBarrier.mapPartitions</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.RDDBarrier.mapPartitionsWithIndex.html">pyspark.RDDBarrier.mapPartitionsWithIndex</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.allGather.html">pyspark.BarrierTaskContext.allGather</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.attemptNumber.html">pyspark.BarrierTaskContext.attemptNumber</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.barrier.html">pyspark.BarrierTaskContext.barrier</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.cpus.html">pyspark.BarrierTaskContext.cpus</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.get.html">pyspark.BarrierTaskContext.get</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.getLocalProperty.html">pyspark.BarrierTaskContext.getLocalProperty</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.getTaskInfos.html">pyspark.BarrierTaskContext.getTaskInfos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.partitionId.html">pyspark.BarrierTaskContext.partitionId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.resources.html">pyspark.BarrierTaskContext.resources</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.stageId.html">pyspark.BarrierTaskContext.stageId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.BarrierTaskContext.taskAttemptId.html">pyspark.BarrierTaskContext.taskAttemptId</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.util.VersionUtils.majorMinorVersion.html">pyspark.util.VersionUtils.majorMinorVersion</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.resource.html">Resource Management</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-43"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.ResourceInformation.html">pyspark.resource.ResourceInformation</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.ResourceProfile.html">pyspark.resource.ResourceProfile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.ResourceProfileBuilder.html">pyspark.resource.ResourceProfileBuilder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.ExecutorResourceRequest.html">pyspark.resource.ExecutorResourceRequest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.ExecutorResourceRequests.html">pyspark.resource.ExecutorResourceRequests</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.TaskResourceRequest.html">pyspark.resource.TaskResourceRequest</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.resource.TaskResourceRequests.html">pyspark.resource.TaskResourceRequests</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.errors.html">Errors</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-44"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.AnalysisException.html">pyspark.errors.AnalysisException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.ArithmeticException.html">pyspark.errors.ArithmeticException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.ArrayIndexOutOfBoundsException.html">pyspark.errors.ArrayIndexOutOfBoundsException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.DateTimeException.html">pyspark.errors.DateTimeException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.IllegalArgumentException.html">pyspark.errors.IllegalArgumentException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.NumberFormatException.html">pyspark.errors.NumberFormatException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.ParseException.html">pyspark.errors.ParseException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkAssertionError.html">pyspark.errors.PySparkAssertionError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkAttributeError.html">pyspark.errors.PySparkAttributeError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkException.html">pyspark.errors.PySparkException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkKeyError.html">pyspark.errors.PySparkKeyError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkNotImplementedError.html">pyspark.errors.PySparkNotImplementedError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkPicklingError.html">pyspark.errors.PySparkPicklingError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkRuntimeError.html">pyspark.errors.PySparkRuntimeError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkTypeError.html">pyspark.errors.PySparkTypeError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkValueError.html">pyspark.errors.PySparkValueError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkImportError.html">pyspark.errors.PySparkImportError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkIndexError.html">pyspark.errors.PySparkIndexError</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PythonException.html">pyspark.errors.PythonException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.QueryContext.html">pyspark.errors.QueryContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.QueryContextType.html">pyspark.errors.QueryContextType</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.QueryExecutionException.html">pyspark.errors.QueryExecutionException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.RetriesExceeded.html">pyspark.errors.RetriesExceeded</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.SessionNotSameException.html">pyspark.errors.SessionNotSameException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.SparkRuntimeException.html">pyspark.errors.SparkRuntimeException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.SparkUpgradeException.html">pyspark.errors.SparkUpgradeException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.SparkNoSuchElementException.html">pyspark.errors.SparkNoSuchElementException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.StreamingQueryException.html">pyspark.errors.StreamingQueryException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.TempTableAlreadyExistsException.html">pyspark.errors.TempTableAlreadyExistsException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.UnknownException.html">pyspark.errors.UnknownException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.UnsupportedOperationException.html">pyspark.errors.UnsupportedOperationException</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkException.getErrorClass.html">pyspark.errors.PySparkException.getErrorClass</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkException.getMessage.html">pyspark.errors.PySparkException.getMessage</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkException.getMessageParameters.html">pyspark.errors.PySparkException.getMessageParameters</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkException.getQueryContext.html">pyspark.errors.PySparkException.getQueryContext</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/pyspark.errors.PySparkException.getSqlState.html">pyspark.errors.PySparkException.getSqlState</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../pyspark.testing.html">Testing</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-45"><i class="fa-solid fa-chevron-down"></i></label><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>
</ul>
</li>
</ul>
</div>
</nav></div>
</div>
<div class="sidebar-primary-items__end sidebar-primary__section">
</div>
<div id="rtd-footer-container"></div>
</div>
<main id="main-content" class="bd-main">
<div class="bd-content">
<div class="bd-article-container">
<div class="bd-header-article">
<div class="header-article-items header-article__inner">
<div class="header-article-items__start">
<div class="header-article-item">
<nav aria-label="Breadcrumbs">
<ul class="bd-breadcrumbs" role="navigation" aria-label="Breadcrumb">
<li class="breadcrumb-item breadcrumb-home">
<a href="../../index.html" class="nav-link" aria-label="Home">
<i class="fa-solid fa-home"></i>
</a>
</li>
<li class="breadcrumb-item"><a href="../index.html" class="nav-link">API Reference</a></li>
<li class="breadcrumb-item"><a href="index.html" class="nav-link">Spark SQL</a></li>
<li class="breadcrumb-item active" aria-current="page">DataFrame</li>
</ul>
</nav>
</div>
</div>
</div>
</div>
<div id="searchbox"></div>
<article class="bd-article" role="main">
<section id="dataframe">
<h1>DataFrame<a class="headerlink" href="#dataframe" title="Permalink to this headline">#</a></h1>
<table class="autosummary longtable table autosummary">
<colgroup>
<col style="width: 10%" />
<col style="width: 90%" />
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.__getattr__.html#pyspark.sql.DataFrame.__getattr__" title="pyspark.sql.DataFrame.__getattr__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.__getattr__</span></code></a>(name)</p></td>
<td><p>Returns the <a class="reference internal" href="api/pyspark.sql.Column.html#pyspark.sql.Column" title="pyspark.sql.Column"><code class="xref py py-class docutils literal notranslate"><span class="pre">Column</span></code></a> denoted by <code class="docutils literal notranslate"><span class="pre">name</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.__getitem__.html#pyspark.sql.DataFrame.__getitem__" title="pyspark.sql.DataFrame.__getitem__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.__getitem__</span></code></a>(item)</p></td>
<td><p>Returns the column as a <a class="reference internal" href="api/pyspark.sql.Column.html#pyspark.sql.Column" title="pyspark.sql.Column"><code class="xref py py-class docutils literal notranslate"><span class="pre">Column</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.agg.html#pyspark.sql.DataFrame.agg" title="pyspark.sql.DataFrame.agg"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.agg</span></code></a>(*exprs)</p></td>
<td><p>Aggregate on the entire <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> without groups (shorthand for <code class="docutils literal notranslate"><span class="pre">df.groupBy().agg()</span></code>).</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.alias.html#pyspark.sql.DataFrame.alias" title="pyspark.sql.DataFrame.alias"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.alias</span></code></a>(alias)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with an alias set.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.approxQuantile.html#pyspark.sql.DataFrame.approxQuantile" title="pyspark.sql.DataFrame.approxQuantile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.approxQuantile</span></code></a>(col, probabilities, ...)</p></td>
<td><p>Calculates the approximate quantiles of numerical columns of a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.cache.html#pyspark.sql.DataFrame.cache" title="pyspark.sql.DataFrame.cache"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.cache</span></code></a>()</p></td>
<td><p>Persists the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with the default storage level (<cite>MEMORY_AND_DISK_DESER</cite>).</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.checkpoint.html#pyspark.sql.DataFrame.checkpoint" title="pyspark.sql.DataFrame.checkpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.checkpoint</span></code></a>([eager])</p></td>
<td><p>Returns a checkpointed version of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.coalesce.html#pyspark.sql.DataFrame.coalesce" title="pyspark.sql.DataFrame.coalesce"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.coalesce</span></code></a>(numPartitions)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> that has exactly <cite>numPartitions</cite> partitions.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.colRegex.html#pyspark.sql.DataFrame.colRegex" title="pyspark.sql.DataFrame.colRegex"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.colRegex</span></code></a>(colName)</p></td>
<td><p>Selects column based on the column name specified as a regex and returns it as <a class="reference internal" href="api/pyspark.sql.Column.html#pyspark.sql.Column" title="pyspark.sql.Column"><code class="xref py py-class docutils literal notranslate"><span class="pre">Column</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.collect.html#pyspark.sql.DataFrame.collect" title="pyspark.sql.DataFrame.collect"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.collect</span></code></a>()</p></td>
<td><p>Returns all the records in the DataFrame as a list of <a class="reference internal" href="api/pyspark.sql.Row.html#pyspark.sql.Row" title="pyspark.sql.Row"><code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.columns.html#pyspark.sql.DataFrame.columns" title="pyspark.sql.DataFrame.columns"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.columns</span></code></a></p></td>
<td><p>Retrieves the names of all columns in the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as a list.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.corr.html#pyspark.sql.DataFrame.corr" title="pyspark.sql.DataFrame.corr"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.corr</span></code></a>(col1, col2[, method])</p></td>
<td><p>Calculates the correlation of two columns of a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as a double value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.count.html#pyspark.sql.DataFrame.count" title="pyspark.sql.DataFrame.count"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.count</span></code></a>()</p></td>
<td><p>Returns the number of rows in this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.cov.html#pyspark.sql.DataFrame.cov" title="pyspark.sql.DataFrame.cov"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.cov</span></code></a>(col1, col2)</p></td>
<td><p>Calculate the sample covariance for the given columns, specified by their names, as a double value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.createGlobalTempView.html#pyspark.sql.DataFrame.createGlobalTempView" title="pyspark.sql.DataFrame.createGlobalTempView"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.createGlobalTempView</span></code></a>(name)</p></td>
<td><p>Creates a global temporary view with this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.createOrReplaceGlobalTempView.html#pyspark.sql.DataFrame.createOrReplaceGlobalTempView" title="pyspark.sql.DataFrame.createOrReplaceGlobalTempView"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.createOrReplaceGlobalTempView</span></code></a>(name)</p></td>
<td><p>Creates or replaces a global temporary view using the given name.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.createOrReplaceTempView.html#pyspark.sql.DataFrame.createOrReplaceTempView" title="pyspark.sql.DataFrame.createOrReplaceTempView"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.createOrReplaceTempView</span></code></a>(name)</p></td>
<td><p>Creates or replaces a local temporary view with this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.createTempView.html#pyspark.sql.DataFrame.createTempView" title="pyspark.sql.DataFrame.createTempView"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.createTempView</span></code></a>(name)</p></td>
<td><p>Creates a local temporary view with this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.crossJoin.html#pyspark.sql.DataFrame.crossJoin" title="pyspark.sql.DataFrame.crossJoin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.crossJoin</span></code></a>(other)</p></td>
<td><p>Returns the cartesian product with another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.crosstab.html#pyspark.sql.DataFrame.crosstab" title="pyspark.sql.DataFrame.crosstab"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.crosstab</span></code></a>(col1, col2)</p></td>
<td><p>Computes a pair-wise frequency table of the given columns.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.cube.html#pyspark.sql.DataFrame.cube" title="pyspark.sql.DataFrame.cube"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.cube</span></code></a>(*cols)</p></td>
<td><p>Create a multi-dimensional cube for the current <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> using the specified columns, allowing aggregations to be performed on them.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.describe.html#pyspark.sql.DataFrame.describe" title="pyspark.sql.DataFrame.describe"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.describe</span></code></a>(*cols)</p></td>
<td><p>Computes basic statistics for numeric and string columns.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.distinct.html#pyspark.sql.DataFrame.distinct" title="pyspark.sql.DataFrame.distinct"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.distinct</span></code></a>()</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing the distinct rows in this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.drop.html#pyspark.sql.DataFrame.drop" title="pyspark.sql.DataFrame.drop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.drop</span></code></a>(*cols)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> without specified columns.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.dropDuplicates.html#pyspark.sql.DataFrame.dropDuplicates" title="pyspark.sql.DataFrame.dropDuplicates"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.dropDuplicates</span></code></a>([subset])</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with duplicate rows removed, optionally only considering certain columns.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.dropDuplicatesWithinWatermark.html#pyspark.sql.DataFrame.dropDuplicatesWithinWatermark" title="pyspark.sql.DataFrame.dropDuplicatesWithinWatermark"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.dropDuplicatesWithinWatermark</span></code></a>([subset])</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with duplicate rows removed,</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.drop_duplicates.html#pyspark.sql.DataFrame.drop_duplicates" title="pyspark.sql.DataFrame.drop_duplicates"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.drop_duplicates</span></code></a>([subset])</p></td>
<td><p><code class="xref py py-func docutils literal notranslate"><span class="pre">drop_duplicates()</span></code> is an alias for <code class="xref py py-func docutils literal notranslate"><span class="pre">dropDuplicates()</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.dropna.html#pyspark.sql.DataFrame.dropna" title="pyspark.sql.DataFrame.dropna"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.dropna</span></code></a>([how, thresh, subset])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> omitting rows with null values.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.dtypes.html#pyspark.sql.DataFrame.dtypes" title="pyspark.sql.DataFrame.dtypes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.dtypes</span></code></a></p></td>
<td><p>Returns all column names and their data types as a list.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.exceptAll.html#pyspark.sql.DataFrame.exceptAll" title="pyspark.sql.DataFrame.exceptAll"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.exceptAll</span></code></a>(other)</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing rows in this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> but not in another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> while preserving duplicates.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.explain.html#pyspark.sql.DataFrame.explain" title="pyspark.sql.DataFrame.explain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.explain</span></code></a>([extended, mode])</p></td>
<td><p>Prints the (logical and physical) plans to the console for debugging purposes.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.fillna.html#pyspark.sql.DataFrame.fillna" title="pyspark.sql.DataFrame.fillna"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.fillna</span></code></a>(value[, subset])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> which null values are filled with new value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.filter.html#pyspark.sql.DataFrame.filter" title="pyspark.sql.DataFrame.filter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.filter</span></code></a>(condition)</p></td>
<td><p>Filters rows using the given condition.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.first.html#pyspark.sql.DataFrame.first" title="pyspark.sql.DataFrame.first"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.first</span></code></a>()</p></td>
<td><p>Returns the first row as a <a class="reference internal" href="api/pyspark.sql.Row.html#pyspark.sql.Row" title="pyspark.sql.Row"><code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.foreach.html#pyspark.sql.DataFrame.foreach" title="pyspark.sql.DataFrame.foreach"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.foreach</span></code></a>(f)</p></td>
<td><p>Applies the <code class="docutils literal notranslate"><span class="pre">f</span></code> function to all <a class="reference internal" href="api/pyspark.sql.Row.html#pyspark.sql.Row" title="pyspark.sql.Row"><code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code></a> of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.foreachPartition.html#pyspark.sql.DataFrame.foreachPartition" title="pyspark.sql.DataFrame.foreachPartition"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.foreachPartition</span></code></a>(f)</p></td>
<td><p>Applies the <code class="docutils literal notranslate"><span class="pre">f</span></code> function to each partition of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.freqItems.html#pyspark.sql.DataFrame.freqItems" title="pyspark.sql.DataFrame.freqItems"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.freqItems</span></code></a>(cols[, support])</p></td>
<td><p>Finding frequent items for columns, possibly with false positives.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.groupBy.html#pyspark.sql.DataFrame.groupBy" title="pyspark.sql.DataFrame.groupBy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.groupBy</span></code></a>(*cols)</p></td>
<td><p>Groups the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> by the specified columns so that aggregation can be performed on them.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.groupingSets.html#pyspark.sql.DataFrame.groupingSets" title="pyspark.sql.DataFrame.groupingSets"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.groupingSets</span></code></a>(groupingSets, *cols)</p></td>
<td><p>Create multi-dimensional aggregation for the current <cite>class</cite>:DataFrame using the specified grouping sets, so we can run aggregation on them.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.head.html#pyspark.sql.DataFrame.head" title="pyspark.sql.DataFrame.head"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.head</span></code></a>([n])</p></td>
<td><p>Returns the first <code class="docutils literal notranslate"><span class="pre">n</span></code> rows.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.hint.html#pyspark.sql.DataFrame.hint" title="pyspark.sql.DataFrame.hint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.hint</span></code></a>(name, *parameters)</p></td>
<td><p>Specifies some hint on the current <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.inputFiles.html#pyspark.sql.DataFrame.inputFiles" title="pyspark.sql.DataFrame.inputFiles"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.inputFiles</span></code></a>()</p></td>
<td><p>Returns a best-effort snapshot of the files that compose this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.intersect.html#pyspark.sql.DataFrame.intersect" title="pyspark.sql.DataFrame.intersect"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.intersect</span></code></a>(other)</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing rows only in both this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> and another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.intersectAll.html#pyspark.sql.DataFrame.intersectAll" title="pyspark.sql.DataFrame.intersectAll"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.intersectAll</span></code></a>(other)</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing rows in both this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> and another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> while preserving duplicates.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.isEmpty.html#pyspark.sql.DataFrame.isEmpty" title="pyspark.sql.DataFrame.isEmpty"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.isEmpty</span></code></a>()</p></td>
<td><p>Checks if the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> is empty and returns a boolean value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.isLocal.html#pyspark.sql.DataFrame.isLocal" title="pyspark.sql.DataFrame.isLocal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.isLocal</span></code></a>()</p></td>
<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the <code class="xref py py-func docutils literal notranslate"><span class="pre">collect()</span></code> and <code class="xref py py-func docutils literal notranslate"><span class="pre">take()</span></code> methods can be run locally (without any Spark executors).</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.isStreaming.html#pyspark.sql.DataFrame.isStreaming" title="pyspark.sql.DataFrame.isStreaming"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.isStreaming</span></code></a></p></td>
<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> contains one or more sources that continuously return data as it arrives.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.join.html#pyspark.sql.DataFrame.join" title="pyspark.sql.DataFrame.join"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.join</span></code></a>(other[, on, how])</p></td>
<td><p>Joins with another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>, using the given join expression.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.limit.html#pyspark.sql.DataFrame.limit" title="pyspark.sql.DataFrame.limit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.limit</span></code></a>(num)</p></td>
<td><p>Limits the result count to the number specified.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.localCheckpoint.html#pyspark.sql.DataFrame.localCheckpoint" title="pyspark.sql.DataFrame.localCheckpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.localCheckpoint</span></code></a>([eager])</p></td>
<td><p>Returns a locally checkpointed version of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.mapInPandas.html#pyspark.sql.DataFrame.mapInPandas" title="pyspark.sql.DataFrame.mapInPandas"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.mapInPandas</span></code></a>(func, schema[, ...])</p></td>
<td><p>Maps an iterator of batches in the current <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> using a Python native function that is performed on pandas DataFrames both as input and output, and returns the result as a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.mapInArrow.html#pyspark.sql.DataFrame.mapInArrow" title="pyspark.sql.DataFrame.mapInArrow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.mapInArrow</span></code></a>(func, schema[, ...])</p></td>
<td><p>Maps an iterator of batches in the current <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> using a Python native function that is performed on <cite>pyarrow.RecordBatch</cite>s both as input and output, and returns the result as a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.melt.html#pyspark.sql.DataFrame.melt" title="pyspark.sql.DataFrame.melt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.melt</span></code></a>(ids, values, ...)</p></td>
<td><p>Unpivot a DataFrame from wide format to long format, optionally leaving identifier columns set.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.na.html#pyspark.sql.DataFrame.na" title="pyspark.sql.DataFrame.na"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.na</span></code></a></p></td>
<td><p>Returns a <a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.html#pyspark.sql.DataFrameNaFunctions" title="pyspark.sql.DataFrameNaFunctions"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrameNaFunctions</span></code></a> for handling missing values.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.observe.html#pyspark.sql.DataFrame.observe" title="pyspark.sql.DataFrame.observe"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.observe</span></code></a>(observation, *exprs)</p></td>
<td><p>Define (named) metrics to observe on the DataFrame.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.offset.html#pyspark.sql.DataFrame.offset" title="pyspark.sql.DataFrame.offset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.offset</span></code></a>(num)</p></td>
<td><p>Returns a new :class: <cite>DataFrame</cite> by skipping the first <cite>n</cite> rows.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.orderBy.html#pyspark.sql.DataFrame.orderBy" title="pyspark.sql.DataFrame.orderBy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.orderBy</span></code></a>(*cols, **kwargs)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> sorted by the specified column(s).</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.persist.html#pyspark.sql.DataFrame.persist" title="pyspark.sql.DataFrame.persist"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.persist</span></code></a>([storageLevel])</p></td>
<td><p>Sets the storage level to persist the contents of the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> across operations after the first time it is computed.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.printSchema.html#pyspark.sql.DataFrame.printSchema" title="pyspark.sql.DataFrame.printSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.printSchema</span></code></a>([level])</p></td>
<td><p>Prints out the schema in the tree format.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.randomSplit.html#pyspark.sql.DataFrame.randomSplit" title="pyspark.sql.DataFrame.randomSplit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.randomSplit</span></code></a>(weights[, seed])</p></td>
<td><p>Randomly splits this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with the provided weights.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.rdd.html#pyspark.sql.DataFrame.rdd" title="pyspark.sql.DataFrame.rdd"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.rdd</span></code></a></p></td>
<td><p>Returns the content as an <a class="reference internal" href="../api/pyspark.RDD.html#pyspark.RDD" title="pyspark.RDD"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyspark.RDD</span></code></a> of <a class="reference internal" href="api/pyspark.sql.Row.html#pyspark.sql.Row" title="pyspark.sql.Row"><code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.registerTempTable.html#pyspark.sql.DataFrame.registerTempTable" title="pyspark.sql.DataFrame.registerTempTable"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.registerTempTable</span></code></a>(name)</p></td>
<td><p>Registers this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as a temporary table using the given name.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.repartition.html#pyspark.sql.DataFrame.repartition" title="pyspark.sql.DataFrame.repartition"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.repartition</span></code></a>(numPartitions, *cols)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> partitioned by the given partitioning expressions.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.repartitionByRange.html#pyspark.sql.DataFrame.repartitionByRange" title="pyspark.sql.DataFrame.repartitionByRange"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.repartitionByRange</span></code></a>(numPartitions, ...)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> partitioned by the given partitioning expressions.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.replace.html#pyspark.sql.DataFrame.replace" title="pyspark.sql.DataFrame.replace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.replace</span></code></a>(to_replace[, value, subset])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> replacing a value with another value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.rollup.html#pyspark.sql.DataFrame.rollup" title="pyspark.sql.DataFrame.rollup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.rollup</span></code></a>(*cols)</p></td>
<td><p>Create a multi-dimensional rollup for the current <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> using the specified columns, allowing for aggregation on them.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.sameSemantics.html#pyspark.sql.DataFrame.sameSemantics" title="pyspark.sql.DataFrame.sameSemantics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.sameSemantics</span></code></a>(other)</p></td>
<td><p>Returns <cite>True</cite> when the logical query plans inside both <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>s are equal and therefore return the same results.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.sample.html#pyspark.sql.DataFrame.sample" title="pyspark.sql.DataFrame.sample"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.sample</span></code></a>([withReplacement, ...])</p></td>
<td><p>Returns a sampled subset of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.sampleBy.html#pyspark.sql.DataFrame.sampleBy" title="pyspark.sql.DataFrame.sampleBy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.sampleBy</span></code></a>(col, fractions[, seed])</p></td>
<td><p>Returns a stratified sample without replacement based on the fraction given on each stratum.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.schema.html#pyspark.sql.DataFrame.schema" title="pyspark.sql.DataFrame.schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.schema</span></code></a></p></td>
<td><p>Returns the schema of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as a <a class="reference internal" href="api/pyspark.sql.types.StructType.html#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyspark.sql.types.StructType</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.select.html#pyspark.sql.DataFrame.select" title="pyspark.sql.DataFrame.select"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.select</span></code></a>(*cols)</p></td>
<td><p>Projects a set of expressions and returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.selectExpr.html#pyspark.sql.DataFrame.selectExpr" title="pyspark.sql.DataFrame.selectExpr"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.selectExpr</span></code></a>(*expr)</p></td>
<td><p>Projects a set of SQL expressions and returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.semanticHash.html#pyspark.sql.DataFrame.semanticHash" title="pyspark.sql.DataFrame.semanticHash"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.semanticHash</span></code></a>()</p></td>
<td><p>Returns a hash code of the logical query plan against this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.show.html#pyspark.sql.DataFrame.show" title="pyspark.sql.DataFrame.show"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.show</span></code></a>([n, truncate, vertical])</p></td>
<td><p>Prints the first <code class="docutils literal notranslate"><span class="pre">n</span></code> rows of the DataFrame to the console.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.sort.html#pyspark.sql.DataFrame.sort" title="pyspark.sql.DataFrame.sort"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.sort</span></code></a>(*cols, **kwargs)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> sorted by the specified column(s).</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.sortWithinPartitions.html#pyspark.sql.DataFrame.sortWithinPartitions" title="pyspark.sql.DataFrame.sortWithinPartitions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.sortWithinPartitions</span></code></a>(*cols, **kwargs)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with each partition sorted by the specified column(s).</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.sparkSession.html#pyspark.sql.DataFrame.sparkSession" title="pyspark.sql.DataFrame.sparkSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.sparkSession</span></code></a></p></td>
<td><p>Returns Spark session that created this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.stat.html#pyspark.sql.DataFrame.stat" title="pyspark.sql.DataFrame.stat"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.stat</span></code></a></p></td>
<td><p>Returns a <a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.html#pyspark.sql.DataFrameStatFunctions" title="pyspark.sql.DataFrameStatFunctions"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrameStatFunctions</span></code></a> for statistic functions.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.storageLevel.html#pyspark.sql.DataFrame.storageLevel" title="pyspark.sql.DataFrame.storageLevel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.storageLevel</span></code></a></p></td>
<td><p>Get the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>'s current storage level.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.subtract.html#pyspark.sql.DataFrame.subtract" title="pyspark.sql.DataFrame.subtract"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.subtract</span></code></a>(other)</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing rows in this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> but not in another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.summary.html#pyspark.sql.DataFrame.summary" title="pyspark.sql.DataFrame.summary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.summary</span></code></a>(*statistics)</p></td>
<td><p>Computes specified statistics for numeric and string columns.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.tail.html#pyspark.sql.DataFrame.tail" title="pyspark.sql.DataFrame.tail"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.tail</span></code></a>(num)</p></td>
<td><p>Returns the last <code class="docutils literal notranslate"><span class="pre">num</span></code> rows as a <code class="xref py py-class docutils literal notranslate"><span class="pre">list</span></code> of <a class="reference internal" href="api/pyspark.sql.Row.html#pyspark.sql.Row" title="pyspark.sql.Row"><code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.take.html#pyspark.sql.DataFrame.take" title="pyspark.sql.DataFrame.take"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.take</span></code></a>(num)</p></td>
<td><p>Returns the first <code class="docutils literal notranslate"><span class="pre">num</span></code> rows as a <code class="xref py py-class docutils literal notranslate"><span class="pre">list</span></code> of <a class="reference internal" href="api/pyspark.sql.Row.html#pyspark.sql.Row" title="pyspark.sql.Row"><code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.to.html#pyspark.sql.DataFrame.to" title="pyspark.sql.DataFrame.to"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.to</span></code></a>(schema)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> where each row is reconciled to match the specified schema.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.toArrow.html#pyspark.sql.DataFrame.toArrow" title="pyspark.sql.DataFrame.toArrow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.toArrow</span></code></a>()</p></td>
<td><p>Returns the contents of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as PyArrow <code class="docutils literal notranslate"><span class="pre">pyarrow.Table</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.toDF.html#pyspark.sql.DataFrame.toDF" title="pyspark.sql.DataFrame.toDF"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.toDF</span></code></a>(*cols)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> that with new specified column names</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.toJSON.html#pyspark.sql.DataFrame.toJSON" title="pyspark.sql.DataFrame.toJSON"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.toJSON</span></code></a>([use_unicode])</p></td>
<td><p>Converts a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> into a <code class="xref py py-class docutils literal notranslate"><span class="pre">RDD</span></code> of string.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.toLocalIterator.html#pyspark.sql.DataFrame.toLocalIterator" title="pyspark.sql.DataFrame.toLocalIterator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.toLocalIterator</span></code></a>([prefetchPartitions])</p></td>
<td><p>Returns an iterator that contains all of the rows in this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.toPandas.html#pyspark.sql.DataFrame.toPandas" title="pyspark.sql.DataFrame.toPandas"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.toPandas</span></code></a>()</p></td>
<td><p>Returns the contents of this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as Pandas <code class="docutils literal notranslate"><span class="pre">pandas.DataFrame</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.transform.html#pyspark.sql.DataFrame.transform" title="pyspark.sql.DataFrame.transform"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.transform</span></code></a>(func, *args, **kwargs)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.union.html#pyspark.sql.DataFrame.union" title="pyspark.sql.DataFrame.union"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.union</span></code></a>(other)</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing the union of rows in this and another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.unionAll.html#pyspark.sql.DataFrame.unionAll" title="pyspark.sql.DataFrame.unionAll"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.unionAll</span></code></a>(other)</p></td>
<td><p>Return a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing the union of rows in this and another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.unionByName.html#pyspark.sql.DataFrame.unionByName" title="pyspark.sql.DataFrame.unionByName"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.unionByName</span></code></a>(other[, ...])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing union of rows in this and another <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.unpersist.html#pyspark.sql.DataFrame.unpersist" title="pyspark.sql.DataFrame.unpersist"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.unpersist</span></code></a>([blocking])</p></td>
<td><p>Marks the <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as non-persistent, and remove all blocks for it from memory and disk.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.unpivot.html#pyspark.sql.DataFrame.unpivot" title="pyspark.sql.DataFrame.unpivot"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.unpivot</span></code></a>(ids, values, ...)</p></td>
<td><p>Unpivot a DataFrame from wide format to long format, optionally leaving identifier columns set.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.where.html#pyspark.sql.DataFrame.where" title="pyspark.sql.DataFrame.where"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.where</span></code></a>(condition)</p></td>
<td><p><code class="xref py py-func docutils literal notranslate"><span class="pre">where()</span></code> is an alias for <code class="xref py py-func docutils literal notranslate"><span class="pre">filter()</span></code>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumn.html#pyspark.sql.DataFrame.withColumn" title="pyspark.sql.DataFrame.withColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.withColumn</span></code></a>(colName, col)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> by adding a column or replacing the existing column that has the same name.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumns.html#pyspark.sql.DataFrame.withColumns" title="pyspark.sql.DataFrame.withColumns"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.withColumns</span></code></a>(*colsMap)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> by adding multiple columns or replacing the existing columns that have the same names.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumnRenamed.html#pyspark.sql.DataFrame.withColumnRenamed" title="pyspark.sql.DataFrame.withColumnRenamed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.withColumnRenamed</span></code></a>(existing, new)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> by renaming an existing column.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.withColumnsRenamed.html#pyspark.sql.DataFrame.withColumnsRenamed" title="pyspark.sql.DataFrame.withColumnsRenamed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.withColumnsRenamed</span></code></a>(colsMap)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> by renaming multiple columns.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.withMetadata.html#pyspark.sql.DataFrame.withMetadata" title="pyspark.sql.DataFrame.withMetadata"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.withMetadata</span></code></a>(columnName, metadata)</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> by updating an existing column with metadata.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.withWatermark.html#pyspark.sql.DataFrame.withWatermark" title="pyspark.sql.DataFrame.withWatermark"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.withWatermark</span></code></a>(eventTime, ...)</p></td>
<td><p>Defines an event time watermark for this <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.write.html#pyspark.sql.DataFrame.write" title="pyspark.sql.DataFrame.write"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.write</span></code></a></p></td>
<td><p>Interface for saving the content of the non-streaming <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> out into external storage.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.writeStream.html#pyspark.sql.DataFrame.writeStream" title="pyspark.sql.DataFrame.writeStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.writeStream</span></code></a></p></td>
<td><p>Interface for saving the content of the streaming <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> out into external storage.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.writeTo.html#pyspark.sql.DataFrame.writeTo" title="pyspark.sql.DataFrame.writeTo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.writeTo</span></code></a>(table)</p></td>
<td><p>Create a write configuration builder for v2 sources.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrame.pandas_api.html#pyspark.sql.DataFrame.pandas_api" title="pyspark.sql.DataFrame.pandas_api"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrame.pandas_api</span></code></a>([index_col])</p></td>
<td><p>Converts the existing DataFrame into a pandas-on-Spark DataFrame.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.drop.html#pyspark.sql.DataFrameNaFunctions.drop" title="pyspark.sql.DataFrameNaFunctions.drop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameNaFunctions.drop</span></code></a>([how, thresh, subset])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> omitting rows with null values.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.fill.html#pyspark.sql.DataFrameNaFunctions.fill" title="pyspark.sql.DataFrameNaFunctions.fill"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameNaFunctions.fill</span></code></a>(value[, subset])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> which null values are filled with new value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameNaFunctions.replace.html#pyspark.sql.DataFrameNaFunctions.replace" title="pyspark.sql.DataFrameNaFunctions.replace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameNaFunctions.replace</span></code></a>(to_replace[, ...])</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> replacing a value with another value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.approxQuantile.html#pyspark.sql.DataFrameStatFunctions.approxQuantile" title="pyspark.sql.DataFrameStatFunctions.approxQuantile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameStatFunctions.approxQuantile</span></code></a>(col, ...)</p></td>
<td><p>Calculates the approximate quantiles of numerical columns of a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.corr.html#pyspark.sql.DataFrameStatFunctions.corr" title="pyspark.sql.DataFrameStatFunctions.corr"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameStatFunctions.corr</span></code></a>(col1, col2[, method])</p></td>
<td><p>Calculates the correlation of two columns of a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as a double value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.cov.html#pyspark.sql.DataFrameStatFunctions.cov" title="pyspark.sql.DataFrameStatFunctions.cov"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameStatFunctions.cov</span></code></a>(col1, col2)</p></td>
<td><p>Calculate the sample covariance for the given columns, specified by their names, as a double value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.crosstab.html#pyspark.sql.DataFrameStatFunctions.crosstab" title="pyspark.sql.DataFrameStatFunctions.crosstab"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameStatFunctions.crosstab</span></code></a>(col1, col2)</p></td>
<td><p>Computes a pair-wise frequency table of the given columns.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.freqItems.html#pyspark.sql.DataFrameStatFunctions.freqItems" title="pyspark.sql.DataFrameStatFunctions.freqItems"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameStatFunctions.freqItems</span></code></a>(cols[, support])</p></td>
<td><p>Finding frequent items for columns, possibly with false positives.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.DataFrameStatFunctions.sampleBy.html#pyspark.sql.DataFrameStatFunctions.sampleBy" title="pyspark.sql.DataFrameStatFunctions.sampleBy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataFrameStatFunctions.sampleBy</span></code></a>(col, fractions)</p></td>
<td><p>Returns a stratified sample without replacement based on the fraction given on each stratum.</p></td>
</tr>
</tbody>
</table>
</section>
</article>
<footer class="bd-footer-article">
<div class="footer-article-items footer-article__inner">
<div class="footer-article-item"><!-- Previous / next buttons -->
<div class="prev-next-area">
<a class="left-prev"
href="api/pyspark.sql.DataFrameWriterV2.overwritePartitions.html"
title="previous page">
<i class="fa-solid fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">pyspark.sql.DataFrameWriterV2.overwritePartitions</p>
</div>
</a>
<a class="right-next"
href="api/pyspark.sql.DataFrame.__getattr__.html"
title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">pyspark.sql.DataFrame.__getattr__</p>
</div>
<i class="fa-solid fa-angle-right"></i>
</a>
</div></div>
</div>
</footer>
</div>
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
<div class="sidebar-secondary-item">
<div class="tocsection sourcelink">
<a href="../../_sources/reference/pyspark.sql/dataframe.rst.txt">
<i class="fa-solid fa-file-lines"></i> Show Source
</a>
</div>
</div>
</div></div>
</div>
<footer class="bd-footer-content">
</footer>
</main>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
<footer class="bd-footer">
<div class="bd-footer__inner bd-page-width">
<div class="footer-items__start">
<div class="footer-item"><p class="copyright">
Copyright @ 2024 The Apache Software Foundation, Licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache License, Version 2.0</a>.
</p></div>
<div class="footer-item">
<p class="sphinx-version">
Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 4.5.0.
<br/>
</p>
</div>
</div>
<div class="footer-items__end">
<div class="footer-item"><p class="theme-version">
Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.13.3.
</p></div>
</div>
</div>
</footer>
</body>
</html>