|  | 
 | <!DOCTYPE html> | 
 |  | 
 | <html> | 
 |   <head> | 
 |     <meta charset="utf-8" /> | 
 |     <title>pyspark.pandas.Series.unstack — PySpark 3.3.4 documentation</title> | 
 |      | 
 |   <link rel="stylesheet" href="../../../_static/css/index.73d71520a4ca3b99cfee5594769eaaae.css"> | 
 |  | 
 |      | 
 |   <link rel="stylesheet" | 
 |     href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> | 
 |   <link rel="preload" as="font" type="font/woff2" crossorigin | 
 |     href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> | 
 |   <link rel="preload" as="font" type="font/woff2" crossorigin | 
 |     href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> | 
 |  | 
 |      | 
 |        | 
 |   <link rel="stylesheet" | 
 |     href="../../../_static/vendor/open-sans_all/1.44.1/index.css"> | 
 |   <link rel="stylesheet" | 
 |     href="../../../_static/vendor/lato_latin-ext/1.44.1/index.css"> | 
 |  | 
 |      | 
 |     <link rel="stylesheet" href="../../../_static/basic.css" type="text/css" /> | 
 |     <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" /> | 
 |     <link rel="stylesheet" type="text/css" href="../../../_static/copybutton.css" /> | 
 |     <link rel="stylesheet" type="text/css" href="../../../_static/css/pyspark.css" /> | 
 |      | 
 |   <link rel="preload" as="script" href="../../../_static/js/index.3da636dd464baa7582d2.js"> | 
 |  | 
 |     <script id="documentation_options" data-url_root="../../../" 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/language_data.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 async="async" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS-MML_HTMLorMML"></script> | 
 |     <script type="text/x-mathjax-config">MathJax.Hub.Config({"tex2jax": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true, "ignoreClass": "document", "processClass": "math|output_area"}})</script> | 
 |     <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/api/pyspark.pandas.Series.unstack.html" /> | 
 |     <link rel="search" title="Search" href="../../../search.html" /> | 
 |     <link rel="next" title="pyspark.pandas.Series.explode" href="pyspark.pandas.Series.explode.html" /> | 
 |     <link rel="prev" title="pyspark.pandas.Series.sort_values" href="pyspark.pandas.Series.sort_values.html" /> | 
 |     <meta name="viewport" content="width=device-width, initial-scale=1" /> | 
 |     <meta name="docsearch:language" content="en" /> | 
 |   </head> | 
 |   <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="80"> | 
 |      | 
 |     <nav class="navbar navbar-light navbar-expand-lg bg-light fixed-top bd-navbar" id="navbar-main"> | 
 | <div class="container-xl"> | 
 |  | 
 |     <a class="navbar-brand" href="../../../index.html"> | 
 |      | 
 |       <img src="../../../_static/spark-logo-reverse.png" class="logo" alt="logo" /> | 
 |      | 
 |     </a> | 
 |     <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbar-menu" aria-controls="navbar-menu" aria-expanded="false" aria-label="Toggle navigation"> | 
 |         <span class="navbar-toggler-icon"></span> | 
 |     </button> | 
 |  | 
 |     <div id="navbar-menu" class="col-lg-9 collapse navbar-collapse"> | 
 |       <ul id="navbar-main-elements" class="navbar-nav mr-auto"> | 
 |          | 
 |          | 
 |         <li class="nav-item "> | 
 |             <a class="nav-link" href="../../../getting_started/index.html">Getting Started</a> | 
 |         </li> | 
 |          | 
 |         <li class="nav-item "> | 
 |             <a class="nav-link" href="../../../user_guide/index.html">User Guide</a> | 
 |         </li> | 
 |          | 
 |         <li class="nav-item active"> | 
 |             <a class="nav-link" href="../../index.html">API Reference</a> | 
 |         </li> | 
 |          | 
 |         <li class="nav-item "> | 
 |             <a class="nav-link" href="../../../development/index.html">Development</a> | 
 |         </li> | 
 |          | 
 |         <li class="nav-item "> | 
 |             <a class="nav-link" href="../../../migration_guide/index.html">Migration Guide</a> | 
 |         </li> | 
 |          | 
 |          | 
 |       </ul> | 
 |  | 
 |  | 
 |        | 
 |  | 
 |       <ul class="navbar-nav"> | 
 |          | 
 |          | 
 |       </ul> | 
 |     </div> | 
 | </div> | 
 |     </nav> | 
 |      | 
 |  | 
 |     <div class="container-xl"> | 
 |       <div class="row"> | 
 |            | 
 |           <div class="col-12 col-md-3 bd-sidebar"><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> | 
 |   <i class="icon fas fa-search"></i> | 
 |   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" > | 
 | </form> | 
 | <nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation"> | 
 |  | 
 |     <div class="bd-toc-item active"> | 
 |      | 
 |    | 
 |     <ul class="nav bd-sidenav"> | 
 |          | 
 |          | 
 |          | 
 |          | 
 |          | 
 |          | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.sql/index.html">Spark SQL</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |    | 
 |                 <li class="active"> | 
 |                     <a href="../index.html">Pandas API on Spark</a> | 
 |                     <ul> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../io.html">Input/Output</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../general_functions.html">General functions</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class="active"> | 
 |                             <a href="../series.html">Series</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../frame.html">DataFrame</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../indexing.html">Index objects</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../window.html">Window</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../groupby.html">GroupBy</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../ml.html">Machine Learning utilities</a> | 
 |                         </li> | 
 |                      | 
 |                         <li class=""> | 
 |                             <a href="../extensions.html">Extensions</a> | 
 |                         </li> | 
 |                      | 
 |                     </ul> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.ss/index.html">Structured Streaming</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.ml.html">MLlib (DataFrame-based)</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.streaming.html">Spark Streaming</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.mllib.html">MLlib (RDD-based)</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.html">Spark Core</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |              | 
 |                 <li class=""> | 
 |                     <a href="../../pyspark.resource.html">Resource Management</a> | 
 |                 </li> | 
 |              | 
 |            | 
 |          | 
 |          | 
 |          | 
 |          | 
 |          | 
 |          | 
 |       </ul> | 
 |    | 
 |   </nav> | 
 |           </div> | 
 |            | 
 |  | 
 |            | 
 |           <div class="d-none d-xl-block col-xl-2 bd-toc"> | 
 |                | 
 |  | 
 | <nav id="bd-toc-nav"> | 
 |     <ul class="nav section-nav flex-column"> | 
 |      | 
 |     </ul> | 
 | </nav> | 
 |  | 
 |  | 
 |                | 
 |           </div> | 
 |            | 
 |  | 
 |            | 
 |           <main class="col-12 col-md-9 col-xl-7 py-md-5 pl-md-5 pr-md-4 bd-content" role="main"> | 
 |                | 
 |               <div> | 
 |                  | 
 |   <div class="section" id="pyspark-pandas-series-unstack"> | 
 | <h1>pyspark.pandas.Series.unstack<a class="headerlink" href="#pyspark-pandas-series-unstack" title="Permalink to this headline">¶</a></h1> | 
 | <dl class="py method"> | 
 | <dt id="pyspark.pandas.Series.unstack"> | 
 | <code class="sig-prename descclassname">Series.</code><code class="sig-name descname">unstack</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">level</span><span class="p">:</span> <span class="n">int</span> <span class="o">=</span> <span class="default_value">- 1</span></em><span class="sig-paren">)</span> → pyspark.pandas.frame.DataFrame<a class="reference internal" href="../../../_modules/pyspark/pandas/series.html#Series.unstack"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.pandas.Series.unstack" title="Permalink to this definition">¶</a></dt> | 
 | <dd><p>Unstack, a.k.a. pivot, Series with MultiIndex to produce DataFrame. | 
 | The level involved will automatically get sorted.</p> | 
 | <dl class="field-list simple"> | 
 | <dt class="field-odd">Parameters</dt> | 
 | <dd class="field-odd"><dl class="simple"> | 
 | <dt><strong>level</strong><span class="classifier">int, str, or list of these, default last level</span></dt><dd><p>Level(s) to unstack, can pass level name.</p> | 
 | </dd> | 
 | </dl> | 
 | </dd> | 
 | <dt class="field-even">Returns</dt> | 
 | <dd class="field-even"><dl class="simple"> | 
 | <dt>DataFrame</dt><dd><p>Unstacked Series.</p> | 
 | </dd> | 
 | </dl> | 
 | </dd> | 
 | </dl> | 
 | <p class="rubric">Notes</p> | 
 | <p>Unlike pandas, pandas-on-Spark doesn’t check whether an index is duplicated or not | 
 | because the checking of duplicated index requires scanning whole data which | 
 | can be quite expensive.</p> | 
 | <p class="rubric">Examples</p> | 
 | <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">s</span> <span class="o">=</span> <span class="n">ps</span><span class="o">.</span><span class="n">Series</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> | 
 | <span class="gp">... </span>              <span class="n">index</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">MultiIndex</span><span class="o">.</span><span class="n">from_product</span><span class="p">([[</span><span class="s1">'one'</span><span class="p">,</span> <span class="s1">'two'</span><span class="p">],</span> | 
 | <span class="gp">... </span>                                                <span class="p">[</span><span class="s1">'a'</span><span class="p">,</span> <span class="s1">'b'</span><span class="p">]]))</span> | 
 | <span class="gp">>>> </span><span class="n">s</span> | 
 | <span class="go">one  a    1</span> | 
 | <span class="go">     b    2</span> | 
 | <span class="go">two  a    3</span> | 
 | <span class="go">     b    4</span> | 
 | <span class="go">dtype: int64</span> | 
 | </pre></div> | 
 | </div> | 
 | <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">s</span><span class="o">.</span><span class="n">unstack</span><span class="p">(</span><span class="n">level</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span> | 
 | <span class="go">     a  b</span> | 
 | <span class="go">one  1  2</span> | 
 | <span class="go">two  3  4</span> | 
 | </pre></div> | 
 | </div> | 
 | <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">s</span><span class="o">.</span><span class="n">unstack</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span> | 
 | <span class="go">   one  two</span> | 
 | <span class="go">a    1    3</span> | 
 | <span class="go">b    2    4</span> | 
 | </pre></div> | 
 | </div> | 
 | </dd></dl> | 
 |  | 
 | </div> | 
 |  | 
 |  | 
 |               </div> | 
 |                | 
 |                | 
 |               <div class='prev-next-bottom'> | 
 |                  | 
 |     <a class='left-prev' id="prev-link" href="pyspark.pandas.Series.sort_values.html" title="previous page">pyspark.pandas.Series.sort_values</a> | 
 |     <a class='right-next' id="next-link" href="pyspark.pandas.Series.explode.html" title="next page">pyspark.pandas.Series.explode</a> | 
 |  | 
 |               </div> | 
 |                | 
 |           </main> | 
 |            | 
 |  | 
 |       </div> | 
 |     </div> | 
 |  | 
 |      | 
 |   <script src="../../../_static/js/index.3da636dd464baa7582d2.js"></script> | 
 |  | 
 |  | 
 |     <footer class="footer mt-5 mt-md-0"> | 
 |   <div class="container"> | 
 |     <p> | 
 |           © Copyright .<br/> | 
 |         Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.0.4.<br/> | 
 |     </p> | 
 |   </div> | 
 | </footer> | 
 |   </body> | 
 | </html> |