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<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="structtype">
<h1>StructType<a class="headerlink" href="#structtype" title="Permalink to this headline"></a></h1>
<dl class="py class">
<dt id="pyspark.sql.types.StructType">
<em class="property">class </em><code class="sig-prename descclassname">pyspark.sql.types.</code><code class="sig-name descname">StructType</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">fields</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>List<span class="p">[</span><a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField">pyspark.sql.types.StructField</a><span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType" title="Permalink to this definition"></a></dt>
<dd><p>Struct type, consisting of a list of <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a>.</p>
<p>This is the data type representing a <code class="xref py py-class docutils literal notranslate"><span class="pre">Row</span></code>.</p>
<p>Iterating a <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a> will iterate over its <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a>s.
A contained <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a> can be accessed by its name or position.</p>
<p class="rubric">Examples</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pyspark.sql.types</span> <span class="kn">import</span> <span class="o">*</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span><span class="p">[</span><span class="s2">&quot;f1&quot;</span><span class="p">]</span>
<span class="go">StructField(&#39;f1&#39;, StringType(), True)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="go">StructField(&#39;f1&#39;, StringType(), True)</span>
</pre></div>
</div>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">CharType</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">CharType</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">VarcharType</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">VarcharType</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span>
<span class="gp">... </span> <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f2&quot;</span><span class="p">,</span> <span class="n">IntegerType</span><span class="p">(),</span> <span class="kc">False</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">False</span>
</pre></div>
</div>
<p>The below example demonstrates how to create a DataFrame based on a struct created
using class:<cite>StructType</cite> and class:<cite>StructField</cite>:</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">data</span> <span class="o">=</span> <span class="p">[(</span><span class="s2">&quot;Alice&quot;</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;Java&quot;</span><span class="p">,</span> <span class="s2">&quot;Scala&quot;</span><span class="p">]),</span> <span class="p">(</span><span class="s2">&quot;Bob&quot;</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;Python&quot;</span><span class="p">,</span> <span class="s2">&quot;Scala&quot;</span><span class="p">])]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">schema</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span>
<span class="gp">... </span> <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;name&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">()),</span>
<span class="gp">... </span> <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;languagesSkills&quot;</span><span class="p">,</span> <span class="n">ArrayType</span><span class="p">(</span><span class="n">StringType</span><span class="p">())),</span>
<span class="gp">... </span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">df</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="n">schema</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">df</span><span class="o">.</span><span class="n">printSchema</span><span class="p">()</span>
<span class="go">root</span>
<span class="go"> |-- name: string (nullable = true)</span>
<span class="go"> |-- languagesSkills: array (nullable = true)</span>
<span class="go"> | |-- element: string (containsNull = true)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">df</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="go">+-----+---------------+</span>
<span class="go">| name|languagesSkills|</span>
<span class="go">+-----+---------------+</span>
<span class="go">|Alice| [Java, Scala]|</span>
<span class="go">| Bob|[Python, Scala]|</span>
<span class="go">+-----+---------------+</span>
</pre></div>
</div>
<p class="rubric">Methods</p>
<table class="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="#pyspark.sql.types.StructType.add" title="pyspark.sql.types.StructType.add"><code class="xref py py-obj docutils literal notranslate"><span class="pre">add</span></code></a>(field[, data_type, nullable, metadata])</p></td>
<td><p>Construct a <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a> by adding new elements to it, to define the schema.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.fieldNames" title="pyspark.sql.types.StructType.fieldNames"><code class="xref py py-obj docutils literal notranslate"><span class="pre">fieldNames</span></code></a>()</p></td>
<td><p>Returns all field names in a list.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.fromInternal" title="pyspark.sql.types.StructType.fromInternal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">fromInternal</span></code></a>(obj)</p></td>
<td><p>Converts an internal SQL object into a native Python object.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.fromJson" title="pyspark.sql.types.StructType.fromJson"><code class="xref py py-obj docutils literal notranslate"><span class="pre">fromJson</span></code></a>(json)</p></td>
<td><p>Constructs <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a> from a schema defined in JSON format.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.json" title="pyspark.sql.types.StructType.json"><code class="xref py py-obj docutils literal notranslate"><span class="pre">json</span></code></a>()</p></td>
<td><p></p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.jsonValue" title="pyspark.sql.types.StructType.jsonValue"><code class="xref py py-obj docutils literal notranslate"><span class="pre">jsonValue</span></code></a>()</p></td>
<td><p></p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.needConversion" title="pyspark.sql.types.StructType.needConversion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">needConversion</span></code></a>()</p></td>
<td><p>Does this type needs conversion between Python object and internal SQL object.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.simpleString" title="pyspark.sql.types.StructType.simpleString"><code class="xref py py-obj docutils literal notranslate"><span class="pre">simpleString</span></code></a>()</p></td>
<td><p></p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.toInternal" title="pyspark.sql.types.StructType.toInternal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">toInternal</span></code></a>(obj)</p></td>
<td><p>Converts a Python object into an internal SQL object.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.sql.types.StructType.typeName" title="pyspark.sql.types.StructType.typeName"><code class="xref py py-obj docutils literal notranslate"><span class="pre">typeName</span></code></a>()</p></td>
<td><p></p></td>
</tr>
</tbody>
</table>
<p class="rubric">Methods Documentation</p>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.add">
<code class="sig-name descname">add</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">field</span><span class="p">:</span> <span class="n">Union<span class="p">[</span>str<span class="p">, </span><a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField">pyspark.sql.types.StructField</a><span class="p">]</span></span></em>, <em class="sig-param"><span class="n">data_type</span><span class="p">:</span> <span class="n">Union[str, pyspark.sql.types.DataType, None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">nullable</span><span class="p">:</span> <span class="n">bool</span> <span class="o">=</span> <span class="default_value">True</span></em>, <em class="sig-param"><span class="n">metadata</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>Dict<span class="p">[</span>str<span class="p">, </span>Any<span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em><span class="sig-paren">)</span> &#x2192; <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType">pyspark.sql.types.StructType</a><a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.add"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.add" title="Permalink to this definition"></a></dt>
<dd><p>Construct a <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a> by adding new elements to it, to define the schema.
The method accepts either:</p>
<blockquote>
<div><ol class="loweralpha simple">
<li><p>A single parameter which is a <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a> object.</p></li>
<li><p>Between 2 and 4 parameters as (name, data_type, nullable (optional),
metadata(optional). The data_type parameter may be either a String or a
<a class="reference internal" href="pyspark.sql.types.DataType.html#pyspark.sql.types.DataType" title="pyspark.sql.types.DataType"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataType</span></code></a> object.</p></li>
</ol>
</div></blockquote>
<dl class="field-list">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl>
<dt><strong>field</strong><span class="classifier">str or <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a></span></dt><dd><p>Either the name of the field or a <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a> object</p>
</dd>
<dt><strong>data_type</strong><span class="classifier"><a class="reference internal" href="pyspark.sql.types.DataType.html#pyspark.sql.types.DataType" title="pyspark.sql.types.DataType"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataType</span></code></a>, optional</span></dt><dd><p>If present, the DataType of the <a class="reference internal" href="pyspark.sql.types.StructField.html#pyspark.sql.types.StructField" title="pyspark.sql.types.StructField"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructField</span></code></a> to create</p>
</dd>
<dt><strong>nullable</strong><span class="classifier">bool, optional</span></dt><dd><p>Whether the field to add should be nullable (default True)</p>
</dd>
<dt><strong>metadata</strong><span class="classifier">dict, optional</span></dt><dd><p>Any additional metadata (default None)</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><dl class="simple">
<dt><a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a></dt><dd></dd>
</dl>
</dd>
</dl>
<p class="rubric">Examples</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pyspark.sql.types</span> <span class="kn">import</span> <span class="n">IntegerType</span><span class="p">,</span> <span class="n">StringType</span><span class="p">,</span> <span class="n">StructField</span><span class="p">,</span> <span class="n">StructType</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">()</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;f2&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span>
<span class="gp">... </span> <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f2&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">None</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">()</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">))</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">()</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="s2">&quot;string&quot;</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct2</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct1</span> <span class="o">==</span> <span class="n">struct2</span>
<span class="go">True</span>
</pre></div>
</div>
</dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.fieldNames">
<code class="sig-name descname">fieldNames</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; List<span class="p">[</span>str<span class="p">]</span><a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.fieldNames"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.fieldNames" title="Permalink to this definition"></a></dt>
<dd><p>Returns all field names in a list.</p>
<p class="rubric">Examples</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pyspark.sql.types</span> <span class="kn">import</span> <span class="n">StringType</span><span class="p">,</span> <span class="n">StructField</span><span class="p">,</span> <span class="n">StructType</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span><span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;f1&quot;</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">struct</span><span class="o">.</span><span class="n">fieldNames</span><span class="p">()</span>
<span class="go">[&#39;f1&#39;]</span>
</pre></div>
</div>
</dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.fromInternal">
<code class="sig-name descname">fromInternal</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">obj</span><span class="p">:</span> <span class="n">Tuple</span></em><span class="sig-paren">)</span> &#x2192; pyspark.sql.types.Row<a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.fromInternal"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.fromInternal" title="Permalink to this definition"></a></dt>
<dd><p>Converts an internal SQL object into a native Python object.</p>
</dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.fromJson">
<em class="property">classmethod </em><code class="sig-name descname">fromJson</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">json</span><span class="p">:</span> <span class="n">Dict<span class="p">[</span>str<span class="p">, </span>Any<span class="p">]</span></span></em><span class="sig-paren">)</span> &#x2192; <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType">pyspark.sql.types.StructType</a><a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.fromJson"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.fromJson" title="Permalink to this definition"></a></dt>
<dd><p>Constructs <a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a> from a schema defined in JSON format.</p>
<p>Below is a JSON schema it must adhere to:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="p">{</span>
<span class="s2">&quot;title&quot;</span><span class="p">:</span><span class="s2">&quot;StructType&quot;</span><span class="p">,</span>
<span class="s2">&quot;description&quot;</span><span class="p">:</span><span class="s2">&quot;Schema of StructType in json format&quot;</span><span class="p">,</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;object&quot;</span><span class="p">,</span>
<span class="s2">&quot;properties&quot;</span><span class="p">:{</span>
<span class="s2">&quot;fields&quot;</span><span class="p">:{</span>
<span class="s2">&quot;description&quot;</span><span class="p">:</span><span class="s2">&quot;Array of struct fields&quot;</span><span class="p">,</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;array&quot;</span><span class="p">,</span>
<span class="s2">&quot;items&quot;</span><span class="p">:{</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;object&quot;</span><span class="p">,</span>
<span class="s2">&quot;properties&quot;</span><span class="p">:{</span>
<span class="s2">&quot;name&quot;</span><span class="p">:{</span>
<span class="s2">&quot;description&quot;</span><span class="p">:</span><span class="s2">&quot;Name of the field&quot;</span><span class="p">,</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;string&quot;</span>
<span class="p">},</span>
<span class="s2">&quot;type&quot;</span><span class="p">:{</span>
<span class="s2">&quot;description&quot;</span><span class="p">:</span> <span class="s2">&quot;Type of the field. Can either be</span>
<span class="n">another</span> <span class="n">nested</span> <span class="n">StructType</span> <span class="ow">or</span> <span class="n">primitive</span> <span class="nb">type</span><span class="s2">&quot;,</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;object/string&quot;</span>
<span class="p">},</span>
<span class="s2">&quot;nullable&quot;</span><span class="p">:{</span>
<span class="s2">&quot;description&quot;</span><span class="p">:</span><span class="s2">&quot;If nulls are allowed&quot;</span><span class="p">,</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;boolean&quot;</span>
<span class="p">},</span>
<span class="s2">&quot;metadata&quot;</span><span class="p">:{</span>
<span class="s2">&quot;description&quot;</span><span class="p">:</span><span class="s2">&quot;Additional metadata to supply&quot;</span><span class="p">,</span>
<span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;object&quot;</span>
<span class="p">},</span>
<span class="s2">&quot;required&quot;</span><span class="p">:[</span>
<span class="s2">&quot;name&quot;</span><span class="p">,</span>
<span class="s2">&quot;type&quot;</span><span class="p">,</span>
<span class="s2">&quot;nullable&quot;</span><span class="p">,</span>
<span class="s2">&quot;metadata&quot;</span>
<span class="p">]</span>
<span class="p">}</span>
<span class="p">}</span>
<span class="p">}</span>
<span class="p">}</span>
<span class="p">}</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl class="simple">
<dt><strong>json</strong><span class="classifier">dict or a dict-like object e.g. JSON object</span></dt><dd><p>This “dict” must have “fields” key that returns an array of fields
each of which must have specific keys (name, type, nullable, metadata).</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><dl class="simple">
<dt><a class="reference internal" href="#pyspark.sql.types.StructType" title="pyspark.sql.types.StructType"><code class="xref py py-class docutils literal notranslate"><span class="pre">StructType</span></code></a></dt><dd></dd>
</dl>
</dd>
</dl>
<p class="rubric">Examples</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">json_str</span> <span class="o">=</span> <span class="s1">&#39;&#39;&#39;</span>
<span class="gp">... </span><span class="s1"> {</span>
<span class="gp">... </span><span class="s1"> &quot;fields&quot;: [</span>
<span class="gp">... </span><span class="s1"> {</span>
<span class="gp">... </span><span class="s1"> &quot;metadata&quot;: </span><span class="si">{}</span><span class="s1">,</span>
<span class="gp">... </span><span class="s1"> &quot;name&quot;: &quot;Person&quot;,</span>
<span class="gp">... </span><span class="s1"> &quot;nullable&quot;: true,</span>
<span class="gp">... </span><span class="s1"> &quot;type&quot;: {</span>
<span class="gp">... </span><span class="s1"> &quot;fields&quot;: [</span>
<span class="gp">... </span><span class="s1"> {</span>
<span class="gp">... </span><span class="s1"> &quot;metadata&quot;: </span><span class="si">{}</span><span class="s1">,</span>
<span class="gp">... </span><span class="s1"> &quot;name&quot;: &quot;name&quot;,</span>
<span class="gp">... </span><span class="s1"> &quot;nullable&quot;: false,</span>
<span class="gp">... </span><span class="s1"> &quot;type&quot;: &quot;string&quot;</span>
<span class="gp">... </span><span class="s1"> },</span>
<span class="gp">... </span><span class="s1"> {</span>
<span class="gp">... </span><span class="s1"> &quot;metadata&quot;: </span><span class="si">{}</span><span class="s1">,</span>
<span class="gp">... </span><span class="s1"> &quot;name&quot;: &quot;surname&quot;,</span>
<span class="gp">... </span><span class="s1"> &quot;nullable&quot;: false,</span>
<span class="gp">... </span><span class="s1"> &quot;type&quot;: &quot;string&quot;</span>
<span class="gp">... </span><span class="s1"> }</span>
<span class="gp">... </span><span class="s1"> ],</span>
<span class="gp">... </span><span class="s1"> &quot;type&quot;: &quot;struct&quot;</span>
<span class="gp">... </span><span class="s1"> }</span>
<span class="gp">... </span><span class="s1"> }</span>
<span class="gp">... </span><span class="s1"> ],</span>
<span class="gp">... </span><span class="s1"> &quot;type&quot;: &quot;struct&quot;</span>
<span class="gp">... </span><span class="s1"> }</span>
<span class="gp">... </span><span class="s1"> &#39;&#39;&#39;</span>
<span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">json</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">scheme</span> <span class="o">=</span> <span class="n">StructType</span><span class="o">.</span><span class="n">fromJson</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">json_str</span><span class="p">))</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">scheme</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span>
<span class="go">&#39;struct&lt;Person:struct&lt;name:string,surname:string&gt;&gt;&#39;</span>
</pre></div>
</div>
</dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.json">
<code class="sig-name descname">json</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="headerlink" href="#pyspark.sql.types.StructType.json" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.jsonValue">
<code class="sig-name descname">jsonValue</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; Dict<span class="p">[</span>str<span class="p">, </span>Any<span class="p">]</span><a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.jsonValue"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.jsonValue" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.needConversion">
<code class="sig-name descname">needConversion</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; bool<a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.needConversion"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.needConversion" title="Permalink to this definition"></a></dt>
<dd><p>Does this type needs conversion between Python object and internal SQL object.</p>
<p>This is used to avoid the unnecessary conversion for ArrayType/MapType/StructType.</p>
</dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.simpleString">
<code class="sig-name descname">simpleString</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.simpleString"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.simpleString" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.toInternal">
<code class="sig-name descname">toInternal</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">obj</span><span class="p">:</span> <span class="n">Tuple</span></em><span class="sig-paren">)</span> &#x2192; Tuple<a class="reference internal" href="../../../_modules/pyspark/sql/types.html#StructType.toInternal"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.types.StructType.toInternal" title="Permalink to this definition"></a></dt>
<dd><p>Converts a Python object into an internal SQL object.</p>
</dd></dl>
<dl class="py method">
<dt id="pyspark.sql.types.StructType.typeName">
<em class="property">classmethod </em><code class="sig-name descname">typeName</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="headerlink" href="#pyspark.sql.types.StructType.typeName" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
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