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| <div class="section" id="pyspark-sql-dataframenafunctions-fill"> |
| <h1>pyspark.sql.DataFrameNaFunctions.fill<a class="headerlink" href="#pyspark-sql-dataframenafunctions-fill" title="Permalink to this headline">¶</a></h1> |
| <dl class="py method"> |
| <dt id="pyspark.sql.DataFrameNaFunctions.fill"> |
| <code class="sig-prename descclassname">DataFrameNaFunctions.</code><code class="sig-name descname">fill</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">value</span><span class="p">:</span> <span class="n">Union<span class="p">[</span>LiteralType<span class="p">, </span>Dict<span class="p">[</span>str<span class="p">, </span>LiteralType<span class="p">]</span><span class="p">]</span></span></em>, <em class="sig-param"><span class="n">subset</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>List<span class="p">[</span>str<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> → pyspark.sql.dataframe.DataFrame<a class="reference internal" href="../../../_modules/pyspark/sql/dataframe.html#DataFrameNaFunctions.fill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.DataFrameNaFunctions.fill" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Replace null values, alias for <code class="docutils literal notranslate"><span class="pre">na.fill()</span></code>. |
| <a class="reference internal" href="pyspark.sql.DataFrame.fillna.html#pyspark.sql.DataFrame.fillna" title="pyspark.sql.DataFrame.fillna"><code class="xref py py-func docutils literal notranslate"><span class="pre">DataFrame.fillna()</span></code></a> and <a class="reference internal" href="#pyspark.sql.DataFrameNaFunctions.fill" title="pyspark.sql.DataFrameNaFunctions.fill"><code class="xref py py-func docutils literal notranslate"><span class="pre">DataFrameNaFunctions.fill()</span></code></a> are aliases of each other.</p> |
| <div class="versionadded"> |
| <p><span class="versionmodified added">New in version 1.3.1.</span></p> |
| </div> |
| <div class="versionchanged"> |
| <p><span class="versionmodified changed">Changed in version 3.4.0: </span>Supports Spark Connect.</p> |
| </div> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><dl class="simple"> |
| <dt><strong>value</strong><span class="classifier">int, float, string, bool or dict</span></dt><dd><p>Value to replace null values with. |
| If the value is a dict, then <cite>subset</cite> is ignored and <cite>value</cite> must be a mapping |
| from column name (string) to replacement value. The replacement value must be |
| an int, float, boolean, or string.</p> |
| </dd> |
| <dt><strong>subset</strong><span class="classifier">str, tuple or list, optional</span></dt><dd><p>optional list of column names to consider. |
| Columns specified in subset that do not have matching data types are ignored. |
| For example, if <cite>value</cite> is a string, and subset contains a non-string column, |
| then the non-string column is simply ignored.</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.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></dt><dd><p>DataFrame with replaced null values.</p> |
| </dd> |
| </dl> |
| </dd> |
| </dl> |
| <p class="rubric">Examples</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </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="gp">... </span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mf">80.5</span><span class="p">,</span> <span class="s2">"Alice"</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span> |
| <span class="gp">... </span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="s2">"Bob"</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span> |
| <span class="gp">... </span> <span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="s2">"Tom"</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span> |
| <span class="gp">... </span> <span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">True</span><span class="p">)],</span> |
| <span class="gp">... </span> <span class="n">schema</span><span class="o">=</span><span class="p">[</span><span class="s2">"age"</span><span class="p">,</span> <span class="s2">"height"</span><span class="p">,</span> <span class="s2">"name"</span><span class="p">,</span> <span class="s2">"bool"</span><span class="p">])</span> |
| </pre></div> |
| </div> |
| <p>Fill all null values with 50 for numeric columns.</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span><span class="o">.</span><span class="n">na</span><span class="o">.</span><span class="n">fill</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> |
| <span class="go">+---+------+-----+----+</span> |
| <span class="go">|age|height| name|bool|</span> |
| <span class="go">+---+------+-----+----+</span> |
| <span class="go">| 10| 80.5|Alice|null|</span> |
| <span class="go">| 5| 50.0| Bob|null|</span> |
| <span class="go">| 50| 50.0| Tom|null|</span> |
| <span class="go">| 50| 50.0| null|true|</span> |
| <span class="go">+---+------+-----+----+</span> |
| </pre></div> |
| </div> |
| <p>Fill all null values with <code class="docutils literal notranslate"><span class="pre">False</span></code> for boolean columns.</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span><span class="o">.</span><span class="n">na</span><span class="o">.</span><span class="n">fill</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> |
| <span class="go">+----+------+-----+-----+</span> |
| <span class="go">| age|height| name| bool|</span> |
| <span class="go">+----+------+-----+-----+</span> |
| <span class="go">| 10| 80.5|Alice|false|</span> |
| <span class="go">| 5| null| Bob|false|</span> |
| <span class="go">|null| null| Tom|false|</span> |
| <span class="go">|null| null| null| true|</span> |
| <span class="go">+----+------+-----+-----+</span> |
| </pre></div> |
| </div> |
| <p>Fill all null values with to 50 and “unknown” for ‘age’ and ‘name’ column respectively.</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">df</span><span class="o">.</span><span class="n">na</span><span class="o">.</span><span class="n">fill</span><span class="p">({</span><span class="s1">'age'</span><span class="p">:</span> <span class="mi">50</span><span class="p">,</span> <span class="s1">'name'</span><span class="p">:</span> <span class="s1">'unknown'</span><span class="p">})</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> |
| <span class="go">+---+------+-------+----+</span> |
| <span class="go">|age|height| name|bool|</span> |
| <span class="go">+---+------+-------+----+</span> |
| <span class="go">| 10| 80.5| Alice|null|</span> |
| <span class="go">| 5| null| Bob|null|</span> |
| <span class="go">| 50| null| Tom|null|</span> |
| <span class="go">| 50| null|unknown|true|</span> |
| <span class="go">+---+------+-------+----+</span> |
| </pre></div> |
| </div> |
| </dd></dl> |
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