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| <div class="section" id="pyspark-pandas-series-drop"> |
| <h1>pyspark.pandas.Series.drop<a class="headerlink" href="#pyspark-pandas-series-drop" title="Permalink to this headline">¶</a></h1> |
| <dl class="py method"> |
| <dt id="pyspark.pandas.Series.drop"> |
| <code class="sig-prename descclassname">Series.</code><code class="sig-name descname">drop</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">labels</span><span class="p">:</span> <span class="n">Union[Any, Tuple[Any, …], List[Union[Any, Tuple[Any, …]]], None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">index</span><span class="p">:</span> <span class="n">Union[Any, Tuple[Any, …], List[Union[Any, Tuple[Any, …]]], None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">columns</span><span class="p">:</span> <span class="n">Union[Any, Tuple[Any, …], List[Union[Any, Tuple[Any, …]]], None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">level</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>int<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">inplace</span><span class="p">:</span> <span class="n">bool</span> <span class="o">=</span> <span class="default_value">False</span></em><span class="sig-paren">)</span> → pyspark.pandas.series.Series<a class="reference internal" href="../../../_modules/pyspark/pandas/series.html#Series.drop"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.pandas.Series.drop" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Return Series with specified index labels removed.</p> |
| <p>Remove elements of a Series based on specifying the index labels. |
| When using a multi-index, labels on different levels can be removed by specifying the level.</p> |
| <dl class="field-list"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><dl> |
| <dt><strong>labels</strong><span class="classifier">single label or list-like</span></dt><dd><p>Index labels to drop.</p> |
| </dd> |
| <dt><strong>index</strong><span class="classifier">single label or list-like</span></dt><dd><p>Redundant for application on Series, but index can be used instead of labels.</p> |
| </dd> |
| <dt><strong>columns</strong><span class="classifier">single label or list-like</span></dt><dd><p>No change is made to the Series; use ‘index’ or ‘labels’ instead.</p> |
| <div class="versionadded"> |
| <p><span class="versionmodified added">New in version 3.4.0.</span></p> |
| </div> |
| </dd> |
| <dt><strong>level</strong><span class="classifier">int or level name, optional</span></dt><dd><p>For MultiIndex, level for which the labels will be removed.</p> |
| </dd> |
| <dt><strong>inplace: bool, default False</strong></dt><dd><p>If True, do operation inplace and return None</p> |
| <div class="versionadded"> |
| <p><span class="versionmodified added">New in version 3.4.0.</span></p> |
| </div> |
| </dd> |
| </dl> |
| </dd> |
| <dt class="field-even">Returns</dt> |
| <dd class="field-even"><dl class="simple"> |
| <dt>Series</dt><dd><p>Series with specified index labels removed.</p> |
| </dd> |
| </dl> |
| </dd> |
| </dl> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <dl class="simple"> |
| <dt><a class="reference internal" href="pyspark.pandas.Series.dropna.html#pyspark.pandas.Series.dropna" title="pyspark.pandas.Series.dropna"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Series.dropna</span></code></a></dt><dd></dd> |
| </dl> |
| </div> |
| <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="n">data</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span> <span class="n">index</span><span class="o">=</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="s1">'C'</span><span class="p">])</span> |
| <span class="gp">>>> </span><span class="n">s</span> |
| <span class="go">A 0</span> |
| <span class="go">B 1</span> |
| <span class="go">C 2</span> |
| <span class="go">dtype: int64</span> |
| </pre></div> |
| </div> |
| <p>Drop single label A</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">drop</span><span class="p">(</span><span class="s1">'A'</span><span class="p">)</span> |
| <span class="go">B 1</span> |
| <span class="go">C 2</span> |
| <span class="go">dtype: int64</span> |
| </pre></div> |
| </div> |
| <p>Drop labels B and C</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">drop</span><span class="p">(</span><span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">'B'</span><span class="p">,</span> <span class="s1">'C'</span><span class="p">])</span> |
| <span class="go">A 0</span> |
| <span class="go">dtype: int64</span> |
| </pre></div> |
| </div> |
| <p>With ‘index’ rather than ‘labels’ returns exactly same result.</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">drop</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="s1">'A'</span><span class="p">)</span> |
| <span class="go">B 1</span> |
| <span class="go">C 2</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">drop</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">'B'</span><span class="p">,</span> <span class="s1">'C'</span><span class="p">])</span> |
| <span class="go">A 0</span> |
| <span class="go">dtype: int64</span> |
| </pre></div> |
| </div> |
| <p>With ‘columns’, no change is made to the Series.</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">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">'A'</span><span class="p">])</span> |
| <span class="go">A 0</span> |
| <span class="go">B 1</span> |
| <span class="go">C 2</span> |
| <span class="go">dtype: int64</span> |
| </pre></div> |
| </div> |
| <p>With ‘inplace=True’, do operation inplace and return None.</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">drop</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">'B'</span><span class="p">,</span> <span class="s1">'C'</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| <span class="gp">>>> </span><span class="n">s</span> |
| <span class="go">A 0</span> |
| <span class="go">dtype: int64</span> |
| </pre></div> |
| </div> |
| <p>Also support for MultiIndex</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">midx</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">MultiIndex</span><span class="p">([[</span><span class="s1">'lama'</span><span class="p">,</span> <span class="s1">'cow'</span><span class="p">,</span> <span class="s1">'falcon'</span><span class="p">],</span> |
| <span class="gp">... </span> <span class="p">[</span><span class="s1">'speed'</span><span class="p">,</span> <span class="s1">'weight'</span><span class="p">,</span> <span class="s1">'length'</span><span class="p">]],</span> |
| <span class="gp">... </span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</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">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> |
| <span class="gp">... </span> <span class="p">[</span><span class="mi">0</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">0</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">0</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="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">45</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mf">1.2</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">250</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">,</span> <span class="mi">320</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">0.3</span><span class="p">],</span> |
| <span class="gp">... </span> <span class="n">index</span><span class="o">=</span><span class="n">midx</span><span class="p">)</span> |
| <span class="gp">>>> </span><span class="n">s</span> |
| <span class="go">lama speed 45.0</span> |
| <span class="go"> weight 200.0</span> |
| <span class="go"> length 1.2</span> |
| <span class="go">cow speed 30.0</span> |
| <span class="go"> weight 250.0</span> |
| <span class="go"> length 1.5</span> |
| <span class="go">falcon speed 320.0</span> |
| <span class="go"> weight 1.0</span> |
| <span class="go"> length 0.3</span> |
| <span class="go">dtype: float64</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">drop</span><span class="p">(</span><span class="n">labels</span><span class="o">=</span><span class="s1">'weight'</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="go">lama speed 45.0</span> |
| <span class="go"> length 1.2</span> |
| <span class="go">cow speed 30.0</span> |
| <span class="go"> length 1.5</span> |
| <span class="go">falcon speed 320.0</span> |
| <span class="go"> length 0.3</span> |
| <span class="go">dtype: float64</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">drop</span><span class="p">((</span><span class="s1">'lama'</span><span class="p">,</span> <span class="s1">'weight'</span><span class="p">))</span> |
| <span class="go">lama speed 45.0</span> |
| <span class="go"> length 1.2</span> |
| <span class="go">cow speed 30.0</span> |
| <span class="go"> weight 250.0</span> |
| <span class="go"> length 1.5</span> |
| <span class="go">falcon speed 320.0</span> |
| <span class="go"> weight 1.0</span> |
| <span class="go"> length 0.3</span> |
| <span class="go">dtype: float64</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">drop</span><span class="p">([(</span><span class="s1">'lama'</span><span class="p">,</span> <span class="s1">'speed'</span><span class="p">),</span> <span class="p">(</span><span class="s1">'falcon'</span><span class="p">,</span> <span class="s1">'weight'</span><span class="p">)])</span> |
| <span class="go">lama weight 200.0</span> |
| <span class="go"> length 1.2</span> |
| <span class="go">cow speed 30.0</span> |
| <span class="go"> weight 250.0</span> |
| <span class="go"> length 1.5</span> |
| <span class="go">falcon speed 320.0</span> |
| <span class="go"> length 0.3</span> |
| <span class="go">dtype: float64</span> |
| </pre></div> |
| </div> |
| </dd></dl> |
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