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| <section id="pyspark-sql-window-rowsbetween"> |
| <h1>pyspark.sql.Window.rowsBetween<a class="headerlink" href="#pyspark-sql-window-rowsbetween" title="Permalink to this headline">¶</a></h1> |
| <dl class="py method"> |
| <dt id="pyspark.sql.Window.rowsBetween"> |
| <em class="property">static </em><code class="sig-prename descclassname">Window.</code><code class="sig-name descname">rowsBetween</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">start</span><span class="p">:</span> <span class="n">int</span></em>, <em class="sig-param"><span class="n">end</span><span class="p">:</span> <span class="n">int</span></em><span class="sig-paren">)</span> → pyspark.sql.window.WindowSpec<a class="reference internal" href="../../../_modules/pyspark/sql/window.html#Window.rowsBetween"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.Window.rowsBetween" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Creates a <code class="xref py py-class docutils literal notranslate"><span class="pre">WindowSpec</span></code> with the frame boundaries defined, |
| from <cite>start</cite> (inclusive) to <cite>end</cite> (inclusive).</p> |
| <p>Both <cite>start</cite> and <cite>end</cite> are relative positions from the current row. |
| For example, “0” means “current row”, while “-1” means the row before |
| the current row, and “5” means the fifth row after the current row.</p> |
| <p>We recommend users use <code class="docutils literal notranslate"><span class="pre">Window.unboundedPreceding</span></code>, <code class="docutils literal notranslate"><span class="pre">Window.unboundedFollowing</span></code>, |
| and <code class="docutils literal notranslate"><span class="pre">Window.currentRow</span></code> to specify special boundary values, rather than using integral |
| values directly.</p> |
| <p>A row based boundary is based on the position of the row within the partition. |
| An offset indicates the number of rows above or below the current row, the frame for the |
| current row starts or ends. For instance, given a row based sliding frame with a lower bound |
| offset of -1 and a upper bound offset of +2. The frame for row with index 5 would range from |
| index 4 to index 7.</p> |
| <div class="versionadded"> |
| <p><span class="versionmodified added">New in version 2.1.0.</span></p> |
| </div> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><dl class="simple"> |
| <dt><strong>start</strong><span class="classifier">int</span></dt><dd><p>boundary start, inclusive. |
| The frame is unbounded if this is <code class="docutils literal notranslate"><span class="pre">Window.unboundedPreceding</span></code>, or |
| any value less than or equal to -9223372036854775808.</p> |
| </dd> |
| <dt><strong>end</strong><span class="classifier">int</span></dt><dd><p>boundary end, inclusive. |
| The frame is unbounded if this is <code class="docutils literal notranslate"><span class="pre">Window.unboundedFollowing</span></code>, or |
| any value greater than or equal to 9223372036854775807.</p> |
| </dd> |
| </dl> |
| </dd> |
| <dt class="field-even">Returns</dt> |
| <dd class="field-even"><dl class="field-list simple"> |
| <dt class="field-odd">class</dt> |
| <dd class="field-odd"><p><cite>WindowSpec</cite> |
| A <code class="xref py py-class docutils literal notranslate"><span class="pre">WindowSpec</span></code> with the frame boundaries defined, |
| from <cite>start</cite> (inclusive) to <cite>end</cite> (inclusive).</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="kn">from</span> <span class="nn">pyspark.sql</span> <span class="kn">import</span> <span class="n">Window</span> |
| <span class="gp">>>> </span><span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="kn">import</span> <span class="n">functions</span> <span class="k">as</span> <span class="n">func</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">1</span><span class="p">,</span> <span class="s2">"a"</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">"a"</span><span class="p">),</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s2">"a"</span><span class="p">),</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">"b"</span><span class="p">),</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s2">"b"</span><span class="p">),</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="s2">"b"</span><span class="p">)],</span> <span class="p">[</span><span class="s2">"id"</span><span class="p">,</span> <span class="s2">"category"</span><span class="p">])</span> |
| <span class="gp">>>> </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">| id|category|</span> |
| <span class="go">+---+--------+</span> |
| <span class="go">| 1| a|</span> |
| <span class="go">| 1| a|</span> |
| <span class="go">| 2| a|</span> |
| <span class="go">| 1| b|</span> |
| <span class="go">| 2| b|</span> |
| <span class="go">| 3| b|</span> |
| <span class="go">+---+--------+</span> |
| </pre></div> |
| </div> |
| <p>Calculate sum of <code class="docutils literal notranslate"><span class="pre">id</span></code> in the range from currentRow to currentRow + 1 |
| in partition <code class="docutils literal notranslate"><span class="pre">category</span></code></p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">window</span> <span class="o">=</span> <span class="n">Window</span><span class="o">.</span><span class="n">partitionBy</span><span class="p">(</span><span class="s2">"category"</span><span class="p">)</span><span class="o">.</span><span class="n">orderBy</span><span class="p">(</span><span class="s2">"id"</span><span class="p">)</span><span class="o">.</span><span class="n">rowsBetween</span><span class="p">(</span><span class="n">Window</span><span class="o">.</span><span class="n">currentRow</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> |
| <span class="gp">>>> </span><span class="n">df</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">"sum"</span><span class="p">,</span> <span class="n">func</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="s2">"id"</span><span class="p">)</span><span class="o">.</span><span class="n">over</span><span class="p">(</span><span class="n">window</span><span class="p">))</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s2">"id"</span><span class="p">,</span> <span class="s2">"category"</span><span class="p">,</span> <span class="s2">"sum"</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">| id|category|sum|</span> |
| <span class="go">+---+--------+---+</span> |
| <span class="go">| 1| a| 2|</span> |
| <span class="go">| 1| a| 3|</span> |
| <span class="go">| 1| b| 3|</span> |
| <span class="go">| 2| a| 2|</span> |
| <span class="go">| 2| b| 5|</span> |
| <span class="go">| 3| b| 3|</span> |
| <span class="go">+---+--------+---+</span> |
| </pre></div> |
| </div> |
| </dd></dl> |
| |
| </section> |
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