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<section id="isotonicregression">
<h1>IsotonicRegression<a class="headerlink" href="#isotonicregression" title="Permalink to this headline">#</a></h1>
<dl class="py class">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyspark.ml.regression.</span></span><span class="sig-name descname"><span class="pre">IsotonicRegression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featuresCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'features'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'label'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'prediction'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weightCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isotonic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression" title="Permalink to this definition">#</a></dt>
<dd><p>Currently implemented using parallelized pool adjacent violators algorithm.
Only univariate (single feature) algorithm supported.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 1.6.0.</span></p>
</div>
<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.ml.linalg</span> <span class="kn">import</span> <span class="n">Vectors</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="gp">... </span> <span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">Vectors</span><span class="o">.</span><span class="n">dense</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)),</span>
<span class="gp">... </span> <span class="p">(</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">Vectors</span><span class="o">.</span><span class="n">sparse</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="p">[],</span> <span class="p">[]))],</span> <span class="p">[</span><span class="s2">&quot;label&quot;</span><span class="p">,</span> <span class="s2">&quot;features&quot;</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">ir</span> <span class="o">=</span> <span class="n">IsotonicRegression</span><span class="p">()</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span> <span class="o">=</span> <span class="n">ir</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">setFeaturesCol</span><span class="p">(</span><span class="s2">&quot;features&quot;</span><span class="p">)</span>
<span class="go">IsotonicRegressionModel...</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">numFeatures</span>
<span class="go">1</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">test0</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">Vectors</span><span class="o">.</span><span class="n">dense</span><span class="p">(</span><span class="o">-</span><span class="mf">1.0</span><span class="p">),)],</span> <span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">test0</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">()</span><span class="o">.</span><span class="n">prediction</span>
<span class="go">0.0</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test0</span><span class="o">.</span><span class="n">head</span><span class="p">()</span><span class="o">.</span><span class="n">features</span><span class="p">[</span><span class="n">model</span><span class="o">.</span><span class="n">getFeatureIndex</span><span class="p">()])</span>
<span class="go">0.0</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">boundaries</span>
<span class="go">DenseVector([0.0, 1.0])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">ir_path</span> <span class="o">=</span> <span class="n">temp_path</span> <span class="o">+</span> <span class="s2">&quot;/ir&quot;</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">ir</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">ir_path</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">ir2</span> <span class="o">=</span> <span class="n">IsotonicRegression</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">ir_path</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">ir2</span><span class="o">.</span><span class="n">getIsotonic</span><span class="p">()</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model_path</span> <span class="o">=</span> <span class="n">temp_path</span> <span class="o">+</span> <span class="s2">&quot;/ir_model&quot;</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">model_path</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model2</span> <span class="o">=</span> <span class="n">IsotonicRegressionModel</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">model_path</span><span class="p">)</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">boundaries</span> <span class="o">==</span> <span class="n">model2</span><span class="o">.</span><span class="n">boundaries</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">predictions</span> <span class="o">==</span> <span class="n">model2</span><span class="o">.</span><span class="n">predictions</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">model</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">test0</span><span class="p">)</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="o">==</span> <span class="n">model2</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">test0</span><span class="p">)</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="go">True</span>
</pre></div>
</div>
<p class="rubric">Methods</p>
<table class="autosummary 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.ml.regression.IsotonicRegression.clear" title="pyspark.ml.regression.IsotonicRegression.clear"><code class="xref py py-obj docutils literal notranslate"><span class="pre">clear</span></code></a>(param)</p></td>
<td><p>Clears a param from the param map if it has been explicitly set.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.copy" title="pyspark.ml.regression.IsotonicRegression.copy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy</span></code></a>([extra])</p></td>
<td><p>Creates a copy of this instance with the same uid and some extra params.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.explainParam" title="pyspark.ml.regression.IsotonicRegression.explainParam"><code class="xref py py-obj docutils literal notranslate"><span class="pre">explainParam</span></code></a>(param)</p></td>
<td><p>Explains a single param and returns its name, doc, and optional default value and user-supplied value in a string.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.explainParams" title="pyspark.ml.regression.IsotonicRegression.explainParams"><code class="xref py py-obj docutils literal notranslate"><span class="pre">explainParams</span></code></a>()</p></td>
<td><p>Returns the documentation of all params with their optionally default values and user-supplied values.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.extractParamMap" title="pyspark.ml.regression.IsotonicRegression.extractParamMap"><code class="xref py py-obj docutils literal notranslate"><span class="pre">extractParamMap</span></code></a>([extra])</p></td>
<td><p>Extracts the embedded default param values and user-supplied values, and then merges them with extra values from input into a flat param map, where the latter value is used if there exist conflicts, i.e., with ordering: default param values &lt; user-supplied values &lt; extra.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.fit" title="pyspark.ml.regression.IsotonicRegression.fit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">fit</span></code></a>(dataset[, params])</p></td>
<td><p>Fits a model to the input dataset with optional parameters.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.fitMultiple" title="pyspark.ml.regression.IsotonicRegression.fitMultiple"><code class="xref py py-obj docutils literal notranslate"><span class="pre">fitMultiple</span></code></a>(dataset, paramMaps)</p></td>
<td><p>Fits a model to the input dataset for each param map in <cite>paramMaps</cite>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getFeatureIndex" title="pyspark.ml.regression.IsotonicRegression.getFeatureIndex"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getFeatureIndex</span></code></a>()</p></td>
<td><p>Gets the value of featureIndex or its default value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getFeaturesCol" title="pyspark.ml.regression.IsotonicRegression.getFeaturesCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getFeaturesCol</span></code></a>()</p></td>
<td><p>Gets the value of featuresCol or its default value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getIsotonic" title="pyspark.ml.regression.IsotonicRegression.getIsotonic"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getIsotonic</span></code></a>()</p></td>
<td><p>Gets the value of isotonic or its default value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getLabelCol" title="pyspark.ml.regression.IsotonicRegression.getLabelCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getLabelCol</span></code></a>()</p></td>
<td><p>Gets the value of labelCol or its default value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getOrDefault" title="pyspark.ml.regression.IsotonicRegression.getOrDefault"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getOrDefault</span></code></a>(param)</p></td>
<td><p>Gets the value of a param in the user-supplied param map or its default value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getParam" title="pyspark.ml.regression.IsotonicRegression.getParam"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getParam</span></code></a>(paramName)</p></td>
<td><p>Gets a param by its name.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getPredictionCol" title="pyspark.ml.regression.IsotonicRegression.getPredictionCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getPredictionCol</span></code></a>()</p></td>
<td><p>Gets the value of predictionCol or its default value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.getWeightCol" title="pyspark.ml.regression.IsotonicRegression.getWeightCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">getWeightCol</span></code></a>()</p></td>
<td><p>Gets the value of weightCol or its default value.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.hasDefault" title="pyspark.ml.regression.IsotonicRegression.hasDefault"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hasDefault</span></code></a>(param)</p></td>
<td><p>Checks whether a param has a default value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.hasParam" title="pyspark.ml.regression.IsotonicRegression.hasParam"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hasParam</span></code></a>(paramName)</p></td>
<td><p>Tests whether this instance contains a param with a given (string) name.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.isDefined" title="pyspark.ml.regression.IsotonicRegression.isDefined"><code class="xref py py-obj docutils literal notranslate"><span class="pre">isDefined</span></code></a>(param)</p></td>
<td><p>Checks whether a param is explicitly set by user or has a default value.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.isSet" title="pyspark.ml.regression.IsotonicRegression.isSet"><code class="xref py py-obj docutils literal notranslate"><span class="pre">isSet</span></code></a>(param)</p></td>
<td><p>Checks whether a param is explicitly set by user.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.load" title="pyspark.ml.regression.IsotonicRegression.load"><code class="xref py py-obj docutils literal notranslate"><span class="pre">load</span></code></a>(path)</p></td>
<td><p>Reads an ML instance from the input path, a shortcut of <cite>read().load(path)</cite>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.read" title="pyspark.ml.regression.IsotonicRegression.read"><code class="xref py py-obj docutils literal notranslate"><span class="pre">read</span></code></a>()</p></td>
<td><p>Returns an MLReader instance for this class.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.save" title="pyspark.ml.regression.IsotonicRegression.save"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save</span></code></a>(path)</p></td>
<td><p>Save this ML instance to the given path, a shortcut of 'write().save(path)'.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.set" title="pyspark.ml.regression.IsotonicRegression.set"><code class="xref py py-obj docutils literal notranslate"><span class="pre">set</span></code></a>(param, value)</p></td>
<td><p>Sets a parameter in the embedded param map.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setFeatureIndex" title="pyspark.ml.regression.IsotonicRegression.setFeatureIndex"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setFeatureIndex</span></code></a>(value)</p></td>
<td><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.featureIndex" title="pyspark.ml.regression.IsotonicRegression.featureIndex"><code class="xref py py-attr docutils literal notranslate"><span class="pre">featureIndex</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setFeaturesCol" title="pyspark.ml.regression.IsotonicRegression.setFeaturesCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setFeaturesCol</span></code></a>(value)</p></td>
<td><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.featuresCol" title="pyspark.ml.regression.IsotonicRegression.featuresCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">featuresCol</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setIsotonic" title="pyspark.ml.regression.IsotonicRegression.setIsotonic"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setIsotonic</span></code></a>(value)</p></td>
<td><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.isotonic" title="pyspark.ml.regression.IsotonicRegression.isotonic"><code class="xref py py-attr docutils literal notranslate"><span class="pre">isotonic</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setLabelCol" title="pyspark.ml.regression.IsotonicRegression.setLabelCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setLabelCol</span></code></a>(value)</p></td>
<td><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.labelCol" title="pyspark.ml.regression.IsotonicRegression.labelCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">labelCol</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setParams" title="pyspark.ml.regression.IsotonicRegression.setParams"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setParams</span></code></a>(*[, featuresCol, labelCol, ...])</p></td>
<td><p>setParams(self, *, featuresCol=&quot;features&quot;, labelCol=&quot;label&quot;, predictionCol=&quot;prediction&quot;, weightCol=None, isotonic=True, featureIndex=0): Set the params for IsotonicRegression.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setPredictionCol" title="pyspark.ml.regression.IsotonicRegression.setPredictionCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setPredictionCol</span></code></a>(value)</p></td>
<td><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.predictionCol" title="pyspark.ml.regression.IsotonicRegression.predictionCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">predictionCol</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.setWeightCol" title="pyspark.ml.regression.IsotonicRegression.setWeightCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">setWeightCol</span></code></a>(value)</p></td>
<td><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.weightCol" title="pyspark.ml.regression.IsotonicRegression.weightCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">weightCol</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.write" title="pyspark.ml.regression.IsotonicRegression.write"><code class="xref py py-obj docutils literal notranslate"><span class="pre">write</span></code></a>()</p></td>
<td><p>Returns an MLWriter instance for this ML instance.</p></td>
</tr>
</tbody>
</table>
<p class="rubric">Attributes</p>
<table class="autosummary 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.ml.regression.IsotonicRegression.featureIndex" title="pyspark.ml.regression.IsotonicRegression.featureIndex"><code class="xref py py-obj docutils literal notranslate"><span class="pre">featureIndex</span></code></a></p></td>
<td><p></p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.featuresCol" title="pyspark.ml.regression.IsotonicRegression.featuresCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">featuresCol</span></code></a></p></td>
<td><p></p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.isotonic" title="pyspark.ml.regression.IsotonicRegression.isotonic"><code class="xref py py-obj docutils literal notranslate"><span class="pre">isotonic</span></code></a></p></td>
<td><p></p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.labelCol" title="pyspark.ml.regression.IsotonicRegression.labelCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">labelCol</span></code></a></p></td>
<td><p></p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.params" title="pyspark.ml.regression.IsotonicRegression.params"><code class="xref py py-obj docutils literal notranslate"><span class="pre">params</span></code></a></p></td>
<td><p>Returns all params ordered by name.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.predictionCol" title="pyspark.ml.regression.IsotonicRegression.predictionCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">predictionCol</span></code></a></p></td>
<td><p></p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.weightCol" title="pyspark.ml.regression.IsotonicRegression.weightCol"><code class="xref py py-obj docutils literal notranslate"><span class="pre">weightCol</span></code></a></p></td>
<td><p></p></td>
</tr>
</tbody>
</table>
<p class="rubric">Methods Documentation</p>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.clear">
<span class="sig-name descname"><span class="pre">clear</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.clear" title="Permalink to this definition">#</a></dt>
<dd><p>Clears a param from the param map if it has been explicitly set.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.copy">
<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">extra</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.copy" title="Permalink to this definition">#</a></dt>
<dd><p>Creates a copy of this instance with the same uid and some
extra params. This implementation first calls Params.copy and
then make a copy of the companion Java pipeline component with
extra params. So both the Python wrapper and the Java pipeline
component get copied.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl class="simple">
<dt><strong>extra</strong><span class="classifier">dict, optional</span></dt><dd><p>Extra parameters to copy to the new instance</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><dl class="simple">
<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">JavaParams</span></code></dt><dd><p>Copy of this instance</p>
</dd>
</dl>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.explainParam">
<span class="sig-name descname"><span class="pre">explainParam</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.explainParam" title="Permalink to this definition">#</a></dt>
<dd><p>Explains a single param and returns its name, doc, and optional
default value and user-supplied value in a string.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.explainParams">
<span class="sig-name descname"><span class="pre">explainParams</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.explainParams" title="Permalink to this definition">#</a></dt>
<dd><p>Returns the documentation of all params with their optionally
default values and user-supplied values.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.extractParamMap">
<span class="sig-name descname"><span class="pre">extractParamMap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">extra</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.extractParamMap" title="Permalink to this definition">#</a></dt>
<dd><p>Extracts the embedded default param values and user-supplied
values, and then merges them with extra values from input into
a flat param map, where the latter value is used if there exist
conflicts, i.e., with ordering: default param values &lt;
user-supplied values &lt; extra.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl class="simple">
<dt><strong>extra</strong><span class="classifier">dict, optional</span></dt><dd><p>extra param values</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><dl class="simple">
<dt>dict</dt><dd><p>merged param map</p>
</dd>
</dl>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.fit">
<span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.fit" title="Permalink to this definition">#</a></dt>
<dd><p>Fits a model to the input dataset with optional parameters.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 1.3.0.</span></p>
</div>
<dl class="field-list">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl>
<dt><strong>dataset</strong><span class="classifier"><a class="reference internal" href="../pyspark.sql/api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyspark.sql.DataFrame</span></code></a></span></dt><dd><p>input dataset.</p>
</dd>
<dt><strong>params</strong><span class="classifier">dict or list or tuple, optional</span></dt><dd><p>an optional param map that overrides embedded params. If a list/tuple of
param maps is given, this calls fit on each param map and returns a list of
models.</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><dl class="simple">
<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">Transformer</span></code> or a list of <code class="xref py py-class docutils literal notranslate"><span class="pre">Transformer</span></code></dt><dd><p>fitted model(s)</p>
</dd>
</dl>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.fitMultiple">
<span class="sig-name descname"><span class="pre">fitMultiple</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paramMaps</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.fitMultiple" title="Permalink to this definition">#</a></dt>
<dd><p>Fits a model to the input dataset for each param map in <cite>paramMaps</cite>.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 2.3.0.</span></p>
</div>
<dl class="field-list">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl>
<dt><strong>dataset</strong><span class="classifier"><a class="reference internal" href="../pyspark.sql/api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyspark.sql.DataFrame</span></code></a></span></dt><dd><p>input dataset.</p>
</dd>
<dt><strong>paramMaps</strong><span class="classifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">collections.abc.Sequence</span></code></span></dt><dd><p>A Sequence of param maps.</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><dl class="simple">
<dt><code class="xref py py-class docutils literal notranslate"><span class="pre">_FitMultipleIterator</span></code></dt><dd><p>A thread safe iterable which contains one model for each param map. Each
call to <cite>next(modelIterator)</cite> will return <cite>(index, model)</cite> where model was fit
using <cite>paramMaps[index]</cite>. <cite>index</cite> values may not be sequential.</p>
</dd>
</dl>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getFeatureIndex">
<span class="sig-name descname"><span class="pre">getFeatureIndex</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getFeatureIndex" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of featureIndex or its default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getFeaturesCol">
<span class="sig-name descname"><span class="pre">getFeaturesCol</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getFeaturesCol" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of featuresCol or its default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getIsotonic">
<span class="sig-name descname"><span class="pre">getIsotonic</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getIsotonic" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of isotonic or its default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getLabelCol">
<span class="sig-name descname"><span class="pre">getLabelCol</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getLabelCol" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of labelCol or its default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getOrDefault">
<span class="sig-name descname"><span class="pre">getOrDefault</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getOrDefault" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of a param in the user-supplied param map or its
default value. Raises an error if neither is set.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getParam">
<span class="sig-name descname"><span class="pre">getParam</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">paramName</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getParam" title="Permalink to this definition">#</a></dt>
<dd><p>Gets a param by its name.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getPredictionCol">
<span class="sig-name descname"><span class="pre">getPredictionCol</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getPredictionCol" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of predictionCol or its default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.getWeightCol">
<span class="sig-name descname"><span class="pre">getWeightCol</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.getWeightCol" title="Permalink to this definition">#</a></dt>
<dd><p>Gets the value of weightCol or its default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.hasDefault">
<span class="sig-name descname"><span class="pre">hasDefault</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.hasDefault" title="Permalink to this definition">#</a></dt>
<dd><p>Checks whether a param has a default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.hasParam">
<span class="sig-name descname"><span class="pre">hasParam</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">paramName</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.hasParam" title="Permalink to this definition">#</a></dt>
<dd><p>Tests whether this instance contains a param with a given
(string) name.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.isDefined">
<span class="sig-name descname"><span class="pre">isDefined</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.isDefined" title="Permalink to this definition">#</a></dt>
<dd><p>Checks whether a param is explicitly set by user or has
a default value.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.isSet">
<span class="sig-name descname"><span class="pre">isSet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.isSet" title="Permalink to this definition">#</a></dt>
<dd><p>Checks whether a param is explicitly set by user.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.load">
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.load" title="Permalink to this definition">#</a></dt>
<dd><p>Reads an ML instance from the input path, a shortcut of <cite>read().load(path)</cite>.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.read">
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.read" title="Permalink to this definition">#</a></dt>
<dd><p>Returns an MLReader instance for this class.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.save">
<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.save" title="Permalink to this definition">#</a></dt>
<dd><p>Save this ML instance to the given path, a shortcut of ‘write().save(path)’.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.set">
<span class="sig-name descname"><span class="pre">set</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.set" title="Permalink to this definition">#</a></dt>
<dd><p>Sets a parameter in the embedded param map.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setFeatureIndex">
<span class="sig-name descname"><span class="pre">setFeatureIndex</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setFeatureIndex"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setFeatureIndex" title="Permalink to this definition">#</a></dt>
<dd><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.featureIndex" title="pyspark.ml.regression.IsotonicRegression.featureIndex"><code class="xref py py-attr docutils literal notranslate"><span class="pre">featureIndex</span></code></a>.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setFeaturesCol">
<span class="sig-name descname"><span class="pre">setFeaturesCol</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setFeaturesCol"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setFeaturesCol" title="Permalink to this definition">#</a></dt>
<dd><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.featuresCol" title="pyspark.ml.regression.IsotonicRegression.featuresCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">featuresCol</span></code></a>.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 1.6.0.</span></p>
</div>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setIsotonic">
<span class="sig-name descname"><span class="pre">setIsotonic</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setIsotonic"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setIsotonic" title="Permalink to this definition">#</a></dt>
<dd><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.isotonic" title="pyspark.ml.regression.IsotonicRegression.isotonic"><code class="xref py py-attr docutils literal notranslate"><span class="pre">isotonic</span></code></a>.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setLabelCol">
<span class="sig-name descname"><span class="pre">setLabelCol</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setLabelCol"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setLabelCol" title="Permalink to this definition">#</a></dt>
<dd><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.labelCol" title="pyspark.ml.regression.IsotonicRegression.labelCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">labelCol</span></code></a>.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 1.6.0.</span></p>
</div>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setParams">
<span class="sig-name descname"><span class="pre">setParams</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featuresCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'features'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'label'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'prediction'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weightCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isotonic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setParams"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setParams" title="Permalink to this definition">#</a></dt>
<dd><p>setParams(self, *, featuresCol=”features”, labelCol=”label”, predictionCol=”prediction”, weightCol=None, isotonic=True, featureIndex=0):
Set the params for IsotonicRegression.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setPredictionCol">
<span class="sig-name descname"><span class="pre">setPredictionCol</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setPredictionCol"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setPredictionCol" title="Permalink to this definition">#</a></dt>
<dd><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.predictionCol" title="pyspark.ml.regression.IsotonicRegression.predictionCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">predictionCol</span></code></a>.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 1.6.0.</span></p>
</div>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.setWeightCol">
<span class="sig-name descname"><span class="pre">setWeightCol</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/pyspark/ml/regression.html#IsotonicRegression.setWeightCol"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.setWeightCol" title="Permalink to this definition">#</a></dt>
<dd><p>Sets the value of <a class="reference internal" href="#pyspark.ml.regression.IsotonicRegression.weightCol" title="pyspark.ml.regression.IsotonicRegression.weightCol"><code class="xref py py-attr docutils literal notranslate"><span class="pre">weightCol</span></code></a>.</p>
<div class="versionadded">
<p><span class="versionmodified added">New in version 1.6.0.</span></p>
</div>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.write">
<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.write" title="Permalink to this definition">#</a></dt>
<dd><p>Returns an MLWriter instance for this ML instance.</p>
</dd></dl>
<p class="rubric">Attributes Documentation</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.featureIndex">
<span class="sig-name descname"><span class="pre">featureIndex</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">Param(parent='undefined',</span> <span class="pre">name='featureIndex',</span> <span class="pre">doc='The</span> <span class="pre">index</span> <span class="pre">of</span> <span class="pre">the</span> <span class="pre">feature</span> <span class="pre">if</span> <span class="pre">featuresCol</span> <span class="pre">is</span> <span class="pre">a</span> <span class="pre">vector</span> <span class="pre">column,</span> <span class="pre">no</span> <span class="pre">effect</span> <span class="pre">otherwise.')</span></em><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.featureIndex" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.featuresCol">
<span class="sig-name descname"><span class="pre">featuresCol</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">Param(parent='undefined',</span> <span class="pre">name='featuresCol',</span> <span class="pre">doc='features</span> <span class="pre">column</span> <span class="pre">name.')</span></em><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.featuresCol" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.isotonic">
<span class="sig-name descname"><span class="pre">isotonic</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">Param(parent='undefined',</span> <span class="pre">name='isotonic',</span> <span class="pre">doc='whether</span> <span class="pre">the</span> <span class="pre">output</span> <span class="pre">sequence</span> <span class="pre">should</span> <span class="pre">be</span> <span class="pre">isotonic/increasing</span> <span class="pre">(true)</span> <span class="pre">orantitonic/decreasing</span> <span class="pre">(false).')</span></em><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.isotonic" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.labelCol">
<span class="sig-name descname"><span class="pre">labelCol</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">Param(parent='undefined',</span> <span class="pre">name='labelCol',</span> <span class="pre">doc='label</span> <span class="pre">column</span> <span class="pre">name.')</span></em><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.labelCol" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.params">
<span class="sig-name descname"><span class="pre">params</span></span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.params" title="Permalink to this definition">#</a></dt>
<dd><p>Returns all params ordered by name. The default implementation
uses <code class="xref py py-func docutils literal notranslate"><span class="pre">dir()</span></code> to get all attributes of type
<code class="xref py py-class docutils literal notranslate"><span class="pre">Param</span></code>.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.predictionCol">
<span class="sig-name descname"><span class="pre">predictionCol</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">Param(parent='undefined',</span> <span class="pre">name='predictionCol',</span> <span class="pre">doc='prediction</span> <span class="pre">column</span> <span class="pre">name.')</span></em><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.predictionCol" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.weightCol">
<span class="sig-name descname"><span class="pre">weightCol</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">Param(parent='undefined',</span> <span class="pre">name='weightCol',</span> <span class="pre">doc='weight</span> <span class="pre">column</span> <span class="pre">name.</span> <span class="pre">If</span> <span class="pre">this</span> <span class="pre">is</span> <span class="pre">not</span> <span class="pre">set</span> <span class="pre">or</span> <span class="pre">empty,</span> <span class="pre">we</span> <span class="pre">treat</span> <span class="pre">all</span> <span class="pre">instance</span> <span class="pre">weights</span> <span class="pre">as</span> <span class="pre">1.0.')</span></em><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.weightCol" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="pyspark.ml.regression.IsotonicRegression.uid">
<span class="sig-name descname"><span class="pre">uid</span></span><a class="headerlink" href="#pyspark.ml.regression.IsotonicRegression.uid" title="Permalink to this definition">#</a></dt>
<dd><p>A unique id for the object.</p>
</dd></dl>
</dd></dl>
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