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@@ -612,6 +612,9 @@ <h3>New Features<a class="headerlink" href="#id2" title="Link to this heading">#
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the <code class="docutils literal notranslate"><span class="pre">cv</span></code> splitter and <code class="docutils literal notranslate"><span class="pre">split_kwargs</span></code> passed to
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<a class="reference internal" href="reference/generated/skrub.DataOp.skb.mark_as_X.html#skrub.DataOp.skb.mark_as_X" title="skrub.DataOp.skb.mark_as_X"><code class="xref py py-meth docutils literal notranslate"><span class="pre">DataOp.skb.mark_as_X()</span></code></a>, if they exist. <a class="reference external" href="https://github.com/skrub-data/skrub/pull/2041">#2041</a>
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by <a class="reference external" href="https://github.com/jeromedockes">Jérôme Dockès</a>.</p></li>
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<li><p><a class="reference internal" href="reference/generated/skrub.selectors.has_dtype.html#skrub.selectors.has_dtype" title="skrub.selectors.has_dtype"><code class="xref py py-func docutils literal notranslate"><span class="pre">selectors.has_dtype()</span></code></a> has been added, allowing users to select columns
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by passing the dtype objects they want to match. <a class="reference external" href="https://github.com/skrub-data/skrub/pull/2027">#2027</a> by
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<a class="reference external" href="https://github.com/kudos07">kudos07</a>.</p></li>
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</ul>
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</section>
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<section id="id3">
@@ -631,9 +634,9 @@ <h3>Changes<a class="headerlink" href="#id3" title="Link to this heading">#</a><
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control whether numeric-looking strings (e.g., <code class="docutils literal notranslate"><span class="pre">[&quot;1&quot;,</span> <span class="pre">&quot;2&quot;,</span> <span class="pre">&quot;3&quot;]</span></code>) are parsed
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to <code class="docutils literal notranslate"><span class="pre">float32</span></code>, and a <code class="docutils literal notranslate"><span class="pre">cast_to_float</span></code> parameter to downcast numeric
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columns to <code class="docutils literal notranslate"><span class="pre">float32</span></code>.
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<a class="reference external" href="https://github.com/skrub-data/skrub/pull/1910">#1910</a> by <a class="reference external" href="https://github.com/&lt;Varshith-yadaV&gt;">&#64;&lt;Varshith-yadaV&gt;</a>.</p></li>
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<li><p><code class="xref py py-func docutils literal notranslate"><span class="pre">fetch_toxicity_dataset()</span></code> now returns a shuffled version of the dataset by default.
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<a class="reference external" href="https://github.com/skrub-data/skrub/pull/1892">#1892</a> by user:<cite>Riccardo Cappuzzo &lt;rcap107&gt;</cite>.</p></li>
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<a class="reference external" href="https://github.com/skrub-data/skrub/pull/1910">#1910</a> by <a class="reference external" href="https://github.com/Varshith-yadaV">Varshith-yadaV</a>.</p></li>
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<li><p><a class="reference internal" href="reference/generated/skrub.datasets.fetch_toxicity.html#skrub.datasets.fetch_toxicity" title="skrub.datasets.fetch_toxicity"><code class="xref py py-func docutils literal notranslate"><span class="pre">fetch_toxicity()</span></code></a> now returns a shuffled version of the dataset by default.
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<a class="reference external" href="https://github.com/skrub-data/skrub/pull/1892">#1892</a> by <a class="reference external" href="https://github.com/rcap107">Riccardo Cappuzzo</a>.</p></li>
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<li><p>Added a <code class="docutils literal notranslate"><span class="pre">metric</span></code> parameter to <a class="reference internal" href="reference/generated/skrub.fuzzy_join.html#skrub.fuzzy_join" title="skrub.fuzzy_join"><code class="xref py py-func docutils literal notranslate"><span class="pre">fuzzy_join()</span></code></a> and <a class="reference internal" href="reference/generated/skrub.Joiner.html#skrub.Joiner" title="skrub.Joiner"><code class="xref py py-class docutils literal notranslate"><span class="pre">Joiner</span></code></a> to configure
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the nearest-neighbor distance used for matching. The metric can be any value
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supported by <a class="reference external" href="https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html#sklearn.neighbors.NearestNeighbors" title="(in scikit-learn v1.8)"><code class="xref py py-class docutils literal notranslate"><span class="pre">NearestNeighbors</span></code></a> (see its docstring).
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<li><p><a class="reference internal" href="reference/generated/skrub.selectors.has_nulls.html#skrub.selectors.has_nulls" title="skrub.selectors.has_nulls"><code class="xref py py-func docutils literal notranslate"><span class="pre">selectors.has_nulls()</span></code></a> now takes a <code class="docutils literal notranslate"><span class="pre">proportion</span></code> parameter, which allows
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selecting columns that have a fraction of null values above the given threshold.
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<a class="reference external" href="https://github.com/skrub-data/skrub/pull/1881">#1881</a> by <a class="reference external" href="https://github.com/gabrielapgomezji">Gabriela Gómez Jiménez</a>.</p></li>
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<li><p><a class="reference internal" href="reference/generated/skrub.selectors.has_dtype.html#skrub.selectors.has_dtype" title="skrub.selectors.has_dtype"><code class="xref py py-func docutils literal notranslate"><span class="pre">selectors.has_dtype()</span></code></a> has been added, allowing users to select columns
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by passing the dtype objects they want to match. <a class="reference external" href="https://github.com/skrub-data/skrub/pull/2027">#2027</a> by
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<a class="reference external" href="https://github.com/kudos07">kudos07</a>.</p></li>
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</ul>
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</section>
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