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Pushing the docs to dev/ for branch: main, commit f315bc9a181a986110738d3e4e561c6c4cc6419e
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dev/.buildinfo

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# Sphinx build info version 1
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# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
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config: 514904c5fd7261eb8f2f6d227b4e2e90
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config: deb37e3180b8d4a35b00330119ad70b8
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tags: 645f666f9bcd5a90fca523b33c5a78b7

dev/CHANGES.html

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<meta property="og:type" content="website" />
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<meta property="og:url" content="https://skrub-data.github.io/stable/CHANGES.html" />
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<meta property="og:site_name" content="skrub" />
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<meta property="og:description" content="Ongoing Development: New features: Changes: Bugfixes: DropCols and SelectCols: attributes were renamed to end with an underscore, in order to follow a scikit-learn convention which is used to deter..." />
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<meta property="og:description" content="Ongoing Development: New features: A new dataset, fetch_california_housing(), has been added to the skrub.datasets module. It allows to get a redundancy copy of the scikit-learn fetch_california_ho..." />
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<meta property="og:image" content="https://skrub-data.github.io/stable/_static/skrub.svg" />
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<meta property="og:image:alt" content="skrub" />
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<meta name="description" content="Ongoing Development: New features: Changes: Bugfixes: DropCols and SelectCols: attributes were renamed to end with an underscore, in order to follow a scikit-learn convention which is used to deter..." />
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<meta name="description" content="Ongoing Development: New features: A new dataset, fetch_california_housing(), has been added to the skrub.datasets module. It allows to get a redundancy copy of the scikit-learn fetch_california_ho..." />
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<title>Release history &#8212; skrub</title>
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<h2>Ongoing Development<a class="headerlink" href="#ongoing-development" title="Link to this heading">#</a></h2>
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<section id="new-features">
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<h3>New features<a class="headerlink" href="#new-features" title="Link to this heading">#</a></h3>
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<ul class="simple">
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<li><p>A new dataset, <code class="xref py py-func docutils literal notranslate"><span class="pre">fetch_california_housing()</span></code>, has been added to the
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<code class="xref py py-mod docutils literal notranslate"><span class="pre">skrub.datasets</span></code> module. It allows to get a redundancy copy of the scikit-learn
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<code class="xref py py-func docutils literal notranslate"><span class="pre">fetch_california_housing()</span></code> function.
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<a class="reference external" href="https://github.com/skrub-data/skrub/pull/1830">#1830</a> by <a class="reference external" href="https://github.com/glemaitre">Guillaume Lemaitre</a>.</p></li>
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</ul>
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</section>
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<section id="id1">
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<h3>Changes<a class="headerlink" href="#id1" title="Link to this heading">#</a></h3>
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<p class="copyright">
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© Copyright 2018-2023, the dirty_cat developers, 2023-2025, the skrub developers.
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© Copyright 2018-2023, the dirty_cat developers, 2023-2026, the skrub developers.
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dev/CONTRIBUTING.html

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<p class="copyright">
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© Copyright 2018-2023, the dirty_cat developers, 2023-2025, the skrub developers.
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© Copyright 2018-2023, the dirty_cat developers, 2023-2026, the skrub developers.
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dev/RELEASE_PROCESS.html

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© Copyright 2018-2023, the dirty_cat developers, 2023-2025, the skrub developers.
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© Copyright 2018-2023, the dirty_cat developers, 2023-2026, the skrub developers.
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dev/_downloads/4403c39ebd145d6e33059b0ce470188c/1131_optuna_choices.py

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# ------------------------------------
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#
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# We will fit a regressor containing a few choices on a toy dataset. We
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# try 2 regressors: gradient boosting and random forest. They both have
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# hyperparameters that we want to tune.
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# try 2 regressors: extra trees and ridge. They both have hyperparameters that
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# we want to tune.
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# %%
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from sklearn.ensemble import ExtraTreesRegressor
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# Load data for the example
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# %%
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from sklearn.datasets import fetch_california_housing
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from sklearn.model_selection import KFold
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# (We subsample the dataset by half to make the example run faster)
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df = fetch_california_housing(as_frame=True).frame.sample(10_000, random_state=0)
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df = skrub.datasets.fetch_california_housing().california_housing.sample(
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10_000, random_state=0
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)
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# The environment we will use to fit the learners created by our DataOp.
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env = {"data": df}
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