<!DOCTYPE html>
<html lang="en" data-content_root="../../" >
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<meta property="og:title" content="load_files" />
<meta property="og:type" content="website" />
<meta property="og:url" content="https://scikit-learn/stable/modules/generated/sklearn.datasets.load_files.html" />
<meta property="og:site_name" content="scikit-learn" />
<meta property="og:image" content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png" />
<meta property="og:image:alt" content="scikit-learn" />
<title>load_files — scikit-learn 1.7.dev0 documentation</title>
<script data-cfasync="false">
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
</script>
<!--
this give us a css class that will be invisible only if js is disabled
-->
<noscript>
<style>
.pst-js-only { display: none !important; }
</style>
</noscript>
<!-- Loaded before other Sphinx assets -->
<link href="../../_static/styles/theme.css?digest=8878045cc6db502f8baf" rel="stylesheet" />
<link href="../../_static/styles/pydata-sphinx-theme.css?digest=8878045cc6db502f8baf" rel="stylesheet" />
<link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
<link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
<link rel="stylesheet" type="text/css" href="../../_static/plot_directive.css" />
<link rel="stylesheet" type="text/css" href="https://fonts.googleapis.com/css?family=Vibur" />
<link rel="stylesheet" type="text/css" href="../../_static/jupyterlite_sphinx.css?v=2c9f8f05" />
<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=d2d258e8" />
<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-binder.css?v=f4aeca0c" />
<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-dataframe.css?v=2082cf3c" />
<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-rendered-html.css?v=1277b6f3" />
<link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=95c83b7e" />
<link rel="stylesheet" type="text/css" href="../../_static/styles/api.css?v=b0444f25" />
<link rel="stylesheet" type="text/css" href="../../_static/styles/colors.css?v=cc94ab7d" />
<link rel="stylesheet" type="text/css" href="../../_static/styles/custom.css?v=8f525996" />
<!-- So that users can add custom icons -->
<script src="../../_static/scripts/fontawesome.js?digest=8878045cc6db502f8baf"></script>
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />
<script src="../../_static/documentation_options.js?v=473747f4"></script>
<script src="../../_static/doctools.js?v=9bcbadda"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
<script src="../../_static/copybutton.js?v=97f0b27d"></script>
<script src="../../_static/jupyterlite_sphinx.js?v=96e329c5"></script>
<script src="../../_static/design-tabs.js?v=f930bc37"></script>
<script data-domain="scikit-learn.org" defer="defer" src="https://views.scientific-python.org/js/script.js"></script>
<script>DOCUMENTATION_OPTIONS.pagename = 'modules/generated/sklearn.datasets.load_files';</script>
<script>
DOCUMENTATION_OPTIONS.theme_version = '0.16.1';
DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://scikit-learn.org/dev/_static/versions.json';
DOCUMENTATION_OPTIONS.theme_switcher_version_match = '1.7.dev0';
DOCUMENTATION_OPTIONS.show_version_warning_banner =
true;
</script>
<script src="../../_static/scripts/dropdown.js?v=d6825577"></script>
<script src="../../_static/scripts/version-switcher.js?v=a6dd8357"></script>
<script src="../../_static/scripts/sg_plotly_resize.js?v=2167d4db"></script>
<link rel="canonical" href="https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_files.html" />
<link rel="icon" href="../../_static/favicon.ico"/>
<link rel="author" title="About these documents" href="../../about.html" />
<link rel="search" title="Search" href="../../search.html" />
<link rel="next" title="load_iris" href="sklearn.datasets.load_iris.html" />
<link rel="prev" title="load_digits" href="sklearn.datasets.load_digits.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<meta name="docsearch:version" content="1.7" />
</head>
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
<div id="pst-scroll-pixel-helper"></div>
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
<dialog id="pst-search-dialog">
<form class="bd-search d-flex align-items-center"
action="../../search.html"
method="get">
<i class="fa-solid fa-magnifying-glass"></i>
<input type="search"
class="form-control"
name="q"
placeholder="Search the docs ..."
aria-label="Search the docs ..."
autocomplete="off"
autocorrect="off"
autocapitalize="off"
spellcheck="false"/>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form>
</dialog>
<div class="pst-async-banner-revealer d-none">
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
</div>
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
<div class="bd-header__inner bd-page-width">
<button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
<span class="fa-solid fa-bars"></span>
</button>
<div class=" navbar-header-items__start">
<div class="navbar-item">
<a class="navbar-brand logo" href="../../index.html">
<img src="../../_static/scikit-learn-logo-small.png" class="logo__image only-light" alt="scikit-learn homepage"/>
<img src="../../_static/scikit-learn-logo-small.png" class="logo__image only-dark pst-js-only" alt="scikit-learn homepage"/>
</a></div>
</div>
<div class=" navbar-header-items">
<div class="me-auto navbar-header-items__center">
<div class="navbar-item">
<nav>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../install.html">
Install
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../user_guide.html">
User Guide
</a>
</li>
<li class="nav-item current active">
<a class="nav-link nav-internal" href="../../api/index.html">
API
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../auto_examples/index.html">
Examples
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-external" href="https://blog.scikit-learn.org/">
Community
</a>
</li>
<li class="nav-item dropdown">
<button class="btn dropdown-toggle nav-item" type="button"
data-bs-toggle="dropdown" aria-expanded="false"
aria-controls="pst-nav-more-links">
More
</button>
<ul id="pst-nav-more-links" class="dropdown-menu">
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../getting_started.html">
Getting Started
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../whats_new.html">
Release History
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../glossary.html">
Glossary
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../developers/index.html">
Development
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../faq.html">
FAQ
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../support.html">
Support
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../related_projects.html">
Related Projects
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../roadmap.html">
Roadmap
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../governance.html">
Governance
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="../../about.html">
About us
</a>
</li>
</ul>
</li>
</ul>
</nav></div>
</div>
<div class="navbar-header-items__end">
<div class="navbar-item navbar-persistent--container">
<button class="btn btn-sm pst-navbar-icon search-button search-button__button pst-js-only" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
</button>
</div>
<div class="navbar-item">
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button pst-js-only" aria-label="Color mode" data-bs-title="Color mode" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light" title="Light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark" title="Dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto" title="System Settings"></i>
</button></div>
<div class="navbar-item"><ul class="navbar-icon-links"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/scikit-learn/scikit-learn" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
<span class="sr-only">GitHub</span></a>
</li>
</ul></div>
<div class="navbar-item">
<div class="version-switcher__container dropdown pst-js-only">
<button id="pst-version-switcher-button-2"
type="button"
class="version-switcher__button btn btn-sm dropdown-toggle"
data-bs-toggle="dropdown"
aria-haspopup="listbox"
aria-controls="pst-version-switcher-list-2"
aria-label="Version switcher list"
>
Choose version <!-- this text may get changed later by javascript -->
<span class="caret"></span>
</button>
<div id="pst-version-switcher-list-2"
class="version-switcher__menu dropdown-menu list-group-flush py-0"
role="listbox" aria-labelledby="pst-version-switcher-button-2">
<!-- dropdown will be populated by javascript on page load -->
</div>
</div></div>
</div>
</div>
<div class="navbar-persistent--mobile">
<button class="btn btn-sm pst-navbar-icon search-button search-button__button pst-js-only" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
</button>
</div>
<button class="pst-navbar-icon sidebar-toggle secondary-toggle" aria-label="On this page">
<span class="fa-solid fa-outdent"></span>
</button>
</div>
</header>
<div class="bd-container">
<div class="bd-container__inner bd-page-width">
<dialog id="pst-primary-sidebar-modal"></dialog>
<div id="pst-primary-sidebar" class="bd-sidebar-primary bd-sidebar">
<div class="sidebar-header-items sidebar-primary__section">
<div class="sidebar-header-items__center">
<div class="navbar-item">
<nav>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../install.html">
Install
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../user_guide.html">
User Guide
</a>
</li>
<li class="nav-item current active">
<a class="nav-link nav-internal" href="../../api/index.html">
API
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../auto_examples/index.html">
Examples
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-external" href="https://blog.scikit-learn.org/">
Community
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../getting_started.html">
Getting Started
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../whats_new.html">
Release History
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../glossary.html">
Glossary
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../developers/index.html">
Development
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../faq.html">
FAQ
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../support.html">
Support
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../related_projects.html">
Related Projects
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../roadmap.html">
Roadmap
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../governance.html">
Governance
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="../../about.html">
About us
</a>
</li>
</ul>
</nav></div>
</div>
<div class="sidebar-header-items__end">
<div class="navbar-item">
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button pst-js-only" aria-label="Color mode" data-bs-title="Color mode" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light" title="Light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark" title="Dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto" title="System Settings"></i>
</button></div>
<div class="navbar-item"><ul class="navbar-icon-links"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/scikit-learn/scikit-learn" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
<span class="sr-only">GitHub</span></a>
</li>
</ul></div>
<div class="navbar-item">
<div class="version-switcher__container dropdown pst-js-only">
<button id="pst-version-switcher-button-3"
type="button"
class="version-switcher__button btn btn-sm dropdown-toggle"
data-bs-toggle="dropdown"
aria-haspopup="listbox"
aria-controls="pst-version-switcher-list-3"
aria-label="Version switcher list"
>
Choose version <!-- this text may get changed later by javascript -->
<span class="caret"></span>
</button>
<div id="pst-version-switcher-list-3"
class="version-switcher__menu dropdown-menu list-group-flush py-0"
role="listbox" aria-labelledby="pst-version-switcher-button-3">
<!-- dropdown will be populated by javascript on page load -->
</div>
</div></div>
</div>
</div>
<div class="sidebar-primary-items__start sidebar-primary__section">
<div class="sidebar-primary-item">
<nav class="bd-docs-nav bd-links"
aria-label="Section Navigation">
<p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
<div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.html">sklearn</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.config_context.html">config_context</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.get_config.html">get_config</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.set_config.html">set_config</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.show_versions.html">show_versions</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.base.html">sklearn.base</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.BaseEstimator.html">BaseEstimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.BiclusterMixin.html">BiclusterMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.ClassNamePrefixFeaturesOutMixin.html">ClassNamePrefixFeaturesOutMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.ClassifierMixin.html">ClassifierMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.ClusterMixin.html">ClusterMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.DensityMixin.html">DensityMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.MetaEstimatorMixin.html">MetaEstimatorMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.OneToOneFeatureMixin.html">OneToOneFeatureMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.OutlierMixin.html">OutlierMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.RegressorMixin.html">RegressorMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.TransformerMixin.html">TransformerMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.clone.html">clone</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.is_classifier.html">is_classifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.is_clusterer.html">is_clusterer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.is_regressor.html">is_regressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.base.is_outlier_detector.html">is_outlier_detector</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.calibration.html">sklearn.calibration</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.calibration.CalibratedClassifierCV.html">CalibratedClassifierCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.calibration.calibration_curve.html">calibration_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.calibration.CalibrationDisplay.html">CalibrationDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.cluster.html">sklearn.cluster</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.AffinityPropagation.html">AffinityPropagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.AgglomerativeClustering.html">AgglomerativeClustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.Birch.html">Birch</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.BisectingKMeans.html">BisectingKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.DBSCAN.html">DBSCAN</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.FeatureAgglomeration.html">FeatureAgglomeration</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.HDBSCAN.html">HDBSCAN</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.KMeans.html">KMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.MeanShift.html">MeanShift</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.MiniBatchKMeans.html">MiniBatchKMeans</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.OPTICS.html">OPTICS</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.SpectralBiclustering.html">SpectralBiclustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.SpectralClustering.html">SpectralClustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.SpectralCoclustering.html">SpectralCoclustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.affinity_propagation.html">affinity_propagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.cluster_optics_dbscan.html">cluster_optics_dbscan</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.cluster_optics_xi.html">cluster_optics_xi</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.compute_optics_graph.html">compute_optics_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="dbscan-function.html">dbscan</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.estimate_bandwidth.html">estimate_bandwidth</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.k_means.html">k_means</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.kmeans_plusplus.html">kmeans_plusplus</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.mean_shift.html">mean_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.spectral_clustering.html">spectral_clustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cluster.ward_tree.html">ward_tree</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.compose.html">sklearn.compose</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.compose.ColumnTransformer.html">ColumnTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.compose.TransformedTargetRegressor.html">TransformedTargetRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.compose.make_column_selector.html">make_column_selector</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.compose.make_column_transformer.html">make_column_transformer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.covariance.html">sklearn.covariance</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.EllipticEnvelope.html">EllipticEnvelope</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.EmpiricalCovariance.html">EmpiricalCovariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.GraphicalLasso.html">GraphicalLasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.GraphicalLassoCV.html">GraphicalLassoCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.LedoitWolf.html">LedoitWolf</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.MinCovDet.html">MinCovDet</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.OAS.html">OAS</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.ShrunkCovariance.html">ShrunkCovariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.empirical_covariance.html">empirical_covariance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.graphical_lasso.html">graphical_lasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.ledoit_wolf.html">ledoit_wolf</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.ledoit_wolf_shrinkage.html">ledoit_wolf_shrinkage</a></li>
<li class="toctree-l2"><a class="reference internal" href="oas-function.html">oas</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.covariance.shrunk_covariance.html">shrunk_covariance</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.cross_decomposition.html">sklearn.cross_decomposition</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cross_decomposition.CCA.html">CCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cross_decomposition.PLSCanonical.html">PLSCanonical</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cross_decomposition.PLSRegression.html">PLSRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.cross_decomposition.PLSSVD.html">PLSSVD</a></li>
</ul>
</details></li>
<li class="toctree-l1 current active has-children"><a class="reference internal" href="../../api/sklearn.datasets.html">sklearn.datasets</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.clear_data_home.html">clear_data_home</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.dump_svmlight_file.html">dump_svmlight_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_20newsgroups.html">fetch_20newsgroups</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_20newsgroups_vectorized.html">fetch_20newsgroups_vectorized</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_california_housing.html">fetch_california_housing</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_covtype.html">fetch_covtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_file.html">fetch_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_kddcup99.html">fetch_kddcup99</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_lfw_pairs.html">fetch_lfw_pairs</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_lfw_people.html">fetch_lfw_people</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_olivetti_faces.html">fetch_olivetti_faces</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_openml.html">fetch_openml</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_rcv1.html">fetch_rcv1</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.fetch_species_distributions.html">fetch_species_distributions</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.get_data_home.html">get_data_home</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_breast_cancer.html">load_breast_cancer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_diabetes.html">load_diabetes</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_digits.html">load_digits</a></li>
<li class="toctree-l2 current active"><a class="current reference internal" href="#">load_files</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_iris.html">load_iris</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_linnerud.html">load_linnerud</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_sample_image.html">load_sample_image</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_sample_images.html">load_sample_images</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_svmlight_file.html">load_svmlight_file</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_svmlight_files.html">load_svmlight_files</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.load_wine.html">load_wine</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_biclusters.html">make_biclusters</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_blobs.html">make_blobs</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_checkerboard.html">make_checkerboard</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_circles.html">make_circles</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_classification.html">make_classification</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_friedman1.html">make_friedman1</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_friedman2.html">make_friedman2</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_friedman3.html">make_friedman3</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_gaussian_quantiles.html">make_gaussian_quantiles</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_hastie_10_2.html">make_hastie_10_2</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_low_rank_matrix.html">make_low_rank_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_moons.html">make_moons</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_multilabel_classification.html">make_multilabel_classification</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_regression.html">make_regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_s_curve.html">make_s_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_sparse_coded_signal.html">make_sparse_coded_signal</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_sparse_spd_matrix.html">make_sparse_spd_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_sparse_uncorrelated.html">make_sparse_uncorrelated</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_spd_matrix.html">make_spd_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.datasets.make_swiss_roll.html">make_swiss_roll</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.decomposition.html">sklearn.decomposition</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.DictionaryLearning.html">DictionaryLearning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.FactorAnalysis.html">FactorAnalysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.FastICA.html">FastICA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.IncrementalPCA.html">IncrementalPCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.KernelPCA.html">KernelPCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.LatentDirichletAllocation.html">LatentDirichletAllocation</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.MiniBatchDictionaryLearning.html">MiniBatchDictionaryLearning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.MiniBatchNMF.html">MiniBatchNMF</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.MiniBatchSparsePCA.html">MiniBatchSparsePCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.NMF.html">NMF</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.PCA.html">PCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.SparseCoder.html">SparseCoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.SparsePCA.html">SparsePCA</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.TruncatedSVD.html">TruncatedSVD</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.dict_learning.html">dict_learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.dict_learning_online.html">dict_learning_online</a></li>
<li class="toctree-l2"><a class="reference internal" href="fastica-function.html">fastica</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.non_negative_factorization.html">non_negative_factorization</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.decomposition.sparse_encode.html">sparse_encode</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.discriminant_analysis.html">sklearn.discriminant_analysis</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.discriminant_analysis.LinearDiscriminantAnalysis.html">LinearDiscriminantAnalysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis.html">QuadraticDiscriminantAnalysis</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.dummy.html">sklearn.dummy</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.dummy.DummyClassifier.html">DummyClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.dummy.DummyRegressor.html">DummyRegressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.ensemble.html">sklearn.ensemble</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.AdaBoostClassifier.html">AdaBoostClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.AdaBoostRegressor.html">AdaBoostRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.BaggingClassifier.html">BaggingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.BaggingRegressor.html">BaggingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.ExtraTreesClassifier.html">ExtraTreesClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.ExtraTreesRegressor.html">ExtraTreesRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.GradientBoostingClassifier.html">GradientBoostingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.GradientBoostingRegressor.html">GradientBoostingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.HistGradientBoostingClassifier.html">HistGradientBoostingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.HistGradientBoostingRegressor.html">HistGradientBoostingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.IsolationForest.html">IsolationForest</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.RandomForestClassifier.html">RandomForestClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.RandomForestRegressor.html">RandomForestRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.RandomTreesEmbedding.html">RandomTreesEmbedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.StackingClassifier.html">StackingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.StackingRegressor.html">StackingRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.VotingClassifier.html">VotingClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.ensemble.VotingRegressor.html">VotingRegressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.exceptions.html">sklearn.exceptions</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.ConvergenceWarning.html">ConvergenceWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.DataConversionWarning.html">DataConversionWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.DataDimensionalityWarning.html">DataDimensionalityWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.EfficiencyWarning.html">EfficiencyWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.FitFailedWarning.html">FitFailedWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.InconsistentVersionWarning.html">InconsistentVersionWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.NotFittedError.html">NotFittedError</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.UndefinedMetricWarning.html">UndefinedMetricWarning</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.exceptions.EstimatorCheckFailedWarning.html">EstimatorCheckFailedWarning</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.experimental.html">sklearn.experimental</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.experimental.enable_halving_search_cv.html">enable_halving_search_cv</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.experimental.enable_iterative_imputer.html">enable_iterative_imputer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.feature_extraction.html">sklearn.feature_extraction</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.DictVectorizer.html">DictVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.FeatureHasher.html">FeatureHasher</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.image.PatchExtractor.html">PatchExtractor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.image.extract_patches_2d.html">extract_patches_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.image.grid_to_graph.html">grid_to_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.image.img_to_graph.html">img_to_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.image.reconstruct_from_patches_2d.html">reconstruct_from_patches_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.text.CountVectorizer.html">CountVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.text.HashingVectorizer.html">HashingVectorizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.text.TfidfTransformer.html">TfidfTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_extraction.text.TfidfVectorizer.html">TfidfVectorizer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.feature_selection.html">sklearn.feature_selection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.GenericUnivariateSelect.html">GenericUnivariateSelect</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.RFE.html">RFE</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.RFECV.html">RFECV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectFdr.html">SelectFdr</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectFpr.html">SelectFpr</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectFromModel.html">SelectFromModel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectFwe.html">SelectFwe</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectKBest.html">SelectKBest</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectPercentile.html">SelectPercentile</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SelectorMixin.html">SelectorMixin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.SequentialFeatureSelector.html">SequentialFeatureSelector</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.VarianceThreshold.html">VarianceThreshold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.chi2.html">chi2</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.f_classif.html">f_classif</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.f_regression.html">f_regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.mutual_info_classif.html">mutual_info_classif</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.mutual_info_regression.html">mutual_info_regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.feature_selection.r_regression.html">r_regression</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.frozen.html">sklearn.frozen</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.frozen.FrozenEstimator.html">FrozenEstimator</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.gaussian_process.html">sklearn.gaussian_process</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.GaussianProcessClassifier.html">GaussianProcessClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.GaussianProcessRegressor.html">GaussianProcessRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.CompoundKernel.html">CompoundKernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.ConstantKernel.html">ConstantKernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.DotProduct.html">DotProduct</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.ExpSineSquared.html">ExpSineSquared</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.Exponentiation.html">Exponentiation</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.Hyperparameter.html">Hyperparameter</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.Kernel.html">Kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.Matern.html">Matern</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.PairwiseKernel.html">PairwiseKernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.Product.html">Product</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.RBF.html">RBF</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.RationalQuadratic.html">RationalQuadratic</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.Sum.html">Sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.gaussian_process.kernels.WhiteKernel.html">WhiteKernel</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.impute.html">sklearn.impute</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.impute.IterativeImputer.html">IterativeImputer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.impute.KNNImputer.html">KNNImputer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.impute.MissingIndicator.html">MissingIndicator</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.impute.SimpleImputer.html">SimpleImputer</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.inspection.html">sklearn.inspection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.inspection.partial_dependence.html">partial_dependence</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.inspection.permutation_importance.html">permutation_importance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.inspection.DecisionBoundaryDisplay.html">DecisionBoundaryDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.inspection.PartialDependenceDisplay.html">PartialDependenceDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.isotonic.html">sklearn.isotonic</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.isotonic.IsotonicRegression.html">IsotonicRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.isotonic.check_increasing.html">check_increasing</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.isotonic.isotonic_regression.html">isotonic_regression</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.kernel_approximation.html">sklearn.kernel_approximation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.kernel_approximation.AdditiveChi2Sampler.html">AdditiveChi2Sampler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.kernel_approximation.Nystroem.html">Nystroem</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.kernel_approximation.PolynomialCountSketch.html">PolynomialCountSketch</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.kernel_approximation.RBFSampler.html">RBFSampler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.kernel_approximation.SkewedChi2Sampler.html">SkewedChi2Sampler</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.kernel_ridge.html">sklearn.kernel_ridge</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.kernel_ridge.KernelRidge.html">KernelRidge</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.linear_model.html">sklearn.linear_model</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LogisticRegression.html">LogisticRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LogisticRegressionCV.html">LogisticRegressionCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.PassiveAggressiveClassifier.html">PassiveAggressiveClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.Perceptron.html">Perceptron</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.RidgeClassifier.html">RidgeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.RidgeClassifierCV.html">RidgeClassifierCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.SGDClassifier.html">SGDClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.SGDOneClassSVM.html">SGDOneClassSVM</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LinearRegression.html">LinearRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.Ridge.html">Ridge</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.RidgeCV.html">RidgeCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.SGDRegressor.html">SGDRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.ElasticNet.html">ElasticNet</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.ElasticNetCV.html">ElasticNetCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.Lars.html">Lars</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LarsCV.html">LarsCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.Lasso.html">Lasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LassoCV.html">LassoCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LassoLars.html">LassoLars</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LassoLarsCV.html">LassoLarsCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.LassoLarsIC.html">LassoLarsIC</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.OrthogonalMatchingPursuit.html">OrthogonalMatchingPursuit</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.OrthogonalMatchingPursuitCV.html">OrthogonalMatchingPursuitCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.ARDRegression.html">ARDRegression</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.BayesianRidge.html">BayesianRidge</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.MultiTaskElasticNet.html">MultiTaskElasticNet</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.MultiTaskElasticNetCV.html">MultiTaskElasticNetCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.MultiTaskLasso.html">MultiTaskLasso</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.MultiTaskLassoCV.html">MultiTaskLassoCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.HuberRegressor.html">HuberRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.QuantileRegressor.html">QuantileRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.RANSACRegressor.html">RANSACRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.TheilSenRegressor.html">TheilSenRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.GammaRegressor.html">GammaRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.PoissonRegressor.html">PoissonRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.TweedieRegressor.html">TweedieRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.PassiveAggressiveRegressor.html">PassiveAggressiveRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.enet_path.html">enet_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.lars_path.html">lars_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.lars_path_gram.html">lars_path_gram</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.lasso_path.html">lasso_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.orthogonal_mp.html">orthogonal_mp</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.orthogonal_mp_gram.html">orthogonal_mp_gram</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.linear_model.ridge_regression.html">ridge_regression</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.manifold.html">sklearn.manifold</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.Isomap.html">Isomap</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.LocallyLinearEmbedding.html">LocallyLinearEmbedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.MDS.html">MDS</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.SpectralEmbedding.html">SpectralEmbedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.TSNE.html">TSNE</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.locally_linear_embedding.html">locally_linear_embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.smacof.html">smacof</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.spectral_embedding.html">spectral_embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.manifold.trustworthiness.html">trustworthiness</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.metrics.html">sklearn.metrics</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.check_scoring.html">check_scoring</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.get_scorer.html">get_scorer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.get_scorer_names.html">get_scorer_names</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.make_scorer.html">make_scorer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.accuracy_score.html">accuracy_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.auc.html">auc</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.average_precision_score.html">average_precision_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.balanced_accuracy_score.html">balanced_accuracy_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.brier_score_loss.html">brier_score_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.class_likelihood_ratios.html">class_likelihood_ratios</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.classification_report.html">classification_report</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.cohen_kappa_score.html">cohen_kappa_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.confusion_matrix.html">confusion_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.d2_log_loss_score.html">d2_log_loss_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.dcg_score.html">dcg_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.det_curve.html">det_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.f1_score.html">f1_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.fbeta_score.html">fbeta_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.hamming_loss.html">hamming_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.hinge_loss.html">hinge_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.jaccard_score.html">jaccard_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.log_loss.html">log_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.matthews_corrcoef.html">matthews_corrcoef</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.multilabel_confusion_matrix.html">multilabel_confusion_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.ndcg_score.html">ndcg_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.precision_recall_curve.html">precision_recall_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.precision_recall_fscore_support.html">precision_recall_fscore_support</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.precision_score.html">precision_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.recall_score.html">recall_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.roc_auc_score.html">roc_auc_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.roc_curve.html">roc_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.top_k_accuracy_score.html">top_k_accuracy_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.zero_one_loss.html">zero_one_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.d2_absolute_error_score.html">d2_absolute_error_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.d2_pinball_score.html">d2_pinball_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.d2_tweedie_score.html">d2_tweedie_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.explained_variance_score.html">explained_variance_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.max_error.html">max_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_absolute_error.html">mean_absolute_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_absolute_percentage_error.html">mean_absolute_percentage_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_gamma_deviance.html">mean_gamma_deviance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_pinball_loss.html">mean_pinball_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_poisson_deviance.html">mean_poisson_deviance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_squared_error.html">mean_squared_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_squared_log_error.html">mean_squared_log_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mean_tweedie_deviance.html">mean_tweedie_deviance</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.median_absolute_error.html">median_absolute_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.r2_score.html">r2_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.root_mean_squared_error.html">root_mean_squared_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.root_mean_squared_log_error.html">root_mean_squared_log_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.coverage_error.html">coverage_error</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.label_ranking_average_precision_score.html">label_ranking_average_precision_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.label_ranking_loss.html">label_ranking_loss</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.adjusted_mutual_info_score.html">adjusted_mutual_info_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.adjusted_rand_score.html">adjusted_rand_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.calinski_harabasz_score.html">calinski_harabasz_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.cluster.contingency_matrix.html">contingency_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.cluster.pair_confusion_matrix.html">pair_confusion_matrix</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.completeness_score.html">completeness_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.davies_bouldin_score.html">davies_bouldin_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.fowlkes_mallows_score.html">fowlkes_mallows_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.homogeneity_completeness_v_measure.html">homogeneity_completeness_v_measure</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.homogeneity_score.html">homogeneity_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.mutual_info_score.html">mutual_info_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.normalized_mutual_info_score.html">normalized_mutual_info_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.rand_score.html">rand_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.silhouette_samples.html">silhouette_samples</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.silhouette_score.html">silhouette_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.v_measure_score.html">v_measure_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.consensus_score.html">consensus_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.DistanceMetric.html">DistanceMetric</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.additive_chi2_kernel.html">additive_chi2_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.chi2_kernel.html">chi2_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.cosine_distances.html">cosine_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.cosine_similarity.html">cosine_similarity</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.distance_metrics.html">distance_metrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.euclidean_distances.html">euclidean_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.haversine_distances.html">haversine_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.kernel_metrics.html">kernel_metrics</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.laplacian_kernel.html">laplacian_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.linear_kernel.html">linear_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.manhattan_distances.html">manhattan_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.nan_euclidean_distances.html">nan_euclidean_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.paired_cosine_distances.html">paired_cosine_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.paired_distances.html">paired_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.paired_euclidean_distances.html">paired_euclidean_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.paired_manhattan_distances.html">paired_manhattan_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.pairwise_kernels.html">pairwise_kernels</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.polynomial_kernel.html">polynomial_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.rbf_kernel.html">rbf_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise.sigmoid_kernel.html">sigmoid_kernel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise_distances.html">pairwise_distances</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise_distances_argmin.html">pairwise_distances_argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise_distances_argmin_min.html">pairwise_distances_argmin_min</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.pairwise_distances_chunked.html">pairwise_distances_chunked</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.ConfusionMatrixDisplay.html">ConfusionMatrixDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.DetCurveDisplay.html">DetCurveDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.PrecisionRecallDisplay.html">PrecisionRecallDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.PredictionErrorDisplay.html">PredictionErrorDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.metrics.RocCurveDisplay.html">RocCurveDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.mixture.html">sklearn.mixture</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.mixture.BayesianGaussianMixture.html">BayesianGaussianMixture</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.mixture.GaussianMixture.html">GaussianMixture</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.model_selection.html">sklearn.model_selection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.GroupKFold.html">GroupKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.GroupShuffleSplit.html">GroupShuffleSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.KFold.html">KFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.LeaveOneGroupOut.html">LeaveOneGroupOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.LeaveOneOut.html">LeaveOneOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.LeavePGroupsOut.html">LeavePGroupsOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.LeavePOut.html">LeavePOut</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.PredefinedSplit.html">PredefinedSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.RepeatedKFold.html">RepeatedKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.RepeatedStratifiedKFold.html">RepeatedStratifiedKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.ShuffleSplit.html">ShuffleSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.StratifiedGroupKFold.html">StratifiedGroupKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.StratifiedKFold.html">StratifiedKFold</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.StratifiedShuffleSplit.html">StratifiedShuffleSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.TimeSeriesSplit.html">TimeSeriesSplit</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.check_cv.html">check_cv</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.train_test_split.html">train_test_split</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.GridSearchCV.html">GridSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.HalvingGridSearchCV.html">HalvingGridSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.HalvingRandomSearchCV.html">HalvingRandomSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.ParameterGrid.html">ParameterGrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.ParameterSampler.html">ParameterSampler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.RandomizedSearchCV.html">RandomizedSearchCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.FixedThresholdClassifier.html">FixedThresholdClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.TunedThresholdClassifierCV.html">TunedThresholdClassifierCV</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.cross_val_predict.html">cross_val_predict</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.cross_val_score.html">cross_val_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.cross_validate.html">cross_validate</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.learning_curve.html">learning_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.permutation_test_score.html">permutation_test_score</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.validation_curve.html">validation_curve</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.LearningCurveDisplay.html">LearningCurveDisplay</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.model_selection.ValidationCurveDisplay.html">ValidationCurveDisplay</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.multiclass.html">sklearn.multiclass</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multiclass.OneVsOneClassifier.html">OneVsOneClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multiclass.OneVsRestClassifier.html">OneVsRestClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multiclass.OutputCodeClassifier.html">OutputCodeClassifier</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.multioutput.html">sklearn.multioutput</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multioutput.ClassifierChain.html">ClassifierChain</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multioutput.MultiOutputClassifier.html">MultiOutputClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multioutput.MultiOutputRegressor.html">MultiOutputRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.multioutput.RegressorChain.html">RegressorChain</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.naive_bayes.html">sklearn.naive_bayes</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.naive_bayes.BernoulliNB.html">BernoulliNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.naive_bayes.CategoricalNB.html">CategoricalNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.naive_bayes.ComplementNB.html">ComplementNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.naive_bayes.GaussianNB.html">GaussianNB</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.naive_bayes.MultinomialNB.html">MultinomialNB</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.neighbors.html">sklearn.neighbors</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.BallTree.html">BallTree</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.KDTree.html">KDTree</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.KNeighborsClassifier.html">KNeighborsClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.KNeighborsRegressor.html">KNeighborsRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.KNeighborsTransformer.html">KNeighborsTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.KernelDensity.html">KernelDensity</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.LocalOutlierFactor.html">LocalOutlierFactor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.NearestCentroid.html">NearestCentroid</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.NearestNeighbors.html">NearestNeighbors</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.NeighborhoodComponentsAnalysis.html">NeighborhoodComponentsAnalysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.RadiusNeighborsClassifier.html">RadiusNeighborsClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.RadiusNeighborsRegressor.html">RadiusNeighborsRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.RadiusNeighborsTransformer.html">RadiusNeighborsTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.kneighbors_graph.html">kneighbors_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.radius_neighbors_graph.html">radius_neighbors_graph</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neighbors.sort_graph_by_row_values.html">sort_graph_by_row_values</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.neural_network.html">sklearn.neural_network</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neural_network.BernoulliRBM.html">BernoulliRBM</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neural_network.MLPClassifier.html">MLPClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.neural_network.MLPRegressor.html">MLPRegressor</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.pipeline.html">sklearn.pipeline</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.pipeline.FeatureUnion.html">FeatureUnion</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.pipeline.Pipeline.html">Pipeline</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.pipeline.make_pipeline.html">make_pipeline</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.pipeline.make_union.html">make_union</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.preprocessing.html">sklearn.preprocessing</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.Binarizer.html">Binarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.FunctionTransformer.html">FunctionTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.KBinsDiscretizer.html">KBinsDiscretizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.KernelCenterer.html">KernelCenterer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.LabelBinarizer.html">LabelBinarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.LabelEncoder.html">LabelEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.MaxAbsScaler.html">MaxAbsScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.MinMaxScaler.html">MinMaxScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.MultiLabelBinarizer.html">MultiLabelBinarizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.Normalizer.html">Normalizer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.OneHotEncoder.html">OneHotEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.OrdinalEncoder.html">OrdinalEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.PolynomialFeatures.html">PolynomialFeatures</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.PowerTransformer.html">PowerTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.QuantileTransformer.html">QuantileTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.RobustScaler.html">RobustScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.SplineTransformer.html">SplineTransformer</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.StandardScaler.html">StandardScaler</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.TargetEncoder.html">TargetEncoder</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.add_dummy_feature.html">add_dummy_feature</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.binarize.html">binarize</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.label_binarize.html">label_binarize</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.maxabs_scale.html">maxabs_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.minmax_scale.html">minmax_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.normalize.html">normalize</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.power_transform.html">power_transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.quantile_transform.html">quantile_transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.robust_scale.html">robust_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.preprocessing.scale.html">scale</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.random_projection.html">sklearn.random_projection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.random_projection.GaussianRandomProjection.html">GaussianRandomProjection</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.random_projection.SparseRandomProjection.html">SparseRandomProjection</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.random_projection.johnson_lindenstrauss_min_dim.html">johnson_lindenstrauss_min_dim</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.semi_supervised.html">sklearn.semi_supervised</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.semi_supervised.LabelPropagation.html">LabelPropagation</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.semi_supervised.LabelSpreading.html">LabelSpreading</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.semi_supervised.SelfTrainingClassifier.html">SelfTrainingClassifier</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.svm.html">sklearn.svm</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.LinearSVC.html">LinearSVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.LinearSVR.html">LinearSVR</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.NuSVC.html">NuSVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.NuSVR.html">NuSVR</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.OneClassSVM.html">OneClassSVM</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.SVC.html">SVC</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.SVR.html">SVR</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.svm.l1_min_c.html">l1_min_c</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.tree.html">sklearn.tree</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.DecisionTreeClassifier.html">DecisionTreeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.DecisionTreeRegressor.html">DecisionTreeRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.ExtraTreeClassifier.html">ExtraTreeClassifier</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.ExtraTreeRegressor.html">ExtraTreeRegressor</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.export_graphviz.html">export_graphviz</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.export_text.html">export_text</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.tree.plot_tree.html">plot_tree</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../../api/sklearn.utils.html">sklearn.utils</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.Bunch.html">Bunch</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils._safe_indexing.html">_safe_indexing</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.as_float_array.html">as_float_array</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.assert_all_finite.html">assert_all_finite</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.deprecated.html">deprecated</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.estimator_html_repr.html">estimator_html_repr</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.gen_batches.html">gen_batches</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.gen_even_slices.html">gen_even_slices</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.indexable.html">indexable</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.murmurhash3_32.html">murmurhash3_32</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.resample.html">resample</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.safe_mask.html">safe_mask</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.safe_sqr.html">safe_sqr</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.shuffle.html">shuffle</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.Tags.html">Tags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.InputTags.html">InputTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.TargetTags.html">TargetTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.ClassifierTags.html">ClassifierTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.RegressorTags.html">RegressorTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.TransformerTags.html">TransformerTags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.get_tags.html">get_tags</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.check_X_y.html">check_X_y</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.check_array.html">check_array</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.check_consistent_length.html">check_consistent_length</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.check_random_state.html">check_random_state</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.check_scalar.html">check_scalar</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.validation.check_is_fitted.html">check_is_fitted</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.validation.check_memory.html">check_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.validation.check_symmetric.html">check_symmetric</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.validation.column_or_1d.html">column_or_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.validation.has_fit_parameter.html">has_fit_parameter</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.validation.validate_data.html">validate_data</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.metaestimators.available_if.html">available_if</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.class_weight.compute_class_weight.html">compute_class_weight</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.class_weight.compute_sample_weight.html">compute_sample_weight</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.multiclass.is_multilabel.html">is_multilabel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.multiclass.type_of_target.html">type_of_target</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.multiclass.unique_labels.html">unique_labels</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.extmath.density.html">density</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.extmath.fast_logdet.html">fast_logdet</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.extmath.randomized_range_finder.html">randomized_range_finder</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.extmath.randomized_svd.html">randomized_svd</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.extmath.safe_sparse_dot.html">safe_sparse_dot</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.extmath.weighted_mode.html">weighted_mode</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.incr_mean_variance_axis.html">incr_mean_variance_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.inplace_column_scale.html">inplace_column_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.inplace_csr_column_scale.html">inplace_csr_column_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.inplace_row_scale.html">inplace_row_scale</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.inplace_swap_column.html">inplace_swap_column</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.inplace_swap_row.html">inplace_swap_row</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs.mean_variance_axis.html">mean_variance_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1.html">inplace_csr_row_normalize_l1</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2.html">inplace_csr_row_normalize_l2</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.graph.single_source_shortest_path_length.html">single_source_shortest_path_length</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.random.sample_without_replacement.html">sample_without_replacement</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.arrayfuncs.min_pos.html">min_pos</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.metadata_routing.MetadataRequest.html">MetadataRequest</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.metadata_routing.MetadataRouter.html">MetadataRouter</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.metadata_routing.MethodMapping.html">MethodMapping</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.metadata_routing.get_routing_for_object.html">get_routing_for_object</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.metadata_routing.process_routing.html">process_routing</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.discovery.all_displays.html">all_displays</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.discovery.all_estimators.html">all_estimators</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.discovery.all_functions.html">all_functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.estimator_checks.check_estimator.html">check_estimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.estimator_checks.parametrize_with_checks.html">parametrize_with_checks</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.estimator_checks.estimator_checks_generator.html">estimator_checks_generator</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.parallel.Parallel.html">Parallel</a></li>
<li class="toctree-l2"><a class="reference internal" href="sklearn.utils.parallel.delayed.html">delayed</a></li>
</ul>
</details></li>
</ul>
</div>
</nav></div>
</div>
<div class="sidebar-primary-items__end sidebar-primary__section">
</div>
</div>
<main id="main-content" class="bd-main" role="main">
<div class="bd-content">
<div class="bd-article-container">
<div class="bd-header-article d-print-none">
<div class="header-article-items header-article__inner">
<div class="header-article-items__start">
<div class="header-article-item">
<nav aria-label="Breadcrumb" class="d-print-none">
<ul class="bd-breadcrumbs">
<li class="breadcrumb-item breadcrumb-home">
<a href="../../index.html" class="nav-link" aria-label="Home">
<i class="fa-solid fa-home"></i>
</a>
</li>
<li class="breadcrumb-item"><a href="../../api/index.html" class="nav-link">API Reference</a></li>
<li class="breadcrumb-item"><a href="../../api/sklearn.datasets.html" class="nav-link">sklearn.datasets</a></li>
<li class="breadcrumb-item active" aria-current="page"><span class="ellipsis">load_files</span></li>
</ul>
</nav>
</div>
</div>
</div>
</div>
<div id="searchbox"></div>
<article class="bd-article">
<section id="load-files">
<h1>load_files<a class="headerlink" href="#load-files" title="Link to this heading">#</a></h1>
<dl class="py function">
<dt class="sig sig-object py" id="sklearn.datasets.load_files">
<span class="sig-prename descclassname"><span class="pre">sklearn.datasets.</span></span><span class="sig-name descname"><span class="pre">load_files</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">container_path</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</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">categories</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">load_content</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">shuffle</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">encoding</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">decode_error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'strict'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_state</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allowed_extensions</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="reference external" href="https://github.com/scikit-learn/scikit-learn/blob/86d099ec1/sklearn/datasets/_base.py#L131"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sklearn.datasets.load_files" title="Link to this definition">#</a></dt>
<dd><p>Load text files with categories as subfolder names.</p>
<p>Individual samples are assumed to be files stored a two levels folder
structure such as the following:</p>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>container_folder/
category_1_folder/
file_1.txt
file_2.txt
...
file_42.txt
category_2_folder/
file_43.txt
file_44.txt
...
</pre></div>
</div>
<p>The folder names are used as supervised signal label names. The individual
file names are not important.</p>
<p>This function does not try to extract features into a numpy array or scipy
sparse matrix. In addition, if load_content is false it does not try to
load the files in memory.</p>
<p>To use text files in a scikit-learn classification or clustering algorithm,
you will need to use the <a class="reference internal" href="../../api/sklearn.feature_extraction.html#module-sklearn.feature_extraction.text" title="sklearn.feature_extraction.text"><code class="xref py py-mod docutils literal notranslate"><span class="pre">text</span></code></a> module to
build a feature extraction transformer that suits your problem.</p>
<p>If you set load_content=True, you should also specify the encoding of the
text using the ‘encoding’ parameter. For many modern text files, ‘utf-8’
will be the correct encoding. If you leave encoding equal to None, then the
content will be made of bytes instead of Unicode, and you will not be able
to use most functions in <a class="reference internal" href="../../api/sklearn.feature_extraction.html#module-sklearn.feature_extraction.text" title="sklearn.feature_extraction.text"><code class="xref py py-mod docutils literal notranslate"><span class="pre">text</span></code></a>.</p>
<p>Similar feature extractors should be built for other kind of unstructured
data input such as images, audio, video, …</p>
<p>If you want files with a specific file extension (e.g. <code class="docutils literal notranslate"><span class="pre">.txt</span></code>) then you
can pass a list of those file extensions to <code class="docutils literal notranslate"><span class="pre">allowed_extensions</span></code>.</p>
<p>Read more in the <a class="reference internal" href="../../datasets.html#datasets"><span class="std std-ref">User Guide</span></a>.</p>
<dl class="field-list">
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
<dd class="field-odd"><dl class="simple">
<dt><strong>container_path</strong><span class="classifier">str</span></dt><dd><p>Path to the main folder holding one subfolder per category.</p>
</dd>
<dt><strong>description</strong><span class="classifier">str, default=None</span></dt><dd><p>A paragraph describing the characteristic of the dataset: its source,
reference, etc.</p>
</dd>
<dt><strong>categories</strong><span class="classifier">list of str, default=None</span></dt><dd><p>If None (default), load all the categories. If not None, list of
category names to load (other categories ignored).</p>
</dd>
<dt><strong>load_content</strong><span class="classifier">bool, default=True</span></dt><dd><p>Whether to load or not the content of the different files. If true a
‘data’ attribute containing the text information is present in the data
structure returned. If not, a filenames attribute gives the path to the
files.</p>
</dd>
<dt><strong>shuffle</strong><span class="classifier">bool, default=True</span></dt><dd><p>Whether or not to shuffle the data: might be important for models that
make the assumption that the samples are independent and identically
distributed (i.i.d.), such as stochastic gradient descent.</p>
</dd>
<dt><strong>encoding</strong><span class="classifier">str, default=None</span></dt><dd><p>If None, do not try to decode the content of the files (e.g. for images
or other non-text content). If not None, encoding to use to decode text
files to Unicode if load_content is True.</p>
</dd>
<dt><strong>decode_error</strong><span class="classifier">{‘strict’, ‘ignore’, ‘replace’}, default=’strict’</span></dt><dd><p>Instruction on what to do if a byte sequence is given to analyze that
contains characters not of the given <code class="docutils literal notranslate"><span class="pre">encoding</span></code>. Passed as keyword
argument ‘errors’ to bytes.decode.</p>
</dd>
<dt><strong>random_state</strong><span class="classifier">int, RandomState instance or None, default=0</span></dt><dd><p>Determines random number generation for dataset shuffling. Pass an int
for reproducible output across multiple function calls.
See <a class="reference internal" href="../../glossary.html#term-random_state"><span class="xref std std-term">Glossary</span></a>.</p>
</dd>
<dt><strong>allowed_extensions</strong><span class="classifier">list of str, default=None</span></dt><dd><p>List of desired file extensions to filter the files to be loaded.</p>
</dd>
</dl>
</dd>
<dt class="field-even">Returns<span class="colon">:</span></dt>
<dd class="field-even"><dl>
<dt><strong>data</strong><span class="classifier"><a class="reference internal" href="sklearn.utils.Bunch.html#sklearn.utils.Bunch" title="sklearn.utils.Bunch"><code class="xref py py-class docutils literal notranslate"><span class="pre">Bunch</span></code></a></span></dt><dd><p>Dictionary-like object, with the following attributes.</p>
<dl class="simple">
<dt>data<span class="classifier">list of str</span></dt><dd><p>Only present when <code class="docutils literal notranslate"><span class="pre">load_content=True</span></code>.
The raw text data to learn.</p>
</dd>
<dt>target<span class="classifier">ndarray</span></dt><dd><p>The target labels (integer index).</p>
</dd>
<dt>target_names<span class="classifier">list</span></dt><dd><p>The names of target classes.</p>
</dd>
<dt>DESCR<span class="classifier">str</span></dt><dd><p>The full description of the dataset.</p>
</dd>
<dt>filenames: ndarray</dt><dd><p>The filenames holding the dataset.</p>
</dd>
</dl>
</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="w"> </span><span class="nn">sklearn.datasets</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_files</span>
<span class="gp">>>> </span><span class="n">container_path</span> <span class="o">=</span> <span class="s2">"./"</span>
<span class="gp">>>> </span><span class="n">load_files</span><span class="p">(</span><span class="n">container_path</span><span class="p">)</span>
</pre></div>
</div>
</dd></dl>
</section>
</article>
<footer class="bd-footer-article">
<div class="footer-article-items footer-article__inner">
<div class="footer-article-item">
<div class="prev-next-area">
<a class="left-prev"
href="sklearn.datasets.load_digits.html"
title="previous page">
<i class="fa-solid fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">load_digits</p>
</div>
</a>
<a class="right-next"
href="sklearn.datasets.load_iris.html"
title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">load_iris</p>
</div>
<i class="fa-solid fa-angle-right"></i>
</a>
</div></div>
</div>
</footer>
</div>
<dialog id="pst-secondary-sidebar-modal"></dialog>
<div id="pst-secondary-sidebar" class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
<div class="sidebar-secondary-item">
<div
id="pst-page-navigation-heading-2"
class="page-toc tocsection onthispage">
<i class="fa-solid fa-list"></i> On this page
</div>
<nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sklearn.datasets.load_files"><code class="docutils literal notranslate"><span class="pre">load_files</span></code></a></li>
</ul>
</nav></div>
<div class="sidebar-secondary-item">
<div role="note" aria-label="source link">
<h3>This Page</h3>
<ul class="this-page-menu">
<li><a href="../../_sources/modules/generated/sklearn.datasets.load_files.rst.txt"
rel="nofollow">Show Source</a></li>
</ul>
</div></div>
</div></div>
</div>
<footer class="bd-footer-content">
</footer>
</main>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script defer src="../../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf"></script>
<script defer src="../../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf"></script>
<footer class="bd-footer">
<div class="bd-footer__inner bd-page-width">
<div class="footer-items__start">
<div class="footer-item">
<p class="copyright">
© Copyright 2007 - 2025, scikit-learn developers (BSD License).
<br/>
</p>
</div>
</div>
</div>
</footer>
</body>
</html>