1<!DOCTYPE html> 2<!--html lang="en"--> 3<html lang="en-CA"> 4 <head> 5 <meta http-equiv="Content-Type" content="text/html; charset=UTF-8"/> 6 <meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/"/> 7 <title>sktime: Python framework voor machine learning met tijdreeksen</title> 8
8<script> 9 document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; 10 document.documentElement.dataset.theme = localStorage.getItem("theme") || "light"; 11 </script>
11 12 <!-- Loaded before other Sphinx assets --> 13 <link href="https://www.sktime.org/files/en/stable/_static/styles/theme_digest-9b1a4fa89bdd0e95b23b.css" rel="stylesheet"> 14<link href="https://www.sktime.org/files/en/stable/_static/styles/pydata-sphinx-theme_digest-9b1a4fa89bdd0e95b23b.css" rel="stylesheet"> 15 <link rel="stylesheet" href="https://www.sktime.org/files/en/stable/_static/vendor/fontawesome/6.1.2/css/all.min.css"> 16 <link rel="preload" as="font" type="font/woff2" crossorigin href="https://www.sktime.org/files/en/stable/_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff"> 17 <link rel="preload" as="font" type="font/woff2" crossorigin href="https://www.sktime.org/files/en/stable/_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff"> 18 <link rel="stylesheet" type="text/css" href="https://www.sktime.org/files/en/stable/_static/pygments.css"/> 19 <link rel="stylesheet" type="text/css" href="https://www.sktime.org/en/stable/_static/fields.css"/> 20 <link rel="stylesheet" type="text/css" href="https://www.sktime.org/files/en/stable/_static/gallery.css"/> 21 <link rel="stylesheet" type="text/css" href="https://www.sktime.org/files/en/stable/_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"/> 22 <link rel="stylesheet" type="text/css" href="https://www.sktime.org/files/_/static/css/badge_only.css"/> 23 <link rel="icon" sizes="16x16" type="image/ico" /> 24 <link rel="stylesheet" type="text/css" href="https://www.sktime.org/files/en/stable/_static/css/custom.css"/> 25 <!-- Pre-loaded scripts that we'll load fully later --> 26 <link rel="preload" as="script" href="https://www.sktime.org/files/en/stable/_static/scripts/pydata-sphinx-theme_digest-9b1a4fa89bdd0e95b23b.js"> 27
27<script data-url_root="./" id="documentation_options" src="https://www.sktime.org/files/en/stable/_static/documentation_options.js"></script>
27 28
28<script src="https://www.sktime.org/files/en/stable/_static/jquery.js"></script>
28 29
29<script src="https://www.sktime.org/files/en/stable/_static/underscore.js"></script>
29 30
30<script src="https://www.sktime.org/files/en/stable/_static/doctools.js"></script>
30 31
31<script src="https://www.sktime.org/files/en/stable/_static/design-tabs.js"></script>
31 32
32<script src="https://www.sktime.org/files/ajax/libs/require_js/2.3.4/require.min.js"></script>
32 33
33<script async="async" src="https://www.sktime.org/files/_/static/javascript/readthedocs-doc-embed.js"></script>
33 34
34<script>DOCUMENTATION_OPTIONS.pagename = 'index';</script>
34 35
35<script src="https://www.sktime.org/files/en/stable/_static/js/dynamic_table.js"></script>
35 36 <link rel="shortcut icon" href="https://www.sktime.org/files/en/stable/_static/sktime-favicon.ico"/> 37 <link rel="author" title="About these documents" href="https://www.sktime.org"/> 38 <link rel="index" title="Index" href="genindex.html"/> 39 <link rel="search" title="Search" href="https://www.sktime.org/en/stable/search.html"/> 40 <meta name="viewport" content="width=device-width, initial-scale=1"/> 41 <meta name="docsearch:language" content="en"> 42<!-- RTD Extra Head --> 43<link rel="stylesheet" href="https://www.sktime.org/files/_/static/css/readthedocs-doc-embed.css" type="text/css"/>
44<script type="application/json" id="READTHEDOCS_DATA">{"ad_free": true, "api_host": "https://readthedocs.org", "build_date": "2023-01-12T21:59:24Z", "builder": "sphinx", "canonical_url": null, "commit": "23d0752b", "docroot": "/docs/source/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-1", "language": "en", "page": "index", "programming_language": "py", "project": "sktime", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "pydata_sphinx_theme", "user_analytics_code": "G-Q30NC0QXLD", "version": "stable"}</script>
44 45<!-- 46Using this variable directly instead of using `JSON.parse` is deprecated. 47The READTHEDOCS_DATA global variable will be removed in the future. 48-->
49<script type="text/javascript"> 50READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); 51</script>
vendor: 1 bytes, line 51
51
52<script type="text/javascript" src="https://www.sktime.org/files/_/static/javascript/readthedocs-analytics.js" async="async"></script>
52 53<!-- end RTD <extrahead> --> 54<meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' /> 55 56 <!-- This site is optimized with the Yoast SEO plugin v24.2 - https://yoast.com/wordpress/plugins/seo/ --> 57 <meta name="description" content="sktime is een open-source Python framework voor tijdreeksanalyse, met tools voor forecasting, classificatie en machine learning." /> 58 <link rel="canonical" href="https://www.sktime.org/documentation/" /> 59 <meta property="og:type" content="article" /> 60 <meta property="og:title" content="sktime: Python framework voor machine learning met tijdreeksen" /> 61 <meta property="og:description" content="sktime is een open-source Python framework voor tijdreeksanalyse, met tools voor forecasting, classificatie en machine learning." /> 62 <meta property="og:url" content="https://www.sktime.org/documentation/" /> 63 <meta property="og:site_name" content="Welcome to sktime â sktime documentation" /> 64 <meta property="article:modified_time" content="2026-04-16T16:13:33+00:00" /> 65 <meta name="twitter:card" content="summary_large_image" /> 66 <meta name="twitter:label1" content="Est. reading time" /> 67 <meta name="twitter:data1" content="1 minute" /> 68 <!-- / Yoast SEO plugin. --> 69 70 71<link rel="alternate" title="oEmbed (JSON)" type="application/json+oembed" href="https://www.sktime.org/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fwww.sktime.org%2Fdocumentation%2F" /> 72<link rel="alternate" title="oEmbed (XML)" type="text/xml+oembed" href="https://www.sktime.org/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fwww.sktime.org%2Fdocumentation%2F&format=xml" /> 73<style id="wp-img-auto-sizes-contain-inline-css"> 74img:is([sizes=auto i],[sizes^="auto," i]){contain-intrinsic-size:3000px 1500px} 75/*# sourceURL=wp-img-auto-sizes-contain-inline-css */ 76</style> 77<style id="wp-emoji-styles-inline-css"> 78 79 img.wp-smiley, img.emoji { 80 display: inline !important; 81 border: none !important; 82 box-shadow: none !important; 83 height: 1em !important; 84 width: 1em !important; 85 margin: 0 0.07em !important; 86 vertical-align: -0.1em !important; 87 background: none !important; 88 padding: 0 !important; 89 } 90/*# sourceURL=wp-emoji-styles-inline-css */ 91</style> 92<style id="wp-block-library-inline-css"> 93:root{--wp-block-synced-color:#7a00df;--wp-block-synced-color--rgb:122,0,223;--wp-bound-block-color:var(--wp-block-synced-color);--wp-editor-canvas-background:#ddd;--wp-admin-theme-color:#007cba;--wp-admin-theme-color--rgb:0,124,186;--wp-admin-theme-color-darker-10:#006ba1;--wp-admin-theme-color-darker-10--rgb:0,107,160.5;--wp-admin-theme-color-darker-20:#005a87;--wp-admin-theme-color-darker-20--rgb:0,90,135;--wp-admin-border-width-focus:2px}@media (min-resolution:192dpi){:root{--wp-admin-border-width-focus:1.5px}}.wp-element-button{cursor:pointer}:root .has-very-light-gray-background-color{background-color:#eee}:root .has-very-dark-gray-background-color{background-color:#313131}:root .has-very-light-gray-color{color:#eee}:root .has-very-dark-gray-color{color:#313131}:root .has-vivid-green-cyan-to-vivid-cyan-blue-gradient-background{background:linear-gradient(135deg,#00d084,#0693e3)}:root .has-purple-crush-gradient-background{background:linear-gradient(135deg,#34e2e4,#4721fb 50%,#ab1dfe)}:root .has-hazy-dawn-gradient-background{background:linear-gradient(135deg,#faaca8,#dad0ec)}:root .has-subdued-olive-gradient-background{background:linear-gradient(135deg,#fafae1,#67a671)}:root .has-atomic-cream-gradient-background{background:linear-gradient(135deg,#fdd79a,#004a59)}:root .has-nightshade-gradient-background{background:linear-gradient(135deg,#330968,#31cdcf)}:root .has-midnight-gradient-background{background:linear-gradient(135deg,#020381,#2874fc)}:root{--wp--preset--font-size--normal:16px;
93--wp--preset--font-size--huge:42px}.has-regular-font-size{font-size:1em}.has-larger-font-size{font-size:2.625em}.has-normal-font-size{font-size:var(--wp--preset--font-size--normal)}.has-huge-font-size{font-size:var(--wp--preset--font-size--huge)}:root .has-text-align-center{text-align:center}:root .has-text-align-left{text-align:left}:root .has-text-align-right{text-align:right}.has-fit-text{white-space:nowrap!important}#end-resizable-editor-section{display:none}.aligncenter{clear:both}.items-justified-left{justify-content:flex-start}.items-justified-center{justify-content:center}.items-justified-right{justify-content:flex-end}.items-justified-space-between{justify-content:space-between}.screen-reader-text{word-wrap:normal!important;border:0;clip-path:inset(50%);height:1px;margin:-1px;overflow:hidden;padding:0;position:absolute;width:1px;word-break:normal!important}.screen-reader-text:focus{background-color:#ddd;clip-path:none;color:#444;display:block;font-size:1em;height:auto;left:5px;line-height:normal;padding:15px 23px 14px;text-decoration:none;top:5px;width:auto;z-index:100000}html :where(.has-border-color){border-style:solid}html :where([style^=border-color],[style*=";border-color"],[style*="; border-color"]){border-style:solid}html :where([style^=border-top-color],[style*=";border-top-color"],[style*="; border-top-color"]){border-top-style:solid}html :where([style^=border-right-color],[style*=";border-right-color"],[style*="; border-right-color"]){border-right-style:solid}html :where([style^=border-bottom-color],[style*=";border-bottom-color"],[style*="; border-bottom-color"]){border-bottom-style:solid}html :where([style^=border-left-color],[style*=";border-left-color"],[style*="; border-left-color"]){border-left-style:solid}html :where([style^=border-width],[style*=";border-width"],[style*="; border-width"]){border-style:solid}html :where([style^=border-top-width],[style*=";border-top-width"],[style*="; border-top-width"]){border-top-style:solid}html :where([style^=border-right-width],[style*=";border-right-width"],[style*="; border-right-width"]){border-right-style:solid}html :where([style^=border-bottom-width],[style*=";border-bottom-width"],[style*="; border-bottom-width"]){border-bottom-style:solid}html :where([style^=border-left-width],[style*=";border-left-width"],[style*="; border-left-width"]){border-left-style:solid}html :where(img[class*=wp-image-]){height:auto;max-width:100%}:where(figure){margin:0 0 1em}html :where(.is-position-sticky){--wp-admin--admin-bar--position-offset:var(--wp-admin--admin-bar--height,0px)}@media screen and (max-width:600px){html :where(.is-position-sticky){--wp-admin--admin-bar--position-offset:0px}} 94 95/*# sourceURL=/wp-includes/css/dist/block-library/common.min.css */ 96</style> 97<style id="classic-theme-styles-inline-css"> 98/*! This file is auto-generated */ 99.wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} 100/*# sourceURL=/wp-includes/css/classic-themes.min.css */ 101</style> 102 103<style id="global-styles-inline-css"> 104:root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgb(6,147,227) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgb(252,185,
1040) 0%,rgb(255,105,0) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgb(255,105,0) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgb(255, 255, 255), 6px 6px rgb(0, 0, 0);--wp--preset--shadow--crisp: 6px 6px 0px rgb(0, 0, 0);}.wp-block-button{--wp--preset--dimension--25: 25%;--wp--preset--dimension--50: 50%;--wp--preset--dimension--75: 75%;--wp--preset--dimension--100: 100%;}:where(body) { margin: 0; }:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}body{padding-top: 0px;padding-right: 0px;padding-bottom: 0px;padding-left: 0px;}:root :where(.wp-element-button, .wp-block-button__link){background-color: #32373c;border-width: 0;color: #fff;font-family: inherit;font-size: inherit;font-style: inherit;font-weight: inherit;letter-spacing: inherit;line-height: inherit;padding-top: calc(0.667em + 2px);padding-right: calc(1.333em + 2px);padding-bottom: calc(0.667em + 2px);padding-left: calc(1.333em + 2px);text-decoration: none;text-transform: inherit;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}
104.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;} 105/*# sourceURL=global-styles-inline-css */ 106</style> 107 108<link rel="https://api.w.org/" href="https://www.sktime.org/wp-json/" /><link rel="alternate" title="JSON" type="application/json" href="https://www.sktime.org/wp-json/wp/v2/pages/3" /><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://www.sktime.org/xmlrpc.php?rsd" /> 109<meta name="generator" content="WordPress 7.1.2" /> 110<link rel='shortlink' href='https://www.sktime.org/?p=3' /> 111<link rel="icon" href="https://www.sktime.org/wp-content/uploads/2026/04/cropped-sktime-favicon-32x32.jpg" sizes="32x32" /> 112<link rel="icon" href="https://www.sktime.org/wp-content/uploads/2026/04/cropped-sktime-favicon-192x192.jpg" sizes="192x192" /> 113<link rel="apple-touch-icon" href="https://www.sktime.org/wp-content/uploads/2026/04/cropped-sktime-favicon-180x180.jpg" /> 114<meta name="msapplication-TileImage" content="https://www.sktime.org/wp-content/uploads/2026/04/cropped-sktime-favicon-270x270.jpg" /> 115</head> 116 <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="180" data-default-mode=""> 117 <input type="checkbox" class="sidebar-toggle" name="__primary" id="__primary"> 118 <label class="overlay overlay-primary" for="__primary"></label> 119 <input type="checkbox" class="sidebar-toggle" name="__secondary" id="__secondary"> 120 <label class="overlay overlay-secondary" for="__secondary"></label> 121 <div class="search-button__wrapper"> 122 <div class="search-button__overlay"></div> 123 <div class="search-button__search-container"> 124<form class="bd-search d-flex align-items-center" action="https://www.sktime.org/en/stable/search.html" method="get"> 125 <i class="icon fas fa-search"></i> 126 <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"> 127 <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span> 128</form> 129 </div> 130 </div> 131 <nav class="bd-header navbar navbar-expand-lg bd-navbar" id="navbar-main"><div class="bd-header__inner bd-page-width"> 132 <label class="sidebar-toggle primary-toggle" for="__primary"> 133 <span class="fas fa-bars"></span> 134 </label> 135 <div id="navbar-start"> 136<a class="navbar-brand logo" href="#"> 137 <img src="https://www.sktime.org/files/en/stable/_static/sktime-logo-text-horizontal.png" class="logo__image only-light" alt="Logo image"> 138 <img src="https://www.sktime.org/files/en/stable/_static/sktime-logo-text-horizontal.png" class="logo__image only-dark" alt="Logo image"> 139</a> 140 </div> 141 <div class="col-lg-9 navbar-header-items"> 142 <div id="navbar-center" class="mr-auto"> 143 <div class="navbar-center-item"> 144 <nav class="navbar-nav"> 145 <p class="sidebar-header-items__title" role="heading" aria-level="1" aria-label="Site Navigation"> 146 Site Navigation 147 </p> 148 <ul id="navbar-main-elements" class="navbar-nav menuu"> 149 <li class="nav-item"> 150 <a class="nav-link" href="https://www.sktime.org/"> 151 Online Casinos 152 </a> 153 <a class="nav-link" href="https://www.sktime.org/en/stable/get_started.html"> 154 Get Started 155 </a> 156 </li> 157 <li class="nav-item"> 158 159</li> 160 <li class="nav-item"> 161 <a class="nav-link" href="https://www.sktime.org"> 162 Documentation 163 </a> 164 </li> 165 <li class="nav-item"> 166 <a class="nav-link" href="https://www.sktime.org/en/stable/installation.html"> 167 Installation 168 </a> 169 </li> 170 <li class="nav-item"> 171 <a class="nav-link" href="https://www.sktime.org"> 172 API Reference 173 </a> 174 </li> 175 <li class="nav-item"> 176 <a class="nav-link" href="https://www.sktime.org/en/stable/get_involved.html"> 177 Get Involved 178 </a> 179 </li> 180 <div class="nav-item dropdown"> 181 <button class="btn dropdown-toggle nav-item" type="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> 182 <a href="#">More</a> 183 </button> 184 <div class="dropdown-menu"> 185 <li class="nav-item"> 186 <a class="nav-link" href="https://www.sktime.org/en/stable/developers.html"> 187 Development 188 </a> 189 </li> 190 <li class="nav-item"> 191 <a class="nav-link" href="https://www.sktime.org"> 192 About 193 </a> 194 </li> 195 <li class="nav-item"> 196 <a class="nav-link" href="https://www.sktime.org/en/stable/examples.html"> 197 Examples 198 </a> 199 </li> 200 </div> 201 </div> 202 </ul> 203</nav> 204 </div> 205 </div> 206 <div id="navbar-end"> 207 <div class="navbar-end-item navbar-end__search-button-container"> 208<button class="btn btn-sm navbar-btn search-button search-button__button" title="Search"> 209 <i class="fas fa-search"></i> 210</button> 211 </div> 212 <div class="navbar-end-item"> 213 <ul id="navbar-icon-links" class="navbar-nav" aria-label="Icon Links"> 214 <li class="nav-item"> 215 <a href="https://github.com/sktime/sktime" title="GitHub" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-github"></i></span> 216 <label class="sr-only">GitHub</label></a> 217 </li> 218 <li class="nav-item"> 219 <a href="https://join.slack.com/t/sktime-group/shared_invite/zt-1cghagwee-sqLJ~eHWGYgzWbqUX937ig" title="Slack" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-slack"></i></span> 220 <label class="sr-only">Slack</label></a> 221 </li> 222 <li class="nav-item"> 223 <a href="https://discord.com/invite/gqSab2K" title="Discord" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-discord"></i></span> 224 <label class="sr-only">Discord</label></a> 225 </li> 226 <li class="nav-item">
227 <span><i class="fab fa-linkedin"></i></span> 228 <label class="sr-only">LinkedIn</label> 229 </li> 230 <li class="nav-item"> 231 <a href="https://twitter.com/sktime_toolbox" title="Twitter" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-twitter"></i></span> 232 <label class="sr-only">Twitter</label></a> 233 </li> 234 </ul> 235 </div> 236 </div> 237 </div> 238 <div class="search-button-container--mobile"> 239<button class="btn btn-sm navbar-btn search-button search-button__button" title="Search"> 240 <i class="fas fa-search"></i> 241</button> 242 </div> 243 <label class="sidebar-toggle secondary-toggle" for="__secondary"> 244 <span class="fas fa-outdent"></span> 245 </label> 246</div> 247 </nav> 248 <div class="bd-container"> 249 <div class="bd-container__inner bd-page-width"> 250 <div class="bd-sidebar-primary bd-sidebar"> 251 <div class="sidebar-header-items sidebar-primary__section"> 252 <div class="sidebar-header-items__center"> 253 <div class="navbar-center-item"> 254 <nav class="navbar-nav"> 255 <p class="sidebar-header-items__title" role="heading" aria-level="1" aria-label="Site Navigation"> 256 Site Navigation 257 </p> 258 <ul id="navbar-main-elements" class="navbar-nav menu11 wp-menu"> 259<li id="menu-item-585" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-home nav-item menu-item-585"><a href="https://www.sktime.org/" class="nav-link">Best Online Casinos</a></li> 260<li id="menu-item-2" class="menu-item menu-item-type-post_type menu-item-object-page nav-item menu-item-2"><a href="https://www.sktime.org/en/stable/get_started.html" class="nav-link">Get Started</a></li> 261<li id="menu-item-4" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-privacy-policy current-menu-item page_item page-item-3 current_page_item nav-item current_page_item active current menu-item-4"><a rel="privacy-policy" href="https://www.sktime.org/documentation/" aria-current="page" class="nav-link">Documentation</a></li> 262<li id="menu-item-6" class="menu-item menu-item-type-post_type menu-item-object-page nav-item menu-item-6"><a href="https://www.sktime.org/en/stable/installation.html" class="nav-link">Installation</a></li> 263<li id="menu-item-7" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-privacy-policy current-menu-item page_item page-item-3 current_page_item nav-item current_page_item active current menu-item-7"><a rel="privacy-policy" href="https://www.sktime.org/documentation/" aria-current="page" class="nav-link">API Reference</a></li> 264<li id="menu-item-9" class="menu-item menu-item-type-post_type menu-item-object-page nav-item menu-item-9"><a href="https://www.sktime.org/en/stable/get_involved.html" class="nav-link">Get Involved</a></li> 265<li id="menu-item-11" class="menu-item menu-item-type-post_type menu-item-object-page nav-item menu-item-11"><a href="https://www.sktime.org/en/stable/developers.html" class="nav-link">Development</a></li> 266<li id="menu-item-12" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-privacy-policy current-menu-item page_item page-item-3 current_page_item nav-item current_page_item active current menu-item-12"><a rel="privacy-policy" href="https://www.sktime.org/documentation/" aria-current="page" class="nav-link">About</a></li> 267<li id="menu-item-14" class="menu-item menu-item-type-post_type menu-item-object-page nav-item menu-item-14"><a href="https://www.sktime.org/en/stable/examples.html" class="nav-link">Examples</a></li> 268</ul> 269</nav> 270 </div> 271 </div> 272 <div class="sidebar-header-items__end"> 273 <div class="navbar-end-item"> 274 <ul id="navbar-icon-links" class="navbar-nav" aria-label="Icon Links"> 275 <li class="nav-item"> 276 <a href="https://github.com/sktime/sktime" title="GitHub" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-github"></i></span> 277 <label class="sr-only">GitHub</label></a> 278 </li> 279 <li class="nav-item"> 280 <a href="https://join.slack.com/t/sktime-group/shared_invite/zt-1cghagwee-sqLJ~eHWGYgzWbqUX937ig" title="Slack" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-slack"></i></span> 281 <label class="sr-only">Slack</label></a> 282 </li> 283 <li class="nav-item"> 284 <a href="https://discord.com/invite/gqSab2K" title="Discord" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-discord"></i></span> 285 <label class="sr-only">Discord</label></a> 286 </li> 287 <li class="nav-item">
288 <span><i class="fab fa-linkedin"></i></span> 289 <label class="sr-only">LinkedIn</label> 290 </li> 291 <li class="nav-item"> 292 <a href="https://twitter.com/sktime_toolbox" title="Twitter" class="nav-link" rel="noopener" target="_blank"><span><i class="fab fa-twitter"></i></span> 293 <label class="sr-only">Twitter</label></a> 294 </li> 295 </ul> 296 </div> 297 </div> 298 </div> 299 <div class="sidebar-start-items sidebar-primary__section"> 300 <div class="sidebar-start-items__item"> 301<form class="bd-search d-flex align-items-center" action="https://www.sktime.org/en/stable/search.html" method="get"> 302 <i class="icon fas fa-search"></i> 303 <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"> 304 <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span> 305</form> 306 </div> 307 <div class="sidebar-start-items__item"> 308<div id="ethical-ad-placement" class="flat" data-ea-publisher="readthedocs" data-ea-type="readthedocs-sidebar" data-ea-manual="true"></div> 309 </div> 310 </div> 311 <div class="sidebar-end-items sidebar-primary__section"> 312 <div class="sidebar-end-items__item"> 313<div id="ethical-ad-placement" class="flat" data-ea-publisher="readthedocs" data-ea-type="readthedocs-sidebar" data-ea-manual="true"></div> 314 </div> 315 </div> 316 </div> 317 <main class="bd-main"> <link rel="stylesheet" type="text/css" media="all" href="https://www.sktime.org/wp-content/themes/iwzpha6safbv34lmqjf5m662132/style.css" /> 318 <div class="bd-content"> 319<div class="bd-article-container"> 320<div class="bd-header-article"></div> 321<article class="bd-article" role="main"><section id="welcome-to-sktime"><span id="home">Â </span> 322<h1>Welcome to sktime<a class="headerlink" href="#welcome-to-sktime" title="Permalink to this headline">#</a></h1> 323<blockquote> 324<div> 325<p class="m3i2vkgnioqr5u4au">A unified framework for machine learning with time series.</p> 326 327</div></blockquote> 328<section id="mission"> 329<h2>Mission<a class="headerlink" href="#mission" title="Permalink to this headline">#</a></h2> 330<p class="m3i2vkgnioqr5u4au">sktime provides an easy-to-use, flexible and modular <a class="reference external" href="https://github.com/sktime/sktime/blob/main/LICENSE">open-source</a> <a class="reference internal" href="https://www.sktime.org/en/stable/glossary.html#term-Framework"><span class="xref std std-term">framework</span></a> for a wide range of time series machine learning tasks. 331It offers <a class="reference external" href="http://scikit-learn.org/">scikit-learn</a> compatible interfaces and model composition tools, with the goal to make the ecosystem more usable and interoperable as a whole. 332We build and sustain an open, diverse and <a class="reference internal" href="https://www.sktime.org/en/stable/get_involved/governance.html#governance"><span class="std std-ref">self-governing</span></a> community, welcoming new contributors from academia and industry through instructive documentation, <a class="reference internal" href="https://www.sktime.org/en/stable/get_involved/mentoring.html#mentoring"><span class="std std-ref">mentoring</span></a> and <a class="reference internal" href="https://www.sktime.org/en/stable/get_involved/meetups.html#meetups"><span class="std std-ref">workshops</span></a>.</p> 333 334</section><section id="scope"> 335<h2>Scope<a class="headerlink" href="#scope" title="Permalink to this headline">#</a></h2> 336<p class="m3i2vkgnioqr5u4au">sktime features a unified interface for multiple time series learning tasks. 337Currently, we support <a class="reference internal" href="https://www.sktime.org/en/stable/api_reference/forecasting.html#forecasting-ref"><span class="std std-ref">forecasting</span></a>, <a class="reference internal" href="https://www.sktime.org/en/stable/api_reference/classification.html#classification-ref"><span class="std std-ref">time series classification</span></a>, <a class="reference internal" href="https://www.sktime.org/en/stable/api_reference/regression.html#regression-ref"><span class="std std-ref">time series regression</span></a> and <a class="reference internal" href="https://www.sktime.org/en/stable/api_reference/clustering.html#clustering-ref"><span class="std std-ref">time series clustering</span></a>. 338We have experimental support for time series annotation.</p> 339<p class="m3i2vkgnioqr5u4au">Features:</p> 340 341<ul class="simple"> 342 <li> 343<p class="m3i2vkgnioqr5u4au">API for machine learning with time series, for the purpose of specifying, fitting, applying and validating machine learning models</p> 344</li> 345 <li> 346<p class="m3i2vkgnioqr5u4au">Interactive user experience with scikit-learn like syntax conventions</p> 347</li> 348</ul> 349<p class="m3i2vkgnioqr5u4au">Technical specification:</p> 350 351<ul class="simple"> 352 <li> 353<p class="m3i2vkgnioqr5u4au">In-memory computation of a single machine, no distributed computing</p> 354</li> 355 <li> 356<p class="m3i2vkgnioqr5u4au">Medium-sized data in pandas and NumPy</p> 357</li> 358 <li> 359<p class="m3i2vkgnioqr5u4au">Modular, principled and object-oriented API</p> 360</li> 361 <li> 362<p class="m3i2vkgnioqr5u4au">Making use of interactive Python interpreter, no command-line interface or graphical user interface</p> 363</li> 364</ul> 365</section><section id="contents"> 366<h2>Contents<a class="headerlink" href="#contents" title="Permalink to this headline">#</a></h2> 367<div class="toctree-wrapper compound"></div> 368<div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> 369<div class="sd-row sd-row-cols-1 sd-row-cols-xs-1 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 sd-g-3 sd-g-xs-3 sd-g-sm-3 sd-g-md-3 sd-g-lg-3 docutils"> 370<div class="sd-col sd-d-flex-row docutils"> 371<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docut
371ils"> 372<div class="sd-card-header docutils"> 373<p class="sd-card-text">Get Started</p> 374 375</div> 376<div class="sd-card-body docutils"> 377<p class="sd-card-text">Get started using <code class="docutils literal notranslate"><span class="pre">sktime</span></code> quickly.</p> 378 379</div> 380<div class="sd-card-footer docutils"> 381<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org/en/stable/get_started.html"><span class="doc">Get Started</span></a></span></p> 382 383</div> 384</div> 385</div> 386<div class="sd-col sd-d-flex-row docutils"> 387<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docutils"> 388<div class="sd-card-header docutils"> 389<p class="sd-card-text">User Guide</p> 390 391</div> 392<div class="sd-card-body docutils"> 393<p class="sd-card-text">Find user documentation.</p> 394 395</div> 396<div class="sd-card-footer docutils"> 397<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org"><span class="doc">User Guide</span></a></span></p> 398 399</div> 400</div> 401</div> 402<div class="sd-col sd-d-flex-row docutils"> 403<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docutils"> 404<div class="sd-card-header docutils"> 405<p class="sd-card-text">Installation</p> 406 407</div> 408<div class="sd-card-body docutils"> 409<p class="sd-card-text">Installation Guide.</p> 410 411</div> 412<div class="sd-card-footer docutils"> 413<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org/en/stable/installation.html"><span class="doc">Installation</span></a></span></p> 414 415</div> 416</div> 417</div> 418<div class="sd-col sd-d-flex-row docutils"> 419<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docutils"> 420<div class="sd-card-header docutils"> 421<p class="sd-card-text">API Reference</p> 422 423</div> 424<div class="sd-card-body docutils"> 425<p class="sd-card-text">Understand sktimeâs API.</p> 426 427</div> 428<div class="sd-card-footer docutils"> 429<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org"><span class="doc">API Reference</span></a></span></p> 430 431</div> 432</div> 433</div> 434<div class="sd-col sd-d-flex-row docutils"> 435<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docutils"> 436<div class="sd-card-header docutils"> 437<p class="sd-card-text">Get Involved</p> 438 439</div> 440<div class="sd-card-body docutils"> 441<p class="sd-card-text">Find out how you can contribute.</p> 442 443</div> 444<div class="sd-card-footer docutils"> 445<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org/en/stable/get_involved.html"><span class="doc">Get Involved</span></a></span></p> 446 447</div> 448</div> 449</div> 450<div class="sd-col sd-d-flex-row docutils"> 451<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docutils"> 452<div class="sd-card-header docutils"> 453<p class="sd-card-text">Developers</p> 454 455</div> 456<div class="sd-card-body docutils"> 457<p class="sd-card-text">Information for developers.</p> 458 459</div> 460<div class="sd-card-footer docutils"> 461<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org/en/stable/developers.html"><span class="doc">Developers</span></a></span></p> 462 463</div> 464</div> 465</div> 466<div class="sd-col sd-d-flex-row docutils"> 467<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm sd-text-center docutils"> 468<div class="sd-card-header docutils"> 469<p class="sd-card-text">About</p> 470 471</div> 472<div class="sd-card-body docutils"> 473<p class="sd-card-text">Learn more about <code class="docutils literal notranslate"><span class="pre">sktime</span></code>.</p> 474 475</div>
476<div class="sd-card-footer docutils"> 477<p class="sd-card-text"><span class="sd-d-grid"><a class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-stretched-link reference internal" href="https://www.sktime.org"><span class="doc">Learn More</span></a></span></p> 478 479</div> 480</div> 481</div> 482</div> 483</div> 484</section></section></article></div> 485<div class="bd-sidebar-secondary bd-toc"> 486<div class="toc-item"> 487<div class="tocsection onthispage"><i class="fas fa-list"></i> On this page</div> 488<nav id="bd-toc-nav" class="page-toc"> 489<ul class="visible nav section-nav flex-column"> 490 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#mission"> 491Mission 492</a></li> 493 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#scope"> 494Scope 495</a></li> 496 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#contents"> 497Contents 498</a></li> 499</ul> 500</nav></div> 501<div class="toc-item"></div> 502<div class="toc-item"></div> 503</div> 504</div> 505<footer class="bd-footer-content"> 506<div class="bd-footer-content__inner"></div> 507</footer></main> 508 </div> 509 </div> 510 <!-- Scripts loaded after <body> so the DOM is not blocked --> 511
511<script src="https://www.sktime.org/files/en/stable/_static/scripts/pydata-sphinx-theme_digest-9b1a4fa89bdd0e95b23b.js"></script>
511 512
512<script> 513 $(document).ready(function() { 514 /* Add a [>>>] button on the top-right corner of code samples to hide 515 * the >>> and ... prompts and the output and thus make the code 516 * copyable. */ 517 var div = $('.highlight-python .highlight,' + 518 '.highlight-python3 .highlight,' + 519 '.highlight-pycon .highlight,' + 520 '.highlight-default .highlight') 521 var pre = div.find('pre'); 522 // get the styles from the current theme 523 pre.parent().parent().css('position', 'relative'); 524 var hide_text = 'Hide prompts and outputs'; 525 var show_text = 'Show prompts and outputs'; 526 // create and add the button to all the code blocks that contain >>> 527 div.each(function(index) { 528 var jthis = $(this); 529 if (jthis.find('.gp').length > 0) { 530 var button = $('<span class="example_toggle">>>></span>'); 531 button.attr('title', hide_text); 532 button.data('hidden', 'false'); 533 jthis.prepend(button); 534 } 535 // tracebacks (.gt) contain bare text elements that need to be 536 // wrapped in a span to work with .nextUntil() (see later) 537 jthis.find('pre:has(.gt)').contents().filter(function() { 538 return ((this.nodeType == 3) && (this.data.trim().length > 0)); 539 }).wrap('<span>'); 540 }); 541 // define the behavior of the button when it's clicked 542 $('.example_toggle').click(function(e){ 543 e.preventDefault(); 544 var button = $(this); 545 if (button.data('hidden') === 'false') { 546 // hide the code output 547 button.parent().find('.go, .gp, .gt').hide(); 548 button.next('pre').find('.gt').nextUntil('.gp, .go').css('visibility', 'hidden'); 549 button.css('text-decoration', 'line-through'); 550 button.attr('title', show_text); 551 button.data('hidden', 'true'); 552 } else { 553 // show the code output 554 button.parent().find('.go, .gp, .gt').show(); 555 button.next('pre').find('.gt').nextUntil('.gp, .go').css('visibility', 'visible'); 556 button.css('text-decoration', 'none'); 557 button.attr('title', hide_text); 558 button.data('hidden', 'false'); 559 } 560 }); 561 }); 562 </script>
562 563 <footer class="bd-footer"><div class="bd-footer__inner container"> 564 <div class="footer-item"> 565<p class="copyright"> 566 © Copyright 2026 (BSD-3-Clause License).<br> 567</p> 568 </div> 569 <div class="footer-item"> 570<p class="sphinx-version"> 571Created using <a href="http://sphinx-doc.org/">Sphinx</a> 4.1.1.<br> 572</p> 573 </div> 574</div> 575 </footer> 576
576<script type="speculationrules"> 577{"prefetch":[{"source":"document","where":{"and":[{"href_matches":"/*"},{"not":{"href_matches":["/wp-*.php","/wp-admin/*","/wp-content/uploads/*","/wp-content/*","/wp-content/plugins/*","/wp-content/themes/iwzpha6safbv34lmqjf5m662132/*","/*\\?(.+)"]}},{"not":{"selector_matches":"a[rel~=\"nofollow\"]"}},{"not":{"selector_matches":".no-prefetch, .no-prefetch a"}}]},"eagerness":"conservative"}]} 578</script>
vendor: 1 bytes, line 578
578
579<script id="wp-emoji-settings" type="application/json"> 580{"baseUrl":"https://s.w.org/images/core/emoji/17.0.2/72x72/","ext":".png","svgUrl":"https://s.w.org/images/core/emoji/17.0.2/svg/","svgExt":".svg","source":{"concatemoji":"https://www.sktime.org/wp-includes/js/wp-emoji-release.min.js?ver=7.1.2"}} 581</script>
vendor: 1 bytes, line 581
581
582<script type="module"> 583/*! This file is auto-generated */ 584var e="script#wp-emoji-settings",t=document.querySelector(e);if(!(t instanceof HTMLScriptElement))throw new Error("Element missing: "+e);const r=JSON.parse(t.text),s=(window._wpemojiSettings=r,"wpEmojiSettingsSupports"),o=["flag","emoji"];function i(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(s,JSON.stringify(t))}catch(e){}}function c(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data);e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0);const r=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data);return t.every((e,t)=>e===r[t])}function p(e,t){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var n=e.getImageData(16,16,1,1);for(let e=0;e<n.data.length;e++)if(0!==n.data[e])return!1;return!0}function u(e,t,n,r){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\udde8\ud83c\uddf6","\ud83c\udde8\u200b\ud83c\uddf6")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!r(e,"\ud83e\u1fac8")}return!1}function f(e,t,n,r){let a;const s=(a="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):document.createElement("canvas")).getContext("2d",{willReadFrequently:!0}),o=(s.textBaseline="top",s.font="600 32px Arial",{});return e.forEach(e=>{o[e]=t(s,e,n,r)}),o}function a(e){var t=document.createElement("script");t.src=e,t.defer=!0,document.head.appendChild(t)}r.supports={everything:!0,everythingExceptFlag:!0},new Promise(t=>{let n=function(){try{var e=JSON.parse(sessionStorage.getItem(s));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(o),u.toString(),c.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"});const a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=e=>{i(n=e.data),a.terminate(),t(n)})}catch(e){}i(n=f(o,u,c,p))}t(n)}).then(e=>{for(const n in e)r.supports[n]=e[n],r.supports.everything=r.supports.everything&&r.supports[n],"flag"!==n&&(r.supports.everythingExceptFlag=r.supports.everythingExceptFlag&&r.supports[n]);var t;r.supports.everythingExceptFlag=r.supports.everythingExceptFlag&&!r.supports.flag,r.supports.everything||((t=r.source||{}).concatemoji?a(t.concatemoji):t.wpemoji&&t.twemoji&&(a(t.twemoji),a(t.wpemoji)))}); 585//# sourceURL=https://www.sktime.org/wp-includes/js/wp-emoji-loader.min.js 586</script>
vendor: 1 bytes, line 586
586
587<script type="module" src="https://static.cloudflareinsights.com/beacon.min.js/v31edd6df95cf4e85bb4c19e7a9bdbcba1788362987495" integrity="sha512-iIg7k2xntmwu6/uSb5tpc/hySgZc4eoL31yB29W6tJFo2akwjPWcEqnCEdJvGexCL0KEQwVYv5BlowfhVz26hg==" data-cf-beacon='{"version":"2024.11.0","token":"c52e9e18304f4fa9a0e9e8bcbe140fdc","r":1,"spa":2}' crossorigin="anonymous"></script>
587 588</body> 589</html><!-- 590Performance optimized by Redis Object Cache. Learn more: https://wprediscache.com 591 592Retrieved 1035 objects (240 KB) from Redis using PhpRedis (v6.3.0). 593--> 594 595<!-- 596Performance optimized by W3 Total Cache. Learn more: https://www.boldgrid.com/w3-total-cache/?utm_source=w3tc&utm_medium=footer_comment&utm_campaign=free_plugin 597 598Database Caching 2/7 queries in 0.005 seconds using Redis 599 600Served from: www.sktime.org @ 2026-10-03 23:43:48 by W3 Total Cache 601-->
Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.