{"id":3542,"date":"2023-07-16T22:41:00","date_gmt":"2023-07-16T22:41:00","guid":{"rendered":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/"},"modified":"2023-07-16T22:41:00","modified_gmt":"2023-07-16T22:41:00","slug":"nenhum-modulo-chamado-validacao-cruzada-do-sklearn","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/","title":{"rendered":"Como corrigir: nenhum m\u00f3dulo chamado \u201csklearn.cross_validation\u201d;"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Um erro que voc\u00ea pode encontrar ao usar Python \u00e9:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #ff0000;\">ModuleNotFoundError <span style=\"color: #000000;\">: No module named 'sklearn.cross_validation'\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Este erro geralmente ocorre ao tentar importar a fun\u00e7\u00e3o <strong>train_test_split<\/strong> do <strong>sklearn<\/strong> usando a seguinte linha:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">cross_validation<\/span> <span style=\"color: #008000;\">import<\/span> train_test_split<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">No entanto, o subm\u00f3dulo <strong>cross_validation<\/strong> foi substitu\u00eddo pelo subm\u00f3dulo <strong>model_selection<\/strong> , portanto voc\u00ea deve usar a seguinte linha:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">model_selection<\/span> <span style=\"color: #008000;\">import<\/span> train_test_split<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como resolver esse erro na pr\u00e1tica.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Como reproduzir o erro<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Digamos que queremos usar a fun\u00e7\u00e3o <strong>train_test_split<\/strong> do <strong>sklearn<\/strong> para dividir um DataFrame do pandas em conjuntos de treinamento e teste.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Suponha que tentemos usar o seguinte c\u00f3digo para importar a fun\u00e7\u00e3o <strong>train_test_split<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">cross_validation<\/span> <span style=\"color: #008000;\">import<\/span> train_test_split\n\n<span style=\"color: #ff0000;\">ModuleNotFoundError <span style=\"color: #000000;\">: No module named 'sklearn.cross_validation'<\/span><\/span>\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Estamos recebendo um erro porque usamos o nome de subm\u00f3dulo errado ao tentar importar a fun\u00e7\u00e3o <strong>train_test_split<\/strong> .<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Como corrigir o erro<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Para corrigir esse erro, simplesmente precisamos usar o subm\u00f3dulo <strong>model_selection<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">model_selection<\/span> <span style=\"color: #008000;\">import<\/span> train_test_split\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Desta vez n\u00e3o recebemos nenhum erro.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Poder\u00edamos ent\u00e3o usar a fun\u00e7\u00e3o <strong>train_test_split<\/strong> para dividir um DataFrame do pandas em um conjunto de treinamento e teste:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">model_selection<\/span> <span style=\"color: #008000;\">import<\/span> train_test_split\n<span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#make this example reproducible\n<\/span>n.p. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">seeds<\/span> (1)\n\n<span style=\"color: #008080;\">#create DataFrame with 1000 rows and 3 columns\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">x1<\/span> ': np.random.randint(30, size=1000),\n                   ' <span style=\"color: #ff0000;\">x2<\/span> ': np.random.randint(12, size=1000),\n                   ' <span style=\"color: #ff0000;\">y<\/span> ': np.random.randint(2, size=1000)})\n\n<span style=\"color: #008080;\">#split original DataFrame into training and testing sets\n<\/span>train, test = train_test_split(df, test_size=0.2, random_state=0)\n\n<span style=\"color: #008080;\">#view first few rows of each set\n<\/span><span style=\"color: #008000;\">print<\/span> ( <span style=\"color: #3366ff;\">train.head<\/span> ())\n\n     x1 x2 y\n687 16 2 0\n500 18 2 1\n332 4 10 1\n979 2 8 1\n817 11 1 0\n\n<span style=\"color: #008000;\">print<\/span> ( <span style=\"color: #3366ff;\">test.head<\/span> ())\n\n     x1 x2 y\n993 22 1 1\n859 27 6 0\n298 27 8 1\n553 20 6 0\n672 9 2 1<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Conseguimos usar a fun\u00e7\u00e3o <strong>train_test_split<\/strong> com sucesso e sem erros.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como corrigir outros erros comuns em Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/colunas-se-sobrepoem-mas-nenhum-sufixo-e-especificado\/\" target=\"_blank\" rel=\"noopener\">Como corrigir: as colunas se sobrep\u00f5em, mas nenhum sufixo \u00e9 especificado<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/objeto-numpy-ndarray-nao-tem-atributo-anexado\/\" target=\"_blank\" rel=\"noopener\">Como corrigir: o objeto \u2018numpy.ndarray\u2019 n\u00e3o possui um atributo \u2018append\u2019<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/erro-de-valor-se-estiver-usando-todos-os-valores-escalares-que-voce-precisa-para-passar-um-indice\/\" target=\"_blank\" rel=\"noopener\">Como corrigir: se voc\u00ea usar todos os valores escalares, precisar\u00e1 passar um \u00edndice<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/valueerror-nao-pode-converter-float-nan-em-inteiro\/\">Como corrigir: ValueError: n\u00e3o \u00e9 poss\u00edvel converter float NaN em int<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Um erro que voc\u00ea pode encontrar ao usar Python \u00e9: ModuleNotFoundError : No module named &#8216;sklearn.cross_validation&#8217; Este erro geralmente ocorre ao tentar importar a fun\u00e7\u00e3o train_test_split do sklearn usando a seguinte linha: from sklearn. cross_validation import train_test_split No entanto, o subm\u00f3dulo cross_validation foi substitu\u00eddo pelo subm\u00f3dulo model_selection , portanto voc\u00ea deve usar a seguinte linha: [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3542","post","type-post","status-publish","format-standard","hentry","category-guia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Como corrigir: Nenhum m\u00f3dulo chamado &quot;sklearn.cross_validation&quot; - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como corrigir o seguinte erro em Python: Nenhum m\u00f3dulo chamado sklearn.cross_validation.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como corrigir: Nenhum m\u00f3dulo chamado &quot;sklearn.cross_validation&quot; - Statorials\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como corrigir o seguinte erro em Python: Nenhum m\u00f3dulo chamado sklearn.cross_validation.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T22:41:00+00:00\" \/>\n<meta name=\"author\" content=\"Dr. benjamim anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr. benjamim anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/\",\"url\":\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/\",\"name\":\"Como corrigir: Nenhum m\u00f3dulo chamado &quot;sklearn.cross_validation&quot; - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-16T22:41:00+00:00\",\"dateModified\":\"2023-07-16T22:41:00+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como corrigir o seguinte erro em Python: Nenhum m\u00f3dulo chamado sklearn.cross_validation.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como corrigir: nenhum m\u00f3dulo chamado \u201csklearn.cross_validation\u201d;\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pt\/#website\",\"url\":\"https:\/\/statorials.org\/pt\/\",\"name\":\"Statorials\",\"description\":\"O seu guia para a literacia estat\u00edstica!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pt\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\",\"name\":\"Dr. benjamim anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr. benjamim anderson\"},\"description\":\"Ol\u00e1, sou Benjamin, um professor aposentado de estat\u00edstica que se tornou professor dedicado na Statorials. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais\",\"sameAs\":[\"https:\/\/statorials.org\/pt\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Como corrigir: Nenhum m\u00f3dulo chamado &quot;sklearn.cross_validation&quot; - Statorials","description":"Este tutorial explica como corrigir o seguinte erro em Python: Nenhum m\u00f3dulo chamado sklearn.cross_validation.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/","og_locale":"pt_PT","og_type":"article","og_title":"Como corrigir: Nenhum m\u00f3dulo chamado &quot;sklearn.cross_validation&quot; - Statorials","og_description":"Este tutorial explica como corrigir o seguinte erro em Python: Nenhum m\u00f3dulo chamado sklearn.cross_validation.","og_url":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/","og_site_name":"Statorials","article_published_time":"2023-07-16T22:41:00+00:00","author":"Dr. benjamim anderson","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Dr. benjamim anderson","Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/","url":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/","name":"Como corrigir: Nenhum m\u00f3dulo chamado &quot;sklearn.cross_validation&quot; - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-16T22:41:00+00:00","dateModified":"2023-07-16T22:41:00+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como corrigir o seguinte erro em Python: Nenhum m\u00f3dulo chamado sklearn.cross_validation.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/nenhum-modulo-chamado-validacao-cruzada-do-sklearn\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como corrigir: nenhum m\u00f3dulo chamado \u201csklearn.cross_validation\u201d;"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/pt\/#website","url":"https:\/\/statorials.org\/pt\/","name":"Statorials","description":"O seu guia para a literacia estat\u00edstica!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/pt\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"pt-PT"},{"@type":"Person","@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666","name":"Dr. benjamim anderson","image":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"Dr. benjamim anderson"},"description":"Ol\u00e1, sou Benjamin, um professor aposentado de estat\u00edstica que se tornou professor dedicado na Statorials. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais","sameAs":["https:\/\/statorials.org\/pt"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/3542","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/comments?post=3542"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/3542\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=3542"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=3542"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=3542"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}