{"id":4236,"date":"2023-07-12T15:27:26","date_gmt":"2023-07-12T15:27:26","guid":{"rendered":"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/"},"modified":"2023-07-12T15:27:26","modified_gmt":"2023-07-12T15:27:26","slug":"equacao-regplot-maritima","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/","title":{"rendered":"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no seaborn regplot"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">Voc\u00ea pode usar a fun\u00e7\u00e3o <strong>regplot<\/strong> seaborn para tra\u00e7ar um modelo de regress\u00e3o linear ajustado a um conjunto de dados.<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">Infelizmente, Seaborn n\u00e3o possui um recurso integrado para extrair a equa\u00e7\u00e3o de regress\u00e3o da linha, mas voc\u00ea pode usar a fun\u00e7\u00e3o <strong>scipy.stats.linregress<\/strong> para encontrar rapidamente os coeficientes de regress\u00e3o:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> scipy\n<span style=\"color: #008000;\">import<\/span> seaborn <span style=\"color: #008000;\">as<\/span> sns\n\n<span style=\"color: #008080;\">#create regplot\n<\/span>p = sns. <span style=\"color: #3366ff;\">regplot<\/span> (data=df, x=df. <span style=\"color: #3366ff;\">x<\/span> , y=df. <span style=\"color: #3366ff;\">y<\/span> )\n\n<span style=\"color: #008080;\">#calculate slope and intercept of regression equation\n<\/span>slope, intercept, r, p, sterr = scipy. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">linregress<\/span> (x= <span style=\"color: #3366ff;\">p.get_lines<\/span> ()[0] <span style=\"color: #3366ff;\">.get_xdata<\/span> (),\n                                                       y=p. <span style=\"color: #3366ff;\">get_lines<\/span> ()[0]. <span style=\"color: #3366ff;\">get_ydata<\/span> ())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: Mostrar equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte DataFrame do pandas que cont\u00e9m informa\u00e7\u00f5es sobre as horas estudadas e as notas dos exames finais de v\u00e1rios alunos:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">hours<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   ' <span style=\"color: #ff0000;\">score<\/span> ': [77, 79, 84, 80, 81, 89, 95, 90, 83, 89]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   hours score\n0 1 77\n1 2 79\n2 3 84\n3 4 80\n4 5 81\n5 6 89\n6 7 95\n7 8 90\n8 9 83\n9 10 89\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Digamos que queremos tra\u00e7ar os pontos de dados e adicionar uma linha de regress\u00e3o ajustada aos dados.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para fazer isso:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> scipy\n<span style=\"color: #008000;\">import<\/span> seaborn <span style=\"color: #008000;\">as<\/span> sns\n\n<span style=\"color: #008080;\">#create regplot\n<\/span>p = sns. <span style=\"color: #3366ff;\">regplot<\/span> (data=df, x=df. <span style=\"color: #3366ff;\">hours<\/span> , y=df. <span style=\"color: #3366ff;\">score<\/span> )\n\n<span style=\"color: #008080;\">#calculate slope and intercept of regression equation\n<\/span>slope, intercept, r, p, sterr = scipy. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">linregress<\/span> (x= <span style=\"color: #3366ff;\">p.get_lines<\/span> ()[0] <span style=\"color: #3366ff;\">.get_xdata<\/span> (),\n                                                       y=p. <span style=\"color: #3366ff;\">get_lines<\/span> ()[0]. <span style=\"color: #3366ff;\">get_ydata<\/span> ())\n\n<span style=\"color: #008080;\">#display slope and intercept of regression equation\n<\/span><span style=\"color: #008000;\">print<\/span> (intercept, slope)\n\n77.39999999999995 1.3272727272727356\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-33496 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regplot1.jpg\" alt=\"\" width=\"542\" height=\"406\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Pelo resultado, podemos ver que a reta de regress\u00e3o possui a seguinte equa\u00e7\u00e3o:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>y = 77,4 + 1,327<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Se quisermos exibir esta equa\u00e7\u00e3o no Seaborn <strong>regplot<\/strong> , podemos usar a fun\u00e7\u00e3o matplotlib <strong>text()<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt<\/span>\nimport<\/span> scipy\n<span style=\"color: #008000;\">import<\/span> seaborn <span style=\"color: #008000;\">as<\/span> sns\n\n<span style=\"color: #008080;\">#create regplot\n<\/span>p = sns. <span style=\"color: #3366ff;\">regplot<\/span> (data=df, x=df. <span style=\"color: #3366ff;\">hours<\/span> , y=df. <span style=\"color: #3366ff;\">score<\/span> )\n\n<span style=\"color: #008080;\">#calculate slope and intercept of regression equation\n<\/span>slope, intercept, r, p, sterr = scipy. <span style=\"color: #3366ff;\">stats<\/span> . <span style=\"color: #3366ff;\">linregress<\/span> (x= <span style=\"color: #3366ff;\">p.get_lines<\/span> ()[0] <span style=\"color: #3366ff;\">.get_xdata<\/span> (),\n                                                       y=p. <span style=\"color: #3366ff;\">get_lines<\/span> ()[0]. <span style=\"color: #3366ff;\">get_ydata<\/span> ())\n\n<span style=\"color: #000000;\"><span style=\"color: #008080;\">#add regression equation to plot\n<\/span>plt. <span style=\"color: #3366ff;\">text<\/span> (2, 95, ' <span style=\"color: #ff0000;\">y =<\/span> ' + str(round(intercept,3)) + ' <span style=\"color: #ff0000;\">+<\/span> ' + str(round(slope,3)) + ' <span style=\"color: #ff0000;\">x<\/span> ')<\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-33497\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regplot2.jpg\" alt=\"Equa\u00e7\u00e3o de regplot de Seaborn\" width=\"546\" height=\"417\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Observe que a equa\u00e7\u00e3o de regress\u00e3o agora \u00e9 exibida no canto superior esquerdo do gr\u00e1fico.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Observe que na fun\u00e7\u00e3o <strong>text()<\/strong> especificamos que a equa\u00e7\u00e3o de regress\u00e3o deve ser exibida a partir das coordenadas (x, y) de (2, 95).<\/span><\/p>\n<p> <span style=\"color: #000000;\">Sinta-se \u00e0 vontade para modificar essas coordenadas para exibir a equa\u00e7\u00e3o de regress\u00e3o onde quiser em seu pr\u00f3prio gr\u00e1fico.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : Voc\u00ea pode encontrar a documenta\u00e7\u00e3o completa para a fun\u00e7\u00e3o <strong>regplot<\/strong> do Seaborn <a href=\"https:\/\/seaborn.pydata.org\/generated\/seaborn.regplot.html\" target=\"_blank\" rel=\"noopener\">aqui<\/a> .<\/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 realizar outras tarefas comuns no Seaborn:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/tamanho-da-figura-do-mar\/\" target=\"_blank\" rel=\"noopener\">Como ajustar o tamanho da figura de um gr\u00e1fico Seaborn<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/posicao-da-lenda-do-mar\/\" target=\"_blank\" rel=\"noopener\">Como mudar a posi\u00e7\u00e3o de uma lenda em Seaborn<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/rotulos-de-eixo-marinho\/\" target=\"_blank\" rel=\"noopener\">Como alterar os r\u00f3tulos dos eixos em um gr\u00e1fico Seaborn<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a fun\u00e7\u00e3o regplot seaborn para tra\u00e7ar um modelo de regress\u00e3o linear ajustado a um conjunto de dados. Infelizmente, Seaborn n\u00e3o possui um recurso integrado para extrair a equa\u00e7\u00e3o de regress\u00e3o da linha, mas voc\u00ea pode usar a fun\u00e7\u00e3o scipy.stats.linregress para encontrar rapidamente os coeficientes de regress\u00e3o: import scipy import seaborn as sns [&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-4236","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 exibir a equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como exibir a equa\u00e7\u00e3o de regress\u00e3o em um regplot Seaborn, com um exemplo.\" \/>\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\/equacao-regplot-maritima\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot - Statorials\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como exibir a equa\u00e7\u00e3o de regress\u00e3o em um regplot Seaborn, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-12T15:27:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regplot1.jpg\" \/>\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\/equacao-regplot-maritima\/\",\"url\":\"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/\",\"name\":\"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-12T15:27:26+00:00\",\"dateModified\":\"2023-07-12T15:27:26+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como exibir a equa\u00e7\u00e3o de regress\u00e3o em um regplot Seaborn, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no seaborn regplot\"}]},{\"@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 exibir a equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot - Statorials","description":"Este tutorial explica como exibir a equa\u00e7\u00e3o de regress\u00e3o em um regplot Seaborn, com um exemplo.","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\/equacao-regplot-maritima\/","og_locale":"pt_PT","og_type":"article","og_title":"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot - Statorials","og_description":"Este tutorial explica como exibir a equa\u00e7\u00e3o de regress\u00e3o em um regplot Seaborn, com um exemplo.","og_url":"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/","og_site_name":"Statorials","article_published_time":"2023-07-12T15:27:26+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regplot1.jpg"}],"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\/equacao-regplot-maritima\/","url":"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/","name":"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no Seaborn Regplot - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-12T15:27:26+00:00","dateModified":"2023-07-12T15:27:26+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como exibir a equa\u00e7\u00e3o de regress\u00e3o em um regplot Seaborn, com um exemplo.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/equacao-regplot-maritima\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como exibir a equa\u00e7\u00e3o de regress\u00e3o no seaborn regplot"}]},{"@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\/4236","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=4236"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/4236\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=4236"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=4236"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=4236"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}