{"id":3003,"date":"2023-07-19T16:41:49","date_gmt":"2023-07-19T16:41:49","guid":{"rendered":"https:\/\/statorials.org\/pt\/linha-de-tendencia-matplotlib\/"},"modified":"2023-07-19T16:41:49","modified_gmt":"2023-07-19T16:41:49","slug":"linha-de-tendencia-matplotlib","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/linha-de-tendencia-matplotlib\/","title":{"rendered":"Como adicionar uma linha de tend\u00eancia no matplotlib (com exemplo)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para adicionar uma linha de tend\u00eancia a um gr\u00e1fico no Matplotlib:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create scatterplot\n<\/span>plt. <span style=\"color: #3366ff;\">scatter<\/span> (x,y)\n\n<span style=\"color: #008080;\">#calculate equation for trendline\n<\/span>z = np. <span style=\"color: #3366ff;\">polyfit<\/span> (x, y, 1)\np = np. <span style=\"color: #3366ff;\">poly1d<\/span> (z)\n\n<span style=\"color: #008080;\">#add trendline to plot\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (x, p(x))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar essa sintaxe na pr\u00e1tica.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Crie uma linha de tend\u00eancia linear no Matplotlib<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como criar uma linha de tend\u00eancia b\u00e1sica para um gr\u00e1fico de dispers\u00e3o no Matplotlib:<\/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> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\nimport<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define data\n<span style=\"color: #000000;\">x = np. <span style=\"color: #3366ff;\">array<\/span> ([8, 13, 14, 15, 15, 20, 25, 30, 38, 40])\ny = np. <span style=\"color: #3366ff;\">array<\/span> ([5, 4, 18, 14, 20, 24, 28, 33, 30, 37])\n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>plt. <span style=\"color: #3366ff;\">scatter<\/span> (x,y)\n\n<span style=\"color: #008080;\">#calculate equation for trendline\n<\/span>z = np. <span style=\"color: #3366ff;\">polyfit<\/span> (x, y, <span style=\"color: #008000;\">1<\/span> )\np = np. <span style=\"color: #3366ff;\">poly1d<\/span> (z)\n\n<span style=\"color: #008080;\">#add trendline to plot\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (x, p(x))<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25918 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/tendancemat1.jpg\" alt=\"\" width=\"539\" height=\"356\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Os pontos azuis representam os pontos de dados e a linha reta azul representa a linha de tend\u00eancia linear.<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">Observe que voc\u00ea tamb\u00e9m pode usar os argumentos <strong>color<\/strong> , <strong>linewidth<\/strong> e <strong>linestyle<\/strong> para alterar a apar\u00eancia da linha de tend\u00eancia:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#add custom trendline to plot<\/span>\nplt. <span style=\"color: #3366ff;\">plot<\/span> (x, p(x), color=\" <span style=\"color: #ff0000;\">purple<\/span> \", linewidth= <span style=\"color: #008000;\">3<\/span> , linestyle=\" <span style=\"color: #ff0000;\">--<\/span> \")\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25919 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/tendancemat2.jpg\" alt=\"\" width=\"532\" height=\"356\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Crie uma linha de tend\u00eancia polinomial em Matplotlib<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Para criar uma linha de tend\u00eancia polinomial, basta alterar o valor na fun\u00e7\u00e3o <strong>np.polyfit()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, poder\u00edamos usar um valor <strong>2<\/strong> para criar uma linha de tend\u00eancia quadr\u00e1tica:<\/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> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\nimport<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define data\n<span style=\"color: #000000;\">x = np. <span style=\"color: #3366ff;\">array<\/span> ([8, 13, 14, 15, 15, 20, 25, 30, 38, 40])\ny = np. <span style=\"color: #3366ff;\">array<\/span> ([5, 4, 18, 14, 20, 24, 28, 33, 30, 37])\n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>plt. <span style=\"color: #3366ff;\">scatter<\/span> (x,y)\n\n<span style=\"color: #008080;\">#calculate equation for quadratic trendline\n<\/span>z = np. <span style=\"color: #3366ff;\">polyfit<\/span> (x,y, <span style=\"color: #008000;\">2<\/span> )\np = np. <span style=\"color: #3366ff;\">poly1d<\/span> (z)\n\n<span style=\"color: #008080;\">#add trendline to plot\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (x, p(x))<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-25920 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/tendancemat3.jpg\" alt=\"\" width=\"541\" height=\"364\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Observe que a linha de tend\u00eancia agora \u00e9 curva em vez de reta.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Esta linha de tend\u00eancia polinomial \u00e9 especialmente \u00fatil quando seus dados t\u00eam um padr\u00e3o n\u00e3o linear e uma linha reta n\u00e3o consegue capturar adequadamente a tend\u00eancia dos dados.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como executar outras fun\u00e7\u00f5es comuns no Matplotlib:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/ocultacao-do-eixo-matplotlib\/\" target=\"_blank\" rel=\"noopener\">Como ocultar eixos no Matplotlib<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/rotulos-de-escala-de-rotacao-do-matplotlib\/\" target=\"_blank\" rel=\"noopener\">Como girar r\u00f3tulos de marcas de sele\u00e7\u00e3o no Matplotlib<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/numero-de-ticks-do-matplotlib\/\" target=\"_blank\" rel=\"noopener\">Como alterar o n\u00famero de ticks no Matplotlib<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para adicionar uma linha de tend\u00eancia a um gr\u00e1fico no Matplotlib: #create scatterplot plt. scatter (x,y) #calculate equation for trendline z = np. polyfit (x, y, 1) p = np. poly1d (z) #add trendline to plot plt. plot (x, p(x)) Os exemplos a seguir mostram como usar essa [&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-3003","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 adicionar uma linha de tend\u00eancia no Matplotlib (com exemplo) - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como adicionar uma linha de tend\u00eancia a um gr\u00e1fico no Matplotlib, 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\/linha-de-tendencia-matplotlib\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta 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