{"id":3147,"date":"2023-07-18T23:54:12","date_gmt":"2023-07-18T23:54:12","guid":{"rendered":"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/"},"modified":"2023-07-18T23:54:12","modified_gmt":"2023-07-18T23:54:12","slug":"distribuicao-normal-do-log-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/","title":{"rendered":"Como usar distribui\u00e7\u00e3o log-normal em python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">Voc\u00ea pode usar a fun\u00e7\u00e3o <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.lognorm.html\" target=\"_blank\" rel=\"noopener\">lognorm()<\/a> da biblioteca <strong>SciPy<\/strong> em Python para gerar uma vari\u00e1vel aleat\u00f3ria que segue uma distribui\u00e7\u00e3o log-normal.<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar esta fun\u00e7\u00e3o na pr\u00e1tica.<\/span><\/p>\n<h3> <strong>Como gerar uma distribui\u00e7\u00e3o lognormal<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Voc\u00ea pode usar o c\u00f3digo a seguir para gerar uma vari\u00e1vel aleat\u00f3ria que segue uma distribui\u00e7\u00e3o log-normal com \u03bc = 1 e \u03c3 = 1:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> math\n<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #008000;\"><span style=\"color: #3366ff;\">stats<\/span> import<\/span> lognorm\n\n<span style=\"color: #008080;\">#make this example reproducible\n<\/span>n.p. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">seed<\/span> ( <span style=\"color: #008000;\">1<\/span> )\n\n<span style=\"color: #008080;\">#generate log-normal distributed random variable with 1000 values\n<\/span>lognorm_values = lognorm. <span style=\"color: #3366ff;\">rvs<\/span> (s= <span style=\"color: #008000;\">1<\/span> , scale=math. <span style=\"color: #3366ff;\">exp<\/span> ( <span style=\"color: #008000;\">1<\/span> ), size= <span style=\"color: #008000;\">1000<\/span> )\n\n<span style=\"color: #008080;\">#view first five values\n<\/span>lognorm_values[:5]\n\narray([13.79554017, 1.47438888, 1.60292205, 0.92963, 6.45856805])\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Observe que na fun\u00e7\u00e3o <strong>lognorm.rvs()<\/strong> , <strong>s<\/strong> \u00e9 o desvio padr\u00e3o e o valor em <strong>math.exp()<\/strong> \u00e9 a m\u00e9dia da distribui\u00e7\u00e3o lognormal que voc\u00ea deseja gerar.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Neste exemplo, definimos a m\u00e9dia como <strong>1<\/strong> e o desvio padr\u00e3o tamb\u00e9m como <strong>1<\/strong> .<\/span><\/p>\n<h3> <strong>Como tra\u00e7ar uma distribui\u00e7\u00e3o lognormal<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Podemos usar o c\u00f3digo a seguir para criar um histograma dos valores da vari\u00e1vel aleat\u00f3ria com distribui\u00e7\u00e3o log-normal que criamos no exemplo anterior:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create histogram<\/span>\nplt. <span style=\"color: #3366ff;\">hist<\/span> (lognorm_values, density= <span style=\"color: #008000;\">True<\/span> , edgecolor=' <span style=\"color: #ff0000;\">black<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-26765 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lognormepython1.jpg\" alt=\"\" width=\"575\" height=\"383\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">O padr\u00e3o do Matplotlib \u00e9 10 compartimentos em histogramas, mas podemos facilmente aumentar esse n\u00famero usando o argumento <strong>bins<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, podemos aumentar o n\u00famero de caixas para 20:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create histogram<\/span>\nplt. <span style=\"color: #3366ff;\">hist<\/span> (lognorm_values, density= <span style=\"color: #008000;\">True<\/span> , edgecolor=' <span style=\"color: #ff0000;\">black<\/span> ', bins= <span style=\"color: #008000;\">20<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-26766\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lognormepython2.jpg\" alt=\"distribui\u00e7\u00e3o lognormal em Python\" width=\"579\" height=\"378\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Quanto maior o n\u00famero de caixas, mais estreitas ser\u00e3o as barras no histograma.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Relacionado:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/tamanho-do-compartimento-matplotlib\/\" target=\"_blank\" rel=\"noopener\">Tr\u00eas maneiras de ajustar o tamanho do compartimento em histogramas Matplotlib<\/a><\/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 usar outras distribui\u00e7\u00f5es de probabilidade em Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/distribuicao-de-peixes-python\/\" target=\"_blank\" rel=\"noopener\">Como usar a distribui\u00e7\u00e3o Poisson em Python<\/a><br \/><a href=\"https:\/\/statorials.org\/pt\/distribuicao-exponencial-python\/\" target=\"_blank\" rel=\"noopener\">Como usar distribui\u00e7\u00e3o exponencial em Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/distribuicao-uniforme-python\/\" target=\"_blank\" rel=\"noopener\">Como usar distribui\u00e7\u00e3o uniforme em Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a fun\u00e7\u00e3o lognorm() da biblioteca SciPy em Python para gerar uma vari\u00e1vel aleat\u00f3ria que segue uma distribui\u00e7\u00e3o log-normal. Os exemplos a seguir mostram como usar esta fun\u00e7\u00e3o na pr\u00e1tica. Como gerar uma distribui\u00e7\u00e3o lognormal Voc\u00ea pode usar o c\u00f3digo a seguir para gerar uma vari\u00e1vel aleat\u00f3ria que segue uma distribui\u00e7\u00e3o log-normal com [&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-3147","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 usar a distribui\u00e7\u00e3o log-normal em Python - Statorials<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a distribui\u00e7\u00e3o lognormal em Python, com v\u00e1rios exemplos.\" \/>\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\/distribuicao-normal-do-log-python\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como usar a distribui\u00e7\u00e3o log-normal em Python - Statorials\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar a distribui\u00e7\u00e3o lognormal em Python, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T23:54:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lognormepython1.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\/distribuicao-normal-do-log-python\/\",\"url\":\"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/\",\"name\":\"Como usar a distribui\u00e7\u00e3o log-normal em Python - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-18T23:54:12+00:00\",\"dateModified\":\"2023-07-18T23:54:12+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar a distribui\u00e7\u00e3o lognormal em Python, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/distribuicao-normal-do-log-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como usar distribui\u00e7\u00e3o log-normal em python\"}]},{\"@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. 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