{"id":222,"date":"2023-08-04T00:09:06","date_gmt":"2023-08-04T00:09:06","guid":{"rendered":"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/"},"modified":"2023-08-04T00:09:06","modified_gmt":"2023-08-04T00:09:06","slug":"distribuicao-padrao-normal","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/","title":{"rendered":"Distribui\u00e7\u00e3o normal padr\u00e3o"},"content":{"rendered":"<p>Este artigo explica o que \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o e para que ela \u00e9 usada. Voc\u00ea tamb\u00e9m encontrar\u00e1 as propriedades da distribui\u00e7\u00e3o normal padr\u00e3o, a tabela com seus valores caracter\u00edsticos e, al\u00e9m disso, um exerc\u00edcio resolvido. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-la-distribucion-normal-estandar\"><\/span> Qual \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> A <strong>distribui\u00e7\u00e3o normal padr\u00e3o<\/strong> , tamb\u00e9m chamada <strong>de distribui\u00e7\u00e3o normal unit\u00e1ria<\/strong> , \u00e9 o caso mais simples de distribui\u00e7\u00e3o normal. Mais precisamente, a distribui\u00e7\u00e3o normal padr\u00e3o \u00e9 uma distribui\u00e7\u00e3o normal com valores de m\u00e9dia e desvio padr\u00e3o iguais a 0 e 1 respectivamente.<\/p>\n<p> Portanto, a distribui\u00e7\u00e3o normal padr\u00e3o \u00e9 definida como N(0,1), onde o primeiro par\u00e2metro \u00e9 a m\u00e9dia da distribui\u00e7\u00e3o e o segundo par\u00e2metro \u00e9 o seu desvio padr\u00e3o (ou DP).<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-3ca26cb58ac445099df12aeebda27e38_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle N(0,1) \\ \\color{orange}\\bm{\\longrightarrow}\\color{black}\\begin{cases} \\mu=0\\\\[2ex]\\sigma=1\\end{cases}\" title=\"Rendered by QuickLaTeX.com\" height=\"65\" width=\"247\" style=\"vertical-align: 0px;\"><\/p>\n<\/p>\n<p> O gr\u00e1fico da distribui\u00e7\u00e3o normal padr\u00e3o \u00e9, portanto, o seguinte: <\/p>\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/graphique-de-distribution-normale-standard.png\" alt=\"gr\u00e1fico da distribui\u00e7\u00e3o normal padr\u00e3o\" class=\"wp-image-4442\" width=\"601\" height=\"361\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-de-la-distribucion-normal-estandar\"><\/span> F\u00f3rmula para a distribui\u00e7\u00e3o normal padr\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Para transformar qualquer distribui\u00e7\u00e3o normal em uma distribui\u00e7\u00e3o normal padr\u00e3o, deve-se subtrair a m\u00e9dia da distribui\u00e7\u00e3o normal de todos os seus valores e depois dividir pelo desvio padr\u00e3o da distribui\u00e7\u00e3o normal.<\/p>\n<p> A <strong>f\u00f3rmula para a distribui\u00e7\u00e3o normal padr\u00e3o<\/strong> \u00e9, portanto, a seguinte: <\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/formule-pour-la-distribution-normale-standard.png\" alt=\"f\u00f3rmula de distribui\u00e7\u00e3o normal padr\u00e3o\" class=\"wp-image-4447\" width=\"328\" height=\"293\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p> Desta forma, a m\u00e9dia aritm\u00e9tica e o desvio padr\u00e3o da nova vari\u00e1vel ser\u00e3o 0 e 1 respectivamente, obteremos uma distribui\u00e7\u00e3o normal padr\u00e3o. Este processo tamb\u00e9m \u00e9 chamado de <strong>normaliza\u00e7\u00e3o univariada<\/strong> ou <strong>normaliza\u00e7\u00e3o univariada<\/strong> . <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"tabla-de-la-distribucion-normal-estandar\"><\/span> Tabela de distribui\u00e7\u00e3o normal padr\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> A tabela de uma distribui\u00e7\u00e3o normal padr\u00e3o \u00e9 uma tabela que cont\u00e9m as probabilidades de um valor observado ser menor que um determinado valor da distribui\u00e7\u00e3o normal padr\u00e3o.<\/p>\n<p> Al\u00e9m disso, como a fun\u00e7\u00e3o de uma distribui\u00e7\u00e3o normal depende da sua m\u00e9dia e desvio padr\u00e3o, a tabela de distribui\u00e7\u00e3o normal padr\u00e3o tamb\u00e9m \u00e9 utilizada, por extens\u00e3o, para determinar as probabilidades de qualquer distribui\u00e7\u00e3o normal. Para fazer isso, a distribui\u00e7\u00e3o normal \u00e9 digitada em uma distribui\u00e7\u00e3o normal padr\u00e3o e ent\u00e3o observamos na tabela qual probabilidade corresponde a ela.<\/p>\n<p> Portanto, os valores na tabela de distribui\u00e7\u00e3o normal padr\u00e3o s\u00e3o os seguintes: <\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/table-de-distribution-normale-probabilite-cumulative-inferieure.emf_.png\" alt=\"tabela de distribui\u00e7\u00e3o normal padr\u00e3o\" class=\"wp-image-2892\" width=\"655\" height=\"866\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplo-de-la-distribucion-normal-estandar\"><\/span> Exemplo de distribui\u00e7\u00e3o normal padr\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Agora que sabemos a defini\u00e7\u00e3o de distribui\u00e7\u00e3o normal padr\u00e3o e qual \u00e9 sua f\u00f3rmula, segue abaixo um exemplo concreto para entender bem o conceito.<\/p>\n<ul>\n<li> Uma vari\u00e1vel aleat\u00f3ria cont\u00ednua segue uma distribui\u00e7\u00e3o normal com m\u00e9dia 45 e desvio padr\u00e3o 15, qual a probabilidade de obter um valor menor ou igual a 58?<\/li>\n<\/ul>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-c1914d7535b3ca4b73d1fc39d0620bce_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"N(45,15)\\ \\color{orange}\\bm{\\longrightarrow}\\color{black}\\ P[X\\leq 58]= \\ \\color{orange}\\bm{?}\\color{black} \" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"421\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<p> Para encontrar a probabilidade de uma distribui\u00e7\u00e3o normal, precisamos usar sua tabela de caracter\u00edsticas, mas para fazer isso, primeiro precisamos fazer o processo de digita\u00e7\u00e3o para obter a distribui\u00e7\u00e3o normal padr\u00e3o. Portanto, usamos a f\u00f3rmula de distribui\u00e7\u00e3o normal padr\u00e3o:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-495b5c96898d0da9f1849fc0ac42da40_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"Z=\\cfrac{X-\\mu}{\\sigma}\" title=\"Rendered by QuickLaTeX.com\" height=\"38\" width=\"87\" style=\"vertical-align: -12px;\"><\/p>\n<\/p>\n<p> Ent\u00e3o, subtra\u00edmos a m\u00e9dia do valor da probabilidade e depois dividimos pelo desvio padr\u00e3o<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7c8c62115ea72f4d9471dee405859016_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P[X\\leq 58]=P\\left[Z\\leq\\frac{58-45}{15}\\right]=P[Z\\leq 0,87]\" title=\"Rendered by QuickLaTeX.com\" height=\"42\" width=\"355\" style=\"vertical-align: -16px;\"><\/p>\n<\/p>\n<p> Depois de padronizarmos a vari\u00e1vel, vamos para a tabela de probabilidade de distribui\u00e7\u00e3o normal padr\u00e3o (veja acima) para ver a que probabilidade corresponde o valor de 0,87:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-96a9899f1286e9a38beb405c301a8520_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\displaystyle P[Z\\leq 0,87]=0,8078\" title=\"Rendered by QuickLaTeX.com\" height=\"18\" width=\"172\" style=\"vertical-align: -5px;\"><\/p>\n<\/p>\n<p> A probabilidade de obter um valor igual ou inferior a 58 \u00e9, portanto, de 80,78%. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"caracteristicas-de-la-distribucion-normal-estandar\"><\/span> Caracter\u00edsticas da distribui\u00e7\u00e3o normal padr\u00e3o<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> A distribui\u00e7\u00e3o normal padr\u00e3o possui as seguintes caracter\u00edsticas:<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:18px\"> <span style=\"color:#101010;font-weight: normal;\">A distribui\u00e7\u00e3o normal padr\u00e3o \u00e9 uma distribui\u00e7\u00e3o sim\u00e9trica centrada em 0.<\/span><\/li>\n<li style=\"margin-bottom:18px\"> <span style=\"color:#101010;font-weight: normal;\">Como uma distribui\u00e7\u00e3o normal, o gr\u00e1fico de distribui\u00e7\u00e3o normal padr\u00e3o tem formato de sino, com a maior parte da \u00e1rea do gr\u00e1fico caindo em torno da m\u00e9dia.<\/span><\/li>\n<li style=\"margin-bottom:18px\"> <span style=\"color:#101010;font-weight: normal;\">Portanto, a m\u00e9dia, a moda e a mediana de uma distribui\u00e7\u00e3o normal t\u00eam o mesmo valor, que \u00e9 0.<\/span><\/li>\n<li style=\"margin-bottom:18px\"> <span style=\"color:#101010;font-weight: normal;\">A distribui\u00e7\u00e3o normal padr\u00e3o tem um m\u00e1ximo em z=0.<\/span><\/li>\n<li style=\"margin-bottom:18px\"> <span style=\"color:#101010;font-weight: normal;\">Da mesma forma, a distribui\u00e7\u00e3o normal padr\u00e3o tem dois pontos de inflex\u00e3o, em z=-1 e z=+1.<\/span><\/li>\n<li style=\"margin-bottom:18px\"> <span style=\"color:#101010;font-weight: normal;\">De acordo com a regra pr\u00e1tica, sabemos que 68% dos valores se enquadram em uma distribui\u00e7\u00e3o normal padr\u00e3o entre +1 e -1, 95% dos valores entre +2 e -2 e 99,7% dos valores entre + 3 e &#8211; 3.<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Este artigo explica o que \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o e para que ela \u00e9 usada. Voc\u00ea tamb\u00e9m encontrar\u00e1 as propriedades da distribui\u00e7\u00e3o normal padr\u00e3o, a tabela com seus valores caracter\u00edsticos e, al\u00e9m disso, um exerc\u00edcio resolvido. Qual \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o? A distribui\u00e7\u00e3o normal padr\u00e3o , tamb\u00e9m chamada de distribui\u00e7\u00e3o normal unit\u00e1ria , [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-222","post","type-post","status-publish","format-standard","hentry","category-probabilidade"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u25b7 Distribui\u00e7\u00e3o normal padr\u00e3o<\/title>\n<meta name=\"description\" content=\"Aqui voc\u00ea encontrar\u00e1 o que \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o, sua f\u00f3rmula, as caracter\u00edsticas da distribui\u00e7\u00e3o normal padr\u00e3o e um exemplo concreto.\" \/>\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-padrao-normal\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u25b7 Distribui\u00e7\u00e3o normal padr\u00e3o\" \/>\n<meta property=\"og:description\" content=\"Aqui voc\u00ea encontrar\u00e1 o que \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o, sua f\u00f3rmula, as caracter\u00edsticas da distribui\u00e7\u00e3o normal padr\u00e3o e um exemplo concreto.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-04T00:09:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-3ca26cb58ac445099df12aeebda27e38_l3.png\" \/>\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=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/\",\"url\":\"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/\",\"name\":\"\u25b7 Distribui\u00e7\u00e3o normal padr\u00e3o\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-08-04T00:09:06+00:00\",\"dateModified\":\"2023-08-04T00:09:06+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Aqui voc\u00ea encontrar\u00e1 o que \u00e9 a distribui\u00e7\u00e3o normal padr\u00e3o, sua f\u00f3rmula, as caracter\u00edsticas da distribui\u00e7\u00e3o normal padr\u00e3o e um exemplo concreto.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/distribuicao-padrao-normal\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Distribui\u00e7\u00e3o normal padr\u00e3o\"}]},{\"@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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