{"id":2093,"date":"2023-07-23T17:40:53","date_gmt":"2023-07-23T17:40:53","guid":{"rendered":"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/"},"modified":"2023-07-23T17:40:53","modified_gmt":"2023-07-23T17:40:53","slug":"desvio-padrao-da-lista-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/","title":{"rendered":"Como calcular o desvio padr\u00e3o de uma lista em python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar um dos tr\u00eas m\u00e9todos a seguir para calcular o desvio padr\u00e3o de uma lista em Python:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 1: use a biblioteca NumPy<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n\n<span style=\"color: #008080;\">#calculate standard deviation of list<\/span>\n<span class=\"enlighter-text\">n.p.<\/span> <span class=\"enlighter-m3\" style=\"color: #3366ff;\">std<\/span> <span class=\"enlighter-g1\">(<\/span> <span class=\"enlighter-text\">my_list<\/span> <span class=\"enlighter-g1\">)<\/span>\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 2: use a biblioteca de estat\u00edsticas<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> statistics <span style=\"color: #107d3f;\">as<\/span> stat\n\n<span style=\"color: #008080;\">#calculate standard deviation of list<\/span>\n<span class=\"enlighter-text\">stat.<\/span> <span class=\"enlighter-m3\" style=\"color: #3366ff;\">stdev<\/span> <span class=\"enlighter-g1\">(<\/span> <span class=\"enlighter-text\">my_list<\/span> <span class=\"enlighter-g1\">)<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 3: use uma f\u00f3rmula personalizada<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate standard deviation of list<\/span>\n<span class=\"enlighter-text\">st.<\/span> <span class=\"enlighter-m3\" style=\"color: #3366ff;\">stdev<\/span> <span class=\"enlighter-g1\">(<\/span> <span class=\"enlighter-text\">my_list<\/span> <span class=\"enlighter-g1\">)<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar cada um desses m\u00e9todos na pr\u00e1tica.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>M\u00e9todo 1: calcular o desvio padr\u00e3o usando a biblioteca NumPy<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como calcular o desvio padr\u00e3o da amostra e o desvio padr\u00e3o da popula\u00e7\u00e3o de uma lista usando NumPy:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n\n#define list\n<span style=\"color: #000000;\">my_list = [3, 5, 5, 6, 7, 8, 13, 14, 14, 17, 18]<\/span>\n<\/span>\n<span style=\"color: #008080;\">#calculate sample standard deviation of list<\/span>\n<span class=\"enlighter-text\">n.p.<\/span> <span class=\"enlighter-m3\" style=\"color: #3366ff;\">std<\/span> <span class=\"enlighter-g1\">(<\/span> <span class=\"enlighter-text\">my_list, ddof= <span style=\"color: #008000;\">1<\/span><\/span> <span class=\"enlighter-g1\">)\n\n5.310367218940701\n\n<span style=\"color: #008080;\">#calculate population standard deviation of list<\/span> \n<span class=\"enlighter-text\">n.p.<\/span> <span class=\"enlighter-m3\" style=\"color: #3366ff;\">std<\/span> ( <span class=\"enlighter-text\">my_list<\/span> )\n\n5.063236478416116\n<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Observe que o desvio padr\u00e3o da popula\u00e7\u00e3o ser\u00e1 sempre menor que o desvio padr\u00e3o da amostra para um determinado conjunto de dados.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>M\u00e9todo 2: calcular o desvio padr\u00e3o usando a biblioteca de estat\u00edsticas<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como calcular o desvio padr\u00e3o da amostra e o desvio padr\u00e3o da popula\u00e7\u00e3o de uma lista usando a biblioteca de estat\u00edsticas Python:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> statistics <span style=\"color: #008000;\">as<\/span> stat<\/span>\n\n#define list\n<span style=\"color: #000000;\">my_list = [3, 5, 5, 6, 7, 8, 13, 14, 14, 17, 18]<\/span>\n<\/span>\n<span style=\"color: #008080;\">#calculate sample standard deviation of list<\/span>\n<span class=\"enlighter-g1\">stat. <span style=\"color: #3366ff;\">stdev<\/span> (my_list)\n\n5.310367218940701\n\n<span style=\"color: #008080;\">#calculate population standard deviation of list<\/span> \nstat. <span style=\"color: #3366ff;\">pstdev<\/span> (my_list)\n\n5.063236478416116\n<\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>M\u00e9todo 3: calcular o desvio padr\u00e3o usando uma f\u00f3rmula personalizada<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como calcular o desvio padr\u00e3o da amostra e o desvio padr\u00e3o da popula\u00e7\u00e3o de uma lista sem importar bibliotecas Python:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define list\n<span style=\"color: #000000;\">my_list = [3, 5, 5, 6, 7, 8, 13, 14, 14, 17, 18]<\/span>\n<\/span>\n<span style=\"color: #008080;\">#calculate sample standard deviation of list<\/span><span class=\"enlighter-g1\">\n(sum((x-(sum(my_list) \/ len(my_list))) <span style=\"color: #800080;\">**<\/span> <span style=\"color: #008000;\">2<\/span> <span style=\"color: #3366ff;\">for<\/span> x <span style=\"color: #3366ff;\">in<\/span> my_list) \/ (len(my_list)-1)) <span style=\"color: #800080;\">**<\/span> <span style=\"color: #008000;\">0.5<\/span>\n\n5.310367218940701\n\n<span style=\"color: #008080;\">#calculate population standard deviation of list<\/span> \n(sum((x-(sum(my_list) \/ len(my_list))) <span style=\"color: #800080;\">**<\/span> <span style=\"color: #008000;\">2<\/span> <span style=\"color: #3366ff;\">for<\/span> x <span style=\"color: #3366ff;\">in<\/span> my_list) \/ len(my_list)) <span style=\"color: #800080;\">**<\/span> <span style=\"color: #008000;\">0.5\n<\/span>\n5.063236478416116<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Observe que todos os tr\u00eas m\u00e9todos calcularam os mesmos valores para o desvio padr\u00e3o da lista.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/erro-padrao-da-media-do-python\/\" target=\"_blank\" rel=\"noopener\">Como calcular o erro padr\u00e3o da m\u00e9dia em Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/significa-erro-quadrado-python\/\" target=\"_blank\" rel=\"noopener\">Como calcular o erro quadr\u00e1tico m\u00e9dio (MSE) em Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar um dos tr\u00eas m\u00e9todos a seguir para calcular o desvio padr\u00e3o de uma lista em Python: M\u00e9todo 1: use a biblioteca NumPy import numpy as np #calculate standard deviation of list n.p. std ( my_list ) M\u00e9todo 2: use a biblioteca de estat\u00edsticas import statistics as stat #calculate standard deviation of list [&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-2093","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 calcular o desvio padr\u00e3o de uma lista em Python - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular o desvio padr\u00e3o de uma lista 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\/desvio-padrao-da-lista-python\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular o desvio padr\u00e3o de uma lista em Python - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular o desvio padr\u00e3o de uma lista em Python, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T17:40:53+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\/desvio-padrao-da-lista-python\/\",\"url\":\"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/\",\"name\":\"Como calcular o desvio padr\u00e3o de uma lista em Python - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-23T17:40:53+00:00\",\"dateModified\":\"2023-07-23T17:40:53+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular o desvio padr\u00e3o de uma lista em Python, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular o desvio padr\u00e3o de uma lista 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. 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 calcular o desvio padr\u00e3o de uma lista em Python - Estatologia","description":"Este tutorial explica como calcular o desvio padr\u00e3o de uma lista em Python, com v\u00e1rios exemplos.","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\/desvio-padrao-da-lista-python\/","og_locale":"pt_PT","og_type":"article","og_title":"Como calcular o desvio padr\u00e3o de uma lista em Python - Estatologia","og_description":"Este tutorial explica como calcular o desvio padr\u00e3o de uma lista em Python, com v\u00e1rios exemplos.","og_url":"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/","og_site_name":"Statorials","article_published_time":"2023-07-23T17:40:53+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\/desvio-padrao-da-lista-python\/","url":"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/","name":"Como calcular o desvio padr\u00e3o de uma lista em Python - Estatologia","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-23T17:40:53+00:00","dateModified":"2023-07-23T17:40:53+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como calcular o desvio padr\u00e3o de uma lista em Python, com v\u00e1rios exemplos.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/desvio-padrao-da-lista-python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como calcular o desvio padr\u00e3o de uma lista 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. 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\/2093","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=2093"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/2093\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=2093"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=2093"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=2093"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}