{"id":2571,"date":"2023-07-21T16:37:26","date_gmt":"2023-07-21T16:37:26","guid":{"rendered":"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/"},"modified":"2023-07-21T16:37:26","modified_gmt":"2023-07-21T16:37:26","slug":"porcentagem-acumulada-de-pandas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/","title":{"rendered":"Como calcular a porcentagem cumulativa em pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para calcular a porcentagem cumulativa de valores em uma coluna de um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate cumulative sum of column\n<\/span>df[' <span style=\"color: #ff0000;\">cum_sum<\/span> '] = df[' <span style=\"color: #ff0000;\">col1<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\n\n<span style=\"color: #008080;\">#calculate cumulative percentage of column (rounded to 2 decimal places)\n<\/span>df[' <span style=\"color: #ff0000;\">cum_percent<\/span> '] = round( <span style=\"color: #008000;\">100<\/span> *df. <span style=\"color: #3366ff;\">cum_sum<\/span> \/df[' <span style=\"color: #ff0000;\">col1<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (), <span style=\"color: #008000;\">2<\/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<h3> <span style=\"color: #000000;\"><strong>Exemplo: Calcule a porcentagem acumulada entre pandas<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte DataFrame do pandas que mostra o n\u00famero de unidades que uma empresa vende em anos consecutivos:<\/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 style=\"color: #000000;\">df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">year<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   ' <span style=\"color: #ff0000;\">units_sold<\/span> ': [60, 75, 77, 87, 104, 134, 120, 125, 140, 150]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   year units_sold\n0 1 60\n1 2 75\n2 3 77\n3 4 87\n4 5 104\n5 6 134\n6 7 120\n7 8 125\n8 9 140\n9 10 150\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">A seguir, podemos usar o c\u00f3digo a seguir para adicionar uma coluna que exibe o n\u00famero cumulativo de unidades vendidas e a porcentagem acumulada de unidades vendidas:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate cumulative sum of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_sum<\/span> '] = df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\n\n<span style=\"color: #008080;\">#calculate cumulative percentage of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_percent<\/span> '] = round( <span style=\"color: #008000;\">100<\/span> *df. <span style=\"color: #3366ff;\">cum_sum<\/span> \/df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (), <span style=\"color: #008000;\">2<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   year units_sold cum_sum cum_percent\n0 1 60 60 5.60\n1 2 75 135 12.59\n2 3 77 212 19.78\n3 4 87 299 27.89\n4 5 104 403 37.59\n5 6 134 537 50.09\n6 7 120 657 61.29\n7 8 125 782 72.95\n8 9 140 922 86.01\n9 10 150 1072 100.00\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Interpretamos as porcentagens acumuladas da seguinte forma:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>5,60%<\/strong> de todas as vendas foram realizadas no primeiro ano.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>12,59<\/strong> de todas as vendas foram feitas nos anos 1 e 2 combinados.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>19,78%<\/strong> de todas as vendas foram realizadas nos anos 1, 2 e 3 combinados.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">E assim por diante.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Observe que voc\u00ea pode simplesmente alterar o valor na fun\u00e7\u00e3o <strong>round()<\/strong> para alterar tamb\u00e9m o n\u00famero de casas decimais exibidas.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, poder\u00edamos, em vez disso, arredondar a porcentagem acumulada para zero casas decimais:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#calculate cumulative sum of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_sum<\/span> '] = df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">cumsum<\/span> ()\n\n<span style=\"color: #008080;\">#calculate cumulative percentage of units sold\n<\/span>df[' <span style=\"color: #ff0000;\">cum_percent<\/span> '] = round( <span style=\"color: #008000;\">100<\/span> *df. <span style=\"color: #3366ff;\">cum_sum<\/span> \/df[' <span style=\"color: #ff0000;\">units_sold<\/span> ']. <span style=\"color: #3366ff;\">sum<\/span> (), <span style=\"color: #008000;\">0<\/span> )\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   year units_sold cum_sum cum_percent\n0 1 60 60 6.0\n1 2 75 135 13.0\n2 3 77 212 20.0\n3 4 87 299 28.0\n4 5 104 403 38.0\n5 6 134 537 50.0\n6 7 120 657 61.0\n7 8 125 782 73.0\n8 9 140 922 86.0\n9 10 150 1072 100.0<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">As porcentagens acumuladas agora s\u00e3o arredondadas para zero casas decimais.<\/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 realizar outras opera\u00e7\u00f5es comuns em Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/tabelas-de-frequencia-python\/\" target=\"_blank\" rel=\"noopener\">Como criar tabelas de frequ\u00eancia em Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/frequencia-relativa-python\/\" target=\"_blank\" rel=\"noopener\">Como calcular a frequ\u00eancia relativa em Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para calcular a porcentagem cumulativa de valores em uma coluna de um DataFrame do pandas: #calculate cumulative sum of column df[&#8216; cum_sum &#8216;] = df[&#8216; col1 &#8216;]. cumsum () #calculate cumulative percentage of column (rounded to 2 decimal places) df[&#8216; cum_percent &#8216;] = round( 100 *df. cum_sum \/df[&#8216; [&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-2571","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 a porcentagem acumulada em pandas \u2013 Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular a porcentagem acumulada de uma coluna no pandas, com 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\/porcentagem-acumulada-de-pandas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular a porcentagem acumulada em pandas \u2013 Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular a porcentagem acumulada de uma coluna no pandas, com exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T16:37:26+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\/porcentagem-acumulada-de-pandas\/\",\"url\":\"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/\",\"name\":\"Como calcular a porcentagem acumulada em pandas \u2013 Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-21T16:37:26+00:00\",\"dateModified\":\"2023-07-21T16:37:26+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular a porcentagem acumulada de uma coluna no pandas, com exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular a porcentagem cumulativa em pandas\"}]},{\"@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 a porcentagem acumulada em pandas \u2013 Estatoriais","description":"Este tutorial explica como calcular a porcentagem acumulada de uma coluna no pandas, com 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\/porcentagem-acumulada-de-pandas\/","og_locale":"pt_PT","og_type":"article","og_title":"Como calcular a porcentagem acumulada em pandas \u2013 Estatoriais","og_description":"Este tutorial explica como calcular a porcentagem acumulada de uma coluna no pandas, com exemplos.","og_url":"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/","og_site_name":"Statorials","article_published_time":"2023-07-21T16:37:26+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\/porcentagem-acumulada-de-pandas\/","url":"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/","name":"Como calcular a porcentagem acumulada em pandas \u2013 Estatoriais","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-21T16:37:26+00:00","dateModified":"2023-07-21T16:37:26+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como calcular a porcentagem acumulada de uma coluna no pandas, com exemplos.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/porcentagem-acumulada-de-pandas\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como calcular a porcentagem cumulativa em pandas"}]},{"@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\/2571","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=2571"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/2571\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=2571"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=2571"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=2571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}