{"id":2580,"date":"2023-07-21T15:39:14","date_gmt":"2023-07-21T15:39:14","guid":{"rendered":"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/"},"modified":"2023-07-21T15:39:14","modified_gmt":"2023-07-21T15:39:14","slug":"media-movel-dos-pandas-por-grupo","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/","title":{"rendered":"Pandas: como calcular uma m\u00e9dia m\u00f3vel por grupo"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para calcular uma m\u00e9dia m\u00f3vel de grupo para pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate 3-period moving average of 'values' by 'group'<\/span>\ndf. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">group<\/span> ')[' <span style=\"color: #ff0000;\">values<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">x.rolling<\/span> (3,1) <span style=\"color: #3366ff;\">.mean<\/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 m\u00e9dia m\u00f3vel por grupo no Pandas<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte DataFrame do pandas que mostra o total de vendas realizadas por duas lojas em cinco per\u00edodos de vendas:<\/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<span style=\"color: #000000;\">\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">store<\/span> ': ['A', 'A', 'A', 'A', 'A', 'B', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">period<\/span> ': [1, 2, 3, 4, 5, 1, 2, 3, 4, 5],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [7, 7, 9, 13, 14, 13, 13, 19, 20, 26]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n\tstore period sales\n0 to 1 7\n1 to 2 7\n2 to 3 9\n3 to 4 13\n4 to 5 14\n5 B 1 13\n6 B 2 13\n7 B 3 19\n8 B 4 20\n9 B 5 26\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar o c\u00f3digo a seguir para calcular uma m\u00e9dia cont\u00ednua de vendas de 3 dias para cada loja:<\/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 3-day moving average of sales by store<\/span>\ndf[' <span style=\"color: #ff0000;\">ma<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">store<\/span> ')[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">x.rolling<\/span> (3,1) <span style=\"color: #3366ff;\">.mean<\/span> ())\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n        store period sales ma\n0 A 1 7 7.000000\n1 to 2 7 7.000000\n2 A 3 9 7.666667\n3 A 4 13 9.666667\n4 A 5 14 12.000000\n5 B 1 13 13.000000\n6 B 2 13 13.000000\n7 B 3 19 15.000000\n8 B 4 20 17.333333\n9 B 5 26 21.666667\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : x.rolling(3, 1) significa calcular uma m\u00e9dia m\u00f3vel ao longo de <strong>3<\/strong> per\u00edodos e exigir <strong>1<\/strong> como o n\u00famero m\u00ednimo de per\u00edodos.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A coluna \u201cmeu\u201d exibe a m\u00e9dia m\u00f3vel de vendas de 3 dias para cada loja.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Para calcular uma m\u00e9dia m\u00f3vel diferente, basta alterar o valor na fun\u00e7\u00e3o <strong>Rolling()<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, poder\u00edamos, em vez disso, calcular a m\u00e9dia m\u00f3vel de vendas de 2 dias para cada loja:<\/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 2-day moving average of sales by store\n<\/span>df[' <span style=\"color: #ff0000;\">ma<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> (' <span style=\"color: #ff0000;\">store<\/span> ')[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">transform<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">x.rolling<\/span> (2,1) <span style=\"color: #3366ff;\">.mean<\/span> ())\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n        store period sales ma\n0 to 1 7 7.0\n1 to 2 7 7.0\n2 to 3 9 8.0\n3 A 4 13 11.0\n4 to 5 14 13.5\n5 B 1 13 13.0\n6 B 2 13 13.0\n7 B 3 19 16.0\n8 B 4 20 19.5\n9 B 5 26 23.0\n<\/span><\/span><\/strong><\/pre>\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 pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/soma-de-grupo-de-pandas\/\" target=\"_blank\" rel=\"noopener\">Como realizar uma soma GroupBy no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/contagem-de-grupo-de-pandas-unica\/\" target=\"_blank\" rel=\"noopener\">Como contar valores \u00fanicos usando GroupBy no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/grupo-de-pandas-por-enredo\/\" target=\"_blank\" rel=\"noopener\">Como usar Groupby e Plot no Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para calcular uma m\u00e9dia m\u00f3vel de grupo para pandas: #calculate 3-period moving average of &#8216;values&#8217; by &#8216;group&#8217; df. groupby (&#8216; group &#8216;)[&#8216; values &#8216;]. transform ( lambda x: x.rolling (3,1) .mean ()) O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica. Exemplo: calcule a m\u00e9dia m\u00f3vel [&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-2580","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>Pandas: Como calcular uma m\u00e9dia m\u00f3vel por grupo - Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel de grupo em um DataFrame do pandas, 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\/media-movel-dos-pandas-por-grupo\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: Como calcular uma m\u00e9dia m\u00f3vel por grupo - Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel de grupo em um DataFrame do pandas, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T15:39:14+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\/media-movel-dos-pandas-por-grupo\/\",\"url\":\"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/\",\"name\":\"Pandas: Como calcular uma m\u00e9dia m\u00f3vel por grupo - Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-21T15:39:14+00:00\",\"dateModified\":\"2023-07-21T15:39:14+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel de grupo em um DataFrame do pandas, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como calcular uma m\u00e9dia m\u00f3vel por grupo\"}]},{\"@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":"Pandas: Como calcular uma m\u00e9dia m\u00f3vel por grupo - Estatoriais","description":"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel de grupo em um DataFrame do pandas, com um exemplo.","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\/media-movel-dos-pandas-por-grupo\/","og_locale":"pt_PT","og_type":"article","og_title":"Pandas: Como calcular uma m\u00e9dia m\u00f3vel por grupo - Estatoriais","og_description":"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel de grupo em um DataFrame do pandas, com um exemplo.","og_url":"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/","og_site_name":"Statorials","article_published_time":"2023-07-21T15:39:14+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\/media-movel-dos-pandas-por-grupo\/","url":"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/","name":"Pandas: Como calcular uma m\u00e9dia m\u00f3vel por grupo - Estatoriais","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-21T15:39:14+00:00","dateModified":"2023-07-21T15:39:14+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como calcular uma m\u00e9dia m\u00f3vel de grupo em um DataFrame do pandas, com um exemplo.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/media-movel-dos-pandas-por-grupo\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Pandas: como calcular uma m\u00e9dia m\u00f3vel por grupo"}]},{"@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\/2580","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=2580"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/2580\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=2580"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=2580"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=2580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}