{"id":2825,"date":"2023-07-20T12:54:32","date_gmt":"2023-07-20T12:54:32","guid":{"rendered":"https:\/\/statorials.org\/pt\/media-cumulativa-python\/"},"modified":"2023-07-20T12:54:32","modified_gmt":"2023-07-20T12:54:32","slug":"media-cumulativa-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/media-cumulativa-python\/","title":{"rendered":"Como calcular uma m\u00e9dia cumulativa em python"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Uma <strong>m\u00e9dia cumulativa<\/strong> nos diz a m\u00e9dia de uma s\u00e9rie de valores at\u00e9 um determinado ponto.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe para calcular a m\u00e9dia cumulativa de valores em uma coluna de um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df[' <span style=\"color: #ff0000;\">column_name<\/span> ']. <span style=\"color: #3366ff;\">expanding<\/span> (). <span style=\"color: #3366ff;\">mean<\/span> ()<\/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: calcular m\u00e9dia cumulativa em Python<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Digamos que temos o seguinte DataFrame do pandas que mostra o total de vendas realizadas por uma loja durante 16 dias 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<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">day<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [3, 6, 0, 2, 4, 1, 0, 1, 4, 7, 3, 3, 8, 3, 5, 5]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<\/span>df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\tday sales\n0 1 3\n1 2 6\n2 3 0\n3 4 2\n4 5 4<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para calcular a m\u00e9dia m\u00f3vel da coluna de vendas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate average of 'sales' column\n<\/span>df[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">expanding<\/span> (). <span style=\"color: #3366ff;\">mean<\/span> ()\n\n0 3.000000\n1 4.500000\n2 3.000000\n3 2.750000\n4 3.000000\n5 2.666667\n6 2.285714\n7 2.125000\n8 2.333333\n9 2.800000\n10 2.818182\n11 2.833333\n12 3.230769\n13 3.214286\n14 3.333333\n15 3.437500\nName: sales, dtype: float64\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Interpretar\u00edamos os valores m\u00e9dios cumulativos como:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A m\u00e9dia acumulada do valor das primeiras vendas \u00e9 <strong>3<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A m\u00e9dia acumulada dos dois primeiros valores de vendas \u00e9 de <strong>4,5<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A m\u00e9dia acumulada dos tr\u00eas primeiros valores de vendas \u00e9 <strong>3<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A m\u00e9dia acumulada dos quatro primeiros valores de vendas \u00e9 de <strong>2,75<\/strong> .<\/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 tamb\u00e9m pode usar o c\u00f3digo a seguir para adicionar os valores m\u00e9dios acumulados de vendas como uma nova coluna no DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#add cumulative average sales as new column\n<\/span>df[' <span style=\"color: #ff0000;\">cum_avg_sales<\/span> '] = df[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">expanding<\/span> (). <span style=\"color: #3366ff;\">mean<\/span> ()\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n\tday sales cum_avg_sales\n0 1 3 3.000000\n1 2 6 4.500000\n2 3 0 3.000000\n3 4 2 2.750000\n4 5 4 3.000000\n5 6 1 2.666667\n6 7 0 2.285714\n7 8 1 2.125000\n8 9 4 2.333333\n9 10 7 2.800000\n10 11 3 2.818182\n11 12 3 2.833333\n12 13 8 3.230769\n13 14 3 3.214286\n14 15 5 3.333333\n15 16 5 3.437500\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A coluna <strong>cum_avg_sales<\/strong> exibe a m\u00e9dia acumulada dos valores da coluna \u201cvendas\u201d.<\/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 calcular outras m\u00e9tricas comuns em Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/tamanho-medio-em-python\/\" target=\"_blank\" rel=\"noopener\">Como calcular uma m\u00e9dia aparada em Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/media-geometrica-python\/\" target=\"_blank\" rel=\"noopener\">Como calcular a m\u00e9dia geom\u00e9trica em Python<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/media-movel-python\/\" target=\"_blank\" rel=\"noopener\">Como calcular m\u00e9dias m\u00f3veis em Python<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Uma m\u00e9dia cumulativa nos diz a m\u00e9dia de uma s\u00e9rie de valores at\u00e9 um determinado ponto. Voc\u00ea pode usar a seguinte sintaxe para calcular a m\u00e9dia cumulativa de valores em uma coluna de um DataFrame do pandas: df[&#8216; column_name &#8216;]. expanding (). mean () O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica. [&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-2825","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 um GPA em Python - Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como calcular uma m\u00e9dia cumulativa em Python, com um exemplo completo.\" \/>\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-cumulativa-python\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como calcular um GPA em Python - Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como calcular uma m\u00e9dia cumulativa em Python, com um exemplo completo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/media-cumulativa-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-20T12:54:32+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-cumulativa-python\/\",\"url\":\"https:\/\/statorials.org\/pt\/media-cumulativa-python\/\",\"name\":\"Como calcular um GPA em Python - Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-20T12:54:32+00:00\",\"dateModified\":\"2023-07-20T12:54:32+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como calcular uma m\u00e9dia cumulativa em Python, com um exemplo completo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/media-cumulativa-python\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/media-cumulativa-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/media-cumulativa-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como calcular uma m\u00e9dia cumulativa 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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