{"id":3765,"date":"2023-07-15T16:32:02","date_gmt":"2023-07-15T16:32:02","guid":{"rendered":"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/"},"modified":"2023-07-15T16:32:02","modified_gmt":"2023-07-15T16:32:02","slug":"grupo-de-pandas-diff","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/","title":{"rendered":"Pandas: como usar groupby com diff"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para usar a fun\u00e7\u00e3o <strong>groupby()<\/strong> com a fun\u00e7\u00e3o <strong>diff()<\/strong> em pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df = df. <span style=\"color: #3366ff;\">sort_values<\/span> (by=[' <span style=\"color: #ff0000;\">group_var1<\/span> ', ' <span style=\"color: #ff0000;\">group_var2<\/span> '])\n\ndf[' <span style=\"color: #ff0000;\">diff<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">group_var1<\/span> '])[' <span style=\"color: #ff0000;\">values_var<\/span> ']. <span style=\"color: #3366ff;\">diff<\/span> (). <span style=\"color: #3366ff;\">fillna<\/span> ( <span style=\"color: #008000;\">0<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Este exemplo espec\u00edfico classifica as linhas do DataFrame por duas vari\u00e1veis espec\u00edficas, depois as agrupa por <strong>group_var1<\/strong> e calcula a diferen\u00e7a entre as linhas na <strong>colunavalues_var<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Observe que <strong>fillna(0)<\/strong> diz ao pandas para inserir um zero sempre que o valor da vari\u00e1vel de grupo mudar entre linhas consecutivas no DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: como usar groupby com diff no Pandas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte DataFrame do pandas que cont\u00e9m o total de vendas feitas por duas lojas diferentes em datas diferentes:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">store<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">date<\/span> ': pd. <span style=\"color: #3366ff;\">to_datetime<\/span> (['2022-01-01', '2022-01-02',\n                                           '2022-01-03', '2022-01-04',\n                                           '2022-01-01', '2022-01-02',\n                                           '2022-01-03', '2022-01-04']),\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [12, 15, 24, 24, 14, 19, 12, 38]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  blind date sales\n0 A 2022-01-01 12\n1 A 2022-01-02 15\n2 A 2022-01-03 24\n3 A 2022-01-04 24\n4 B 2022-01-01 14\n5 B 2022-01-02 19\n6 B 2022-01-03 12\n7 B 2022-01-04 38<\/b><\/pre>\n<p> <span style=\"color: #000000;\">Agora digamos que queremos criar uma nova coluna chamada <strong>sales_diff<\/strong> que contenha a diferen\u00e7a dos valores de vendas entre datas consecutivas, agrupadas por loja.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para fazer isso:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#sort DataFrame by store and date\n<\/span>df = df. <span style=\"color: #3366ff;\">sort_values<\/span> (by=[' <span style=\"color: #ff0000;\">store<\/span> ', ' <span style=\"color: #ff0000;\">date<\/span> '])\n\n<span style=\"color: #008080;\">#create new column that contains difference between sales grouped by store\n<\/span>df[' <span style=\"color: #ff0000;\">sales_diff<\/span> '] = df. <span style=\"color: #3366ff;\">groupby<\/span> ([' <span style=\"color: #ff0000;\">store<\/span> '])[' <span style=\"color: #ff0000;\">sales<\/span> ']. <span style=\"color: #3366ff;\">diff<\/span> (). <span style=\"color: #3366ff;\">fillna<\/span> ( <span style=\"color: #008000;\">0<\/span> )\n\n<span style=\"color: #008080;\">#view update DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  store date sales sales_diff\n0 A 2022-01-01 12 0.0\n1 A 2022-01-02 15 3.0\n2 A 2022-01-03 24 9.0\n3 A 2022-01-04 24 0.0\n4 B 2022-01-01 14 0.0\n5 B 2022-01-02 19 5.0\n6 B 2022-01-03 12 -7.0\n7 B 2022-01-04 38 26.0\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A nova coluna <strong>sales_diff<\/strong> cont\u00e9m a diferen\u00e7a dos valores de vendas entre datas consecutivas, agrupadas por loja.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, podemos ver:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A diferen\u00e7a nas vendas da loja A entre 01\/01\/2022 e 01\/02\/2022 \u00e9 <strong>3<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A diferen\u00e7a nas vendas da loja A entre 01\/02\/2022 e 01\/03\/2022 \u00e9 <strong>9<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">A diferen\u00e7a nas vendas da loja A entre 03\/01\/2022 e 04\/01\/2022 \u00e9 <strong>0<\/strong> .<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">E assim por diante.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\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\/grupo-de-pandas-por-enredo\/\" target=\"_blank\" rel=\"noopener\">Como usar Groupby e Plot 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><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para usar a fun\u00e7\u00e3o groupby() com a fun\u00e7\u00e3o diff() em pandas: df = df. sort_values (by=[&#8216; group_var1 &#8216;, &#8216; group_var2 &#8216;]) df[&#8216; diff &#8216;] = df. groupby ([&#8216; group_var1 &#8216;])[&#8216; values_var &#8216;]. diff (). fillna ( 0 ) Este exemplo espec\u00edfico classifica as linhas do DataFrame por duas [&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-3765","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 usar groupby com diff - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o groupby com a fun\u00e7\u00e3o diff no 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\/grupo-de-pandas-diff\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: Como usar groupby com diff - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o groupby com a fun\u00e7\u00e3o diff no pandas, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-15T16:32:02+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\/grupo-de-pandas-diff\/\",\"url\":\"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/\",\"name\":\"Pandas: Como usar groupby com diff - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-15T16:32:02+00:00\",\"dateModified\":\"2023-07-15T16:32:02+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar a fun\u00e7\u00e3o groupby com a fun\u00e7\u00e3o diff no pandas, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/grupo-de-pandas-diff\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como usar groupby com diff\"}]},{\"@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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