{"id":4321,"date":"2023-07-12T00:47:27","date_gmt":"2023-07-12T00:47:27","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/"},"modified":"2023-07-12T00:47:27","modified_gmt":"2023-07-12T00:47:27","slug":"pandas-descrevem-categorico","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/","title":{"rendered":"Pandas: como usar description() para vari\u00e1veis categ\u00f3ricas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Por padr\u00e3o, a fun\u00e7\u00e3o <strong>description()<\/strong> no pandas calcula estat\u00edsticas descritivas para todas as vari\u00e1veis num\u00e9ricas em um DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">No entanto, voc\u00ea tamb\u00e9m pode usar os seguintes m\u00e9todos para calcular estat\u00edsticas descritivas para <a href=\"https:\/\/statorials.org\/pt\/categorico-vs.-quantitativo\/\" target=\"_blank\" rel=\"noopener\">vari\u00e1veis categ\u00f3ricas<\/a> :<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 1: Calcular Estat\u00edsticas Descritivas para Vari\u00e1veis Categ\u00f3ricas<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>df. <span style=\"color: #3366ff;\">describe<\/span> (include=' <span style=\"color: #ff0000;\">object<\/span> ')\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Este m\u00e9todo calcular\u00e1 <strong>count<\/strong> , <strong>unique<\/strong> , <strong>top<\/strong> e <strong>freq<\/strong> para cada vari\u00e1vel categ\u00f3rica em um DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 2: Calcular estat\u00edsticas descritivas categ\u00f3ricas para todas as vari\u00e1veis<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">astype<\/span> (' <span style=\"color: #ff0000;\">object<\/span> '). <span style=\"color: #3366ff;\">describe<\/span> ()<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Este m\u00e9todo calcular\u00e1 <strong>count<\/strong> , <strong>unique<\/strong> , <strong>top<\/strong> e <strong>freq<\/strong> para cada vari\u00e1vel em um DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar cada m\u00e9todo com o seguinte DataFrame do pandas que cont\u00e9m<\/span> <span style=\"color: #000000;\">informa\u00e7\u00f5es sobre v\u00e1rios jogadores de basquete:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points assists rebounds\n0 A 18 5 11\n1 B 22 7 8\n2 C 19 7 10\n3 D 14 9 6\n4 E 14 12 6\n5 F 11 9 5\n6 G 20 9 9\n7:28 4 12\n<\/strong><\/span><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 1: Calcular Estat\u00edsticas Descritivas para Vari\u00e1veis Categ\u00f3ricas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para calcular estat\u00edsticas descritivas para cada vari\u00e1vel categ\u00f3rica no DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate descriptive statistics for categorical variables only\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">describe<\/span> (include=' <span style=\"color: #ff0000;\">object<\/span> ')\n<\/span><\/span>\nteam\ncount 8\nsingle 8\ntop A\nfreq 1<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A sa\u00edda exibe v\u00e1rias estat\u00edsticas descritivas para a \u00fanica vari\u00e1vel categ\u00f3rica ( <strong>team<\/strong> ) no DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Veja como interpretar o resultado:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>contagem<\/strong> : Existem 8 valores na coluna da equipe.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u00fanico<\/strong> : Existem 8 valores exclusivos na coluna da equipe.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>top<\/strong> : O valor \u201csuperior\u201d (ou seja, o mais alto do alfabeto) \u00e9 A.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>freq<\/strong> : Este valor m\u00e1ximo aparece 1 vez.<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 2: Calcular estat\u00edsticas descritivas categ\u00f3ricas para todas as vari\u00e1veis<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para calcular <strong>count<\/strong> , <strong>unique<\/strong> , <strong>top<\/strong> e <strong>freq<\/strong> para cada vari\u00e1vel no DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate categorical descriptive statistics for all variables\n<\/span>df. <span style=\"color: #3366ff;\">astype<\/span> (' <span style=\"color: #ff0000;\">object<\/span> '). <span style=\"color: #3366ff;\">describe<\/span> ()\n\n        team points assists rebounds\ncount 8 8 8 8\nsingle 8 7 5 7\ntop A 14 9 6\nfreq 1 2 3 2<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A sa\u00edda exibe <strong>count<\/strong> , <strong>unique<\/strong> , <strong>top<\/strong> e <strong>freq<\/strong> para cada vari\u00e1vel no DataFrame, incluindo vari\u00e1veis num\u00e9ricas.<\/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\/pandas-groupby-descrever\/\" target=\"_blank\" rel=\"noopener\">Pandas: como usar description() por grupo<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-descrevem-percentis\/\" target=\"_blank\" rel=\"noopener\">Pandas: como usar description() com percentis espec\u00edficos<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-nao-descrevem-notacao-cientifica\/\" target=\"_blank\" rel=\"noopener\">Pandas: como usar description() e remover a nota\u00e7\u00e3o cient\u00edfica<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Por padr\u00e3o, a fun\u00e7\u00e3o description() no pandas calcula estat\u00edsticas descritivas para todas as vari\u00e1veis num\u00e9ricas em um DataFrame. No entanto, voc\u00ea tamb\u00e9m pode usar os seguintes m\u00e9todos para calcular estat\u00edsticas descritivas para vari\u00e1veis categ\u00f3ricas : M\u00e9todo 1: Calcular Estat\u00edsticas Descritivas para Vari\u00e1veis Categ\u00f3ricas df. describe (include=&#8217; object &#8216;) Este m\u00e9todo calcular\u00e1 count , unique , [&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-4321","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 description() para vari\u00e1veis categ\u00f3ricas \u2013 Estatoriais<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o description() com vari\u00e1veis categ\u00f3ricas em um DataFrame do pandas, incluindo 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\/pandas-descrevem-categorico\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: Como usar description() para vari\u00e1veis categ\u00f3ricas \u2013 Estatoriais\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar a fun\u00e7\u00e3o description() com vari\u00e1veis categ\u00f3ricas em um DataFrame do pandas, incluindo exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-12T00:47:27+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\/pandas-descrevem-categorico\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/\",\"name\":\"Pandas: Como usar description() para vari\u00e1veis categ\u00f3ricas \u2013 Estatoriais\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-12T00:47:27+00:00\",\"dateModified\":\"2023-07-12T00:47:27+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar a fun\u00e7\u00e3o description() com vari\u00e1veis categ\u00f3ricas em um DataFrame do pandas, incluindo exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-descrevem-categorico\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como usar description() para vari\u00e1veis categ\u00f3ricas\"}]},{\"@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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