{"id":2374,"date":"2023-07-22T13:25:44","date_gmt":"2023-07-22T13:25:44","guid":{"rendered":"https:\/\/statorials.org\/pt\/converter-variavel-categorica-em-pandas-digitais\/"},"modified":"2023-07-22T13:25:44","modified_gmt":"2023-07-22T13:25:44","slug":"converter-variavel-categorica-em-pandas-digitais","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/converter-variavel-categorica-em-pandas-digitais\/","title":{"rendered":"Como converter uma vari\u00e1vel categ\u00f3rica em num\u00e9rica no pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para converter uma vari\u00e1vel categ\u00f3rica em uma vari\u00e1vel num\u00e9rica em um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df[' <span style=\"color: #ff0000;\">column_name<\/span> '] = pd. <span style=\"color: #3366ff;\">factorize<\/span> (df[' <span style=\"color: #ff0000;\">column_name<\/span> '])[0]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Voc\u00ea tamb\u00e9m pode usar a seguinte sintaxe para converter cada vari\u00e1vel categ\u00f3rica em um DataFrame em uma vari\u00e1vel num\u00e9rica:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008080;\">#identify all categorical variables<\/span>\ncat_columns = df. <span style=\"color: #3366ff;\">select_dtypes<\/span> ([' <span style=\"color: #ff0000;\">object<\/span> ']). <span style=\"color: #3366ff;\">columns<\/span>\n\n<span style=\"color: #008080;\">#convert all categorical variables to numeric<\/span>\ndf[cat_columns] = df[cat_columns]. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">pd.factorize<\/span> (x)[ <span style=\"color: #008000;\">0<\/span> ])\n<\/b><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar essa sintaxe na pr\u00e1tica.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 1: Converter uma vari\u00e1vel categ\u00f3rica em num\u00e9rica<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte DataFrame do pandas:<\/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;\">team<\/span> ': ['A', 'A', 'A', 'B', 'B', 'B', 'C', 'C', 'C'],\n                   ' <span style=\"color: #ff0000;\">position<\/span> ': ['G', 'G', 'F', 'G', 'F', 'C', 'G', 'F', 'C'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4, 13],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12, 10]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<span style=\"color: #000000;\">df\n\n<\/span><span style=\"color: #000000;\">team position<\/span> <span style=\"color: #000000;\">points rebounds\n0 A G<\/span> <span style=\"color: #000000;\">5 11\n1 A G<\/span> <span style=\"color: #000000;\">7 8\n2 A F<\/span> <span style=\"color: #000000;\">7 10\n3 B G<\/span> <span style=\"color: #000000;\">9 6\n4 B F<\/span> <span style=\"color: #000000;\">12 6\n5 B C<\/span> <span style=\"color: #000000;\">9 5\n6 C G<\/span> <span style=\"color: #000000;\">9 9\n7 C F<\/span> <span style=\"color: #000000;\">4 12\n8 C C<\/span> <span style=\"color: #000000;\">13 10\n<\/span><\/span><\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para converter a coluna \u201cequipe\u201d em num\u00e9rica:<\/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;\">#convert 'team' column to numeric\n<\/span>df[' <span style=\"color: #ff0000;\">team<\/span> '] = pd. <span style=\"color: #3366ff;\">factorize<\/span> (df[' <span style=\"color: #ff0000;\">team<\/span> '])[ <span style=\"color: #008000;\">0<\/span> ]<\/span>\n\n#view updated DataFrame\n<span style=\"color: #000000;\">df<\/span>\n\n<span style=\"color: #000000;\">team position<\/span> <span style=\"color: #000000;\">points rebounds\n0 0 G<\/span> <span style=\"color: #000000;\">5 11\n1 0 G<\/span> <span style=\"color: #000000;\">7 8\n2 0 F<\/span> <span style=\"color: #000000;\">7 10\n3 1 G<\/span> <span style=\"color: #000000;\">9 6\n4 1 F<\/span> <span style=\"color: #000000;\">12 6\n5 1 C<\/span> <span style=\"color: #000000;\">9 5\n6 2 G<\/span> <span style=\"color: #000000;\">9 9\n7 2 F<\/span> <span style=\"color: #000000;\">4 12\n8 2 C<\/span> <span style=\"color: #000000;\">13 10\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Veja como foi a convers\u00e3o:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Cada equipe que teve valor \u201c <strong>A<\/strong> \u201d foi convertida para <strong>0<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Cada equipe que tinha valor \u201c <strong>B<\/strong> \u201d foi convertida em <strong>1<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">Cada equipe que teve valor \u201c <strong>C<\/strong> \u201d foi convertida em <strong>2<\/strong> .<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo 2: Converter m\u00faltiplas vari\u00e1veis categ\u00f3ricas em valores num\u00e9ricos<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Vamos supor novamente que temos o seguinte DataFrame do pandas:<\/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;\">team<\/span> ': ['A', 'A', 'A', 'B', 'B', 'B', 'C', 'C', 'C'],\n                   ' <span style=\"color: #ff0000;\">position<\/span> ': ['G', 'G', 'F', 'G', 'F', 'C', 'G', 'F', 'C'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4, 13],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12, 10]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span>df\n\n        team position points rebounds\n0 A G 5 11\n1 A G 7 8\n2 A F 7 10\n3 B G 9 6\n4 B F 12 6\n5 B C 9 5\n6 C G 9 9\n7 C F 4 12\n8 C C 13 10\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para converter cada vari\u00e1vel categ\u00f3rica no DataFrame em uma vari\u00e1vel num\u00e9rica:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#get all categorical columns\n<\/span>cat_columns = df. <span style=\"color: #3366ff;\">select_dtypes<\/span> ([' <span style=\"color: #ff0000;\">object<\/span> ']). <span style=\"color: #3366ff;\">columns<\/span>\n\n<span style=\"color: #008080;\">#convert all categorical columns to numeric\n<\/span>df[cat_columns] = df[cat_columns]. <span style=\"color: #3366ff;\">apply<\/span> ( <span style=\"color: #008000;\">lambda<\/span> x: <span style=\"color: #3366ff;\">pd.factorize<\/span> (x)[ <span style=\"color: #008000;\">0<\/span> ])\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span>df\n\n\tteam position points rebounds\n0 0 0 5 11\n1 0 0 7 8\n2 0 1 7 10\n3 1 0 9 6\n4 1 1 12 6\n5 1 2 9 5\n6 2 0 9 9\n7 2 1 4 12\n8 2 2 13 10\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Observe que as duas colunas categ\u00f3ricas (equipe e posi\u00e7\u00e3o) foram convertidas em n\u00fameros, enquanto as colunas de pontos e rebotes permaneceram as mesmas.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : Voc\u00ea pode encontrar a documenta\u00e7\u00e3o completa da fun\u00e7\u00e3o <strong>factorize()<\/strong> do pandas <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.factorize.html\" target=\"_blank\" rel=\"noopener\">aqui<\/a> .<\/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 pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/pandas-em-corda\/\" target=\"_blank\" rel=\"noopener\">Como converter colunas Pandas DataFrame em strings<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-converte-coluna-em-int\/\" target=\"_blank\" rel=\"noopener\">Como converter colunas Pandas DataFrame em inteiros<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/converter-uma-string-em-pandas-flutuantes\/\" target=\"_blank\" rel=\"noopener\">Como converter strings para flutuar no Pandas DataFrame<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe b\u00e1sica para converter uma vari\u00e1vel categ\u00f3rica em uma vari\u00e1vel num\u00e9rica em um DataFrame do pandas: df[&#8216; column_name &#8216;] = pd. factorize (df[&#8216; column_name &#8216;])[0] Voc\u00ea tamb\u00e9m pode usar a seguinte sintaxe para converter cada vari\u00e1vel categ\u00f3rica em um DataFrame em uma vari\u00e1vel num\u00e9rica: #identify all categorical variables cat_columns = [&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-2374","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 converter uma vari\u00e1vel categ\u00f3rica em num\u00e9rica no Pandas - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como converter uma vari\u00e1vel categ\u00f3rica em uma vari\u00e1vel num\u00e9rica 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\/converter-variavel-categorica-em-pandas-digitais\/\" \/>\n<meta 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