{"id":3275,"date":"2023-07-18T08:25:19","date_gmt":"2023-07-18T08:25:19","guid":{"rendered":"https:\/\/statorials.org\/pt\/np-ou-pandas\/"},"modified":"2023-07-18T08:25:19","modified_gmt":"2023-07-18T08:25:19","slug":"np-ou-pandas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/np-ou-pandas\/","title":{"rendered":"Pandas: como usar o equivalente a np.where()"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a fun\u00e7\u00e3o NumPy <a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/generated\/numpy.where.html\" target=\"_blank\" rel=\"noopener\">Where()<\/a> para atualizar rapidamente os valores de um array NumPy usando a l\u00f3gica if-else.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Por exemplo, o c\u00f3digo a seguir mostra como atualizar valores em um array NumPy que atenda a uma determinada condi\u00e7\u00e3o:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#create NumPy array of values\n<\/span>x = np. <span style=\"color: #3366ff;\">array<\/span> ([1, 3, 3, 6, 7, 9])\n\n<span style=\"color: #008080;\">#update valuesin array based on condition\n<\/span>x = np. <span style=\"color: #3366ff;\">where<\/span> ((x &lt; 5) | (x &gt; 8), x\/2, x)\n\n<span style=\"color: #008080;\">#view updated array\n<\/span>x\n\narray([0.5, 1.5, 1.5, 6. , 7. , 4.5])\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Se<\/strong> um determinado valor da tabela for menor que 5 ou maior que 8, dividimos o valor por 2.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Caso contr\u00e1rio,<\/strong> deixamos o valor inalterado.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos realizar uma opera\u00e7\u00e3o semelhante em um DataFrame do pandas usando a fun\u00e7\u00e3o <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.DataFrame.where.html\" target=\"_blank\" rel=\"noopener\">pandaswhere()<\/a> , mas a sintaxe \u00e9 um pouco diferente.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aqui est\u00e1 a sintaxe b\u00e1sica usando a fun\u00e7\u00e3o NumPywhere():<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>x = np. <span style=\"color: #3366ff;\">where<\/span> (condition, value_if_true, value_if_false)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">E aqui est\u00e1 a sintaxe b\u00e1sica usando a fun\u00e7\u00e3o pandaswhere():<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df[' <span style=\"color: #ff0000;\">col<\/span> '] = (value_if_false). <span style=\"color: #3366ff;\">where<\/span> (condition, value_if_true)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar a fun\u00e7\u00e3o pandaswhere() na pr\u00e1tica.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: o equivalente a np.where() em Pandas<\/strong><\/span><\/h2>\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;\"> <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;\">A<\/span> ': [18, 22, 19, 14, 14, 11, 20, 28],\n                   ' <span style=\"color: #ff0000;\">B<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n    AB\n0 18 5\n1 22 7\n2 19 7\n3 14 9\n4 14 12\n5 11 9\n6 20 9\n7 28 4<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Podemos usar a seguinte fun\u00e7\u00e3o <strong>pandaswhere()<\/strong> para atualizar os valores na coluna A com base em uma condi\u00e7\u00e3o espec\u00edfica:<\/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;\">#update values in column A based on condition\n<\/span>df[' <span style=\"color: #ff0000;\">A<\/span> '] = (df[' <span style=\"color: #ff0000;\">A<\/span> '] \/ 2). <span style=\"color: #3366ff;\">where<\/span> (df[' <span style=\"color: #ff0000;\">A<\/span> '] &lt; 20, df[' <span style=\"color: #ff0000;\">A<\/span> '] * 2)\n\n<span style=\"color: #008080;\">#view updated DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n      AB\n0 9.0 5\n1 44.0 7\n2 9.5 7\n3 7.0 9\n4 7.0 12\n5 5.5 9\n6 40.0 9\n7 56.0 4\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Se<\/strong> um determinado valor na coluna A fosse menor que 20, multiplicamos o valor por 2.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Caso contr\u00e1rio<\/strong> , dividimos o valor por 2.<\/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-contam-valores-em-coluna-com-condicao\/\" target=\"_blank\" rel=\"noopener\">Pandas: Como contar valores em uma coluna com condi\u00e7\u00e3o<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-descartam-linhas-com-condicao\/\" target=\"_blank\" rel=\"noopener\">Pandas: Como excluir linhas no DataFrame com base na condi\u00e7\u00e3o<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-substituem-valores-na-coluna-com-base-no-estado\/\" target=\"_blank\" rel=\"noopener\">Pandas: como substituir valores em uma coluna com base na condi\u00e7\u00e3o<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a fun\u00e7\u00e3o NumPy Where() para atualizar rapidamente os valores de um array NumPy usando a l\u00f3gica if-else. Por exemplo, o c\u00f3digo a seguir mostra como atualizar valores em um array NumPy que atenda a uma determinada condi\u00e7\u00e3o: import numpy as np #create NumPy array of values x = np. array ([1, 3, [&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-3275","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 o equivalente a np.where() \u2013 Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como usar o equivalente a np.where() em pandas, com v\u00e1rios 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\/np-ou-pandas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas: como usar o equivalente a np.where() \u2013 Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como usar o equivalente a np.where() em pandas, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/np-ou-pandas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T08:25:19+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\/np-ou-pandas\/\",\"url\":\"https:\/\/statorials.org\/pt\/np-ou-pandas\/\",\"name\":\"Pandas: como usar o equivalente a np.where() \u2013 Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-18T08:25:19+00:00\",\"dateModified\":\"2023-07-18T08:25:19+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como usar o equivalente a np.where() em pandas, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/np-ou-pandas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/np-ou-pandas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/np-ou-pandas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas: como usar o equivalente a np.where()\"}]},{\"@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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