{"id":975,"date":"2023-07-28T03:11:49","date_gmt":"2023-07-28T03:11:49","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/"},"modified":"2023-07-28T03:11:49","modified_gmt":"2023-07-28T03:11:49","slug":"pandas-unicos-multiplas-colunas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/","title":{"rendered":"Como encontrar valores \u00fanicos em m\u00faltiplas colunas no pandas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Freq\u00fcentemente, voc\u00ea pode querer encontrar todos os valores exclusivos em v\u00e1rias colunas em um DataFrame do pandas. Felizmente, isso \u00e9 f\u00e1cil de fazer usando a fun\u00e7\u00e3o pandas <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.unique.html\" target=\"_blank\" rel=\"noopener noreferrer\">unique()<\/a> combinada com a fun\u00e7\u00e3o <a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.Series.ravel.html\" target=\"_blank\" rel=\"noopener noreferrer\">ravel()<\/a> :<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>unique()<\/strong> : retorna valores \u00fanicos em ordem de aparecimento.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>ravel():<\/strong> retorna uma s\u00e9rie de dados nivelados.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Por exemplo, suponha que temos o seguinte DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd.DataFrame({'col1': ['a', 'b', 'c', 'd', 'e'],\n                   'col2': ['a', 'c', 'e', 'f', 'g'],\n                   'col3': [11, 8, 10, 6, 6]})\n\n<span style=\"color: #008080;\">#view DataFrame<\/span> \nprint(df)\n\n  col1 col2 col3\n0 aa 11\n1 bc 8\n2 this 10\n3 df 6\n4 eg 6\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Retorna uma matriz de valores \u00fanicos<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como encontrar valores exclusivos em <strong>col1<\/strong> e <strong>col2<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>p.d. <span style=\"color: #3366ff;\">unique<\/span> (df[[' <span style=\"color: #008000;\">col1<\/span> ', ' <span style=\"color: #008000;\">col2<\/span> ']]. <span style=\"color: #3366ff;\">values<\/span> . <span style=\"color: #3366ff;\">ravel<\/span> ())\n\narray(['a', 'b', 'c', 'e', 'd', 'f', 'g'], dtype=object)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Pelo resultado, podemos ver que existem <strong>7<\/strong> valores \u00fanicos nessas duas colunas: <strong>a, b, c, d, e, f, g<\/strong> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Retornar DataFrame de valores \u00fanicos<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Se quiser retornar esses valores como um DataFrame em vez de um array, voc\u00ea pode usar o seguinte c\u00f3digo:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>unique = pd. <span style=\"color: #3366ff;\">unique<\/span> (df[[' <span style=\"color: #008000;\">col1<\/span> ', ' <span style=\"color: #008000;\">col2<\/span> ']]. <span style=\"color: #3366ff;\">values<\/span> . <span style=\"color: #3366ff;\">ravel<\/span> ())\n\np.d. <span style=\"color: #3366ff;\">DataFrame<\/span> (unique)\n\n\t0\n0 a\n1b\n2 tbsp\n3rd\n4 d\n5f\n6g\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Retorna o n\u00famero de valores \u00fanicos<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Se quiser apenas saber o n\u00famero de valores exclusivos em v\u00e1rias colunas, voc\u00ea pode usar o seguinte c\u00f3digo:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>unique = pd. <span style=\"color: #3366ff;\">unique<\/span> (df[[' <span style=\"color: #008000;\">col1<\/span> ', ' <span style=\"color: #008000;\">col2<\/span> ']]. <span style=\"color: #3366ff;\">values<\/span> . <span style=\"color: #3366ff;\">ravel<\/span> ())\n\n<span style=\"color: #3366ff;\">len<\/span> (unique)\n7<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Isso nos diz que existem <strong>7<\/strong> valores exclusivos nessas duas colunas.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/pt\/pandas-mesclam-multiplas-colunas\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como mesclar Pandas DataFrames em v\u00e1rias colunas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-filtram-multiplas-condicoes\/\" target=\"_blank\" rel=\"noopener noreferrer\">Como filtrar um DataFrame do Pandas em m\u00faltiplas condi\u00e7\u00f5es<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Freq\u00fcentemente, voc\u00ea pode querer encontrar todos os valores exclusivos em v\u00e1rias colunas em um DataFrame do pandas. Felizmente, isso \u00e9 f\u00e1cil de fazer usando a fun\u00e7\u00e3o pandas unique() combinada com a fun\u00e7\u00e3o ravel() : unique() : retorna valores \u00fanicos em ordem de aparecimento. ravel(): retorna uma s\u00e9rie de dados nivelados. Por exemplo, suponha que temos [&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-975","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 encontrar valores \u00fanicos em m\u00faltiplas colunas no Pandas \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"Uma explica\u00e7\u00e3o simples de como encontrar valores \u00fanicos em v\u00e1rias colunas em um DataFrame do pandas, incluindo 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\/pandas-unicos-multiplas-colunas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como encontrar valores \u00fanicos em m\u00faltiplas colunas no Pandas \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"Uma explica\u00e7\u00e3o simples de como encontrar valores \u00fanicos em v\u00e1rias colunas em um DataFrame do pandas, incluindo v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T03:11:49+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=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/\",\"name\":\"Como encontrar valores \u00fanicos em m\u00faltiplas colunas no Pandas \u2013 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-28T03:11:49+00:00\",\"dateModified\":\"2023-07-28T03:11:49+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Uma explica\u00e7\u00e3o simples de como encontrar valores \u00fanicos em v\u00e1rias colunas em um DataFrame do pandas, incluindo v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-unicos-multiplas-colunas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como encontrar valores \u00fanicos em m\u00faltiplas colunas no pandas\"}]},{\"@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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