{"id":3315,"date":"2023-07-18T03:25:46","date_gmt":"2023-07-18T03:25:46","guid":{"rendered":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/"},"modified":"2023-07-18T03:25:46","modified_gmt":"2023-07-18T03:25:46","slug":"pandas-contam-duplicatas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/","title":{"rendered":"Como contar duplicatas em pandas: com exemplos"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar os seguintes m\u00e9todos para contar duplicatas em um DataFrame do pandas:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 1: contar valores duplicados em uma coluna<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">len<\/span> (df[' <span style=\"color: #ff0000;\">my_column<\/span> ']) - <span style=\"color: #008000;\">len<\/span> (df[' <span style=\"color: #ff0000;\">my_column<\/span> ']. <span style=\"color: #3366ff;\">drop_duplicates<\/span> ())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 2: contar linhas duplicadas<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">len<\/span> (df) <span style=\"color: #008000;\">-len<\/span> ( <span style=\"color: #3366ff;\">df.drop_duplicates<\/span> ())<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todo 3: contar duplicatas para cada linha exclusiva<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>df. <span style=\"color: #3366ff;\">groupby<\/span> ( <span style=\"color: #3366ff;\">df.columns.tolist<\/span> (), as_index= <span style=\"color: #008000;\">False<\/span> ) <span style=\"color: #3366ff;\">.<\/span> <span style=\"color: #3366ff;\">size<\/span> ()<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Os exemplos a seguir mostram como usar cada m\u00e9todo na pr\u00e1tica com 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<span style=\"color: #008080;\">\n#createDataFrame\n<span style=\"color: #000000;\">df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">position<\/span> ': ['G', 'G', 'G', 'F', 'G', 'G', 'F', 'F'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [5, 5, 8, 10, 5, 7, 10, 10]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team position points\n0 AG 5\n1 GA 5\n2 AG 8\n3 AF 10\n4 BG 5\n5 BG 7\n6 BF 10\n7 BF 10<\/span><\/span><\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 1: contar valores duplicados em uma coluna<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como contar o n\u00famero de valores duplicados na coluna <strong>de pontos<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#count duplicate values in points column\n<\/span><span style=\"color: #008000;\">len<\/span> (df[' <span style=\"color: #ff0000;\">points<\/span> '])- <span style=\"color: #008000;\">len<\/span> (df[' <span style=\"color: #ff0000;\">points<\/span> ']. <span style=\"color: #3366ff;\">drop_duplicates<\/span> ())\n\n4<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos ver que existem <strong>4<\/strong> valores duplicados na coluna <strong>de pontos<\/strong> .<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 2: contar linhas duplicadas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como contar o n\u00famero de linhas duplicadas no DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#count number of duplicate rows<\/span>\nlen<\/span> (df) <span style=\"color: #008000;\">-len<\/span> ( <span style=\"color: #3366ff;\">df.drop_duplicates<\/span> ())\n\n2<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Podemos ver que existem <strong>2<\/strong> linhas duplicadas no DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar a seguinte sintaxe para exibir essas 2 linhas duplicadas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#display duplicated rows<\/span>\n<span style=\"color: #000000;\">df[df. <span style=\"color: #3366ff;\">duplicated<\/span> ()]\n\n        team position points\n1 A G 5\n7 B F 10<\/span>\n<\/span><\/strong><\/span><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo 3: contar duplicatas para cada linha exclusiva<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como contar o n\u00famero de duplicatas para cada linha exclusiva no DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#display number of duplicates for each unique row\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">groupby<\/span> ( <span style=\"color: #3366ff;\">df.columns.tolist<\/span> (), as_index= <span style=\"color: #008000;\">False<\/span> ) <span style=\"color: #3366ff;\">.<\/span> <span style=\"color: #3366ff;\">size<\/span> ()\n\n        team position points size\n0 A F 10 1\n1 A G 5 2\n2 A G 8 1\n3 B F 10 2\n4 B G 5 1\n5 B G 7 1\n<\/span><\/span><\/span><\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">A coluna <strong>Tamanho<\/strong> exibe o n\u00famero de duplicatas para cada linha exclusiva.<\/span><\/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-soltam-duplicatas\/\" target=\"_blank\" rel=\"noopener\">Como remover linhas duplicadas no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-descartam-colunas-duplicadas\/\" target=\"_blank\" rel=\"noopener\">Como remover colunas duplicadas no Pandas<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/pandas-seleciona-coluna-por-indice\/\" target=\"_blank\" rel=\"noopener\">Como selecionar colunas por \u00edndice no Pandas<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar os seguintes m\u00e9todos para contar duplicatas em um DataFrame do pandas: M\u00e9todo 1: contar valores duplicados em uma coluna len (df[&#8216; my_column &#8216;]) &#8211; len (df[&#8216; my_column &#8216;]. drop_duplicates ()) M\u00e9todo 2: contar linhas duplicadas len (df) -len ( df.drop_duplicates ()) M\u00e9todo 3: contar duplicatas para cada linha exclusiva df. groupby ( [&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-3315","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 contar duplicatas em pandas (com exemplos) \u2013 Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como contar duplicatas em um DataFrame do 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\/pandas-contam-duplicatas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como contar duplicatas em pandas (com exemplos) \u2013 Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como contar duplicatas em um DataFrame do pandas, com v\u00e1rios exemplos.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T03:25:46+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-contam-duplicatas\/\",\"url\":\"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/\",\"name\":\"Como contar duplicatas em pandas (com exemplos) \u2013 Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-18T03:25:46+00:00\",\"dateModified\":\"2023-07-18T03:25:46+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como contar duplicatas em um DataFrame do pandas, com v\u00e1rios exemplos.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como contar duplicatas em pandas: com exemplos\"}]},{\"@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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais\",\"sameAs\":[\"https:\/\/statorials.org\/pt\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Como contar duplicatas em pandas (com exemplos) \u2013 Estatologia","description":"Este tutorial explica como contar duplicatas em um DataFrame do pandas, com v\u00e1rios exemplos.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/","og_locale":"pt_PT","og_type":"article","og_title":"Como contar duplicatas em pandas (com exemplos) \u2013 Estatologia","og_description":"Este tutorial explica como contar duplicatas em um DataFrame do pandas, com v\u00e1rios exemplos.","og_url":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/","og_site_name":"Statorials","article_published_time":"2023-07-18T03:25:46+00:00","author":"Dr. benjamim anderson","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Dr. benjamim anderson","Tempo estimado de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/","url":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/","name":"Como contar duplicatas em pandas (com exemplos) \u2013 Estatologia","isPartOf":{"@id":"https:\/\/statorials.org\/pt\/#website"},"datePublished":"2023-07-18T03:25:46+00:00","dateModified":"2023-07-18T03:25:46+00:00","author":{"@id":"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666"},"description":"Este tutorial explica como contar duplicatas em um DataFrame do pandas, com v\u00e1rios exemplos.","breadcrumb":{"@id":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/pt\/pandas-contam-duplicatas\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Lar","item":"https:\/\/statorials.org\/pt\/"},{"@type":"ListItem","position":2,"name":"Como contar duplicatas em pandas: com exemplos"}]},{"@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. Com vasta experi\u00eancia e conhecimento na \u00e1rea de estat\u00edstica, estou empenhado em compartilhar meu conhecimento para capacitar os alunos por meio de Statorials. Saber mais","sameAs":["https:\/\/statorials.org\/pt"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/3315","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/comments?post=3315"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/posts\/3315\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/media?parent=3315"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/categories?post=3315"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/pt\/wp-json\/wp\/v2\/tags?post=3315"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}