{"id":96,"date":"2023-08-12T20:24:29","date_gmt":"2023-08-12T23:24:29","guid":{"rendered":"https:\/\/urutaudev.com.br\/?p=96"},"modified":"2024-01-23T23:39:53","modified_gmt":"2024-01-24T02:39:53","slug":"como-iterar-dataframe-no-pandas","status":"publish","type":"post","link":"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-iterar-dataframe-no-pandas\/","title":{"rendered":"Como Iterar Dataframe no Pandas"},"content":{"rendered":"<h2>Neste tutorial veremos como iterar em linhas os DataFrames do Pandas, usando os m\u00e9todos iterrows() e itertuples().<\/h2>\n<hr \/>\n<h2>Introdu\u00e7\u00e3o<\/h2>\n<p><span style=\"font-size: 14pt;\">Neste breve tutorial veremos como Iterar Dataframe no Pandas, mostrarei de forma r\u00e1pida e pr\u00e1tica como iterar um Dataframe no Pandas usando para isso os m\u00e9todos <strong>iterrows<\/strong> e <strong>itertuples<\/strong>.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>O que \u00e9 o Python?<\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">O Python \u00e9 uma linguagem de programa\u00e7\u00e3o de alto n\u00edvel, interpretada, orientada a objetos, funcional, e possui uma tipagem tanto din\u00e2mica quanto forte. O Python foi lan\u00e7ada em 1991 e seu criador foi Guido Van Rossum.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>O que \u00e9 o Pandas?<\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">O Pandas \u00e9 uma biblioteca da linguagem Python, com intuito de facilitar a manipula\u00e7\u00e3o e an\u00e1lise de dados.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>Requisitos para execu\u00e7\u00e3o deste tutorial:<\/h2>\n<ul>\n<li><span style=\"font-size: 14pt;\">Python 3.x;<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Pandas;<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>Itera\u00e7\u00e3o utilizando o m\u00e9todo DataFrame.iterrows()<\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">No m\u00e9todo(iterrows) cada itera\u00e7\u00e3o ser\u00e1 retornado um \u00edndice e uma s\u00e9rie que representando os valores da linha do dataframe.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Vamos ao primeiro exemplo de itera\u00e7\u00e3o de Dataframe do pandas neste exemplo ser\u00e1 utilizado o m\u00e9todo (iterrows), para iterar cada linha do dataframe e assim conseguir manipular as informa\u00e7\u00f5es deste dataframe.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Para isso segue abaixo o c\u00f3digo utilizado para este exemplo:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code># Importa a lib do Pandas\r\nimport pandas as pd\r\n  \r\n# Cria uma lista de dictionary, para realizar os testes\r\nlist_df = [{'nome':'Ana', 'idade': 25},\r\n            {'nome':'Paulo', 'idade':40},\r\n            {'nome':'Ivan', 'idade':32}]\r\n  \r\n# Cria um dataframe com a lista criada\r\ndf = pd.DataFrame(list_df)\r\n# Imprime o dataframe criado\r\nprint('DataFrame: \\n', df)\r\n  \r\n# Itera o dataframe usando o met\u00f3do iterrows()\r\nprint('\\n Linhas Iteradas usando o met\u00f3do iterrows() : ')\r\nfor index, row in df.iterrows():\r\n    print(row['nome'], row['idade'])            <\/code><\/pre>\n<h6><\/h6>\n<p><span style=\"font-size: 14pt;\">Executando o\u00a0 c\u00f3digo acima ser\u00e1 gerado no console do terminal a sa\u00edda abaixo :<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>DataFrame: \r\n    nome   idade\r\n0   Ana    25 \r\n1   Paulo  40 \r\n2   Ivan   32\r\nLinhas Iteradas usando o m\u00e9todo iterrows() :\r\nAna 25\r\nPaulo 40\r\nIvan 32\r\n            <\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3>Itera\u00e7\u00e3o utilizando o m\u00e9todo DataFrame.itertuples():<\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">O m\u00e9todo(<code>itertuples<\/code>) , \u00a0geralmente \u00e9 mais eficiente do que o m\u00e9todo(<code>iterrows<\/code>) , porque ele retorna as linhas como tuplas nomeadas ao inv\u00e9s de s\u00e9ries, o que acaba consumindo menos mem\u00f3ria.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Para o segundo exemplo de itera\u00e7\u00e3o de Dataframe do pandas ser\u00e1 utilizado o m\u00e9todo (itertuples), para iterar cada linha do dataframe e assim conseguir manipular as informa\u00e7\u00f5es deste dataframe.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Segue abaixo o c\u00f3digo utilizado para o segundo exemplo de itera\u00e7\u00e3o com o m\u00e9todo (itertuples) :<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code># Importa a lib do Pandas\r\nimport pandas as pd\r\n  \r\n# Cria uma lista de dictionary, para realizar os testes\r\nlist_df = [{'nome':'Ana', 'idade': 25},\r\n            {'nome':'Paulo', 'idade':40},\r\n            {'nome':'Ivan', 'idade':32}]\r\n  \r\n# Cria um dataframe com a lista criada\r\ndf = pd.DataFrame(list_df)\r\n# Imprimi o dataframe criado\r\nprint('DataFrame: \\n', df)\r\n  \r\n# Itera o dataframe usando o met\u00f3do itertuples()\r\nprint('\\n Linhas Iteradas usando o met\u00f3do itertuples() : ')\r\nfor row in df.itertuples():\r\n    print(getattr(row, 'nome'), getattr(row, 'idade'))             <\/code><\/pre>\n<h6><\/h6>\n<p><span style=\"font-size: 14pt;\">Ao executar o\u00a0 c\u00f3digo acima ser\u00e1 gerado no console do terminal a sa\u00edda abaixo :<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>DataFrame: \r\n    nome   idade\r\n0   Ana    25\r\n1   Paulo  40\r\n2   Ivan   32\r\n\r\nLinhas Iteradas usando o met\u00f3do itertuples() :\r\nAna 25\r\nPaulo 40\r\nIvan 32            <\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Este foi um breve tutorial mostrando como realizar uma itera\u00e7\u00e3o em um Dataframe do pandas de forma r\u00e1pida, existe v\u00e1rias formas de realizar essa itera\u00e7\u00e3o m\u00e1s abordei a mais utilizada, vou deixar abaixo o link com as refer\u00eancias utilizadas neste turorial.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>Refer\u00eancias:<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.python.org\/\">Python Docs<\/a><\/li>\n<li><a href=\"https:\/\/pandas.pydata.org\/docs\/\">Pandas Docs<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Neste tutorial veremos como iterar em linhas os DataFrames do Pandas, usando os m\u00e9todos iterrows() e itertuples(). Introdu\u00e7\u00e3o Neste breve<\/p>\n","protected":false},"author":1,"featured_media":97,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_container_layout":"default_layout","colormag_page_sidebar_layout":"default_layout","footnotes":""},"categories":[16],"tags":[35,66,67,34,33,18],"class_list":["post-96","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-dataframe","tag-iterrows","tag-itertuples","tag-pandas","tag-python","tag-tutorias"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Como Iterar Dataframe no Pandas - UrutauDev<\/title>\n<meta name=\"description\" content=\"Neste tutorial veremos como Iterar Dataframe no Pandas de forma pr\u00e1tica usando os m\u00e9todos iterrows() e itertuples().\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-iterar-dataframe-no-pandas\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como Iterar Dataframe no Pandas - UrutauDev\" \/>\n<meta property=\"og:description\" content=\"Neste tutorial veremos como Iterar Dataframe no Pandas de forma pr\u00e1tica usando os m\u00e9todos iterrows() e itertuples().\" \/>\n<meta property=\"og:url\" content=\"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-iterar-dataframe-no-pandas\/\" \/>\n<meta property=\"og:site_name\" content=\"UrutauDev\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-12T23:24:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-24T02:39:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/urutaudev.com.br\/wp-content\/uploads\/2023\/08\/python_pandas.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"404\" \/>\n\t<meta property=\"og:image:height\" content=\"300\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"C. 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