{"id":113,"date":"2023-08-12T20:56:10","date_gmt":"2023-08-12T23:56:10","guid":{"rendered":"https:\/\/urutaudev.com.br\/?p=113"},"modified":"2024-01-25T23:14:50","modified_gmt":"2024-01-26T02:14:50","slug":"como-ler-planilha-excel-com-pandas","status":"publish","type":"post","link":"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-ler-planilha-excel-com-pandas\/","title":{"rendered":"Como ler planilha Excel com Pandas"},"content":{"rendered":"<h2>Neste tutorial veremos os dados de uma planilha do excel, utilizando a lib do pandas.<\/h2>\n<hr \/>\n<h2>Introdu\u00e7\u00e3o<\/h2>\n<p><span style=\"font-size: 14pt;\">Neste artigo, demonstrarei como utilizar a biblioteca Pandas para ler dados de uma planilha Excel em Python. Este tutorial breve destaca a simplicidade de acessar os dados usando Pandas e a biblioteca Xlrd<\/span><\/p>\n<h2>O que \u00e9 o Pandas?<\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">\u00a0O Pandas \u00e9 uma biblioteca da linguagem Python, com intuito de facilitar a manipula\u00e7\u00e3o e an\u00e1lise de dados, muito utilizada por cientista de dados.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>Para execu\u00e7\u00e3o deste tutorial ser\u00e1 necess\u00e1rio os requisitos abaixo:<\/h2>\n<ul>\n<li><span style=\"font-size: 14pt;\">Python;<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Pandas;<\/span><\/li>\n<li><span style=\"font-size: 14pt;\">Xlrd (lib utilizada para manipular arquivos xls&#8230;);<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>Como ler uma planilha do excel com Pandas<\/h3>\n<p><span style=\"font-size: 14pt;\">Antes de iniciarmos a codifica\u00e7\u00e3o precisamos ter instalada as\u00a0 libs do <code><b>Pandas<\/b><\/code>\u00a0e do\u00a0<code><b>Xlrd<\/b><\/code>. Para instalarmos basta\u00a0 abrir o terminal de comandos e digitar as seguintes instru\u00e7\u00f5es:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>pip install pandas\r\npip install xlrd            <\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Ap\u00f3s a instalarmos as libs podemos iniciar a implementa\u00e7\u00e3o do c\u00f3digo, e<\/span><span style=\"font-size: 14pt;\">nt\u00e3o 1\u00aa Importamos a lib do Pandas no inicio do c\u00f3digo:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>import pandas as pd<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Depois informamos o nome do arquivo que ser\u00e1 lido:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>file_name = \"dados.xls\" <\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Ap\u00f3s armazenamos o nome do arquivo a ser lido\u00a0 na var\u00e1vel (<code>file_name<\/code>) j\u00e1 podemos definir a vari\u00e1vel que corresponder\u00e1 a linha do cabe\u00e7alho da tabela, precisamos sempre lembrar que as linhas no Excel a contagem come\u00e7a no n\u00famero <code><b>\"0\".<\/b><\/code><\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>header = 0<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Ap\u00f3s a defini\u00e7\u00e3o do cabe\u00e7alho para leitura do arquivo utlizaremis a fun\u00e7\u00e3o <code><b>(read_excel)<\/b><\/code> do pandas, passando em seus par\u00e2metros o nome do arquivo a ser lido e\u00a0 a vari\u00e1vel que cont\u00e9m a identifica\u00e7\u00e3o do cabe\u00e7alho.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Ao executarmos a fun\u00e7\u00e3o <code><b>(read_excel)<\/b><\/code>\u00a0 ela nos retornar\u00e1 um dataframe com as informa\u00e7\u00f5es contidas no arquivo que acabamos de ler.<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>df = pd.read_excel(file_name,  header = header)<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Pronto ap\u00f3s a leitura do arquivo com a fun\u00e7\u00e3o <code><b>(read_excel)<\/b><\/code> e armazenamos a informa\u00e7\u00e3o na vari\u00e1vel <code><b>df<\/b><\/code>, podemos imprimir o cabe\u00e7alho da tabela, para isso utilizamos a fun\u00e7\u00e3o\u00a0<code><b>df.columns<\/b><\/code>\u00a0do Pandas, conforme mostrado abaixo;<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>print(df.columns)\r\n\r\n#Sa\u00edda:\r\nIndex(['Order', 'Name', 'Sexo', 'Date'], dtype='object')            <\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Para conseguirmos imprimir todo conte\u00fado da tabela basta digitar o\u00a0 comando (print) passando o dataframe como par\u00e2metro, segue o c\u00f3digo implementado abaixo:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>print(df)\r\n\r\n#Sa\u00edda:\r\n        Order   Name          Sexo    Date\r\n0       1       Paulo Santos  M       2020-04-25\r\n1       2       Lais Souza    F       2022-08-05\r\n2       3       Ana Clara     F       2021-06-04\r\n3       4       Ivan Silva    M       2022-01-05\r\n4       5       Clara Rosa    F       2022-07-12            <\/code><\/pre>\n<p>&nbsp;<\/p>\n<h4><span style=\"font-size: 14pt;\">Logo abaixo mostro o c\u00f3digo completo que utilizamos na execu\u00e7\u00e3o deste artigo:<\/span><\/h4>\n<p>&nbsp;<\/p>\n<pre><code># Importamos a lib do Pandas\r\nimport pandas as pd\r\n\r\n# Informamos o nome do arquivo\r\nfile_name = \"dados.xls\" \r\n\r\n# Atribuimos indice do cabe\u00e7alho\r\nheader = 0\r\n\r\n# Utilizamos a fun\u00e7\u00e3o (read_excel) do pandas, para ler o arquivo\r\n# Passando para a fun\u00e7\u00e3o o nome do arquivo a ser lido e informando a linha que cont\u00e9m o cabe\u00e7alho\r\ndf = pd.read_excel(file_name,  header = header)\r\n\r\n# Imprime o cabe\u00e7alho da tabela\r\nprint(df.columns)\r\n# Imprime os dados da tabela\r\nprint(df)            <\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2>C\u00f3digo fonte do tutorial:<\/h2>\n<p><a href=\"https:\/\/github.com\/JrDevCJ\/tutorial-pyhton\/blob\/main\/pandas\/lerArquivoExcel.py\" target=\"_blank\" rel=\"noopener\">C\u00f3digo Fonte<\/a><\/p>\n<p>&nbsp;<\/p>\n<h2>Refer\u00eancias:<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noopener\">Python Docs<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Neste tutorial veremos os dados de uma planilha do excel, utilizando a lib do pandas. Introdu\u00e7\u00e3o Neste artigo, demonstrarei como<\/p>\n","protected":false},"author":1,"featured_media":114,"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":[70,34,71,33,18],"class_list":["post-113","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-excel","tag-pandas","tag-planilha","tag-python","tag-tutorias"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Como ler planilha Excel com Pandas - UrutauDev<\/title>\n<meta name=\"description\" content=\"Neste artigo vou mostrar um curto tutorial mostrando como ler planilha excel com pandas no python usando a lib (Pandas) e a lib(Xlrd ).\" \/>\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-ler-planilha-excel-com-pandas\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como ler planilha Excel com Pandas - UrutauDev\" \/>\n<meta property=\"og:description\" content=\"Neste artigo vou mostrar um curto tutorial mostrando como ler planilha excel com pandas no python usando a lib (Pandas) e a lib(Xlrd ).\" \/>\n<meta property=\"og:url\" content=\"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-ler-planilha-excel-com-pandas\/\" \/>\n<meta property=\"og:site_name\" content=\"UrutauDev\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-12T23:56:10+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-26T02:14:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/urutaudev.com.br\/wp-content\/uploads\/2023\/08\/python_pandas_excel.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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