{"id":102,"date":"2023-08-12T20:36:35","date_gmt":"2023-08-12T23:36:35","guid":{"rendered":"https:\/\/urutaudev.com.br\/?p=102"},"modified":"2024-01-26T00:05:30","modified_gmt":"2024-01-26T03:05:30","slug":"como-criar-pivottable-com-pandas","status":"publish","type":"post","link":"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-criar-pivottable-com-pandas\/","title":{"rendered":"Como criar Pivottable com pandas"},"content":{"rendered":"<h2>Neste tutorial veremos como criar Pivottable com pandas.<\/h2>\n<hr \/>\n<h2><\/h2>\n<figure id=\"attachment_97\" aria-describedby=\"caption-attachment-97\" style=\"width: 300px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-97 size-medium\" title=\"como criar pivottable com pandas\" src=\"https:\/\/urutaudev.com.br\/wp-content\/uploads\/2023\/08\/python_pandas-300x223.webp\" alt=\"como criar pivottable com pandas\" width=\"300\" height=\"223\" srcset=\"https:\/\/urutaudev.com.br\/wp-content\/uploads\/2023\/08\/python_pandas-300x223.webp 300w, https:\/\/urutaudev.com.br\/wp-content\/uploads\/2023\/08\/python_pandas.webp 404w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-97\" class=\"wp-caption-text\">como criar pivottable com pandas<\/figcaption><\/figure>\n<h2><\/h2>\n<h2>Introdu\u00e7\u00e3o<\/h2>\n<p><span style=\"font-size: 14pt;\">Neste artigo vou mostrar como criar e como popular um Pivotable no Python usando somente a lib do Pandas, ser\u00e1 um tutorial breve mas muito \u00fatil para organiza\u00e7\u00e3o de dados onde uma tabela no padr\u00e3o normal n\u00e3o \u00e9 \u00fatil\u00a0 .<\/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;\">Para que server o Pandas, O Pandas nada mais\u00a0 \u00e9 que uma biblioteca da linguagem Python com intuito de facilitar a manipula\u00e7\u00e3o e an\u00e1lise de dados muito utilizada para ci\u00eancia de dados .<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>Os requisitos para execu\u00e7\u00e3o deste tutorial s\u00e3o:<\/h2>\n<p>&nbsp;<\/p>\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<h2><span style=\"font-size: 18pt;\">O que \u00e9\u00a0 uma\u00a0PivotTable<\/span><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">A PivotTable \u00e9 um estilo de tabela amplamente utilizada em ambientes de neg\u00f3cios, an\u00e1lise de dados e relat\u00f3rios, servindo para transformar grandes volumes de dados brutos em <\/span><span style=\"font-size: 14pt;\">informa\u00e7\u00f5es \u00fateis e compreens\u00edveis.<\/span><\/p>\n<p><span style=\"font-size: 14pt;\">Com isso a PivotTable nos permite a reorganiza\u00e7\u00e3o e a sumariza\u00e7\u00e3o de grandes conjuntos de dados, facilitando a compreens\u00e3o e a extra\u00e7\u00e3o de insights significativos.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2>Como criar Pivottable com Pandas<\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Antes de iniciar a codifica\u00e7\u00e3o precisamos ter instaler a lib do <code><b>Pandas<\/b><\/code> para isto basta digitar os comandos abaixo no terminal:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>pip install pandas<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Ap\u00f3s a instala\u00e7\u00e3o da lib, podemos iniciar a implementa\u00e7\u00e3o do c\u00f3digo, primeiro vamos importa a lib do Pandas:<\/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;\">Logo ap\u00f3s a importa\u00e7\u00e3o do pandas no inicio do c\u00f3digo, j\u00e1 podemos definir os dados do nosso dataframe:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>df = pd.DataFrame({ 'ano': [2021,2022,2021,2022,2021,2022],\r\n                    'mes': ['Jan', 'Fev','Fev', 'Fev', 'Mar','Mar'],\r\n                    'usuarios': [215,167,123,193,235,241]})\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Com o dataframe criado, para conseguir imprimir as informa\u00e7\u00f5es no terminal usamos a fun\u00e7\u00e3o (<code>print<\/code>) do Python:<\/span><\/p>\n<pre><code>print(df)\r\n\r\n#### Sa\u00edda:\r\n\r\n      ano   mes     usuarios\r\n0     2021  Jan     215\r\n1     2022  Fev     167\r\n2     2021  Fev     123\r\n3     2022  Fev     193\r\n4     2021  Mar     235\r\n5     2022  Mar     241\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Com isso vamos para transforma\u00e7\u00e3o do nosso dataframe criado em uma pivottable com agrega\u00e7\u00e3o, para isso vamos utilizar a fun\u00e7\u00e3o <code><b>pivot_table<\/b><\/code>\u00a0do pandas, segue abaixo o c\u00f3digo:<\/span><\/p>\n<p>&nbsp;<\/p>\n<pre><code>pivotTable = df.pivot_table(values = 'usuarios', index = 'mes', columns = 'ano', aggfunc = 'sum')\r\n\r\nprint(pivotTable)\r\n\r\n#### Sa\u00edda:\r\n\r\nano   2021   2022\r\nmes\r\nFev  123.0  360.0\r\nJan  215.0    NaN\r\nMar  235.0  241.0\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\">Descri\u00e7\u00e3o dos par\u00e2metros da fun\u00e7\u00e3o\u00a0<code><b>pivot_table<\/b><\/code><\/span><\/p>\n<ul>\n<li><span style=\"font-size: 14pt;\"><b>values:\u00a0<\/b>Serve para identificar os valores da tabela;<\/span><\/li>\n<li><span style=\"font-size: 14pt;\"><b>index:\u00a0<\/b>Serve para identificar o \u00edndice da tabela;<\/span><\/li>\n<li><span style=\"font-size: 14pt;\"><b>columns:\u00a0<\/b>Serve para identificar as colunas da tabela;<\/span><\/li>\n<li><span style=\"font-size: 14pt;\"><b>aggfunc:\u00a0<\/b>Esse par\u00e2metro serve para informa o tipo de agrega\u00e7\u00e3o que ser\u00e1 utilizado, quando houver \u00edndices com a mesma informa\u00e7\u00e3o, no caso acima estou somando os valores que ocorrem no mesmo m\u00eas\/ano;<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\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\/tabelaPivotPandas.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\/\">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 criar Pivottable com pandas. Introdu\u00e7\u00e3o Neste artigo vou mostrar como criar e como popular um Pivotable<\/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":[34,72,33],"class_list":["post-102","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-pandas","tag-pivottable","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Como criar Pivottable com pandas - UrutauDev<\/title>\n<meta name=\"description\" content=\"Neste artigo vou mostrar como criar pivottable com pandas e popular-lo usando apenas a lib do Pandas, ser\u00e1 um tutorial breve m\u00e1s \u00fatil.\" \/>\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-criar-pivottable-com-pandas\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como criar Pivottable com pandas - UrutauDev\" \/>\n<meta property=\"og:description\" content=\"Neste artigo vou mostrar como criar pivottable com pandas e popular-lo usando apenas a lib do Pandas, ser\u00e1 um tutorial breve m\u00e1s \u00fatil.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/urutaudev.com.br\/index.php\/2023\/08\/12\/como-criar-pivottable-com-pandas\/\" \/>\n<meta property=\"og:site_name\" content=\"UrutauDev\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-12T23:36:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-26T03:05:30+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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