{"id":3577,"date":"2023-07-16T18:00:58","date_gmt":"2023-07-16T18:00:58","guid":{"rendered":"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/"},"modified":"2023-07-16T18:00:58","modified_gmt":"2023-07-16T18:00:58","slug":"quadro-de-dados-3d-do-pandas","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/","title":{"rendered":"Como criar um dataframe 3d do pandas (com exemplo)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar o m\u00f3dulo <a href=\"https:\/\/docs.xarray.dev\/en\/stable\/user-guide\/pandas.html\" target=\"_blank\" rel=\"noopener\">xarray<\/a> para criar rapidamente um DataFrame 3D do pandas.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Este tutorial explica como criar o seguinte DataFrame 3D do pandas usando as fun\u00e7\u00f5es do m\u00f3dulo xarray:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>product_A product_B product_C\nyear quarter                                 \n2021 Q1 1.624345 0.319039 50\n     Q2 -0.611756 0.319039 50\n     Q3 -0.528172 0.319039 50\n     Q4 -1.072969 0.319039 50\n2022 Q1 0.865408 -0.249370 50\n     Q2 -2.301539 -0.249370 50\n     Q3 1.744812 -0.249370 50\n     Q4 -0.761207 -0.249370 50\n<\/strong><\/span><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: Crie um DataFrame 3D do Pandas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">O c\u00f3digo a seguir mostra como criar um conjunto de dados 3D usando fun\u00e7\u00f5es <strong>xarray<\/strong> e <strong>NumPy<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">import<\/span> xarray <span style=\"color: #008000;\">as<\/span> xr\n\n<span style=\"color: #008080;\">#make this example reproducible\n<\/span>n.p. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">seeds<\/span> (1)\n\n<span style=\"color: #008080;\">#create 3D dataset\n<\/span>xarray_3d = xr. <span style=\"color: #3366ff;\">Dataset<\/span> (\n    <span style=\"color: #3366ff;\">{<\/span> \" <span style=\"color: #ff0000;\">product_A<\/span> \": ((\"year\", \"quarter\"), <span style=\"color: #3366ff;\">np.random.randn<\/span> (2,4))},\n    coordinates={\n        \" <span style=\"color: #ff0000;\">year<\/span> \": [2021, 2022],\n        \" <span style=\"color: #ff0000;\">quarter<\/span> \": [\"Q1\", \"Q2\", \"Q3\", \"Q4\"],\n        \" <span style=\"color: #ff0000;\">product_B<\/span> \": (\"year\", np. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">randn<\/span> (2)),\n        \" <span style=\"color: #ff0000;\">product_C<\/span> \": 50,\n    },\n)\n\n<span style=\"color: #008080;\">#view 3D dataset\n<\/span><span style=\"color: #008000;\">print<\/span> (xarray_3d)\n\nDimensions: (year: 2, quarter: 4)\nCoordinates:\n  * year (year) int32 2021 2022\n  * quarter (quarter) &lt;U2 'Q1' 'Q2' 'Q3' 'Q4'\n    product_B (year) float64 0.319 -0.2494\n    product_C int32 50\nData variables:\n    product_A (year, quarter) float64 1.624 -0.6118 -0.5282 ... 1.745 -0.7612<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Nota<\/strong> : A fun\u00e7\u00e3o NumPy <a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/random\/generated\/numpy.random.randn.html\" target=\"_blank\" rel=\"noopener\">randn()<\/a> retorna valores de exemplo da <a href=\"https:\/\/statorials.org\/pt\/distribuicao-normal-vs-distribuicao-normal-padrao\/\" target=\"_blank\" rel=\"noopener\">distribui\u00e7\u00e3o normal padr\u00e3o<\/a> .<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Podemos ent\u00e3o usar a fun\u00e7\u00e3o <strong>to_dataframe()<\/strong> para converter este conjunto de dados em um DataFrame do pandas:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#convert xarray to DataFrame\n<\/span>df_3d = xarray_3d. <span style=\"color: #3366ff;\">to_dataframe<\/span> ()\n\n<span style=\"color: #008080;\">#view 3D DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df_3d)\n\n              product_A product_B product_C\nyear quarter                                 \n2021 Q1 1.624345 0.319039 50\n     Q2 -0.611756 0.319039 50\n     Q3 -0.528172 0.319039 50\n     Q4 -1.072969 0.319039 50\n2022 Q1 0.865408 -0.249370 50\n     Q2 -2.301539 -0.249370 50\n     Q3 1.744812 -0.249370 50\n     Q4 -0.761207 -0.249370 50<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">O resultado \u00e9 um DataFrame 3D do pandas que cont\u00e9m informa\u00e7\u00f5es sobre o n\u00famero de vendas realizadas de tr\u00eas produtos diferentes em dois anos diferentes e quatro trimestres diferentes por ano.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>type()<\/strong> para confirmar se este objeto \u00e9 de fato um DataFrame do pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#display type of df_3d\n<\/span><span style=\"color: #008000;\">type<\/span> (df_3d)\n\npandas.core.frame.DataFrame\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">O objeto \u00e9 de fato um DataFrame do pandas.<\/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 executar outras fun\u00e7\u00f5es comuns em pandas:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/valores-unicos-do-pandas-na-coluna\/\" target=\"_blank\" rel=\"noopener\">Pandas: como encontrar valores \u00fanicos em uma coluna<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/diferenca-de-pandas-entre-linhas\/\" target=\"_blank\" rel=\"noopener\">Pandas: como encontrar a diferen\u00e7a entre duas linhas<\/a><br \/><a href=\"https:\/\/statorials.org\/pt\/pandas-contam-valores-faltantes\/\" target=\"_blank\" rel=\"noopener\">Pandas: Como contar valores ausentes no DataFrame<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar o m\u00f3dulo xarray para criar rapidamente um DataFrame 3D do pandas. Este tutorial explica como criar o seguinte DataFrame 3D do pandas usando as fun\u00e7\u00f5es do m\u00f3dulo xarray: product_A product_B product_C year quarter 2021 Q1 1.624345 0.319039 50 Q2 -0.611756 0.319039 50 Q3 -0.528172 0.319039 50 Q4 -1.072969 0.319039 50 2022 Q1 [&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-3577","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 criar um DataFrame 3D do Pandas (com exemplo) - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como criar um DataFrame 3D do pandas, com um exemplo.\" \/>\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\/quadro-de-dados-3d-do-pandas\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como criar um DataFrame 3D do Pandas (com exemplo) - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como criar um DataFrame 3D do pandas, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T18:00:58+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\/quadro-de-dados-3d-do-pandas\/\",\"url\":\"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/\",\"name\":\"Como criar um DataFrame 3D do Pandas (com exemplo) - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-16T18:00:58+00:00\",\"dateModified\":\"2023-07-16T18:00:58+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como criar um DataFrame 3D do pandas, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/quadro-de-dados-3d-do-pandas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como criar um dataframe 3d do pandas (com exemplo)\"}]},{\"@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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