{"id":9904,"date":"2020-09-09T19:48:09","date_gmt":"2020-09-09T22:48:09","guid":{"rendered":"https:\/\/cursosciatec.com.br\/home\/?p=9904"},"modified":"2020-09-17T10:57:52","modified_gmt":"2020-09-17T13:57:52","slug":"aprender-python-para-analise-de-dados","status":"publish","type":"post","link":"https:\/\/cursosciatec.com.br\/home\/aprender-python-para-analise-de-dados\/","title":{"rendered":"Aprender Python para An\u00e1lise de Dados"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9904\" class=\"elementor elementor-9904\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-665d9b1 elementor-section-full_width elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"665d9b1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9ec23f5 exad-glass-effect-no exad-sticky-section-no\" data-id=\"9ec23f5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7fc7ffc elementor-cta--skin-cover elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-call-to-action\" data-id=\"7fc7ffc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/06\/coder-coding-on-laptop-1600-1024x586.jpg);\" role=\"img\" aria-label=\"coder-coding-on-laptop-1600\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\t Python: a Linguagem do Futuro\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5bd1d1a8 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"5bd1d1a8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-baf4327 exad-glass-effect-no exad-sticky-section-no\" data-id=\"baf4327\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7565fa2 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"7565fa2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Aprender Python para An\u00e1lise de Dados<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bb7571 elementor-align-center exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-post-info\" data-id=\"0bb7571\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-6bd1949 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/cursosciatec.com.br\/home\/2020\/09\/09\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-calendar\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>09\/09\/2020<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46042a21 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"46042a21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/cursosciatec.com.br\/home\/formacao-data-science-com-python-68h\/\"><strong>Python<\/strong><\/a>\u00a0\u00e9 uma linguagem de alto n\u00edvel. \u00c9 interpretada, de\u00a0<em>script<\/em>, imperativa, orientada a objetos, funcional, de forte tipagem e din\u00e2mica.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: #000000;\">N\u00e3o poderia deixar de ser uma excelente op\u00e7\u00e3o para quem quer trabalhar com an\u00e1lise de dados, pois suas fortes caracter\u00edsticas e suas grandes op\u00e7\u00f5es de bibliotecas dispon\u00edveis fazem dela uma \u00f3tima escolha para<em>\u00a0<a style=\"color: #000000;\" href=\"https:\/\/cursosciatec.com.br\/home\/formacao-data-science-com-python-68h\/python-com-manipulacao-dados\/\">manipular dados<\/a><\/em>.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: #000000;\">Para melhor instruir quem est\u00e1 querendo come\u00e7ar a jornada de an\u00e1lise de dados e pretende utilizar essa linguagem como ferramenta, vou mostrar algumas das bibliotecas que utilizamos para dados com<strong>\u00a0Python.<\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58191a5 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"58191a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span id=\"A_analise_com_Python\" style=\"color: #bd0606; font-family: 'Arial Black', 'Avant Garde'; font-size: 24pt;\">A an\u00e1lise com Python<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e015b9 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"7e015b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Uma an\u00e1lise \u00e9 feita utilizando v\u00e1rios m\u00e9todos. Primeiro \u00e9 necess\u00e1rio extrair e organizar os dados, que podem vir de diversas fontes: arquivos de texto, csv, excel, xml, banco de dados, minera\u00e7\u00e3o de dados, enfim, s\u00e3o diversas as fontes onde podemos obter informa\u00e7\u00f5es.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Contudo, imaginando que voc\u00ea que est\u00e1 lendo esse artigo j\u00e1 tenha no\u00e7\u00e3o de programa\u00e7\u00e3o, \u00e9 necess\u00e1rio em primeiro lugar escolher qual fonte de dados utilizar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a3bcb9 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"1a3bcb9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span id=\"A_analise_com_Python\" style=\"color: #bd0606; font-family: 'Arial Black', 'Avant Garde'; font-size: 24pt;\">As bibliotecas Python<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93f5b19 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"93f5b19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">As bibliotecas mais utilizadas para an\u00e1lise de dados com Python s\u00e3o:<\/span><\/p><ul><li><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">NumPy<\/span><\/li><li><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Pandas<\/span><\/li><li><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Matplotlib<\/span><\/li><\/ul><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Iremos abordar uma vis\u00e3o geral de cada uma delas, come\u00e7ando pela\u00a0<strong>NumPy<\/strong>.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-290ce4c exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"290ce4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span id=\"A_analise_com_Python\" style=\"color: #bd0606; font-family: 'Arial Black', 'Avant Garde'; font-size: 18pt;\">Numpy<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-157333d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"157333d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">\u00c9 utilizada principalmente para realizar\u00a0<strong>c\u00e1lculos em Arrays<\/strong>, sejam eles comuns ou multidimensionais.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Ela fornece v\u00e1rias fun\u00e7\u00f5es e opera\u00e7\u00f5es que nos ajudam a executar esses c\u00e1lculos num\u00e9ricos com facilidade. Por exemplo: multiplica\u00e7\u00e3o de Arrays, transposi\u00e7\u00e3o, adi\u00e7\u00e3o, manipula\u00e7\u00e3o de matrizes, entre outros. Tudo isso com c\u00f3digos f\u00e1ceis e r\u00e1pidos.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\"><strong>NumPy<\/strong>\u00a0tamb\u00e9m oferece fun\u00e7\u00f5es para manipula\u00e7\u00e3o de imagem, como por exemplo espelhamento e rota\u00e7\u00e3o de imagens, j\u00e1 que elas s\u00e3o representadas como\u00a0<em>Arrays Multidimensionais<\/em>.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Como\u00a0<strong>NumPy<\/strong>\u00a0executa c\u00e1lculos com facilidade, \u00e9 fortemente utilizado para opera\u00e7\u00f5es de matem\u00e1tica, estat\u00edstica, \u00e1lgebra linear, gera\u00e7\u00e3o de n\u00fameros aleat\u00f3rios, entre outras manipula\u00e7\u00f5es.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Para se ter no\u00e7\u00e3o do poder dessa biblioteca: ela, em conjunto com\u00a0<strong>SciPy<\/strong>\u00a0e\u00a0<strong>Matplot<\/strong>, pode substituir com tranquilidade o famoso MATLAB quando se trata de tarefas matem\u00e1ticas.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b087e3 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"1b087e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span id=\"A_analise_com_Python\" style=\"color: #bd0606; font-family: 'Arial Black', 'Avant Garde'; font-size: 18pt;\">Panda <\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af01695 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"af01695\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">No meu ponto de vista uma das mais utilizadas, pois fornece ferramentas para an\u00e1lise e estrutura de dados de alta performance que s\u00e3o, ao mesmo tempo, f\u00e1ceis de codificar.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Basicamente o\u00a0<strong>Pandas<\/strong>\u00a0explora a manipula\u00e7\u00e3o, leitura e visualiza\u00e7\u00e3o de dados. Ele trabalha com dois tipos principais de estruturas de dados:\u00a0<em>Series e DataFrames<\/em>.\u00a0<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Uma<em>\u00a0Series<\/em>\u00a0\u00e9 igual a um\u00a0<em>Array unidimensional<\/em>, ou uma lista.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Ela possui um \u00edndice que d\u00e1 r\u00f3tulos a cada elemento da lista, como por exemplo:<\/span><\/p><pre class=\"wp-block-preformatted\"><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Produtos = pd.Series([\u2018cabo usb\u2019, \u2018pendrive\u2019, \u2018ssd\u2019, \u2019hd\u2019])<\/span><\/pre><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Quando mando mostrar na tela esse c\u00f3digo,\u00a0<em>Pandas<\/em>\u00a0me retorna o Array serializado com um \u00edndice:<\/span><\/p><figure class=\"wp-block-table\"><table><tbody><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">1<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Cabo usb<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">2<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">pendrive<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">3<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">ssd<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">4<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">hd<\/span><\/td><\/tr><\/tbody><\/table><\/figure><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Um outro exemplo utilizando series:<\/span><\/p><pre class=\"wp-block-preformatted\"><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">notas = pd.Series([2,7,5,10,6], index=[\"Alfredo\", \"Aline\", \"Enzo\", \"Sarah\", \"Jo\u00e3o\"])<\/span><\/pre><figure class=\"wp-block-table\"><table><tbody><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Alfredo<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">2<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Aline<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">7<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Enzo<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">5<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Sarah<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">10<\/span><\/td><\/tr><tr><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Jo\u00e3o<\/span><\/td><td><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">6<\/span><\/td><\/tr><\/tbody><\/table><\/figure><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Nas<em>\u00a0series<\/em>\u00a0\u00e9 poss\u00edvel, tamb\u00e9m, pesquisar utilizando um \u00edndice como chave. Se eu chamar notas [\u201cSarah\u201d], terei como sa\u00edda 10.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Al\u00e9m de acessar por \u00edndice, tamb\u00e9m podemos aplicar fun\u00e7\u00f5es estat\u00edsticas sobre os valores, como: m\u00e9dia, desvio padr\u00e3o, moda, al\u00e9m de ser flex\u00edvel o suficiente para aplicar diversas fun\u00e7\u00f5es matem\u00e1ticas do\u00a0<strong>NumPy<\/strong>.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Agora vamos aos<em>\u00a0DataFrames<\/em>\u00a0do\u00a0<strong>Pandas<\/strong>, definidos como uma estrutura bidimensional de dados, tal qual uma planilha do Excel.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Os\u00a0<em>DataFrames<\/em>\u00a0s\u00e3o fant\u00e1sticos, pois neles conseguimos fazer diversas manipula\u00e7\u00f5es que fazemos no banco de dados sem precisar ter todo o trabalho de mexer com banco de dados diretamente.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Um exemplo seria: preciso filtrar alguns dados de um arquivo CSV.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Com o\u00a0<em>Pandas DataFrames<\/em>\u00a0voc\u00ea l\u00ea o arquivo e ele, sem adicionar a nenhum banco de dados, j\u00e1 te mostra todo CSV tabulado. Com isso voc\u00ea decide utilizar os dados ou descart\u00e1-los.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Resumindo, te poupa o trabalho de importar o CSV para um banco de dados para ent\u00e3o visualizar os dados de forma organizada e tabulada.<\/span><\/p><figure class=\"wp-block-image\"><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-6894 lazyautosizes lazyloaded\" src=\"https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-1024x876.jpg\" sizes=\"620px\" srcset=\"https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-1024x876.jpg 1024w, https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-300x257.jpg 300w, https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-768x657.jpg 768w, https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min.jpg 1438w\" alt=\"\" width=\"1024\" height=\"876\" data-src=\"https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-1024x876.jpg\" data-srcset=\"https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-1024x876.jpg 1024w, https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-300x257.jpg 300w, https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min-768x657.jpg 768w, https:\/\/blog.geekhunter.com.br\/wp-content\/uploads\/2019\/08\/tabela-min.jpg 1438w\" data-sizes=\"auto\" \/><\/span><\/figure><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Al\u00e9m da exibi\u00e7\u00e3o feita acima, ainda podemos utilizar diversos recursos de estat\u00edstica e manipula\u00e7\u00e3o dos dados diretamente no\u00a0<strong>Python<\/strong>.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">De forma geral, \u00e9 poss\u00edvel fazer toda parte de extra\u00e7\u00e3o, tratamento e visualiza\u00e7\u00e3o de dados apenas com essa biblioteca.<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Sem contar com uma caracter\u00edstica especial muito facilitadora, que \u00e9 o\u00a0<em>Pandas\u00a0<\/em>exibir v\u00e1rios tipos de gr\u00e1ficos sem precisar de auxilio de outra biblioteca.\u00a0<\/span><\/p><p><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000;\">Eu poderia ficar horas e horas falando sobre o\u00a0<strong>Pandas<\/strong>, pois sua facilidade e rapidez s\u00e3o impressionantes, vale a pena pesquisar mais e se aprofundar nessa biblioteca.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a133746 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"a133746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span id=\"A_analise_com_Python\" style=\"color: #bd0606; font-family: 'Arial Black', 'Avant Garde'; font-size: 18pt;\">MatplotLib<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aab13ef exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"aab13ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"margin-top: 32px; margin-bottom: 32px; color: #121416; font-family: 'Open Sans'; font-size: 16px;\"><span style=\"font-size: 12pt; font-family: Arial, Helvetica, sans-serif;\">E por fim, agora \u00e9 a vez do\u00a0<span style=\"font-weight: bolder;\">MatplotLib<\/span>, que \u00e9 uma biblioteca de visualiza\u00e7\u00e3o de dados do\u00a0<em>Python<\/em>.<\/span><\/p><p style=\"margin-top: 32px; margin-bottom: 32px; color: #121416; font-family: 'Open Sans'; font-size: 16px;\"><span style=\"font-size: 12pt; font-family: Arial, Helvetica, sans-serif;\">N\u00e3o h\u00e1 muito o que falar sobre<span style=\"font-weight: bolder;\">\u00a0MatplotLib<\/span>, \u00e9 a biblioteca mais famosa para esse fim, ela gera gr\u00e1ficos de duas dimens\u00f5es, na de baixo fica o eixo X, \u00e0 esquerda o eixo Y e entre esses planos ficam expostos nossos dados.<\/span><\/p><p style=\"margin-top: 32px; margin-bottom: 32px; color: #121416; font-family: 'Open Sans'; font-size: 16px;\"><span style=\"font-size: 12pt; font-family: Arial, Helvetica, sans-serif;\">Posso trabalhar estilos de gr\u00e1ficos, cores, exibi\u00e7\u00e3o, e diversas outras\u00a0 aplica\u00e7\u00f5es.\u00a0<span style=\"font-weight: bolder;\">Matplotlib<\/span>\u00a0est\u00e1 por tr\u00e1s dos gr\u00e1ficos gerados pela biblioteca\u00a0<em>Pandas.<\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a66372 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"8a66372\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span id=\"A_analise_com_Python\" style=\"color: #bd0606; font-family: 'Arial Black', 'Avant Garde'; font-size: 24pt;\">Em conclus\u00e3o<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea16cfd exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"ea16cfd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"margin-top: 32px; margin-bottom: 32px; color: #121416; font-family: 'Open Sans'; font-size: 16px;\">Essa foi uma vis\u00e3o bem simplificada, por\u00e9m necess\u00e1ria para dar os primeiros passos na an\u00e1lise de dados com\u00a0<span style=\"font-weight: bolder;\">Python<\/span>.<\/p><p style=\"margin-top: 32px; margin-bottom: 32px; color: #121416; font-family: 'Open Sans'; font-size: 16px;\">A partir do momento em que voc\u00ea conseguir dominar essas tr\u00eas bibliotecas, conseguir\u00e1 avan\u00e7ar mais na sua forma de an\u00e1lise, utilizando banco de dados estruturados ou n\u00e3o estruturados juntamente com as bibliotecas citadas, utilizando Python como intermedi\u00e1rio para c\u00e1lculos, tratamentos e exibi\u00e7\u00f5es de dados.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e40ccb exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"5e40ccb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: right;\"><span style=\"font-family: Arial, Helvetica, sans-serif; color: #000000; font-size: 8pt;\">Fonte: <a style=\"color: #000000;\" href=\"https:\/\/blog.geekhunter.com.br\/fundamentos-de-python-para-analise-de-dados\/\">Blog Geek Hunter<\/a><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bae9a70 elementor-section-stretched elementor-section-full_width elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"bae9a70\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-de73bee exad-glass-effect-no exad-sticky-section-no\" data-id=\"de73bee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2343828 elementor-cta--skin-cover elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-call-to-action\" data-id=\"2343828\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/07\/person-writing-on-notebook-4144923-1536x1025.jpg);\" role=\"img\" aria-label=\"person-writing-on-notebook-4144923\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tQualifique seu curriculo, sem sair de casa \t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTenha aulas com metodologias presenciais no conforto de casa\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b5c66a exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"2b5c66a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-weight: 400; font-family: Arial, Helvetica, sans-serif; font-size: 18pt; color: #000000;\">J\u00e1 conhece nossos cursos ao vivo? N\u00e3o? <\/span><\/p><p style=\"text-align: center;\"><span style=\"font-weight: 400; font-family: Arial, Helvetica, sans-serif; font-size: 18pt; color: #000000;\">Ent\u00e3o deixe seu contato para saber mais ou acesse nosso<a href=\"https:\/\/cursosciatec.com.br\/home\"> site. <\/a><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b976a69 elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"b976a69\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4c0c246 exad-glass-effect-no exad-sticky-section-no\" data-id=\"4c0c246\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d294c04 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"d294c04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conhe\u00e7a nossos cursos Ao Vivo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88202a2 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"88202a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 14pt;\">A CIATEC est\u00e1 a disposi\u00e7\u00e3o para lhe ajudar. <\/span><\/p><p style=\"text-align: center;\"><span style=\"font-size: 14pt;\"><em><strong>Preencha os dados e receba conte\u00fado completo.\u00a0<\/strong><\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9f9b7d8 exad-glass-effect-no exad-sticky-section-no\" data-id=\"9f9b7d8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bff81f5 elementor-button-align-stretch exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-form\" data-id=\"bff81f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;button_width&quot;:&quot;100&quot;,&quot;step_next_label&quot;:&quot;Pr\\u00f3ximo&quot;,&quot;step_previous_label&quot;:&quot;Anterior&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"Novo formul\u00e1rio\" aria-label=\"Novo formul\u00e1rio\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"9904\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"bff81f5\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Aprender Python para An\u00e1lise de Dados | CIATEC\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"9904\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNome\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Nome\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-number elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tContato\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t<input type=\"number\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Contato\" required=\"required\" min=\"\" max=\"\" >\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-field_1 elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_1\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tE-mail\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[field_1]\" id=\"form-field-field_1\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"E-mail\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-textarea elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-message\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tMensagem\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t<textarea class=\"elementor-field-textual elementor-field  elementor-size-sm\" name=\"form_fields[message]\" id=\"form-field-message\" rows=\"4\" placeholder=\"Mensagem\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enviar<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1dc639b elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"1dc639b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6cbc284 exad-glass-effect-no exad-sticky-section-no\" data-id=\"6cbc284\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a241161 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"7a241161\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Gostou deste Artigo?<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-171a98f2 elementor-grid-2 elementor-grid-mobile-2 elementor-share-buttons--view-icon-text elementor-share-buttons--skin-gradient elementor-share-buttons--shape-square elementor-share-buttons--color-official exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-share-buttons\" data-id=\"171a98f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Compartilhar no facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tCompartilhar\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Compartilhar no twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tCompartilhar\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Compartilhar no linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tCompartilhar\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_pinterest\" role=\"button\" tabindex=\"0\" aria-label=\"Compartilhar no pinterest\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-pinterest\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tCompartilhar\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-adb0d7d elementor-section-boxed elementor-section-height-default elementor-section-height-default exad-glass-effect-no exad-sticky-section-no\" data-id=\"adb0d7d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-38d5161 exad-glass-effect-no exad-sticky-section-no\" data-id=\"38d5161\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-11b6a28 elementor-cta--skin-cover elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-call-to-action\" data-id=\"11b6a28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/01\/31626-1024x634.jpg);\" role=\"img\" aria-label=\"Business Contemporary Company Strategy Firm Concept\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tManipula\u00e7\u00e3o de Dados com Phyton \t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\t36h\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"https:\/\/cursosciatec.com.br\/home\/formacao-data-science-com-python-68h\/python-com-manipulacao-dados\/\">\n\t\t\t\t\t\tConhe\u00e7a o Curso\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-ribbon\">\n\t\t\t\t<div class=\"elementor-ribbon-inner\">\n\t\t\t\t\tAO VIVO\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-f435840 exad-glass-effect-no exad-sticky-section-no\" data-id=\"f435840\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bd647c0 elementor-cta--skin-cover elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-call-to-action\" data-id=\"bd647c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/06\/18707-1024x683.jpg);\" role=\"img\" aria-label=\"Close-up image of programmer working at his desk in office\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tMachine Learning com Pyhton\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\t32h\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"https:\/\/cursosciatec.com.br\/home\/formacao-data-science-com-python-68h\/machine-learning-com-python\/\">\n\t\t\t\t\t\tConhe\u00e7a o Curso\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-ribbon\">\n\t\t\t\t<div class=\"elementor-ribbon-inner\">\n\t\t\t\t\tAO VIVO\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c0d2ccc exad-glass-effect-no exad-sticky-section-no\" data-id=\"c0d2ccc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6a35599 elementor-cta--skin-cover elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-call-to-action\" data-id=\"6a35599\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/cursosciatec.com.br\/home\/wp-content\/uploads\/2020\/06\/18707-1024x683.jpg);\" role=\"img\" aria-label=\"Close-up image of programmer working at his desk in office\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tPrograma\u00e7\u00e3o e Desenvolvimento de Projetos em Arduino\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\t80h\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"https:\/\/cursosciatec.com.br\/home\/cursos\/programacao-em-arduino\/\">\n\t\t\t\t\t\tConhe\u00e7a o Curso\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-ribbon\">\n\t\t\t\t<div class=\"elementor-ribbon-inner\">\n\t\t\t\t\tAO VIVO\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Python: a Linguagem do Futuro Python\u00a0\u00e9 uma linguagem de alto n\u00edvel. \u00c9 interpretada, de\u00a0script, imperativa, orientada a objetos, funcional, de forte tipagem e din\u00e2mica. N\u00e3o poderia deixar de ser uma excelente op\u00e7\u00e3o para quem quer trabalhar com an\u00e1lise de dados, pois suas fortes caracter\u00edsticas e suas grandes op\u00e7\u00f5es de bibliotecas dispon\u00edveis fazem dela uma \u00f3tima [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9906,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"post_folder":[],"class_list":["post-9904","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programacao"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/posts\/9904","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/comments?post=9904"}],"version-history":[{"count":6,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/posts\/9904\/revisions"}],"predecessor-version":[{"id":9926,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/posts\/9904\/revisions\/9926"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/media\/9906"}],"wp:attachment":[{"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/media?parent=9904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/categories?post=9904"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/tags?post=9904"},{"taxonomy":"post_folder","embeddable":true,"href":"https:\/\/cursosciatec.com.br\/home\/wp-json\/wp\/v2\/post_folder?post=9904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}