{"product_id":"mapa-imersao-profissional-projeto-pratico-de-ciencia-de-dados-54-2025","title":"MAPA - IMERSÃO PROFISSIONAL PROJETO PRÁTICO DE CIÊNCIA DE DADOS 54_2025","description":"\u003cbr\u003e\u003ca href=\"https:\/\/wa.me\/5518981218965?text=Ol%C3%A1!%20Quero%20saber%20mais%20sobre%20esta%20atividade:%20%0A%0A*MAPA%20-%20IMERS%C3%83O%20PROFISSIONAL%20PROJETO%20PR%C3%81TICO%20DE%20CI%C3%8ANCIA%20DE%20DADOS*\" target=\"_blank\" style=\"display: inline-block; background: #25D366; color: #fff; padding: 12px 20px; border-radius: 5px; text-decoration: none; font-weight: bold; margin-top: 15px;width:100%;text-align:center\"\u003eClique Aqui e Compre pelo Whatsapp\u003c\/a\u003e\u003cbr\u003e\u003cbr\u003e\u003cdiv style=\"text-align:justify\"\u003eTemos por certo que os desafios sempre contribuem para a aquisição de conhecimentos e competências desejadas. Sendo assim, torna-se efetivo relacionar o que se aprende com situações reais.\u003cbr\u003e\r\nNesta atividade, você é convidado a verificar como a disciplina em questão pode contribuir para a sua experiência e formação profissional. Para isso, atente-se para as orientações desta atividade MAPA e realize um ótimo trabalho!\u003cbr\u003e\r\n \u003cbr\u003e\r\nA ciência de dados tem se destacado como uma ferramenta essencial para a tomada de decisão em diversos setores, promovendo o uso estratégico de grandes volumes de dados para gerar insights valiosos (Provost; Fawcett, 2013). No contexto do mercado de venda de automóveis, essa abordagem permite identificar padrões de consumo, prever tendências e otimizar processos de comercialização, tornando as decisões mais assertivas e fundamentadas (Marr, 2016).\u003cbr\u003e\r\nAplicar ciência de dados neste segmento é fundamental para compreender preferências, sazonalidades e fatores que influenciam o comportamento do cliente, contribuindo para o aumento da competitividade das empresas (Kotler; Keller, 2012). Além disso, a análise criteriosa dos dados possibilita detectar possíveis problemas, como inadimplência ou depreciação, além de ajustar estratégias de vendas de forma dinâmica e personalizada.\u003cbr\u003e\r\n\u003cbr\u003e\r\nFonte:\u003cbr\u003e\r\nPROVOST, F.; FAWCETT, T. \u003cstrong\u003e\u003cem\u003eData Science for Business\u003c\/em\u003e\u003c\/strong\u003e. Sebastopol: O’Reilly Media, 2013.\u003cbr\u003e\r\nMARR, B. \u003cstrong\u003e\u003cem\u003eBig Data in Practice\u003c\/em\u003e\u003c\/strong\u003e. West Sussex: Wiley, 2016.\u003cbr\u003e\r\nKOTLER, P.; KELLER, K. L. \u003cem\u003e\u003cstrong\u003eAdministração de Marketing\u003c\/strong\u003e\u003c\/em\u003e. 14. ed. São Paulo: Pearson, 2012.​\u003cbr\u003e\r\n\u003cbr\u003e\r\n\u003cbr\u003e\r\n\u003cstrong\u003eAtividade Prática:\u003c\/strong\u003e\u003cbr\u003e\r\n\u003cbr\u003e\r\nEtapa 1: Utilizando a planilha fornecida, crie um notebook (em Python, R etc.) e carregue os dados. Realize uma análise descritiva do conjunto de dados, incluindo médias, medianas, desvio padrão, valores mínimos e máximos. Identifique a presença de valores nulos e registre quais colunas apresentam esses valores. Em seguida, detecte possíveis \u003cem\u003eoutliers\u003c\/em\u003e utilizando métodos estatísticos, como o desvio interquartil (IQR) ou o Z-score.\u003c\/div\u003e\r\n\r\n\u003ctable border=\"1\" cellpadding=\"0\" cellspacing=\"0\" style=\"height:1056px; width:696px\"\u003e\r\n\t\u003ctbody\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e \u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eModelo\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003epreço\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003eunidades vendidas\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003ecidade álcool\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003ecidade_gasolina\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003eestrada álcool\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003eestrada_gasolina\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003ecusto_revisao\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eVolkswagen Polo\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e79400\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e16471\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e15.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3578.27\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eHyundai HB20\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e82982\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e12126\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e12.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e2946.10\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Strada\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e100050\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e10387\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e13.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3540.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eChevrolet Onix\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e83512\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e10260\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e11.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e16.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3696.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Mobi\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e62653\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e8582\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e15.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3752.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eVolkswagen T-Cross\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e119620\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e8553\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e10.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e4260.70\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Argo\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e75010\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e7159\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3780.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eRenault Kwid\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e67672\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e6602\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e10.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e15.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e11.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e15.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3162.95\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eChevrolet Onix Plus\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e117486\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e6412\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e12.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e17.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3696.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e10\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eVolkswagen Saveiro\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e95315\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e5337\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e12.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e4117.25\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e11\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eHyundai Creta\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e114010\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e5314\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e10.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e8.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e11.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3280.16\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e12\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Cronos\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e82316\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e5036\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e11.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e16.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3780.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e13\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eHyundai HB20S\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e89844\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e4811\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e12.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e2946.10\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e14\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eNissan Kicks\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e114970\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e4752\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e13.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3006.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e15\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Pulse\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e99851\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e3994\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e12.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3808.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e16\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Fastback\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e116987\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e3635\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3688.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e17\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003ePeugeot 208\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e100165\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e3104\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e10.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e14.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e11.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e16.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e4156.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e18\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eCitroen C3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e84795\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e3030\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3834.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e19\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eToyota Yaris sedan\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e96208\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e2505\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3625.60\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e20\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eChevrolet Spin\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e102005\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e2026\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e13.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3388.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e21\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eRenault Logan\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e90283\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1923\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.4\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e14.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3710.50\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e22\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eRenault Duster\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e109774\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1801\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e10.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e8.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e11.5\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3710.50\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e23\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eToyota Yaris hatch\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e96208\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1609\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e8.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e12.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e13.9\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3625.60\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e24\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eRenault Oroch\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e94485\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1360\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e7.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e11.2\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3710.40\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e25\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eRenault Stepway\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e76528\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1348\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e9.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e13.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e9.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e13.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3650.50\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e26\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eFiat Fiorino\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e109529\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1159\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e10.7\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e8.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e12.3\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3472.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\t\u003ctr\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:17px\"\u003e27\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:99px\"\u003eNissan Versa\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:39px\"\u003e115027\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:93px\"\u003e1086\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e7.8\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:79px\"\u003e11.6\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:71px\"\u003e10.0\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:83px\"\u003e14.1\u003c\/td\u003e\r\n\t\t\t\u003ctd style=\"height:19px; text-align:justify; width:67px\"\u003e3336.00\u003c\/td\u003e\r\n\t\t\u003c\/tr\u003e\r\n\t\u003c\/tbody\u003e\r\n\u003c\/table\u003e\r\n\r\n\u003cp style=\"text-align:justify\"\u003e\u003cbr\u003e\r\n \u003cbr\u003e\r\nEtapa 2: Com base na análise realizada, responda às seguintes perguntas:\u003cbr\u003e\r\n\u003cbr\u003e\r\n1. Quais são as variáveis numéricas do dataset\u003cbr\u003e\r\n2. Quais são os 5 carros que mais consomem gasolina na cidade?\u003cbr\u003e\r\n3. Qual a média de consumo de álcool tanto na cidade quanto na estrada?\u003cbr\u003e\r\n4. Crie uma nova coluna contendo o nome da Montadora para cada carro.\u003cbr\u003e\r\n5. Liste as 5 montadoras com a maior média de preço de carros.\u003cbr\u003e\r\n6. Liste os 10 carros com menor custo de manutenção.\u003cbr\u003e\r\n7. Informe o carro mais vendido para cada montadora.\u003cbr\u003e\r\n8. Crie uma nova coluna contendo o custo total do carro. Essa nova coluna é derivada a partir do cálculo contendo:\u003cbr\u003e\r\n               - Custo Total de Consumo de Gasolina em 2 anos, considerando uma média de consumo de 150L por mês.\u003cbr\u003e\r\n               - Custo Total de IPVA considerando o valor de 4% do valor carro por ano.\u003cbr\u003e\r\n               - Custo Total de Revisão considerando 1 revisão por ano.\u003cbr\u003e\r\n \u003cbr\u003e\r\nÉ fundamental que todos os estudantes se empenhem ao máximo na execução dessas etapas, pois a prática consolida o aprendizado e desenvolve habilidades analíticas essenciais. Não se esqueça de referenciar corretamente quaisquer citações utilizadas, conforme as normas da ABNT.\u003cbr\u003e\r\n\u003cbr\u003e\r\n\u003cstrong\u003e * Dicas para realizar a atividade:\u003c\/strong\u003e\u003cbr\u003e\r\n1. Durante as aulas, o professor irá fornecer dicas que podem ser utilizadas para a confecção das suas atividades, sendo assim, é de suma importância participar da aula ao vivo, ou assisti-las posteriormente.\u003cbr\u003e\r\n\u003cbr\u003e\r\n\u003cstrong\u003e* Orientações:\u003c\/strong\u003e\u003cbr\u003e\r\n- Plágios e cópias indevidas serão penalizadas com nota zero.\u003cbr\u003e\r\n \u003c\/p\u003e\r\n\r\n\u003cdiv style=\"text-align:justify\"\u003e\n\u003cstrong\u003eIMPORTANTE:\u003c\/strong\u003e\u003cbr\u003e\r\n1. Acesse o link com um vídeo tutorial para ajudá-lo nesse processo de criação e desenvolvimento. O acesso deverá ser realizado em: Materiais \u0026gt;\u0026gt; Material da Disciplina.\u003cbr\u003e\r\n2. Responda a todos os itens, seguindo como roteiro os tópicos elencados anteriormente, e coloque em um único arquivo. Certifique-se de que todos os itens solicitados foram atendidos e envie no formato .pdf, .txt ou .doc na ferramenta Studeo.\u003cbr\u003e\r\n3. A entrega deve ser feita por meio do \u003cem\u003eTemplate\u003c\/em\u003e de entrega da atividade MAPA, disponível no material da disciplina.\u003cbr\u003e\r\n4. Antes de enviar sua atividade, certifique-se de que respondeu a todas as perguntas e realize uma cuidadosa correção ortográfica.\u003cbr\u003e\r\n5. Após o envio, não são permitas alterações, ou modificações. Logo, você tem apenas uma chance de enviar o arquivo corretamente. Revise bem antes de enviar!\u003cbr\u003e\r\n6. Lembre-se de que evidências de cópias de materiais, incluindo de outros estudantes, sem devidas referências, serão inquestionavelmente zeradas. As citações e referências, mesmo que do livro da disciplina, devem ser realizadas conforme normas da Instituição de Ensino.\u003cbr\u003e\r\n7. Não são permitidas correções parciais no decorrer do módulo, ou seja, o famoso: “professor, veja se minha atividade está certa?”. Isso invalida seu processo avaliativo. Lembre-se de que a interpretação da atividade também faz parte da avaliação.\u003cbr\u003e\r\n8. Procure sanar suas dúvidas junto à mediação em tempo hábil sobre o conteúdo exigido na atividade, de modo que consiga realizar sua participação.\u003cbr\u003e\r\n9. Atenção ao prazo de entrega, evite envio de atividade em cima do prazo. Você pode ter algum problema com internet, computador, software etc., e os prazos não serão flexibilizados, mesmo em caso de comprovação.\u003cbr\u003e\r\n \u003cbr\u003e\r\nBons estudos!\u003c\/div\u003e\u003cbr\u003e\u003cbr\u003e\u003ca href=\"https:\/\/wa.me\/5518981218965?text=Ol%C3%A1!%20Quero%20saber%20mais%20sobre%20esta%20atividade:%20%0A%0A*MAPA%20-%20IMERS%C3%83O%20PROFISSIONAL%20PROJETO%20PR%C3%81TICO%20DE%20CI%C3%8ANCIA%20DE%20DADOS*\" target=\"_blank\" style=\"display: inline-block; background: #25D366; color: #fff; padding: 12px 20px; border-radius: 5px; text-decoration: none; font-weight: bold; margin-top: 15px;width:100%;text-align:center\"\u003eClique Aqui e Compre pelo Whatsapp\u003c\/a\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e","brand":"Loja Papiron","offers":[{"title":"Default Title","offer_id":47592561475807,"sku":"5FZ4rsywxomiUBthCiSTkJ","price":49.9,"currency_code":"BRL","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0747\/5891\/4271\/files\/Logo_Unicesumar_b3550a71-709c-4202-a118-0fb4e8aadc92.png?v=1763301524","url":"https:\/\/www.lojapapiron.com.br\/products\/mapa-imersao-profissional-projeto-pratico-de-ciencia-de-dados-54-2025","provider":"Loja Papiron","version":"1.0","type":"link"}