Reunião 28/7/2022

 Pauta:

- Vermos slides Harvard

      - Briefing

      - Proposta

      - Sem detalhes por que já os vimos em nossas reuniões de quinta feira (jueves)

- Mostrar Site LIA - Laboratório de IA:

    

- Continuarmos com Machine Learning Supervisionado para Classificação: 

        - Mostrar outros exemplos e ferramentas, Robust MANOVA para checar resultados da IA - Slides em Postagem de Slides de 28/7

        - Exemplo do Dinheiro Falso

        - Slides com saída do Weka

        - Fazermos juntos em Excel a seleção de Variáveis Preditoras da IA

                - Lermos arquivo desta postagem em Excel, depois em SAS

        - Rodar SAS

                - Importância para Gestão e Ciência de Dados e BI. Também IA e Visual Analitic.

                - Arquivo para o SAS

Arquivo para o Weka

@RELATION banco

@ATTRIBUTE Length REAL

@ATTRIBUTE Left REAL

@ATTRIBUTE Right REAL

@ATTRIBUTE Bottom REAL

@ATTRIBUTE Top REAL

@ATTRIBUTE Diagonal REAL

@ATTRIBUTE Class {FALSO,VERDAD}

@DATA      

214.8,131.0,131.1,9.0,9.7,141.0,FALSO

214.6,129.7,129.7,8.1,9.5,141.7,FALSO

214.8,129.7,129.7,8.7,9.6,142.2,FALSO

214.8,129.7,129.6,7.5,10.4,142.0,FALSO

215.0,129.6,129.7,10.4,7.7,141.8,FALSO

215.7,130.8,130.5,9.0,10.1,141.4,FALSO

215.5,129.5,129.7,7.9,9.6,141.6,FALSO

214.5,129.6,129.2,7.2,10.7,141.7,FALSO

214.9,129.4,129.7,8.2,11.0,141.9,FALSO

215.2,130.4,130.3,9.2,10.0,140.7,FALSO

215.3,130.4,130.3,7.9,11.7,141.8,FALSO

215.1,129.5,129.6,7.7,10.5,142.2,FALSO

215.2,130.8,129.6,7.9,10.8,141.4,FALSO

214.7,129.7,129.7,7.7,10.9,141.7,FALSO

215.1,129.9,129.7,7.7,10.8,141.8,FALSO

214.5,129.8,129.8,9.3,8.5,141.6,FALSO

214.6,129.9,130.1,8.2,9.8,141.7,FALSO

215.0,129.9,129.7,9.0,9.0,141.9,FALSO

215.2,129.6,129.6,7.4,11.5,141.5,FALSO

214.7,130.2,129.9,8.6,10.0,141.9,FALSO

215.0,129.9,129.3,8.4,10.0,141.4,FALSO

215.6,130.5,130.0,8.1,10.3,141.6,FALSO

215.3,130.6,130.0,8.4,10.8,141.5,FALSO

215.7,130.2,130.0,8.7,10.0,141.6,FALSO

215.1,129.7,129.9,7.4,10.8,141.1,FALSO

215.3,130.4,130.4,8.0,11.0,142.3,FALSO

215.5,130.2,130.1,8.9,9.8,142.4,FALSO

215.1,130.3,130.3,9.8,9.5,141.9,FALSO

215.1,130.0,130.0,7.4,10.5,141.8,FALSO

214.8,129.7,129.3,8.3,9.0,142.0,FALSO

215.2,130.1,129.8,7.9,10.7,141.8,FALSO

214.8,129.7,129.7,8.6,9.1,142.3,FALSO

215.0,130.0,129.6,7.7,10.5,140.7,FALSO

215.6,130.4,130.1,8.4,10.3,141.0,FALSO

215.9,130.4,130.0,8.9,10.6,141.4,FALSO

214.6,130.2,130.2,9.4,9.7,141.8,FALSO

215.5,130.3,130.0,8.4,9.7,141.8,FALSO

215.3,129.9,129.4,7.9,10.0,142.0,FALSO

215.3,130.3,130.1,8.5,9.3,142.1,FALSO

213.9,130.3,129.0,8.1,9.7,141.3,FALSO

214.4,129.8,129.2,8.9,9.4,142.3,FALSO

214.8,130.1,129.6,8.8,9.9,140.9,FALSO

214.9,129.6,129.4,9.3,9.0,141.7,FALSO

214.9,130.4,129.7,9.0,9.8,140.9,FALSO

214.8,129.4,129.1,8.2,10.2,141.0,FALSO

214.3,129.5,129.4,8.3,10.2,141.8,FALSO

214.8,129.9,129.7,8.3,10.2,141.5,FALSO

214.8,129.9,129.7,7.3,10.9,142.0,FALSO

214.6,129.7,129.8,7.9,10.3,141.1,FALSO

214.5,129.0,129.6,7.8,9.8,142.0,FALSO

214.6,129.8,129.4,7.2,10.0,141.3,FALSO

215.3,130.6,130.0,9.5,9.7,141.1,FALSO

214.5,130.1,130.0,7.8,10.9,140.9,FALSO

215.4,130.2,130.2,7.6,10.9,141.6,FALSO

214.5,129.4,129.5,7.9,10.0,141.4,FALSO

215.2,129.7,129.4,9.2,9.4,142.0,FALSO

215.7,130.0,129.4,9.2,10.4,141.2,FALSO

215.0,129.6,129.4,8.8,9.0,141.1,FALSO

215.1,130.1,129.9,7.9,11.0,141.3,FALSO

215.1,130.0,129.8,8.2,10.3,141.4,FALSO

215.1,129.6,129.3,8.3,9.9,141.6,FALSO

215.3,129.7,129.4,7.5,10.5,141.5,FALSO

215.4,129.8,129.4,8.0,10.6,141.5,FALSO

214.5,130.0,129.5,8.0,10.8,141.4,FALSO

215.0,130.0,129.8,8.6,10.6,141.5,FALSO

215.2,130.6,130.0,8.8,10.6,140.8,FALSO

214.6,129.5,129.2,7.7,10.3,141.3,FALSO

214.8,129.7,129.3,9.1,9.5,141.5,FALSO

215.1,129.6,129.8,8.6,9.8,141.8,FALSO

214.9,130.2,130.2,8.0,11.2,139.6,FALSO

213.8,129.8,129.5,8.4,11.1,140.9,FALSO

215.2,129.9,129.5,8.2,10.3,141.4,FALSO

215.0,129.6,130.2,8.7,10.0,141.2,FALSO

214.4,129.9,129.6,7.5,10.5,141.8,FALSO

215.2,129.9,129.7,7.2,10.6,142.1,FALSO

214.1,129.6,129.3,7.6,10.7,141.7,FALSO

214.9,129.9,130.1,8.8,10.0,141.2,FALSO

214.6,129.8,129.4,7.4,10.6,141.0,FALSO

215.2,130.5,129.8,7.9,10.9,140.9,FALSO

214.6,129.9,129.4,7.9,10.0,141.8,FALSO

215.1,129.7,129.7,8.6,10.3,140.6,FALSO

214.9,129.8,129.6,7.5,10.3,141.0,FALSO

215.2,129.7,129.1,9.0,9.7,141.9,FALSO

215.2,130.1,129.9,7.9,10.8,141.3,FALSO

215.4,130.7,130.2,9.0,11.1,141.2,FALSO

215.1,129.9,129.6,8.9,10.2,141.5,FALSO

215.2,129.9,129.7,8.7,9.5,141.6,FALSO

215.0,129.6,129.2,8.4,10.2,142.1,FALSO

214.9,130.3,129.9,7.4,11.2,141.5,FALSO

215.0,129.9,129.7,8.0,10.5,142.0,FALSO

214.7,129.7,129.3,8.6,9.6,141.6,FALSO

215.4,130.0,129.9,8.5,9.7,141.4,FALSO

214.9,129.4,129.5,8.2,9.9,141.5,FALSO

214.5,129.5,129.3,7.4,10.7,141.5,FALSO

214.7,129.6,129.5,8.3,10.0,142.0,FALSO

215.6,129.9,129.9,9.0,9.5,141.7,FALSO

215.0,130.4,130.3,9.1,10.2,141.1,FALSO

214.4,129.7,129.5,8.0,10.3,141.2,FALSO

215.1,130.0,129.8,9.1,10.2,141.5,FALSO

214.7,130.0,129.4,7.8,10.0,141.2,FALSO

214.4,130.1,130.3,9.7,11.7,139.8,VERDAD

214.9,130.5,130.2,11.0,11.5,139.5,VERDAD

214.9,130.3,130.1,8.7,11.7,140.2,VERDAD

215.0,130.4,130.6,9.9,10.9,140.3,VERDAD

214.7,130.2,130.3,11.8,10.9,139.7,VERDAD

215.0,130.2,130.2,10.6,10.7,139.9,VERDAD

215.3,130.3,130.1,9.3,12.1,140.2,VERDAD

214.8,130.1,130.4,9.8,11.5,139.9,VERDAD

215.0,130.2,129.9,10.0,11.9,139.4,VERDAD

215.2,130.6,130.8,10.4,11.2,140.3,VERDAD

215.2,130.4,130.3,8.0,11.5,139.2,VERDAD

215.1,130.5,130.3,10.6,11.5,140.1,VERDAD

215.4,130.7,131.1,9.7,11.8,140.6,VERDAD

214.9,130.4,129.9,11.4,11.0,139.9,VERDAD

215.1,130.3,130.0,10.6,10.8,139.7,VERDAD

215.5,130.4,130.0,8.2,11.2,139.2,VERDAD

214.7,130.6,130.1,11.8,10.5,139.8,VERDAD

214.7,130.4,130.1,12.1,10.4,139.9,VERDAD

214.8,130.5,130.2,11.0,11.0,140.0,VERDAD

214.4,130.2,129.9,10.1,12.0,139.2,VERDAD

214.8,130.3,130.4,10.1,12.1,139.6,VERDAD

215.1,130.6,130.3,12.3,10.2,139.6,VERDAD

215.3,130.8,131.1,11.6,10.6,140.2,VERDAD

215.1,130.7,130.4,10.5,11.2,139.7,VERDAD

214.7,130.5,130.5,9.9,10.3,140.1,VERDAD

214.9,130.0,130.3,10.2,11.4,139.6,VERDAD

215.0,130.4,130.4,9.4,11.6,140.2,VERDAD

215.5,130.7,130.3,10.2,11.8,140.0,VERDAD

215.1,130.2,130.2,10.1,11.3,140.3,VERDAD

214.5,130.2,130.6,9.8,12.1,139.9,VERDAD

214.3,130.2,130.0,10.7,10.5,139.8,VERDAD

214.5,130.2,129.8,12.3,11.2,139.2,VERDAD

214.9,130.5,130.2,10.6,11.5,139.9,VERDAD

214.6,130.2,130.4,10.5,11.8,139.7,VERDAD

214.2,130.0,130.2,11.0,11.2,139.5,VERDAD

214.8,130.1,130.1,11.9,11.1,139.5,VERDAD

214.6,129.8,130.2,10.7,11.1,139.4,VERDAD

214.9,130.7,130.3,9.3,11.2,138.3,VERDAD

214.6,130.4,130.4,11.3,10.8,139.8,VERDAD

214.5,130.5,130.2,11.8,10.2,139.6,VERDAD

214.8,130.2,130.3,10.0,11.9,139.3,VERDAD

214.7,130.0,129.4,10.2,11.0,139.2,VERDAD

214.6,130.2,130.4,11.2,10.7,139.9,VERDAD

215.0,130.5,130.4,10.6,11.1,139.9,VERDAD

214.5,129.8,129.8,11.4,10.0,139.3,VERDAD

214.9,130.6,130.4,11.9,10.5,139.8,VERDAD

215.0,130.5,130.4,11.4,10.7,139.9,VERDAD

215.3,130.6,130.3,9.3,11.3,138.1,VERDAD

214.7,130.2,130.1,10.7,11.0,139.4,VERDAD

214.9,129.9,130.0,9.9,12.3,139.4,VERDAD

214.9,130.3,129.9,11.9,10.6,139.8,VERDAD

214.6,129.9,129.7,11.9,10.1,139.0,VERDAD

214.6,129.7,129.3,10.4,11.0,139.3,VERDAD

214.5,130.1,130.1,12.1,10.3,139.4,VERDAD

214.5,130.3,130.0,11.0,11.5,139.5,VERDAD

215.1,130.0,130.3,11.6,10.5,139.7,VERDAD

214.2,129.7,129.6,10.3,11.4,139.5,VERDAD

214.4,130.1,130.0,11.3,10.7,139.2,VERDAD

214.8,130.4,130.6,12.5,10.0,139.3,VERDAD

214.6,130.6,130.1,8.1,12.1,137.9,VERDAD

215.6,130.1,129.7,7.4,12.2,138.4,VERDAD

214.9,130.5,130.1,9.9,10.2,138.1,VERDAD

214.6,130.1,130.0,11.5,10.6,139.5,VERDAD

214.7,130.1,130.2,11.6,10.9,139.1,VERDAD

214.3,130.3,130.0,11.4,10.5,139.8,VERDAD

215.1,130.3,130.6,10.3,12.0,139.7,VERDAD

216.3,130.7,130.4,10.0,10.1,138.8,VERDAD

215.6,130.4,130.1,9.6,11.2,138.6,VERDAD

214.8,129.9,129.8,9.6,12.0,139.6,VERDAD

214.9,130.0,129.9,11.4,10.9,139.7,VERDAD

213.9,130.7,130.5,8.7,11.5,137.8,VERDAD

214.2,130.6,130.4,12.0,10.2,139.6,VERDAD

214.8,130.5,130.3,11.8,10.5,139.4,VERDAD

214.8,129.6,130.0,10.4,11.6,139.2,VERDAD

214.8,130.1,130.0,11.4,10.5,139.6,VERDAD

214.9,130.4,130.2,11.9,10.7,139.0,VERDAD

214.3,130.1,130.1,11.6,10.5,139.7,VERDAD

214.5,130.4,130.0,9.9,12.0,139.6,VERDAD

214.8,130.5,130.3,10.2,12.1,139.1,VERDAD

214.5,130.2,130.4,8.2,11.8,137.8,VERDAD

215.0,130.4,130.1,11.4,10.7,139.1,VERDAD

214.8,130.6,130.6,8.0,11.4,138.7,VERDAD

215.0,130.5,130.1,11.0,11.4,139.3,VERDAD

214.6,130.5,130.4,10.1,11.4,139.3,VERDAD

214.7,130.2,130.1,10.7,11.1,139.5,VERDAD

214.7,130.4,130.0,11.5,10.7,139.4,VERDAD

214.5,130.4,130.0,8.0,12.2,138.5,VERDAD

214.8,130.0,129.7,11.4,10.6,139.2,VERDAD

214.8,129.9,130.2,9.6,11.9,139.4,VERDAD

214.6,130.3,130.2,12.7,9.1,139.2,VERDAD

215.1,130.2,129.8,10.2,12.0,139.4,VERDAD

215.4,130.5,130.6,8.8,11.0,138.6,VERDAD

214.7,130.3,130.2,10.8,11.1,139.2,VERDAD

215.0,130.5,130.3,9.6,11.0,138.5,VERDAD

214.9,130.3,130.5,11.6,10.6,139.8,VERDAD

215.0,130.4,130.3,9.9,12.1,139.6,VERDAD

215.1,130.3,129.9,10.3,11.5,139.7,VERDAD

214.8,130.3,130.4,10.6,11.1,140.0,VERDAD

214.7,130.7,130.8,11.2,11.2,139.4,VERDAD

214.3,129.9,129.9,10.2,11.5,139.6,VERDAD