Análise dados Graciana

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1 
 
Análise dados Graciana 
(1) Segmentos: 
Industria=1 
Comércio=2 
Serviços=3 
Atividade rural=4 
Construção=5 
Serviços domésticos= 6 
(2) Sexo: 
1=feminino 
2=masculino 
(3) Estado civil: 
1=solteiro 
2=casado 
(4) Escolaridade: 
1=primeiro grau 
2=segundo grau 
3=terceiro grau 
(5) ICT: 
 
 7 a 27 pontos =capacidade baixa 
28 a 36 pontos =capacidade moderada 
37 a 43 pontos =capacidade boa 
44 a 49 pontos =capacidade moderada 
2 
 
X= ICT transformado 
 
X= ICT está no intervalo (7,49); considerar a transformação 
 Y=(X-7)/(49-7) = (X-7)/ 42 , isto é, Y está definido no intervalo (0,1) 
 
X = 42Y+7 
 
Dados: 
 
 
Segmento 
 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
3 
 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 
 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 4 4 4 
 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 
 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 
 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 5 5 5 
 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 
 5 5 5 5 5 5 5 5 7 3 3 2 2 3 3 3 3 4 3 
 3 12 2 2 2 2 2 5 2 2 2 1 2 2 3 4 3 2 
 3 3 3 2 2 3 2 3 2 3 1 1 3 2 6 6 6 3 3 
 3 3 3 3 3 3 2 3 3 3 3 2 3 3 3 3 3 3 6 
 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 3 3 1 
 3 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 
 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 
 6 6 6 6 6 6 6 6 6 6 3 3 3 3 3 6 6 3 3 
 
 
Sexo 
 
 1 1 1 1 2 2 2 2 1 2 2 2 1 1 1 2 2 2 2 
 2 1 2 1 2 2 2 1 2 2 2 2 2 2 2 2 1 2 2 
 1 2 2 2 2 1 1 2 1 1 1 1 2 1 2 2 2 2 2 
4 
 
 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 1 1 
 1 2 1 2 1 2 1 2 1 1 1 1 2 2 2 1 1 1 1 
 1 1 2 2 2 2 2 2 2 2 2 2 1 2 2 1 1 1 2 
 1 1 1 1 1 2 2 2 2 1 1 2 1 1 1 1 1 1 1 
 2 1 2 1 2 1 1 2 1 2 1 1 1 1 1 2 2 1 2 
 2 2 1 1 2 1 2 1 2 2 2 1 2 1 2 1 2 1 2 
 2 2 2 1 2 1 2 2 1 1 1 1 1 1 1 2 1 1 1 
 1 1 2 1 2 1 2 2 2 1 1 1 1 2 1 1 1 1 1 
 1 1 1 1 2 1 1 2 1 2 2 2 2 1 1 2 2 2 2 
 1 2 2 2 2 2 2 1 2 2 2 1 2 2 1 2 2 2 2 
 2 2 2 2 1 2 2 1 1 2 1 1 1 1 1 2 2 2 1 
 1 2 2 1 1 2 1 2 2 2 2 2 1 2 2 2 2 1 2 
 2 1 2 2 2 2 2 2 2 2 2 1 1 2 1 2 1 2 2 
 2 2 1 1 2 2 2 2 2 2 2 2 2 2 1 2 2 1 2 
 2 2 2 1 1 1 2 1 1 2 2 1 1 2 2 2 2 2 2 
 1 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 
 2 1 1 2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 
 2 2 2 2 1 1 1 1 1 2 2 1 2 2 2 2 1 1 2 
 2 1 1 1 1 2 2 2 2 2 1 1 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 1 1 1 2 2 2 2 2 2 2 1 2 
 2 2 2 2 1 1 1 2 2 2 1 1 1 1 2 2 1 2 1 
 1 2 1 1 2 2 1 1 2 1 2 2 2 2 2 2 2 2 2 
 2 2 2 1 2 2 2 2 1 2 2 2 2 1 1 1 1 2 2 
 2 1 2 1 1 1 1 1 1 1 1 2 1 1 1 2 1 2 2 
 2 2 1 2 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 
 2 1 2 1 2 1 1 1 1 1 2 1 1 1 2 2 1 2 2 
 2 2 1 1 2 1 2 1 2 2 2 2 1 2 1 1 1 2 1 
 2 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 1 
 1 2 2 1 2 1 2 1 1 1 1 1 1 2 2 2 2 2 1 
 2 1 1 1 1 1 2 2 1 1 1 2 2 2 1 1 1 1 2 
 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 
 1 2 1 2 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 
 1 1 1 1 2 2 2 1 2 2 1 2 1 1 1 1 1 2 1 
 2 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 1 
 2 1 1 1 1 2 2 2 1 2 2 1 2 1 1 1 1 2 1 
 1 1 2 2 2 1 1 1 1 2 1 2 1 2 2 1 1 2 1 
 1 1 1 1 1 1 2 2 2 1 2 1 1 2 2 2 2 1 2 
 2 1 2 2 2 2 2 2 1 2 1 2 1 2 2 2 2 2 1 
 2 2 2 1 1 1 2 2 1 1 2 1 2 2 1 1 1 2 1 
 1 2 1 2 1 2 2 1 1 1 2 2 2 2 1 2 2 1 1 
 1 1 1 2 1 1 1 1 1 2 1 1 1 2 2 1 2 2 1 
 2 1 2 1 1 2 1 2 2 2 1 1 1 2 1 2 2 1 1 
 2 1 1 1 2 1 1 1 1 1 1 1 1 2 2 2 1 2 1 
 1 2 2 1 2 1 1 2 1 1 2 2 2 1 1 1 1 2 1 
 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 
 2 1 1 1 1 1 2 2 1 1 1 1 1 2 1 2 1 1 1 
 1 1 1 1 1 2 2 1 2 1 1 1 2 1 1 1 1 1 2 
 2 1 1 1 1 1 1 2 2 1 2 2 1 2 1 1 2 1 2 
 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 
 1 2 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 
 1 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 2 1 1 1 1 1 2 2 2 1 1 1 1 1 
 1 2 1 1 1 2 1 1 2 1 2 2 2 1 1 1 1 2 1 
 1 1 2 1 1 2 1 1 1 2 1 1 2 2 1 1 1 2 1 
 1 2 1 2 2 1 1 2 1 1 1 1 2 1 1 1 1 1 1 
 2 2 1 1 1 2 2 1 1 1 2 1 1 2 1 1 1 1 2 
 1 2 1 1 1 1 2 2 1 1 1 1 1 2 2 2 2 2 2 
 2 2 1 2 2 1 2 1 1 1 1 1 1 1 1 2 1 1 2 
 1 1 1 2 2 1 1 2 2 2 1 2 1 1 1 1 2 1 1 
 1 2 2 1 1 1 1 1 1 1 1 1 2 1 2 1 1 1 1 
 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 
 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 
 1 2 1 2 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 2 1 2 1 2 1 1 1 
 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 
 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 2 1 1 
5 
 
 1 2 2 2 1 1 1 2 1 1 2 1 1 1 1 1 1 1 2 
 2 1 1 1 1 2 1 1 2 2 1 1 1 2 2 2 2 2 2 
 1 1 1 1 2 1 1 1 1 1 2 1 2 1 2 1 1 1 1 
 1 1 1 1 1 2 1 2 1 2 2 2 1 2 1 1 2 2 1 
 2 2 2 1 1 1 1 1 1 2 1 1 1 1 2 1 2 1 1 
 1 2 1 2 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 
 1 1 2 1 1 1 1 1 2 2 2 2 1 2 1 1 1 1 1 
 1 1 1 1 2 1 1 2 1 1 1 1 2 2 1 1 2 2 2 
 1 1 1 2 2 1 2 1 1 1 2 2 2 2 2 2 2 1 2 
 1 1 2 2 1 1 2 1 1 2 1 2 1 2 1 2 2 1 1 
 1 1 1 1 1 2 2 1 2 2 1 1 1 1 1 2 1 1 2 
 2 2 2 2 1 1 1 1 1 1 1 1 1 1 2 1 2 1 2 
 2 1 2 2 2 1 1 2 1 1 1 1 2 1 2 2 1 1 1 
 1 1 1 1 2 2 1 2 1 1 1 2 2 2 2 2 2 1 2 
 2 1 1 2 1 2 2 2 1 2 1 2 2 1 1 2 1 1 1 
 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 
 2 2 2 2 2 2 2 1 2 2 2 2 1 1 2 1 1 2 2 
 1 1 2 2 2 1 2 2 2 2 1 2 1 2 1 2 2 2 1 
 2 1 2 2 2 1 2 2 2 1 2 2 2 2 1 2 1 1 2 
 1 2 2 1 2 2 2 2 1 2 2 2 2 1 2 1 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 2 1 1 2 1 1 1 1 1 1 2 1 
 2 1 1 2 2 2 1 1 2 2 2 1 2 2 2 1 2 2 1 
 1 2 2 1 2 1 1 1 2 1 2 21 1 1 1 1 2 1 
 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 
 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 2 
 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 
 1 1 1 1 1 1 1 1 1 2 2 2 2 1 1 1 1 1 2 
 
 
Idade 
 
 20 35 20 25 43 29 42 54 32 22 38 58 20 25 22 
 44 29 38 23 57 37 30 52 47 31 46 43 26 26 47 
 45 34 23 25 23 23 19 23 22 36 22 46 22 24 40 
 33 31 21 32 28 40 35 25 33 31 32 22 21 23 40 
 21 22 29 36 32 20 21 26 22 22 24 31 23 40 35 
 29 31 27 25 29 25 53 41 19 17 21 39 33 22 37 
 23 21 18 22 23 22 15 46 35 31 36 20 48 26 21 
 40 37 21 29 27 29 27 28 35 32 40 32 24 38 24 
 27 26 26 21 55 30 30 23 25 38 26 29 20 26 25 
 26 36 17 55 20 30 23 25 25 31 29 25 29 30 51 
 27 40 34 23 27 26 39 29 34 29 30 32 26 23 31 
 58 24 20 22 17 18 58 22 22 29 22 20 30 33 22 
 31 27 30 26 21 22 30 23 21 20 21 23 20 22 21 
 24 27 17 22 23 19 21 29 49 41 25 23 29 50 34 
 41 26 34 31 28 35 24 20 40 39 27 48 43 30 45 
 32 40 32 24 56 33 27 46 29 23 39 24 46 31 22 
 33 39 22 22 59 22 72 29 51 32 25 22 25 17 36 
 28 27 28 25 26 25 19 43 58 49 27 33 59 58 20 
 24 21 31 45 44 25 21 28 58 57 51 56 56 50 57 
 57 36 32 24 47 32 20 30 45 30 22 38 19 38 31 
 31 27 35 20 27 32 23 41 29 23 27 24 49 26 21 
 25 33 41 24 23 25 29 24 35 29 24 36 47 46 37 
 28 24 20 37 24 25 38 32 23 35 29 25 25 34 44 
 32 25 24 23 38 47 30 28 31 46 45 22 29 32 22 
 20 41 28 23 22 29 36 27 33 19 31 21 33 25 30 
 29 23 37 28 30 26 27 30 28 33 21 32 23 28 30 
 37 29 22 25 49 39 30 29 29 21 25 19 53 31 55 
 24 31 32 21 23 20 33 30 25 39 23 33 59 30 29 
 25 30 55 23 65 35 33 35 20 20 32 32 47 25 25 
 27 33 26 27 33 34 21 48 57 43 33 50 23 30 61 
 48 59 52 41 34 28 23 24 21 19 39 26 30 19 44 
 56 30 47 26 23 53 52 26 31 22 21 46 40 45 55 
 40 26 43 48 56 23 30 28 37 63 55 40 21 19 24 
 32 23 46 30 25 26 35 27 47 47 49 67 19 43 36 
6 
 
 34 31 58 41 41 27 38 20 26 21 19 21 27 20 20 
 27 23 47 39 28 30 42 29 41 19 32 29 30 56 24 
 25 29 55 43 25 20 62 21 29 53 18 41 65 65 33 
 33 23 48 34 30 48 38 42 33 18 25 23 30 27 34 
 49 35 24 41 34 51 53 29 42 43 28 52 21 20 20 
 21 24 25 36 19 24 39 26 30 50 40 23 53 25 21 
 24 19 49 26 33 24 32 28 19 53 46 22 33 22 24 
 68 22 51 29 27 56 37 28 41 34 37 24 28 25 28 
 17 30 26 36 39 33 19 45 51 36 28 38 30 26 25 
 22 23 18 49 17 36 56 30 24 45 28 29 19 28 47 
 32 58 25 25 63 35 19 24 27 48 45 22 38 55 34 
 41 27 42 25 40 30 34 35 33 30 24 21 19 31 18 
 58 17 23 64 23 19 39 27 18 18 42 52 25 22 27 
 50 35 41 18 24 22 23 42 21 23 29 30 25 28 34 
 25 36 40 26 18 25 51 22 47 18 29 19 42 38 19 
 31 25 35 23 20 41 29 21 54 32 55 20 24 21 40 
 42 39 41 22 25 17 48 20 18 17 21 21 27 22 29 
 18 58 53 22 37 16 17 33 33 26 19 22 45 24 28 
 35 35 32 30 39 23 25 46 34 24 24 30 20 32 20 
 21 19 18 20 40 37 44 26 21 25 21 25 51 37 24 
 35 39 43 29 28 37 30 21 36 21 29 23 26 22 37 
 58 29 33 44 39 28 45 29 25 30 20 24 45 19 17 
 46 26 32 18 49 48 45 22 41 28 46 48 42 20 35 
 20 33 34 25 39 41 22 34 19 31 34 51 31 19 42 
 55 20 52 44 23 54 54 54 56 46 37 23 63 53 47 
 60 45 20 45 20 44 36 35 21 19 69 47 42 22 51 
 20 47 23 49 47 47 46 27 25 34 27 35 42 32 42 
 55 60 33 50 42 22 30 20 32 28 48 30 51 29 37 
 34 25 36 21 41 32 35 27 30 47 29 34 28 29 36 
 48 47 51 37 47 22 23 48 35 21 49 37 40 48 41 
 35 29 38 22 28 29 26 23 41 20 35 50 37 44 50 
 44 59 50 65 32 30 21 65 55 40 51 45 48 19 68 
 49 49 40 39 30 32 58 31 53 36 61 34 48 37 33 
 46 42 40 44 41 44 50 36 49 26 24 37 24 23 55 
 26 39 24 31 43 25 17 51 50 48 27 22 55 61 59 
 33 33 27 27 22 27 22 31 49 50 56 21 33 72 59 
 30 30 36 32 63 28 28 47 49 51 35 41 48 40 30 
 57 37 40 24 65 47 21 40 30 26 52 32 55 56 39 
 52 52 21 48 39 58 52 49 24 55 42 19 19 53 53 
 59 19 43 32 40 46 44 63 34 29 26 47 37 32 40 
 50 60 45 23 27 23 32 31 58 33 16 38 24 47 56 
 20 32 30 55 16 51 50 45 51 49 24 30 28 23 49 
 19 50 30 84 43 28 32 35 60 30 49 22 24 40 34 
 43 37 33 57 19 23 30 33 28 25 50 43 31 40 40 
 23 33 23 37 40 40 20 41 39 33 43 39 44 29 30 
 26 25 24 29 31 36 26 30 39 29 22 55 26 20 27 
 32 29 36 20 21 24 21 46 23 27 39 21 26 30 38 
 26 31 26 25 50 37 24 23 49 38 27 36 28 32 58 
 35 52 22 25 26 47 49 23 28 23 23 26 58 41 72 
 34 40 21 23 19 21 32 24 38 19 30 46 40 42 30 
 35 44 49 20 39 37 54 35 41 25 22 44 26 33 44 
 32 49 37 33 29 30 43 34 53 22 39 26 63 25 27 
 36 28 21 34 30 20 29 64 49 33 20 24 64 40 39 
 19 30 50 31 25 23 55 19 53 23 30 21 24 52 51 
 36 36 22 51 31 33 56 23 43 34 25 26 38 34 47 
 48 36 42 26 41 57 36 29 36 34 40 30 29 29 63 
 18 27 33 59 28 41 58 29 20 19 28 21 33 49 35 
 19 53 45 27 22 33 34 24 61 26 25 48 16 34 46 
 30 45 23 23 40 40 23 35 26 26 37 40 53 42 51 
 47 60 54 46 26 39 40 25 45 52 34 32 32 23 50 
 42 30 30 60 43 35 20 21 30 46 59 22 28 32 37 
 30 35 36 41 34 59 39 21 23 49 27 28 29 15 29 
 25 57 20 41 37 27 40 50 39 48 25 26 27 29 26 
 19 20 28 38 20 35 2041 58 50 50 53 55 53 54 
 51 43 55 50 54 48 31 43 23 46 22 23 26 23 24 
 21 33 22 31 32 29 36 23 25 29 31 22 40 22 44 
 18 28 29 24 24 33 40 46 36 26 21 31 35 49 29 
 30 29 24 44 35 23 33 26 33 20 23 42 31 27 45 
7 
 
 42 19 29 23 23 23 35 28 46 33 37 43 38 42 23 
 48 30 46 46 19 17 22 41 30 19 20 24 30 57 36 
 26 19 26 60 49 50 36 22 20 20 22 21 52 25 22 
 26 22 43 40 24 22 19 44 30 30 47 34 20 25 16 
 28 30 22 23 58 37 19 57 47 61 20 24 45 54 20 
 23 33 25 51 20 59 40 57 33 71 37 32 21 49 44 
 71 63 65 39 35 44 55 34 22 24 34 48 18 43 35 
 25 40 31 50 21 43 20 45 33 23 42 38 53 42 42 
 65 60 60 33 47 47 47 49 49 80 40 50 73 67 30 
 68 58 62 70 55 78 29 25 40 60 57 48 41 21 63 
 66 52 40 36 25 56 53 55 25 20 46 28 32 57 30 
 56 37 59 29 39 37 59 65 39 51 43 40 44 73 34 
 74 28 45 40 31 45 59 44 29 50 57 38 74 71 58 
 50 33 34 30 51 51 25 46 21 61 56 55 45 52 57 
 22 45 32 45 44 47 18 54 57 56 29 47 30 31 50 
 47 53 35 31 43 18 27 28 46 39 62 41 42 50 21 
 56 52 21 41 35 55 46 44 37 42 44 24 56 45 45 
 55 51 54 31 45 46 32 55 41 64 47 48 62 28 20 
 59 76 53 29 32 38 22 23 30 36 24 35 21 20 43 
 45 24 42 34 38 38 39 54 65 28 23 42 40 33 32 
 30 25 27 19 23 28 19 30 19 36 33 27 21 44 39 
 25 46 23 42 43 22 49 64 48 29 25 33 49 38 65 
 42 44 58 23 47 48 48 51 33 65 49 52 21 59 35 
 38 48 32 60 38 24 53 38 21 38 29 57 53 52 51 
 20 27 21 38 34 39 48 53 66 76 
 
 
estado civil 
 
 2 2 1 2 2 1 1 2 1 1 2 2 1 1 1 2 2 2 2 
 1 2 2 1 2 2 2 2 2 2 2 2 2 1 1 1 2 1 1 
 1 2 1 2 1 1 2 2 1 1 2 2 1 2 1 2 2 2 1 
 1 1 2 1 1 2 2 2 1 1 1 1 1 1 1 2 2 2 2 
 1 2 1 2 2 2 2 1 1 1 2 2 1 1 1 1 1 2 2 
 1 1 2 1 2 2 1 2 1 2 1 2 1 2 2 2 2 2 1 
 2 1 2 2 1 2 2 1 1 2 2 1 2 1 2 2 1 2 2 
 1 2 1 2 1 2 1 2 1 1 2 2 1 1 2 2 2 1 2 
 2 1 2 2 2 2 2 2 2 2 1 1 1 2 1 1 1 1 1 
 2 1 1 1 1 1 2 2 1 2 1 1 2 2 1 2 1 1 1 
 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 2 1 
 2 2 2 2 1 2 1 1 2 2 2 1 2 2 1 2 2 2 1 
 1 2 1 1 2 1 1 2 2 2 2 1 1 2 1 1 1 1 2 
 1 2 1 2 1 2 1 2 2 2 2 1 1 2 1 2 2 2 2 
 2 2 2 1 1 1 1 1 2 1 1 1 2 2 2 2 2 2 2 
 2 1 2 2 2 2 1 2 2 2 1 2 1 2 2 2 1 2 1 
 2 2 2 2 1 1 2 1 2 2 1 2 2 2 1 1 1 2 2 
 2 1 1 2 2 1 2 1 1 1 1 1 1 2 2 1 2 2 1 
 1 2 2 2 1 1 1 1 2 2 2 2 2 2 1 2 1 1 1 
 2 2 1 1 2 1 2 2 1 2 1 2 2 1 2 1 2 2 2 
 1 1 2 1 2 1 2 1 2 2 1 2 1 1 2 2 2 2 2 
 1 1 1 2 1 2 1 2 2 1 1 2 1 1 1 2 1 2 2 
 1 2 1 1 2 1 2 2 1 2 1 1 2 2 2 2 2 2 2 
 2 2 2 2 1 2 2 2 2 2 1 2 2 2 2 2 2 1 1 
 1 1 1 1 2 2 1 1 2 2 1 2 1 1 2 2 1 1 1 
 1 2 2 2 2 2 1 2 2 1 1 2 1 2 2 2 2 1 1 
 1 1 1 2 1 2 2 2 1 2 2 2 2 1 2 2 2 2 2 
 2 2 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 
 2 2 1 2 2 1 2 2 1 1 2 2 2 2 2 2 1 2 1 
 2 2 2 2 2 1 2 2 2 2 2 2 2 1 1 1 2 1 1 
 2 2 1 2 2 2 2 1 2 2 1 2 1 1 2 1 2 2 2 
 1 1 1 1 1 2 2 1 2 1 1 2 1 1 2 2 1 2 1 
 1 2 2 1 1 2 1 2 1 2 2 2 2 1 1 2 2 2 1 
 2 1 1 1 2 2 2 2 2 1 2 2 2 2 2 1 2 2 1 
 1 1 2 1 2 2 1 2 2 1 2 1 1 2 2 2 1 1 2 
 2 1 1 2 2 2 1 2 2 1 2 1 2 2 1 2 2 2 1 
 1 1 1 1 2 1 2 1 1 2 1 1 2 2 1 1 2 2 1 
 1 2 1 2 1 1 2 1 1 2 1 2 2 2 1 1 2 1 2 
8 
 
 1 2 1 1 2 1 2 1 2 1 2 2 1 2 1 2 1 1 2 
 2 1 2 2 2 2 1 2 1 1 2 1 1 1 1 2 1 1 1 
 1 1 2 2 1 1 2 2 1 2 1 1 2 2 1 1 1 1 1 
 1 1 2 2 1 2 1 1 2 1 1 1 2 1 2 1 1 1 1 
 1 2 1 2 2 1 1 1 1 2 2 2 1 2 2 2 1 2 2 
 1 1 1 1 1 1 1 2 2 2 1 2 2 2 2 1 1 2 1 
 1 2 1 1 2 1 1 1 2 2 2 2 1 1 2 2 2 1 2 
 1 1 2 2 2 1 2 2 1 2 2 2 1 1 2 2 1 2 2 
 1 2 2 2 2 2 2 1 2 2 1 2 2 1 2 1 2 2 2 
 1 2 2 2 2 1 2 1 2 1 2 2 2 2 1 2 2 2 2 
 2 1 2 2 2 1 1 2 1 2 1 1 1 2 2 1 2 2 1 
 1 2 1 2 2 2 2 1 2 2 1 2 1 2 2 2 2 2 2 
 1 1 2 1 1 2 1 2 2 2 1 1 2 1 2 2 1 1 1 
 1 2 1 2 2 2 2 2 2 2 2 1 1 2 1 1 2 2 2 
 1 2 2 1 1 1 1 1 2 1 2 2 1 1 1 2 2 2 2 
 2 2 2 2 2 2 2 1 2 2 1 1 2 2 1 2 2 1 1 
 1 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 2 2 2 
 2 1 2 2 2 1 2 2 2 2 2 2 2 2 1 1 2 2 2 
 2 2 2 2 1 2 2 1 2 2 2 2 2 2 1 2 2 2 1 
 2 2 2 2 2 1 2 2 1 1 2 2 2 1 1 1 2 1 1 
 1 2 1 1 2 2 2 1 2 2 2 1 1 1 2 2 2 2 1 
 2 2 2 2 1 2 2 2 2 2 2 2 2 2 1 1 2 1 2 
 1 2 2 2 2 1 2 1 2 2 2 1 1 2 2 2 2 1 2 
 1 1 2 1 2 2 2 2 1 2 2 1 2 1 2 2 1 1 2 
 2 1 2 2 2 1 2 2 2 1 2 1 2 1 2 1 2 2 2 
 1 1 2 1 1 2 1 1 1 1 2 1 2 2 1 2 1 2 1 
 2 2 2 1 2 1 2 2 2 2 1 1 2 2 2 2 1 1 1 
 2 2 1 2 1 2 2 2 2 2 2 2 1 1 1 1 2 2 2 
 1 1 2 2 1 2 1 2 2 1 1 2 2 2 2 1 1 1 2 
 2 2 2 2 2 2 2 2 2 2 2 1 1 1 2 2 2 2 1 
 1 2 1 1 1 2 2 2 1 1 2 2 2 1 1 1 2 1 2 
 2 2 2 1 1 1 1 2 2 2 2 1 2 2 1 2 1 1 2 
 2 1 2 2 2 2 2 2 2 2 2 2 1 2 2 2 1 1 2 
 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 1 2 2 
 2 2 2 2 1 2 1 2 2 1 22 1 2 1 2 2 2 1 
 2 2 2 2 1 2 1 2 2 2 2 2 1 2 1 1 2 2 2 
 2 2 1 2 2 1 2 2 2 2 1 1 1 2 2 1 1 1 2 
 1 1 2 2 2 2 2 2 1 2 1 2 2 1 1 2 2 1 2 
 2 1 2 2 2 1 2 1 2 1 2 1 1 1 1 1 2 1 2 
 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 1 
 2 1 1 1 1 1 1 2 2 2 2 2 2 1 2 2 1 1 1 
 2 1 2 2 1 2 2 2 2 2 2 2 1 1 2 2 1 2 2 
 1 2 1 2 1 1 1 2 1 2 2 1 2 1 2 1 1 2 2 
 1 2 1 2 2 1 2 2 2 2 1 1 2 2 1 1 1 1 1 
 2 2 1 1 1 1 2 2 2 1 1 1 1 1 2 1 1 1 1 
 2 2 1 1 1 2 2 1 2 2 1 1 1 2 1 1 1 2 1 
 1 2 2 2 1 1 1 2 1 1 2 1 2 1 2 2 2 1 2 
 1 1 1 2 2 2 2 2 2 2 1 2 2 1 1 1 1 1 2 
 1 2 2 1 1 1 2 1 2 2 2 2 2 2 2 1 2 2 2 
 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 
 1 2 2 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 2 
 1 2 2 2 1 2 2 1 2 2 2 2 2 1 2 2 2 2 2 
 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 
 2 2 1 2 1 2 2 2 1 2 1 1 2 2 2 2 1 1 2 
 2 2 2 2 2 1 2 2 2 2 2 1 1 1 2 1 1 2 2 
 2 2 1 2 2 1 2 1 1 2 2 2 2 2 1 2 2 2 2 
 2 2 2 2 2 2 2 1 2 2 2 2 1 1 1 2 2 2 2 
 2 1 1 2 2 1 2 1 1 2 2 1 2 2 2 2 2 2 2 
 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 2 1 1 1 
 2 2 2 2 1 2 2 1 2 2 2 2 1 2 2 1 2 2 2 
 2 1 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 1 
 2 2 2 1 2 2 2 2 2 1 1 1 1 2 2 2 2 2 2 
 
 
Escolaridade 
 
 2 3 2 2 3 2 1 2 2 2 1 1 3 3 3 2 2 2 2 
9 
 
 2 3 3 2 2 2 1 1 2 2 1 1 2 2 1 2 1 2 2 
 1 2 2 1 2 3 1 2 3 2 2 3 2 1 2 2 2 2 2 
 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 
 2 2 2 2 2 2 2 1 2 2 1 1 2 1 1 2 2 2 2 
 2 1 1 1 2 1 2 1 3 2 2 1 2 2 2 2 2 2 3 
 2 2 2 2 2 2 2 3 2 2 1 2 2 2 2 2 2 2 2 
 2 2 2 2 2 1 2 2 2 3 2 3 2 2 2 3 1 2 2 
 2 3 2 2 2 2 3 2 3 2 2 2 2 1 2 2 3 2 2 
 1 2 3 2 2 2 2 2 3 3 3 3 3 2 3 2 2 2 2 
 2 2 2 2 2 2 2 2 3 2 2 3 2 1 2 2 2 2 3 
 3 2 2 1 2 2 2 2 2 1 1 2 1 1 3 1 2 1 2 
 2 1 3 2 2 2 2 2 3 2 2 2 2 1 2 2 2 2 2 
 3 1 3 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 3 
 3 2 1 2 2 2 2 2 2 2 3 2 1 2 3 2 1 1 2 
 3 3 1 2 2 2 2 3 2 2 2 3 2 2 2 2 2 2 1 
 2 1 2 2 3 2 2 2 2 2 2 3 2 2 2 2 2 2 3 
 2 2 2 1 3 3 2 3 3 2 2 3 3 2 3 2 2 3 3 
 3 2 3 2 2 2 2 2 1 2 2 2 2 1 2 3 3 2 2 
 2 2 1 2 2 2 1 2 2 1 2 2 2 2 3 2 2 2 2 
 3 2 3 2 3 2 2 2 2 3 3 2 2 3 3 2 2 2 3 
 2 2 1 2 2 2 3 2 2 2 3 2 2 3 3 3 2 3 2 
 2 2 3 3 2 2 1 2 2 2 2 2 2 1 3 2 2 2 2 
 2 2 2 3 2 3 1 1 1 1 2 2 1 1 3 2 2 2 2 
 2 2 2 2 2 3 3 2 2 2 2 3 3 2 2 2 3 3 2 
 1 1 1 1 1 1 3 2 1 1 2 2 2 2 1 1 2 2 2 
 3 2 2 1 1 2 2 2 2 1 1 1 2 2 3 2 2 2 2 
 3 2 3 2 2 2 2 2 2 2 2 1 2 3 2 2 2 2 2 
 2 2 2 1 3 3 1 2 2 2 1 2 1 1 1 2 2 2 2 
 3 1 1 2 2 2 1 2 3 1 2 2 2 1 3 2 2 2 3 
 2 2 3 2 2 2 2 2 2 3 3 2 2 1 2 2 2 2 3 
 2 3 3 2 2 1 3 2 2 2 3 2 2 2 2 2 2 3 3 
 2 2 2 1 2 2 2 2 2 3 2 2 2 2 3 3 2 3 2 
 2 2 3 2 2 2 2 2 1 2 2 3 2 3 2 2 2 1 2 
 3 2 2 2 2 1 3 2 2 2 2 1 3 2 3 3 2 2 1 
 2 1 2 2 2 1 1 2 1 3 1 2 2 2 2 3 2 2 2 
 2 2 2 2 2 2 2 2 2 1 1 2 1 2 2 2 2 2 3 
 2 2 3 2 2 2 3 1 3 3 2 2 2 2 3 3 2 3 2 
 2 2 2 2 2 3 2 2 3 1 2 2 2 2 2 2 3 2 1 
 2 2 1 2 1 1 3 2 1 1 1 1 2 2 2 1 2 2 1 
 2 2 1 1 2 2 2 1 2 2 1 2 3 3 3 2 3 1 3 
 2 2 3 2 2 2 2 2 1 3 3 2 2 2 1 2 2 2 2 
 1 2 2 1 2 2 2 3 1 2 2 2 2 1 2 1 2 2 1 
 3 1 2 1 2 2 2 3 2 2 2 1 2 2 1 3 3 2 2 
 3 2 2 2 1 3 3 2 3 2 2 2 3 2 1 2 2 1 1 
 2 1 3 2 2 3 2 2 2 2 2 1 3 2 2 2 2 1 2 
 2 2 2 1 3 1 2 2 1 1 3 1 1 2 1 2 3 1 1 
 2 2 1 2 2 2 2 2 1 2 1 1 1 3 2 2 2 2 2 
 1 2 1 1 1 2 2 2 3 1 2 3 3 3 3 3 3 3 2 
 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 3 2 
 2 3 2 3 3 1 2 2 2 1 3 2 3 1 1 2 2 2 2 
 2 3 1 3 3 2 3 2 1 3 2 2 2 1 3 2 1 2 2 
 2 1 2 3 2 3 2 2 3 3 3 3 3 2 1 2 2 2 2 
 3 3 1 2 2 2 2 3 3 2 2 2 1 1 3 2 1 2 2 
 1 3 2 2 2 2 1 2 1 3 2 2 2 2 3 2 2 2 2 
 1 2 2 1 1 1 3 2 1 1 3 2 2 2 2 2 1 1 1 
 1 1 2 2 2 1 3 2 1 3 2 1 2 1 2 2 2 2 2 
 2 2 1 3 1 3 2 3 2 2 1 2 1 2 1 3 3 3 3 
 1 2 2 2 2 3 3 2 2 1 2 2 2 2 2 3 2 2 1 
 1 2 1 2 3 1 1 1 1 1 2 1 2 1 2 2 3 2 3 
 2 1 3 1 2 2 2 2 1 2 1 2 1 2 2 2 2 3 1 
 2 1 1 2 2 3 1 1 2 3 3 1 2 2 2 2 1 2 2 
 3 3 3 2 2 2 3 2 2 3 2 2 1 2 1 3 2 2 1 
 2 3 3 3 2 3 2 2 3 2 2 2 3 3 2 2 2 2 3 
 2 2 2 2 2 3 2 2 1 2 3 2 3 1 3 1 3 3 2 
 3 1 2 3 2 2 3 3 3 1 2 2 2 2 2 2 1 2 3 
 2 3 3 2 1 2 2 1 1 2 3 2 1 3 3 3 2 3 2 
 2 3 3 3 2 3 2 3 3 3 3 2 2 2 1 3 2 1 3 
 2 3 3 2 2 3 2 2 2 2 3 2 2 2 2 1 3 2 2 
10 
 
 1 2 2 2 3 2 2 2 2 2 3 2 3 3 2 2 2 2 1 
 2 2 2 2 2 1 2 2 2 1 2 2 2 2 1 3 3 3 3 
 1 2 3 2 3 2 3 2 2 2 2 2 2 3 2 2 2 2 2 
 2 3 2 2 2 2 3 2 1 1 1 1 2 1 3 2 2 3 2 
 3 3 2 3 1 1 2 1 1 3 3 3 2 3 2 3 3 1 32 3 2 2 1 2 3 1 3 1 2 2 3 3 3 2 3 2 3 
 2 2 2 3 3 1 3 2 1 1 3 2 2 1 3 3 2 1 2 
 3 2 1 1 3 2 2 3 2 2 2 2 2 2 2 2 2 2 2 
 2 3 3 3 2 2 1 2 2 1 2 2 1 1 2 2 2 2 3 
 3 2 2 2 3 2 2 3 2 2 2 2 3 3 3 3 2 2 2 
 3 3 2 2 3 2 3 2 2 2 2 2 3 3 2 3 2 2 3 
 2 2 3 2 2 3 1 3 3 3 2 2 3 2 2 3 3 3 3 
 2 3 3 3 2 3 2 2 2 2 2 1 2 2 3 1 2 2 2 
 2 2 2 2 1 1 3 3 3 3 2 2 3 2 3 2 2 2 2 
 2 2 2 2 2 3 1 2 3 2 2 3 1 3 3 2 3 3 3 
 2 2 1 1 2 3 1 3 3 3 2 3 3 2 1 3 2 2 1 
 2 2 1 1 2 3 3 1 3 3 3 2 1 3 3 2 2 2 2 
 2 3 2 2 2 3 2 1 2 2 3 3 3 3 3 3 3 3 3 
 3 2 2 1 2 3 1 1 1 1 1 2 1 1 1 1 1 1 1 
 2 2 1 1 1 1 2 1 1 1 3 2 3 1 1 1 2 2 1 
 3 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 
 1 2 1 2 2 2 1 1 2 2 2 2 1 1 1 1 2 2 3 
 1 2 3 1 2 1 2 1 1 1 1 1 1 1 1 2 1 2 1 
 3 1 1 1 1 2 1 1 1 2 2 2 2 3 2 2 2 1 1 
 1 3 3 2 2 2 2 2 1 3 1 2 1 2 2 2 2 2 3 
 1 1 2 1 1 3 1 2 2 1 1 1 3 2 1 1 1 3 2 
 2 2 3 3 3 3 1 2 2 3 1 2 2 2 1 1 2 2 3 
 2 3 2 3 3 3 3 3 2 2 2 2 2 2 2 3 2 2 2 
 2 2 2 1 2 1 1 3 1 1 1 2 2 1 1 1 1 2 1 
 1 2 1 2 2 2 1 3 1 1 3 1 1 1 1 1 1 1 1 
 1 1 2 2 1 1 2 1 1 2 3 2 3 3 2 1 1 1 1 
 
 
ICT 
 
 43,5 49,0 38,0 44,5 41,0 44,0 33,0 33,0 47,0 43,0 43,5 
 40,0 47,0 36,0 46,0 38,0 44,5 43,0 45,0 47,0 42,5 47,5 
 35,0 45,0 44,0 46,0 46,0 47,0 38,5 45,0 46,5 47,0 45,0 
 48,0 49,0 49,0 48,0 43,0 49,0 40,5 47,0 44,0 41,0 47,0 
 47,0 38,0 45,5 42,5 45,0 43,0 38,5 39,5 44,0 47,5 48,0 
 44,0 47,0 46,5 47,0 46,0 47,0 44,0 40,5 42,0 48,0 43,0 
 43,0 46,0 48,5 46,0 47,0 49,0 46,0 43,0 47,0 42,0 43,0 
 46,0 48,0 49,0 44,0 44,0 49,0 38,5 47,0 48,0 38,0 42,0 
 45,0 42,0 41,0 32,0 41,0 36,0 34,0 43,0 42,0 48,0 37,5 
 43,0 44,0 44,0 43,0 49,0 49,0 49,0 47,0 47,0 41,0 49,0 
 47,0 41,0 45,0 49,0 37,0 43,0 43,0 47,0 43,0 43,0 42,0 
 43,5 39,0 43,0 43,0 43,0 40,0 46,0 45,0 48,0 44,0 47,0 
 42,0 44,0 46,0 49,0 47,0 48,0 37,0 49,0 47,0 48,0 45,0 
 45,0 44,0 43,5 40,0 46,0 44,0 33,0 37,0 40,0 41,5 45,0 
 42,0 49,0 46,0 49,0 45,0 36,0 47,0 44,0 46,5 45,5 41,0 
 46,0 47,0 45,0 43,0 46,0 42,0 39,0 42,0 42,0 44,0 44,0 
 44,0 45,0 49,0 38,0 42,0 32,0 45,0 39,5 45,0 48,0 40,0 
 40,0 43,0 43,0 44,0 44,5 39,0 49,0 49,0 44,0 49,0 47,0 
 48,0 46,0 40,0 44,0 45,0 44,0 45,0 47,0 45,0 45,0 47,0 
 44,0 44,0 44,0 46,0 43,0 49,0 46,0 48,0 36,5 36,0 43,0 
 43,0 40,0 35,0 45,0 44,0 42,0 48,0 49,0 35,0 37,0 44,0 
 34,5 41,0 41,0 44,5 42,0 40,0 48,0 45,0 41,0 44,0 48,0 
 43,5 41,0 45,0 44,0 27,0 49,0 40,5 49,0 41,0 46,5 41,5 
 44,0 42,0 45,0 39,0 40,0 46,0 39,0 43,0 41,0 44,0 44,0 
 37,0 41,0 48,5 30,0 38,0 43,0 45,0 46,0 40,0 41,0 45,0 
 41,5 42,5 45,0 18,0 44,0 45,0 42,0 36,0 44,0 45,0 44,0 
 43,5 49,0 47,0 45,0 33,5 48,0 41,0 33,0 45,0 45,5 37,0 
 40,0 40,0 41,0 43,0 33,0 45,0 49,0 42,5 43,0 36,0 41,0 
 40,0 46,0 35,0 45,0 43,5 47,0 42,0 39,5 47,0 44,0 47,0 
 39,0 48,0 42,0 45,5 44,0 49,0 42,0 44,0 44,0 40,0 45,0 
 46,0 38,0 41,5 34,5 42,0 35,0 42,0 44,0 44,5 45,0 44,0 
 43,0 45,5 42,0 34,0 45,0 42,5 48,0 42,0 48,0 44,0 43,0 
11 
 
 45,0 39,0 38,0 48,0 45,0 43,5 44,0 44,5 39,0 36,0 36,0 
 43,5 44,0 37,0 41,5 39,5 43,0 45,0 45,0 41,0 46,0 48,0 
 42,0 35,0 49,0 42,0 48,0 45,5 47,0 46,0 44,0 41,0 41,0 
 43,0 39,0 47,0 48,0 46,0 46,0 43,0 43,0 43,0 43,0 40,5 
 44,5 49,0 41,0 49,0 46,0 45,0 47,5 45,5 44,0 46,0 40,0 
 49,0 39,0 42,0 43,0 47,5 47,0 48,0 39,0 39,0 46,0 27,0 
 44,0 40,0 41,0 46,0 49,0 40,0 40,5 47,0 44,0 44,0 43,0 
 42,0 45,0 48,0 48,0 47,0 46,0 46,0 44,0 48,0 46,5 43,5 
 49,0 43,0 45,0 41,0 45,0 42,0 44,0 42,0 41,5 48,0 47,0 
 36,0 46,5 40,5 46,5 47,0 45,0 46,5 49,0 44,0 42,0 45,0 
 45,5 47,0 40,5 36,0 43,0 47,0 40,0 44,5 41,0 41,5 41,0 
 43,5 35,0 35,0 45,5 37,0 45,0 44,0 48,0 46,5 47,0 44,0 
 45,0 41,0 35,0 45,0 45,0 41,0 39,0 42,0 46,0 41,0 49,0 
 45,0 49,0 46,0 44,0 48,0 47,0 45,0 42,0 47,0 48,0 40,0 
 31,0 43,5 38,0 45,0 34,0 47,0 41,0 38,0 38,0 44,0 40,0 
 46,5 49,0 45,0 48,0 43,0 46,0 47,0 46,5 45,0 47,5 35,5 
 40,5 47,0 38,5 44,5 39,0 45,0 40,5 42,5 43,0 48,0 28,0 
 46,0 46,0 47,0 42,0 45,5 46,0 46,0 39,0 46,0 40,0 42,0 
 45,5 45,0 38,0 32,0 38,0 49,0 48,0 31,0 43,5 49,0 45,0 
 45,0 36,5 41,0 49,0 45,0 42,0 49,0 47,0 40,0 43,0 46,0 
 44,0 41,0 47,5 47,5 47,5 42,0 47,5 43,5 45,0 44,5 46,5 
 38,0 38,0 33,0 38,0 45,0 38,5 47,0 43,5 37,5 36,0 39,0 
 34,5 42,0 43,0 43,0 43,5 47,0 40,0 49,0 40,5 48,0 41,5 
 41,0 39,0 47,0 41,5 30,0 44,0 42,0 48,0 46,5 48,0 43,0 
 38,0 42,0 43,0 34,0 31,5 28,0 41,0 41,0 46,5 46,0 35,0 
 41,0 43,0 42,0 43,0 41,0 43,0 42,0 42,0 45,0 44,0 30,0 
 45,0 47,0 42,0 40,0 28,0 45,0 47,5 46,0 46,0 49,0 49,0 
 43,0 37,0 36,0 46,0 40,0 38,0 49,0 41,0 42,0 42,0 38,0 
 42,0 37,0 44,0 37,0 40,0 45,0 43,0 46,0 40,0 40,5 42,0 
 42,0 39,0 33,0 41,5 42,0 33,0 44,0 41,0 44,0 44,0 44,0 
 41,0 40,5 46,0 45,0 43,0 49,0 44,0 43,0 48,5 40,0 49,0 
 37,5 45,0 42,0 36,5 48,0 46,0 40,0 44,0 48,0 42,5 42,5 
 42,0 47,5 49,0 49,0 47,5 42,0 47,0 43,0 49,0 49,0 44,0 
 49,0 47,0 45,0 43,5 47,0 49,0 49,0 48,0 42,0 41,0 43,0 
 48,5 42,0 49,0 46,0 48,0 48,0 44,0 44,0 48,0 47,0 41,0 
 47,5 39,5 45,0 46,0 42,0 42,0 47,0 40,0 41,0 45,0 41,0 
 43,0 40,0 41,0 41,0 40,0 45,0 42,0 43,0 43,0 42,0 44,0 
 48,0 44,0 35,0 42,0 41,5 29,0 43,0 21,5 37,0 39,0 36,0 
 48,0 43,5 47,0 49,0 48,0 48,0 48,0 48,0 48,0 43,0 45,0 
 48,0 43,0 44,0 47,0 46,0 36,0 47,0 48,0 48,0 47,0 45,0 
 49,0 47,0 46,0 46,0 37,0 45,0 45,5 49,0 44,5 47,0 40,5 
 44,0 44,0 37,5 44,0 34,0 38,0 39,5 36,0 49,0 42,0 48,0 
 41,0 38,5 42,0 43,0 36,5 41,0 43,0 41,045,0 42,0 45,0 
 41,0 43,0 45,0 49,0 33,0 42,0 36,0 37,0 43,0 46,0 42,0 
 48,0 40,0 39,5 47,0 38,0 46,0 44,0 42,5 49,0 38,0 36,0 
 41,0 48,0 48,5 46,0 47,0 44,0 45,5 43,0 43,5 44,0 31,0 
 40,0 30,0 46,0 40,5 45,0 44,0 31,0 28,0 48,0 47,0 43,0 
 42,0 37,0 38,0 40,0 47,5 47,0 38,0 38,0 30,0 40,0 44,0 
 44,0 48,0 39,0 42,5 36,0 37,0 44,0 41,5 41,0 45,0 41,0 
 48,0 40,0 42,5 47,0 43,0 40,0 42,0 49,0 47,0 49,0 40,5 
 49,0 39,0 43,5 44,5 37,0 43,0 47,0 41,0 40,0 40,0 38,5 
 44,0 38,0 40,0 33,0 47,5 47,0 48,0 45,0 45,0 44,0 42,0 
 49,0 49,0 34,0 37,0 43,0 38,0 45,5 38,0 43,5 44,5 44,0 
 37,5 38,0 49,0 43,5 45,5 41,0 48,0 45,0 44,0 44,0 40,0 
 46,5 44,5 49,0 35,0 36,5 42,0 44,5 41,0 47,0 37,0 49,0 
 47,0 45,0 47,0 43,5 46,0 42,0 39,0 40,0 41,0 40,0 38,0 
 49,0 48,0 43,0 44,0 44,0 35,0 44,5 49,0 44,0 45,0 37,0 
 45,0 44,0 41,0 32,0 42,5 47,0 38,0 45,0 41,5 47,0 42,0 
 43,5 45,0 47,0 41,0 44,0 48,0 43,5 45,0 39,5 48,0 48,0 
 49,0 39,0 46,0 37,0 43,5 43,0 45,0 45,0 39,0 46,0 47,0 
 47,0 47,0 47,5 40,0 42,0 46,0 43,0 45,0 41,0 44,0 42,0 
 49,0 40,0 42,0 42,0 37,0 43,5 36,0 41,0 35,0 39,0 41,0 
 48,5 43,0 47,0 37,0 39,0 44,0 48,0 45,5 49,0 36,0 42,0 
 40,0 42,0 37,0 33,0 38,0 45,0 49,0 44,0 31,5 40,5 44,0 
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12 
 
 43,0 38,0 24,5 49,0 43,5 42,5 36,0 39,0 45,0 45,0 48,0 
 37,0 44,0 45,0 46,0 44,0 43,0 43,0 28,0 47,5 47,0 49,0 
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 46,0 38,0 37,5 29,0 42,0 34,0 41,5 37,0 46,5 32,0 44,5 
 44,0 45,0 41,0 40,0 38,0 39,0 48,0 43,5 48,0 46,0 42,5 
 32,5 40,0 43,0 48,0 48,0 40,5 39,0 47,0 18,0 46,0 47,0 
 31,5 47,0 22,0 31,5 37,0 31,5 46,0 38,0 40,0 40,0 46,0 
 44,0 40,0 40,0 40,0 25,5 46,0 30,0 35,0 42,5 38,5 48,0 
 44,0 48,0 40,0 49,0 42,0 47,0 46,0 36,5 38,0 26,0 39,0 
 44,0 27,5 45,0 45,0 45,0 44,0 42,0 47,5 47,0 43,0 40,0 
 39,0 37,0 47,0 44,0 45,5 33,0 48,0 45,0 48,5 46,0 49,0 
 33,0 44,0 44,0 42,0 41,0 44,0 35,0 41,0 49,0 39,0 44,0 
 41,0 43,0 46,0 35,0 49,0 44,0 33,0 32,0 45,0 42,0 47,0 
 22,0 41,0 43,0 41,5 43,0 37,0 42,0 41,0 39,0 48,0 37,0 
 46,0 46,0 44,0 44,0 30,0 44,0 48,0 44,0 43,0 47,0 43,0 
 49,0 42,0 42,0 49,0 42,0 41,5 39,0 40,0 45,0 45,5 39,0 
 44,0 47,0 45,0 44,5 43,0 40,0 46,0 40,0 44,5 46,0 45,0 
 41,0 49,0 42,0 49,0 49,0 49,0 47,0 45,0 43,0 40,0 40,0 
 47,0 44,5 44,0 40,0 42,0 44,0 36,0 45,0 44,0 48,0 46,5 
13 
 
 47,0 21,5 43,0 36,0 44,0 32,0 42,0 43,0 45,0 39,0 39,0 
 29,0 40,5 41,0 41,0 46,0 40,0 33,5 44,5 36,0 41,0 33,5 
 32,0 41,0 45,0 36,0 47,0 37,0 44,0 45,0 41,0 35,0 44,0 
 34,0 38,0 42,0 45,0 39,0 39,0 47,0 41,0 21,0 40,0 48,0 
 45,0 32,0 48,0 37,0 35,0 41,0 25,0 28,0 
 
 
ICT transformado 
 
 0,86905 0,99999 0,73810 0,89286 0,80952 0,88095 0,61905 
 0,61905 0,95238 0,85714 0,86905 0,78571 0,95238 0,69048 
 0,92857 0,738100,89286 0,85714 0,90476 0,95238 0,84524 
 0,96429 0,66667 0,90476 0,88095 0,92857 0,92857 0,95238 
 0,75000 0,90476 0,94048 0,95238 0,90476 0,97619 0,99999 
 0,99999 0,97619 0,85714 0,99999 0,79762 0,95238 0,88095 
 0,80952 0,95238 0,95238 0,73810 0,91667 0,84524 0,90476 
 0,85714 0,75000 0,77381 0,88095 0,96429 0,97619 0,88095 
 0,95238 0,94048 0,95238 0,92857 0,95238 0,88095 0,79762 
 0,83333 0,97619 0,85714 0,85714 0,92857 0,98810 0,92857 
 0,95238 0,99999 0,92857 0,85714 0,95238 0,83333 0,85714 
 0,92857 0,97619 0,99999 0,88095 0,88095 0,99999 0,75000 
 0,95238 0,97619 0,73810 0,83333 0,90476 0,83333 0,80952 
 0,59524 0,80952 0,69048 0,64286 0,85714 0,83333 0,97619 
 0,72619 0,85714 0,88095 0,88095 0,85714 0,99999 0,99999 
 0,99999 0,95238 0,95238 0,80952 0,99999 0,95238 0,80952 
 0,90476 0,99999 0,71429 0,85714 0,85714 0,95238 0,85714 
 0,85714 0,83333 0,86905 0,76190 0,85714 0,85714 0,85714 
 0,78571 0,92857 0,90476 0,97619 0,88095 0,95238 0,83333 
 0,88095 0,92857 0,99999 0,95238 0,97619 0,71429 0,99999 
 0,95238 0,97619 0,90476 0,90476 0,88095 0,86905 0,78571 
 0,92857 0,88095 0,61905 0,71429 0,78571 0,82143 0,90476 
 0,83333 0,99999 0,92857 0,99999 0,90476 0,69048 0,95238 
 0,88095 0,94048 0,91667 0,80952 0,92857 0,95238 0,90476 
 0,85714 0,92857 0,83333 0,76190 0,83333 0,83333 0,88095 
 0,88095 0,88095 0,90476 0,99999 0,73810 0,83333 0,59524 
 0,90476 0,77381 0,90476 0,97619 0,78571 0,78571 0,85714 
 0,85714 0,88095 0,89286 0,76190 0,99999 0,99999 0,88095 
 0,99999 0,95238 0,97619 0,92857 0,78571 0,88095 0,90476 
 0,88095 0,90476 0,95238 0,90476 0,90476 0,95238 0,88095 
 0,88095 0,88095 0,92857 0,85714 0,99999 0,92857 0,97619 
 0,70238 0,69048 0,85714 0,85714 0,78571 0,66667 0,90476 
 0,88095 0,83333 0,97619 0,99999 0,66667 0,71429 0,88095 
 0,65476 0,80952 0,80952 0,89286 0,83333 0,78571 0,97619 
 0,90476 0,80952 0,88095 0,97619 0,86905 0,80952 0,90476 
 0,88095 0,47619 0,99999 0,79762 0,99999 0,80952 0,94048 
 0,82143 0,88095 0,83333 0,90476 0,76190 0,78571 0,92857 
 0,76190 0,85714 0,80952 0,88095 0,88095 0,71429 0,80952 
 0,98810 0,54762 0,73810 0,85714 0,90476 0,92857 0,78571 
 0,80952 0,90476 0,82143 0,84524 0,90476 0,26190 0,88095 
 0,90476 0,83333 0,69048 0,88095 0,90476 0,88095 0,86905 
 0,99999 0,95238 0,90476 0,63095 0,97619 0,80952 0,61905 
 0,90476 0,91667 0,71429 0,78571 0,78571 0,80952 0,85714 
 0,61905 0,90476 0,99999 0,84524 0,85714 0,69048 0,80952 
 0,78571 0,92857 0,66667 0,90476 0,86905 0,95238 0,83333 
 0,77381 0,95238 0,88095 0,95238 0,76190 0,97619 0,83333 
 0,91667 0,88095 0,99999 0,83333 0,88095 0,88095 0,78571 
 0,90476 0,92857 0,73810 0,82143 0,65476 0,83333 0,66667 
 0,83333 0,88095 0,89286 0,90476 0,88095 0,85714 0,91667 
 0,83333 0,64286 0,90476 0,84524 0,97619 0,83333 0,97619 
 0,88095 0,85714 0,90476 0,76190 0,73810 0,97619 0,90476 
 0,86905 0,88095 0,89286 0,76190 0,69048 0,69048 0,86905 
 0,88095 0,71429 0,82143 0,77381 0,85714 0,90476 0,90476 
 0,80952 0,92857 0,97619 0,83333 0,66667 0,99999 0,83333 
 0,97619 0,91667 0,95238 0,92857 0,88095 0,80952 0,80952 
 0,85714 0,76190 0,95238 0,97619 0,92857 0,92857 0,85714 
 0,85714 0,85714 0,85714 0,79762 0,89286 0,99999 0,80952 
14 
 
 0,99999 0,92857 0,90476 0,96429 0,91667 0,88095 0,92857 
 0,78571 0,99999 0,76190 0,83333 0,85714 0,96429 0,95238 
 0,97619 0,76190 0,76190 0,92857 0,47619 0,88095 0,78571 
 0,80952 0,92857 0,99999 0,78571 0,79762 0,95238 0,88095 
 0,88095 0,85714 0,83333 0,90476 0,97619 0,97619 0,95238 
 0,92857 0,92857 0,88095 0,97619 0,94048 0,86905 0,99999 
 0,85714 0,90476 0,80952 0,90476 0,83333 0,88095 0,83333 
 0,82143 0,97619 0,95238 0,69048 0,94048 0,79762 0,94048 
 0,95238 0,90476 0,94048 0,99999 0,88095 0,83333 0,90476 
 0,91667 0,95238 0,79762 0,69048 0,85714 0,95238 0,78571 
 0,89286 0,80952 0,82143 0,80952 0,86905 0,66667 0,66667 
 0,91667 0,71429 0,90476 0,88095 0,97619 0,94048 0,95238 
 0,88095 0,90476 0,80952 0,66667 0,90476 0,90476 0,80952 
 0,76190 0,83333 0,92857 0,80952 0,99999 0,90476 0,99999 
 0,92857 0,88095 0,97619 0,95238 0,90476 0,83333 0,95238 
 0,97619 0,78571 0,57143 0,86905 0,73810 0,90476 0,64286 
 0,95238 0,80952 0,73810 0,73810 0,88095 0,78571 0,94048 
 0,99999 0,90476 0,97619 0,85714 0,92857 0,95238 0,94048 
 0,90476 0,96429 0,67857 0,79762 0,95238 0,75000 0,89286 
 0,76190 0,90476 0,79762 0,84524 0,85714 0,97619 0,50000 
 0,92857 0,92857 0,95238 0,83333 0,91667 0,92857 0,92857 
 0,76190 0,92857 0,78571 0,83333 0,91667 0,90476 0,73810 
 0,59524 0,73810 0,99999 0,97619 0,57143 0,86905 0,99999 
 0,90476 0,90476 0,70238 0,80952 0,99999 0,90476 0,83333 
 0,99999 0,95238 0,78571 0,85714 0,92857 0,88095 0,80952 
 0,96429 0,96429 0,96429 0,83333 0,96429 0,86905 0,90476 
 0,89286 0,94048 0,73810 0,73810 0,61905 0,73810 0,90476 
 0,75000 0,95238 0,86905 0,72619 0,69048 0,76190 0,65476 
 0,83333 0,85714 0,85714 0,86905 0,95238 0,78571 0,99999 
 0,79762 0,97619 0,82143 0,80952 0,76190 0,95238 0,82143 
 0,54762 0,88095 0,83333 0,97619 0,94048 0,97619 0,85714 
 0,73810 0,83333 0,85714 0,64286 0,58333 0,50000 0,80952 
 0,80952 0,94048 0,92857 0,66667 0,80952 0,85714 0,83333 
 0,85714 0,80952 0,85714 0,83333 0,83333 0,90476 0,88095 
 0,54762 0,90476 0,95238 0,83333 0,78571 0,50000 0,90476 
 0,96429 0,92857 0,92857 0,99999 0,99999 0,85714 0,71429 
 0,69048 0,92857 0,78571 0,73810 0,99999 0,80952 0,83333 
 0,83333 0,73810 0,83333 0,71429 0,88095 0,71429 0,78571 
 0,90476 0,85714 0,92857 0,78571 0,79762 0,83333 0,83333 
 0,76190 0,61905 0,82143 0,83333 0,61905 0,88095 0,80952 
 0,88095 0,88095 0,88095 0,80952 0,79762 0,92857 0,90476 
 0,85714 0,99999 0,88095 0,85714 0,98810 0,78571 0,99999 
 0,72619 0,90476 0,83333 0,70238 0,97619 0,92857 0,78571 
 0,88095 0,97619 0,84524 0,84524 0,83333 0,96429 0,99999 
 0,99999 0,96429 0,83333 0,95238 0,85714 0,99999 0,99999 
 0,88095 0,99999 0,95238 0,90476 0,86905 0,95238 0,99999 
 0,99999 0,97619 0,83333 0,80952 0,85714 0,98810 0,83333 
 0,99999 0,92857 0,97619 0,97619 0,88095 0,88095 0,97619 
 0,95238 0,80952 0,96429 0,77381 0,90476 0,92857 0,83333 
 0,83333 0,95238 0,78571 0,80952 0,90476 0,80952 0,85714 
 0,78571 0,80952 0,80952 0,78571 0,90476 0,83333 0,85714 
 0,85714 0,83333 0,88095 0,97619 0,88095 0,66667 0,83333 
 0,82143 0,52381 0,85714 0,34524 0,71429 0,76190 0,69048 
 0,97619 0,86905 0,95238 0,99999 0,97619 0,97619 0,97619 
 0,97619 0,97619 0,85714 0,90476 0,97619 0,85714 0,88095 
 0,95238 0,92857 0,690480,95238 0,97619 0,97619 0,95238 
 0,90476 0,99999 0,95238 0,92857 0,92857 0,71429 0,90476 
 0,91667 0,99999 0,89286 0,95238 0,79762 0,88095 0,88095 
 0,72619 0,88095 0,64286 0,73810 0,77381 0,69048 0,99999 
 0,83333 0,97619 0,80952 0,75000 0,83333 0,85714 0,70238 
 0,80952 0,85714 0,80952 0,90476 0,83333 0,90476 0,80952 
 0,85714 0,90476 0,99999 0,61905 0,83333 0,69048 0,71429 
 0,85714 0,92857 0,83333 0,97619 0,78571 0,77381 0,95238 
 0,73810 0,92857 0,88095 0,84524 0,99999 0,73810 0,69048 
 0,80952 0,97619 0,98810 0,92857 0,95238 0,88095 0,91667 
 0,85714 0,86905 0,88095 0,57143 0,78571 0,54762 0,92857 
 0,79762 0,90476 0,88095 0,57143 0,50000 0,97619 0,95238 
 0,85714 0,83333 0,71429 0,73810 0,78571 0,96429 0,95238 
15 
 
 0,73810 0,73810 0,54762 0,78571 0,88095 0,88095 0,97619 
 0,76190 0,84524 0,69048 0,71429 0,88095 0,82143 0,80952 
 0,90476 0,80952 0,97619 0,78571 0,84524 0,95238 0,85714 
 0,78571 0,83333 0,99999 0,95238 0,99999 0,79762 0,99999 
 0,76190 0,86905 0,89286 0,71429 0,85714 0,95238 0,80952 
 0,78571 0,78571 0,75000 0,88095 0,73810 0,78571 0,61905 
 0,96429 0,95238 0,97619 0,90476 0,90476 0,88095 0,83333 
 0,99999 0,99999 0,64286 0,71429 0,85714 0,73810 0,91667 
 0,73810 0,86905 0,89286 0,88095 0,72619 0,73810 0,99999 
 0,86905 0,91667 0,80952 0,97619 0,90476 0,88095 0,88095 
 0,78571 0,94048 0,89286 0,99999 0,66667 0,70238 0,83333 
 0,89286 0,80952 0,95238 0,71429 0,99999 0,95238 0,90476 
 0,95238 0,86905 0,92857 0,83333 0,76190 0,78571 0,80952 
 0,78571 0,73810 0,99999 0,97619 0,85714 0,88095 0,88095 
 0,66667 0,89286 0,99999 0,88095 0,90476 0,71429 0,90476 
 0,88095 0,80952 0,59524 0,84524 0,95238 0,73810 0,90476 
 0,82143 0,95238 0,83333 0,86905 0,90476 0,95238 0,80952 
 0,88095 0,97619 0,86905 0,90476 0,77381 0,97619 0,97619 
 0,99999 0,76190 0,92857 0,71429 0,86905 0,85714 0,90476 
 0,90476 0,76190 0,92857 0,95238 0,95238 0,95238 0,96429 
 0,78571 0,83333 0,92857 0,85714 0,90476 0,80952 0,88095 
 0,83333 0,99999 0,78571 0,83333 0,83333 0,71429 0,86905 
 0,69048 0,80952 0,66667 0,76190 0,80952 0,98810 0,85714 
 0,95238 0,71429 0,76190 0,88095 0,97619 0,91667 0,99999 
 0,69048 0,83333 0,78571 0,83333 0,71429 0,61905 0,73810 
 0,90476 0,99999 0,88095 0,58333 0,79762 0,88095 0,95238 
 0,78571 0,75000 0,94048 0,90476 0,92857 0,90476 0,73810 
 0,55952 0,54762 0,90476 0,78571 0,83333 0,88095 0,85714 
 0,89286 0,40476 0,86905 0,95238 0,95238 0,88095 0,99999 
 0,88095 0,78571 0,97619 0,92857 0,71429 0,85714 0,84524 
 0,91667 0,67857 0,71429 0,82143 0,92857 0,90476 0,71429 
 0,85714 0,61905 0,90476 0,73810 0,69048 0,54762 0,95238 
 0,82143 0,85714 0,73810 0,41667 0,99999 0,86905 0,84524 
 0,69048 0,76190 0,90476 0,90476 0,97619 0,71429 0,88095 
 0,90476 0,92857 0,88095 0,85714 0,85714 0,50000 0,96429 
 0,95238 0,99999 0,97619 0,61905 0,83333 0,84524 0,97619 
 0,85714 0,76190 0,80952 0,88095 0,76190 0,88095 0,57143 
 0,76190 0,78571 0,80952 0,92857 0,76190 0,57143 0,97619 
 0,85714 0,98810 0,42857 0,76190 0,73810 0,85714 0,76190 
 0,92857 0,69048 0,66667 0,95238 0,73810 0,95238 0,92857 
 0,92857 0,88095 0,84524 0,30952 0,72619 0,73810 0,61905 
 0,88095 0,77381 0,86905 0,95238 0,90476 0,58333 0,95238 
 0,88095 0,90476 0,79762 0,99999 0,78571 0,95238 0,79762 
 0,84524 0,83333 0,78571 0,90476 0,99999 0,53571 0,80952 
 0,95238 0,90476 0,73810 0,95238 0,71429 0,97619 0,97619 
 0,63095 0,99999 0,97619 0,97619 0,99999 0,85714 0,69048 
 0,82143 0,90476 0,92857 0,99999 0,99999 0,83333 0,90476 
 0,88095 0,88095 0,91667 0,97619 0,85714 0,88095 0,83333 
 0,90476 0,80952 0,97619 0,75000 0,80952 0,99999 0,99999 
 0,89286 0,92857 0,92857 0,88095 0,99999 0,69048 0,71429 
 0,82143 0,83333 0,80952 0,90476 0,88095 0,99999 0,99999 
 0,83333 0,97619 0,80952 0,85714 0,89286 0,99999 0,90476 
 0,71429 0,72619 0,94048 0,86905 0,92857 0,84524 0,85714 
 0,83333 0,92857 0,90476 0,84524 0,92857 0,76190 0,88095 
 0,88095 0,90476 0,90476 0,78571 0,99999 0,38095 0,70238 
 0,76190 0,80952 0,92857 0,92857 0,92857 0,76190 0,83333 
 0,75000 0,80952 0,83333 0,92857 0,78571 0,97619 0,99999 
 0,95238 0,95238 0,99999 0,65476 0,82143 0,73810 0,82143 
 0,99999 0,80952 0,83333 0,90476 0,92857 0,82143 0,33333 
 0,88095 0,83333 0,98810 0,85714 0,90476 0,85714 0,80952 
 0,86905 0,70238 0,86905 0,85714 0,79762 0,95238 0,70238 
 0,89286 0,92857 0,76190 0,88095 0,97619 0,70238 0,90476 
 0,88095 0,95238 0,76190 0,80952 0,88095 0,73810 0,92857 
 0,90476 0,83333 0,75000 0,92857 0,90476 0,78571 0,90476 
 0,90476 0,69048 0,83333 0,97619 0,83333 0,88095 0,80952 
 0,80952 0,90476 0,90476 0,85714 0,90476 0,78571 0,99999 
 0,88095 0,92857 0,72619 0,64286 0,75000 0,99999 0,85714 
 0,78571 0,80952 0,88095 0,80952 0,78571 0,73810 0,95238 
16 
 
 0,91667 0,88095 0,99999 0,95238 0,97619 0,80952 0,72619 
 0,80952 0,90476 0,85714 0,88095 0,95238 0,73810 0,83333 
 0,88095 0,97619 0,95238 0,85714 0,71429 0,69048 0,76190 
 0,75000 0,95238 0,89286 0,98810 0,82143 0,99999 0,80952 
 0,91667 0,80952 0,80952 0,85714 0,95238 0,95238 0,99999 
 0,83333 0,92857 0,99999 0,80952 0,92857 0,64286 0,69048 
 0,73810 0,66667 0,52381 0,66667 0,83333 0,99999 0,92857 
 0,70238 0,89286 0,76190 0,80952 0,63095 0,80952 0,67857 
 0,83333 0,83333 0,52381 0,85714 0,97619 0,88095 0,80952 
 0,71429 0,78571 0,95238 0,90476 0,99999 0,80952 0,76190 
 0,90476 0,95238 0,73810 0,76190 0,99999 0,84524 0,99999 
 0,78571 0,85714 0,66667 0,84524 0,64286 0,63095 0,85714 
 0,85714 0,95238 0,92857 0,88095 0,99999 0,90476 0,90476 
 0,73810 0,83333 0,80952 0,71429 0,85714 0,97619 0,69048 
 0,73810 0,69048 0,96429 0,92857 0,95238 0,72619 0,80952 
 0,85714 0,92857 0,80952 0,85714 0,78571 0,86905 0,77381 
 0,64286 0,90476 0,92857 0,88095 0,90476 0,59524 0,54762 
 0,90476 0,83333 0,61905 0,73810 0,83333 0,90476 0,95238 
 0,85714 0,82143 0,85714 0,92857 0,85714 0,86905 0,83333 
 0,90476 0,73810 0,95238 0,92857 0,76190 0,78571 0,76190 
 0,76190 0,69048 0,76190 0,69048 0,91667 0,80952 0,90476 
 0,90476 0,99999 0,73810 0,98810 0,97619 0,75000 0,76190 
 0,90476 0,80952 0,89286 0,95238 0,73810 0,95238 0,86905 
 0,99999 0,83333 0,99999 0,80952 0,92857 0,86905 0,95238 
 0,99999 0,99999 0,99999 0,83333 0,95238 0,76190 0,92857 
 0,90476 0,84524 0,78571 0,90476 0,95238 0,66667 0,99999 
 0,88095 0,92857 0,97619 0,89286 0,78571 0,88095 0,75000 
 0,88095 0,80952 0,92857 0,85714 0,64286 0,88095 0,76190 
 0,73810 0,71429 0,65476 0,90476 0,80952 0,73810 0,76190 
 0,92857 0,97619 0,892860,90476 0,90476 0,99999 0,95238 
 0,90476 0,95238 0,95238 0,97619 0,64286 0,97619 0,85714 
 0,61905 0,69048 0,76190 0,88095 0,96429 0,57143 0,86905 
 0,78571 0,80952 0,88095 0,85714 0,95238 0,79762 0,82143 
 0,97619 0,88095 0,92857 0,92857 0,99999 0,88095 0,73810 
 0,95238 0,90476 0,90476 0,86905 0,94048 0,47619 0,88095 
 0,97619 0,71429 0,84524 0,54762 0,97619 0,95238 0,78571 
 0,88095 0,85714 0,80952 0,90476 0,88095 0,88095 0,92857 
 0,64286 0,53571 0,90476 0,73810 0,66667 0,60714 0,92857 
 0,95238 0,95238 0,97619 0,76190 0,51190 0,73810 0,80952 
 0,95238 0,90476 0,69048 0,95238 0,88095 0,57143 0,78571 
 0,64286 0,83333 0,80952 0,78571 0,84524 0,96429 0,77381 
 0,76190 0,92857 0,92857 0,78571 0,80952 0,88095 0,76190 
 0,85714 0,92857 0,95238 0,85714 0,83333 0,84524 0,99999 
 0,99999 0,99999 0,85714 0,78571 0,85714 0,78571 0,60714 
 0,79762 0,83333 0,73810 0,80952 0,78571 0,85714 0,50000 
 0,42857 0,65476 0,42857 0,65476 0,38095 0,92857 0,92857 
 0,73810 0,72619 0,52381 0,83333 0,64286 0,82143 0,71429 
 0,94048 0,59524 0,89286 0,88095 0,90476 0,80952 0,78571 
 0,73810 0,76190 0,97619 0,86905 0,97619 0,92857 0,84524 
 0,60714 0,78571 0,85714 0,97619 0,97619 0,79762 0,76190 
 0,95238 0,26190 0,92857 0,95238 0,58333 0,95238 0,35714 
 0,58333 0,71429 0,58333 0,92857 0,73810 0,78571 0,78571 
 0,92857 0,88095 0,78571 0,78571 0,78571 0,44048 0,92857 
 0,54762 0,66667 0,84524 0,75000 0,97619 0,88095 0,97619 
 0,78571 0,99999 0,83333 0,95238 0,92857 0,70238 0,73810 
 0,45238 0,76190 0,88095 0,48810 0,90476 0,90476 0,90476 
 0,88095 0,83333 0,96429 0,95238 0,85714 0,78571 0,76190 
 0,71429 0,95238 0,88095 0,91667 0,61905 0,97619 0,90476 
 0,98810 0,92857 0,99999 0,61905 0,88095 0,88095 0,83333 
 0,80952 0,88095 0,66667 0,80952 0,99999 0,76190 0,88095 
 0,80952 0,85714 0,92857 0,66667 0,99999 0,88095 0,61905 
 0,59524 0,90476 0,83333 0,95238 0,35714 0,80952 0,85714 
 0,82143 0,85714 0,71429 0,83333 0,80952 0,76190 0,97619 
 0,71429 0,92857 0,92857 0,88095 0,88095 0,54762 0,88095 
 0,97619 0,88095 0,85714 0,95238 0,85714 0,99999 0,83333 
 0,83333 0,99999 0,83333 0,82143 0,76190 0,78571 0,90476 
 0,91667 0,76190 0,88095 0,95238 0,90476 0,89286 0,85714 
 0,78571 0,92857 0,78571 0,89286 0,92857 0,90476 0,80952 
17 
 
 0,99999 0,83333 0,99999 0,99999 0,99999 0,95238 0,90476 
 0,85714 0,78571 0,78571 0,95238 0,89286 0,88095 0,78571 
 0,83333 0,88095 0,69048 0,90476 0,88095 0,97619 0,94048 
 0,95238 0,34524 0,85714 0,69048 0,88095 0,59524 0,83333 
 0,85714 0,90476 0,76190 0,76190 0,52381 0,79762 0,80952 
 0,80952 0,92857 0,78571 0,63095 0,89286 0,69048 0,80952 
 0,63095 0,59524 0,80952 0,90476 0,69048 0,95238 0,71429 
 0,88095 0,90476 0,80952 0,66667 0,88095 0,64286 0,73810 
 0,83333 0,90476 0,76190 0,76190 0,95238 0,80952 0,33333 
 0,78571 0,97619 0,90476 0,59524 0,97619 0,71429 0,66667 
 0,80952 0,42857 0,50000 
 
Análise descritiva dos dados 
 
Descriptive Statistics: ICT (por segmento) 
 
Variable segmento N Mean StDev Minimum Maximum 
ICT 1 512 43,406 4,095 18,000 49,000 
 2 421 42,669 4,699 21,500 49,000 
 3 813 42,441 4,842 20,000 49,000 
 4 69 38,978 7,071 18,000 48,000 
 5 31 42,45 5,84 26,00 49,00 
 6 53 40,160 5,904 21,000 48,000 
 
Descriptive Statistics: ICT (por sexo) 
 
Variable sexo N Mean StDev Minimum Maximum 
ICT 1 1088 42,194 4,885 18,000 49,000 
 2 811 43,057 4,767 18,000 49,000 
 
 
Descriptive Statistics: ICT (por estado civil) 
 
 estado 
Variable civil N Mean StDev Minimum Maximum 
ICT 1 780 43,495 4,062 23,000 49,000 
 2 1120 41,915 5,238 18,000 49,000 
 
 
Descriptive Statistics: ICT (por escolaridade) 
 
Variable escol N Mean StDev Minimum Maximum 
ICT 1 410 40,578 6,147 18,000 49,000 
 2 1073 42,981 4,344 21,500 49,000 
 3 417 43,441 4,071 27,000 49,000 
18 
 
 
 
Descriptive Statistics: ICT (por idade) 
 
 
idade
IC
T
908070605040302010
50
45
40
35
30
25
20
Scatterplot of ICT vs idade
 
 
 
Transformação LOGITO(Y) 
 
logito ICT transformado 
 
 1,8926 11,5129 1,0361 2,1203 1,4469 2,0015 0,4855 
 0,4855 2,9957 1,7917 1,8926 1,2993 2,9957 0,8024 
 2,5649 1,0361 2,1203 1,7917 2,2513 2,9957 1,6977 
 3,2960 0,6932 2,2513 2,0015 2,5649 2,5649 2,9957 
 1,0986 2,2513 2,7601 2,9957 2,2513 3,7136 11,5129 
 11,5129 3,7136 1,7917 11,5129 1,3715 2,9957 2,0015 
 1,4469 2,9957 2,9957 1,0361 2,3979 1,6977 2,2513 
 1,7917 1,0986 1,2300 2,0015 3,2960 3,7136 2,0015 
 2,9957 2,7601 2,9957 2,5649 2,9957 2,0015 1,3715 
 1,6094 3,7136 1,7917 1,7917 2,5649 4,4192 2,5649 
 2,9957 11,5129 2,5649 1,7917 2,9957 1,6094 1,7917 
 2,5649 3,7136 11,5129 2,0015 2,0015 11,5129 1,0986 
 2,9957 3,7136 1,0361 1,6094 2,2513 1,6094 1,4469 
 0,3857 1,4469 0,8024 0,5878 1,7917 1,6094 3,7136 
 0,9754 1,7917 2,0015 2,0015 1,7917 11,5129 11,5129 
 11,5129 2,9957 2,9957 1,4469 11,5129 2,9957 1,4469 
 2,2513 11,5129 0,9163 1,7917 1,7917 2,9957 1,7917 
 1,7917 1,6094 1,8926 1,1631 1,7917 1,7917 1,7917 
 1,2993 2,5649 2,2513 3,7136 2,0015 2,9957 1,6094 
 2,0015 2,5649 11,5129 2,9957 3,7136 0,9163 11,5129 
 2,9957 3,7136 2,2513 2,2513 2,0015 1,8926 1,2993 
 2,5649 2,0015 0,4855 0,9163 1,2993 1,5261 2,2513 
19 
 
 1,6094 11,5129 2,5649 11,5129 2,2513 0,8024 2,9957 
 2,0015 2,7601 2,3979 1,4469 2,5649 2,9957 2,2513 
 1,7917 2,5649 1,6094 1,1631 1,6094 1,6094 2,0015 
 2,0015 2,0015 2,2513 11,5129 1,0361 1,6094 0,3857 
 2,2513 1,2300 2,2513 3,7136 1,2993 1,2993 1,7917 
 1,7917 2,0015 2,1203 1,1631 11,5129 11,5129 2,0015 
 11,5129 2,9957 3,7136 2,5649 1,2993 2,0015 2,2513 
 2,0015 2,2513 2,9957 2,2513 2,2513 2,9957 2,0015 
 2,0015 2,0015 2,5649 1,7917 11,5129 2,5649 3,7136 
 0,8587 0,8024 1,7917 1,7917 1,2993 0,6932 2,2513 
 2,0015 1,6094 3,7136 11,5129 0,6932 0,9163 2,0015 
 0,6400 1,4469 1,4469 2,1203 1,6094 1,2993 3,7136 
 2,2513 1,4469 2,0015 3,7136 1,8926 1,4469 2,2513 
 2,0015 -0,0953 11,5129 1,3715 11,5129 1,4469 2,7601 
 1,5261 2,0015 1,6094 2,2513 1,1631 1,2993 2,5649 
 1,1631 1,7917 1,4469 2,0015 2,0015 0,9163 1,4469 
 4,4192 0,1911 1,0361 1,7917 2,2513 2,5649 1,2993 
 1,4469 2,2513 1,5261 1,6977 2,2513 -1,0361 2,0015 
 2,2513 1,6094 0,8024 2,0015 2,2513 2,0015 1,8926