From 236a9561db118518a07cbc75824ebf5059a63a4f Mon Sep 17 00:00:00 2001
From: Cesar Taconeli <taconeli@ufpr.br>
Date: Thu, 19 May 2016 20:25:47 -0300
Subject: [PATCH] Atualiza arquivos do minicurso

---
 data-raw/Baseauto2.csv                        | 16656 ++++++++++++++++
 data-raw/Dadoscomp.csv                        |    79 +
 inst/slides/Cesar.tex                         |   579 +-
 inst/slides/images/{graf2.pdf => Graf_BN.pdf} |   Bin 5655 -> 5655 bytes
 .../images/{graf1.pdf => Graf_Poisson.pdf}    |   Bin 5384 -> 5385 bytes
 inst/slides/images/Graf_Risco.pdf             |   Bin 0 -> 6069 bytes
 vignettes/Ovelhas.Rmd                         |    57 +-
 vignettes/Sinistros.Rmd                       |   112 +-
 8 files changed, 16948 insertions(+), 535 deletions(-)
 create mode 100644 data-raw/Baseauto2.csv
 create mode 100644 data-raw/Dadoscomp.csv
 rename inst/slides/images/{graf2.pdf => Graf_BN.pdf} (69%)
 rename inst/slides/images/{graf1.pdf => Graf_Poisson.pdf} (69%)
 create mode 100644 inst/slides/images/Graf_Risco.pdf

diff --git a/data-raw/Baseauto2.csv b/data-raw/Baseauto2.csv
new file mode 100644
index 0000000..09d698e
--- /dev/null
+++ b/data-raw/Baseauto2.csv
@@ -0,0 +1,16656 @@
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+8,PICAPE PESADA,RS,69,M,Casado,67029,"0,81",0
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+10,SEDAN,RS,51,M,Casado,21699,"0,48",0
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+1,SEDAN,RS,55,M,Casado,81422,"0,72",1
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+3,MONOVOLUME,SP,38,F,Solteiro,57109,"0,77",1
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+10,STATION WAGON,SP,65,M,Casado,25688,"0,34",0
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+4,HATCH,SP,65,F,Casado,22571,"0,84",0
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+1,PICAPE LEVE,RJ,54,M,Casado,31203,"0,83",0
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+3,SEDAN,SP,52,M,Casado,43752,"0,80",0
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+1,SEDAN,MG,64,M,Casado,41183,"0,78",0
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+1,HATCH,SP,41,M,Casado,37994,"0,22",0
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+1,HATCH,SP,29,F,Casado,10689,"0,20",0
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+1,SEDAN,SP,57,M,Casado,28765,"0,37",0
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+1,PICAPE LEVE,MG,54,M,Casado,21984,"0,01",0
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+2,PICAPE LEVE,SP,50,M,Casado,27886,"0,36",1
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+1,HATCH,PR,52,M,Casado,25854,"0,83",0
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+9,SUV,RN,39,F,Casado,60219,"0,81",0
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+1,MONOVOLUME,SP,52,F,Casado,52408,"0,83",0
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+1,SUV,GO,61,F,Solteiro,55100,"0,34",0
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+1,MONOVOLUME,SP,31,F,Casado,26386,"0,83",0
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+10,SEDAN,SP,36,M,Casado,59894,"0,81",0
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+3,HATCH,MT,53,M,Casado,19120,"0,79",0
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+10,SEDAN,MG,49,F,Casado,45171,"0,79",0
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+1,STATION WAGON,SP,58,F,Solteiro,14664,"0,03",0
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+6,STATION WAGON,SP,43,F,Casado,20284,"0,61",0
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+1,HATCH,SP,43,M,Casado,22212,"0,09",0
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+10,SEDAN,SP,66,M,Casado,7573,"0,78",0
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+10,SUV,SP,46,F,Viuvo,51819,"0,79",0
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+10,MONOVOLUME,SP,75,M,Casado,48678,"0,83",0
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+3,SEDAN,RS,36,F,Casado,26935,"0,19",0
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+10,SEDAN,SC,48,F,Casado,50765,"0,83",0
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+8,PICAPE PESADA,SP,55,M,Casado,98918,"0,81",0
+1,HATCH,SP,65,M,Casado,9949,"0,83",0
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+5,MONOVOLUME,SC,48,M,Casado,23891,"0,82",0
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+5,SEDAN,SP,44,F,Casado,35268,"0,81",0
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+10,SUV,PA,54,M,Casado,94918,"0,81",0
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+4,HATCH,RS,40,M,Casado,17927,"0,03",0
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+10,SEDAN,RJ,49,M,Casado,24291,"0,80",0
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+8,SEDAN,SP,39,F,Casado,28005,"0,83",0
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+10,SEDAN,SP,79,M,Casado,25901,"0,76",1
+10,STATION WAGON,SP,60,M,Casado,27272,"0,78",0
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+1,HATCH,SP,51,M,Casado,16745,"0,82",0
+10,SEDAN,SP,64,M,Casado,24755,"0,81",0
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+5,MONOVOLUME,SP,63,F,Casado,48609,"0,84",0
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+1,SEDAN,SP,29,M,Casado,28372,"0,21",1
+7,MONOVOLUME,SP,52,F,Casado,32075,"0,53",2
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+7,CAMIONETA PESADA,SC,49,M,Casado,23136,"0,81",0
+9,HATCH,SP,49,F,Casado,8912,"0,78",0
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+2,PICAPE LEVE,SP,79,M,Casado,21209,"0,76",0
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+0,HATCH,SP,53,F,Casado,25366,"0,83",0
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+1,HATCH,SP,26,F,Casado,16151,"0,78",0
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+1,HATCH,SP,58,F,Casado,35741,"0,78",0
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+10,HATCH,SP,38,M,Divorciado,32092,"0,79",0
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+1,HATCH,SP,54,F,Casado,16461,"0,64",0
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+1,PICAPE PESADA,SP,35,M,Casado,40102,"0,10",0
+9,SEDAN,SP,66,M,Casado,56049,"0,02",0
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+10,SEDAN,RN,63,M,Casado,57187,"0,80",0
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+1,SUV,SP,54,M,Casado,79979,"0,28",0
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+5,SUV,SP,58,F,Casado,33717,"0,80",0
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+10,MONOVOLUME,SP,62,F,Casado,41770,"0,76",0
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+10,HATCH,SP,51,M,Solteiro,14627,"0,80",0
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+7,SEDAN,DF,33,M,Casado,70272,"0,72",1
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+10,MONOVOLUME,RJ,43,F,Casado,57109,"0,47",0
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+10,SEDAN,RS,59,M,Casado,37381,"0,30",0
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+1,HATCH,DF,49,F,Casado,34337,"0,80",0
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+1,HATCH,MG,47,F,Casado,29981,"0,79",0
+0,MONOVOLUME,BA,40,F,Casado,41770,"0,77",1
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+10,SUV,SP,56,F,Casado,84250,"0,54",0
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+10,HATCH,SP,22,F,Solteiro,29894,"0,80",0
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+3,SEDAN,SP,46,F,Casado,32436,"0,78",0
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+10,HATCH,SP,59,F,Casado,20962,"0,33",0
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+3,SUV,BA,50,M,Casado,47685,"0,54",0
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+4,MONOVOLUME,SC,48,M,Casado,44593,"0,80",0
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+10,SEDAN,SP,63,M,Casado,14965,"0,80",0
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+2,HATCH,SP,36,M,Solteiro,39103,"0,80",0
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+3,SUV,PR,49,F,Casado,87977,"0,80",0
+3,HATCH,SP,51,F,Divorciado,15497,"0,81",0
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+3,HATCH,SP,27,M,Casado,16469,"0,08",0
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+7,HATCH,SP,68,M,Casado,17587,"0,78",0
+10,HATCH,SP,65,M,Casado,16771,"0,80",0
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+1,SEDAN,SP,26,M,Casado,48628,"0,77",0
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+1,SUV,RS,51,F,Casado,93057,"0,81",0
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+1,SUV,MT,34,F,Casado,91937,"0,24",0
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+10,SEDAN,SP,65,M,Casado,38451,"0,83",0
+2,HATCH,SP,50,F,Solteiro,19603,"0,78",0
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+1,HATCH,SP,51,F,Divorciado,20556,"0,83",0
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+10,SEDAN,SP,45,M,Casado,30572,"0,84",0
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+10,SEDAN,SP,47,F,Casado,24687,"0,76",0
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+10,SUV,RS,56,M,Casado,58998,"0,02",0
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+9,HATCH,SP,47,F,Divorciado,22593,"0,78",0
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+0,SEDAN,DF,53,F,Casado,42908,"0,25",0
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+10,STATION WAGON,SP,64,F,Solteiro,25373,"0,50",0
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+10,HATCH,SP,63,F,Divorciado,44112,"0,21",0
+4,SEDAN,CE,45,F,Casado,43962,"0,80",1
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+10,MONOVOLUME,SP,47,M,Casado,17560,"0,78",0
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+10,SEDAN,GO,25,M,Solteiro,27255,"0,81",0
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+3,SUV,MG,59,M,Casado,105100,"0,79",0
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+10,HATCH,MG,48,F,Solteiro,7391,"0,76",0
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+10,HATCH,SP,53,M,Casado,16986,"0,77",0
+10,SUV,SP,58,M,Casado,71631,"0,75",0
+1,HATCH,SP,45,M,Solteiro,18104,"0,73",0
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+6,SUV,SP,46,M,Casado,72608,"0,29",1
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+3,SUV,RS,49,F,Casado,42713,"0,80",0
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+10,MONOVOLUME,SP,61,M,Casado,27218,"0,82",0
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+10,SEDAN,CE,59,M,Casado,18695,"0,82",0
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+10,HATCH,SP,29,M,Casado,44125,"0,79",1
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+3,MONOVOLUME,SP,35,M,Casado,23891,"0,80",0
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+2,SEDAN,AM,63,M,Casado,59894,"0,02",0
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+10,SEDAN,PR,51,F,Casado,18176,"0,78",1
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+0,HATCH,MG,59,F,Viuvo,32877,"0,78",0
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+10,HATCH,SP,52,F,Casado,27142,"0,80",0
+10,HATCH,SP,59,F,Casado,26148,"0,81",0
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+10,MONOVOLUME,SP,62,M,Casado,50062,"0,76",0
+4,MONOVOLUME,SP,40,F,Casado,19386,"0,77",0
+10,SEDAN,SP,54,M,Casado,67854,"0,79",0
+10,SEDAN,SP,48,M,Casado,36262,"0,32",0
+4,HATCH,SP,34,M,Casado,37994,"0,42",0
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+1,HATCH,SP,59,M,Casado,30749,"0,75",0
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+10,SEDAN,MG,61,M,Casado,37527,"0,82",0
+10,ESPORTIVO,SP,44,M,Casado,9338,"0,84",0
+8,SEDAN,SP,49,F,Divorciado,17133,"0,78",0
+1,SEDAN,SP,33,F,Casado,37337,"0,83",0
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+10,SEDAN,SP,85,F,Viuvo,12205,"0,77",0
+7,SEDAN,SP,39,F,Casado,34051,"0,77",0
+3,MONOVOLUME,SP,73,M,Casado,35197,"0,79",0
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+10,HATCH,CE,29,F,Solteiro,36860,"0,80",0
+2,SEDAN,RJ,43,M,Casado,18692,"0,51",1
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+3,HATCH,GO,60,F,Casado,30806,"0,80",0
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+1,SUV,PR,62,M,Casado,47541,"0,01",0
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+2,STATION WAGON,RJ,63,M,Solteiro,30407,"0,21",1
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+10,STATION WAGON,SP,56,M,Casado,19829,"0,83",1
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+0,SEDAN,SP,68,F,Casado,31239,"0,76",1
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+3,SEDAN,SP,59,F,Casado,19524,"0,78",0
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+2,HATCH,SP,50,F,Casado,15952,"0,76",1
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+2,SEDAN,SP,52,F,Casado,20437,"0,78",0
+10,HATCH,SP,59,M,Casado,17900,"0,80",1
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+10,SEDAN,SP,40,F,Casado,43897,"0,81",0
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+1,HATCH,SP,39,M,Casado,23329,"0,78",0
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+2,PICAPE LEVE,SP,75,M,Divorciado,27886,"0,81",0
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+1,HATCH,SE,56,F,Divorciado,23898,"0,77",1
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+6,HATCH,SP,30,M,Casado,36103,"0,77",1
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+3,HATCH,SP,48,F,Casado,16801,"0,76",0
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+10,CAMIONETA LEVE,RJ,67,M,Casado,12514,"0,46",0
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+1,HATCH,SP,49,F,Solteiro,29887,"0,81",0
+10,SEDAN,SP,66,M,Divorciado,51929,"0,79",0
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+3,SUV,SP,44,M,Casado,74658,"0,82",0
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+1,SEDAN,SP,62,M,Casado,82259,"0,79",0
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+4,SEDAN,RS,65,F,Viuvo,40499,"0,78",0
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+10,SEDAN,SP,57,M,Casado,17645,"0,78",0
+9,SUV,RS,72,M,Casado,25633,"0,80",0
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+1,SUV,SP,40,F,Casado,51819,"0,77",0
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+3,HATCH,RJ,79,M,Viuvo,10651,"0,79",0
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+1,HATCH,PR,57,F,Viuvo,15952,"0,79",0
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+1,MONOVOLUME,SP,34,F,Casado,24774,"0,17",0
+6,MONOVOLUME,SC,39,M,Casado,20268,"0,82",0
+10,SEDAN,MA,53,M,Solteiro,50765,"0,31",1
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+7,PICAPE LEVE,SP,68,M,Casado,11395,"0,01",0
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+1,SEDAN,MG,69,M,Casado,28992,"0,77",0
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+3,SEDAN,SP,48,F,Casado,77545,"0,48",0
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+3,SEDAN,SP,47,M,Casado,14744,"0,78",0
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+2,SUV,SP,56,M,Casado,36352,"0,77",0
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+10,HATCH,SP,45,F,Solteiro,17733,"0,76",0
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+10,SEDAN,RJ,71,F,Casado,27102,"0,24",0
+4,MONOVOLUME,SP,39,F,Divorciado,32474,"0,76",0
+9,SEDAN,SP,52,M,Casado,25208,"0,83",0
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+10,HATCH,SP,31,M,Casado,37107,"0,68",0
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+7,SUV,SP,35,F,Casado,62627,"0,81",0
+10,SEDAN,SP,32,F,Solteiro,17613,"0,82",0
+8,HATCH,PR,32,F,Casado,34332,"0,82",0
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+10,HATCH,SP,46,F,Casado,25392,"0,58",0
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+7,SEDAN,SP,74,M,Casado,26895,"0,79",0
+2,CAMIONETA LEVE,SP,43,M,Solteiro,26287,"0,79",0
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+1,SEDAN,SP,63,F,Casado,24687,"0,84",0
+10,MONOVOLUME,RN,54,M,Casado,23391,"0,01",0
+3,HATCH,SP,51,M,Casado,22425,"0,77",0
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+10,HATCH,SP,43,M,Casado,6107,"0,49",0
+10,MONOVOLUME,SP,64,F,Casado,33830,"0,19",0
+4,SEDAN,SP,65,M,Casado,26663,"0,30",0
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+2,SEDAN,RJ,45,M,Casado,39842,"0,82",0
+1,SUV,SP,38,F,Casado,47110,"0,11",0
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+10,SUV,SP,43,F,Casado,80804,"0,79",0
+7,HATCH,SP,25,F,Solteiro,20466,"0,81",0
+10,HATCH,CE,41,F,Casado,21251,"0,64",0
+7,SEDAN,SP,65,M,Casado,12946,"0,77",0
+10,HATCH,PR,44,M,Casado,20588,"0,77",1
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+9,HATCH,RS,52,F,Solteiro,24729,"0,82",1
+3,SEDAN,SP,50,F,Casado,42996,"0,78",0
+0,SUV,PE,47,M,Solteiro,56907,"0,79",0
+1,HATCH,SP,30,M,Casado,25920,"0,05",0
+10,SEDAN,SP,59,F,Casado,54253,"0,80",0
+10,SEDAN,SP,51,F,Casado,31592,"0,83",0
+10,HATCH,SP,67,M,Casado,37741,"0,76",2
+6,HATCH,SP,67,F,Viuvo,16469,"0,16",1
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+10,HATCH,SP,43,M,Casado,20964,"0,42",0
+9,SEDAN,SP,56,M,Casado,22733,"0,81",0
+5,HATCH,SP,37,F,Casado,37994,"0,02",0
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+10,HATCH,SP,60,M,Casado,16745,"0,25",0
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+2,SEDAN,SP,55,M,Casado,12043,"0,22",0
+1,SUV,SP,64,M,Casado,34816,"0,79",0
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+10,SEDAN,SP,62,F,Divorciado,36283,"0,79",0
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+1,HATCH,RJ,43,M,Casado,19491,"0,83",0
+2,HATCH,RS,33,F,Casado,22481,"0,45",1
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+10,HATCH,BA,69,M,Casado,42377,"0,77",0
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+0,HATCH,SP,29,F,Casado,41840,"0,81",0
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+3,SUV,RJ,79,M,Casado,44260,"0,79",0
+10,SEDAN,SP,65,M,Casado,17613,"0,77",0
+7,PICAPE LEVE,PR,75,M,Casado,20742,"0,80",0
+4,HATCH,SP,50,M,Divorciado,11153,"0,38",0
+3,HATCH,SP,50,M,Casado,39703,"0,76",0
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+10,SEDAN,SP,60,F,Casado,37627,"0,76",0
+9,STATION WAGON,SP,42,F,Casado,31470,"0,78",0
+3,SUV,SP,45,M,Casado,47541,"0,79",1
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+0,SEDAN,BA,53,M,Casado,51929,"0,76",0
+6,CAMIONETA LEVE,SP,48,F,Casado,20076,"0,76",0
+6,HATCH,MG,79,M,Casado,26016,"0,65",0
+0,HATCH,SC,62,M,Casado,37107,"0,82",0
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+5,SUV,RS,31,F,Casado,55263,"0,79",0
+9,SUV,SP,40,F,Casado,74266,"0,80",0
+10,HATCH,SP,55,F,Divorciado,20964,"0,80",0
+0,HATCH,SP,40,F,Casado,20073,"0,80",0
+10,STATION WAGON,SP,39,F,Casado,22435,"0,22",0
+9,SEDAN,SP,35,M,Casado,37997,"0,06",0
+10,SUV,SP,63,F,Casado,45846,"0,76",0
+8,HATCH,PE,48,M,Solteiro,32576,"0,80",0
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+2,HATCH,PR,53,M,Casado,23829,"0,76",0
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+1,HATCH,SP,36,F,Casado,20588,"0,80",0
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+1,HATCH,SP,50,M,Casado,36944,"0,76",1
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+0,MONOVOLUME,SP,50,M,Casado,30731,"0,46",0
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+10,MONOVOLUME,SP,68,F,Casado,57189,"0,08",2
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+1,HATCH,SP,65,M,Casado,20642,"0,74",0
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+10,HATCH,SC,59,F,Casado,34819,"0,84",0
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+10,SEDAN,SP,57,M,Casado,39741,"0,56",0
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+5,SEDAN,SP,34,F,Casado,45325,"0,21",0
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+10,SEDAN,SP,37,F,Casado,15458,"0,79",0
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+1,SUV,CE,40,M,Casado,33717,"0,81",0
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+1,SEDAN,SC,42,M,Casado,21410,"0,21",1
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+10,SEDAN,PE,46,M,Casado,36262,"0,80",0
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+1,STATION WAGON,SP,34,M,Casado,26212,"0,77",0
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+10,MONOVOLUME,SP,74,M,Casado,19916,"0,82",0
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+3,SEDAN,SP,64,F,Solteiro,18716,"0,60",1
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+10,MONOVOLUME,PR,45,F,Casado,59923,"0,21",0
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+10,ESPORTIVO,RS,59,M,Casado,91100,"0,76",0
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+10,HATCH,SP,39,M,Solteiro,27445,"0,77",0
+1,SEDAN,PE,43,M,Casado,37816,"0,81",0
+7,PICAPE LEVE,SP,53,M,Casado,29851,"0,76",0
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+10,HATCH,SP,45,F,Casado,26235,"0,82",1
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+2,SEDAN,SP,68,M,Casado,57245,"0,80",0
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+10,HATCH,SP,63,M,Casado,12436,"0,77",0
+10,HATCH,RS,56,M,Casado,39567,"0,26",0
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+2,HATCH,MG,71,M,Casado,22245,"0,82",1
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+10,SEDAN,BA,43,F,Casado,23875,"0,82",0
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+6,HATCH,SP,32,M,Solteiro,38307,"0,80",0
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+10,SEDAN,SC,37,F,Casado,35446,"0,83",0
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+1,HATCH,DF,72,F,Solteiro,44741,"0,15",1
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+10,HATCH,SP,47,F,Casado,26479,"0,69",0
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+10,SUV,PR,55,F,Casado,55245,"0,77",0
+0,SEDAN,SP,61,M,Viuvo,54521,"0,83",0
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+10,HATCH,DF,66,F,Viuvo,45089,"0,79",0
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+10,SUV,SP,48,F,Casado,73803,"0,03",0
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+10,MONOVOLUME,SP,50,F,Casado,15245,"0,83",1
+9,HATCH,SP,74,F,Casado,51982,"0,78",0
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+10,SEDAN,SP,75,M,Casado,28346,"0,79",0
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+5,HATCH,SP,47,M,Casado,20556,"0,53",0
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+10,MONOVOLUME,SP,41,F,Casado,42188,"0,79",0
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+3,HATCH,PR,31,F,Casado,45033,"0,38",0
+9,SUV,SP,65,F,Casado,43019,"0,57",0
+10,SUV,SP,42,F,Casado,68495,"0,83",0
+0,HATCH,PR,56,F,Casado,20550,"0,83",0
+8,HATCH,SC,36,F,Casado,42200,"0,84",0
+6,HATCH,SP,55,M,Casado,23329,"0,07",0
+9,MONOVOLUME,SP,41,M,Solteiro,36212,"0,82",0
+10,MONOVOLUME,SP,54,M,Casado,24700,"0,80",0
+8,PICAPE LEVE,SP,85,M,Casado,15416,"0,80",0
+5,SEDAN,SP,58,M,Casado,16529,"0,24",0
+10,HATCH,SP,68,F,Solteiro,38946,"0,79",0
+2,HATCH,SP,40,F,Casado,33555,"0,83",0
+1,SUV,SP,47,M,Casado,45961,"0,36",0
+10,HATCH,SP,51,M,Casado,11941,"0,25",0
+10,SEDAN,SP,36,F,Casado,71278,"0,63",0
+0,HATCH,SP,46,M,Casado,12436,"0,35",0
+9,HATCH,SP,69,M,Casado,29201,"0,83",0
+1,SUV,SP,60,M,Casado,95110,"0,81",0
+4,HATCH,PR,82,M,Casado,15762,"0,83",0
+0,HATCH,SC,51,F,Casado,32375,"0,76",0
+2,HATCH,MG,56,F,Viuvo,23124,"0,56",0
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+0,HATCH,SP,30,F,Casado,33216,"0,52",0
+9,HATCH,SP,32,F,Solteiro,24177,"0,59",0
+7,SEDAN,SP,36,F,Solteiro,38742,"0,79",0
+10,HATCH,SC,42,M,Casado,52609,"0,06",0
+5,STATION WAGON,SP,28,M,Casado,24141,"0,60",0
+5,SEDAN,SP,35,M,Casado,43897,"0,47",0
+10,MONOVOLUME,SP,74,M,Casado,20537,"0,78",0
+8,HATCH,RS,57,M,Casado,25021,"0,82",0
+10,STATION WAGON,SP,68,F,Divorciado,41607,"0,02",0
+10,SEDAN,SP,58,M,Casado,45635,"0,76",0
+6,SEDAN,SP,62,M,Casado,34425,"0,56",1
+9,HATCH,SP,25,F,Solteiro,13501,"0,25",0
+5,SEDAN,SP,37,M,Casado,62009,"0,69",0
+10,PICAPE LEVE,SP,58,F,Casado,22103,"0,79",0
+10,SUV,SP,67,F,Casado,47685,"0,76",0
+10,HATCH,SP,85,M,Casado,20162,"0,80",0
+0,PICAPE PESADA,SP,57,M,Casado,64020,"0,79",0
+10,HATCH,SC,43,F,Casado,42038,"0,80",0
+5,SEDAN,RJ,56,F,Casado,36262,"0,81",0
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+1,HATCH,SP,55,F,Casado,33650,"0,08",0
+10,HATCH,SP,78,M,Solteiro,15588,"0,76",0
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+10,HATCH,SP,43,F,Casado,16068,"0,82",0
+10,SUV,SP,53,M,Casado,48155,"0,04",0
+6,PICAPE PESADA,PR,36,M,Casado,93040,"0,78",0
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+2,HATCH,PR,61,F,Casado,15952,"0,63",0
+9,HATCH,SP,44,M,Casado,33102,"0,77",0
+9,SUV,PR,59,F,Casado,64613,"0,78",0
+10,SEDAN,SP,42,F,Casado,38653,"0,78",0
+9,HATCH,SP,65,M,Casado,24433,"0,78",0
+10,SEDAN,SP,59,M,Casado,41667,"0,79",0
+10,MONOVOLUME,SP,59,F,Casado,44410,"0,79",2
+5,SUV,SC,35,F,Casado,54222,"0,55",0
+1,HATCH,SP,32,F,Solteiro,23110,"0,59",0
+0,HATCH,RJ,69,M,Casado,13055,"0,76",0
+2,MONOVOLUME,SP,36,F,Casado,42831,"0,45",0
+10,HATCH,SP,40,F,Casado,50104,"0,17",0
+4,HATCH,MG,54,M,Casado,22425,"0,77",0
+10,HATCH,SP,48,F,Divorciado,34172,"0,25",0
+1,SUV,DF,47,M,Casado,43455,"0,77",0
+9,HATCH,SP,30,F,Casado,21260,"0,82",0
+10,SEDAN,SP,58,M,Casado,32622,"0,77",0
+6,HATCH,SP,47,M,Casado,9494,"0,82",0
+10,MONOVOLUME,SP,51,M,Casado,61497,"0,31",0
+10,PICAPE PESADA,SP,38,M,Casado,33183,"0,01",0
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+10,HATCH,SP,58,F,Viuvo,24832,"0,82",0
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+4,HATCH,DF,69,M,Casado,22744,"0,82",0
+1,SEDAN,SP,35,F,Casado,34572,"0,81",0
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+10,HATCH,SP,61,M,Casado,46207,"0,09",0
+1,HATCH,SP,51,M,Casado,17613,"0,51",0
+10,SUV,SP,44,M,Casado,50616,"0,80",0
+1,HATCH,MG,44,M,Casado,53125,"0,82",0
+10,HATCH,SP,36,F,Solteiro,25109,"0,80",0
+7,PICAPE LEVE,SP,41,M,Solteiro,25057,"0,82",0
+1,HATCH,SP,41,F,Casado,25854,"0,83",2
+5,MONOVOLUME,SP,34,M,Casado,55528,"0,83",0
+3,SUV,RN,47,M,Casado,49208,"0,79",0
+10,SEDAN,SP,50,F,Casado,37527,"0,80",0
+10,SEDAN,SP,79,M,Casado,25591,"0,79",0
+9,MONOVOLUME,SP,59,M,Casado,61618,"0,79",0
+7,MONOVOLUME,SP,45,F,Casado,23398,"0,79",0
+10,SEDAN,SP,62,F,Viuvo,18900,"0,82",0
+6,HATCH,SP,55,M,Casado,23329,"0,37",0
+10,STATION WAGON,SP,78,M,Casado,26212,"0,76",0
+7,HATCH,PR,44,M,Casado,13884,"0,79",0
+10,SEDAN,SP,64,M,Casado,56078,"0,82",0
+10,HATCH,SP,52,F,Solteiro,19076,"0,25",0
+10,PICAPE PESADA,GO,53,M,Casado,102434,"0,80",0
+10,SEDAN,SP,71,M,Casado,9686,"0,78",0
+10,SUV,SP,65,M,Casado,70144,"0,82",0
+10,HATCH,RS,50,F,Solteiro,27375,"0,81",0
+10,SEDAN,SP,58,F,Casado,25660,"0,80",0
+3,HATCH,SP,73,M,Casado,12321,"0,78",1
+10,HATCH,SP,54,M,Divorciado,29725,"0,82",0
+9,HATCH,SP,59,F,Casado,20675,"0,80",0
+0,SEDAN,RJ,27,M,Casado,22010,"0,81",0
+7,HATCH,SC,27,M,Casado,38216,"0,52",0
+0,SEDAN,SP,62,M,Divorciado,50773,"0,81",0
+10,HATCH,SP,33,F,Solteiro,28823,"0,83",0
+9,MONOVOLUME,SP,55,M,Casado,64072,"0,77",1
+10,SEDAN,CE,30,F,Casado,33002,"0,01",0
+10,SEDAN,SP,62,F,Casado,37423,"0,78",0
+2,HATCH,GO,63,M,Casado,28594,"0,82",0
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+6,HATCH,SP,51,M,Viuvo,19907,"0,08",1
+0,HATCH,SP,65,M,Casado,37177,"0,27",0
+8,SEDAN,SP,41,F,Casado,15742,"0,80",0
+1,SEDAN,SP,48,M,Casado,22073,"0,82",0
+10,SEDAN,SP,38,F,Casado,30621,"0,76",0
+10,HATCH,SP,65,F,Casado,20745,"0,81",0
+3,SEDAN,SP,45,M,Casado,38064,"0,49",0
+10,STATION WAGON,SP,76,M,Casado,6609,"0,80",0
+1,SUV,SP,38,F,Casado,74658,"0,82",0
+10,HATCH,SP,43,F,Solteiro,43707,"0,14",0
+8,SEDAN,SP,40,M,Casado,41617,"0,26",0
+0,HATCH,RS,75,M,Casado,38513,"0,77",0
+0,SEDAN,SP,70,M,Casado,60278,"0,83",0
+10,HATCH,SP,59,M,Casado,8939,"0,79",0
+1,HATCH,SP,62,M,Casado,34332,"0,78",0
+10,SUV,PR,72,M,Casado,86778,"0,48",0
+10,HATCH,SP,27,F,Solteiro,19964,"0,76",0
+5,SEDAN,SP,62,M,Casado,59251,"0,76",0
+1,HATCH,MG,22,F,Solteiro,37177,"0,77",0
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+10,HATCH,SP,73,M,Casado,33498,"0,81",0
+8,SUV,SP,51,F,Solteiro,49014,"0,82",0
+9,HATCH,SP,85,M,Casado,23329,"0,82",0
+10,MONOVOLUME,SP,41,M,Viuvo,48745,"0,76",0
+10,HATCH,RN,41,M,Casado,39339,"0,76",0
+3,HATCH,SP,57,M,Casado,24584,"0,77",0
+10,SEDAN,RS,53,M,Casado,34888,"0,82",0
+10,SEDAN,RS,69,M,Casado,48194,"0,80",0
+3,SEDAN,SP,53,M,Casado,21352,"0,15",0
+1,SEDAN,SP,43,M,Casado,17789,"0,82",0
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+4,HATCH,SP,41,F,Casado,22323,"0,82",0
+6,SEDAN,SP,68,F,Viuvo,52206,"0,29",0
+10,HATCH,SP,49,M,Casado,11899,"0,80",0
+10,SEDAN,RS,73,M,Casado,11902,"0,82",0
+10,MONOVOLUME,SP,52,F,Casado,25934,"0,83",0
+10,HATCH,SP,61,F,Casado,14095,"0,02",0
+1,SEDAN,SP,39,M,Casado,26895,"0,35",0
+2,SUV,MT,42,M,Casado,32478,"0,24",0
+0,HATCH,BA,61,M,Solteiro,34337,"0,79",0
+10,HATCH,SP,59,F,Casado,10366,"0,81",0
+10,SUV,MG,62,M,Divorciado,154686,"0,81",2
+0,STATION WAGON,DF,37,M,Casado,23165,"0,83",0
+8,SEDAN,SP,47,F,Casado,18903,"0,77",0
+10,HATCH,SP,50,M,Solteiro,31679,"0,80",0
+10,SUV,RS,53,M,Casado,46156,"0,76",0
+10,SEDAN,SP,72,M,Casado,44309,"0,76",0
+10,HATCH,SP,56,F,Solteiro,24455,"0,80",0
+10,SUV,SP,61,F,Casado,78441,"0,46",0
+10,SEDAN,SP,58,F,Solteiro,49357,"0,78",0
+10,MONOVOLUME,PR,57,F,Casado,22559,"0,80",0
+3,MONOVOLUME,CE,58,M,Divorciado,22179,"0,82",0
+0,HATCH,SP,63,M,Casado,28567,"0,80",0
+9,HATCH,SP,65,M,Casado,22481,"0,76",0
+10,HATCH,SC,67,F,Divorciado,12261,"0,79",0
+10,SEDAN,SP,66,M,Casado,36722,"0,09",0
+5,SEDAN,SP,56,M,Divorciado,30637,"0,03",0
+10,SUV,SC,50,M,Casado,90723,"0,74",0
+10,HATCH,SP,35,F,Casado,38739,"0,79",0
+3,SEDAN,SP,50,M,Casado,23875,"0,79",0
+9,SEDAN,SP,55,F,Divorciado,47018,"0,81",0
+0,HATCH,MG,45,M,Casado,33718,"0,38",0
+10,PICAPE PESADA,SP,41,M,Casado,47802,"0,80",0
+1,HATCH,DF,24,M,Casado,20385,"0,82",0
+10,SUV,SP,64,M,Casado,32818,"0,81",0
+10,MONOVOLUME,SP,63,F,Casado,25810,"0,76",0
+10,STATION WAGON,SP,49,M,Casado,26212,"0,82",0
+9,HATCH,SP,50,F,Solteiro,16621,"0,40",0
+5,HATCH,SP,68,M,Casado,25045,"0,76",0
+2,MONOVOLUME,ES,60,M,Casado,29415,"0,01",0
+5,STATION WAGON,SP,64,M,Casado,26212,"0,82",0
+10,SEDAN,RS,68,M,Casado,82871,"0,45",0
+10,HATCH,PE,31,F,Solteiro,34679,"0,45",0
+10,SEDAN,SP,51,F,Solteiro,36123,"0,79",0
+2,HATCH,RS,32,M,Casado,24584,"0,80",1
+10,SEDAN,SP,79,F,Viuvo,8908,"0,76",0
+1,HATCH,RS,35,M,Casado,35780,"0,82",0
+9,MONOVOLUME,SP,62,M,Casado,34421,"0,77",0
+7,PICAPE PESADA,SP,36,F,Casado,61188,"0,78",1
+10,SEDAN,SP,68,M,Casado,32190,"0,04",0
+4,HATCH,SP,66,M,Solteiro,14178,"0,81",0
+2,HATCH,SP,67,M,Casado,26859,"0,83",0
+2,SEDAN,SP,42,M,Casado,19524,"0,80",1
+8,SUV,SP,45,M,Casado,52478,"0,78",0
+8,SEDAN,SP,35,M,Solteiro,40726,"0,80",0
+7,HATCH,SP,54,M,Casado,24886,"0,81",0
+2,SEDAN,SP,35,M,Casado,16680,"0,83",0
+8,SEDAN,SP,36,F,Casado,31220,"0,82",0
+10,SUV,SC,77,M,Casado,69299,"0,79",0
+10,HATCH,SP,47,M,Casado,24122,"0,54",0
+10,HATCH,SP,45,F,Solteiro,27350,"0,80",0
+8,SEDAN,SP,59,M,Casado,59894,"0,80",0
+5,SEDAN,SP,39,F,Casado,35347,"0,83",0
+10,SEDAN,SP,39,F,Casado,11419,"0,77",0
+4,SEDAN,SP,63,F,Viuvo,20267,"0,78",0
+10,SEDAN,PR,71,M,Casado,16214,"0,79",0
+7,SEDAN,RS,62,M,Casado,16749,"0,81",0
+3,MONOVOLUME,SP,56,F,Casado,21660,"0,61",1
+10,SEDAN,SP,57,F,Solteiro,20278,"0,12",0
+5,SEDAN,SP,70,M,Casado,13786,"0,80",0
+10,SUV,SP,53,M,Casado,64613,"0,21",1
+1,SUV,SP,72,M,Casado,56677,"0,13",0
+2,SEDAN,SP,56,M,Casado,65883,"0,76",0
+10,HATCH,SP,61,M,Casado,42424,"0,80",0
+1,PICAPE LEVE,MG,60,M,Casado,16482,"0,80",0
+5,SEDAN,SP,37,F,Casado,42796,"0,82",0
+9,SUV,SP,59,F,Casado,76238,"0,77",0
+10,MONOVOLUME,SP,59,F,Casado,23124,"0,77",0
+1,HATCH,SP,62,F,Casado,32088,"0,79",0
+7,SUV,SP,49,M,Casado,44775,"0,50",0
+10,HATCH,SP,42,F,Casado,39703,"0,78",0
+1,SUV,SP,54,M,Casado,82706,"0,77",0
+10,HATCH,PR,39,F,Solteiro,24914,"0,79",0
+10,STATION WAGON,SP,66,M,Casado,29401,"0,81",0
+1,SUV,SP,40,M,Casado,62606,"0,20",0
+3,SUV,SP,40,F,Casado,49751,"0,82",0
+4,SEDAN,PA,41,M,Casado,20278,"0,81",0
+10,SUV,PR,46,F,Casado,65315,"0,77",1
+7,SUV,SP,60,F,Casado,69044,"0,80",1
+10,HATCH,SP,54,M,Solteiro,31449,"0,59",0
+10,SEDAN,SC,35,F,Casado,63267,"0,05",0
+7,SUV,SP,47,M,Solteiro,32509,"0,78",0
+8,MONOVOLUME,PE,49,M,Casado,40875,"0,80",0
+9,SUV,SP,68,M,Casado,79979,"0,83",0
+10,PICAPE LEVE,MG,55,M,Casado,27357,"0,81",1
+4,HATCH,SP,31,F,Casado,18719,"0,77",0
+10,SUV,RS,53,M,Casado,66241,"0,83",0
+10,HATCH,SP,61,F,Solteiro,23145,"0,65",0
+10,HATCH,SP,33,F,Solteiro,23910,"0,77",0
+0,HATCH,SP,57,F,Divorciado,37106,"0,79",0
+8,MONOVOLUME,SP,61,M,Casado,20051,"0,76",0
+8,SEDAN,BA,44,M,Casado,32141,"0,79",0
+10,HATCH,SP,67,F,Viuvo,18905,"0,79",0
+10,HATCH,SP,83,M,Solteiro,7415,"0,03",1
+2,HATCH,SP,51,F,Casado,12385,"0,76",0
+1,SEDAN,SP,64,M,Casado,18176,"0,80",0
+10,HATCH,SP,32,M,Casado,9876,"0,01",0
+7,PICAPE PESADA,MG,48,M,Casado,46325,"0,14",0
+10,HATCH,SP,51,M,Casado,27433,"0,65",0
+0,HATCH,SP,44,M,Casado,22067,"0,77",0
+5,SEDAN,RS,68,M,Casado,54356,"0,80",0
+1,HATCH,SP,35,F,Casado,7254,"0,82",0
+2,SEDAN,SP,47,M,Casado,28346,"0,01",0
+0,SUV,RS,43,F,Solteiro,33208,"0,84",0
+4,SEDAN,GO,62,M,Casado,45171,"0,48",0
+3,PICAPE LEVE,SP,37,M,Solteiro,30552,"0,02",0
+10,HATCH,SP,26,M,Casado,19974,"0,79",0
+1,HATCH,SP,44,F,Casado,39755,"0,14",0
+1,SEDAN,SP,61,M,Casado,17613,"0,76",0
+10,SUV,SP,39,M,Casado,60686,"0,81",0
+9,HATCH,SP,65,F,Viuvo,32865,"0,79",0
+1,HATCH,PR,25,M,Casado,26610,"0,79",0
+10,MONOVOLUME,SP,77,M,Casado,21748,"0,80",0
+10,HATCH,PE,60,F,Casado,23769,"0,81",0
+1,HATCH,SP,31,F,Casado,26223,"0,82",0
+10,SEDAN,SP,60,M,Casado,39615,"0,79",1
+9,PICAPE LEVE,MG,61,M,Casado,38707,"0,80",0
+10,HATCH,SP,75,M,Casado,26016,"0,77",0
+1,HATCH,SP,47,M,Casado,57252,"0,83",0
+10,PICAPE LEVE,PR,59,M,Casado,34677,"0,24",1
+10,HATCH,SP,35,M,Solteiro,40393,"0,52",0
+1,SEDAN,SP,44,F,Casado,17704,"0,76",0
+10,HATCH,SP,61,M,Casado,9391,"0,78",0
+10,HATCH,SP,30,M,Solteiro,26578,"0,80",0
+9,HATCH,SP,56,M,Solteiro,17900,"0,80",0
+6,MONOVOLUME,SP,39,M,Casado,33021,"0,80",0
+4,SEDAN,SP,40,M,Casado,32538,"0,16",0
+3,HATCH,SP,61,F,Solteiro,24502,"0,79",0
+10,HATCH,SP,56,F,Divorciado,7879,"0,76",0
+6,HATCH,SP,63,M,Casado,38888,"0,79",0
+6,SEDAN,SP,35,F,Casado,38780,"0,83",0
+6,SEDAN,PR,40,M,Solteiro,13778,"0,81",0
+4,SUV,MG,62,M,Casado,36093,"0,79",0
+7,HATCH,SP,45,M,Casado,27550,"0,83",0
+9,SEDAN,SP,57,M,Casado,18928,"0,82",0
+4,HATCH,SP,75,M,Casado,11112,"0,82",0
+10,SEDAN,SP,64,F,Solteiro,52206,"0,13",0
+10,MONOVOLUME,SP,51,F,Casado,23391,"0,79",0
+0,SEDAN,RS,23,F,Solteiro,17993,"0,77",0
+2,SEDAN,SP,48,M,Casado,74842,"0,57",0
+8,SUV,SP,51,M,Casado,53953,"0,32",0
+1,SEDAN,RJ,34,M,Casado,18176,"0,82",0
+10,SEDAN,SP,57,M,Divorciado,14784,"0,84",0
+10,HATCH,MG,51,M,Casado,16745,"0,73",0
+3,SUV,DF,40,M,Solteiro,33717,"0,77",0
+2,HATCH,SP,52,M,Casado,11786,"0,05",0
+1,HATCH,SP,52,F,Casado,34337,"0,77",0
+10,HATCH,SP,74,M,Casado,36735,"0,82",0
+4,PICAPE LEVE,SP,63,M,Viuvo,40455,"0,83",0
+10,MONOVOLUME,SP,59,F,Casado,26705,"0,77",0
+10,HATCH,SP,47,F,Casado,12464,"0,79",0
+5,HATCH,MG,65,F,Divorciado,35741,"0,05",0
+10,HATCH,SP,48,M,Casado,38888,"0,76",0
+9,SUV,SP,59,F,Casado,80160,"0,78",0
+10,PICAPE PESADA,SP,48,M,Casado,22994,"0,79",0
+10,SEDAN,MG,46,F,Casado,70451,"0,60",0
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+9,HATCH,SP,74,F,Casado,13859,"0,79",0
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+1,SEDAN,PR,51,M,Casado,19464,"0,02",0
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+10,HATCH,SP,45,F,Divorciado,26758,"0,29",0
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+8,HATCH,SP,39,M,Casado,41982,"0,79",0
+10,SUV,SP,71,M,Casado,57457,"0,73",3
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+10,HATCH,SP,64,F,Casado,14697,"0,82",0
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+6,SEDAN,SP,67,M,Casado,25844,"0,81",1
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+4,HATCH,SP,56,F,Casado,34073,"0,80",0
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+7,SEDAN,SP,43,M,Casado,37555,"0,77",0
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+9,HATCH,SP,47,F,Casado,27023,"0,03",0
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+10,HATCH,SP,52,M,Casado,8070,"0,80",0
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+5,HATCH,RJ,78,F,Divorciado,27647,"0,82",0
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+8,HATCH,SC,33,M,Solteiro,18719,"0,08",0
+8,MONOVOLUME,SP,50,M,Casado,24434,"0,78",0
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+8,SEDAN,SP,51,F,Casado,29013,"0,08",0
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+2,SUV,CE,53,M,Casado,66716,"0,76",0
+4,SEDAN,PA,53,M,Casado,25844,"0,01",0
+2,HATCH,SP,21,F,Solteiro,34266,"0,29",0
+9,SEDAN,SP,51,F,Divorciado,14854,"0,71",0
+10,HATCH,SP,49,F,Casado,16093,"0,81",0
+8,HATCH,SP,50,M,Casado,38946,"0,64",0
+2,HATCH,SP,57,M,Casado,25017,"0,82",0
+10,SEDAN,SP,68,M,Casado,77545,"0,01",0
+10,SUV,RS,40,M,Casado,58813,"0,79",0
+0,SEDAN,SP,52,F,Viuvo,46538,"0,82",0
+4,PICAPE LEVE,PR,70,M,Casado,22184,"0,81",0
+2,HATCH,SP,36,F,Solteiro,27839,"0,77",0
+4,PICAPE PESADA,SP,71,M,Casado,19988,"0,82",0
+10,PICAPE LEVE,MG,67,M,Casado,15883,"0,80",0
+5,PICAPE LEVE,RJ,35,M,Casado,42402,"0,83",0
+10,MONOVOLUME,SC,33,F,Casado,33120,"0,76",0
+3,SUV,SP,48,F,Casado,49751,"0,76",0
+10,HATCH,SP,49,M,Casado,19891,"0,78",0
+10,STATION WAGON,SP,68,F,Divorciado,41607,"0,01",0
+4,PICAPE PESADA,SP,35,M,Casado,59989,"0,19",0
+3,PICAPE PESADA,SP,32,M,Casado,80166,"0,76",0
+10,SUV,MG,55,F,Casado,73291,"0,78",0
+10,SEDAN,SP,76,M,Viuvo,15742,"0,79",0
+10,SEDAN,SP,69,M,Casado,52440,"0,81",0
+0,HATCH,PE,72,M,Casado,20100,"0,03",0
+10,HATCH,SP,51,F,Casado,61521,"0,50",0
+1,SEDAN,SP,35,M,Casado,37868,"0,82",0
+3,STATION WAGON,DF,63,F,Casado,38496,"0,76",1
+1,SEDAN,DF,71,M,Casado,17789,"0,04",0
+2,HATCH,SP,49,F,Casado,29725,"0,82",0
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+4,SUV,SP,37,M,Casado,56677,"0,80",0
+7,HATCH,SP,73,M,Casado,20870,"0,02",0
+6,SEDAN,SP,42,M,Casado,29255,"0,80",0
+10,HATCH,SP,33,M,Casado,34337,"0,09",0
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+9,HATCH,SP,68,F,Casado,39823,"0,48",0
+8,SEDAN,SP,65,M,Viuvo,103762,"0,66",0
+2,SEDAN,SP,29,F,Casado,50773,"0,82",0
+3,SUV,SP,65,M,Casado,69299,"0,80",0
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+10,SUV,DF,35,M,Casado,42713,"0,11",0
+2,SEDAN,SP,48,M,Casado,36478,"0,81",0
+10,HATCH,SP,61,F,Divorciado,33916,"0,01",0
+10,PICAPE LEVE,SC,55,F,Casado,26310,"0,02",0
+10,SUV,MG,54,F,Casado,107197,"0,65",0
+10,SUV,GO,39,M,Casado,43019,"0,23",0
+7,CAMIONETA LEVE,PR,47,M,Casado,35636,"0,76",0
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+0,HATCH,SP,60,M,Viuvo,14178,"0,22",0
+4,MONOVOLUME,SP,62,M,Casado,20918,"0,82",0
+9,SEDAN,SP,34,M,Casado,40438,"0,77",0
+10,STATION WAGON,SP,64,M,Casado,32759,"0,79",0
+3,HATCH,SP,29,F,Casado,25433,"0,79",0
+0,SEDAN,SC,44,M,Casado,36836,"0,77",0
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+10,SEDAN,SP,33,M,Solteiro,12538,"0,01",0
+5,HATCH,RJ,36,F,Casado,24626,"0,78",0
+9,MONOVOLUME,SP,36,F,Casado,28196,"0,84",0
+0,SUV,SP,46,M,Casado,44443,"0,25",0
+3,SEDAN,SP,65,F,Casado,44387,"0,56",0
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+1,SEDAN,SP,67,M,Casado,56852,"0,80",0
+4,SEDAN,SP,45,M,Casado,39615,"0,77",0
+5,SEDAN,SC,56,M,Casado,75025,"0,84",0
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+2,HATCH,SP,50,M,Casado,34337,"0,76",0
+7,HATCH,SP,69,F,Casado,19491,"0,20",0
+5,PICAPE PESADA,SP,62,M,Casado,39021,"0,58",0
+3,SUV,PA,31,M,Solteiro,80973,"0,80",0
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+10,HATCH,SP,48,M,Casado,23534,"0,80",0
+10,SUV,SP,67,M,Casado,49784,"0,29",0
+4,PICAPE LEVE,PR,43,F,Casado,62929,"0,78",0
+10,SUV,SP,56,F,Casado,80973,"0,25",0
+10,SEDAN,SP,81,F,Viuvo,65949,"0,82",0
+10,SEDAN,SP,66,F,Casado,49357,"0,15",0
+10,HATCH,SP,53,F,Solteiro,5813,"0,59",0
+8,MONOVOLUME,SP,69,F,Casado,40121,"0,81",0
+10,HATCH,SP,54,F,Solteiro,23456,"0,78",0
+10,HATCH,SP,60,F,Casado,31153,"0,81",1
+4,MONOVOLUME,RS,54,M,Casado,38903,"0,39",0
+10,SUV,SP,41,M,Casado,43673,"0,67",0
+0,SEDAN,PE,48,F,Casado,43962,"0,06",0
+10,SEDAN,SC,60,M,Casado,12420,"0,51",0
+1,SEDAN,SP,34,M,Casado,19260,"0,77",0
+10,MONOVOLUME,RN,37,F,Casado,21588,"0,79",0
+10,SEDAN,SP,73,F,Casado,48099,"0,76",1
+3,SEDAN,SP,34,M,Casado,39615,"0,78",0
+10,MONOVOLUME,SP,58,M,Casado,27869,"0,82",0
+4,HATCH,RN,31,F,Solteiro,23673,"0,83",0
+4,PICAPE LEVE,SP,66,M,Casado,21145,"0,78",1
+10,SUV,MG,69,F,Casado,73651,"0,15",0
+5,PICAPE LEVE,RJ,36,M,Casado,19909,"0,81",0
+10,MONOVOLUME,SP,59,M,Casado,36212,"0,79",0
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+10,SEDAN,SP,30,M,Solteiro,13592,"0,24",0
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+9,SUV,BA,37,M,Casado,34380,"0,83",0
+2,SEDAN,BA,33,M,Casado,21230,"0,02",0
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+2,HATCH,MG,38,F,Casado,38858,"0,03",0
+10,MONOVOLUME,SP,59,F,Divorciado,26131,"0,78",0
+9,HATCH,MG,57,F,Casado,20363,"0,03",0
+1,SUV,RS,68,M,Casado,46731,"0,77",0
+3,PICAPE LEVE,SP,68,F,Casado,27886,"0,76",0
+4,SEDAN,BA,62,M,Casado,18000,"0,76",0
+10,MONOVOLUME,SP,53,F,Casado,41982,"0,79",0
+7,HATCH,SP,48,M,Casado,7770,"0,01",0
+6,HATCH,SP,45,M,Casado,23170,"0,83",0
+10,SUV,PE,60,M,Casado,77289,"0,76",0
+6,HATCH,MG,43,F,Solteiro,19393,"0,81",0
+4,SEDAN,SP,33,M,Solteiro,59020,"0,76",0
+10,STATION WAGON,SP,47,F,Casado,10581,"0,79",0
+10,SUV,SC,42,M,Casado,103273,"0,82",0
diff --git a/data-raw/Dadoscomp.csv b/data-raw/Dadoscomp.csv
new file mode 100644
index 0000000..46761b9
--- /dev/null
+++ b/data-raw/Dadoscomp.csv
@@ -0,0 +1,79 @@
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+519,2,2,2,16,1,0,0,2,2,0,4,1,2,1,0,2,1,0,3,0,4,3,1,0,0,3,2,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,17,16,1,0,0,17,16,0,2,0,1,2,0,2,5,4,3,6,2,3,0,0,3,0,3,2,1,0,0,3,2,0
+433,2,2,2,17,4,1,3,3,1,2,3,1,4,1,2,3,0,0,3,0,4,3,1,0,0,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,1,0,1,1,0,0,0,1,0,2,1,0,2,0,1,0,0,1,1,0,3,0,2,1,0,0,1,1,0,0
+372,2,2,2,18,3,1,2,5,2,2,5,1,4,2,3,3,1,0,3,0,2,1,1,0,2,1,0,0,0,1,0,1,0,0,1,0,0,0,0,0,1,0,1,0,1,0,0,0,1,1,0,0,0,1,0,3,2,0,1,0,0,0,0,0,1,0,1,0,1,0,0,0,1,1,0,0
+318,2,2,2,19,1,0,0,5,4,1,5,4,12,14,1,14,3,1,11,0,2,1,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,2,1,0,1,0,22,21,1,0,0,19,18,0,2,0,1,5,3,2,3,3,9,10,2,11,4,1,9,0,3,2,1,0,0,1,0,0
+109,2,2,2,20,2,1,1,4,1,3,3,0,3,1,0,3,0,0,3,0,5,4,1,0,1,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,2,0,13,12,0,0,1,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,3,0,1,0,4,3,0,0,1,1,0,0
+192,2,1,3,1,3,0,2,9,6,2,1,6,10,8,1,9,0,1,8,0,1,0,1,0,0,1,0,0,1,0,0,2,2,0,3,1,2,0,0,2,0,0,1,0,1,0,1,0,0,1,0,0,1,0,0,3,3,0,3,5,7,3,0,5,5,0,3,0,2,1,1,0,0,1,0,0
+273,2,1,3,2,1,0,0,2,1,0,1,0,1,0,0,0,1,0,0,0,1,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,0,0,0,2,0,1,0,1,0,0,0,1,1,0,0,2,0,1,3,0,2,6,1,5,0,0,1,3,1,4,0,2,1,0,0,1,1,0,0
+548,2,1,3,3,6,0,5,9,6,4,1,8,13,19,7,8,0,3,7,0,1,0,1,0,0,1,0,0,1,0,0,4,3,0,2,2,5,2,0,1,0,0,0,0,4,3,1,0,0,4,3,0,6,0,6,10,6,3,0,8,16,20,3,12,1,1,12,0,5,4,1,0,0,1,0,0
+502,2,1,3,4,1,0,0,0,1,0,3,3,0,0,0,1,3,0,4,0,1,0,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,3,2,1,0,0,2,1,0,1,0,0,3,0,2,3,5,2,2,1,4,1,0,4,0,1,0,1,0,0,1,0,0
+74,2,1,3,5,1,0,0,5,4,0,4,1,5,1,0,7,0,0,6,0,4,3,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,0,0,1,0,0,0,0,7,6,0,0,1,1,0,0,1,0,0,2,1,0,4,0,4,0,0,2,0,0,1,0,1,0,0,0,1,1,0,0
+303,2,1,3,6,1,0,0,2,1,0,4,2,7,5,0,2,1,1,3,0,2,1,1,0,0,1,0,0,1,0,0,2,3,0,2,0,1,0,0,2,1,0,3,0,2,1,1,0,0,1,0,0,1,0,0,2,3,0,2,5,9,8,0,6,0,0,5,0,1,0,1,0,0,1,0,0
+389,2,2,3,7,2,0,1,3,2,0,4,2,3,4,0,8,3,1,12,0,4,3,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,2,0,2,0,5,4,1,0,0,6,6,1,1,0,0,2,2,1,1,4,8,4,1,13,0,4,15,0,3,2,1,0,0,1,0,0
+263,2,2,3,8,2,0,1,5,1,4,4,2,3,1,2,4,2,2,7,0,3,2,2,2,1,2,1,0,1,0,0,2,1,2,2,1,2,0,1,2,0,0,2,0,14,14,1,0,0,5,5,0,2,0,1,3,0,4,0,3,2,1,3,5,1,0,4,0,1,0,2,2,0,1,0,0
+517,2,2,3,9,1,0,0,1,0,0,1,0,0,0,0,4,0,0,4,0,2,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,0,15,14,1,0,0,15,14,0,2,1,1,2,0,1,2,4,2,0,2,2,0,0,2,0,2,1,1,0,0,1,0,0
+365,2,2,3,10,1,0,0,4,2,1,2,0,3,4,2,6,1,1,9,0,1,0,1,0,0,1,0,0,2,0,1,1,0,1,4,1,2,0,1,3,4,0,6,0,1,0,1,0,0,1,0,0,0,1,0,1,1,0,1,0,1,0,0,1,1,0,2,0,1,0,1,0,0,1,0,0
+354,2,1,3,11,1,0,0,2,1,0,4,2,8,2,0,4,0,0,3,0,1,0,1,0,0,1,0,0,1,0,0,1,0,0,1,2,0,0,0,2,0,0,1,0,16,15,1,0,0,13,12,0,1,0,0,3,1,1,2,1,2,2,0,1,0,0,0,0,2,1,1,0,0,1,0,0
+140,2,1,3,12,3,1,2,3,1,2,2,1,2,0,2,2,0,0,2,0,2,1,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,6,5,0,0,1,5,4,0,5,1,4,3,0,2,3,0,1,0,3,1,0,0,1,0,1,0,0,0,1,1,0,0
+531,2,1,3,13,1,0,0,2,1,0,1,0,0,0,0,0,0,1,2,0,3,2,0,0,1,1,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,31,30,1,0,1,21,20,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,1,0,1,0,1,0,0,1,0,0
+219,2,1,3,14,2,0,1,4,1,2,7,1,8,2,2,5,0,0,4,0,6,5,0,0,1,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,2,0,3,0,16,16,0,0,1,3,2,0,1,0,0,1,0,0,1,0,0,0,0,2,0,0,3,0,10,9,0,0,1,1,0,0
+297,2,1,3,15,2,0,1,4,4,1,2,2,6,6,1,8,3,0,7,0,5,4,1,0,0,1,0,0,1,0,0,1,1,0,1,0,0,0,0,1,0,0,0,0,6,5,1,0,0,4,3,0,2,0,1,7,1,5,7,6,11,8,2,7,1,0,6,0,4,3,1,0,0,1,0,0
+318,2,2,3,16,1,0,0,2,1,1,3,4,6,3,1,5,1,0,5,0,2,1,1,0,0,1,0,0,1,0,0,1,1,0,2,0,2,0,0,1,0,0,0,0,24,24,1,0,1,17,17,0,3,0,2,4,2,1,3,0,5,1,0,2,0,0,1,0,4,3,1,0,0,1,0,0
+372,2,2,3,17,2,0,1,3,2,0,5,5,6,2,0,5,2,0,4,0,2,1,0,0,1,1,0,0,1,0,0,1,0,0,3,0,3,0,0,3,0,0,2,0,7,6,0,0,1,7,6,0,5,1,4,5,2,2,3,1,2,0,1,3,0,0,2,0,1,0,0,0,1,1,0,0
+433,2,2,3,18,2,1,1,2,0,1,4,1,3,2,1,2,0,0,2,0,1,0,1,0,1,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,2,0,1,0,0,0,1,1,0,0,0,1,0,2,1,0,2,0,2,0,0,2,0,0,2,0,1,0,0,0,1,1,0,0
+109,2,2,3,19,2,1,1,3,1,2,2,0,1,1,1,3,0,0,2,0,1,0,1,0,1,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,0,4,3,0,0,1,1,0,0,0,1,0,1,0,0,3,2,3,1,0,1,0,0,1,0,1,0,0,0,1,1,0,0
+519,2,2,3,20,3,0,2,7,5,1,9,5,6,1,0,7,0,4,5,0,4,3,1,0,0,4,3,0,1,0,0,1,0,1,1,0,0,0,0,2,0,0,2,0,15,14,1,0,0,19,18,0,3,0,2,1,0,2,4,3,4,1,3,1,0,0,0,0,6,5,2,1,0,6,5,0
diff --git a/inst/slides/Cesar.tex b/inst/slides/Cesar.tex
index 7e53f30..a6b9dce 100644
--- a/inst/slides/Cesar.tex
+++ b/inst/slides/Cesar.tex
@@ -211,7 +211,7 @@ Alguns exemplos de problemas envolvendo contagens:
     
 \vspace{0.5cm}    
     
-    \item Algumas alternativas: Distribuição Binomial, Poisson e generalizações; distribuições geradas por misturas, como a beta-binomial, binomial negativa; distribuições fundamentadas na modelagem do tempo entre eventos, como a Gamma-Count...
+    \item Algumas alternativas: Distribuição Binomial, Poisson e generalizações; distribuições geradas por misturas, como a beta-binomial, binomial negativa; distribuições fundamentadas na modelagem do tempo entre eventos, na razão de probabilidades sucessivas...
     
    
 \end{itemize}
@@ -302,7 +302,7 @@ aquém, em quantidade e diversidade, em relação ao verificado para dados cont
 
         
 $$
-    P\left ( Y=k \right )=\frac{e^{-\mu}\mu^{k}}{k!},\hspace{5mm}k=0,1,2,...; \mu>0.
+    P\left ( Y=k \right )=\frac{e^{-\lambda}\lambda^{k}}{k!},\hspace{5mm}k=0,1,2,...; \lambda>0.
 $$
  
    \vspace{0,2cm}    
@@ -310,7 +310,7 @@ $$
        \item Se os eventos sob contagem  ocorrem independentemente e sujeitos a uma taxa constante $\lambda >0$, sob o modelo Poisson,  para um intervalo de exposição de tamanho $t$ tem-se: 
   
 $$
-    P\left ( Y=k \right )=\frac{e^{-\lambda t}(\lambda t)^{k}}{k!},\hspace{5mm}k=0,1,2,....
+    P\left ( Y_t=k \right )=\frac{e^{-\lambda t}(\lambda t)^{k}}{k!},\hspace{5mm}k=0,1,2,....
 $$
         \end{itemize}
         
@@ -318,6 +318,54 @@ $$
 
 %%%-----------------------------------------------------------------------------------------
 
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 11
+
+\begin{frame}{Propriedades da distribuição de Poisson}
+
+Dentre as principais propriedades da distribuição de Poisson, tem-se:
+
+\vspace{0,3cm}
+
+\begin{itemize}
+
+    \item Média: $E(Y)= \lambda$;
+    \vspace{0,5cm}
+    
+    \item Variância: $Var(Y)=\lambda$ (equidispersão);
+    \vspace{0,5cm}
+    
+    \item Razão de probabilidades sucessivas: $\frac{P\left ( X=k \right )}{P\left ( X=k-1 \right )}=\frac{\lambda}{k},$ gerando a relação de recorrência:
+    
+    $$
+        P(Y=k)k=P(Y=k-1)\lambda;
+    $$
+    
+    \item Se $Y_{1},Y_{2},...,Y_{n}$ são v.a.s independentes com $Y_{i}\sim Poisson(\lambda_{i})$, e $\sum\lambda_{i}<\infty$, então $\sum Y_{i}\sim Poisson(\sum\lambda_{i})$.
+    
+    \end{itemize}
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 13
+
+\begin{frame}{Distribuição Poisson para diferentes valores de $\lambda$}
+    
+    \begin{figure}[h]
+    \includegraphics[height=6cm,width=9cm]{images/Graf_Poisson.pdf}
+    \caption{Distribuição de Poisson para diferentes valores de $\lambda$}
+    \label{Fig1}
+    \centering
+    
+\end{figure}
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+
 %%% Slide 8
 
 \begin{frame}{Motivações para a distribuição de Poisson}
@@ -327,13 +375,15 @@ $$
     \vspace{0,5cm}
     
     \begin{itemize}
-        \item Caso limite da distribuição binomial$(n, \pi)$ quando $n\rightarrow \infty$ e $\pi\rightarrow 0$, fixado $\mu=n\pi$, ou seja:
+        \item Caso limite da distribuição binomial$(n, \pi)$ quando $n\rightarrow \infty$ e $\pi\rightarrow 0$, fixado $\lambda=n\pi$, ou seja:
+
+\vspace{0.4cm}
 
 $$
-     \underset{n \to \infty, \pi \to 0 }{lim}
+     \underset{n \to \infty  \pi \to 0 }{lim}
 \left [ \begin{pmatrix}
  n\\k 
-\end{pmatrix} \left ( \frac{\mu}{n} \right )^{k}\left ( 1-\frac{\mu}{n} \right )^{n-k}\right ]=\frac{e^{-\mu}\mu^{k}}{k!}.
+\end{pmatrix} \left ( \frac{\lambda}{n} \right )^{k}\left ( 1-\frac{\lambda}{n} \right )^{n-k}\right ]=\frac{e^{-\lambda}\lambda^{k}}{k!}.
 $$
 
     \vspace{0,5cm}
@@ -381,6 +431,23 @@ dado que o evento não ocorreu até o tempo $t$, \textbf{é constante} para todo
 
 %%%-----------------------------------------------------------------------------------------
 
+%%% Slide 13
+
+\begin{frame}{Diferentes comportamentos para $\lambda (t)$}
+    \vspace{-1.5cm}
+    \begin{figure}[h]
+    \includegraphics[height=8cm,width=10cm]{images/Graf_Risco.pdf}
+    \vspace{-0.8cm}
+    \caption{Diferentes comportamentos para $\lambda (t)$}
+    \label{Fig1}
+    \centering
+    
+\end{figure}
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+
 %%% Slide 10
 
 \begin{frame}{O processo de Poisson}
@@ -420,51 +487,7 @@ dado que o evento não ocorreu até o tempo $t$, \textbf{é constante} para todo
 \end{figure}
 \end{frame}
 
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 11
 
-\begin{frame}{Propriedades da distribuição de Poisson}
-
-Dentre as principais propriedades da distribuição de Poisson, tem-se:
-
-\vspace{0,3cm}
-
-\begin{itemize}
-
-    \item Média: $E(Y)=\mu = \lambda t$;
-    \vspace{0,5cm}
-    
-    \item Variância: $Var(Y)=\mu$ (equidispersão);
-    \vspace{0,5cm}
-    
-    \item Razão de probabilidades sucessivas: $\frac{P\left ( X=k \right )}{P\left ( X=k-1 \right )}=\frac{\mu}{k},$ gerando a relação de recorrência:
-    
-    $$
-        P(Y=k)k=P(Y=k-1)\mu;
-    $$
-    
-    \item Se $Y_{1},Y_{2},...,Y_{n}$ são v.a.s independentes com $Y_{i}\sim Poisson(\mu_{i})$, e $\sum\mu_{i}<\infty$, então $\sum Y_{i}\sim Poisson(\sum\mu_{i})$,
-    
-    \end{itemize}
-\end{frame}
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 13
-
-\begin{frame}{Distribuição Poisson para diferentes valores de $\mu$}
-    
-    \begin{figure}[h]
-    \includegraphics[height=6cm,width=9cm]{images/graf1.pdf}
-    \caption{Distribuição de Poisson para diferentes valores de $\mu$}
-    \label{Fig1}
-    \centering
-    
-\end{figure}
-\end{frame}
-
-%%%-----------------------------------------------------------------------------------------
 
 %%% Slide 15
 
@@ -492,7 +515,7 @@ Dentre as principais propriedades da distribuição de Poisson, tem-se:
 \begin{frame}{Regressão Poisson - Especificação do modelo} 
 
 \begin{itemize}
-    \item Sejam $Y_{1},Y_{2},...,Y_{n}$ variáveis aleatórias condicionalmente independentes, dado o vetor de covariáveis ${\vec{x_{i}}}'=(x_{i1},x_{i2},...,x_{ip}), i=1,2,...,n$. A regressão Poisson é definida pela distribuição de Poisson:
+    \item Sejam $Y_{1},Y_{2},...,Y_{n}$ variáveis aleatórias condicionalmente independentes, dado o vetor de covariáveis ${\boldsymbol{x_{i}}}'=(x_{i1},x_{i2},...,x_{ip}), i=1,2,...,n$. A regressão Poisson é definida pela distribuição de Poisson:
 
 
 $$
@@ -501,7 +524,7 @@ $$
 
 \vspace{0,2cm}
  
-sendo as covariáveis inseridas ao modelo da seguinte forma:
+sendo as covariáveis inseridas ao modelo por:
 
 $$
 \ln(\mu _{i})=\boldsymbol{x_{i}'} \boldsymbol{\beta},
@@ -528,7 +551,8 @@ em que ${\boldsymbol{\beta }}$ é o vetor de parâmetros de regressão.
     
     \begin{itemize}
         
-        \item $f(y_{i}|\boldsymbol{x_{i}})=\frac{\exp^{- \vec{{x_{i}}' \beta}}( \vec{{x_{i}}' \beta})^{y_{i}}}{y_{i}!},\hspace{5mm}y=0,1,2,...$
+        \item $f(y_{i}|\boldsymbol{x_{i}})=\frac{e^{-exp(\boldsymbol{x'_i\beta})}{exp({\boldsymbol{x'_i\beta}})}^{y_i}}{y_i!}$
+        
 
   
   \vspace{0,8cm}  
@@ -551,286 +575,11 @@ em que ${\boldsymbol{\beta }}$ é o vetor de parâmetros de regressão.
 
 
 
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 25
-
-\begin{frame}{Modelos Lineares Generalizados(MLG)} 
-
-\begin{itemize}
-
-\item A teoria dos modelos lineares generalizados se estende às variáveis aleatórias cujas funções (densidade) de probabilidades possa ser expressas na forma exponencial linear:
-
-  \vspace{0,5cm}  
-
-$$
-    f\left ( y;\theta,\phi \right) =exp\left \{ \frac{y\theta-b\left ( \theta \right )}{\phi}+c\left ( y;\phi \right ) \right \},
-$$
-  \vspace{0,5cm}  
-sendo $\theta=\theta(\mu)$ denominado \textit{parâmetro canônico} e $\phi$ o parâmetro de dispersão.
-
-  \vspace{0,5cm}  
-
-\item Casos particulares: Binomial, Poisson, Normal, Gama, Exponencial...
-
-\end{itemize}
-\end{frame}
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 26
-
-\begin{frame}{Modelos Lineares Generalizados} 
-\begin{itemize}
-
-\item Propriedades:
-
-$$
-    E[Y]=b'(\theta)=\frac{\partial b(\theta)}{\partial \theta};
-$$ 
-
-$$   
-    Var[Y]=\phi b''(\theta)=\phi\frac{\partial \mu}{\partial \theta}=\phi V(\mu)
-$$
-
-
-\item Para a Poisson:
-
-$$\theta = \log(\mu); \hspace{0.2cm} b(\theta)=\exp(\theta); \hspace{0.2cm} \phi=1; \hspace{0.2cm} V(\mu)=\mu.$$
-
-\end{itemize}
-\end{frame}
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 27
-
-\begin{frame}{Modelo Linear Generalizado} 
-
-\begin{itemize}
-
-
- \item Definição do modelo:
-
-  \vspace{0,5cm}  
-  
-$$
-   g(\mu_{i})=\boldsymbol{x'_{i}\beta}=\beta_{0}+\beta_{1}x_{i1}+...+\beta_{p}x_{ip},
-$$
-
-  \vspace{0,5cm}  
-  
-sendo $g(\cdot)$ uma função real, monótona e diferenciável.
-
-  \vspace{0,5cm}  
-  
-\item Para a distribuição Poisson é usual considerar:
-
-$$
-   g(\mu_{i})= \log(\mu_i) = \boldsymbol{x'_{i}\beta}=\beta_{0}+\beta_{1}x_{i1}+...+\beta_{p}x_{ip}.
-$$
-
-\end{itemize}
-
-\end{frame}
-
-
-%%%-----------------------------------------------------------------------------------------
-
-
-\begin{frame}{Modelo Linear Generalizado} 
-
-\begin{itemize}
-
-
-\item Sejam $Y_{1},Y_{2},...,Y_{n}$ independentes, com distribuição expressa na forma exponencial linear. Temos a seguinte log-verossimilhança:
-
-$$
-    l(\boldsymbol{\beta })=\phi^{-1}\sum_{i=1}^{n}(y_{i}\theta_{i}-b(\theta_{i}))+\sum_{i=1}^{n}c(y_{i},\phi),
-$$
-
-sendo $\theta_i=q(\mu_i) \text{ e } g(\mu_i)=\eta_i=\beta_{0}+\beta_{1}x_{i1}+...+\beta_{p}x_{ip}.$
-
-
-\item Função escore:
-
-$$
-   S(\beta_j)=\phi^{-1}\sum_{i=1}^{n}\frac{y_{i}-\mu_{i}}{V(\mu_{i})} \frac{\partial \mu_{i}}{\partial \eta_{i}}x_{ij}, \hspace{0,3cm} j=0,1,2,...,p.
-$$
-
-
-
-
-\end{itemize}
-
-\end{frame}
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 29
-
-\begin{frame}{Modelo Linear Generalizado} 
-
-\begin{itemize}
-
-
-\item A estimação via máxima verossimilhança de $\boldsymbol{\beta}$ se dá pela solução do sistema de equações $S_j=S(\beta_j)=0$, $j=0,1,2,...,p$.
-
-  \vspace{0,5cm}  
-
-
-\item Matriz de informação esperada (informação de Fisher):
-
-$$
-I(\boldsymbol{\beta})=-E
-\begin{bmatrix}
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{0}^{2}  } &
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{0} \partial \beta_{1}  } &
-\cdots  &  
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{0} \partial \beta_{p}  }\\ 
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{0} \partial \beta_{1}  } &  
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{1}^{2}  } &
-\cdots  &
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{1} \partial \beta_{p}  }
- \\ 
-\vdots & \vdots & \ddots & \vdots \\ 
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{0} \partial \beta_{p}  } &
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{1} \partial \beta_{p}  }  &
-\cdots  & 
-\frac{\partial l^{2}(\boldsymbol{\beta , y})}{\partial \beta_{p}^{2}  }
-\end{bmatrix}
-$$
-
-\end{itemize}
-\end{frame}
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 30
-
-\begin{frame}{Modelo Linear Generalizado}
-
-\begin{itemize}
-
-     \item O termo característico da matriz informação esperada, $I_{jk}$, é dado por:
-     
-     $$
-         I_{jk}=\phi^{-1} \sum_{i=1}^{n}\omega_{i}x_{ij}x_{ik},
-     $$
-
-sendo 
-
-$$
-    \omega_{i}=V(\mu_{i})\left ( \frac{\partial \mu_{i}}{\partial \eta_{i}} \right )^{2}.
-$$
-
-     \item Matricialmente:
-     
-$$
-      \boldsymbol{I}=   \boldsymbol{I}(\boldsymbol{\beta})=\phi^{-1}\boldsymbol{X'WX},
-$$
-\end{itemize}
-
-sendo $\boldsymbol{X}$ a matriz do modelo e $\boldsymbol{W}$ a matriz diagonal com elementos $\{\omega_{1}, \omega_{2}, ..., \omega_{n}\}$.
-
-\end{frame}
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 31
-
-\begin{frame}{Modelo Linear Generalizado} 
-
-\begin{itemize}
-
-\item Estimação dos parâmetros: algoritmo escore de Fiher (processo iterativo):
-
-  \vspace{0,5cm}
-
-$$
-    \boldsymbol{\beta}^{(m+1)}=\boldsymbol{\beta}^{(m)}+(\boldsymbol{I}^{(m)})^{-1}\boldsymbol{S^{(m)}},
-$$
-
-  \vspace{0,5cm}
-
-sendo $\boldsymbol{S^{(m)}}$ e $\boldsymbol{I}^{(m)}$ o vetor escore e a matriz informação avaliados no passo $m$.
-
-  \vspace{0,5cm}
-  
-\item Substituindo $\boldsymbol{S^{(m)}}$ e $\boldsymbol{I}^{(m)}$ pelas correspondentes expressões para um modelo linear generalizado, temos:
-
-$$
-    \boldsymbol{\beta}^{(m+1)}=(\boldsymbol{X'WX})^{-1}\boldsymbol{X'W^{(m)}z^{(m)}}
-$$
-
-
-\end{itemize}
-\end{frame}
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 32
-
-\begin{frame}{Modelo Linear Generalizado} 
-
-\begin{itemize}
-
-\item Como resultado temos um processo iterativo de mínimos quadrados ponderados, em que $\boldsymbol{W}^{(m)}$ é a matriz de pesos, atualizados a cada passo do processo, e
-
-$$
-    \boldsymbol{z}^{(m+1)}=\boldsymbol{\eta}^{(m)}+\boldsymbol{G}^{(m)}\boldsymbol{(y-\mu^{(m)})},
-$$
-
-é a variável dependente ajustada, sendo $\boldsymbol{G}$ a matriz diagonal com elementos $\{d\eta_{1}/d\mu_{1},
-d\eta_{2}/d\mu_{2},...,d\eta_{n}/d\mu_{n}\}.$
-
-\item Assintoticamente,
-
-$$
-    \boldsymbol{\hat{\beta}}\overset{a}{\sim} N_{p+1}\left ( \boldsymbol{\beta}, \boldsymbol{I^{-1}\left ( \boldsymbol{\beta} \right )} \right ),
-$$
-
-com $\boldsymbol{I^{-1}(\boldsymbol{\beta})}=Var(\boldsymbol{\hat{\beta}})=\phi (\boldsymbol{X'WX})^{-1}$. 
-
-
-\end{itemize}
-
-\end{frame}
-
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 32
-
-\begin{frame}{Modelo Linear Generalizado} 
-
-\begin{itemize}
-
-
-\item O parâmetro de dispersão, $\phi$, pode ser estimado usando o método de momentos, resultando em:
-
-\vspace{0.5cm}
-
-$$ \hat{\phi}=\frac{\sum_{i=1}^{n} (y_{i}-\hat{\mu}_{i})^{2}}{n-p}. $$
-
-\end{itemize}
-
-\end{frame}
-
-%%%-----------------------------------------------------------------------------------------
-
-
 
 
 %%% Slide 18
 
-\begin{frame}{Regressão Poisson} 
+\begin{frame}{Regressão Poisson - Estimação por máxima verossimilhança} 
 
 Para a regressão Poisson:
 
@@ -838,22 +587,22 @@ Para a regressão Poisson:
 
 \begin{itemize} 
 
-\item $l(\boldsymbol{\beta})=\sum_{i=1}^{n} \{ y_{i}\boldsymbol{x_{i}'\beta}-\exp{(\boldsymbol{x_{i}'\beta}}\}-\ln{y_{i}!});$
+\item Log-verossimilhança: $l(\boldsymbol{\beta})=\sum_{i=1}^{n} \{ y_{i}\boldsymbol{x_{i}'\beta}-\exp{(\boldsymbol{x_{i}'\beta}}\}-\ln{y_{i}!});$
 
 \vspace{0.5cm}
 
-\item $\boldsymbol{S}(\boldsymbol{\beta})=\frac{\partial l(\boldsymbol{\beta};\boldsymbol{y})}{\partial \boldsymbol{\beta}}=
+\item Vetir escore: $\boldsymbol{S}(\boldsymbol{\beta})=\frac{\partial l(\boldsymbol{\beta};\boldsymbol{y})}{\partial \boldsymbol{\beta}}=
               \sum_{i=1}^{n}(y_{i}-\exp(\boldsymbol{x_{i}'\beta}))\boldsymbol{x_{i}};$       
 \vspace{0.5cm}
   
-\item $
+\item Matriz Informação: $
 \boldsymbol{I({\beta})} = \sum_{i=1}^n \mu_i \boldsymbol{x_i x'_i}  = \exp{(\boldsymbol{x'_i \beta})\boldsymbol{x_i x'_i}}; 
 $
   
 \vspace{0.5cm}
   
-\item  $
-\boldsymbol{\hat{\beta}} \sim N \left ( \boldsymbol{\beta}, \left [ \sum_{i=1}^n \mu_i \boldsymbol{x_i x'_i} \right ]^{-1} \right ). 
+\item  Distribuição assintótica: $
+\boldsymbol{\hat{\beta}} \overset{a}{\sim} N \left ( \boldsymbol{\beta}, \left [ \sum_{i=1}^n \mu_i \boldsymbol{x_i x'_i} \right ]^{-1} \right ). 
 $ 
        
 \end{itemize}
@@ -866,22 +615,23 @@ $
 
 %%% Slide 34
 
-\begin{frame}{Modelo Linear Generalizado} 
+\begin{frame}{Regressão Poisson - Modelo Linear Generalizado} 
+
 
-Propriedades adicionais dos modelos lineares generalizados:
+A Regressão Poisson é um caso particular dos Modelos Lineares Generalizados (MLG). Algumas propriedades dessa classe de modelos:
 
 \begin{itemize}
 
-\item Os EMV's são consistentes ainda que a distribuição especificada seja incorreta, mas desde que a média condicional de $Y$ seja declarada corretamente;
+\item Os estimadores são consistentes ainda que a distribuição especificada seja incorreta, mas desde que a média condicional de $Y$ seja declarada corretamente;
 
 \item Os erros padrões, intervalos de confiança e testes de hipóteses, no entanto, ficam comprometidos;
 
-\item O ajuste de um MLG, no entanto, requer apenas a especificação:
+\item O ajuste de um MLG requer apenas a especificação:
 
 \begin{itemize}
 \item Da esperança de $Y$ condicional às covariáveis, mediante especificação do preditor linear e da função de ligação;
 
-\item Da variância condicional, mediante especificação da função de variância $V(\mu)$, possível inclusão do parâmetro de dispersão $(\phi)$, ou sua estimação por métodos robustos.
+\item Da variância condicional, mediante especificação da função de variância $V(\mu)$, possível inclusão do parâmetro de dispersão $(\phi)$, ou sua estimação por métodos robustos (abordagem de Quase-Verossimilhança).
 
 \end{itemize}
 
@@ -894,151 +644,57 @@ Propriedades adicionais dos modelos lineares generalizados:
 %%%-----------------------------------------------------------------------------------------
 
 
-
-
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 39
-
-\begin{frame}{Modelo Linear Generalizado - Quase-Verossimilhança} 
+\begin{frame}{Regressão Poisson - Quase-Verossimilhança} 
 
 \begin{itemize}
+    \item Para o ajuste de um modelo alternativo via Quase-Verossimilhança, definimos:
 
-\item Considere a variável aleatória $Y$ com média $\mu$ e variância $\phi V(\mu)$. O método de quase-verossimilhança baseia-se na função quase-escore:
+\vspace{0.4cm}
 
-$$ U(\mu) = \frac{y-\mu}{\phi V(\mu)}$$.
+$$g(E(y_i|\boldsymbol{x_i}))=\boldsymbol{x'_i \beta};$$
 
-\item Função de quase-verossimilhança:
-
-$$ Q\left ( \mu \right )=\int _y^\mu \frac{y-t}{\phi V(t)}dt $$.
-
-\end{itemize}
-
-\end{frame}
+$$Var(y_i|\boldsymbol{x_i})=\phi V(\mu_i).$$
 
+\item A obtenção dos estimadores se dá pela maximização da função de quase-verossimilhança:
 
-%%%-----------------------------------------------------------------------------------------
-
-%%% Slide 40
-
-\begin{frame}{Modelo Linear Generalizado - Quase-Verossimilhança} 
-
-\begin{itemize}
-
-\item Propriedades:
-
-\vspace{0.5cm}
-
-\begin{itemize}
-
-\item $ E\left ( \frac{\partial Q(\mu)}{\partial \mu} \right ) = 0 $
+$$ Q\left ( \mu \right )=\int _y^\mu \frac{y-t}{\phi V(t)}dt $$.
 
-\vspace{0.5cm}
 
-\item $ E\left [ \left ( \frac{\partial Q(\mu)}{\partial \mu} \right )^2 \right ]=
--E\left [ \frac{\partial^2Q(\mu)}{\partial \mu^2} \right ] $
+\item As funções de quase-verossimilhança, quase-escore e quase-informação compartilham propriedades comuns às correspondentes funções no caso paramétrico, para MLGs.
 
 \end{itemize}
 
-\vspace{0.5cm}
-
-\item A depender da especificação dos momentos, as equações de estimação são idênticas às obtidas mediante especificação completa da verossimilhança. 
 
 
-\end{itemize}
-
 \end{frame}
 
 
-%%%-----------------------------------------------------------------------------------------
-
-
-
-%%% Slide 41
-
-\begin{frame}{Modelo Linear Generalizado - Quase-Verossimilhança} 
-
-\begin{itemize}
-
-
-\item Os estimadores dos parâmetros de um MLG via quase-verossimilhança, $(\boldsymbol{\hat{\beta}_{QL}})$ são obtidos pela solução das equações quase-escore: 
 
 
-$$U(\boldsymbol{\boldsymbol{\beta}})=U(\boldsymbol{\mu}({\boldsymbol{\beta}}))=\frac{\partial{Q(\boldsymbol{\beta)}}}{\partial{\boldsymbol{\beta}}}= \frac{1}{\phi}\boldsymbol{D'V^{-1}(y-\mu)},$$
-
-em que $\boldsymbol{D}=\partial{\boldsymbol{\mu}}/\partial{\boldsymbol{\beta}}=\boldsymbol{W^{1/2}V^{1/2}X}$, $\boldsymbol{V}=diag(V_1,V_2,...,V_n)$, $\boldsymbol{W}=diag(W_1,W_2,...,W_n)$, com $\omega_i=(\partial{\mu_i}/\partial{\eta_i})^2 /V_i$.
-
-
-\item Matriz de quase-informação:
-
-$$-E\left [ \frac{\partial^2Q(\mu)}{\partial \mu^2} \right ] = \frac{1}{\phi}\boldsymbol{D'V^{-1}D}$$
-
-
-\end{itemize}
-
-\end{frame}
-
 
 %%%-----------------------------------------------------------------------------------------
 
+%%% Slide 39
 
-
-%%% Slide 41
-
-\begin{frame}{Modelo Linear Generalizado - Quase-Verossimilhança} 
+\begin{frame}{Estimação via Quase-Verossimilhança} 
 
 \begin{itemize}
 
-
-\item O algoritmo de estimação baseia-se na solução das equações quase-escore. $U(\boldsymbol{\boldsymbol{\beta}})=\boldsymbol{0}$, resultando no algoritmo:
-
-\vspace{0.5cm}
-
-$$\boldsymbol{\beta} ^{(m+1)} = \boldsymbol{\beta} ^{(m)} +
-\boldsymbol{(D'^{(m)}V^{-1(m)}D^{(m)})^{-1}}
-\boldsymbol{D'^{(m)}V^{-1(m)}(y-\mu^{(m)}})  
-$$ 
-
-\vspace{0.5cm}
-
 \item Distribuição assintótica:
 
 \vspace{0.3cm}
 
-$$ \boldsymbol{\hat{\beta}_{QL}} \overset{a}{\sim} N(\boldsymbol{\beta}, \phi \boldsymbol{(D'V^{-1}D)}^{-1} )$$
+$$ \boldsymbol{\hat{\beta}_{QL}} \overset{a}{\sim} N(\boldsymbol{\beta}, Var(\boldsymbol{\hat{\beta}_{QL}} ))$$
 
-\end{itemize}
+\vspace{0.8cm}
 
-\end{frame}
+\item Para o modelo Quase-Poisson, assume-se:
 
+$$\ln(E(y_i|\boldsymbol{x_i}))=\boldsymbol{x'_i \beta};$$
 
-%%%-----------------------------------------------------------------------------------------
 
 
 
-%%% Slide 41
-
-\begin{frame}{Modelo Linear Generalizado - Quase-Verossimilhança} 
-
-\begin{itemize}
-
-
-
-
-\item Adotando-se $V(\mu)=\mu$ temos as seguintes equações de estimação:
-
-
-
-$$U(\boldsymbol{\beta}) =\sum_{i=1}^{n}(y_{i}-exp(\boldsymbol{x'_{i}\beta}))\boldsymbol{x_{i}=0}.$$
-
-
-\vspace{0.5cm}
-
-\item As equações de estimação via quase-verossimilhança, neste caso, são idênticas às obtidas com base na verossimilhança da regressão Poisson.
-
-
-\item Como principais alternativas para definição de $V(\mu)$, podemos considerar proporcionalidade em relação a alguma potência de $\mu$, como $V(\mu) \text{ } \propto \text{ } \mu$ e $V(\mu)\text{ } \propto \text{ } \mu^2$.
-
 
 \end{itemize}
 
@@ -1046,16 +702,15 @@ $$U(\boldsymbol{\beta}) =\sum_{i=1}^{n}(y_{i}-exp(\boldsymbol{x'_{i}\beta}))\bol
 
 
 
-
 %%%-----------------------------------------------------------------------------------------
 
 %%% Slide45
 
-\begin{frame}{Modelo Linear Generalizado - Quase Verossimilhança} 
+\begin{frame}{Estimação via Quase Verossimilhança} 
 
 \begin{itemize}
 
-\item Para a regressão Poisson:
+\item A matriz de covariâncias assintótica para $\boldsymbol{\hat{\beta}_{QL}}$ fica dada por:
 
 $$
 Var(\boldsymbol{\hat{\beta}_{QL}})=\left [ \sum_{i=1}^{n} \boldsymbol{x_{i}x'_{i}}\mu_{i} \right ]^{-1}
@@ -1066,7 +721,13 @@ com $\mu_{i}=exp({\boldsymbol{x'_{i}\beta}})$ e $\omega_{i}=Var(y_{i}|\boldsymbo
 
 \vspace{0.5cm}
 
-\item Podemos considerar $\omega_i=V(\mu_i;\phi)$, como $\omega_i \propto \mu_i$, $\omega_i \propto \mu_i^2$ ou, simplesmente, o estimador robusto, baseado em $\omega_i=(y_i-\mu_i)^2$.
+
+\item Podemos considerar $\omega_i=V(\mu_i;\phi)$, como $\omega_i =\phi \mu_i$, $\omega_i =\phi \mu_i^2$ ou, simplesmente, o estimador robusto, baseado em $\omega_i=(y_i-\mu_i)^2$.
+
+\item Um estimador para $\phi$:
+
+$$ \hat{\phi} = \frac{1}{n-p}\sum_{i=1}^n \frac{y_i-\hat{\mu}_i}{V(\hat{\mu}_i)}. $$
+
 
 \end{itemize}
 
@@ -1085,16 +746,16 @@ com $\mu_{i}=exp({\boldsymbol{x'_{i}\beta}})$ e $\omega_{i}=Var(y_{i}|\boldsymbo
 \item Função de probabilidades:
 
 $$
-P(Y=k)=\frac{\Gamma(\alpha+k)}{\Gamma(k+1)\Gamma(\alpha)}\left ( \frac{\mu}{\mu+\alpha} \right )^{k} \left( \frac{\alpha}{\mu+\alpha} \right )^{\alpha}, k=0,1,2,...; \alpha > 0, \mu>0
+P(Y=k)=\frac{\Gamma(\alpha+k)}{\Gamma(k+1)\Gamma(\alpha)}\left ( \frac{\lambda}{\lambda+\alpha} \right )^{k} \left( \frac{\alpha}{\lambda+\alpha} \right )^{\alpha}, k=0,1,2,...; \alpha > 0, \lambda>0
 $$
 
 \item Propriedades:
 
 $$
-E(Y)=\mu ; \quad Var(Y)= \mu+ \alpha^{-1} \mu^2
+E(Y)=\lambda ; \quad Var(Y)= \lambda+ \alpha^{-1} \lambda^2
 $$
 
-\item Assim, para qualquer $\alpha>0$, temos $Var(Y)>\mu$.
+\item Assim, para qualquer $\alpha>0$, temos $Var(Y)>\lambda$.
 
 \item A distribuição binomial negativa tem como caso limite distribuição Poisson, quando $\alpha \rightarrow \infty$.
 
@@ -1125,7 +786,7 @@ $$
 
 \vspace{0.5cm}
 
-sendo $r=\alpha$ e $p=\mu/(\mu+\alpha),$ com $0<p<1$ e $r>0$.  
+sendo $r=\alpha$ e $p=\lambda/(\lambda+\alpha),$ com $0<p<1$ e $r>0$.  
 \vspace{0.5cm}
 
 \item Modelagem do número de "sucessos" até o r-ésimo "fracasso" ($r = 1,2,3,...$), configurando uma generalização da distribuição geométrica (para $r=1$).
@@ -1171,11 +832,11 @@ com $E(\theta)=\theta=\alpha /\beta$ e variância $Var(\theta)=\alpha /\beta^2.$
 
 %%% Slide 50
 
-\begin{frame}{Ilustração}
+\begin{frame}{Distribuição binomial negativa para diferentes parâmetros}
     
     \begin{figure}[h]
-    \includegraphics[height=5.5cm,width=9cm]{images/graf2.pdf}
-    \caption{Distribuição binomial para $\mu=2$ e diferentes valores de $\alpha.}
+    \includegraphics[height=5.5cm,width=9cm]{images/Graf_BN.pdf}
+    \caption{Distribuição binomial negativa para $\lambda=2$ e diferentes valores de $\alpha.}
     \label{Fig1}
     \centering
     
@@ -1192,7 +853,7 @@ com $E(\theta)=\theta=\alpha /\beta$ e variância $Var(\theta)=\alpha /\beta^2.$
 
 \begin{itemize}
 
-\item O modelo de regressão com resposta binomial negativa pode ser especificado fazendo $\boldsymbol{\mu}=E(y|\boldsymbol{x})=exp(\boldsymbol{x'\beta}).$
+\item O modelo de regressão com resposta binomial negativa pode ser especificado fazendo $E(y|\boldsymbol{x})=exp(\boldsymbol{x'\beta}).$
 
 \vspace{0.5cm}
 
diff --git a/inst/slides/images/graf2.pdf b/inst/slides/images/Graf_BN.pdf
similarity index 69%
rename from inst/slides/images/graf2.pdf
rename to inst/slides/images/Graf_BN.pdf
index 998e9068ec962d67a2038d93ecd273adbd7782f8..4135b78e2bf1a20026cfaedae397421d7e5ad6d1 100644
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diff --git a/inst/slides/images/graf1.pdf b/inst/slides/images/Graf_Poisson.pdf
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diff --git a/vignettes/Ovelhas.Rmd b/vignettes/Ovelhas.Rmd
index 19ed0ba..dc2d6bf 100644
--- a/vignettes/Ovelhas.Rmd
+++ b/vignettes/Ovelhas.Rmd
@@ -14,16 +14,16 @@ vignette: >
 source("_setup.R")
 ```
 
-Dados referentes a um experimento delineado em blocos, com o objetivo de 
+Dados referentes a um experimento realizado com o objetivo de 
 investigar o efeito de uma intervenção, por parte do cuidador, no 
 comportamento de ovelhas. 
 
-Para isso, foram considradas ovelhas de duas 
+Para isso, foram consideradas ovelhas de duas 
 linhagens distintas (pouco ou muito reativas), submetidas a dois tipos 
 diferentes de intervenção (observação ou observação + intervenção).
 
 A variável resposta aqui considerada é o número de mudanças na postura
-corporal do animal ao longo do período de observação.
+corporal do animal ao longo do período de observação (3 minutos).
 
 
 ```{r, echo = FALSE, include=FALSE}
@@ -59,6 +59,7 @@ require('car')
 require('RColorBrewer')
 require('sandwich')
 require('hnp')
+require('knitr')
 ```
 
 
@@ -103,8 +104,12 @@ mdp
 ajusteps <- glm(Nposturas ~ tratamento + linhagem, data=datapost4, family=poisson)
 summary(ajusteps)
 
+### Avaliando possível efeito de interação.
+ajustepsint <- glm(Nposturas ~ tratamento * linhagem, data=datapost4, family=poisson)
+anova(ajusteps,ajustepsint, test = 'Chisq')
+
 exp(coef(ajusteps)[2])
-### Estima-se que a frequência média de variação de postura no grupo com intervenção seja aproximadamente
+### Estima-se que a taxa de variação de postura no grupo com intervenção seja aproximadamente
 ### a metade em relação ao grupo sem intervenção.
 
 ##### Estimação do parâmetro de dispersão. 
@@ -164,11 +169,11 @@ envelope(ajusteps)
 
 ### Modelo quasi poisson (V(mu) = mu).
 ajuste12 <- glm(r4 ~ tratamento+linhagem, data=datapost4, family = 'quasipoisson')
-summary(ajuste12)
+# summary(ajuste12)
 
 ### Forma alternativa de declarar o Modelo quase-poisson (V(mu) = mu).
 ajuste13 <- glm(r4 ~ tratamento+linhagem, data=datapost4, family = quasi(variance = 'mu', link='log'))
-summary(ajuste13)
+# summary(ajuste13)
 
 ### Modelo de quase-verossimilhança (V(mu) = mu^2).
 ajuste14 <- glm(r4 ~ tratamento+linhagem, data=datapost4, family = quasi(variance = 'mu^2', link='log'))
@@ -192,12 +197,11 @@ qqline(resid(ajuste14,type='deviance'))
 ```{r}
 
 estrb <- coeftest(ajusteps, vcov=sandwich) ### Estimador sanduíche
-estrb
+estrb ### Estimação robusta.
 
 ### Usando bootstrap (R=999 simulações)
 ajusteboot <- Boot(ajusteps)
-plot(ajusteboot, index = 2) ### Distribuição bootstrap para o efeito de intervenção.
-summary(ajusteboot)
+summary(ajusteboot) ### Resultados obtidos via bootstrap.
 
 
 ```
@@ -218,24 +222,43 @@ quadres <- cbind(erroz, ics)
 
 rownames(quadres) <- c('Poisson', 'Quasi(mu)', 'Quasi(mu^2)', 'Robusto (sanduiche)', 'Bootstrap')
 
-### Quadro resumo para as estimativas produzidas pelos quatro modelos.
+### Quadro resumo para as estimativas produzidas pelos quatro modelos para o efeito de intervenção.
 kable(quadres, format = "markdown", caption = "Comparativo dos modelos ajustados")
 
-### Vamos avaliar o efeito das observações com maiores resíduos nos achados do modelo
+```
+
+### Verificando efeito das observações com maiores resíduos na análise.
+
+```{r}
 dadosexclud <- datapost4[-c(8,18,28),]
-ajusteexclud <- glm(Nposturas ~ tratamento+linhagem, data=dadosexclud, family = quasi(variance = 'mu', link='log'))
+
+### Ajustando o modelo Poisson sem as três observações.
+ajusteexcludpoi <- glm(Nposturas ~ tratamento+linhagem, data=dadosexclud, family = poisson)
+
+### Estimativa do parâmetro de dispersão.
+sum(resid(ajusteexcludpoi, type = 'pearson')**2)/ajusteexcludpoi$df.residual 
+
+### Gráficos de diagnóstico.
+par(mfrow=c(2,2))
+plot(ajusteexcludpoi)
+
+### Agora, o modelo quase-poisson
+ajusteexcludquasi <- glm(Nposturas ~ tratamento+linhagem, data=dadosexclud, family = quasi(variance = 'mu', link='log'))
 
 ### Estimativas produzidas pelo modelo quasipoisson com e sem as três observações.
 
-c1 <- compareCoefs(ajuste13, ajusteexclud, print = FALSE)
-colnames(c1) <- c('Est. com outliers','E.P. com outliers','Est. sem outliers','E.P. sem outliers')
-kable(c1)
+c1 <- compareCoefs(ajusteps, ajuste13, ajusteexcludpoi, ajusteexcludquasi, print = FALSE)
+colnames(c1) <- c('Est. Poisson c/out','E.P. Poisson c/out',
+                  'Est. Quasi c/out','E.P. Quasi c/out',
+                   'Est. Poisson s/out','E.P. Poisson s/out',
+                  'Est. Quasi s/out','E.P. Quasi s/out') 
+kable(round(c1,3), align = 'c')
 
 ### Efeito da intervenção desconsiderando as três observações.
-exp(coef(ajusteexclud)[2])
+exp(coef(ajusteexcludpoi)[2])
 
 ### O efeito de intervenção aumenta, e torna-se mais significativo, mediante exclusão dos outliers.
 
-```` 
+``` 
 
 
diff --git a/vignettes/Sinistros.Rmd b/vignettes/Sinistros.Rmd
index cb5d195..c112b89 100644
--- a/vignettes/Sinistros.Rmd
+++ b/vignettes/Sinistros.Rmd
@@ -32,11 +32,10 @@ seguintes variáveis:
 ```{r, echo = FALSE, include=FALSE}
 
 require(lattice)
-require(hnp)
 require(MASS)
 require(effects)
+require(knitr)
 
-setwd("~/Desktop")
 dados <- read.csv('Baseauto2.csv', header=TRUE, sep=',', dec = ',')
 
 options(scipen = 3) ### Era zero.
@@ -69,29 +68,29 @@ taxageral <- sum(dados$Sinistros)/sum(dados$Exposicao); taxageral ### Taxa de si
 
 tab <- aggregate(cbind(Exposicao, Sinistros) ~ Sexo, data = dados, sum)
 taxa <- with(tab, Sinistros/Exposicao)
-tab <- cbind(tab, taxa); tab ### Distribuição do número de sinistros por sexo.
+tab <- cbind(tab, taxa)
+### Distribuição do número de sinistros por sexo.
+kable(tab, align = 'c', caption = '**Taxa de sinistros segundo Sexo**')
 
 dados$idadecat <- cut(dados$Idade, breaks=c(18,30,60, 92), include.lowest = T)
 tab <- aggregate(cbind(Exposicao, Sinistros) ~ idadecat, data = dados, sum)
 taxa <- with(tab, Sinistros/Exposicao)
-tab <- cbind(tab, taxa); tab ### Distribuição do número de sinistros por sexo.
+tab <- cbind(tab, taxa)
+### Distribuição do número de sinistros por sexo.
+kable(tab, align = 'c', caption = '**Taxa de sinistros segundo Idade**')
 
 tabidsex <- aggregate(cbind(Exposicao, Sinistros) ~ Sexo + idadecat, data = dados, sum)
-Taxaidsex <- with(tabidsex, Sinistros/Exposicao)
-tabidsex <- cbind(tabidsex, Taxaidsex); tabidsex ### Distribuição do número de sinistros por idade e sexo.
+taxa <- with(tabidsex, Sinistros/Exposicao)
+tabidsex <- cbind(tabidsex, taxa)
+### Distribuição do número de sinistros por idade e sexo.
+kable(tabidsex, align = 'c', caption = '**Taxa de sinistros segundo Sexo e Idade**')
 
 tab <- aggregate(cbind(Exposicao, Sinistros) ~ Tipo, data = dados, sum)
 taxa <- with(tab, Sinistros/Exposicao)
-tab <- cbind(tab, taxa); tab ### Distribuição do número de sinistros por tipo de veículo.
+tab <- cbind(tab, taxa)
+### Distribuição do número de sinistros por tipo de veículo.
+kable(tab, align = 'c', caption = '**Taxa de sinistros segundo Tipo de Veículo**')
 
-tab <- aggregate(cbind(Exposicao, Sinistros) ~ Civil, data = dados, sum)
-taxa <- with(tab, Sinistros/Exposicao)
-tab <- cbind(tab, taxa); tab ### Distribuição do número de sinistros por estado civil.
-
-dados$valorcat <- cut(dados$Valor, breaks=quantile(dados$Valor), include.lowest = T)
-tab <- aggregate(cbind(Exposicao, Sinistros) ~ valorcat, data = dados, sum)
-taxa <- with(tab, Sinistros/Exposicao)
-tab <- cbind(tab, taxa); tab ### Distribuição do número de sinistros por valor do veículo.
 ```
 
 ## Regressão usando o modelo log-linear poisson.
@@ -101,24 +100,19 @@ dados <- na.omit(dados)
 ajusteps <- glm(Sinistros ~ Tipo+Sexo+Idade+I(Idade**2)+Valor+Civil+offset(log(Exposicao)), data = dados, family=poisson)
 summary(ajusteps)
 
-##### Estimação do parâmetro de dispersão. 
+### Modelo sem as variáveis não significativas.
+
+ajusteps2 <- glm(Sinistros ~ Sexo+Idade+I(Idade**2)+Valor+offset(log(Exposicao)), data = dados, family=poisson)
+anova(ajusteps2,ajusteps,test='Chisq')
 
-exp(coef(ajusteps))
+### Estimação do parâmetro de dispersão. 
 
-X2 <- sum(resid(ajusteps,type='pearson')**2)
-phichap <- X2/ajusteps$df.residual
+X2 <- sum(resid(ajusteps2,type='pearson')**2)
+phichap <- X2/ajusteps2$df.residual
 phichap ### Indicador de superdispersão.
 ```
 
-### Diagnóstico do ajuste (gráficos).
-
-```{r}
-##### Diagnóstico do modelo - gráficos.
-par(mfrow=c(2,2))
-plot(ajusteps)
-
-
-par(mfrow=c(1,1))
+```{r, echo = FALSE}
 envelope=function(modelo){
   dados=na.omit(modelo$data)
   nsim=100
@@ -145,35 +139,36 @@ envelope=function(modelo){
   lines(quantis,ls,type='l')
   points(quantis,r1,pch=16,cex=0.75)
 }
+```
 
-envelope(ajusteps)
 
+### Diagnóstico do ajuste (gráficos).
+
+```{r}
+##### Diagnóstico do modelo - gráficos.
+par(mfrow=c(2,2))
+plot(ajusteps2)
+
+par(mfrow=c(1,1))
+envelope(ajusteps2)
 ```
 
 
-### Re-ajuste do modelo associando um parâmetro ao termo offset (log-exposicao)
+### Ajuste do modelo associando um parâmetro ao termo offset (log-exposicao)
 
 ```{r}
-ajusteps2 <- glm(Sinistros ~ Tipo + Sexo + Idade +I(Idade**2) + Valor + Civil+log(Exposicao), data = dados, family=poisson)
-summary(ajusteps2)
-anova(ajusteps, ajusteps2, test = 'Chisq')
+ajusteps3 <- glm(Sinistros ~ Sexo + Idade +I(Idade**2) + Valor + log(Exposicao), data = dados, family=poisson)
+summary(ajusteps3)
+anova(ajusteps2, ajusteps3, test = 'Chisq')
 ```
 
 
 ## Regressão usando a distribuição binomial negativa.
 
 ```{r}
-ajustenb2 <- glm.nb(Sinistros ~ Tipo+Sexo+Idade+I(Idade**2)+Valor+Civil+log(Exposicao),data= dados)
+ajustenb2 <- glm.nb(Sinistros ~ Sexo+Idade+I(Idade**2)+Valor+log(Exposicao),data= dados)
 summary(ajustenb2) 
 
-### Verificando possibilidade de excluir estado civil e tipo de veículo do modelo.
-ajustenb3 <- update(ajustenb2, ~.-(Civil+Tipo))
-anova(ajustenb2, ajustenb3)
-
-## Estimação do parâmetro de dispersão
-X2 <- sum(resid(ajustenb3,type='pearson')**2) 
-phichap <- X2/ajustenb3$df.residual 
-phichap 
 ```
 
 
@@ -182,14 +177,14 @@ phichap
 ```{r}
 ##### Diagnóstico do modelo - gráficos.
 par(mfrow=c(2,2))
-plot(ajustenb3)
+plot(ajustenb2)
 ```
 
 
 ```{r, echo = FALSE}
 dadosnb3 <- dados[,c('Sexo','Idade','Valor','Exposicao','Sinistros')]
-
-par(mfrow=c(1,1))
+dadosnb3$lexpo <- log(dados$Exposicao)
+ajustenb2 <- glm.nb(Sinistros ~ Sexo+Idade+I(Idade**2)+Valor+lexpo,data= dadosnb3)
 envelope=function(modelo){
   dados=na.omit(dadosnb3)
   nsim=100
@@ -221,32 +216,31 @@ envelope=function(modelo){
 
 ```{r}
 par(mfrow=c(1,1))
-envelope(ajustenb3)
+envelope(ajustenb2)
 ```
 
 
-
 ### Explorando os efeitos das covariáveis. Estimativas pontuais e ICs (95%)
 
 ```{r}
-intervalos <- confint(ajustenb3)
-estimat <- cbind(ajustenb3$coefficients, intervalos)
+intervalos <- confint(ajustenb2)
+estimat <- cbind(ajustenb2$coefficients, intervalos)
 colnames(estimat)[1] <- 'Estimativa pontual'
 
 ### Quadro de estimativas
-round(estimat, 5)
+kable(round(estimat, 5), align = 'c', caption = '**Estimativas pontuais e intervalos de confiança - Modelo Binomial Negativo**')
 ```
 
 
 ### Gráficos de efeitos
 
-```{r}
+```{r, echo = FALSE}
 
-dados$lexpo <- log(dados$Exposicao)
-ajustenb3 <- glm.nb(Sinistros ~ Sexo+Idade+I(Idade**2)+Valor+lexpo,data= dados)
+```
 
-efeitos <- allEffects(ajustenb3, given.values=c(lexpo=0))
+```{r}
 
+efeitos <- allEffects(ajustenb2, given.values=c(lexpo=0))
 trellis.par.set(list(axis.text = list(cex = 1.2))) 
 
 plot(efeitos[[2]], type='response',main=list(
@@ -284,7 +278,7 @@ plot(efeitos[[4]], type='response',main=list(
 
 
 
-```{r, echo = FALSE}
+```{r, echo = FALSE, include=F}
 
 ## Frequências ajustadas pelas duas distribuições, com e sem covariaveis.
 
@@ -312,18 +306,18 @@ ajustenb <- glm.nb(Sinistros ~ 1,data=dados)
 
 media <- exp(coefficients(ajustenb))
 shape <- ajustenb$theta
-freqbn <- round(n*dnbinom(0:10, mu = media, size = shape)); freqbn
+freqbn <- round(n*dnbinom(0:10, mu = media, size = shape))
 
 
 ### Binomial negativa com covariaveis
-pred2 <- predict(ajustenb3,type='response')
+pred2 <- predict(ajustenb2,type='response')
 
 intervalo <- 0:10
 matprob <- matrix(0,nrow=nrow(dados),ncol=length(intervalo))
 probnb <- function(interv, media, shape)
     dnbinom(intervalo, mu = media, size = shape)
 for(i in 1:nrow(dados))
-    matprob[i,] <- probnb(interv = intervalo, media = pred2[i], shape = ajustenb3$theta)
+    matprob[i,] <- probnb(interv = intervalo, media = pred2[i], shape = ajustenb2$theta)
 pbarra <- colMeans(matprob)
 frebnaj <- round(n*pbarra)
 ams <- c(table(dados$Sinistros), rep(0,5))
@@ -337,7 +331,7 @@ rownames(matfreq) <- c('Amostra', 'Poisson não ajustada por covariáveis', 'Poi
 ## Comparação dos ajustes
 
 ```{r, results = 'markup'}
-kable(matfreq, format = "markdown", caption = "Frequências amostrais e freuências ajustadas para o número de sinistros")
+kable(matfreq, format = "markdown", caption = "Frequências amostrais e frequências ajustadas para o número de sinistros")
 ```
 
 
-- 
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