diff --git a/data-raw/Baseauto2.csv b/data-raw/Baseauto2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..09d698e03dae2e1c12ca4b6aea562476cbdc8556
--- /dev/null
+++ b/data-raw/Baseauto2.csv
@@ -0,0 +1,16656 @@
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+9,STATION WAGON,SP,45,F,Solteiro,14541,"0,77",0
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+10,MONOVOLUME,PR,65,F,Casado,12357,"0,83",0
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+2,SEDAN,SP,60,M,Divorciado,30237,"0,80",0
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+1,SUV,SP,49,F,Casado,87496,"0,80",1
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+3,SUV,SP,44,F,Casado,42713,"0,77",0
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+10,HATCH,PR,55,F,Divorciado,31002,"0,83",0
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+2,SEDAN,RJ,48,M,Casado,32891,"0,82",0
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+1,HATCH,SP,34,F,Casado,18140,"0,81",0
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+10,SEDAN,SC,35,F,Solteiro,21873,"0,75",2
+1,PICAPE PESADA,SP,33,M,Casado,39074,"0,80",0
+9,SEDAN,DF,66,F,Casado,39730,"0,80",0
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+3,SEDAN,SP,28,M,Casado,27837,"0,76",1
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+3,MONOVOLUME,SP,50,M,Casado,20003,"0,76",0
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+10,HATCH,SP,42,M,Solteiro,20073,"0,81",0
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+3,SEDAN,SP,41,F,Casado,19608,"0,24",0
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+1,SEDAN,RS,55,M,Casado,81422,"0,72",1
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+3,HATCH,RS,47,F,Casado,37612,"0,46",0
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+10,MONOVOLUME,SP,48,F,Divorciado,32120,"0,07",0
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+1,SEDAN,RJ,50,M,Casado,40191,"0,83",1
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+10,HATCH,SP,66,M,Casado,20595,"0,83",0
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+3,MONOVOLUME,SP,38,F,Solteiro,57109,"0,77",1
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+1,SUV,SP,36,M,Casado,32478,"0,80",0
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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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+10,SUV,SP,44,M,Casado,30784,"0,78",0
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+1,MONOVOLUME,SP,31,F,Casado,26386,"0,83",0
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+10,HATCH,SP,66,F,Divorciado,9116,"0,83",0
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+10,SEDAN,MG,49,F,Casado,45171,"0,79",0
+10,SEDAN,PR,54,M,Divorciado,43799,"0,77",0
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+4,HATCH,PR,39,F,Casado,45698,"0,82",0
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+10,PICAPE LEVE,PR,69,F,Divorciado,34677,"0,80",0
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+1,HATCH,SP,63,M,Casado,19393,"0,01",0
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+8,PICAPE PESADA,SP,55,M,Casado,98918,"0,81",0
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+5,SEDAN,SP,44,F,Casado,35268,"0,81",0
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+4,HATCH,RS,40,M,Casado,17927,"0,03",0
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+8,SEDAN,SP,39,F,Casado,28005,"0,83",0
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+10,SUV,BA,44,M,Casado,81054,"0,82",0
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+10,HATCH,SC,26,M,Casado,30190,"0,83",0
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+1,HATCH,DF,49,F,Casado,34337,"0,80",0
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+4,SEDAN,GO,54,F,Casado,40001,"0,79",0
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+1,HATCH,MG,87,F,Casado,41413,"0,41",0
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+10,SEDAN,SP,49,F,Solteiro,43752,"0,79",0
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+1,HATCH,RJ,47,F,Casado,34337,"0,76",0
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+1,SEDAN,SP,33,M,Casado,39615,"0,83",0
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+0,HATCH,SP,66,M,Casado,10545,"0,83",0
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+10,SUV,SP,57,F,Casado,56760,"0,61",0
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+10,MONOVOLUME,SP,51,F,Casado,34525,"0,80",0
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+3,HATCH,PR,33,F,Casado,19091,"0,80",0
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+2,SEDAN,RS,63,M,Casado,21695,"0,80",0
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+1,SUV,SP,39,M,Casado,75491,"0,80",0
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+3,HATCH,SP,37,M,Casado,17017,"0,84",0
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+10,HATCH,SP,35,F,Solteiro,23110,"0,02",0
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+1,SEDAN,SC,51,M,Casado,14169,"0,22",0
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+6,SEDAN,SP,52,M,Casado,15091,"0,82",0
+10,SUV,SC,62,F,Divorciado,48155,"0,78",0
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+3,SUV,BA,50,M,Casado,47685,"0,54",0
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+10,SUV,SP,58,M,Casado,34125,"0,76",0
+9,MONOVOLUME,SP,52,F,Divorciado,25956,"0,74",2
+2,HATCH,SP,27,F,Solteiro,20908,"0,08",0
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+1,HATCH,SP,64,M,Casado,16572,"0,80",0
+0,STATION WAGON,SP,61,M,Casado,19407,"0,79",0
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+10,HATCH,SP,87,M,Casado,10205,"0,80",0
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+6,SEDAN,MS,52,M,Casado,48628,"0,57",0
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+10,SUV,SP,64,F,Casado,94067,"0,79",0
+10,SUV,SP,57,F,Casado,49435,"0,51",0
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+3,HATCH,SP,24,F,Solteiro,28674,"0,80",0
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+5,SEDAN,DF,72,M,Casado,26518,"0,07",0
+7,HATCH,SP,53,F,Casado,19665,"0,54",0
+0,HATCH,SP,48,F,Viuvo,22896,"0,76",0
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+1,HATCH,SP,30,M,Solteiro,23729,"0,82",0
+10,MONOVOLUME,SP,60,M,Casado,23360,"0,59",0
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+10,HATCH,SP,31,F,Casado,37106,"0,25",0
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+3,HATCH,PE,44,M,Casado,22212,"0,80",0
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+6,HATCH,SP,33,F,Solteiro,20542,"0,78",0
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+8,SEDAN,SP,62,M,Casado,52422,"0,82",0
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+3,HATCH,SP,51,F,Divorciado,15497,"0,81",0
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+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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+10,SUV,RS,56,M,Casado,58998,"0,02",0
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+10,HATCH,SP,66,M,Casado,20642,"0,28",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
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+10,MONOVOLUME,SP,47,M,Casado,17560,"0,78",0
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+1,HATCH,RJ,33,M,Casado,42160,"0,83",0
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+6,HATCH,MG,33,M,Solteiro,39281,"0,19",0
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+10,HATCH,SP,58,F,Casado,46459,"0,81",0
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+10,SEDAN,SP,60,M,Divorciado,22428,"0,78",0
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+10,MONOVOLUME,SP,64,M,Casado,62820,"0,76",0
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+1,HATCH,CE,57,F,Casado,32092,"0,80",0
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+2,SEDAN,AM,43,F,Casado,21854,"0,78",1
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+10,SEDAN,SP,41,M,Solteiro,20002,"0,77",0
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+9,SUV,BA,39,M,Casado,44775,"0,78",0
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+10,HATCH,MG,56,M,Casado,16835,"0,76",0
+7,SUV,RS,38,M,Casado,103840,"0,13",0
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+10,CAMIONETA LEVE,SP,58,M,Casado,16194,"0,77",0
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+6,STATION WAGON,SP,38,F,Casado,26212,"0,19",0
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+10,SEDAN,SP,53,M,Casado,61904,"0,80",0
+10,SUV,RS,67,M,Casado,36549,"0,02",0
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+1,STATION WAGON,DF,40,M,Casado,43604,"0,82",0
+4,MONOVOLUME,SP,45,F,Casado,34482,"0,83",0
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+10,MONOVOLUME,RS,54,M,Casado,22879,"0,77",1
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+3,SEDAN,PE,51,F,Casado,17880,"0,78",0
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+2,HATCH,SP,80,M,Viuvo,22896,"0,81",0
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+5,STATION WAGON,SP,56,F,Solteiro,12213,"0,78",0
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+10,SEDAN,SP,53,F,Casado,17697,"0,82",0
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+2,HATCH,MG,36,M,Casado,11182,"0,06",0
+7,HATCH,SP,65,M,Casado,51784,"0,30",0
+10,HATCH,BA,37,M,Casado,37646,"0,81",0
+7,HATCH,SP,67,M,Casado,24541,"0,76",0
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+10,HATCH,MG,48,F,Solteiro,7391,"0,76",0
+9,HATCH,SP,52,F,Casado,20923,"0,76",0
+10,SEDAN,SP,58,M,Casado,42429,"0,81",0
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+10,HATCH,SC,56,M,Casado,15513,"0,76",0
+10,MONOVOLUME,PE,49,M,Casado,23633,"0,76",0
+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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+10,SEDAN,SC,53,M,Casado,40554,"0,84",0
+10,SEDAN,SP,63,M,Casado,46740,"0,22",0
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+2,HATCH,SP,35,F,Casado,23229,"0,79",0
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+10,HATCH,SP,71,M,Casado,18329,"0,76",0
+5,SEDAN,SP,49,M,Casado,13452,"0,77",0
+10,SEDAN,SP,51,M,Casado,34251,"0,02",0
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+9,HATCH,SP,56,M,Casado,8006,"0,76",0
+10,HATCH,SP,50,M,Casado,38882,"0,69",0
+10,SEDAN,SP,41,F,Casado,16463,"0,80",0
+0,PICAPE PESADA,MG,52,F,Divorciado,44015,"0,16",0
+10,SUV,TO,41,F,Casado,100075,"0,80",0
+10,SEDAN,SP,54,M,Casado,77545,"0,77",1
+10,HATCH,SP,57,F,Casado,26016,"0,78",0
+3,HATCH,SP,66,F,Casado,25920,"0,82",0
+4,HATCH,SP,34,F,Casado,12436,"0,78",0
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+6,SEDAN,MG,51,F,Divorciado,40001,"0,06",0
+10,MONOVOLUME,SP,32,M,Casado,18944,"0,81",0
+10,HATCH,SP,52,F,Casado,27023,"0,50",0
+1,SEDAN,SP,50,M,Divorciado,45325,"0,01",0
+10,HATCH,SP,59,F,Casado,27839,"0,76",0
+10,SEDAN,SP,43,M,Casado,39251,"0,77",0
+2,SEDAN,RJ,37,F,Casado,24134,"0,79",0
+7,HATCH,SP,32,F,Solteiro,10205,"0,79",0
+2,HATCH,SP,63,F,Casado,11579,"0,79",0
+10,SUV,SP,63,M,Casado,58998,"0,79",0
+1,SEDAN,RN,35,M,Casado,18695,"0,83",0
+1,MONOVOLUME,SP,53,M,Casado,25810,"0,80",0
+0,HATCH,SP,34,M,Casado,32146,"0,82",0
+6,PICAPE PESADA,GO,41,M,Casado,63535,"0,79",0
+3,ESPORTIVO,SP,34,M,Casado,45059,"0,80",0
+1,HATCH,SP,22,F,Solteiro,42704,"0,80",0
+8,PICAPE PESADA,GO,48,M,Casado,111589,"0,77",0
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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
+9,HATCH,SP,62,F,Divorciado,25002,"0,81",1
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+10,SUV,SP,53,F,Solteiro,58746,"0,69",0
+5,HATCH,PR,54,F,Casado,16007,"0,78",0
+2,MONOVOLUME,RJ,60,F,Divorciado,16936,"0,02",0
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+4,SUV,MG,65,M,Casado,43837,"0,84",0
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+10,MONOVOLUME,SP,43,F,Casado,25797,"0,80",0
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+2,SEDAN,SP,57,M,Casado,43799,"0,77",0
+8,SEDAN,SC,54,M,Casado,37193,"0,78",0
+4,SEDAN,SP,57,M,Casado,57880,"0,47",0
+10,SEDAN,SP,65,M,Casado,12201,"0,76",0
+10,HATCH,SP,43,F,Solteiro,21587,"0,78",0
+10,ESPORTIVO,SP,49,F,Casado,35655,"0,81",0
+1,HATCH,SP,56,M,Casado,30044,"0,81",0
+10,PICAPE PESADA,BA,69,M,Casado,57862,"0,76",0
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+3,HATCH,SP,45,M,Casado,14081,"0,77",0
+1,PICAPE LEVE,RS,60,M,Casado,24576,"0,82",0
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+10,SEDAN,SP,56,F,Divorciado,47740,"0,82",0
+8,SUV,DF,61,M,Casado,35183,"0,13",0
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+10,HATCH,SC,33,F,Solteiro,26799,"0,16",0
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+10,STATION WAGON,SP,33,F,Solteiro,24141,"0,16",0
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+5,HATCH,SC,30,F,Casado,22713,"0,76",0
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+10,SUV,SP,37,F,Casado,94278,"0,83",0
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+10,SEDAN,CE,59,M,Casado,18695,"0,82",0
+9,PICAPE LEVE,SP,65,M,Casado,55669,"0,77",0
+6,SUV,MG,67,M,Casado,93057,"0,79",0
+4,PICAPE PESADA,MG,70,M,Casado,37457,"0,81",0
+1,SEDAN,RN,64,M,Casado,18176,"0,80",0
+7,HATCH,RN,40,F,Divorciado,31287,"0,81",0
+10,SEDAN,SP,60,M,Casado,37627,"0,82",0
+1,HATCH,SP,36,M,Casado,45698,"0,13",0
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+10,HATCH,SP,29,M,Casado,44125,"0,79",1
+5,SEDAN,SP,56,M,Divorciado,30637,"0,02",0
+3,MONOVOLUME,SP,35,M,Casado,23891,"0,80",0
+6,SEDAN,SP,54,F,Casado,26881,"0,08",0
+10,SUV,SP,72,M,Casado,64694,"0,36",0
+9,SEDAN,BA,55,M,Casado,46198,"0,79",0
+6,SUV,SP,52,F,Casado,58595,"0,79",0
+1,PICAPE LEVE,PR,51,F,Casado,30275,"0,76",0
+9,HATCH,SP,29,F,Solteiro,24886,"0,81",0
+1,SEDAN,SC,37,F,Casado,43999,"0,68",0
+9,HATCH,SP,38,F,Casado,22713,"0,33",0
+10,HATCH,PR,43,M,Casado,18719,"0,80",0
+3,SEDAN,SP,65,M,Viuvo,19702,"0,76",0
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+10,SEDAN,SP,58,M,Casado,35683,"0,02",0
+10,PICAPE LEVE,SC,34,F,Casado,34760,"0,48",0
+10,SUV,SP,45,F,Divorciado,62101,"0,76",0
+10,SUV,SP,61,F,Solteiro,49014,"0,76",0
+1,PICAPE PESADA,PR,69,M,Casado,71115,"0,83",0
+5,HATCH,SP,47,F,Casado,22401,"0,02",0
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+3,HATCH,AL,61,M,Casado,32583,"0,81",0
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+10,HATCH,RJ,44,F,Solteiro,16151,"0,78",0
+10,HATCH,SP,37,F,Casado,39628,"0,39",0
+2,STATION WAGON,SP,44,M,Casado,23570,"0,76",0
+8,SEDAN,SP,73,M,Viuvo,48299,"0,79",0
+3,HATCH,SP,33,F,Casado,24914,"0,64",0
+10,SEDAN,SP,65,M,Casado,37662,"0,83",0
+3,HATCH,SP,34,M,Solteiro,28964,"0,58",0
+3,HATCH,BA,78,F,Viuvo,45460,"0,82",0
+1,SEDAN,SP,45,M,Solteiro,40763,"0,77",1
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+10,HATCH,RJ,64,F,Casado,40393,"0,77",0
+4,SEDAN,RJ,62,M,Casado,31478,"0,34",0
+0,SEDAN,SP,40,F,Casado,27954,"0,76",0
+2,SEDAN,SP,49,F,Casado,15091,"0,82",0
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+8,HATCH,SP,50,M,Casado,6840,"0,68",0
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+10,HATCH,SP,62,F,Casado,22865,"0,77",0
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+2,SEDAN,SP,41,M,Casado,28616,"0,82",0
+0,SEDAN,RS,58,M,Casado,31220,"0,77",1
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+5,SEDAN,MG,54,F,Casado,36848,"0,80",0
+10,SEDAN,SP,72,M,Viuvo,77545,"0,84",0
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+10,PICAPE LEVE,RS,49,F,Casado,31789,"0,82",0
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+10,HATCH,SP,67,M,Casado,50285,"0,82",0
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+9,SUV,SP,44,F,Casado,36549,"0,83",0
+10,MONOVOLUME,SC,66,M,Casado,53470,"0,70",0
+10,SEDAN,SP,71,M,Casado,61685,"0,78",0
+6,HATCH,SC,79,M,Casado,27479,"0,80",0
+10,HATCH,SP,35,M,Casado,33442,"0,08",0
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+10,HATCH,SP,88,F,Viuvo,80510,"0,10",0
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+10,SUV,SP,33,M,Casado,56760,"0,14",0
+7,MONOVOLUME,SP,62,M,Casado,26695,"0,47",0
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+0,SEDAN,RS,47,M,Casado,34572,"0,81",0
+6,SEDAN,SP,62,M,Casado,14317,"0,82",0
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+10,SEDAN,SP,50,M,Casado,19842,"0,79",0
+7,SEDAN,SP,65,M,Casado,32366,"0,80",0
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+10,SEDAN,PR,38,F,Casado,38064,"0,09",1
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+10,HATCH,SP,71,M,Casado,28710,"0,81",0
+8,HATCH,SP,62,F,Casado,45387,"0,75",0
+8,MONOVOLUME,SP,51,F,Divorciado,23391,"0,83",0
+10,HATCH,SP,83,M,Casado,17818,"0,80",0
+10,SUV,SP,67,M,Casado,74658,"0,50",0
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+4,MONOVOLUME,SP,41,F,Casado,18435,"0,82",0
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+1,HATCH,CE,48,F,Casado,14081,"0,81",0
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+10,HATCH,SP,29,F,Solteiro,21301,"0,83",0
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+1,HATCH,SP,35,M,Casado,13350,"0,82",0
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+10,PICAPE PESADA,SP,58,M,Casado,39395,"0,82",1
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+2,SEDAN,AM,63,M,Casado,59894,"0,02",0
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+10,SUV,RS,62,M,Casado,46984,"0,78",0
+10,SEDAN,PR,51,F,Casado,18176,"0,78",1
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+0,HATCH,MG,59,F,Viuvo,32877,"0,78",0
+10,SEDAN,SP,37,M,Casado,33023,"0,81",0
+10,HATCH,SP,41,F,Casado,14378,"0,79",0
+10,HATCH,SP,52,F,Casado,27142,"0,80",0
+10,HATCH,SP,59,F,Casado,26148,"0,81",0
+10,SEDAN,SP,46,M,Casado,22073,"0,81",0
+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
+10,MONOVOLUME,SP,50,M,Casado,41770,"0,16",0
+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
+9,MONOVOLUME,SP,35,F,Solteiro,17884,"0,59",0
+5,PICAPE LEVE,SP,43,M,Casado,33856,"0,80",0
+3,HATCH,SP,51,F,Divorciado,34988,"0,80",0
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+10,HATCH,SP,48,M,Casado,34595,"0,81",0
+10,HATCH,SP,48,F,Divorciado,22734,"0,50",0
+5,STATION WAGON,SP,56,F,Casado,26212,"0,78",0
+2,HATCH,BA,62,F,Casado,15165,"0,82",0
+2,MONOVOLUME,SP,32,M,Casado,33607,"0,69",0
+0,PICAPE PESADA,MG,56,M,Casado,62390,"0,76",0
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+7,SEDAN,CE,55,M,Casado,25660,"0,83",1
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+10,HATCH,DF,63,F,Divorciado,5815,"0,08",0
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+10,SEDAN,SP,68,M,Casado,103762,"0,44",0
+3,HATCH,GO,60,F,Casado,30806,"0,80",0
+7,SEDAN,CE,64,M,Casado,41617,"0,78",2
+10,SEDAN,SP,63,M,Casado,24687,"0,82",0
+7,PICAPE PESADA,GO,46,M,Casado,93867,"0,76",0
+2,HATCH,PB,43,M,Casado,24626,"0,80",0
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+6,SUV,CE,47,M,Casado,34201,"0,79",0
+1,SUV,PR,62,M,Casado,47541,"0,01",0
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+2,SUV,MS,44,M,Casado,102371,"0,13",0
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+9,HATCH,SP,50,M,Casado,15498,"0,81",0
+8,HATCH,SP,59,M,Divorciado,10472,"0,76",0
+10,MONOVOLUME,RS,82,F,Viuvo,36212,"0,77",0
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+10,SUV,SP,41,F,Casado,58813,"0,78",0
+7,SEDAN,SP,42,M,Casado,54521,"0,47",0
+3,SEDAN,BA,56,M,Casado,57187,"0,50",0
+9,PICAPE LEVE,SP,52,M,Casado,27794,"0,82",0
+3,MONOVOLUME,SP,65,M,Casado,23391,"0,02",0
+10,SEDAN,RS,87,M,Casado,28346,"0,79",0
+7,SEDAN,SP,35,F,Casado,19702,"0,78",0
+3,SEDAN,SP,55,F,Casado,32141,"0,81",0
+6,HATCH,SP,60,F,Viuvo,22658,"0,76",0
+2,STATION WAGON,RJ,63,M,Solteiro,30407,"0,21",1
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+10,MONOVOLUME,SP,55,M,Casado,17560,"0,78",0
+0,HATCH,SP,65,M,Casado,15133,"0,81",0
+10,HATCH,SP,75,F,Casado,24626,"0,80",0
+10,STATION WAGON,SP,56,M,Casado,19829,"0,83",1
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+10,SEDAN,SP,49,F,Solteiro,22428,"0,83",0
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+3,HATCH,SP,29,F,Casado,17339,"0,01",1
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+1,HATCH,SP,44,F,Casado,38491,"0,78",0
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+10,SEDAN,SP,75,M,Casado,21010,"0,77",0
+9,SEDAN,MG,75,F,Viuvo,37662,"0,83",0
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+10,HATCH,RS,69,M,Casado,11912,"0,77",0
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+3,SUV,SP,49,M,Casado,63923,"0,80",0
+9,SEDAN,SP,55,F,Casado,31592,"0,83",0
+10,STATION WAGON,SP,51,F,Divorciado,26328,"0,31",1
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+6,HATCH,SP,42,F,Casado,44336,"0,78",0
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+10,HATCH,SP,50,F,Solteiro,18083,"0,78",0
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+10,MONOVOLUME,RJ,58,F,Casado,22802,"0,79",0
+5,SEDAN,RJ,40,M,Casado,38835,"0,76",0
+2,SEDAN,PE,41,M,Casado,31592,"0,81",0
+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
+7,STATION WAGON,SP,49,F,Casado,19448,"0,72",0
+7,HATCH,SP,35,M,Solteiro,10689,"0,77",0
+7,SEDAN,BA,41,F,Casado,58126,"0,22",0
+3,SEDAN,SP,51,M,Casado,15742,"0,80",0
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+3,SEDAN,DF,74,M,Casado,25608,"0,08",0
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+1,HATCH,PR,65,F,Casado,16687,"0,82",0
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+10,HATCH,SP,41,M,Casado,25015,"0,41",0
+9,HATCH,SP,60,M,Casado,19774,"0,66",0
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+9,SEDAN,SP,51,M,Casado,15091,"0,64",0
+10,MONOVOLUME,SP,51,F,Casado,32447,"0,79",0
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+10,SUV,PE,54,M,Casado,139316,"0,80",0
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+3,HATCH,SP,60,F,Viuvo,34679,"0,43",0
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+10,HATCH,RS,42,M,Casado,32847,"0,76",0
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+4,SEDAN,BA,54,M,Casado,16278,"0,80",0
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+3,PICAPE PESADA,SP,59,M,Casado,45623,"0,79",0
+2,HATCH,SP,67,M,Casado,27413,"0,81",0
+5,SUV,MG,63,M,Casado,18958,"0,83",0
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+2,HATCH,SP,43,M,Casado,15889,"0,78",0
+0,HATCH,SP,37,F,Casado,33268,"0,79",0
+10,SUV,SP,54,M,Casado,56359,"0,81",0
+6,SEDAN,RS,55,M,Casado,35505,"0,49",0
+1,SEDAN,MG,35,M,Casado,26604,"0,42",1
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+10,SEDAN,SP,66,F,Casado,18724,"0,76",0
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+3,SUV,SP,44,M,Casado,74658,"0,82",0
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+10,SEDAN,MA,53,M,Solteiro,50765,"0,31",1
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+3,SEDAN,SP,48,F,Casado,77545,"0,48",0
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+10,SEDAN,RJ,71,F,Casado,27102,"0,24",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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+10,MONOVOLUME,RN,54,M,Casado,23391,"0,01",0
+3,HATCH,SP,51,M,Casado,22425,"0,77",0
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+4,SEDAN,SP,65,M,Casado,26663,"0,30",0
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+2,SEDAN,RJ,45,M,Casado,39842,"0,82",0
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+10,HATCH,SP,43,M,Casado,20964,"0,42",0
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+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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+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
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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
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+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
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+0,HATCH,SP,40,M,Casado,29201,"0,76",0
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+10,SEDAN,SP,71,M,Casado,17732,"0,78",0
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+3,SEDAN,SP,39,M,Divorciado,12886,"0,17",0
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+1,MONOVOLUME,SP,49,F,Casado,40403,"0,82",0
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+10,HATCH,BA,47,M,Casado,25854,"0,76",0
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+8,HATCH,PA,56,M,Casado,37701,"0,79",0
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+9,PICAPE PESADA,SP,57,M,Casado,99969,"0,77",0
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+0,SEDAN,AL,29,M,Casado,32408,"0,07",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
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+4,HATCH,SC,52,M,Casado,16872,"0,53",1
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+2,SEDAN,SP,68,M,Casado,57245,"0,80",0
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+10,HATCH,RS,56,M,Casado,39567,"0,26",0
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+10,HATCH,SP,54,M,Casado,29721,"0,27",0
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+10,SEDAN,SP,51,F,Casado,36466,"0,78",0
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+0,PICAPE LEVE,RN,52,M,Casado,25197,"0,21",0
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+2,HATCH,MG,71,M,Casado,22245,"0,82",1
+3,SEDAN,SP,53,F,Divorciado,17045,"0,78",0
+10,SEDAN,BA,43,F,Casado,23875,"0,82",0
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+1,HATCH,SP,63,F,Solteiro,20550,"0,78",0
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+5,HATCH,SP,57,M,Casado,19078,"0,76",0
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+7,HATCH,SP,35,F,Solteiro,32062,"0,12",0
+6,HATCH,SP,22,F,Solteiro,18111,"0,76",1
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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
+8,SEDAN,SP,29,M,Casado,77561,"0,56",1
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+1,HATCH,DF,72,F,Solteiro,44741,"0,15",1
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+1,SUV,MG,68,M,Casado,48676,"0,78",0
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+10,HATCH,SP,51,F,Solteiro,20458,"0,80",0
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+4,HATCH,SP,58,M,Casado,12568,"0,80",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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+2,HATCH,DF,46,F,Casado,25670,"0,03",0
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+10,HATCH,SP,76,M,Casado,32328,"0,81",0
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+5,SUV,SP,39,F,Casado,98630,"0,80",0
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+3,HATCH,SP,37,M,Casado,34652,"0,80",0
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+10,HATCH,DF,66,F,Viuvo,45089,"0,79",0
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+10,MONOVOLUME,SP,50,F,Casado,15245,"0,83",1
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+10,SEDAN,SP,75,M,Casado,28346,"0,79",0
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+6,HATCH,SP,55,M,Casado,23329,"0,07",0
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+10,MONOVOLUME,SP,54,M,Casado,24700,"0,80",0
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+5,SEDAN,SP,58,M,Casado,16529,"0,24",0
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+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
+10,SEDAN,SP,59,M,Casado,35820,"0,78",0
+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
+9,MONOVOLUME,SP,71,M,Casado,45116,"0,83",0
+1,HATCH,SP,55,F,Casado,33650,"0,08",0
+10,HATCH,SP,78,M,Solteiro,15588,"0,76",0
+10,SUV,SP,41,F,Casado,128255,"0,81",0
+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
+10,SEDAN,RS,62,M,Casado,22294,"0,82",0
+10,PICAPE LEVE,SP,36,M,Casado,19909,"0,84",0
+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
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+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
+9,SUV,SP,63,M,Casado,64907,"0,80",0
+10,HATCH,SP,58,F,Viuvo,24832,"0,82",0
+2,SEDAN,MG,69,F,Casado,29415,"0,81",0
+4,HATCH,DF,69,M,Casado,22744,"0,82",0
+1,SEDAN,SP,35,F,Casado,34572,"0,81",0
+10,HATCH,RS,63,M,Casado,40142,"0,80",0
+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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+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
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+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
+10,PICAPE LEVE,SP,61,F,Casado,36411,"0,80",0
+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
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+10,SUV,MG,62,M,Divorciado,154686,"0,81",2
+0,STATION WAGON,DF,37,M,Casado,23165,"0,83",0
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+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
+1,HATCH,SP,47,F,Solteiro,42160,"0,17",0
+6,HATCH,DF,30,F,Casado,22481,"0,82",0
+7,SEDAN,SP,56,M,Casado,36301,"0,80",0
+0,SEDAN,SP,48,M,Casado,15742,"0,81",0
+9,PICAPE PESADA,RJ,72,M,Casado,70182,"0,81",0
+10,CAMIONETA LEVE,SP,49,M,Divorciado,40209,"0,83",0
+7,PICAPE PESADA,SP,60,M,Casado,95428,"0,49",0
+10,HATCH,SP,44,F,Casado,16572,"0,52",0
+10,HATCH,SC,60,M,Casado,31595,"0,77",0
+8,SEDAN,SP,52,M,Casado,79804,"0,81",0
+3,CAMIONETA LEVE,SP,59,M,Casado,22126,"0,76",0
+5,HATCH,SP,73,F,Viuvo,49262,"0,76",0
+9,HATCH,MG,66,M,Casado,21002,"0,78",1
+10,SUV,SP,51,M,Casado,80429,"0,77",0
+2,HATCH,SP,58,F,Casado,28344,"0,81",0
+3,SEDAN,PR,52,M,Casado,15742,"0,42",0
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+2,SEDAN,RS,54,F,Casado,30002,"0,80",0
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+3,CAMIONETA LEVE,SP,64,M,Casado,24035,"0,79",0
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+6,HATCH,SP,46,F,Casado,15798,"0,77",0
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+3,STATION WAGON,DF,63,F,Casado,38496,"0,76",1
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+7,HATCH,SP,48,M,Casado,7770,"0,01",0
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+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 0000000000000000000000000000000000000000..46761b9f9a2bc442f566cd6d20bc21a0a560c49e
--- /dev/null
+++ b/data-raw/Dadoscomp.csv
@@ -0,0 +1,79 @@
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diff --git a/inst/slides/Cesar.tex b/inst/slides/Cesar.tex
new file mode 100644
index 0000000000000000000000000000000000000000..a6b9dce4dd2c215beaabf65ca63b3fd9ef5a9f07
--- /dev/null
+++ b/inst/slides/Cesar.tex
@@ -0,0 +1,870 @@
+\documentclass[10pt, aspectratio=169]{beamer}
+
+\usepackage[brazil]{babel}
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+
+
+
+%% ======================================================================
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+}
+
+%% ======================================================================
+%% Formatando slides para seções e subseções
+\AtBeginSection[]{
+  \begin{frame}[c, allowframebreaks]
+    \begin{center}
+      \textcolor{teal}{\thesection} \\ \vspace{0.3cm}
+      \parbox{0.6\textwidth}{
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+    \end{center}
+  \end{frame}
+}
+
+%% ======================================================================
+%% Metadados do documento
+\title{Modelos de Regressão para Dados de Contagem com R}
+\author[Walmes Zeviani, Eduardo Jr \& Cesar Taconelli]{
+  Prof. Dr. Walmes M. Zeviani\\
+  Eduardo E. Ribeiro Jr\\ 
+  Prof. Dr. Cesar A. Taconelli
+}
+\institute[UFPR]{
+  Laboratório de Estatística e Geoinformação \\
+  Departamento de Estatística \\
+  Universidade Federal do Paraná}
+\date{\today \\[0.1cm] \url{edujrrib@gmail.com}}
+%\titlegraphic{\includegraphics[width=2cm]{images/MRDCr_logo}}
+
+%% ======================================================================
+
+%% Inicia o documento
+
+\begin{document}
+
+\begin{frame}
+  \titlepage
+\end{frame}
+
+
+
+\begin{frame}{Conteúdo}
+
+\begin{multicols}{2}
+
+\begin{enumerate}
+    \item Introdução
+    \item Modelos Lineares Generalizados
+    \item Modelo de Regressão Poisson
+    \item Modelo de Quase-Verossimilhança
+    \item Modelos Paramétricos Alternativos
+    
+    \begin{enumerate}
+        \item Modelo Binomial Negativo
+        \item Modelo Poisson Generalizado
+        \item Modelo COM-Poisson
+        \item Modelo Gamma-Count
+    \end{enumerate}
+    \item Modelos para Excesso de Zeros
+    \begin{enumerate}
+        \item Modelos de Barreira (Hurdle)
+        \item Modelos de Mistura (Zero Inflated)
+    \end{enumerate}
+    \item Modelos com Efeitos Aleatórios
+\end{enumerate}
+
+\end{multicols}
+
+\end{frame}
+
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+
+%%% Slide 2
+
+\begin{frame}\frametitle{Dados de contagens}
+Alguns exemplos de problemas envolvendo contagens:
+
+\vspace{0,2cm}
+\begin{itemize}
+\item Número de acidentes em uma rodovia por semana;
+\item Número de automóveis vendidos por dia;
+\item Número de gols marcados por times de futebol por partida;
+\item Número de falhas por metro de fio de cobre produzido;
+\item Número de colônias de bactérias por $0,01mm^{2}$ de uma dada cultura...
+\end{itemize}
+\end{frame}
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 3
+
+\begin{frame}\frametitle{Modelos probabilísticos para dados de contagens}
+
+\begin{itemize}
+    \item Modelos probabilísticos para variáveis aleatórias discretas, com suporte no conjunto de números inteiros não-negativos, são potenciais candidatos para a análise de dados de 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, na razão de probabilidades sucessivas...
+    
+   
+\end{itemize}
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 4
+
+\begin{frame}\frametitle{Regressão para dados de contagens}
+
+\begin{itemize}
+
+\item Modelos de regressão são utilizados para modelar a distribuição de uma variável aleatória $Y$ condicional aos valores de um conjunto de variáveis explicativas $x_{1},x_{2},...,x_{p}$.
+
+\vspace{0,5cm}
+
+\item Métodos para inferência e modelos de regressão para dados de contagem estão bem
+aquém, em quantidade e diversidade, em relação ao verificado para dados contínuos.
+
+\vspace{0,5cm}
+
+\item A aplicação de modelos de regressão com erros normais na análise de contagens, embora frequente, em geral é desaconselhável.
+
+\end{itemize}
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 5
+
+\begin{frame}{Regressão com erros normais na análise de dados de contagens}
+    
+    \vspace{0,5cm}
+    
+    \begin{itemize}
+        \item O modelo linear com erros normais não considera a natureza discreta dos dados;
+        
+        \vspace{0,5cm}
+        
+        \item Associa probabilidade nula a qualquer possível contagem;
+        
+        \vspace{0,5cm}
+        
+        \item Admite probabilidades não nulas a valores negativos da variável;
+       
+    \end{itemize}
+    
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 6
+
+
+\begin{frame}{Regressão com erros normais na análise de dados de contagens}
+    
+    
+    \vspace{0,2cm}
+    
+    \begin{itemize}
+ 
+        \item O uso de transformações dificulta a interpretação dos resultados;
+        
+        \vspace{0,5cm}
+        
+        \item O uso da transformação logarítmica apresenta problemas para contagens iguais a zero;
+        
+        \vspace{0,5cm}
+        
+        \item Não se contempla a relação não constante entre variância e média, característica de  dados de contagens.
+        
+        
+    \end{itemize}
+    
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 7
+
+\begin{frame}{A distribuição de Poisson}
+    
+    \begin{itemize}
+        \item A distribuição de Poisson é a principal referência para a análise de dados de contagens.
+ \vspace{0,3cm}       
+        \item Função de probabilidades:
+
+        
+$$
+    P\left ( Y=k \right )=\frac{e^{-\lambda}\lambda^{k}}{k!},\hspace{5mm}k=0,1,2,...; \lambda>0.
+$$
+ 
+   \vspace{0,2cm}    
+   
+       \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: 
+  
+$$
+    P\left ( Y_t=k \right )=\frac{e^{-\lambda t}(\lambda t)^{k}}{k!},\hspace{5mm}k=0,1,2,....
+$$
+        \end{itemize}
+        
+\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: $E(Y)= \lambda$;
+    \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}
+    
+
+
+    \vspace{0,5cm}
+    
+    \begin{itemize}
+        \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}
+
+$$
+     \underset{n \to \infty  \pi \to 0 }{lim}
+\left [ \begin{pmatrix}
+ n\\k 
+\end{pmatrix} \left ( \frac{\lambda}{n} \right )^{k}\left ( 1-\frac{\lambda}{n} \right )^{n-k}\right ]=\frac{e^{-\lambda}\lambda^{k}}{k!}.
+$$
+
+    \vspace{0,5cm}
+
+        \item Resultado do processo estocástico de Poisson, em que os eventos contados ocorrem \textbf{aleatoriamente} ao longo do tempo, espaço,...
+
+    \end{itemize}
+    
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 9
+
+\begin{frame}{Motivações para a distribuição de Poisson}
+
+\begin{itemize}
+    
+
+        \item Se o tempo decorrido entre sucessivos eventos é uma variável aleatória com distribuição exponencial de média $\mu=1/\lambda$, então o número de eventos ocorridos em um intervalo t de tempo tem distribuição de Poisson com média $\lambda t$.
+        
+         \vspace{0,3cm}
+         
+\begin{itemize}    
+        
+        \item A dualidade entre as distribuições Poisson e exponencial implica que a taxa de ocorrência do evento, definida por:
+        
+        
+\end{itemize}
+
+    
+$$
+    \lambda (t) =\lim_{\Delta t\rightarrow 0}\frac{P\left \{ \text{evento ocorrer em} \left ( t,t+\Delta t \right ) \right \}}{\Delta t},
+$$  
+
+     \vspace{0,3cm}
+     
+dado que o evento não ocorreu até o tempo $t$, \textbf{é constante} para todo $t>0$.
+
+        
+         \end{itemize}
+    
+\end{frame}   
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% 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}
+    
+    O Processo de Poisson configura um processo de contagem em que $Y(t),t\geqslant 0$, representa o número de eventos que ocorrem até $t$, satisfazendo:
+    
+    \vspace{0,5cm}
+    
+    \begin{enumerate}
+        \item $Y(t)$ é inteiro e não negativo;
+        \item Para $s<t$, $Y(s)\leq Y(t)$;
+        \item $Y(t)-Y(s)$ é o número de eventos que ocorrem no intervalo $(s,t]$;
+        \item O processo é estacionário:
+        
+        $$
+            Y(t_{2}+s)-Y(t_{1}+s) \overset{i.d. }{\sim}Y(t_{2})-Y(t_{1}), \forall s>0
+       $$
+        
+        \item O processo tem incrementos independentes, ou seja, os números de eventos verificados em intervalos disjuntos são independentes.
+    \end{enumerate}
+
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+
+%%% Slide 14
+
+\begin{frame}{Diferentes padrões em processos de contagens}
+    
+\begin{figure}[h]
+    \includegraphics[scale=0.6]{images/processos14.pdf}
+    \caption{Ilustração de diferentes tipos de processos pontuais}
+    \label{Fig2}
+    \centering
+    
+\end{figure}
+\end{frame}
+
+
+
+%%% Slide 15
+
+\begin{frame}{Regressão Poisson} 
+
+\begin{itemize}
+    \item O modelo de regressão Poisson (ou modelo log linear de Poisson) é o mais usado para a análise de dados de contagens.
+    
+    \vspace{0,5cm}
+    
+    \item A regressão Poisson baseia-se nos pressupostos inerentes ao processo e à distribuição de Poisson.
+    
+    \vspace{0,5cm}
+    
+    \item Caso tais pressupostos não sejam atendidos, a regressão Poisson ainda pode ser uma alternativa apropriada, desde que usada com os cuidados necessários.
+    
+\end{itemize}
+
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 16
+
+\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 ${\boldsymbol{x_{i}}}'=(x_{i1},x_{i2},...,x_{ip}), i=1,2,...,n$. A regressão Poisson é definida pela distribuição de Poisson:
+
+
+$$
+   f(y_{i}|\boldsymbol{x_{i}})=\frac{e^{-\mu_{i}}(\mu_{i})^{y_{i}}}{y_{i}!},\hspace{5mm}y=0,1,2,...,
+$$
+
+\vspace{0,2cm}
+ 
+sendo as covariáveis inseridas ao modelo por:
+
+$$
+\ln(\mu _{i})=\boldsymbol{x_{i}'} \boldsymbol{\beta},
+$$
+
+\vspace{0,2cm}
+ 
+em que ${\boldsymbol{\beta }}$ é o vetor de parâmetros de regressão.
+ 
+
+\end{itemize}
+
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+
+%%% Slide 17
+
+\begin{frame}{Regressão Poisson - Propriedades} 
+
+
+\vspace{0,8cm}  
+    
+    \begin{itemize}
+        
+        \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}  
+
+        
+        \item $E\left [ y_{i}|\boldsymbol{x_{i}} \right ]= \mu_{i}=exp\left ( \boldsymbol{x'_{i}\beta} \right );$
+
+\vspace{0,8cm}  
+   
+        \item $Var\left [ y_{i}|\mathbf{x_{i}} \right ]= \mu_{i}=exp\left ( \boldsymbol{x'_{i}\beta} \right ).$
+    
+
+    
+    
+\end{itemize}
+
+\end{frame}
+
+%%%-----------------------------------------------------------------------------------------
+
+
+
+
+
+%%% Slide 18
+
+\begin{frame}{Regressão Poisson - Estimação por máxima verossimilhança} 
+
+Para a regressão Poisson:
+
+\vspace{0.5cm}
+
+\begin{itemize} 
+
+\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 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 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  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}
+
+\end{frame}
+
+
+%%%-----------------------------------------------------------------------------------------
+
+
+%%% Slide 34
+
+\begin{frame}{Regressão Poisson - Modelo Linear Generalizado} 
+
+
+A Regressão Poisson é um caso particular dos Modelos Lineares Generalizados (MLG). Algumas propriedades dessa classe de modelos:
+
+\begin{itemize}
+
+\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 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 (abordagem de Quase-Verossimilhança).
+
+\end{itemize}
+
+\end{itemize}
+
+\end{frame}
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+
+\begin{frame}{Regressão Poisson - Quase-Verossimilhança} 
+
+\begin{itemize}
+    \item Para o ajuste de um modelo alternativo via Quase-Verossimilhança, definimos:
+
+\vspace{0.4cm}
+
+$$g(E(y_i|\boldsymbol{x_i}))=\boldsymbol{x'_i \beta};$$
+
+$$Var(y_i|\boldsymbol{x_i})=\phi V(\mu_i).$$
+
+\item A obtenção dos estimadores se dá pela maximização da função de quase-verossimilhança:
+
+$$ Q\left ( \mu \right )=\int _y^\mu \frac{y-t}{\phi V(t)}dt $$.
+
+
+\item As funções de quase-verossimilhança, quase-escore e quase-informação compartilham propriedades comuns às correspondentes funções no caso paramétrico, para MLGs.
+
+\end{itemize}
+
+
+
+\end{frame}
+
+
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 39
+
+\begin{frame}{Estimação via Quase-Verossimilhança} 
+
+\begin{itemize}
+
+\item Distribuição assintótica:
+
+\vspace{0.3cm}
+
+$$ \boldsymbol{\hat{\beta}_{QL}} \overset{a}{\sim} N(\boldsymbol{\beta}, Var(\boldsymbol{\hat{\beta}_{QL}} ))$$
+
+\vspace{0.8cm}
+
+\item Para o modelo Quase-Poisson, assume-se:
+
+$$\ln(E(y_i|\boldsymbol{x_i}))=\boldsymbol{x'_i \beta};$$
+
+
+
+
+
+\end{itemize}
+
+\end{frame}
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide45
+
+\begin{frame}{Estimação via Quase Verossimilhança} 
+
+\begin{itemize}
+
+\item A matriz de covariâncias assintótica para $\boldsymbol{\hat{\beta}_{QL}}$ fica dada por:
+
+$$
+Var(\boldsymbol{\hat{\beta}_{QL}})=\left [ \sum_{i=1}^{n} \boldsymbol{x_{i}x'_{i}}\mu_{i} \right ]^{-1}
+\sum_{i=1}^{n} \boldsymbol{x_{i}x'_{i}} \omega_{i} \left [ \sum_{i=1}^{n} \boldsymbol{x_{i}x'_{i}}\mu_{i} \right ]^{-1},
+$$
+
+com $\mu_{i}=exp({\boldsymbol{x'_{i}\beta}})$ e $\omega_{i}=Var(y_{i}|\boldsymbol{x_{i}})$.
+
+\vspace{0.5cm}
+
+
+\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}
+
+\end{frame}
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 47
+
+\begin{frame}{Distribuição binomial negativa} 
+
+\begin{itemize}
+
+\item Função de probabilidades:
+
+$$
+P(Y=k)=\frac{\Gamma(\alpha+k)}{\Gamma(k+1)\Gamma(\alpha)}\left ( \frac{\lambda}{\lambda+\alpha} \right )^{k} \left( \frac{\alpha}{\lambda+\alpha} \right )^{\alpha}, k=0,1,2,...; \alpha > 0, \lambda>0
+$$
+
+\item Propriedades:
+
+$$
+E(Y)=\lambda ; \quad Var(Y)= \lambda+ \alpha^{-1} \lambda^2
+$$
+
+\item Assim, para qualquer $\alpha>0$, temos $Var(Y)>\lambda$.
+
+\item A distribuição binomial negativa tem como caso limite distribuição Poisson, quando $\alpha \rightarrow \infty$.
+
+
+\end{itemize}
+
+\end{frame}
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 48
+
+\begin{frame}{Distribuição binomial negativa} 
+
+\begin{itemize}
+
+\item Uma parametrização alternativa:
+
+\vspace{0.5cm}
+
+$$
+P(Y=k) = \left ( \begin{matrix}
+r+k-1\\ 
+r-1
+\end{matrix} \right ) (1-p)^rp^k, \hspace{0,5cm} k=0,1,2,...,
+$$
+
+\vspace{0.5cm}
+
+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 $r=1$).
+
+\vspace{0.5cm}
+
+\item Modelagem de alguns tipos de processos pontuais envolvendo contágio.
+
+\end{itemize}
+
+\end{frame}
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 48
+
+\begin{frame}{Distribuição binomial negativa} 
+
+\begin{itemize}
+
+\item A principal motivação para a distribuição binomial negativa baseia-se num processo de contagem heterogêneo, em que $Y \sim Poisson( \theta)$ e $\theta$ tem distribuição $Gama(\alpha, \beta):$
+
+$$
+g\left ( \theta;\alpha,\beta \right )=\frac{\beta^{\alpha}}{\Gamma\left ( \alpha \right )}\theta^{\alpha-1}e^{-\beta \theta},\quad \alpha, \beta, \nu>0,
+$$
+
+com $E(\theta)=\theta=\alpha /\beta$ e variância $Var(\theta)=\alpha /\beta^2.$
+
+\vspace{0.5cm}
+
+\item Como resultado, temos uma mistura Poisson-Gamma, resultando, marginalmente (em relação a $\theta$), na distribuição binomial negativa.
+
+
+\end{itemize}
+
+\end{frame}
+
+
+%%%-----------------------------------------------------------------------------------------
+
+
+%%% Slide 50
+
+\begin{frame}{Distribuição binomial negativa para diferentes parâmetros}
+    
+    \begin{figure}[h]
+    \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
+    
+\end{figure}
+\end{frame}
+
+
+
+%%%-----------------------------------------------------------------------------------------
+
+%%% Slide 51
+
+\begin{frame}{Distribuição binomial negativa} 
+
+\begin{itemize}
+
+\item O modelo de regressão com resposta binomial negativa pode ser especificado fazendo $E(y|\boldsymbol{x})=exp(\boldsymbol{x'\beta}).$
+
+\vspace{0.5cm}
+
+\item Para valores fixados de $\alpha$, a distribuição binomial negativa fica expressa na forma da família exponencial linear, contemplada pela teoria de MLG.
+
+\vspace{0.5cm}
+
+\item A estimação dos parâmetros do modelo se dá numericamente, segundo um algoritmo em duas etapas, em que $\alpha$ e $\boldsymbol{\beta}$ são estimados condicionalmente até convergência.
+
+\end{itemize}
+
+\end{frame}
+
+\end{document}
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diff --git a/vignettes/Ovelhas.Rmd b/vignettes/Ovelhas.Rmd
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+---
+title: "Análise de Contagens - Quase-Verossimilhança"
+author: >
+  Walmes M. Zeviani,
+  Eduardo E. Ribeiro Jr &
+  Cesar A. Taconeli
+vignette: >
+  %\VignetteIndexEntry{Análise de Contagens - Quase-Verossimilhança}
+  %\VignetteEngine{knitr::rmarkdown}
+  %\VignetteEncoding{UTF-8}
+---
+
+```{r setup, include=FALSE}
+source("_setup.R")
+```
+
+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 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 (3 minutos).
+
+
+```{r, echo = FALSE, include=FALSE}
+##### Carregamento e tratamento inicial dos dados
+
+dados <- read.csv('Dadoscomp.csv',sep=',')
+dados$tratamento <- factor(dados$tratamento)
+levels(dados$tratamento) <- c('Observ', 'Observ + Interv')
+dados$linhagem <- factor(dados$linhagem)
+levels(dados$linhagem) <- c('Pouco reativo', 'Muito reativo')
+dados2 <- dados[1:38,c(1:5,30:53)]
+dados3 <- dados[1:38,30:53] ### Somente as mudanças de postura durante a intervenção.
+r1 <- rowSums(dados3[,1:3])-1
+table(r1)
+r2 <- rowSums(dados3[,4:6])-1
+table(r2)
+r4 <- rowSums(dados3[,12:16])-1
+table(r4)
+d2 <- rowSums(dados[1:38,57:59])-1
+table(d2)
+
+datapost1 <- data.frame(r1, dados2[ ,c('tratamento', 'linhagem')])
+names(datapost1)[1] <- 'Nposturas'
+datapost2 <- data.frame(r2, dados2[ ,c('tratamento', 'linhagem')])
+names(datapost2)[1] <- 'Nposturas'
+datapost4 <- data.frame(r4, dados2[ ,c('tratamento', 'linhagem')])
+names(datapost4)[1] <- 'Nposturas'
+
+##### Pacotes requeridos
+require('lmtest')
+require('boot')
+require('car')
+require('RColorBrewer')
+require('sandwich')
+require('hnp')
+require('knitr')
+```
+
+
+### Verificação do conteúdo e a estrutura dos dados.
+
+```{r}
+str(datapost4)
+summary(datapost4)
+```
+
+
+
+### Análise descritiva
+
+```{r}
+tab <- data.frame(with(datapost4, table(tratamento, Nposturas)))
+
+myColours <- brewer.pal(2,"Blues")
+
+my.settings <- list(
+  superpose.polygon=list(col=myColours[2:5], border="transparent"),
+  strip.background=list(col=myColours[6]),
+  strip.border=list(col="black")
+)
+
+bwplot(Nposturas ~ linhagem | tratamento,
+         data=datapost4, 
+         main="Mudanças de postura vs tratamento e linhagem", 
+         xlab="Linhagem", ylab="Frequência")
+
+### Variância e média amostrais por tratamento e linhagem.
+
+mdp <- aggregate(Nposturas ~ tratamento:linhagem, datapost4, function(x) c(mean = mean(x), var = var(x)))
+mdp
+
+```
+
+
+### Regressão poisson com estimação por máxima verossimilhança.
+
+```{r}
+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 taxa de variação de postura no grupo com intervenção seja aproximadamente
+### a metade em relação ao grupo sem intervenção.
+
+##### Estimação do parâmetro de dispersão. 
+X2 <- sum(resid(ajusteps,type='pearson')**2)
+phichap <- X2/ajusteps$df.residual
+phichap
+```
+
+### Diagnóstico do ajuste (gráficos).
+
+```{r}
+##### Diagnóstico do modelo - gráficos padrão do R.
+par(mfrow=c(2,2))
+plot(ajusteps, pch = 20, cex = 1.25)
+```
+
+```{r, echo = FALSE}
+envelope=function(modelo){
+  dados=na.omit(modelo$data)
+  nsim=100
+  n=modelo$df.null+1
+  r1=sort(rstandard(modelo,type='deviance'))
+  m1=matrix(0,nrow=n,ncol=nsim)
+  a2=simulate(modelo,nsim=nsim)
+  
+  for (i in 1:nsim){
+    dados$y=a2[,i]
+    aj=update(modelo,y~.,data=dados)
+    m1[,i]=sort(rstandard(aj,type='deviance'))}
+  
+  li=apply(m1,1,quantile,0.025)
+  m=apply(m1,1,quantile,0.5)
+  ls=apply(m1,1,quantile,0.975)
+  
+  quantis=qnorm((1:n-0.5)/n)
+  
+  plot(rep(quantis,2),c(li,ls),type='n',xlab='Percentil da N(0,1)',ylab='Resíduos')
+  title('Gráfico Normal de Probabilidades')
+  lines(quantis,li,type='l')
+  lines(quantis,m,type='l',lty=2)
+  lines(quantis,ls,type='l')
+  points(quantis,r1,pch=16,cex=0.75)
+}
+
+```
+
+```{r}
+##### Gráfico quantil-quantil com envelopes simulados.
+par(mfrow=c(1,1))
+envelope(ajusteps)
+```
+
+
+### Ajustando modelos por quase-verossimilhança.
+
+```{r}
+
+### Modelo quasi poisson (V(mu) = mu).
+ajuste12 <- glm(r4 ~ tratamento+linhagem, data=datapost4, family = 'quasipoisson')
+# 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)
+
+### Modelo de quase-verossimilhança (V(mu) = mu^2).
+ajuste14 <- glm(r4 ~ tratamento+linhagem, data=datapost4, family = quasi(variance = 'mu^2', link='log'))
+summary(ajuste14)
+
+### Gráficos de diagnóstico para o modelo de quase-verossimilhança.
+par(mfrow = c(2,2))
+plot(ajuste14, pch = 20, cex = 1.25)
+
+### Gráficos quantil-quantil para os resíduos dos modelos Poisson e de Quase-Verossimilhança.
+par(mfrow=c(1,2))
+qqnorm(resid(ajusteps,type='deviance'), pch = 20, main = 'Poisson', las = 1)
+qqline(resid(ajusteps,type='deviance'))
+qqnorm(resid(ajuste14,type='deviance'), pch = 20, main = 'QL', las = 1)
+qqline(resid(ajuste14,type='deviance'))
+```
+
+
+### Usando estimação robusta e bootstrap.
+
+```{r}
+
+estrb <- coeftest(ajusteps, vcov=sandwich) ### Estimador sanduíche
+estrb ### Estimação robusta.
+
+### Usando bootstrap (R=999 simulações)
+ajusteboot <- Boot(ajusteps)
+summary(ajusteboot) ### Resultados obtidos via bootstrap.
+
+
+```
+
+
+### Resumo geral dos resultados.
+
+```{r}
+
+erroz <- rbind(summary(ajusteps)$coefficients[2,2:3], summary(ajuste13)$coefficients[2,2:3], 
+               summary(ajuste14)$coefficients[2,2:3], estrb[2,2:3], c(summary(ajusteboot)[2,4],
+               mean(ajusteboot$t[,2]/summary(ajusteboot)[2,4])))
+
+ics <- rbind(confint.default(ajusteps)[2,],confint.default(ajuste13)[2,], confint.default(ajuste14)[2,], 
+estrb[2,1] + c(-1.96,1.96) * estrb[2,2], mean(ajusteboot$t[,2])+c(-1.96,1.96)*summary(ajusteboot)[2,4]) 
+
+quadres <- cbind(erroz, ics)
+
+rownames(quadres) <- c('Poisson', 'Quasi(mu)', 'Quasi(mu^2)', 'Robusto (sanduiche)', 'Bootstrap')
+
+### Quadro resumo para as estimativas produzidas pelos quatro modelos para o efeito de intervenção.
+kable(quadres, format = "markdown", caption = "Comparativo dos modelos ajustados")
+
+```
+
+### Verificando efeito das observações com maiores resíduos na análise.
+
+```{r}
+dadosexclud <- datapost4[-c(8,18,28),]
+
+### Ajustando o modelo Poisson sem as três observações.
+ajusteexcludpoi <- glm(Nposturas ~ tratamento+linhagem, data=dadosexclud, family = poisson)
+
+### Estimativa do parâmetro de dispersão.
+sum(resid(ajusteexcludpoi, type = 'pearson')**2)/ajusteexcludpoi$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(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(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
new file mode 100644
index 0000000000000000000000000000000000000000..88fd2dca863072c3555f7b41043596db3a156cad
--- /dev/null
+++ b/vignettes/Sinistros.Rmd
@@ -0,0 +1,329 @@
+---
+title: "Análise de Contagens - Poisson e Binomial Negativa"
+author: >
+  Walmes M. Zeviani,
+  Eduardo E. Ribeiro Jr &
+  Cesar A. Taconeli
+vignette: >
+  %\VignetteIndexEntry{Análise de Contagens - Poisson e Binomial Negativa}
+  %\VignetteEngine{knitr::rmarkdown}
+  %\VignetteEncoding{UTF-8}
+---
+
+```{r setup, include=FALSE}
+source("_setup.R")
+```
+
+
+Dados referentes ao número de sinistros registrados por 16483 clientes de
+uma seguradora de automóveis ao longo de um ano, contemplando as 
+seguintes variáveis:
+
+* **Sinistros**: Número de sinistros registrados;
+* **Exposicao**: Período de cobertura do cliente durante o ano sob análise;
+* **Idade**: Idade do cliente (em anos);
+* **Sexo**: M para masculino e F para feminino;
+* **Valor**: Valor do veículo segurado (em reais).
+
+
+
+```{r, echo = FALSE, include=FALSE}
+
+require(lattice)
+require(MASS)
+require(effects)
+require(knitr)
+
+dados <- read.csv('Baseauto2.csv', header=TRUE, sep=',', dec = ',')
+
+options(scipen = 3) ### Era zero.
+
+##### Preparando os dados.
+names(dados) <- c('Bonus','Tipo','Estado','Idade','Sexo','Civil','Valor','Exposicao','Sinistros')
+dados <- dados[,c('Idade','Sexo','Valor','Exposicao','Sinistros')]
+dados <- dados[which(dados$Valor != 0),]
+dados$lexpo <- log(dados$Exposicao)
+dados$Valor <- dados$Valor/1000
+
+```
+
+### Verificação do conteúdo e a estrutura dos dados.
+
+```{r}
+head(dados, 10) ### Dez primeiras linhas da base.
+str(dados)
+```
+
+### Análise descritiva da distribuição do número de sinistros. 
+
+```{r}
+table(dados$Sinistros) ### Distribuição do números de sinistros.
+taxageral <- sum(dados$Sinistros)/sum(dados$Exposicao); taxageral ### Taxa de sinistros na amostra.
+
+tab <- aggregate(cbind(Exposicao, Sinistros) ~ Sexo, data = dados, sum)
+taxa <- with(tab, Sinistros/Exposicao)
+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)
+### 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)
+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**')
+
+```
+
+## Regressão usando o modelo log-linear poisson.
+
+```{r}
+dados <- na.omit(dados)
+ajusteps <- glm(Sinistros ~ Sexo+Idade+I(Idade**2)+Valor+offset(log(Exposicao)), data = dados, family=poisson)
+summary(ajusteps)
+
+### Estimação do parâmetro de dispersão. 
+
+X2 <- sum(resid(ajusteps,type='pearson')**2)
+phichap <- X2/ajusteps$df.residual
+phichap ### Indicador de superdispersão.
+```
+
+```{r, echo = FALSE}
+envelope=function(modelo){
+  dados=na.omit(modelo$data)
+  nsim=100
+  n=modelo$df.null+1
+  r1=sort(rstandard(modelo,type='deviance'))
+  m1=matrix(0,nrow=n,ncol=nsim)
+  a2=simulate(modelo,nsim=nsim)
+  
+  for (i in 1:nsim){
+    dados$y=a2[,i]
+    aj=update(modelo,y~.,data=dados)
+    m1[,i]=sort(rstandard(aj,type='deviance'))}
+  
+  li=apply(m1,1,quantile,0.025)
+  m=apply(m1,1,quantile,0.5)
+  ls=apply(m1,1,quantile,0.975)
+  
+  quantis=qnorm((1:n-0.5)/n)
+  
+  plot(rep(quantis,2),c(li,ls),type='n',xlab='Percentil da N(0,1)',ylab='Resíduos')
+  title('Gráfico Normal de Probabilidades')
+  lines(quantis,li,type='l')
+  lines(quantis,m,type='l',lty=2)
+  lines(quantis,ls,type='l')
+  points(quantis,r1,pch=16,cex=0.75)
+}
+```
+
+
+### Diagnóstico do ajuste (gráficos).
+
+```{r}
+##### Diagnóstico do modelo - gráficos.
+par(mfrow=c(2,2))
+plot(ajusteps)
+
+par(mfrow=c(1,1))
+envelope(ajusteps)
+```
+
+
+### Ajuste do modelo associando um parâmetro ao termo offset (log-exposicao)
+
+```{r}
+ajusteps2 <- glm(Sinistros ~ Sexo + Idade +I(Idade**2) + Valor + log(Exposicao), data = dados, family=poisson)
+summary(ajusteps2)
+anova(ajusteps, ajusteps2, test = 'Chisq')
+```
+
+
+## Regressão usando a distribuição binomial negativa.
+
+```{r}
+ajustenb2 <- glm.nb(Sinistros ~ Sexo+Idade+I(Idade**2)+Valor+log(Exposicao),data= dados)
+summary(ajustenb2) 
+
+```
+
+
+### Diagnóstico do ajuste (gráficos).
+
+```{r}
+##### Diagnóstico do modelo - gráficos.
+par(mfrow=c(2,2))
+plot(ajustenb2)
+```
+
+
+```{r, echo = FALSE}
+dadosnb3 <- dados[,c('Sexo','Idade','Valor','Exposicao','Sinistros')]
+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
+  n=modelo$df.null+1
+  r1=sort(rstandard(modelo,type='deviance'))
+  m1=matrix(0,nrow=n,ncol=nsim)
+  a2=simulate(modelo,nsim=nsim)
+  
+  for (i in 1:nsim){
+    dados$y=a2[,i]
+    aj=update(modelo,y~.,data=dados)
+    m1[,i]=sort(rstandard(aj,type='deviance'))}
+  
+  li=apply(m1,1,quantile,0.025)
+  m=apply(m1,1,quantile,0.5)
+  ls=apply(m1,1,quantile,0.975)
+  
+  quantis=qnorm((1:n-0.5)/n)
+  
+  plot(rep(quantis,2),c(li,ls),type='n',xlab='Percentil da N(0,1)',ylab='Resíduos')
+  title('Gráfico Normal de Probabilidades')
+  lines(quantis,li,type='l')
+  lines(quantis,m,type='l',lty=2)
+  lines(quantis,ls,type='l')
+  points(quantis,r1,pch=16,cex=0.75)
+}
+```
+
+
+```{r}
+par(mfrow=c(1,1))
+envelope(ajustenb2)
+```
+
+
+### Explorando os efeitos das covariáveis. Estimativas pontuais e ICs (95%)
+
+```{r}
+intervalos <- confint(ajustenb2)
+estimat <- cbind(ajustenb2$coefficients, intervalos)
+colnames(estimat)[1] <- 'Estimativa pontual'
+
+### Quadro de estimativas
+kable(round(estimat, 5), align = 'c', caption = '**Estimativas pontuais e intervalos de confiança - Modelo Binomial Negativo**')
+```
+
+
+### Gráficos de efeitos
+
+```{r, echo = FALSE}
+
+```
+
+```{r}
+
+efeitos <- allEffects(ajustenb2, given.values=c(lexpo=0))
+trellis.par.set(list(axis.text = list(cex = 1.2))) 
+
+plot(efeitos[[2]], type='response',main=list(
+    label="Taxa de sinistros vs. Idade",
+    cex=1.5),
+    xlab=list(
+        label="Idade (anos)",
+        cex=1.5),
+    ylab=list(
+        label="Taxa de sinistros",
+        cex=1.5))
+
+plot(efeitos[[1]], type='response',main=list(
+    label="Taxa de sinistros vs. Sexo",
+    cex=1.5),
+    xlab=list(
+        label="Sexo",
+        cex=1.5),
+    ylab=list(
+        label="Taxa de  sinistros",
+        cex=1.5))
+
+plot(efeitos[[4]], type='response',main=list(
+    label="Taxa de sinistros vs. Valor do automóvel",
+    cex=1.5),
+    xlab=list(
+        label="Valor (x1000 reais)",
+        cex=1.5),
+    ylab=list(
+        label="Taxa de sinistros",
+        cex=1.5))
+
+```
+
+
+
+
+```{r, echo = FALSE, include=F}
+
+## Frequências ajustadas pelas duas distribuições, com e sem covariaveis.
+
+### Poisson sem ajuste de covariáveis.
+n <- nrow(dados)
+mediasin <- mean(dados$Sinistros)
+freqps <- round(n*dpois(0:10,mediasin))
+
+
+### Poisson com covariaveis
+pred1 <- predict(ajusteps2,type='response')
+intervalo <- 0:10
+matprob <- matrix(0, nrow=nrow(dados), ncol=length(intervalo))
+probpois <- function(interv, taxa)
+    dpois(intervalo,taxa)
+for(i in 1:nrow(dados))
+    matprob[i,] <- probpois(interv = intervalo, taxa = pred1[i])
+pbarra <- colMeans(matprob)
+freqpsaj <- round(n*pbarra)
+
+
+
+### Binomial negativa sem covariaveis.
+ajustenb <- glm.nb(Sinistros ~ 1,data=dados)
+
+media <- exp(coefficients(ajustenb))
+shape <- ajustenb$theta
+freqbn <- round(n*dnbinom(0:10, mu = media, size = shape))
+
+
+### Binomial negativa com covariaveis
+pred2 <- predict(ajustenb2,type='response')
+
+intervalo <- 0:10
+matprob <- matrix(0,nrow=nrow(dados),ncol=length(intervalo))
+probnb <- function(interv, media, shape)
+    dnbinom(intervalo, mu = media, size = shape)
+for(i in 1:nrow(dados))
+    matprob[i,] <- probnb(interv = intervalo, media = pred2[i], shape = ajustenb2$theta)
+pbarra <- colMeans(matprob)
+frebnaj <- round(n*pbarra)
+ams <- c(table(dados$Sinistros), rep(0,5))
+matfreq <- rbind(ams, freqps, freqpsaj, freqbn, frebnaj)
+colnames(matfreq) <- 0:10
+rownames(matfreq) <- c('Amostra', 'Poisson não ajustada por covariáveis', 'Poisson ajustada por covariáveis', 
+                       'BN não ajustada por covariáveis', 'BN ajustada por covariáveis')
+```
+
+
+## Comparação dos ajustes
+
+```{r, results = 'markup'}
+kable(matfreq, format = "markdown", caption = "Frequências amostrais e frequências ajustadas para o número de sinistros")
+```
+
+
+
+
+
+
+
+
+
+
+